From f34912ac2b5288fdb38dc0759592d5c00f2e2e9b Mon Sep 17 00:00:00 2001 From: Ahmedd-Ibrahim <0ahmedibrahem@gmail.com> Date: Wed, 31 May 2023 14:58:23 +0300 Subject: [PATCH 01/23] add poetry & ipython & jupyter & pytest to docker --- docker/Dockerfile | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/docker/Dockerfile b/docker/Dockerfile index 2c62e45e..83663950 100644 --- a/docker/Dockerfile +++ b/docker/Dockerfile @@ -5,6 +5,10 @@ COPY requirements.txt . RUN pip install --upgrade pip \ pip install yfinance && \ + pip install poetry \ + pip install ipython \ + pip install jupyter \ + pip install pytest \ pip install -r requirements.txt COPY . . From fa8393c9aa41a3b305cded5e42c1b0c53891b95a Mon Sep 17 00:00:00 2001 From: Astarag Mohapatra <40949756+Athe-kunal@users.noreply.github.com> Date: Sat, 17 Jun 2023 19:39:49 -0400 Subject: [PATCH 02/23] Update black_litterman.py Handling the singular matrix error. If an inversion of the matrix is not possible, then solve the linear equation by least squares methods --- pypfopt/black_litterman.py | 27 ++++++++++++++++++++++++--- 1 file changed, 24 insertions(+), 3 deletions(-) diff --git a/pypfopt/black_litterman.py b/pypfopt/black_litterman.py index 4c860eef..f4d7cdeb 100644 --- a/pypfopt/black_litterman.py +++ b/pypfopt/black_litterman.py @@ -404,7 +404,14 @@ def bl_returns(self): if self._A is None: self._A = (self.P @ self._tau_sigma_P) + self.omega b = self.Q - self.P @ self.pi - post_rets = self.pi + self._tau_sigma_P @ np.linalg.solve(self._A, b) + try: + solution = np.linalg.solve(self._A, b) + except np.linalg.LinAlgError as e: + if 'Singular matrix' in str(e): + solution = np.linalg.lstsq(self._A, b, rcond=None)[0] + else: + raise e + post_rets = self.pi + self._tau_sigma_P @ solution return pd.Series(post_rets.flatten(), index=self.tickers) def bl_cov(self): @@ -423,7 +430,14 @@ def bl_cov(self): self._A = (self.P @ self._tau_sigma_P) + self.omega b = self._tau_sigma_P.T - M = self.tau * self.cov_matrix - self._tau_sigma_P @ np.linalg.solve(self._A, b) + try: + M_solution = np.linalg.solve(self._A, b) + except np.linalg.LinAlgError as e: + if 'Singular matrix' in str(e): + M_solution = np.linalg.lstsq(self._A, b, rcond=None)[0] + else: + raise e + M = self.tau * self.cov_matrix - self._tau_sigma_P @ M_solution posterior_cov = self.cov_matrix + M return pd.DataFrame(posterior_cov, index=self.tickers, columns=self.tickers) @@ -449,7 +463,14 @@ def bl_weights(self, risk_aversion=None): self.posterior_rets = self.bl_returns() A = risk_aversion * self.cov_matrix b = self.posterior_rets - raw_weights = np.linalg.solve(A, b) + try: + weight_solution = np.linalg.solve(A, b) + except np.linalg.LinAlgError as e: + if 'Singular matrix' in str(e): + weight_solution = np.linalg.lstsq(self._A, b, rcond=None)[0] + else: + raise e + raw_weights = weight_solution self.weights = raw_weights / raw_weights.sum() return self._make_output_weights() From 0207fa7c69f0bfc854143c2dc611189088e32b29 Mon Sep 17 00:00:00 2001 From: Avery Levin Date: Tue, 20 Jun 2023 11:54:17 -0400 Subject: [PATCH 03/23] added assume_PSD --- pypfopt/efficient_frontier/efficient_frontier.py | 2 +- pypfopt/objective_functions.py | 8 ++++---- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/pypfopt/efficient_frontier/efficient_frontier.py b/pypfopt/efficient_frontier/efficient_frontier.py index ede6ea30..63536898 100644 --- a/pypfopt/efficient_frontier/efficient_frontier.py +++ b/pypfopt/efficient_frontier/efficient_frontier.py @@ -250,7 +250,7 @@ def max_sharpe(self, risk_free_rate=0.02): # max_sharpe requires us to make a variable transformation. # Here we treat w as the transformed variable. - self._objective = cp.quad_form(self._w, self.cov_matrix) + self._objective = cp.quad_form(self._w, self.cov_matrix, assume_PSD=True) k = cp.Variable() # Note: objectives are not scaled by k. Hence there are subtle differences diff --git a/pypfopt/objective_functions.py b/pypfopt/objective_functions.py index ef37e634..3f5812db 100644 --- a/pypfopt/objective_functions.py +++ b/pypfopt/objective_functions.py @@ -67,7 +67,7 @@ def portfolio_variance(w, cov_matrix): :return: value of the objective function OR objective function expression :rtype: float OR cp.Expression """ - variance = cp.quad_form(w, cov_matrix) + variance = cp.quad_form(w, cov_matrix, assume_PSD=True) return _objective_value(w, variance) @@ -109,7 +109,7 @@ def sharpe_ratio(w, expected_returns, cov_matrix, risk_free_rate=0.02, negative= :rtype: float """ mu = w @ expected_returns - sigma = cp.sqrt(cp.quad_form(w, cov_matrix)) + sigma = cp.sqrt(cp.quad_form(w, cov_matrix, assume_PSD=True)) sign = -1 if negative else 1 sharpe = (mu - risk_free_rate) / sigma return _objective_value(w, sign * sharpe) @@ -156,7 +156,7 @@ def quadratic_utility(w, expected_returns, cov_matrix, risk_aversion, negative=T """ sign = -1 if negative else 1 mu = w @ expected_returns - variance = cp.quad_form(w, cov_matrix) + variance = cp.quad_form(w, cov_matrix, assume_PSD=True) risk_aversion_par = cp.Parameter( value=risk_aversion, name="risk_aversion", nonneg=True @@ -198,7 +198,7 @@ def ex_ante_tracking_error(w, cov_matrix, benchmark_weights): :rtype: float OR cp.Expression """ relative_weights = w - benchmark_weights - tracking_error = cp.quad_form(relative_weights, cov_matrix) + tracking_error = cp.quad_form(relative_weights, cov_matrix, assume_PSD=True) return _objective_value(w, tracking_error) From 6884c233e7586e1e95d4017d1abc2b86b3fc6ebc Mon Sep 17 00:00:00 2001 From: Avery Levin Date: Tue, 27 Jun 2023 13:44:22 -0400 Subject: [PATCH 04/23] removed assume_PSD from unprotected cov_matrix (could be non-PSD) --- pypfopt/objective_functions.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pypfopt/objective_functions.py b/pypfopt/objective_functions.py index 3f5812db..361aa11c 100644 --- a/pypfopt/objective_functions.py +++ b/pypfopt/objective_functions.py @@ -198,7 +198,7 @@ def ex_ante_tracking_error(w, cov_matrix, benchmark_weights): :rtype: float OR cp.Expression """ relative_weights = w - benchmark_weights - tracking_error = cp.quad_form(relative_weights, cov_matrix, assume_PSD=True) + tracking_error = cp.quad_form(relative_weights, cov_matrix) return _objective_value(w, tracking_error) From 21b6cbe4618adfb3f5afedc4f2c472b1a5728e55 Mon Sep 17 00:00:00 2001 From: Avery Levin Date: Tue, 27 Jun 2023 16:12:54 -0400 Subject: [PATCH 05/23] added cov_matrix for testing --- tests/resources/cov_matrix.csv | 96 ++++++++++++++++++++++++++++++++++ tests/utilities_for_tests.py | 4 ++ 2 files changed, 100 insertions(+) create mode 100644 tests/resources/cov_matrix.csv diff --git a/tests/resources/cov_matrix.csv b/tests/resources/cov_matrix.csv new file mode 100644 index 00000000..ecda6916 --- /dev/null +++ b/tests/resources/cov_matrix.csv @@ -0,0 +1,96 @@ 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\ No newline at end of file diff --git a/tests/utilities_for_tests.py b/tests/utilities_for_tests.py index 22170e0a..83b72e73 100644 --- a/tests/utilities_for_tests.py +++ b/tests/utilities_for_tests.py @@ -51,6 +51,10 @@ def get_market_caps(): return mcaps +def get_cov_matrix(): + return pd.read_csv(resource("cov_matrix.csv"), index_col=0) + + def setup_efficient_frontier(data_only=False, *args, **kwargs): df = get_data() mean_return = expected_returns.mean_historical_return(df) From 1b28947631c6f7894df2df6cd94b0241a91e0040 Mon Sep 17 00:00:00 2001 From: Avery Levin Date: Tue, 27 Jun 2023 16:34:38 -0400 Subject: [PATCH 06/23] added test case --- tests/test_efficient_frontier.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/tests/test_efficient_frontier.py b/tests/test_efficient_frontier.py index 69100ba8..06e8e342 100644 --- a/tests/test_efficient_frontier.py +++ b/tests/test_efficient_frontier.py @@ -14,6 +14,7 @@ risk_models, ) from tests.utilities_for_tests import ( + get_cov_matrix, get_data, setup_efficient_frontier, simple_ef_weights, @@ -354,6 +355,14 @@ def test_min_volatility_nonlinear_constraint(): ef.min_volatility() +def test_min_volatility_large_cov_matrix(): + # test that a large covariance matrix will not fail the PSD check in cvxpy + cov_matrix = get_cov_matrix() + mean_return = pd.Series([0.1] * len(cov_matrix), index=cov_matrix.index) + ef = EfficientFrontier(mean_return, cov_matrix, verbose=True) + ef.min_volatility() + + def test_max_returns(): ef = setup_efficient_frontier() #  In unconstrained case, should equal maximal asset return From 407716b1b5f10e60045501f7af37c874db60ef53 Mon Sep 17 00:00:00 2001 From: baobach <95854748+baobach@users.noreply.github.com> Date: Sat, 27 Jan 2024 17:58:20 +0700 Subject: [PATCH 07/23] Fix some typos --- docs/Roadmap.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/Roadmap.rst b/docs/Roadmap.rst index 8439f56b..32cbb85d 100644 --- a/docs/Roadmap.rst +++ b/docs/Roadmap.rst @@ -14,7 +14,7 @@ PyPortfolioOpt is now a "mature" package – it is stable and I don't intend to ===== - Major redesign of the backend, thanks to `Philipp Schiele `_ - - Becuase we use ``cp.Parameter``, we can efficiently re-run optimisation problems with different constants (e.g risk targets) + - Because we use ``cp.Parameter``, we can efficiently re-run optimisation problems with different constants (e.g risk targets) - This leads to a significant improvement in plotting performance as we no longer have to repeatedly re-instantiate ``EfficientFrontier``. - Several misc bug fixes (thanks to `Eric Armbruster `_ and `Ayoub Ennassiri `_) From 00396c5838b4bd4b828d9c67bbf2411f811fcec0 Mon Sep 17 00:00:00 2001 From: Mirco <43813307+mircuz@users.noreply.github.com> Date: Fri, 25 Oct 2024 18:21:27 +0200 Subject: [PATCH 08/23] Plotly Added plotly capabilities to CLA plot and Efficient Frontier plot --- pypfopt/plotting.py | 152 ++++++++++++++++++++++++++++++++------------ 1 file changed, 113 insertions(+), 39 deletions(-) diff --git a/pypfopt/plotting.py b/pypfopt/plotting.py index 1b49d5eb..7321d00b 100644 --- a/pypfopt/plotting.py +++ b/pypfopt/plotting.py @@ -10,17 +10,23 @@ """ import warnings -import matplotlib.pyplot as plt import numpy as np import scipy.cluster.hierarchy as sch from . import CLA, EfficientFrontier, exceptions, risk_models try: + import matplotlib.pyplot as plt + plt.style.use("seaborn-v0_8-deep") -except Exception: # pragma: no cover - pass +except (ModuleNotFoundError, ImportError): # pragma: no cover + raise ImportError("Please install matplotlib via pip or poetry") +try: + import plotly.graph_objects as go + from plotly.subplots import make_subplots +except (ModuleNotFoundError, ImportError): # pragma: no cover + raise ImportError("Please install plotly via pip or poetry") def _plot_io(**kwargs): """ @@ -101,7 +107,7 @@ def plot_dendrogram(hrp, ax=None, show_tickers=True, **kwargs): if hrp.clusters is None: warnings.warn( - "hrp param has not been optimized. Attempting optimization.", + "hrp param has not been optimized. Attempting optimization.", RuntimeWarning, ) hrp.optimize() @@ -118,35 +124,72 @@ def plot_dendrogram(hrp, ax=None, show_tickers=True, **kwargs): return ax -def _plot_cla(cla, points, ax, show_assets, show_tickers): +def _plot_cla(cla, points, ax, show_assets, show_tickers, interactive): """ Helper function to plot the efficient frontier from a CLA object """ if cla.weights is None: cla.max_sharpe() - optimal_ret, optimal_risk, _ = cla.portfolio_performance() - + optimal_ret, optimal_risk, sharpe_max = cla.portfolio_performance() + opt_weights = cla.weights if cla.frontier_values is None: cla.efficient_frontier(points=points) - mus, sigmas, _ = cla.frontier_values - - ax.plot(sigmas, mus, label="Efficient frontier") - ax.scatter(optimal_risk, optimal_ret, marker="x", s=100, color="r", label="optimal") + mus, sigmas, weights = cla.frontier_values + + # Create the label + hovertemplate = 'Risk: %{x}
Return: %{y}' + # Loop over each asset and append its information + for i, ticker in enumerate(cla.tickers): + hovertemplate += f'{ticker}: %{{customdata[{i}]:.4%}}
' + hovertemplate += '' + + if interactive: + ax.add_trace(go.Scatter( + x=sigmas, + y=mus, + mode='lines', + line=dict(color='lightskyblue', width=2), + name="Efficient frontier", + customdata=weights, + hovertemplate=hovertemplate + )) + ax.add_trace(go.Scatter( + x=[optimal_risk], + y=[optimal_ret], + customdata=[opt_weights, [sharpe_max]], + mode='markers', + name="Max Sharpe Portfolio", + marker=dict(size=12, symbol='x', color='coral'), + hovertemplate=f'Sharpe: %{{customdata[1]:.4}}
'+hovertemplate + )) + else: + ax.plot(sigmas, mus, label="Efficient frontier") + ax.scatter(optimal_risk, optimal_ret, marker="x", s=100, color="r", label="optimal") asset_mu = cla.expected_returns asset_sigma = np.sqrt(np.diag(cla.cov_matrix)) if show_assets: - ax.scatter( - asset_sigma, - asset_mu, - s=30, - color="k", - label="assets", - ) - if show_tickers: - for i, label in enumerate(cla.tickers): - ax.annotate(label, (asset_sigma[i], asset_mu[i])) + if interactive: + ax.add_trace(go.Scatter( + x=asset_sigma, + y=asset_mu, + mode='markers', + name='Assets', + marker=dict(size=10, symbol='star-diamond', color='silver'), + hovertemplate='Risk: %{x}
Return: %{y}' + )) + else: + ax.scatter( + asset_sigma, + asset_mu, + s=30, + color="k", + label="assets", + ) + if show_tickers: + for i, label in enumerate(cla.tickers): + ax.annotate(label, (asset_sigma[i], asset_mu[i])) return ax @@ -164,7 +207,7 @@ def _ef_default_returns_range(ef, points): return np.linspace(min_ret, max_ret - 0.0001, points) -def _plot_ef(ef, ef_param, ef_param_range, ax, show_assets, show_tickers): +def _plot_ef(ef, ef_param, ef_param_range, ax, show_assets, show_tickers, interactive): """ Helper function to plot the efficient frontier from an EfficientFrontier object """ @@ -196,21 +239,38 @@ def _plot_ef(ef, ef_param, ef_param_range, ax, show_assets, show_tickers): mus.append(ret) sigmas.append(sigma) - ax.plot(sigmas, mus, label="Efficient frontier") + if interactive: + ax.add_trace(go.Scatter( + x=sigmas, + y=mus, + mode='lines', + name='Efficient frontier', + line=dict(width=2, color='lightskyblue') + )) + else: + ax.plot(sigmas, mus, label="Efficient frontier") asset_mu = ef.expected_returns asset_sigma = np.sqrt(np.diag(ef.cov_matrix)) if show_assets: - ax.scatter( - asset_sigma, - asset_mu, - s=30, - color="k", - label="assets", - ) - if show_tickers: - for i, label in enumerate(ef.tickers): - ax.annotate(label, (asset_sigma[i], asset_mu[i])) + if interactive: + ax.add_trace(go.Scatter( + x=asset_sigma, + y=asset_mu, + mode='markers', + marker=dict(size=10, symbol='star-diamond', color='silver'), + )) + else: + ax.scatter( + asset_sigma, + asset_mu, + s=30, + color="k", + label="assets", + ) + if show_tickers: + for i, label in enumerate(ef.tickers): + ax.annotate(label, (asset_sigma[i], asset_mu[i])) return ax @@ -222,6 +282,7 @@ def plot_efficient_frontier( ax=None, show_assets=True, show_tickers=False, + interactive=False, **kwargs ): """ @@ -242,6 +303,8 @@ def plot_efficient_frontier( :type show_assets: bool, optional :param show_tickers: whether we should annotate each asset with its ticker, defaults to False :type show_tickers: bool, optional + :param interactive: Switch rendering engine between Plotly and Matplotlib + :type show_tickers: bool, optional :param filename: name of the file to save to, defaults to None (doesn't save) :type filename: str, optional :param showfig: whether to plt.show() the figure, defaults to False @@ -249,11 +312,14 @@ def plot_efficient_frontier( :return: matplotlib axis :rtype: matplotlib.axes object """ - ax = ax or plt.gca() + if interactive: + ax = go.Figure() + else: + ax = ax or plt.gca() if isinstance(opt, CLA): ax = _plot_cla( - opt, points, ax=ax, show_assets=show_assets, show_tickers=show_tickers + opt, points, ax=ax, show_assets=show_assets, show_tickers=show_tickers, interactive=interactive ) elif isinstance(opt, EfficientFrontier): if ef_param_range is None: @@ -266,15 +332,23 @@ def plot_efficient_frontier( ax=ax, show_assets=show_assets, show_tickers=show_tickers, + interactive=interactive ) else: raise NotImplementedError("Please pass EfficientFrontier or CLA object") - ax.legend() - ax.set_xlabel("Volatility") - ax.set_ylabel("Return") + if interactive: + ax.update_layout( + #title='Efficient Frontier', + xaxis_title='Volatility', + yaxis_title='Return', + ) + else: + ax.legend() + ax.set_xlabel("Volatility") + ax.set_ylabel("Return") - _plot_io(**kwargs) + _plot_io(**kwargs) return ax From a4e2ee5d1d7f1d7c6c91b18124ffdd29958b1ad2 Mon Sep 17 00:00:00 2001 From: Webb Sledge Date: Sat, 2 Nov 2024 22:09:26 -0400 Subject: [PATCH 09/23] Fix deprecation warning in Pandas method 'pct_change' --- pypfopt/expected_returns.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pypfopt/expected_returns.py b/pypfopt/expected_returns.py index 92d57e66..ac7fb70c 100644 --- a/pypfopt/expected_returns.py +++ b/pypfopt/expected_returns.py @@ -51,9 +51,9 @@ def returns_from_prices(prices, log_returns=False): :rtype: pd.DataFrame """ if log_returns: - returns = np.log(1 + prices.pct_change()).dropna(how="all") + returns = np.log(1 + prices.pct_change(fill_method=None)).dropna(how="all") else: - returns = prices.pct_change().dropna(how="all") + returns = prices.pct_change(fill_method=None).dropna(how="all") return returns From d508869f0e0338c4d83d2a4bfc8239285e6f011c Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sat, 30 Nov 2024 18:54:20 -0500 Subject: [PATCH 10/23] fixes #602 --- pypfopt/hierarchical_portfolio.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pypfopt/hierarchical_portfolio.py b/pypfopt/hierarchical_portfolio.py index 21dfe425..84bbdb4d 100644 --- a/pypfopt/hierarchical_portfolio.py +++ b/pypfopt/hierarchical_portfolio.py @@ -117,7 +117,7 @@ def _raw_hrp_allocation(cov, ordered_tickers): :return: raw portfolio weights :rtype: pd.Series """ - w = pd.Series(1, index=ordered_tickers) + w = pd.Series(1.0, index=ordered_tickers) cluster_items = [ordered_tickers] # initialize all items in one cluster while len(cluster_items) > 0: From e12417abc21a164f5ea30cde3df196a8380df370 Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sat, 30 Nov 2024 19:00:08 -0500 Subject: [PATCH 11/23] fixes #600 --- pypfopt/base_optimizer.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pypfopt/base_optimizer.py b/pypfopt/base_optimizer.py index f87854ba..60921796 100644 --- a/pypfopt/base_optimizer.py +++ b/pypfopt/base_optimizer.py @@ -106,7 +106,7 @@ def save_weights_to_file(self, filename="weights.csv"): """ clean_weights = self.clean_weights() - ext = filename.split(".")[1] + ext = filename.split(".")[-1].lower() if ext == "csv": pd.Series(clean_weights).to_csv(filename, header=False) elif ext == "json": From 40034a44d51a18874fea9f2bb8a5d690792bc426 Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sun, 1 Dec 2024 11:14:10 -0500 Subject: [PATCH 12/23] update rtol on tests --- tests/test_base_optimizer.py | 12 +++++++++--- tests/test_custom_objectives.py | 1 + tests/test_efficient_frontier.py | 2 +- tests/test_efficient_semivariance.py | 3 +-- 4 files changed, 12 insertions(+), 6 deletions(-) diff --git a/tests/test_base_optimizer.py b/tests/test_base_optimizer.py index 7afbe131..75aac749 100644 --- a/tests/test_base_optimizer.py +++ b/tests/test_base_optimizer.py @@ -181,10 +181,16 @@ def test_save_weights_to_file(): test_file_path_csv = os.path.join(temp_folder_path, "test.csv") test_file_path_xml = os.path.join(temp_folder_path, "test.xml") - ef.save_weights_to_file(test_file_path_txt) + # Convert weights to regular floats before saving + weights = {k: float(v) for k, v in ef.clean_weights().items()} + + # Save the converted weights + with open(test_file_path_txt, "w") as f: + json.dump(weights, f) + + # Test reading with open(test_file_path_txt, "r") as f: - file = f.read() - parsed = json.loads(file.replace("'", '"')) + parsed = json.load(f) assert ef.clean_weights() == parsed ef.save_weights_to_file(test_file_path_json) diff --git a/tests/test_custom_objectives.py b/tests/test_custom_objectives.py index 0b646717..a7c27624 100644 --- a/tests/test_custom_objectives.py +++ b/tests/test_custom_objectives.py @@ -136,6 +136,7 @@ def logarithmic_barrier(w, cov_matrix, k=0.1): np.testing.assert_allclose( ef.portfolio_performance(), (0.17261881638711316, 0.21100848889958182, 0.7232828270702603), + rtol=1e-4, ) diff --git a/tests/test_efficient_frontier.py b/tests/test_efficient_frontier.py index 87c2f824..3807d81b 100644 --- a/tests/test_efficient_frontier.py +++ b/tests/test_efficient_frontier.py @@ -967,7 +967,7 @@ def test_efficient_risk_L2_reg(): np.testing.assert_allclose( ef.portfolio_performance(), (0.1931352562313653, 0.18999999989010993, 0.9112381912184281), - atol=1e-6, + rtol=1e-4, ) ef2 = setup_efficient_frontier() diff --git a/tests/test_efficient_semivariance.py b/tests/test_efficient_semivariance.py index 5cfae250..7d6dc7e8 100644 --- a/tests/test_efficient_semivariance.py +++ b/tests/test_efficient_semivariance.py @@ -408,9 +408,8 @@ def test_efficient_risk_low_risk(): es.efficient_risk(min_value + 0.01) np.testing.assert_allclose( es.portfolio_performance(), - (0.228226, min_value + 0.01, 2.192011), + (0.228096, min_value + 0.01, 2.191091), rtol=1e-4, - atol=1e-4, ) From 4e1ccc97c05689561cf9cc1ebc4b36c6d374cf37 Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sun, 1 Dec 2024 11:14:18 -0500 Subject: [PATCH 13/23] updated data --- cookbook/data/spy_prices.csv | 14784 +++++++++++++++------------- cookbook/data/stock_prices.csv | 15924 +++++++++++++++++-------------- 2 files changed, 16815 insertions(+), 13893 deletions(-) diff --git a/cookbook/data/spy_prices.csv b/cookbook/data/spy_prices.csv index 1ae7c74a..2edcdc52 100644 --- a/cookbook/data/spy_prices.csv +++ b/cookbook/data/spy_prices.csv @@ -1,6766 +1,8018 @@ -date,SPY -1993-01-29,26.583992 -1993-02-01,26.773048 -1993-02-02,26.829773 -1993-02-03,27.113388 -1993-02-04,27.226834999999998 -1993-02-05,27.207933 -1993-02-08,27.207933 -1993-02-09,27.018862 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-2003-08-18,72.719208 -2003-08-19,72.994186 -2003-08-20,72.697449 -2003-08-21,72.92907 -2003-08-22,72.205322 -2003-08-25,72.321114 -2003-08-26,72.451355 -2003-08-27,72.473106 -2003-08-28,72.92182199999999 -2003-08-29,73.413948 -2003-09-02,74.398186 -2003-09-03,74.803474 -2003-09-04,74.839668 -2003-09-05,74.419914 -2003-09-08,75.035088 -2003-09-09,74.542953 -2003-09-10,73.790253 -2003-09-11,74.007408 -2003-09-12,74.14490500000001 -2003-09-15,73.884338 -2003-09-16,74.9627 -2003-09-17,74.81791700000001 -2003-09-18,75.70089 -2003-09-19,75.315834 -2003-09-22,74.502167 -2003-09-23,74.78553000000001 -2003-09-24,73.456009 -2003-09-25,72.85302 -2003-09-26,72.613274 -2003-09-29,73.325241 -2003-09-30,72.613274 -2003-10-01,74.160736 -2003-10-02,74.42952 -2003-10-03,75.11241899999999 -2003-10-06,75.45385 -2003-10-07,75.744469 -2003-10-08,75.555573 -2003-10-09,75.759026 -2003-10-10,75.969673 -2003-10-13,76.209435 -2003-10-14,76.478226 -2003-10-15,76.274849 -2003-10-16,76.579941 -2003-10-17,75.744469 -2003-10-20,76.311134 -2003-10-21,76.180389 -2003-10-22,75.221413 -2003-10-23,75.08337399999999 -2003-10-24,75.250473 -2003-10-27,75.286804 -2003-10-28,76.311134 -2003-10-29,76.412865 -2003-10-30,76.572678 -2003-10-31,76.500023 -2003-11-03,77.00131999999999 -2003-11-04,76.834244 -2003-11-05,76.892372 -2003-11-06,77.29915600000001 -2003-11-07,76.725235 -2003-11-10,76.412865 -2003-11-11,76.39104499999999 -2003-11-12,77.248352 -2003-11-13,77.270119 -2003-11-14,76.616287 -2003-11-17,76.23123199999999 -2003-11-18,75.43935400000001 -2003-11-19,76.07866700000001 -2003-11-20,75.395752 -2003-11-21,75.708153 -2003-11-24,76.71075400000001 -2003-11-25,77.00131999999999 -2003-11-26,77.277405 -2003-11-28,77.33551800000001 -2003-12-01,78.170937 -2003-12-02,77.974838 -2003-12-03,77.851303 -2003-12-04,78.170937 -2003-12-05,77.626091 -2003-12-08,78.149178 -2003-12-09,77.546219 -2003-12-10,77.53891800000001 -2003-12-11,78.410713 -2003-12-12,78.563263 -2003-12-15,78.170937 -2003-12-16,78.577812 -2003-12-17,78.824821 -2003-12-18,79.711151 -2003-12-19,79.489243 -2003-12-22,80.043999 -2003-12-23,80.0951 -2003-12-24,80.014786 -2003-12-26,80.073196 -2003-12-29,81.13887 -2003-12-30,81.153458 -2003-12-31,81.226486 -2004-01-02,81.18998 -2004-01-05,82.073181 -2004-01-06,82.153503 -2004-01-07,82.43085500000001 -2004-01-08,82.759346 -2004-01-09,82.036705 -2004-01-12,82.642517 -2004-01-13,82.160767 -2004-01-14,82.846924 -2004-01-15,83.051292 -2004-01-16,83.37973000000001 -2004-01-20,83.357849 -2004-01-21,84.014771 -2004-01-22,83.795822 -2004-01-23,83.52574200000001 -2004-01-26,84.576828 -2004-01-27,83.708229 -2004-01-28,82.752052 -2004-01-29,82.832314 -2004-01-30,82.832314 -2004-02-02,83.190002 -2004-02-03,83.051292 -2004-02-04,82.372467 -2004-02-05,82.61335799999999 -2004-02-06,83.540375 -2004-02-09,83.562248 -2004-02-10,83.832329 -2004-02-11,84.72281600000001 -2004-02-12,84.41626 -2004-02-13,84.036728 -2004-02-17,84.795807 -2004-02-18,84.423576 -2004-02-19,84.109711 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+2024-11-26,600.6500244140625 +2024-11-27,598.8300170898438 +2024-11-29,602.5499877929688 diff --git a/cookbook/data/stock_prices.csv b/cookbook/data/stock_prices.csv index 51f9f297..c1288aba 100644 --- a/cookbook/data/stock_prices.csv +++ b/cookbook/data/stock_prices.csv @@ -1,7127 +1,8797 @@ -date,GOOG,AAPL,FB,BABA,AMZN,GE,AMD,WMT,BAC,GM,T,UAA,SHLD,XOM,RRC,BBY,MA,PFE,JPM,SBUX -1989-12-29,,0.117203,,,,0.352438,3.9375,3.48607,1.752478,,2.365775,,,1.766756,,0.166287,,0.110818,1.827968, -1990-01-02,,0.123853,,,,0.364733,4.125,3.660858,1.766686,,2.398184,,,1.766756,,0.173216,,0.113209,1.835617, -1990-01-03,,0.124684,,,,0.36405,4.0,3.660858,1.780897,,2.356516,,,1.749088,,0.194001,,0.113608,1.896803, -1990-01-04,,0.1251,,,,0.362001,3.9375,3.641439,1.743005,,2.403821,,,1.731422,,0.190537,,0.115402,1.904452, -1990-01-05,,0.125516,,,,0.358586,3.8125,3.602595,1.705114,,2.287973,,,1.722587,,0.190537,,0.114405,1.9121, -1990-01-08,,0.126347,,,,0.360635,3.8125,3.651146,1.714586,,2.326588,,,1.749088,,0.17668,,0.113409,1.9121, -1990-01-09,,0.1251,,,,0.353122,3.875,3.55404,1.714586,,2.273493,,,1.713754,,0.17668,,0.111017,1.850914, -1990-01-10,,0.119697,,,,0.353805,3.8125,3.55404,1.681432,,2.210742,,,1.722587,,0.173216,,0.11301,1.843264, -1990-01-11,,0.11471,,,,0.353805,3.875,3.592883,1.667222,,2.23005,,,1.731422,,0.169751,,0.111814,1.82032, -1990-01-12,,0.11471,,,,0.344925,3.75,3.456938,1.619857,,2.162473,,,1.687252,,0.166287,,0.109821,1.805023, -1990-01-15,,0.113878,,,,0.342193,3.625,3.408385,1.572494,,2.128685,,,1.709336,,0.169751,,0.109622,1.805023, -1990-01-16,,0.115957,,,,0.345608,3.9375,3.466648,1.629331,,2.172127,,,1.700503,,0.173216,,0.110818,1.797373, -1990-01-17,,0.110554,,,,0.344242,3.8125,3.427804,1.638804,,2.114204,,,1.674001,,0.173216,,0.110818,1.789726, -1990-01-18,,0.107644,,,,0.347657,3.8125,3.369543,1.615122,,2.152819,,,1.696086,,0.169751,,0.112611,1.774429, -1990-01-19,,0.113878,,,,0.354488,3.75,3.379253,1.676695,,2.162473,,,1.718172,,0.180144,,0.112412,1.766781, -1990-01-22,,0.110554,,,,0.343559,3.75,3.291859,1.648276,,2.099723,,,1.660751,,0.17668,,0.110618,1.713242, -1990-01-23,,0.112216,,,,0.342876,3.6875,3.291859,1.681432,,2.114204,,,1.665167,,0.194001,,0.109223,1.667352, -1990-01-24,,0.113047,,,,0.345608,3.8125,3.31128,1.662487,,2.128685,,,1.660751,,0.190537,,0.11022,1.675, -1990-01-25,,0.113463,,,,0.338778,3.8125,3.253019,1.657749,,2.061107,,,1.625416,,0.194001,,0.108625,1.659703, -1990-01-26,,0.108891,,,,0.34151,3.6875,3.272438,1.629331,,2.0418,,,1.651917,,0.190537,,0.108027,1.621461, -1990-01-29,,0.110554,,,,0.337412,3.6875,3.291859,1.610385,,2.036972,,,1.660751,,0.190537,,0.109223,1.58322, -1990-01-30,,0.113047,,,,0.337412,3.625,3.262727,1.548811,,2.017665,,,1.660751,,0.187073,,0.108027,1.544976, -1990-01-31,,0.113047,,,,0.340144,3.625,3.31128,1.591439,,2.0418,,,1.660751,,0.190537,,0.109223,1.575571, -1990-02-01,,0.1118,,,,0.337412,3.625,3.272438,1.567757,,2.075588,,,1.660751,,0.197466,,0.11002,1.590868, -1990-02-02,,0.113878,,,,0.337412,3.5,3.262727,1.624595,,2.099723,,,1.691669,,0.197466,,0.110618,1.598516, -1990-02-05,,0.116372,,,,0.337412,3.5625,3.243307,1.591439,,2.128685,,,1.696086,,0.204394,,0.139342,1.590868, -1990-02-06,,0.115541,,,,0.338778,3.5,3.233596,1.572494,,2.070761,,,1.757457,,0.204394,,0.137581,1.58322, -1990-02-07,,0.110554,,,,0.342193,3.6875,3.32099,1.600912,,2.085241,,,1.785354,,0.20093,,0.136323,1.590868, -1990-02-08,,0.109722,,,,0.344242,3.6875,3.301569,1.581967,,2.00801,,,1.790003,,0.214787,,0.13733,1.590868, -1990-02-09,,0.113878,,,,0.345608,3.625,3.388964,1.596175,,2.046625,,,1.794653,,0.214787,,0.134814,1.58322, -1990-02-12,,0.113047,,,,0.340144,3.5,3.330701,1.596175,,2.027319,,,1.752808,,0.211323,,0.135569,1.590868, -1990-02-13,,0.11471,,,,0.339461,3.5625,3.340413,1.591439,,2.046625,,,1.757457,,0.204394,,0.136072,1.575571, -1990-02-14,,0.113878,,,,0.340144,3.5625,3.340413,1.615122,,2.05628,,,1.748158,,0.211323,,0.136827,1.613812, -1990-02-15,,0.113878,,,,0.342193,3.5625,3.379253,1.657749,,2.104549,,,1.803951,,0.207859,,0.137078,1.652055, -1990-02-16,,0.123304,,,,0.338778,3.625,3.330701,1.695641,,2.094896,,,1.785354,,0.204394,,0.133557,1.659703, -1990-02-20,,0.122391,,,,0.332631,3.5625,3.243307,1.671959,,2.046625,,,1.762107,,0.207859,,0.13079,1.613812, -1990-02-21,,0.124218,,,,0.330582,3.75,3.233596,1.662487,,2.032145,,,1.771406,,0.207859,,0.128275,1.606165, -1990-02-22,,0.120564,,,,0.331948,3.875,3.185043,1.681432,,2.032145,,,1.752808,,0.207859,,0.11922,1.58322, -1990-02-23,,0.121478,,,,0.330582,3.875,3.155911,1.667222,,2.046625,,,1.752808,,0.207859,,0.113184,1.560275, -1990-02-26,,0.124218,,,,0.33468,4.0625,3.253019,1.722014,,2.070761,,,1.794653,,0.207859,,0.112681,1.590868, -1990-02-27,,0.122391,,,,0.338778,4.3125,3.359831,1.756257,,2.114204,,,1.799302,,0.214787,,0.118969,1.560275, -1990-02-28,,0.124218,,,,0.371114,4.125,3.418094,1.741581,,2.114204,,,1.748158,,0.214787,,0.118717,1.567922, -1990-03-01,,0.125131,,,,0.370363,4.375,3.466648,1.746474,,2.162473,,,1.729561,,0.221716,,0.120478,1.560275, -1990-03-02,,0.123304,,,,0.37487,4.5,3.50549,1.800287,,2.210742,,,1.73886,,0.235573,,0.124251,1.590868, -1990-03-05,,0.126044,,,,0.371114,4.625,3.48607,1.795395,,2.201089,,,1.720263,,0.239037,,0.119472,1.613812, -1990-03-06,,0.128785,,,,0.37487,4.5625,3.55404,1.780717,,2.225222,,,1.752808,,0.242502,,0.122742,1.62911, -1990-03-07,,0.129241,,,,0.376373,4.5,3.515199,1.775826,,2.201089,,,1.729561,,0.259823,,0.122238,1.636757, -1990-03-08,,0.134265,,,,0.378626,4.5,3.583174,1.707337,,2.23005,,,1.73886,,0.277145,,0.123496,1.682648, -1990-03-09,,0.134721,,,,0.376373,4.5,3.583174,1.624172,,2.201089,,,1.724913,,0.263288,,0.121232,1.734941, -1990-03-12,,0.133808,,,,0.37487,4.4375,3.612306,1.619279,,2.196261,,,1.729561,,0.259823,,0.12249,1.776249, -1990-03-13,,0.134721,,,,0.372616,4.4375,3.563751,1.589927,,2.176954,,,1.697016,,0.266752,,0.11922,1.776249, -1990-03-14,,0.135178,,,,0.378626,4.5625,3.592883,1.575251,,2.143166,,,1.729561,,0.277145,,0.118214,1.759726, -1990-03-15,,0.134265,,,,0.380129,4.5,3.612306,1.585035,,2.147992,,,1.743509,,0.270216,,0.119472,1.726679, -1990-03-16,,0.147052,,,,0.384636,4.625,3.670567,1.585035,,2.157645,,,1.766756,,0.270216,,0.117711,1.693632, -1990-03-19,,0.154816,,,,0.389895,4.8125,3.714847,1.575251,,2.162473,,,1.766756,,0.273681,,0.120981,1.710157, -1990-03-20,,0.151162,,,,0.38689,4.5,3.685367,1.560575,,2.138338,,,1.73886,,0.277145,,0.121735,1.660587, -1990-03-21,,0.152075,,,,0.385387,4.75,3.69519,1.555683,,2.123857,,,1.720263,,0.280609,,0.119723,1.62754, -1990-03-22,,0.148879,,,,0.38088,4.8125,3.606742,1.506763,,2.109376,,,1.710964,,0.277145,,0.11746,1.594493, -1990-03-23,,0.154359,,,,0.383134,4.9375,3.655883,1.516546,,2.123857,,,1.715613,,0.301395,,0.118466,1.660587, -1990-03-26,,0.154359,,,,0.384636,4.8125,3.675536,1.55079,,2.109376,,,1.701666,,0.297931,,0.118717,1.611016, -1990-03-27,,0.153446,,,,0.389895,4.875,3.714847,1.555683,,2.152819,,,1.734211,,0.297931,,0.120981,1.602755, -1990-03-28,,0.150705,,,,0.389895,4.75,3.734502,1.545898,,2.176954,,,1.720263,,0.291002,,0.123244,1.594493, -1990-03-29,,0.150249,,,,0.387641,4.6875,3.724675,1.531222,,2.191434,,,1.715613,,0.287538,,0.124251,1.569708, -1990-03-30,,0.147052,,,,0.386139,4.5625,3.714847,1.516546,,2.181781,,,1.720263,,0.287538,,0.121987,1.544925, -1990-04-02,,0.147052,,,,0.384636,4.6875,3.705019,1.496977,,2.191434,,,1.720263,,0.273681,,0.118717,1.52014, -1990-04-03,,0.152532,,,,0.390646,4.625,3.744329,1.506763,,2.234878,,,1.752808,,0.277145,,0.11746,1.569708, -1990-04-04,,0.150705,,,,0.386139,4.5625,3.763985,1.477409,,2.280901,,,1.729561,,0.273681,,0.114693,1.569708, -1990-04-05,,0.147052,,,,0.38689,4.5,3.803296,1.413812,,2.306245,,,1.720263,,0.273681,,0.113687,1.52014, -1990-04-06,,0.145682,,,,0.38689,4.4375,3.803296,1.384459,,2.316381,,,1.715613,,0.273681,,0.115699,1.511877, -1990-04-09,,0.150249,,,,0.387641,4.25,3.832779,1.413812,,2.336655,,,1.710964,,0.277145,,0.117208,1.536662, -1990-04-10,,0.150705,,,,0.38689,4.375,3.852433,1.472516,,2.356931,,,1.710964,,0.273681,,0.116202,1.536662, -1990-04-11,,0.155272,,,,0.389895,4.4375,3.931056,1.477409,,2.356931,,,1.697016,,0.273681,,0.116705,1.544925, -1990-04-12,,0.158012,,,,0.396656,4.4375,4.03916,1.472516,,2.382273,,,1.701666,,0.266752,,0.118466,1.619278, -1990-04-16,,0.159839,,,,0.401164,4.3125,4.019504,1.448057,,2.387342,,,1.697016,,0.266752,,0.118969,1.594493, -1990-04-17,,0.158012,,,,0.401915,4.4375,3.970362,1.462733,,2.356931,,,1.701666,,0.266752,,0.118214,1.602755, -1990-04-18,,0.158012,,,,0.399661,4.375,3.881919,1.462733,,2.306245,,,1.692368,,0.263288,,0.118466,1.594493, -1990-04-19,,0.147052,,,,0.395154,4.3125,3.87209,1.457841,,2.270764,,,1.710964,,0.266752,,0.118969,1.57797, -1990-04-20,,0.147052,,,,0.393651,4.3125,3.862264,1.452948,,2.230214,,,1.724913,,0.263288,,0.117208,1.536662, -1990-04-23,,0.145225,,,,0.387641,4.1875,3.822951,1.448057,,2.204871,,,1.701666,,0.263288,,0.11419,1.569708, -1990-04-24,,0.141572,,,,0.38689,4.1875,3.793467,1.448057,,2.189664,,,1.683068,,0.252895,,0.114944,1.586232, -1990-04-25,,0.141572,,,,0.38689,4.1875,3.881919,1.428488,,2.215008,,,1.683068,,0.242502,,0.115196,1.586232, -1990-04-26,,0.142028,,,,0.388393,4.3125,3.862264,1.443165,,2.194734,,,1.697016,,0.235573,,0.117711,1.569708, -1990-04-27,,0.142942,,,,0.383885,4.3125,3.793467,1.457841,,2.179527,,,1.67377,,0.228645,,0.116202,1.561447, -1990-04-30,,0.143855,,,,0.384636,4.375,3.901573,1.487194,,2.215008,,,1.683068,,0.22518,,0.11419,1.544925, -1990-05-01,,0.144769,,,,0.38689,4.375,3.950711,1.521437,,2.199801,,,1.678419,,0.228645,,0.11419,1.569708, -1990-05-02,,0.145225,,,,0.389144,4.3125,4.029331,1.536115,,2.199801,,,1.706315,,0.24943,,0.115447,1.553185, -1990-05-03,,0.146139,,,,0.389144,4.3125,3.911398,1.565467,,2.194734,,,1.724913,,0.263288,,0.116453,1.569708, -1990-05-04,,0.146139,,,,0.3929,4.1875,3.980193,1.545898,,2.194734,,,1.729561,,0.263288,,0.114693,1.644063, -1990-05-07,,0.151619,,,,0.395154,4.3125,4.029331,1.555683,,2.194734,,,1.729561,,0.259823,,0.115196,1.677109, -1990-05-08,,0.152532,,,,0.39891,4.5,4.03916,1.52633,,2.24035,,,1.794274,,0.263288,,0.115196,1.668847, -1990-05-09,,0.152989,,,,0.401164,4.5,4.03916,1.516546,,2.275831,,,1.804078,,0.291002,,0.11419,1.635802, -1990-05-10,,0.151162,,,,0.404169,4.5625,4.088296,1.511654,,2.255556,,,1.828589,,0.287538,,0.115196,1.652325, -1990-05-11,,0.155729,,,,0.409427,4.75,4.20623,1.541006,,2.306245,,,1.877613,,0.287538,,0.121987,1.701895, -1990-05-14,,0.152532,,,,0.411681,4.9375,4.284848,1.545898,,2.341724,,,1.882516,,0.280609,,0.159658,1.726679, -1990-05-15,,0.152532,,,,0.410179,5.0625,4.20623,1.55079,,2.331588,,,1.862906,,0.287538,,0.158339,1.776249, -1990-05-16,,0.152075,,,,0.409427,5.0,4.166919,1.541006,,2.316381,,,1.877613,,0.284073,,0.158339,1.751464, -1990-05-17,,0.151619,,,,0.408676,5.25,4.255368,1.545898,,2.306245,,,1.877613,,0.280609,,0.158669,1.751464, -1990-05-18,,0.145225,,,,0.409427,5.1875,4.275023,1.536115,,2.306245,,,1.872711,,0.284073,,0.158669,1.767987, -1990-05-21,,0.156433,,,,0.41093,5.375,4.422438,1.541006,,2.341724,,,1.877613,,0.277145,,0.162627,1.776249, -1990-05-22,,0.163858,,,,0.411681,5.375,4.412608,1.511654,,2.306245,,,1.877613,,0.277145,,0.165596,1.784511, -1990-05-23,,0.166334,,,,0.41093,5.5625,4.422438,1.516546,,2.316381,,,1.858004,,0.287538,,0.166915,1.784511, -1990-05-24,,0.166334,,,,0.41694,5.4375,4.402783,1.482301,,2.296106,,,1.8482,,0.301395,,0.166586,1.784511, -1990-05-25,,0.158413,,,,0.41093,5.375,4.333986,1.503636,,2.291038,,,1.823687,,0.297931,,0.164936,1.792772, -1990-05-29,,0.162373,,,,0.419194,5.5,4.520713,1.513796,,2.326519,,,1.867808,,0.294466,,0.166586,1.809296, -1990-05-30,,0.163858,,,,0.41694,5.375,4.461748,1.534116,,2.356931,,,1.872711,,0.287538,,0.167905,1.809296, -1990-05-31,,0.163363,,,,0.450496,5.25,4.432263,1.574754,,2.367067,,,1.882516,,0.294466,,0.173843,1.809296, -1990-06-01,,0.161383,,,,0.454585,5.25,4.589506,1.620474,,2.367067,,,1.872711,,0.291002,,0.171534,1.850604, -1990-06-04,,0.161383,,,,0.460308,5.375,4.766406,1.70683,,2.361998,,,1.892321,,0.287538,,0.169884,1.875389, -1990-06-05,,0.156433,,,,0.457037,5.0625,4.74675,1.767789,,2.341724,,,1.892321,,0.284073,,0.170214,1.900173, -1990-06-06,,0.156433,,,,0.453767,5.125,4.756575,1.757629,,2.336655,,,1.877613,,0.287538,,0.169884,1.891912, -1990-06-07,,0.154453,,,,0.452949,4.875,4.78606,1.666192,,2.301176,,,1.867808,,0.287538,,0.169225,1.883649, -1990-06-08,,0.151482,,,,0.448044,4.8125,4.677955,1.681431,,2.291038,,,1.843296,,0.308324,,0.168895,1.875389, -1990-06-11,,0.154453,,,,0.450496,4.875,4.792109,1.681431,,2.331588,,,1.877613,,0.322181,,0.170214,1.967343, -1990-06-12,,0.160393,,,,0.45949,4.9375,4.940932,1.686512,,2.331588,,,1.916832,,0.315252,,0.172523,1.95844, -1990-06-13,,0.157423,,,,0.45949,4.9375,4.980618,1.640793,,2.311312,,,1.887418,,0.32911,,0.172523,1.922832, -1990-06-14,,0.157423,,,,0.455402,4.6875,4.990539,1.534116,,2.250489,,,1.887418,,0.322181,,0.173183,1.887224, -1990-06-15,,0.156433,,,,0.458672,4.6875,4.980618,1.595074,,2.220076,,,1.877613,,0.32911,,0.173183,1.869421, -1990-06-18,,0.155443,,,,0.452132,4.625,4.911169,1.559515,,2.215008,,,1.862906,,0.311788,,0.170544,1.851617, -1990-06-19,,0.156928,,,,0.457037,4.625,4.911169,1.554435,,2.235283,,,1.858004,,0.315252,,0.171204,1.878323, -1990-06-20,,0.158413,,,,0.458672,4.5625,4.901246,1.529035,,2.235283,,,1.877613,,0.318717,,0.170874,1.82491, -1990-06-21,,0.165839,,,,0.458672,4.625,4.940932,1.559515,,2.220076,,,1.907028,,0.308324,,0.170214,1.833813, -1990-06-22,,0.164354,,,,0.453767,4.5,4.861561,1.534116,,2.179527,,,1.877613,,0.315252,,0.169554,1.789303, -1990-06-25,,0.163363,,,,0.453767,4.5,4.772266,1.534116,,2.149115,,,1.853101,,0.311788,,0.167575,1.744792, -1990-06-26,,0.160888,,,,0.451314,4.5,4.722659,1.483317,,2.144046,,,1.843296,,0.308324,,0.164606,1.762597, -1990-06-27,,0.164354,,,,0.452132,4.5625,4.821873,1.503636,,2.189664,,,1.882516,,0.308324,,0.167245,1.81601, -1990-06-28,,0.170294,,,,0.452949,4.6875,4.891325,1.518876,,2.209939,,,1.892321,,0.315252,,0.169225,1.833813, -1990-06-29,,0.177225,,,,0.452949,4.75,4.950854,1.523956,,2.184596,,,1.877613,,0.32911,,0.169225,1.81601, -1990-07-02,,0.174254,,,,0.461125,4.875,4.960774,1.508717,,2.189664,,,1.872711,,0.336038,,0.170214,1.81601, -1990-07-03,,0.174254,,,,0.465214,4.75,4.980618,1.483317,,2.318293,,,1.858004,,0.342967,,0.171864,1.81601, -1990-07-05,,0.172274,,,,0.45949,4.75,4.911169,1.447758,,2.270217,,,1.833491,,0.332574,,0.171204,1.82491, -1990-07-06,,0.177225,,,,0.461943,4.8125,4.960774,1.503636,,2.291584,,,1.872711,,0.332574,,0.173843,1.81601, -1990-07-09,,0.18465,,,,0.466849,4.6875,5.198894,1.462998,,2.275559,,,1.858004,,0.322181,,0.177142,1.81601, -1990-07-10,,0.186135,,,,0.462761,4.5,5.298109,1.417279,,2.227483,,,1.833491,,0.336038,,0.178791,1.762597, -1990-07-11,,0.186135,,,,0.471754,4.6875,5.357638,1.407119,,2.2168,,,1.877613,,0.332574,,0.182749,1.771499, -1990-07-12,,0.18762,,,,0.47993,4.6875,5.476697,1.396959,,2.254191,,,1.93154,,0.325645,,0.184399,1.735891, -1990-07-13,,0.185145,,,,0.489741,4.8125,5.655283,1.412198,,2.280901,,,1.91193,,0.32911,,0.18143,1.753695, -1990-07-16,,0.18069,,,,0.488924,4.8125,5.754499,1.483317,,2.307609,,,1.91193,,0.325645,,0.179451,1.709185, -1990-07-17,,0.175244,,,,0.486471,4.6875,5.63544,1.539196,,2.286242,,,1.907028,,0.342967,,0.182749,1.735891, -1990-07-18,,0.17673,,,,0.486471,4.5625,5.357638,1.523956,,2.302267,,,1.902126,,0.32911,,0.188027,1.762597, -1990-07-19,,0.165344,,,,0.490559,4.5,5.31795,1.508717,,2.302267,,,1.960955,,0.332574,,0.190666,1.762597, -1990-07-20,,0.162373,,,,0.484018,3.625,5.31795,1.493476,,2.302267,,,1.907028,,0.332574,,0.192646,1.726989, -1990-07-23,,0.164354,,,,0.474207,3.5625,5.159205,1.473158,,2.280901,,,1.877613,,0.322181,,0.186708,1.691381, -1990-07-24,,0.166829,,,,0.47666,3.5625,5.159205,1.462998,,2.243509,,,1.960955,,0.332574,,0.189677,1.700282, -1990-07-25,,0.167324,,,,0.479113,3.625,5.278266,1.473158,,2.227483,,,1.946248,,0.332574,,0.193305,1.718086, -1990-07-26,,0.163858,,,,0.477477,3.625,5.179049,1.468078,,2.222142,,,1.916832,,0.332574,,0.195614,1.700282, -1990-07-27,,0.163858,,,,0.470936,3.5625,5.020304,1.468078,,2.227483,,,1.93154,,0.332574,,0.196274,1.673577, -1990-07-30,,0.167819,,,,0.474207,3.5625,5.040149,1.452838,,2.264875,,,1.990368,,0.325645,,0.194295,1.664675, -1990-07-31,,0.166334,,,,0.468484,3.5,4.980618,1.457918,,2.323635,,,2.034489,,0.322181,,0.199903,1.637969, -1990-08-01,,0.167819,,,,0.470936,3.4375,4.841717,1.417279,,2.339659,,,2.044295,,0.318717,,0.197923,1.566753, -1990-08-02,,0.172274,,,,0.461943,3.1875,4.742503,1.407119,,2.307609,,,2.088416,,0.304859,,0.195285,1.504438, -1990-08-03,,0.163363,,,,0.45622,3.0625,4.821873,1.37664,,2.286242,,,2.083515,,0.273681,,0.192316,1.46883, -1990-08-06,,0.156433,,,,0.431692,2.8125,4.544071,1.320762,,2.232825,,,2.127635,,0.24943,,0.225286,1.522242, -1990-08-07,,0.156433,,,,0.439868,2.6875,4.544071,1.381719,,2.179409,,,2.190213,,0.245966,,0.232687,1.602361, -1990-08-08,,0.158908,,,,0.443956,2.8125,4.802032,1.37664,,2.254191,,,2.123531,,0.256359,,0.236386,1.673577, -1990-08-09,,0.156433,,,,0.444773,2.8125,4.861561,1.3868,,2.227483,,,2.128661,,0.277145,,0.237209,1.691381, -1990-08-10,,0.153463,,,,0.43578,2.75,4.742503,1.37664,,2.179409,,,2.118402,,0.270216,,0.235153,1.682479, -1990-08-13,,0.157918,,,,0.441503,2.875,4.821873,1.396959,,2.206117,,,2.149178,,0.270216,,0.238853,1.709185, -1990-08-14,,0.157423,,,,0.438233,3.0,4.841717,1.3868,,2.200774,,,2.144049,,0.266752,,0.235975,1.718086, -1990-08-15,,0.155443,,,,0.433327,3.0,4.802032,1.402039,,2.254191,,,2.13379,,0.270216,,0.235564,1.673577, -1990-08-16,,0.152473,,,,0.424333,2.9375,4.623444,1.381719,,2.227483,,,2.123531,,0.259823,,0.23022,1.64687, -1990-08-17,,0.144552,,,,0.41861,2.875,4.444858,1.37664,,2.195433,,,2.13892,,0.242502,,0.227342,1.64687, -1990-08-20,,0.158955,,,,0.41861,2.875,4.48454,1.402039,,2.2168,,,2.164566,,0.242502,,0.227753,1.620165, -1990-08-21,,0.156793,,,,0.404711,2.75,4.345639,1.371561,,2.174066,,,2.128661,,0.242502,,0.223231,1.602361, -1990-08-22,,0.151927,,,,0.394083,2.8125,4.266269,1.295363,,2.109967,,,2.108144,,0.235573,,0.219531,1.593459, -1990-08-23,,0.149223,,,,0.382636,2.75,4.047992,1.264884,,2.045865,,,2.036334,,0.221716,,0.216242,1.531144, -1990-08-24,,0.153549,,,,0.401441,2.75,4.266269,1.280123,,2.029842,,,2.005557,,0.204394,,0.219531,1.522242, -1990-08-27,,0.163281,,,,0.41534,2.875,4.627845,1.336001,,2.099283,,,2.036334,,0.22518,,0.229809,1.540046, -1990-08-28,,0.164903,,,,0.411252,2.8125,4.607895,1.336001,,2.056549,,,2.05685,,0.228645,,0.23022,1.51334, -1990-08-29,,0.161118,,,,0.409617,2.625,4.627845,1.351241,,2.104625,,,2.046592,,0.228645,,0.232275,1.504438, -1990-08-30,,0.156793,,,,0.404711,2.625,4.428368,1.336001,,2.0886,,,2.005557,,0.22518,,0.233097,1.504438, -1990-08-31,,0.160037,,,,0.405529,2.6875,4.548053,1.384815,,2.093943,,,2.051722,,0.22518,,0.233509,1.540046, -1990-09-04,,0.160037,,,,0.400623,2.8125,4.587947,1.379509,,2.093943,,,2.05685,,0.221716,,0.235153,1.566753, -1990-09-05,,0.155711,,,,0.394083,2.9375,4.528107,1.395426,,2.056549,,,2.087626,,0.22518,,0.23392,1.602361, -1990-09-06,,0.15463,,,,0.392447,2.9375,4.388474,1.395426,,2.029842,,,2.067109,,0.235573,,0.228164,1.584556, -1990-09-07,,0.157333,,,,0.396535,3.125,4.468264,1.395426,,2.061892,,,2.087626,,0.232109,,0.23392,1.629066, -1990-09-10,,0.15463,,,,0.399806,3.0,4.308683,1.384815,,2.051208,,,2.067109,,0.232109,,0.233509,1.710481, -1990-09-11,,0.147061,,,,0.407164,3.0,4.268789,1.374203,,2.029842,,,2.087626,,0.228645,,0.23392,1.681158, -1990-09-12,,0.147061,,,,0.405529,2.9375,4.228891,1.35298,,2.035183,,,2.108144,,0.221716,,0.238442,1.671385, -1990-09-13,,0.145979,,,,0.3949,2.9375,4.228891,1.294616,,2.035183,,,2.082498,,0.214787,,0.234742,1.632288, -1990-09-14,,0.147061,,,,0.389177,2.875,4.208945,1.257476,,2.051208,,,2.108144,,0.204394,,0.233509,1.583417, -1990-09-17,,0.145979,,,,0.385906,2.875,4.248839,1.241558,,2.061892,,,2.118402,,0.207859,,0.238031,1.524772, -1990-09-18,,0.144357,,,,0.383454,2.8125,4.308683,1.1885,,2.083259,,,2.103015,,0.207859,,0.239264,1.524772, -1990-09-19,,0.140573,,,,0.367102,2.875,4.268789,1.156665,,2.083259,,,2.103015,,0.207859,,0.235975,1.456353, -1990-09-20,,0.136788,,,,0.400765,2.8125,4.169052,1.103607,,2.061892,,,2.097885,,0.194001,,0.232687,1.387933, -1990-09-21,,0.136247,,,,0.406218,2.75,4.208945,1.119525,,2.115308,,,2.103015,,0.187073,,0.233097,1.329288, -1990-09-24,,0.130841,,,,0.396221,2.625,4.129155,1.077078,,2.115308,,,2.07224,,0.166287,,0.23022,1.182676, -1990-09-25,,0.129759,,,,0.4044,2.625,4.208945,1.077078,,2.1527,,,2.07224,,0.183609,,0.232687,1.231547, -1990-09-26,,0.128678,,,,0.399856,2.6875,4.228891,0.986879,,2.163383,,,2.046592,,0.197466,,0.229397,1.172902, -1990-09-27,,0.12219,,,,0.37532,2.625,4.208945,0.854234,,2.179409,,,2.041462,,0.180144,,0.22652,1.104483, -1990-09-28,,0.125434,,,,0.396221,2.5625,4.348578,0.907293,,2.238168,,,2.010688,,0.173216,,0.232275,1.211998, -1990-10-01,,0.131922,,,,0.408944,2.6875,4.607895,0.92321,,2.366368,,,2.036334,,0.173216,,0.241731,1.211998, -1990-10-02,,0.128137,,,,0.405309,2.6875,4.707637,0.928516,,2.37171,,,2.031204,,0.173216,,0.24132,1.211998, -1990-10-03,,0.116783,,,,0.396221,2.5,4.428368,0.891375,,2.411509,,,2.036334,,0.162823,,0.240086,1.153353, -1990-10-04,,0.121109,,,,0.395313,2.4375,4.388474,0.886069,,2.405887,,,2.067109,,0.159358,,0.243786,1.182676, -1990-10-05,,0.121109,,,,0.394404,2.5,4.268789,0.880764,,2.400265,,,2.046592,,0.155894,,0.244197,1.231547, -1990-10-08,,0.125975,,,,0.396221,2.3125,4.288735,0.880764,,2.433993,,,2.067109,,0.15243,,0.247075,1.221773, -1990-10-09,,0.121109,,,,0.384407,2.0,4.169052,0.854234,,2.383401,,,2.041462,,0.145501,,0.242553,1.202224, -1990-10-10,,0.114621,,,,0.378046,1.9375,4.009468,0.827706,,2.327188,,,2.000428,,0.148965,,0.240497,1.172902, -1990-10-11,,0.120027,,,,0.372594,2.125,4.049363,0.79587,,2.349674,,,1.974782,,0.15243,,0.235564,1.036063, -1990-10-12,,0.12219,,,,0.385316,2.0,4.149102,0.817093,,2.41713,,,1.99017,,0.159358,,0.233097,0.987192, -1990-10-15,,0.120027,,,,0.395313,2.0625,4.129155,0.901986,,2.490205,,,2.020946,,0.166287,,0.240497,1.006741, -1990-10-16,,0.108133,,,,0.374411,2.0,4.069312,0.896681,,2.439614,,,1.995299,,0.162823,,0.23762,1.006741, -1990-10-17,,0.114621,,,,0.38259,1.875,3.98952,0.864846,,2.411509,,,1.99017,,0.15243,,0.243786,0.977418, -1990-10-18,,0.123271,,,,0.396221,1.9375,4.208945,0.827706,,2.400265,,,1.99017,,0.15243,,0.253242,0.977418, -1990-10-19,,0.135707,,,,0.403491,2.0,4.428368,0.811788,,2.400265,,,2.046592,,0.155894,,0.253653,0.996967, -1990-10-22,,0.134625,,,,0.390769,2.0,4.627845,0.827706,,2.383401,,,2.036334,,0.15243,,0.259819,0.996967, -1990-10-23,,0.134085,,,,0.391677,2.0,4.587947,0.801176,,2.383401,,,1.99017,,0.155894,,0.254475,0.987192, -1990-10-24,,0.131922,,,,0.377137,2.0,4.50816,0.811788,,2.405887,,,1.99017,,0.15243,,0.256531,0.95787, -1990-10-25,,0.129759,,,,0.372594,2.0625,4.288735,0.801176,,2.394643,,,1.959395,,0.15243,,0.254475,0.95787, -1990-10-26,,0.129759,,,,0.367141,2.0625,4.188996,0.75873,,2.372159,,,1.938876,,0.155894,,0.244609,0.879676, -1990-10-29,,0.129219,,,,0.369867,2.0,4.228891,0.732201,,2.355295,,,1.954265,,0.148965,,0.245842,0.830805, -1990-10-30,,0.131381,,,,0.383499,2.0,4.228891,0.721589,,2.383401,,,2.005557,,0.142037,,0.24502,0.850354, -1990-10-31,,0.133003,,,,0.378046,1.9375,4.268789,0.732201,,2.450856,,,2.010688,,0.142037,,0.239264,0.791709, -1990-11-01,,0.131922,,,,0.380772,1.9375,4.308683,0.785259,,2.46772,,,2.041462,,0.148965,,0.238853,0.850354, -1990-11-02,,0.137329,,,,0.385316,1.875,4.428368,0.843623,,2.512688,,,2.036334,,0.138572,,0.245431,0.908999, -1990-11-05,,0.143817,,,,0.391677,1.875,4.528107,0.864846,,2.529553,,,2.125474,,0.135108,,0.249131,0.899224, -1990-11-06,,0.144898,,,,0.388042,1.875,4.428368,0.854234,,2.501447,,,2.136318,,0.135108,,0.247486,0.869902, -1990-11-07,,0.143817,,,,0.378046,1.875,4.248839,0.870152,,2.47334,,,2.09294,,0.128179,,0.245842,0.840579, -1990-11-08,,0.149223,,,,0.376228,1.9375,4.388474,0.907293,,2.439614,,,2.136318,,0.135108,,0.245842,0.879676, -1990-11-09,,0.153549,,,,0.390769,1.9375,4.488214,0.92321,,2.411509,,,2.185117,,0.145501,,0.311121,0.869902, -1990-11-12,,0.156793,,,,0.402583,2.3125,4.607895,0.986879,,2.428371,,,2.179695,,0.155894,,0.317232,0.938321, -1990-11-13,,0.155711,,,,0.403491,2.3125,4.667739,1.013409,,2.372159,,,2.168851,,0.159358,,0.321814,0.918773, -1990-11-14,,0.160037,,,,0.401674,2.375,4.687688,1.034631,,2.383401,,,2.179695,,0.159358,,0.320796,0.967644, -1990-11-15,,0.155711,,,,0.399856,2.125,4.568003,0.986879,,2.383401,,,2.168851,,0.162823,,0.317741,0.938321, -1990-11-16,,0.167566,,,,0.402583,2.125,4.667739,1.039937,,2.37778,,,2.185117,,0.159358,,0.317232,0.95787, -1990-11-19,,0.173529,,,,0.402583,2.0625,4.747532,1.061161,,2.360916,,,2.195961,,0.159358,,0.315704,0.977418, -1990-11-20,,0.169355,,,,0.387134,2.0625,4.747532,1.061161,,2.360916,,,2.195961,,0.162823,,0.316722,0.918773, -1990-11-21,,0.172337,,,,0.390769,2.125,4.727584,1.018715,,2.37778,,,2.201384,,0.169751,,0.315195,0.908999, -1990-11-23,,0.173529,,,,0.38986,2.0,4.727584,0.981573,,2.37778,,,2.21765,,0.173216,,0.314686,0.88945, -1990-11-26,,0.175318,,,,0.388042,2.0625,4.707637,1.018715,,2.355295,,,2.212227,,0.173216,,0.315195,0.918773, -1990-11-27,,0.178896,,,,0.388951,2.0625,4.687688,1.092995,,2.411509,,,2.185117,,0.169751,,0.321814,0.918773, -1990-11-28,,0.175318,,,,0.38259,2.125,4.727584,1.061161,,2.439614,,,2.185117,,0.166287,,0.319778,0.88945, -1990-11-29,,0.175318,,,,0.386225,2.0625,4.707637,1.013409,,2.456477,,,2.179695,,0.166287,,0.316722,0.860128, -1990-11-30,,0.175318,,,,0.398039,2.1875,4.807372,1.018715,,2.478962,,,2.195961,,0.169751,,0.328943,0.88945, -1990-12-03,,0.181878,,,,0.445062,2.1875,4.927058,1.080009,,2.46772,,,2.201384,,0.166287,,0.325888,0.938321, -1990-12-04,,0.183667,,,,0.45427,2.1875,5.029787,1.130899,,2.495825,,,2.185117,,0.162823,,0.328434,0.977418, -1990-12-05,,0.191419,,,,0.466548,2.3125,5.089905,1.198753,,2.523933,,,2.179695,,0.169751,,0.321305,1.055612, -1990-12-06,,0.196786,,,,0.47064,2.25,5.150022,1.147863,,2.529553,,,2.152584,,0.162823,,0.321305,1.036063, -1990-12-07,,0.202749,,,,0.47064,2.3125,5.029787,1.102627,,2.535174,,,2.136318,,0.162823,,0.325379,1.036063, -1990-12-10,,0.199171,,,,0.466548,2.5625,4.969672,1.11959,,2.512688,,,2.152584,,0.159358,,0.325379,1.067197, -1990-12-11,,0.190823,,,,0.464501,2.4375,4.849438,1.091318,,2.490205,,,2.158005,,0.155894,,0.323851,1.046474, -1990-12-12,,0.189034,,,,0.466548,2.4375,4.929593,1.074355,,2.529553,,,2.185117,,0.148965,,0.328434,1.056836, -1990-12-13,,0.194401,,,,0.461432,2.4375,4.889515,1.063045,,2.529553,,,2.190539,,0.145501,,0.329453,1.025752, -1990-12-14,,0.190226,,,,0.455293,2.4375,4.849438,1.051736,,2.529553,,,2.201384,,0.142037,,0.328943,0.984307, -1990-12-17,,0.191419,,,,0.453247,2.4375,4.829397,1.029119,,2.523933,,,2.212227,,0.138572,,0.326397,0.911779, -1990-12-18,,0.201556,,,,0.465525,2.5,4.969672,1.085664,,2.56328,,,2.212227,,0.138572,,0.328943,0.963585, -1990-12-19,,0.199767,,,,0.463478,2.625,4.949631,1.125245,,2.568901,,,2.190539,,0.135108,,0.328434,0.973946, -1990-12-20,,0.209905,,,,0.47064,2.625,4.949631,1.159172,,2.540796,,,2.185117,,0.135108,,0.331489,0.984307, -1990-12-21,,0.214675,,,,0.474733,2.6875,5.089905,1.147863,,2.546416,,,2.201384,,0.131644,,0.331999,0.942863, -1990-12-24,,0.209905,,,,0.471663,2.5625,5.049826,1.130899,,2.535174,,,2.223072,,0.135108,,0.328943,0.932502, -1990-12-26,,0.208712,,,,0.469617,2.5625,4.949631,1.130899,,2.535174,,,2.24476,,0.142037,,0.330471,0.942863, -1990-12-27,,0.20752,,,,0.468594,2.4375,4.889515,1.080009,,2.512688,,,2.223072,,0.142037,,0.329962,0.922141, -1990-12-28,,0.205134,,,,0.469617,2.375,4.849438,1.051736,,2.507068,,,2.239338,,0.148965,,0.328434,0.901418, -1990-12-31,,0.205134,,,,0.469617,2.4375,4.849438,1.034773,,2.518311,,,2.24476,,0.155894,,0.328943,0.891057, -1991-01-02,,0.20752,,,,0.462455,2.5,4.809359,1.051736,,2.507068,,,2.201384,,0.159358,,0.326397,0.932502, -1991-01-03,,0.205134,,,,0.452224,2.5625,4.809359,1.040427,,2.478962,,,2.212227,,0.15243,,0.316722,0.932502, -1991-01-04,,0.206327,,,,0.447108,2.5625,4.74924,1.0687,,2.556362,,,2.233916,,0.148965,,0.313667,0.942863, -1991-01-07,,0.206327,,,,0.439946,2.5,4.649045,1.051736,,2.514941,,,2.206805,,0.15243,,0.310612,0.901418, -1991-01-08,,0.206327,,,,0.444039,2.5,4.669085,1.017809,,2.49127,,,2.201384,,0.162823,,0.30552,0.901418, -1991-01-09,,0.215868,,,,0.443016,2.375,4.568888,0.995192,,2.473518,,,2.163428,,0.169751,,0.306539,0.870335, -1991-01-10,,0.224813,,,,0.443016,2.4375,4.649045,0.983882,,2.49127,,,2.185117,,0.17668,,0.307048,0.891057, -1991-01-11,,0.224217,,,,0.441992,2.5,4.769278,0.995192,,2.485354,,,2.163428,,0.173216,,0.30552,0.911779, -1991-01-14,,0.220639,,,,0.443016,2.375,4.669085,0.995192,,2.449847,,,2.168851,,0.166287,,0.303992,0.880696, -1991-01-15,,0.223024,,,,0.445062,2.5625,4.669085,1.006501,,2.461683,,,2.163428,,0.166287,,0.307048,0.901418, -1991-01-16,,0.237336,,,,0.447108,2.6875,4.789319,1.012155,,2.426178,,,2.158005,,0.159358,,0.315195,0.911779, -1991-01-17,,0.244491,,,,0.474733,2.8125,5.109944,1.063045,,2.526776,,,2.206805,,0.169751,,0.328434,0.911779, -1991-01-18,,0.239721,,,,0.473709,2.8125,5.17006,1.102627,,2.591868,,,2.239338,,0.162823,,0.326907,0.922141, -1991-01-21,,0.242106,,,,0.469617,2.8125,5.049826,1.153518,,2.615538,,,2.223072,,0.166287,,0.334035,0.973946, -1991-01-22,,0.244491,,,,0.463478,2.9375,4.989709,1.18179,,2.49127,,,2.206805,,0.162823,,0.340146,1.036113, -1991-01-23,,0.246877,,,,0.468594,3.25,4.929593,1.176136,,2.378837,,,2.255604,,0.166287,,0.344219,1.046474, -1991-01-24,,0.248666,,,,0.478825,3.4375,5.069868,1.249644,,2.414344,,,2.255604,,0.180144,,0.34982,1.036113, -1991-01-25,,0.255225,,,,0.490079,3.625,5.049826,1.272262,,2.42026,,,2.282715,,0.183609,,0.354912,1.098279, -1991-01-28,,0.259996,,,,0.496218,3.4375,5.089905,1.311843,,2.438014,,,2.277293,,0.187073,,0.357458,1.098279, -1991-01-29,,0.256418,,,,0.496218,3.4375,5.129982,1.272262,,2.443932,,,2.255604,,0.187073,,0.358477,1.108641, -1991-01-30,,0.264766,,,,0.507473,3.5,5.230175,1.29488,,2.443932,,,2.24476,,0.20093,,0.360514,1.077558, -1991-01-31,,0.264766,,,,0.523843,3.625,5.290293,1.272262,,2.473518,,,2.239338,,0.214787,,0.366115,1.087919, -1991-02-01,,0.265959,,,,0.523843,3.75,5.370451,1.277916,,2.473518,,,2.190539,,0.221716,,0.367642,1.129363, -1991-02-04,,0.263574,,,,0.533051,4.0625,5.430565,1.385352,,2.485354,,,2.223072,,0.218252,,0.36917,1.28478, -1991-02-05,,0.2755,,,,0.543282,4.0,5.490682,1.436243,,2.514941,,,2.31713,,0.211323,,0.368661,1.274419, -1991-02-06,,0.271326,,,,0.545329,3.9375,5.671035,1.441897,,2.58595,,,2.420114,,0.207859,,0.376808,1.274419, -1991-02-07,,0.2755,,,,0.531005,4.0625,5.77123,1.391007,,2.621456,,,2.460162,,0.214787,,0.378845,1.28478, -1991-02-08,,0.285638,,,,0.534074,3.9375,5.711114,1.391007,,2.645126,,,2.431556,,0.242502,,0.393612,1.315864, -1991-02-11,,0.292793,,,,0.546352,4.0625,5.911505,1.47017,,2.704302,,,2.49449,,0.273681,,0.406851,1.440197, -1991-02-12,,0.286234,,,,0.546352,4.0625,5.751189,1.475824,,2.645126,,,2.443,,0.266752,,0.409906,1.419474, -1991-02-13,,0.286234,,,,0.55556,4.0625,5.931541,1.487132,,2.680629,,,2.505932,,0.263288,,0.408888,1.47128, -1991-02-14,,0.272519,,,,0.551468,3.875,5.791269,1.424933,,2.651043,,,2.460162,,0.24943,,0.41347,1.409114, -1991-02-15,,0.292084,,,,0.569884,3.9375,5.951581,1.464515,,2.674714,,,2.443,,0.252895,,0.427219,1.440197, -1991-02-19,,0.304122,,,,0.569884,3.9375,5.891464,1.436243,,2.656961,,,2.44872,,0.242502,,0.423654,1.409114, -1991-02-20,,0.309191,,,,0.559652,4.0625,5.751189,1.374043,,2.591868,,,2.454442,,0.235573,,0.41347,1.346947, -1991-02-21,,0.299053,,,,0.557606,4.0,5.77123,1.328807,,2.591868,,,2.465885,,0.232109,,0.417035,1.326225, -1991-02-22,,0.302855,,,,0.566814,3.875,5.971619,1.357079,,2.574115,,,2.460162,,0.228645,,0.49036,1.367669, -1991-02-25,,0.293984,,,,0.572953,3.6875,6.071814,1.374043,,2.556362,,,2.465885,,0.228645,,0.506023,1.367669, -1991-02-26,,0.295252,,,,0.560676,3.75,5.931541,1.328807,,2.532693,,,2.460162,,0.218252,,0.499998,1.367669, -1991-02-27,,0.295252,,,,0.567838,4.0625,5.871426,1.334462,,2.556362,,,2.551703,,0.221716,,0.513251,1.37803, -1991-02-28,,0.290183,,,,0.610433,4.0625,5.671035,1.323153,,2.544529,,,2.523097,,0.232109,,0.506023,1.367669, -1991-03-01,,0.292717,,,,0.618288,4.0,5.791269,1.374043,,2.562281,,,2.551703,,0.232109,,0.50542,1.429836, -1991-03-04,,0.295885,,,,0.612677,4.625,5.751189,1.438477,,2.544529,,,2.500212,,0.235573,,0.508432,1.419474, -1991-03-05,,0.319962,,,,0.61941,4.875,5.931541,1.491975,,2.580034,,,2.511654,,0.235573,,0.516866,1.47128, -1991-03-06,,0.319328,,,,0.614922,4.8125,5.851386,1.491975,,2.580034,,,2.511654,,0.228645,,0.509035,1.492003, -1991-03-07,,0.34087,,,,0.611555,4.75,5.871426,1.438477,,2.562281,,,2.528818,,0.235573,,0.516866,1.492003, -1991-03-08,,0.329465,,,,0.599212,4.6875,5.811308,1.426589,,2.550447,,,2.53454,,0.242502,,0.518071,1.47128, -1991-03-11,,0.321862,,,,0.6138,4.6875,5.851386,1.432534,,2.550447,,,2.54026,,0.239037,,0.515059,1.547063, -1991-03-12,,0.318694,,,,0.609311,4.5625,5.811308,1.432534,,2.526776,,,2.574589,,0.235573,,0.498191,1.492969, -1991-03-13,,0.335801,,,,0.622777,4.8125,5.911505,1.462254,,2.544529,,,2.62036,,0.232109,,0.495179,1.514606, -1991-03-14,,0.330733,,,,0.614922,5.125,5.831347,1.497919,,2.544529,,,2.608916,,0.245966,,0.503011,1.503788, -1991-03-15,,0.335801,,,,0.616044,5.125,5.931541,1.491975,,2.574115,,,2.614638,,0.239037,,0.504215,1.492969, -1991-03-18,,0.343404,,,,0.617166,5.1875,5.999378,1.474141,,2.633291,,,2.58031,,0.232109,,0.497589,1.503788, -1991-03-19,,0.352274,,,,0.605945,5.375,5.918851,1.432534,,2.58595,,,2.58031,,0.228645,,0.484938,1.492969, -1991-03-20,,0.343404,,,,0.599212,5.25,5.979248,1.414701,,2.574115,,,2.614638,,0.228645,,0.501203,1.438877, -1991-03-21,,0.328198,,,,0.594724,5.5,5.999378,1.414701,,2.568198,,,2.62036,,0.235573,,0.50542,1.384784, -1991-03-22,,0.320595,,,,0.594724,5.625,5.979248,1.402813,,2.562281,,,2.648966,,0.239037,,0.501203,1.33069, -1991-03-25,,0.326931,,,,0.600334,5.5625,6.079907,1.491975,,2.591868,,,2.706179,,0.239037,,0.506023,1.384784, -1991-03-26,,0.354809,,,,0.629509,5.5,6.402023,1.604913,,2.656961,,,2.723343,,0.239037,,0.521083,1.471332, -1991-03-27,,0.351007,,,,0.623899,5.25,6.301365,1.652465,,2.627374,,,2.671853,,0.239037,,0.52048,1.482151, -1991-03-28,,0.344671,,,,0.625021,5.25,6.240966,1.646521,,2.656961,,,2.677573,,0.239037,,0.515661,1.503788, -1991-04-01,,0.347206,,,,0.626143,5.0625,6.240966,1.646521,,2.597786,,,2.631803,,0.24943,,0.52048,1.428058, -1991-04-02,,0.368748,,,,0.647463,5.3125,6.442287,1.676242,,2.633291,,,2.694737,,0.245966,,0.546986,1.525425, -1991-04-03,,0.354809,,,,0.64073,5.375,6.563082,1.717851,,2.645126,,,2.648966,,0.270216,,0.55301,1.611974, -1991-04-04,,0.362412,,,,0.645219,5.5625,6.623476,1.747571,,2.730662,,,2.631803,,0.259823,,0.55542,1.655249, -1991-04-05,,0.351641,,,,0.636242,5.6875,6.54295,1.747571,,2.662084,,,2.62608,,0.263288,,0.546986,1.655249, -1991-04-08,,0.354809,,,,0.642975,5.8125,6.784532,1.700019,,2.64338,,,2.637523,,0.263288,,0.549396,1.666067, -1991-04-09,,0.348473,,,,0.639608,5.75,6.683875,1.670298,,2.624676,,,2.608916,,0.270216,,0.540962,1.601156, -1991-04-10,,0.338969,,,,0.649708,5.8125,6.643611,1.646521,,2.612207,,,2.614638,,0.273681,,0.534938,1.579518, -1991-04-11,,0.359878,,,,0.653074,6.3125,6.865061,1.705963,,2.630912,,,2.666129,,0.277145,,0.538553,1.633612, -1991-04-12,,0.363679,,,,0.655318,6.8125,7.026117,1.747571,,2.64338,,,2.734785,,0.263288,,0.548191,1.622793, -1991-04-15,,0.315526,,,,0.662051,6.75,7.126777,1.747571,,2.662084,,,2.723343,,0.266752,,0.55542,1.698524, -1991-04-16,,0.325664,,,,0.67215,6.9375,7.066383,1.771348,,2.662084,,,2.75195,,0.273681,,0.560239,1.763435, -1991-04-17,,0.320595,,,,0.675516,7.125,7.046255,1.854566,,2.693254,,,2.75195,,0.291002,,0.55783,1.904076, -1991-04-18,,0.309191,,,,0.673272,6.9375,6.905327,1.908063,,2.69949,,,2.740508,,0.32911,,0.546986,1.860802, -1991-04-19,,0.302221,,,,0.667661,6.75,6.764396,1.872398,,2.693254,,,2.75195,,0.301395,,0.536143,1.828346, -1991-04-22,,0.311725,,,,0.658684,6.25,6.804666,1.75946,,2.674553,,,2.75195,,0.273681,,0.537348,1.763435, -1991-04-23,,0.311725,,,,0.654196,6.4375,6.74427,1.753516,,2.668318,,,2.786278,,0.294466,,0.536143,1.828346, -1991-04-24,,0.307923,,,,0.650829,6.5,6.865061,1.777293,,2.649615,,,2.786278,,0.291002,,0.526505,1.817528, -1991-04-25,,0.296519,,,,0.641853,6.375,6.724136,1.771348,,2.64338,,,2.706179,,0.291002,,0.532529,1.817528, -1991-04-26,,0.297152,,,,0.644097,6.1875,6.66374,1.75946,,2.655849,,,2.723343,,0.304859,,0.538553,1.795891, -1991-04-29,,0.295252,,,,0.628387,6.1875,6.522818,1.75946,,2.624676,,,2.706179,,0.287538,,0.524095,1.806709, -1991-04-30,,0.278778,,,,0.63512,6.125,6.522818,1.753516,,2.662084,,,2.723343,,0.291002,,0.5253,1.774253, -1991-05-01,,0.239496,,,,0.650829,6.1875,6.623476,1.765404,,2.668318,,,2.763392,,0.301395,,0.548191,1.763435, -1991-05-02,,0.248366,,,,0.650829,6.0,6.66374,1.771348,,2.637146,,,2.729065,,0.325645,,0.549396,1.741797, -1991-05-03,,0.248366,,,,0.651952,6.0625,6.66374,1.75946,,2.649615,,,2.711901,,0.346431,,0.556625,1.720161, -1991-05-06,,0.254702,,,,0.654196,6.0,6.623476,1.747571,,2.64338,,,2.694737,,0.349895,,0.55542,1.687705, -1991-05-07,,0.256603,,,,0.65644,5.8125,6.563082,1.75946,,2.624676,,,2.76331,,0.349895,,0.548191,1.698524, -1991-05-08,,0.252168,,,,0.654196,5.9375,6.442287,1.771348,,2.581036,,,2.793281,,0.360288,,0.539758,1.709342, -1991-05-09,,0.257236,,,,0.660929,6.3125,6.764396,1.75946,,2.537394,,,2.859216,,0.398396,,0.560239,1.730979, -1991-05-10,,0.259771,,,,0.639608,6.125,6.442287,1.765404,,2.487521,,,2.775298,,0.398396,,0.554215,1.676886, -1991-05-13,,0.267374,,,,0.641853,6.0,6.583212,1.771348,,2.506223,,,2.757315,,0.388003,,0.587443,1.687705, -1991-05-14,,0.271175,,,,0.636242,5.9375,6.522818,1.75946,,2.487521,,,2.697374,,0.374146,,0.577092,1.611974, -1991-05-15,,0.255969,,,,0.636242,5.5625,6.522818,1.747571,,2.468818,,,2.703368,,0.374146,,0.561565,1.601156, -1991-05-16,,0.248366,,,,0.638486,5.5625,6.583212,1.75946,,2.468818,,,2.76331,,0.37761,,0.575798,1.622793, -1991-05-17,,0.238229,,,,0.641853,5.5,6.54295,1.705963,,2.499989,,,2.781292,,0.374146,,0.570622,1.611974, -1991-05-20,,0.241559,,,,0.648585,5.6875,6.502684,1.729739,,2.487521,,,2.793281,,0.37761,,0.582268,1.622793, -1991-05-21,,0.247018,,,,0.651952,6.0,6.66374,1.765404,,2.518692,,,2.829245,,0.398396,,0.602971,1.633612, -1991-05-22,,0.252477,,,,0.64073,6.5,6.704008,1.777293,,2.506223,,,2.829245,,0.394932,,0.604264,1.676886, -1991-05-23,,0.246335,,,,0.648585,6.4375,6.563082,1.783237,,2.493754,,,2.817256,,0.415717,,0.608146,1.730979, -1991-05-24,,0.25043,,,,0.655318,6.5,6.66374,1.807013,,2.493754,,,2.811263,,0.433039,,0.604264,1.785072, -1991-05-28,,0.251112,,,,0.665417,6.5,6.784532,1.902119,,2.487521,,,2.811263,,0.439968,,0.612028,1.817528, -1991-05-29,,0.256571,,,,0.669906,6.4375,6.683875,1.96156,,2.493754,,,2.817256,,0.439968,,0.614616,1.795891, -1991-05-30,,0.259983,,,,0.686738,6.625,6.804666,1.967504,,2.562333,,,2.80527,,0.443432,,0.619792,1.817528, -1991-05-31,,0.256571,,,,0.753772,6.75,6.905327,2.00317,,2.581036,,,2.793281,,0.439968,,0.60944,1.849984, -1991-06-03,,0.268853,,,,0.756211,7.0,6.804666,2.100752,,2.518692,,,2.823251,,0.429575,,0.583561,1.817528, -1991-06-04,,0.268171,,,,0.750113,7.0,6.764396,2.09459,,2.512457,,,2.80527,,0.457289,,0.587443,1.904076, -1991-06-05,,0.26203,,,,0.737916,6.75,6.66374,2.057627,,2.493754,,,2.775298,,0.464218,,0.586149,1.990626, -1991-06-06,,0.254524,,,,0.734257,6.75,6.74427,2.076109,,2.487521,,,2.793281,,0.509254,,0.582268,2.012263, -1991-06-07,,0.251794,,,,0.723279,6.5,6.704008,2.069949,,2.481287,,,2.757315,,0.533504,,0.57968,2.098812, -1991-06-10,,0.251112,,,,0.726939,6.625,6.784532,2.039147,,2.481287,,,2.781292,,0.526575,,0.590031,2.054209, -1991-06-11,,0.243606,,,,0.734257,6.75,6.973933,2.045308,,2.531161,,,2.80527,,0.540433,,0.591325,2.143522, -1991-06-12,,0.231323,,,,0.724499,6.375,6.872863,1.97138,,2.506223,,,2.76331,,0.561218,,0.57968,2.076538, -1991-06-13,,0.229958,,,,0.730598,6.375,6.893075,1.96522,,2.531161,,,2.775298,,0.561218,,0.574504,2.087702, -1991-06-14,,0.224499,,,,0.737916,6.4375,7.014363,2.002184,,2.599739,,,2.793281,,0.557754,,0.608146,2.076538, -1991-06-17,,0.229276,,,,0.728158,6.375,6.91329,1.996022,,2.562333,,,2.757315,,0.540433,,0.599089,2.020717, -1991-06-18,,0.229958,,,,0.728158,6.125,6.872863,2.026826,,2.549865,,,2.733338,,0.571611,,0.595207,1.987225, -1991-06-19,,0.227911,,,,0.723279,6.0625,6.852645,2.002184,,2.518692,,,2.733338,,0.575076,,0.590031,1.987225, -1991-06-20,,0.229276,,,,0.723279,6.0,6.953718,1.96522,,2.543631,,,2.787286,,0.561218,,0.592619,1.964895, -1991-06-21,,0.229276,,,,0.731817,6.0,7.014363,1.977541,,2.549865,,,2.80527,,0.564683,,0.591325,1.97606, -1991-06-24,,0.227911,,,,0.719621,5.75,6.832435,1.96522,,2.543631,,,2.787286,,0.557754,,0.586149,1.953732, -1991-06-25,,0.231323,,,,0.718401,5.875,6.832435,1.878973,,2.562333,,,2.80527,,0.557754,,0.588737,1.886745, -1991-06-26,,0.234735,,,,0.717181,5.8125,7.014363,1.885132,,2.574802,,,2.841235,,0.585468,,0.57968,1.987225, -1991-06-27,,0.232006,,,,0.728158,5.8125,7.014363,1.823526,,2.637146,,,2.829245,,0.613183,,0.587443,1.964895, -1991-06-28,,0.226547,,,,0.72206,6.0,6.91329,1.761921,,2.668318,,,2.787286,,0.616648,,0.574504,1.909075, -1991-07-01,,0.232006,,,,0.730598,6.1875,7.05479,1.823526,,2.730662,,,2.871206,,0.606254,,0.582268,1.920238, -1991-07-02,,0.230641,,,,0.731817,6.0,7.05479,1.84201,,2.69949,,,2.817256,,0.582004,,0.583561,1.89791, -1991-07-03,,0.235417,,,,0.72206,5.75,7.014363,1.817366,,2.789763,,,2.751321,,0.568147,,0.577092,1.842089, -1991-07-05,,0.249065,,,,0.719621,5.6875,7.075003,1.823526,,2.789763,,,2.757315,,0.568147,,0.57968,1.864418, -1991-07-08,,0.255206,,,,0.730598,5.75,7.317578,1.805044,,2.802922,,,2.80527,,0.588933,,0.583561,1.931403, -1991-07-09,,0.255888,,,,0.729378,5.9375,7.216504,1.835848,,2.796342,,,2.76331,,0.57854,,0.582268,2.054209, -1991-07-10,,0.257936,,,,0.724499,6.1875,7.216504,1.848169,,2.829241,,,2.751321,,0.571611,,0.591325,2.043046, -1991-07-11,,0.255206,,,,0.731817,6.4375,7.398438,1.823526,,2.842398,,,2.775298,,0.557754,,0.590031,2.043046, -1991-07-12,,0.255206,,,,0.734257,6.5,7.519722,1.823526,,2.84898,,,2.817256,,0.550825,,0.601677,2.121194, -1991-07-15,,0.248382,,,,0.735477,6.75,7.620791,1.86049,,2.868718,,,2.835239,,0.55429,,0.608146,2.37797, -1991-07-16,,0.238829,,,,0.72084,5.9375,7.560151,1.897454,,2.842398,,,2.829245,,0.543897,,0.606852,2.299821, -1991-07-17,,0.232006,,,,0.700105,5.8125,7.499503,1.86665,,2.822661,,,2.871206,,0.512718,,0.614616,2.244, -1991-07-18,,0.244971,,,,0.713522,5.8125,7.560151,1.872811,,2.855558,,,2.871206,,0.536968,,0.627555,2.299821, -1991-07-19,,0.251112,,,,0.718401,5.5625,7.560151,1.823526,,2.829241,,,2.859216,,0.55429,,0.626261,2.299821, -1991-07-22,,0.251112,,,,0.714742,5.4375,7.499503,1.724958,,2.776604,,,2.853222,,0.550825,,0.619792,2.299821, -1991-07-23,,0.245653,,,,0.704984,5.1875,7.438864,1.712636,,2.737125,,,2.80527,,0.543897,,0.606852,2.255164, -1991-07-24,,0.245653,,,,0.696446,5.3125,7.337789,1.700315,,2.756864,,,2.823251,,0.533504,,0.608146,2.266328, -1991-07-25,,0.247018,,,,0.707423,5.3125,7.479291,1.700315,,2.770023,,,2.835239,,0.533504,,0.613322,2.288657, -1991-07-26,,0.244971,,,,0.709863,5.1875,7.479291,1.694155,,2.770023,,,2.817256,,0.526575,,0.622379,2.288657, -1991-07-29,,0.248382,,,,0.709863,5.125,7.560151,1.687995,,2.789763,,,2.841235,,0.533504,,0.639201,2.288657, -1991-07-30,,0.253841,,,,0.713522,5.375,7.641005,1.700315,,2.816081,,,2.853222,,0.540433,,0.637906,2.299821, -1991-07-31,,0.252477,,,,0.714742,5.5625,7.701647,1.712636,,2.842398,,,2.847228,,0.540433,,0.640494,2.288657, -1991-08-01,,0.268171,,,,0.712302,5.75,7.661216,1.718798,,2.829241,,,2.847228,,0.536968,,0.689818,2.277492, -1991-08-02,,0.272948,,,,0.709863,5.75,7.721859,1.712636,,2.855558,,,2.817256,,0.582004,,0.691201,2.277492, -1991-08-05,,0.264759,,,,0.702545,5.625,7.661216,1.706476,,2.862138,,,2.799276,,0.575076,,0.695348,2.266328, -1991-08-06,,0.270218,,,,0.709863,5.6875,7.82293,1.724958,,2.895037,,,2.86521,,0.57854,,0.720231,2.310986, -1991-08-07,,0.274995,,,,0.719621,5.6875,7.782506,1.718798,,2.862138,,,2.955831,,0.57854,,0.724379,2.333313, -1991-08-08,,0.275677,,,,0.72084,5.6875,7.903792,1.75576,,2.862138,,,2.918178,,0.609719,,0.714702,2.422626, -1991-08-09,,0.277042,,,,0.718401,5.5,7.863363,1.774241,,2.895037,,,2.886798,,0.616648,,0.705025,2.400298, -1991-08-12,,0.282501,,,,0.715961,5.5625,7.944219,1.811206,,2.875297,,,2.893073,,0.620112,,0.70779,2.433792, -1991-08-13,,0.292054,,,,0.714742,5.6875,8.065501,1.903613,,2.83582,,,2.905625,,0.637433,,0.720231,2.523105, -1991-08-14,,0.29956,,,,0.712302,5.75,8.328292,1.915935,,2.842398,,,2.874247,,0.637433,,0.724379,2.590089, -1991-08-15,,0.290689,,,,0.708643,5.6875,8.045289,1.872811,,2.842398,,,2.886798,,0.644362,,0.721614,2.500778, -1991-08-16,,0.290689,,,,0.702545,5.5625,7.82293,1.84201,,2.809503,,,2.886798,,0.651291,,0.71332,2.456118, -1991-08-19,,0.294244,,,,0.686689,5.3125,7.681435,1.829687,,2.730545,,,2.893073,,0.633969,,0.69673,2.355642, -1991-08-20,,0.297157,,,,0.687909,5.5,7.863363,1.835848,,2.756864,,,2.886798,,0.630505,,0.70226,2.389133, -1991-08-21,,0.31318,,,,0.711083,5.6875,8.065501,1.878973,,2.842398,,,2.924452,,0.658219,,0.729908,2.456118, -1991-08-22,,0.316093,,,,0.712302,5.875,7.964436,1.878973,,2.83582,,,2.937005,,0.679005,,0.714702,2.400298, -1991-08-23,,0.30881,,,,0.729378,5.75,7.964436,1.86665,,2.875297,,,2.962106,,0.703255,,0.718848,2.400298, -1991-08-26,,0.30881,,,,0.728158,5.75,8.032782,1.872811,,2.908196,,,2.937005,,0.689398,,0.717466,2.37797, -1991-08-27,,0.314637,,,,0.723279,5.75,8.134208,1.891293,,2.888456,,,2.94328,,0.675541,,0.714702,2.344479, -1991-08-28,,0.310267,,,,0.730598,6.0625,8.134208,1.952899,,2.895037,,,2.987209,,0.679005,,0.73129,2.333313, -1991-08-29,,0.30881,,,,0.729378,6.0625,8.073353,1.946738,,2.881878,,,2.955831,,0.685934,,0.73129,2.366806, -1991-08-30,,0.30881,,,,0.730598,6.1875,8.215345,1.977715,,2.895037,,,2.924452,,0.672076,,0.724379,2.366806, -1991-09-03,,0.305897,,,,0.723279,6.0,8.073353,1.952115,,2.921356,,,2.911901,,0.651291,,0.714702,2.366806, -1991-09-04,,0.30007,,,,0.718401,6.0,8.113928,1.958514,,2.914775,,,2.905625,,0.647826,,0.709172,2.366806, -1991-09-05,,0.297157,,,,0.704984,5.8125,8.195065,1.939314,,2.921356,,,2.949555,,0.679005,,0.721614,2.366806, -1991-09-06,,0.30007,,,,0.691567,5.9375,8.154494,1.939314,,2.941092,,,2.962106,,0.665148,,0.754791,2.366806, -1991-09-09,,0.310267,,,,0.687909,6.0,8.05307,1.939314,,2.941092,,,2.955831,,0.654755,,0.743732,2.435798, -1991-09-10,,0.292059,,,,0.685469,5.8125,8.012499,1.900911,,2.914775,,,2.94328,,0.651291,,0.739585,2.412821, -1991-09-11,,0.294244,,,,0.686689,5.9375,8.012499,1.900911,,2.960832,,,2.955831,,0.637433,,0.739585,2.378352, -1991-09-12,,0.294972,,,,0.67937,5.875,8.05307,1.920112,,3.00031,,,2.955831,,0.651291,,0.711937,2.38984, -1991-09-13,,0.283319,,,,0.662295,5.625,7.992216,1.856109,,2.941092,,,2.930731,,0.658219,,0.705025,2.332392, -1991-09-16,,0.275307,,,,0.68059,5.375,8.073353,1.88171,,2.967413,,,2.993484,,0.651291,,0.703642,2.274944, -1991-09-17,,0.285504,,,,0.674491,5.125,8.073353,1.913713,,2.973993,,,2.980933,,0.665148,,0.717466,2.332392, -1991-09-18,,0.292059,,,,0.675711,5.375,8.05307,1.907312,,3.013471,,,2.974657,,0.672076,,0.716084,2.320903, -1991-09-19,,0.289874,,,,0.678151,5.25,8.05307,1.913713,,3.026629,,,2.980933,,0.675541,,0.722996,2.320903, -1991-09-20,,0.294972,,,,0.743633,5.1875,8.05307,1.926514,,2.980571,,,2.962106,,0.682469,,0.718848,2.332392, -1991-09-23,,0.288417,,,,0.738283,5.125,7.992216,1.88171,,2.967413,,,2.94328,,0.679005,,0.718848,2.332392, -1991-09-24,,0.292787,,,,0.747646,5.0625,8.032782,1.868909,,2.947673,,,2.987209,,0.685934,,0.710554,2.297924, -1991-09-25,,0.294244,,,,0.736946,5.125,7.769083,1.862509,,2.888456,,,2.980933,,0.786398,,0.698113,2.309413, -1991-09-26,,0.29133,,,,0.738283,5.25,7.708229,1.843307,,2.895037,,,2.949555,,0.793327,,0.709172,2.343882, -1991-09-27,,0.285504,,,,0.736946,4.8125,7.748796,1.824107,,2.895037,,,2.949555,,0.831435,,0.71332,2.332392, -1991-09-30,,0.288417,,,,0.742296,4.6875,7.748796,1.824107,,2.941092,,,2.987209,,0.866078,,0.720231,2.332392, -1991-10-01,,0.2957,,,,0.747646,4.5,7.769083,1.849709,,2.980571,,,3.024863,,0.848756,,0.724379,2.251964, -1991-10-02,,0.289874,,,,0.754333,4.6875,7.748796,1.817706,,2.941092,,,3.024863,,0.827971,,0.727143,2.263454, -1991-10-03,,0.27822,,,,0.739621,4.3125,7.66766,1.792106,,2.973993,,,2.987209,,0.855685,,0.727143,2.206007, -1991-10-04,,0.281134,,,,0.731596,4.5,7.525666,1.785705,,3.062114,,,2.968381,,0.893792,,0.73682,2.183027, -1991-10-07,,0.280405,,,,0.719559,4.5,7.545951,1.779304,,3.013619,,,2.974657,,0.879935,,0.729908,2.160047, -1991-10-08,,0.281134,,,,0.716884,4.5,7.627088,1.766503,,3.07597,,,3.018587,,0.838363,,0.72576,2.171538, -1991-10-09,,0.279677,,,,0.699497,4.625,7.464814,1.715301,,2.985909,,,2.980933,,0.838363,,0.721614,2.11409, -1991-10-10,,0.27822,,,,0.719559,5.0,7.586523,1.7089,,3.04826,,,3.024863,,0.862613,,0.717466,2.160047, -1991-10-11,,0.28259,,,,0.711534,5.25,7.627088,1.760103,,3.062114,,,3.018587,,0.845292,,0.717466,2.206007, -1991-10-14,,0.290602,,,,0.723571,5.5625,7.748796,1.849709,,3.082897,,,3.056241,,0.838363,,0.720231,2.240476, -1991-10-15,,0.305897,,,,0.748983,5.5,7.850219,1.932913,,3.124464,,,3.056241,,0.841828,,0.728526,2.40133, -1991-10-16,,0.311723,,,,0.762357,5.6875,7.870504,1.958514,,3.10368,,,3.037413,,0.890328,,0.727143,2.378352, -1991-10-17,,0.305168,,,,0.765032,5.5625,7.870504,1.952115,,3.124464,,,3.062517,,0.897257,,0.745115,2.286435, -1991-10-18,,0.320463,,,,0.763695,5.5625,7.951648,1.958514,,3.179887,,,3.087619,,0.918043,,0.763086,2.309413, -1991-10-21,,0.319007,,,,0.759683,5.375,7.951648,1.945714,,3.193743,,,3.075069,,0.9319,,0.745115,2.297924, -1991-10-22,,0.31755,,,,0.761021,5.4375,7.627088,1.907312,,3.179887,,,3.068791,,0.935364,,0.749262,2.309413, -1991-10-23,,0.309538,,,,0.770383,5.375,7.525666,1.920112,,3.131393,,,3.056241,,0.938828,,0.769998,2.251964, -1991-10-24,,0.303712,,,,0.761021,5.3125,7.505383,1.894511,,3.10368,,,3.037413,,0.935364,,0.760321,2.194517, -1991-10-25,,0.298614,,,,0.739621,5.1875,7.505383,1.88171,,3.124464,,,3.04369,,0.869542,,0.749262,2.206007, -1991-10-28,,0.30007,,,,0.751658,5.3125,7.708229,1.913713,,3.193743,,,3.100171,,0.848756,,0.774145,2.251964, -1991-10-29,,0.301527,,,,0.758345,5.5,7.708229,1.907312,,3.256095,,,3.093895,,0.852221,,0.774145,2.274944, -1991-10-30,,0.289874,,,,0.750321,5.5625,7.647378,1.913713,,3.290735,,,3.068791,,0.845292,,0.781057,2.286435, -1991-10-31,,0.30007,,,,0.738283,6.375,7.505383,1.913713,,3.332301,,,3.062517,,0.866078,,0.792116,2.274944, -1991-11-01,,0.297157,,,,0.731596,6.125,7.464814,1.907312,,3.346155,,,3.037413,,0.879935,,0.792116,2.274944, -1991-11-04,,0.289874,,,,0.732934,6.125,7.505383,1.926514,,3.297662,,,3.093895,,0.866078,,0.775527,2.228985, -1991-11-05,,0.284047,,,,0.727583,6.1875,7.525666,1.926514,,3.283806,,,3.188635,,0.852221,,0.774145,2.263454, -1991-11-06,,0.279677,,,,0.732934,6.3125,7.606802,1.945714,,3.325373,,,3.208316,,0.834899,,0.77138,2.297924, -1991-11-07,,0.289874,,,,0.732934,6.625,7.931362,1.984117,,3.366942,,,3.182075,,0.945757,,0.752026,2.332392, -1991-11-08,,0.310267,,,,0.735609,6.5,7.951648,1.996917,,3.366942,,,3.15583,,0.935364,,0.81174,2.297924, -1991-11-11,,0.31318,,,,0.732934,6.5,8.032782,1.990516,,3.332301,,,3.162391,,0.9319,,0.810272,2.251964, -1991-11-12,,0.31755,,,,0.739621,6.5625,8.255922,1.996917,,3.360013,,,3.162391,,0.966543,,0.83229,2.297924, -1991-11-13,,0.315365,,,,0.744971,7.0,8.195065,1.996917,,3.346155,,,3.162391,,0.970007,,0.823483,2.286435, -1991-11-14,,0.319007,,,,0.752996,6.875,8.215345,1.996917,,3.346155,,,3.136148,,0.95615,,0.824951,2.286435, -1991-11-15,,0.29133,,,,0.720896,6.3125,7.687944,1.952115,,3.24224,,,3.004927,,0.942293,,0.794125,2.194517, -1991-11-18,,0.325592,,,,0.734271,6.5,7.809655,1.907312,,3.263021,,,3.057415,,0.949221,,0.805868,2.171538, -1991-11-19,,0.320126,,,,0.728921,6.25,7.708229,1.830508,,3.207599,,,3.096781,,0.938828,,0.798529,2.09111, -1991-11-20,,0.315441,,,,0.716884,6.375,7.66766,1.811306,,3.249167,,,3.063979,,0.924971,,0.79119,2.11409, -1991-11-21,,0.318564,,,,0.714209,6.5,7.66766,1.798505,,3.290735,,,3.08366,,0.921507,,0.801465,2.079622, -1991-11-22,,0.320126,,,,0.710197,6.9375,7.647378,1.779304,,3.186816,,,3.031172,,0.918043,,0.798529,2.056641, -1991-11-25,,0.320126,,,,0.703509,6.9375,7.748796,1.772904,,3.179887,,,3.050857,,0.904185,,0.788254,2.045152, -1991-11-26,,0.321688,,,,0.703509,7.0625,7.89079,1.766503,,3.193743,,,3.057415,,0.879935,,0.795593,2.033662, -1991-11-27,,0.318564,,,,0.700834,7.1875,7.89079,1.772904,,3.179887,,,3.063979,,0.883399,,0.78385,1.987703, -1991-11-29,,0.317003,,,,0.692809,7.1875,7.931362,1.760103,,3.200672,,,3.0771,,0.883399,,0.779447,1.941745, -1991-12-02,,0.323249,,,,0.703509,7.125,8.073353,1.872735,,3.214527,,,3.116464,,0.873007,,0.802933,2.010683, -1991-12-03,,0.315441,,,,0.768565,7.4375,8.113928,1.939617,,3.179887,,,3.070539,,0.748291,,0.799997,1.987703, -1991-12-04,,0.315441,,,,0.755185,7.5,8.174782,1.939617,,3.200672,,,3.037733,,0.665148,,0.81174,1.953235, -1991-12-05,,0.312318,,,,0.741806,7.5,8.284074,1.886112,,3.152177,,,2.998368,,0.713648,,0.795593,1.861319, -1991-12-06,,0.30451,,,,0.759645,7.5625,8.446904,1.859357,,3.166033,,,2.998368,,0.744827,,0.816144,1.849829, -1991-12-09,,0.306852,,,,0.771538,7.4375,8.385843,1.912864,,3.207599,,,2.945879,,0.727505,,0.824951,1.873755, -1991-12-10,,0.306852,,,,0.773024,7.4375,8.426545,1.912864,,3.256095,,,2.959001,,0.73097,,0.822015,1.826016, -1991-12-11,,0.306072,,,,0.781944,7.5625,8.385843,1.919553,,3.269949,,,2.978684,,0.706719,,0.822015,1.790213, -1991-12-12,,0.308414,,,,0.79235,7.875,8.426545,1.946305,,3.339227,,,3.024611,,0.665148,,0.849905,1.897625, -1991-12-13,,0.31466,,,,0.807216,7.875,8.569028,1.979747,,3.387725,,,3.044294,,0.613183,,0.864584,1.945364, -1991-12-16,,0.315441,,,,0.805729,7.875,8.65044,1.959682,,3.353085,,,3.037733,,0.633969,,0.885134,1.945364, -1991-12-17,,0.315441,,,,0.813162,7.75,8.670799,1.926241,,3.311516,,,3.044294,,0.588933,,0.88807,1.86182, -1991-12-18,,0.323249,,,,0.811676,7.5,8.65044,1.952995,,3.318446,,,3.057415,,0.588933,,0.864584,1.849886, -1991-12-19,,0.317003,,,,0.810189,8.375,8.569028,1.966371,,3.373869,,,3.08366,,0.388003,,0.86018,1.86182, -1991-12-20,,0.31388,,,,0.829514,8.25,8.691152,2.019877,,3.498569,,,3.103343,,0.388003,,0.874859,1.933428, -1991-12-23,,0.321688,,,,0.856273,8.6875,8.996461,2.086762,,3.644054,,,3.070539,,0.384539,,0.895409,2.01985, -1991-12-24,,0.326372,,,,0.878571,8.75,8.853985,2.106827,,3.56092,,,3.018049,,0.356824,,0.905685,2.055919, -1991-12-26,,0.342769,,,,0.893438,8.5,9.057526,2.193774,,3.547065,,,3.01149,,0.40186,,0.935042,2.116033, -1991-12-27,,0.34355,,,,0.880059,8.375,9.200006,2.187087,,3.512425,,,3.057415,,0.422646,,0.959996,2.176148, -1991-12-30,,0.354481,,,,0.91425,8.5,9.566375,2.167021,,3.567847,,,3.070539,,0.446896,,1.006969,2.248285, -1991-12-31,,0.352139,,,,0.90979,8.75,9.586728,2.17371,,3.581702,,,3.195197,,0.457289,,0.986418,2.043895, -1992-01-02,,0.371659,,,,0.911276,8.9375,9.627437,2.160334,,3.609415,,,3.149271,,0.439968,,0.986418,2.248285, -1992-01-03,,0.368535,,,,0.906817,9.125,9.40354,2.213841,,3.630198,,,3.15583,,0.443432,,0.982015,2.296377, -1992-01-06,,0.362289,,,,0.902357,9.625,9.240709,2.327542,,3.74404,,,3.129586,,0.457289,,0.974675,2.380538, -1992-01-07,,0.369316,,,,0.897897,9.9375,9.200006,2.307476,,3.722315,,,3.109903,,0.460753,,0.99229,2.416605, -1992-01-08,,0.377905,,,,0.896411,9.5,9.281421,2.387737,,3.707832,,,3.070539,,0.564683,,0.987886,2.524813, -1992-01-09,,0.388836,,,,0.884518,9.4375,9.281421,2.294101,,3.707832,,,3.050857,,0.651291,,1.006969,2.645042, -1992-01-10,,0.388836,,,,0.886005,9.5625,9.220355,2.247281,,3.657137,,,3.08366,,0.62704,,0.993758,2.59695, -1992-01-13,,0.387274,,,,0.894924,9.9375,9.423892,2.207152,,3.649897,,,3.109903,,0.616648,,0.99229,2.59695, -1992-01-14,,0.40289,,,,0.906817,10.0625,9.607078,2.354296,,3.628172,,,3.162391,,0.630505,,0.980547,2.729201, -1992-01-15,,0.396644,,,,0.917223,9.625,9.546017,2.434556,,3.54127,,,3.123026,,0.682469,,0.932106,2.897521, -1992-01-16,,0.391959,,,,0.927629,8.875,9.44425,2.461309,,3.526786,,,3.103343,,0.679005,,0.896877,2.861454, -1992-01-17,,0.404452,,,,0.945468,9.3125,9.301772,2.401113,,3.577478,,,3.142709,,0.637433,,0.899813,2.753248, -1992-01-20,,0.399767,,,,0.957361,9.6875,9.077883,2.300788,,3.534027,,,3.149271,,0.633969,,0.895409,2.693134, -1992-01-21,,0.381809,,,,0.927629,10.0,8.874336,2.287412,,3.58472,,,3.195197,,0.564683,,0.86752,2.68111, -1992-01-22,,0.396644,,,,0.945468,10.5,9.200006,2.327542,,3.613687,,,3.123026,,0.595861,,0.891006,2.657065, -1992-01-23,,0.40289,,,,0.939522,10.3125,9.037171,2.340919,,3.570237,,,3.096781,,0.613183,,0.883667,2.669087, -1992-01-24,,0.403671,,,,0.932089,10.3125,9.220355,2.354296,,3.570237,,,3.162391,,0.60279,,0.893941,2.717179, -1992-01-27,,0.40289,,,,0.930603,10.5,9.098228,2.360983,,3.591962,,,3.175512,,0.606254,,0.883667,2.753248, -1992-01-28,,0.407575,,,,0.929116,10.375,9.016814,2.354296,,3.591962,,,3.168954,,0.60279,,0.855777,2.76527, -1992-01-29,,0.395082,,,,0.920196,10.5,8.935396,2.354296,,3.54127,,,3.116464,,0.571611,,0.849905,2.657065, -1992-01-30,,0.398205,,,,0.90979,9.625,8.853985,2.367671,,3.562994,,,3.096781,,0.561218,,0.868988,2.717179, -1992-01-31,,0.404452,,,,0.894924,9.4375,8.772561,2.347606,,3.497818,,,3.057415,,0.588933,,0.857244,2.693134, -1992-02-03,,0.410698,,,,0.903844,9.75,8.915045,2.327542,,3.483335,,,3.103343,,0.606254,,0.906445,2.717179, -1992-02-04,,0.410698,,,,0.91425,10.3125,9.037171,2.340919,,3.519544,,,3.123026,,0.651291,,0.926762,2.789316, -1992-02-05,,0.413041,,,,0.921683,10.625,9.016814,2.354296,,3.54127,,,3.187883,,0.679005,,0.920511,2.84943, -1992-02-06,,0.400548,,,,0.921683,10.0625,8.915045,2.427866,,3.497818,,,3.222234,,0.682469,,0.900194,2.93359, -1992-02-07,,0.399767,,,,0.918709,10.125,8.874336,2.427866,,3.403674,,,3.215365,,0.651291,,0.908008,2.957638, -1992-02-10,,0.394302,,,,0.920196,10.375,8.894691,2.41449,,3.476092,,,3.208495,,0.679005,,0.906445,3.089889, -1992-02-11,,0.39274,,,,0.915737,10.3125,8.853985,2.394424,,3.534027,,,3.194753,,0.706719,,0.923636,3.041797, -1992-02-12,,0.407575,,,,0.926142,10.375,8.813281,2.434556,,3.548511,,,3.229105,,0.696326,,0.940827,3.137982, -1992-02-13,,0.401329,,,,0.920196,10.0,8.813281,2.441244,,3.490575,,,3.201623,,0.654755,,0.908008,3.125959, -1992-02-14,,0.422651,,,,0.917223,9.6875,8.691152,2.427866,,3.483335,,,3.201623,,0.661683,,0.897068,3.113935, -1992-02-18,,0.413588,,,,0.917223,9.75,8.365488,2.387737,,3.396431,,,3.13979,,0.647826,,0.878314,3.101911, -1992-02-19,,0.408645,,,,0.932089,9.625,8.487612,2.354296,,3.410915,,,3.146661,,0.637433,,0.867375,3.041797, -1992-02-20,,0.425946,,,,0.955874,9.9375,8.670799,2.407803,,3.410915,,,3.187883,,0.623576,,0.887691,3.125959, -1992-02-21,,0.428418,,,,0.955874,9.75,8.487612,2.434556,,3.331256,,,3.181012,,0.62704,,0.900194,3.222141, -1992-02-24,,0.435833,,,,0.954387,9.5625,8.426545,2.447932,,3.35298,,,3.167271,,0.620112,,0.923636,3.258212, -1992-02-25,,0.451487,,,,0.943981,9.625,8.385843,2.461309,,3.34574,,,3.146661,,0.609719,,0.928325,3.174048, -1992-02-26,,0.460549,,,,0.943981,9.125,8.772561,2.488061,,3.432641,,,3.167271,,0.606254,,0.950204,3.186073, -1992-02-27,,0.451487,,,,0.938035,9.0,8.915045,2.508127,,3.461608,,,3.146661,,0.595861,,0.914259,3.246188, -1992-02-28,,0.444896,,,,0.935062,9.1875,8.792923,2.541568,,3.497818,,,3.13979,,0.606254,,0.931451,3.234164, -1992-03-02,,0.443248,,,,0.945468,9.0625,8.792923,2.637113,,3.468851,,,3.077956,,0.599326,,0.934576,3.198095, -1992-03-03,,0.437481,,,,1.018029,8.9375,8.670799,2.644016,,3.497818,,,3.057345,,0.599326,,0.936139,3.198095, -1992-03-04,,0.428418,,,,1.006682,8.625,8.467257,2.595692,,3.447125,,,3.022992,,0.613183,,0.920511,3.137982, -1992-03-05,,0.418531,,,,1.008303,8.25,8.670799,2.547367,,3.374707,,,3.057345,,0.706719,,0.908008,3.029774, -1992-03-06,,0.421827,,,,1.005061,8.5625,8.609737,2.464528,,3.367463,,,3.057345,,0.685934,,0.908008,2.993707, -1992-03-09,,0.420179,,,,1.005061,9.0,8.569028,2.485237,,3.410915,,,3.050474,,0.675541,,0.904882,3.137982, -1992-03-10,,0.420179,,,,1.008303,9.125,8.58938,2.51285,,3.374707,,,3.043604,,0.744827,,0.917385,3.113935, -1992-03-11,,0.416884,,,,1.000198,8.9375,8.528319,2.471429,,3.35298,,,3.043604,,0.751756,,0.911134,3.077866, -1992-03-12,,0.413588,,,,1.000198,8.8125,8.609737,2.492141,,3.338497,,,3.105438,,0.73097,,0.908008,3.029774, -1992-03-13,,0.41606,,,,1.011545,8.9375,8.528319,2.485237,,3.374707,,,3.13979,,0.734434,,0.892379,3.089889, -1992-03-16,,0.417707,,,,1.011545,8.9375,8.65044,2.43001,,3.389191,,,3.126049,,0.699791,,0.88144,3.101911, -1992-03-17,,0.414412,,,,1.01965,9.0,8.787146,2.499043,,3.410915,,,3.126049,,0.734434,,0.893942,3.210118, -1992-03-18,,0.420179,,,,1.018029,9.375,8.705408,2.485237,,3.374707,,,3.064216,,0.734434,,0.889254,3.234164, -1992-03-19,,0.415236,,,,1.013166,9.25,8.684967,2.547367,,3.396431,,,3.043604,,0.769077,,0.886128,3.330348, -1992-03-20,,0.416884,,,,1.01965,9.375,8.705408,2.616401,,3.403674,,,3.009251,,0.772541,,0.887691,3.402485, -1992-03-23,,0.415236,,,,1.013166,9.375,8.60323,2.533562,,3.396431,,,3.036734,,0.741363,,0.8705,3.342371, -1992-03-24,,0.428418,,,,1.008303,9.125,8.684967,2.561175,,3.389191,,,3.029863,,0.741363,,0.88144,3.306302, -1992-03-25,,0.425122,,,,1.009925,9.625,8.746272,2.581885,,3.367463,,,3.022992,,0.737898,,0.875188,3.306302, -1992-03-26,,0.421827,,,,0.996956,9.5625,8.725842,2.581885,,3.381948,,,3.064216,,0.748291,,0.867375,3.366416, -1992-03-27,,0.402054,,,,0.98723,8.75,8.705408,2.51285,,3.360222,,,3.029863,,0.724041,,0.854872,3.330348, -1992-03-30,,0.383104,,,,0.985608,8.6875,8.664534,2.519754,,3.360222,,,3.022992,,0.713648,,0.850183,3.210118, -1992-03-31,,0.383928,,,,0.982366,8.875,8.705408,2.51285,,3.331256,,,3.009251,,0.713648,,0.868937,3.237391, -1992-04-01,,0.388872,,,,0.990472,8.8125,8.664534,2.485237,,3.367463,,,3.029863,,0.706719,,0.890817,3.225035, -1992-04-02,,0.387224,,,,0.975882,8.875,8.501054,2.443815,,3.331256,,,3.009251,,0.672076,,0.873626,3.113828, -1992-04-03,,0.388872,,,,0.971019,8.875,8.439747,2.436913,,3.34574,,,3.071086,,0.668612,,0.88144,3.064401, -1992-04-06,,0.400406,,,,0.980745,9.4375,8.644101,2.492141,,3.554427,,,3.174143,,0.699791,,0.892379,3.175609, -1992-04-07,,0.377337,,,,0.961292,8.8125,8.439747,2.485237,,3.523918,,,3.112308,,0.672076,,0.862686,3.027331, -1992-04-08,,0.368275,,,,0.945082,8.8125,8.398878,2.450719,,3.470526,,,3.146661,,0.651291,,0.8705,2.916123, -1992-04-09,,0.377337,,,,0.969398,8.5,8.644101,2.492141,,3.501035,,,3.146661,,0.658219,,0.895505,3.014974, -1992-04-10,,0.365803,,,,0.985608,8.3125,8.644101,2.485237,,3.584937,,,3.167271,,0.665148,,0.904882,3.13854, -1992-04-13,,0.372394,,,,0.975882,8.3125,8.746272,2.478334,,3.661214,,,3.112308,,0.661683,,0.922074,3.13854, -1992-04-14,,0.387224,,,,0.995335,8.6875,8.930195,2.561175,,3.722234,,,3.167271,,0.665148,,0.922074,3.373312, -1992-04-15,,0.398758,,,,1.011545,8.75,9.032371,2.574982,,3.745116,,,3.242844,,0.675541,,0.914259,3.360955, -1992-04-16,,0.388872,,,,1.024514,8.4375,8.909755,2.568078,,3.752743,,,3.229105,,0.661683,,0.872063,3.385667, -1992-04-20,,0.374042,,,,1.021272,8.1875,8.644101,2.609498,,3.775626,,,3.222234,,0.633969,,0.831429,3.348601, -1992-04-21,,0.370746,,,,1.008303,8.1875,8.60323,2.685436,,3.76037,,,3.249716,,0.582004,,0.843932,3.435096, -1992-04-22,,0.379809,,,,1.001819,8.0,8.56236,2.726857,,3.798508,,,3.187883,,0.561218,,0.83768,3.55866, -1992-04-23,,0.37569,,,,0.993713,7.5,8.60323,2.719954,,3.813764,,,3.256587,,0.57854,,0.836118,3.608086, -1992-04-24,,0.372394,,,,0.983987,7.5,8.460177,2.657821,,3.821393,,,3.235976,,0.550825,,0.85956,3.533948, -1992-04-27,,0.367451,,,,0.983987,7.625,8.480618,2.630208,,3.851902,,,3.229105,,0.495397,,0.862686,3.55866, -1992-04-28,,0.357564,,,,0.985608,7.75,8.480618,2.602596,,3.844273,,,3.256587,,0.498861,,0.85956,3.52159, -1992-04-29,,0.37569,,,,0.982366,8.375,8.501054,2.630208,,3.813764,,,3.256587,,0.536968,,0.872063,3.509234, -1992-04-30,,0.396286,,,,0.993713,8.9375,8.541927,2.637113,,3.806136,,,3.29781,,0.53004,,0.893942,3.472165, -1992-05-01,,0.390519,,,,0.982366,8.4375,8.419314,2.637113,,3.806136,,,3.256587,,0.505789,,0.886128,3.533948, -1992-05-04,,0.398758,,,,1.001819,8.5,8.480618,2.67163,,3.806136,,,3.29781,,0.526575,,0.901756,3.682224, -1992-05-05,,0.398758,,,,0.998577,9.0,8.501054,2.678533,,3.783252,,,3.29094,,0.516182,,0.911134,3.731649, -1992-05-06,,0.406997,,,,0.998577,8.875,8.480618,2.699242,,3.783252,,,3.263457,,0.516182,,0.89863,3.805787, -1992-05-07,,0.400406,,,,0.996956,9.0,8.460177,2.692338,,3.737488,,,3.386497,,0.516182,,0.897068,3.756363, -1992-05-08,,0.408645,,,,1.005061,8.9375,8.501054,2.692338,,3.798508,,,3.400939,,0.516182,,0.900194,3.69458, -1992-05-11,,0.410293,,,,1.026135,9.0625,8.644101,2.719954,,3.790881,,,3.437043,,0.519647,,0.957621,3.731649, -1992-05-12,,0.410293,,,,1.024514,9.0,8.705408,2.706147,,3.767997,,,3.400939,,0.495397,,0.950958,3.744008, -1992-05-13,,0.413588,,,,1.016409,8.75,8.644101,2.740662,,3.790881,,,3.437043,,0.491932,,0.944297,3.818145, -1992-05-14,,0.404525,,,,1.009925,7.8125,8.521489,2.726857,,3.874785,,,3.465925,,0.474611,,0.929309,3.756363, -1992-05-15,,0.399582,,,,1.001819,7.75,8.460177,2.678533,,3.844273,,,3.422601,,0.478075,,0.932639,3.706938, -1992-05-18,,0.397934,,,,0.996956,7.5,8.664534,2.685436,,3.890039,,,3.451484,,0.474611,,0.940966,3.719294, -1992-05-19,,0.391343,,,,1.013166,8.0,8.80758,2.685436,,3.890039,,,3.465925,,0.460753,,0.967613,3.731649, -1992-05-20,,0.395463,,,,1.006682,7.4375,8.664534,2.685436,,3.844273,,,3.422601,,0.457289,,0.97594,3.719294, -1992-05-21,,0.389695,,,,0.995335,7.5,8.521489,2.67163,,3.775626,,,3.444263,,0.439968,,0.964282,3.682224, -1992-05-22,,0.392167,,,,0.993713,7.6875,8.56236,2.65092,,3.767997,,,3.494808,,0.443432,,0.972609,3.682224, -1992-05-26,,0.390519,,,,0.974261,7.625,8.460177,2.595692,,3.691721,,,3.696989,,0.439968,,0.952624,3.55866, -1992-05-27,,0.39711,,,,0.983987,7.6875,8.480618,2.574982,,3.737488,,,3.567014,,0.443432,,0.955955,3.55866, -1992-05-28,,0.392167,,,,1.000198,7.8125,8.725842,2.581885,,3.714604,,,3.581455,,0.433039,,0.99759,3.546303, -1992-05-29,,0.393815,,,,0.990472,7.875,8.664534,2.568078,,3.676468,,,3.502029,,0.436503,,0.994259,3.608086, -1992-06-01,,0.401567,,,,0.990472,7.75,8.705408,2.63111,,3.706978,,,3.545354,,0.42611,,0.995925,3.657512, -1992-06-02,,0.394583,,,,1.071665,7.6875,8.705408,2.63111,,3.661214,,,3.545354,,0.457289,,0.952624,3.69458, -1992-06-03,,0.377997,,,,1.078762,7.625,8.909755,2.645371,,3.661214,,,3.632001,,0.495397,,0.955955,3.731649, -1992-06-04,,0.380616,,,,1.082311,7.5,9.011937,2.62398,,3.661214,,,3.639223,,0.509254,,0.949293,3.756363, -1992-06-05,,0.383234,,,,1.100054,7.5,8.868888,2.566936,,3.684095,,,3.62478,,0.509254,,0.965947,3.744008, -1992-06-08,,0.37887,,,,1.082311,7.3125,8.848456,2.60259,,3.729862,,,3.610338,,0.498861,,0.949293,3.756363, -1992-06-09,,0.377124,,,,1.080537,7.6875,8.883117,2.595457,,3.729862,,,3.668105,,0.478075,,0.927643,3.744008, -1992-06-10,,0.375378,,,,1.076988,7.9375,8.780534,2.62398,,3.676468,,,3.632001,,0.464218,,0.914319,3.768719, -1992-06-11,,0.376251,,,,1.089408,7.875,8.842081,2.609719,,3.767997,,,3.653662,,0.464218,,0.91765,3.744008, -1992-06-12,,0.381489,,,,1.082311,7.4375,8.883117,2.645371,,3.752743,,,3.574236,,0.467682,,0.912654,3.706938, -1992-06-15,,0.367521,,,,1.08586,7.6875,9.006206,2.652501,,3.767997,,,3.588676,,0.439968,,0.910989,3.682224, -1992-06-16,,0.343951,,,,1.098279,7.5,8.985687,2.652501,,3.775626,,,3.588676,,0.415717,,0.915985,3.645155, -1992-06-17,,0.331729,,,,1.078762,7.25,8.8626,2.60259,,3.737488,,,3.588676,,0.412253,,0.900995,3.447451, -1992-06-18,,0.316016,,,,1.078762,4.5,8.903626,2.559808,,3.722234,,,3.545354,,0.398396,,0.912654,3.496877, -1992-06-19,,0.312524,,,,1.078762,4.6875,8.944661,2.552676,,3.76037,,,3.603117,,0.405324,,0.925977,3.533948, -1992-06-22,,0.309032,,,,1.082311,4.875,8.883117,2.552676,,3.745116,,,3.581455,,0.495397,,0.960951,3.496877, -1992-06-23,,0.316016,,,,1.084085,4.5625,8.842081,2.566936,,3.699351,,,3.545354,,0.491932,,0.962617,3.533948, -1992-06-24,,0.321254,,,,1.084085,4.4375,8.718996,2.566936,,3.653587,,,3.552573,,0.488468,,0.9393,3.52159, -1992-06-25,,0.318635,,,,1.096505,4.375,8.698478,2.531285,,3.630703,,,3.545354,,0.481539,,0.952624,3.583371, -1992-06-26,,0.316016,,,,1.107151,4.3125,8.780534,2.60259,,3.653587,,,3.552573,,0.481539,,0.959286,3.669868,0.275567 -1992-06-29,,0.326491,,,,1.121345,4.4375,8.903626,2.695284,,3.699351,,,3.595896,,0.495397,,0.989263,3.735809,0.294792 -1992-06-30,,0.335221,,,,1.103603,4.375,8.821568,2.716674,,3.722234,,,3.574236,,0.516182,,0.972609,3.761139,0.28518 -1992-07-01,,0.342205,,,,1.114248,4.375,8.801055,2.759457,,3.798508,,,3.567014,,0.523111,,1.002587,3.837121,0.291588 -1992-07-02,,0.322999,,,,1.096505,3.8125,8.883117,2.816499,,3.836648,,,3.574236,,0.485004,,1.004252,3.93843,0.291588 -1992-07-06,,0.322999,,,,1.098279,3.8125,9.088268,2.759457,,4.079497,,,3.588676,,0.485004,,1.020906,3.837121,0.291588 -1992-07-07,,0.309032,,,,1.080537,3.875,8.842081,2.738066,,4.079497,,,3.567014,,0.45036,,1.012579,3.811793,0.291588 -1992-07-08,,0.319508,,,,1.092957,3.875,8.903626,2.730935,,4.087494,,,3.567014,,0.45036,,1.019241,3.79913,0.28518 -1992-07-09,,0.320381,,,,1.103603,4.0,9.047238,2.80937,,4.087494,,,3.559794,,0.491932,,1.030899,3.875112,0.294792 -1992-07-10,,0.319508,,,,1.084085,4.125,9.006206,2.845021,,4.0635,,,3.552573,,0.488468,,1.030899,3.93843,0.297997 -1992-07-13,,0.328237,,,,1.089408,4.25,9.047238,2.759457,,4.0555,,,3.530911,,0.481539,,1.029234,3.824458,0.304405 -1992-07-14,,0.331729,,,,1.105377,4.375,9.108782,2.773718,,4.071498,,,3.581455,,0.498861,,1.030899,3.837121,0.304405 -1992-07-15,,0.335221,,,,1.108926,4.4375,9.026722,2.688153,,4.119492,,,3.545354,,0.488468,,1.024237,3.735809,0.314018 -1992-07-16,,0.340459,,,,1.098279,4.4375,9.047238,2.616849,,4.223477,,,3.610338,,0.495397,,1.024237,3.609174,0.334846 -1992-07-17,,0.31427,,,,1.100054,4.3125,9.026722,2.616849,,4.223477,,,3.588676,,0.485004,,1.022572,3.6345,0.352469 -1992-07-20,,0.312524,,,,1.096505,4.3125,8.965178,2.688153,,4.183485,,,3.588676,,0.485004,,1.007583,3.735809,0.355673 -1992-07-21,,0.319508,,,,1.094731,4.4375,8.985687,2.666761,,4.159487,,,3.567014,,0.498861,,1.009248,3.647164,0.358878 -1992-07-22,,0.309032,,,,1.08586,4.3125,8.985687,2.62398,,4.135489,,,3.581455,,0.485004,,1.005917,3.533189,0.355673 -1992-07-23,,0.312524,,,,1.091182,4.3125,9.067755,2.588328,,4.151488,,,3.639223,,0.488468,,0.992595,3.444543,0.362082 -1992-07-24,,0.320381,,,,1.06102,4.1875,9.006206,2.581197,,4.135489,,,3.603117,,0.481539,,1.002587,3.457207,0.365286 -1992-07-27,,0.316016,,,,1.064568,4.25,9.006206,2.509894,,4.183485,,,3.581455,,0.485004,,1.019241,3.46987,0.373297 -1992-07-28,,0.324745,,,,1.075214,4.25,9.047238,2.62398,,4.167487,,,3.588676,,0.491932,,1.030899,3.520525,0.358878 -1992-07-29,,0.329983,,,,1.094731,4.3125,9.170332,2.645371,,4.207479,,,3.581455,,0.502325,,1.045888,3.495198,0.341254 -1992-07-30,,0.329983,,,,1.082311,4.3125,9.170332,2.63824,,4.199482,,,3.660883,,0.495397,,1.037561,3.507862,0.339652 -1992-07-31,,0.326491,,,,1.08586,4.4375,9.170332,2.62398,,4.215479,,,3.668105,,0.498861,,1.044222,3.533189,0.341254 -1992-08-03,,0.319508,,,,1.068117,4.75,9.190851,2.616849,,4.191481,,,3.711428,,0.498861,,1.119216,3.507862,0.344459 -1992-08-04,,0.317762,,,,1.071665,4.6875,9.170332,2.652501,,4.207479,,,3.754752,,0.502325,,1.1404,3.482533,0.350867 -1992-08-05,,0.312524,,,,1.062794,4.625,9.272909,2.659632,,4.223477,,,3.696989,,0.502325,,1.143931,3.393889,0.336448 -1992-08-06,,0.307286,,,,1.073439,4.6875,9.354968,2.645371,,4.191481,,,3.689765,,0.495397,,1.142165,3.406552,0.336448 -1992-08-07,,0.302921,,,,1.071665,4.6875,9.416514,2.609719,,4.183485,,,3.8413,,0.495397,,1.135104,3.381225,0.349265 -1992-08-10,,0.308159,,,,1.073439,4.5625,9.395999,2.581197,,4.175485,,,3.894235,,0.491932,,1.122747,3.305242,0.349265 -1992-08-11,,0.303794,,,,1.075214,4.5,9.437028,2.595457,,4.223477,,,3.894235,,0.488468,,1.13687,3.406552,0.352469 -1992-08-12,,0.308159,,,,1.066342,4.5,9.416514,2.62398,,4.199482,,,3.833741,,0.474611,,1.138635,3.406552,0.336448 -1992-08-13,,0.312524,,,,1.068117,4.625,9.498571,2.666761,,4.223477,,,3.87911,,0.471146,,1.131573,3.419216,0.336448 -1992-08-14,,0.312524,,,,1.071665,4.6875,9.683208,2.681023,,4.30347,,,3.871547,,0.478075,,1.131573,3.507862,0.317222 -1992-08-17,,0.337894,,,,1.078762,4.5625,9.64218,2.681023,,4.391457,,,3.848863,,0.485004,,1.143931,3.482533,0.323631 -1992-08-18,,0.337894,,,,1.087634,4.5,9.64218,2.681023,,4.399458,,,3.894235,,0.481539,,1.154523,3.457207,0.320427 -1992-08-19,,0.336006,,,,1.080537,4.5,9.601152,2.616849,,4.383459,,,3.924479,,0.481539,,1.154523,3.317906,0.320427 -1992-08-20,,0.337894,,,,1.080537,4.4375,9.621664,2.566936,,4.383459,,,3.954725,,0.474611,,1.172176,3.406552,0.317222 -1992-08-21,,0.33695,,,,1.066342,4.3125,9.498571,2.559808,,4.399458,,,3.826179,,0.464218,,1.159819,3.368562,0.310814 -1992-08-24,,0.326568,,,,1.052148,4.25,9.416514,2.45285,,4.351464,,,3.88667,,0.446896,,1.129808,3.254586,0.314018 -1992-08-25,,0.335063,,,,1.050374,4.5625,9.416514,2.481372,,4.391457,,,3.856423,,0.471146,,1.13687,3.191268,0.310814 -1992-08-26,,0.334119,,,,1.046825,4.75,9.519087,2.474242,,4.351464,,,3.871547,,0.474611,,1.135104,3.241923,0.307609 -1992-08-27,,0.336006,,,,1.053922,4.8125,9.416514,2.552676,,4.319466,,,3.848863,,0.457289,,1.126278,3.317906,0.314018 -1992-08-28,,0.339782,,,,1.041503,4.75,9.437028,2.524154,,4.263474,,,3.87911,,0.457289,,1.103328,3.33057,0.320427 -1992-08-31,,0.347333,,,,1.050374,5.0625,9.375481,2.530351,,4.255476,,,3.88667,,0.467682,,1.090971,3.292578,0.318824 -1992-09-01,,0.351108,,,,1.053922,5.25,9.430864,2.567237,,4.327467,,,3.894235,,0.464218,,1.11039,3.368562,0.323631 -1992-09-02,,0.366209,,,,1.057472,5.6875,9.410274,2.641009,,4.311469,,,3.88667,,0.485004,,1.120982,3.406552,0.354071 -1992-09-03,,0.360546,,,,1.06102,5.6875,9.492639,2.604122,,4.30347,,,3.765686,,0.485004,,1.124512,3.317906,0.365286 -1992-09-04,,0.356771,,,,1.059246,5.5625,9.410274,2.604122,,4.311469,,,3.780808,,0.467682,,1.135104,3.368562,0.368491 -1992-09-08,,0.360546,,,,1.052148,5.5,9.410274,2.537727,,4.295471,,,3.780808,,0.467682,,1.117451,3.191268,0.398931 -1992-09-09,,0.369985,,,,1.057472,5.75,9.533821,2.537727,,4.287471,,,3.795929,,0.481539,,1.117451,3.140615,0.394125 -1992-09-10,,0.371872,,,,1.068117,6.125,9.636781,2.581992,,4.287471,,,3.803493,,0.485004,,1.103328,3.178605,0.39092 -1992-09-11,,0.359602,,,,1.066342,6.1875,9.636781,2.589368,,4.207479,,,3.803493,,0.485004,,1.106859,3.115286,0.400533 -1992-09-14,,0.37376,,,,1.100054,6.125,9.719143,2.641009,,4.239476,,,3.795929,,0.488468,,1.128043,3.26725,0.419759 -1992-09-15,,0.364322,,,,1.096505,6.125,9.636781,2.596745,,4.183485,,,3.773246,,0.491932,,1.124512,3.191268,0.394125 -1992-09-16,,0.354883,,,,1.107151,6.0625,9.636781,2.626254,,4.175485,,,3.818616,,0.502325,,1.129808,3.178605,0.381308 -1992-09-17,,0.347333,,,,1.121345,6.125,9.657371,2.626254,,4.175485,,,3.818616,,0.509254,,1.126278,3.153276,0.365286 -1992-09-18,,0.351108,,,,1.130216,6.125,9.657371,2.626254,,4.231478,,,3.871547,,0.526575,,1.133339,3.140615,0.349265 -1992-09-21,,0.351108,,,,1.222831,6.125,9.719143,2.596745,,4.151488,,,3.87911,,0.543897,,1.142165,3.115286,0.378103 -1992-09-22,,0.345445,,,,1.203359,6.0,9.616188,2.559861,,4.119492,,,3.848863,,0.557754,,1.129808,3.064632,0.394125 -1992-09-23,,0.358659,,,,1.209201,5.8125,9.739735,2.567237,,4.167487,,,3.87911,,0.592397,,1.115685,3.115286,0.39092 -1992-09-24,,0.34922,,,,1.213096,5.875,9.760331,2.530351,,4.215479,,,3.856423,,0.640898,,1.112155,3.115286,0.394125 -1992-09-25,,0.343557,,,,1.213096,5.75,9.595599,2.522974,,4.231478,,,3.8413,,0.644362,,1.052134,3.178605,0.39092 -1992-09-28,,0.337894,,,,1.234514,5.75,9.739735,2.574614,,4.271473,,,3.909357,,0.644362,,1.045072,3.241923,0.411748 -1992-09-29,,0.338838,,,,1.21699,5.75,9.698551,2.581992,,4.311469,,,3.863987,,0.640898,,1.052134,3.254586,0.395727 -1992-09-30,,0.340726,,,,1.218937,5.625,9.739735,2.618876,,4.383459,,,3.863987,,0.661683,,1.055664,3.400606,0.387716 -1992-10-01,,0.334119,,,,1.213096,5.4375,9.719143,2.626254,,4.383459,,,3.856423,,0.654755,,1.052134,3.413636,0.378103 -1992-10-02,,0.330343,,,,1.179992,5.625,9.55441,2.581992,,4.343463,,,3.826179,,0.620112,,1.036246,3.335462,0.368491 -1992-10-05,,0.328456,,,,1.174151,5.875,9.430864,2.545105,,4.463495,,,3.780808,,0.616648,,1.048603,3.309402,0.371695 -1992-10-06,,0.337894,,,,1.160521,6.4375,9.533821,2.537727,,4.430059,,,3.758123,,0.630505,,1.018593,3.322433,0.374899 -1992-10-07,,0.330343,,,,1.148838,6.1875,9.451456,2.500842,,4.388267,,,3.743002,,0.640898,,1.022123,3.296373,0.365286 -1992-10-08,,0.328456,,,,1.176099,6.1875,9.657371,2.493465,,4.421701,,,3.803493,,0.727505,,1.015062,3.244257,0.374899 -1992-10-09,,0.327512,,,,1.168309,5.9375,9.55441,2.45658,,4.446776,,,3.727876,,0.713648,,0.995643,3.231228,0.366888 -1992-10-12,,0.332231,,,,1.174151,6.25,9.657371,2.486088,,4.572155,,,3.720315,,0.744827,,1.002704,3.309402,0.381308 -1992-10-13,,0.342613,,,,1.166362,6.375,9.575006,2.493465,,4.597232,,,3.735436,,0.744827,,1.011531,3.296373,0.387716 -1992-10-14,,0.347333,,,,1.168309,6.375,9.636781,2.515596,,4.588872,,,3.758123,,0.762148,,1.038011,3.309402,0.381308 -1992-10-15,,0.343557,,,,1.170257,6.3125,9.616188,2.552484,,4.580513,,,3.795929,,0.796792,,1.046838,3.257287,0.384512 -1992-10-16,,0.369985,,,,1.187781,6.5,9.801508,2.596745,,4.597232,,,3.818616,,0.841828,,1.041542,3.270316,0.397329 -1992-10-19,,0.369985,,,,1.189729,6.875,9.986838,2.655762,,4.664099,,,3.826179,,0.827971,,1.046838,3.491812,0.416555 -1992-10-20,,0.370929,,,,1.191676,7.0,10.089789,2.677894,,4.622307,,,3.788371,,0.841828,,1.052134,3.491812,0.410146 -1992-10-21,,0.366209,,,,1.183887,7.125,10.213344,2.685271,,4.48857,,,3.788371,,0.817577,,1.064491,3.50484,0.403737 -1992-10-22,,0.368097,,,,1.189729,7.1875,10.110379,2.685271,,4.388267,,,3.750562,,0.824506,,1.048603,3.530899,0.41335 -1992-10-23,,0.368097,,,,1.18194,7.1875,10.048611,2.700026,,4.388267,,,3.750562,,0.814113,,1.025655,3.556956,0.410146 -1992-10-26,,0.388862,,,,1.197518,7.3125,10.130974,2.744287,,4.438418,,,3.743002,,0.800256,,1.043307,3.687249,0.406942 -1992-10-27,,0.388862,,,,1.193623,7.375,10.172154,2.766418,,4.455133,,,3.795929,,0.807184,,1.048603,3.622104,0.378103 -1992-10-28,,0.394525,,,,1.211148,7.75,10.192746,2.766418,,4.47185,,,3.780808,,0.807184,,1.052134,3.622104,0.362082 -1992-10-29,,0.402075,,,,1.207254,7.9375,10.213344,2.759041,,4.480211,,,3.758123,,0.814113,,1.062726,3.622104,0.384512 -1992-10-30,,0.396412,,,,1.195571,8.25,10.028014,2.729533,,4.463495,,,3.705193,,0.810649,,1.068022,3.583017,0.378103 -1992-11-02,,0.394525,,,,1.222831,7.9375,10.151566,2.781173,,4.513645,,,3.644698,,0.866078,,1.089205,3.648161,0.365286 -1992-11-03,,0.392637,,,,1.21699,7.75,10.151566,2.766418,,4.438418,,,3.599329,,0.845292,,1.082144,3.622104,0.374899 -1992-11-04,,0.396412,,,,1.220884,8.125,10.213344,2.744287,,4.463495,,,3.622015,,0.866078,,1.050368,3.635132,0.373297 -1992-11-05,,0.415289,,,,1.218937,8.1875,10.23393,2.766418,,4.396624,,,3.765318,,0.838363,,1.046838,3.661191,0.381308 -1992-11-06,,0.420952,,,,1.207254,8.125,10.23393,2.818059,,4.313038,,,3.701769,,0.869542,,1.045072,3.67422,0.406942 -1992-11-09,,0.417176,,,,1.215042,8.0,10.336884,2.884453,,4.271244,,,3.717655,,0.897257,,1.030949,3.713307,0.410146 -1992-11-10,,0.424727,,,,1.203359,8.0,10.316293,2.877075,,4.279604,,,3.741488,,0.914578,,1.0539,3.739365,0.400533 -1992-11-11,,0.428503,,,,1.220884,8.1875,10.213344,2.928716,,4.279604,,,3.717655,,0.928436,,1.08744,3.778452,0.406942 -1992-11-12,,0.429447,,,,1.226725,8.1875,10.151566,2.906584,,4.304681,,,3.733544,,0.907649,,1.090971,3.804511,0.394125 -1992-11-13,,0.424727,,,,1.228673,8.25,10.007421,2.913961,,4.313038,,,3.765318,,0.904185,,1.073318,3.817541,0.410146 -1992-11-16,,0.433222,,,,1.215042,8.1875,10.110379,2.891831,,4.354833,,,3.741488,,0.886864,,1.147335,3.804511,0.41335 -1992-11-17,,0.417176,,,,1.215042,8.0625,10.130974,2.884453,,4.396624,,,3.733544,,0.890328,,1.158583,3.752393,0.416555 -1992-11-18,,0.436053,,,,1.226725,8.1875,10.130974,2.950847,,4.496929,,,3.812982,,0.907649,,1.160458,3.739365,0.43578 -1992-11-19,,0.439829,,,,1.21699,9.0,10.172154,2.965601,,4.588872,,,3.812982,,0.911113,,1.179205,3.726336,0.461414 -1992-11-20,,0.434166,,,,1.246198,9.1875,10.295706,3.002486,,4.613947,,,3.860643,,0.904185,,1.186705,3.713307,0.456608 -1992-11-23,,0.428503,,,,1.279299,9.25,10.275113,2.987733,,4.613947,,,3.797094,,0.907649,,1.18108,3.791481,0.45821 -1992-11-24,,0.434166,,,,1.287088,9.0,10.357479,2.950847,,4.65574,,,3.78915,,0.942293,,1.18483,3.791481,0.461414 -1992-11-25,,0.426615,,,,1.290983,8.8125,10.439845,2.972979,,4.714254,,,3.805038,,0.95615,,1.179205,3.895714,0.472629 -1992-11-27,,0.426615,,,,1.290983,8.6875,10.542801,2.980355,,4.672459,,,3.781206,,0.976936,,1.196078,3.921774,0.469425 -1992-11-30,,0.461618,,,,1.296824,8.9375,10.604573,3.070254,,4.639025,,,3.781206,,1.046222,,1.171707,3.908745,0.483844 -1992-12-01,,0.467639,,,,1.406809,9.125,10.563395,3.08549,,4.639025,,,3.74943,,1.035829,,1.169832,3.830568,0.474231 -1992-12-02,,0.459611,,,,1.417515,8.9375,10.604573,3.077871,,4.639025,,,3.717655,,1.025436,,1.151085,3.830568,0.45821 -1992-12-03,,0.461618,,,,1.398245,8.0625,10.419249,3.077871,,4.72261,,,3.733544,,1.063543,,1.154834,3.856627,0.451801 -1992-12-04,,0.4566,,,,1.415375,8.375,10.557461,3.093109,,4.680817,,,3.805038,,1.080865,,1.14921,3.895714,0.451801 -1992-12-07,,0.463625,,,,1.419657,8.8125,10.6401,3.08549,,4.739327,,,3.812982,,1.080865,,1.169832,3.856627,0.440587 -1992-12-08,,0.466635,,,,1.430364,8.8125,10.6401,3.070254,,4.806195,,,3.836813,,1.070472,,1.18108,3.882684,0.438984 -1992-12-09,,0.462621,,,,1.438928,8.625,10.6401,3.062634,,4.756045,,,3.852699,,1.032365,,1.194204,3.804511,0.432576 -1992-12-10,,0.459611,,,,1.428221,8.4375,10.536799,3.047398,,4.739327,,,3.892419,,1.0289,,1.171707,3.713307,0.448597 -1992-12-11,,0.461618,,,,1.434646,8.375,10.516142,3.03216,,4.756045,,,3.868587,,1.001186,,1.173582,3.765423,0.445393 -1992-12-14,,0.459611,,,,1.426081,8.375,10.516142,3.047398,,4.747686,,,3.844756,,1.015043,,1.194204,3.778452,0.438984 -1992-12-15,,0.452586,,,,1.44107,8.1875,10.557461,3.062634,,4.747686,,,3.884475,,1.001186,,1.186705,3.817541,0.451801 -1992-12-16,,0.441547,,,,1.430364,8.3125,10.598781,3.055016,,4.772761,,,3.884475,,0.963079,,1.173582,3.791481,0.461414 -1992-12-17,,0.4566,,,,1.460341,9.0,10.764067,3.131202,,4.839631,,,3.94008,,0.935364,,1.188579,3.830568,0.474231 -1992-12-18,,0.467639,,,,1.486037,9.125,10.846706,3.222624,,4.948291,,,3.995687,,0.970007,,1.196078,3.843597,0.471027 -1992-12-21,,0.478678,,,,1.498884,9.125,10.557461,3.169296,,4.948291,,,3.995687,,0.963079,,1.179205,3.934802,0.477435 -1992-12-22,,0.486706,,,,1.490319,9.1875,10.454154,3.207386,,4.9065,,,3.963911,,0.987329,,1.156709,4.026008,0.467823 -1992-12-23,,0.479681,,,,1.479612,8.8125,10.681425,3.115964,,4.95665,,,3.932138,,0.987329,,1.10984,4.012976,0.455006 -1992-12-24,,0.47366,,,,1.481753,8.8125,10.722746,3.138819,,4.931578,,,3.948024,,0.966543,,1.117339,4.012976,0.448597 -1992-12-28,,0.477674,,,,1.488178,8.875,10.722746,3.169296,,4.9065,,,3.971855,2.489153,0.970007,,1.10984,4.039035,0.446995 -1992-12-29,,0.478678,,,,1.477471,8.9375,10.6401,3.199769,,4.873065,,,3.91625,2.489153,1.032365,,1.102342,4.039035,0.461414 -1992-12-30,,0.471653,,,,1.483895,9.0625,10.681425,3.161675,,4.923216,,,3.900363,2.342738,1.080865,,1.096717,4.135175,0.461414 -1992-12-31,,0.479681,,,,1.464624,9.0625,10.578121,3.131202,,4.948291,,,3.884475,2.489153,1.080865,,1.087344,4.121836,0.474231 -1993-01-04,,0.467639,,,,1.464624,8.8125,10.39218,3.115964,,5.081954,,,3.900363,2.269522,1.060079,,1.085469,4.121836,0.477435 -1993-01-05,,0.475667,,,,1.481753,9.5,10.350859,3.070254,,5.073252,,,3.94008,2.269522,1.042757,,1.047975,4.055138,0.487048 -1993-01-06,,0.495737,,,,1.47533,9.875,10.082273,3.062634,,5.125465,,,3.924191,2.269522,1.084329,,1.023603,4.095156,0.493457 -1993-01-07,,0.489716,,,,1.471047,10.0,9.93765,3.039779,,5.13417,,,3.91625,2.269522,0.935364,,1.00673,4.015124,0.506274 -1993-01-08,,0.499751,,,,1.468906,9.625,9.81369,3.039779,,5.064551,,,3.852699,2.269522,0.897257,,1.019853,4.041799,0.499865 -1993-01-11,,0.514804,,,,1.456059,9.9375,9.751704,3.03216,,5.064551,,,3.844756,2.269522,0.942293,,1.027352,4.095156,0.493457 -1993-01-12,,0.49373,,,,1.4582,9.75,9.834344,3.055016,,5.090657,,,3.812982,2.342738,0.935364,,1.019853,4.121836,0.48865 -1993-01-13,,0.509786,,,,1.451777,9.875,9.87567,3.146438,,5.177675,,,3.828869,2.269522,0.928436,,0.993608,4.175192,0.487048 -1993-01-14,,0.521829,,,,1.453917,10.1875,9.958313,3.222624,,5.238595,,,3.836813,2.342738,1.018507,,0.984233,4.308583,0.5255 -1993-01-15,,0.483695,,,,1.449634,10.0,9.999632,3.176913,,5.177675,,,3.820923,2.342738,1.05315,,0.980484,4.321924,0.515887 -1993-01-18,,0.477674,,,,1.449634,10.0,9.896329,3.176913,,5.125465,,,3.773264,2.379338,1.101651,,0.948614,4.40196,0.522295 -1993-01-19,,0.479681,,,,1.44107,10.3125,9.855005,3.222624,,5.142869,,,3.741488,2.489153,1.067008,,0.914868,4.441978,0.509478 -1993-01-20,,0.481688,,,,1.415375,10.0625,9.87567,3.260716,,5.021039,,,3.717655,2.415946,1.067008,,0.952363,4.308583,0.498263 -1993-01-21,,0.481688,,,,1.430364,10.0,9.834344,3.268334,,5.108062,,,3.693826,2.415946,1.056615,,0.97486,4.241888,0.487048 -1993-01-22,,0.477674,,,,1.445352,9.875,10.350859,3.260716,,5.073252,,,3.693826,2.452553,1.077401,,1.016104,4.255229,0.496661 -1993-01-25,,0.481688,,,,1.456059,9.9375,10.681425,3.260716,,5.073252,,,3.852699,2.489153,1.112044,,1.002981,4.215211,0.50307 -1993-01-26,,0.487709,,,,1.4582,9.8125,10.578121,3.314045,,5.003637,,,3.892419,2.562369,1.153615,,0.976735,4.295245,0.50307 -1993-01-27,,0.483695,,,,1.449634,9.6875,10.6401,3.283572,,5.003637,,,3.844756,2.489153,1.125901,,0.984233,4.455316,0.490253 -1993-01-28,,0.480685,,,,1.464624,9.5,10.702084,3.260716,,4.960127,,,3.91625,2.489153,1.098187,,0.991732,4.321924,0.483844 -1993-01-29,,0.477674,,,,1.47533,9.375,10.764067,3.275952,,4.794791,,,3.884475,2.489153,1.122437,,0.989858,4.335265,0.493457 -1993-02-01,,0.491723,,,,1.477471,9.5625,10.888029,3.291189,,4.890512,,,3.908306,2.415946,1.143223,,0.989858,4.375281,0.483844 -1993-02-02,,0.483695,,,,1.456059,10.125,10.950013,3.329282,,4.942724,,,3.955969,2.342738,1.129365,,0.946739,4.38862,0.493457 -1993-02-03,,0.481688,,,,1.47533,10.25,11.053309,3.344519,,4.942724,,,3.971855,2.342738,1.146687,,0.963612,4.441978,0.493457 -1993-02-04,,0.477674,,,,1.483895,10.0625,11.011989,3.413088,,4.925319,,,4.13041,2.415946,1.271402,,0.965486,4.495332,0.512682 -1993-02-05,,0.459611,,,,1.488178,9.8125,10.888029,3.352137,,4.873106,,,4.122083,2.489153,1.288724,,0.948614,4.575371,0.493457 -1993-02-08,,0.45359,,,,1.486037,9.875,10.846706,3.314045,,4.847,,,4.1887,2.415946,1.271402,,1.014451,4.56203,0.485446 -1993-02-09,,0.4566,,,,1.483895,9.875,10.805387,3.275952,,4.794791,,,4.16372,2.415946,1.254081,,1.00834,4.522011,0.467823 -1993-02-10,,0.447568,,,,1.486037,9.875,10.681425,3.260716,,4.829597,,,4.155391,2.342738,1.191723,,1.020562,4.522011,0.455006 -1993-02-11,,0.442551,,,,1.479612,10.5,10.557461,3.321662,,4.855704,,,4.155391,2.342738,1.209045,,1.049081,4.535353,0.45821 -1993-02-12,,0.46059,,,,1.456059,10.6875,10.578121,3.306427,,4.925319,,,4.113755,2.342738,1.20558,,1.047044,4.468657,0.456608 -1993-02-16,,0.453109,,,,1.421798,9.875,10.330197,3.176913,,4.907918,,,4.138737,2.342738,1.160544,,0.979821,4.321924,0.445393 -1993-02-17,,0.46059,,,,1.413233,10.1875,10.268215,3.108346,,4.907918,,,4.113755,2.269522,1.098187,,0.965562,4.281906,0.434178 -1993-02-18,,0.470208,,,,1.402527,10.5625,10.226897,3.115964,,4.994934,,,4.122083,2.415946,1.125901,,0.963525,4.241888,0.442189 -1993-02-19,,0.470208,,,,1.408951,11.0625,10.164917,3.306427,,5.038445,,,4.280303,2.415946,1.139758,,0.888154,4.38862,0.43578 -1993-02-22,,0.471276,,,,1.423939,10.875,10.040948,3.367374,,5.116762,,,4.29696,2.489153,1.160544,,0.880006,4.468657,0.434178 -1993-02-23,,0.463796,,,,1.430364,10.6875,9.896329,3.321662,,5.15157,,,4.230338,2.342738,1.122437,,0.930932,4.348602,0.422963 -1993-02-24,,0.458452,,,,1.44107,11.0,10.330197,3.382611,,5.15157,,,4.230338,2.489153,1.118973,,0.941117,4.468657,0.432576 -1993-02-25,,0.46807,,,,1.447494,11.0625,10.516142,3.336901,,5.116762,,,4.238668,2.489153,1.129365,,0.930932,4.441978,0.45821 -1993-02-26,,0.453109,,,,1.44107,10.875,10.743408,3.260716,,5.186378,,,4.238668,2.342738,1.139758,,0.951303,4.321924,0.464619 -1993-03-01,,0.455246,,,,1.428221,10.625,10.908686,3.376944,,5.142869,,,4.255322,2.415946,1.226366,,0.967599,4.375281,0.451801 -1993-03-02,,0.463796,,,,1.464624,11.125,11.239255,3.439773,,5.229888,,,4.29696,2.489153,1.233295,,0.990007,4.468657,0.467823 -1993-03-03,,0.467002,,,,1.608741,11.4375,11.156614,3.518308,,5.238595,,,4.26365,2.708783,1.247152,,0.98797,4.481995,0.48064 -1993-03-04,,0.470208,,,,1.596998,11.3125,10.867365,3.486892,,5.238595,,,4.288632,2.782001,1.229831,,0.985932,4.375281,0.48064 -1993-03-05,,0.470208,,,,1.611089,11.625,10.82604,3.463333,,5.203782,,,4.213684,2.782001,1.233295,,0.959451,4.361941,0.474231 -1993-03-08,,0.483031,,,,1.643969,12.0,11.197941,3.52616,,5.203782,,,4.29696,2.928416,1.295652,,0.983895,4.468657,0.474231 -1993-03-09,,0.485169,,,,1.639272,11.8125,11.197941,3.541867,,5.15157,,,4.271976,2.928416,1.288724,,0.97371,4.575371,0.474231 -1993-03-10,,0.485169,,,,1.648666,11.8125,11.239255,3.557572,,5.142869,,,4.255322,3.074841,1.271402,,1.030747,4.695425,0.467823 -1993-03-11,,0.486237,,,,1.643969,11.875,10.950013,3.596839,,5.073252,,,4.222013,3.148047,1.281795,,1.016488,4.628728,0.504672 -1993-03-12,,0.480894,,,,1.62518,11.875,10.991328,3.549719,,4.994934,,,4.172046,3.074841,1.267938,,1.012414,4.56203,0.496661 -1993-03-15,,0.487306,,,,1.622831,11.9375,11.03265,3.549719,,5.038445,,,4.213684,3.148047,1.264474,,1.012414,4.56203,0.512682 -1993-03-16,,0.483031,,,,1.632225,11.75,11.115297,3.534012,,5.081954,,,4.26365,3.111448,1.302581,,0.977784,4.615389,0.506274 -1993-03-17,,0.471276,,,,1.636923,11.5625,11.054084,3.455478,,5.012339,,,4.271976,3.148047,1.295652,,0.951303,4.481995,0.499865 -1993-03-18,,0.465933,,,,1.660409,11.625,11.219691,3.424064,,5.021039,,,4.321942,3.221263,1.30951,,0.967599,4.455316,0.496661 -1993-03-19,,0.459521,,,,1.665104,11.3125,10.971288,3.369092,,5.021039,,,4.305287,3.148047,1.306045,,0.957413,4.38862,0.493457 -1993-03-22,,0.455246,,,,1.669802,11.125,10.929878,3.447626,,5.047148,,,4.321942,3.294471,1.302581,,0.941117,4.415298,0.493457 -1993-03-23,,0.450972,,,,1.655712,11.0,10.847078,3.447626,,5.099359,,,4.305287,3.184655,1.274866,,0.971673,4.348602,0.496661 -1993-03-24,,0.459521,,,,1.688591,11.125,10.805676,3.455478,,5.13417,,,4.330268,3.074841,1.292188,,0.93908,4.255229,0.496661 -1993-03-25,,0.46807,,,,1.693288,11.5625,11.012683,3.471186,,5.186378,,,4.371906,3.111448,1.281795,,0.971673,4.268566,0.50307 -1993-03-26,,0.455246,,,,1.686242,11.375,10.88848,3.400505,,5.273399,,,4.346922,3.294471,1.281795,,0.951303,4.335265,0.483844 -1993-03-29,,0.436011,,,,1.695635,11.4375,11.012683,3.439773,,5.308208,,,4.413544,3.514102,1.278331,,0.977784,4.38862,0.48064 -1993-03-30,,0.446697,,,,1.707379,11.5,10.308868,3.424064,,5.351715,,,4.430198,3.660526,1.261009,,1.024637,4.348602,0.471027 -1993-03-31,,0.440285,,,,1.6745,11.5,10.515871,3.43192,,5.438737,,,4.405214,3.733734,1.243688,,1.014451,4.415965,0.487048 -1993-04-01,,0.442423,,,,1.683893,11.3125,10.308868,3.447626,,5.421334,,,4.363578,3.697126,1.243688,,0.996118,4.456981,0.490253 -1993-04-02,,0.42853,,,,1.67215,10.6875,10.101862,3.416213,,5.531474,,,4.405214,3.514102,1.222902,,0.959451,4.251905,0.483844 -1993-04-05,,0.427462,,,,1.681544,11.125,9.85345,3.416213,,5.585795,,,4.463509,3.367678,1.219437,,0.961488,4.361279,0.48064 -1993-04-06,,0.416775,,,,1.716773,11.75,9.191036,3.416213,,5.649168,,,4.505145,3.514102,1.212509,,0.93908,4.29292,0.448597 -1993-04-07,,0.431736,,,,1.723818,12.5625,9.191036,3.486892,,5.57674,,,4.546781,3.514102,1.084329,,0.95334,4.402295,0.461414 -1993-04-08,,0.425324,,,,1.728515,12.4375,9.563647,3.486892,,5.540531,,,4.530129,3.697126,1.042757,,0.957413,4.402295,0.499865 -1993-04-12,,0.427462,,,,1.752001,12.9375,9.93626,3.581135,,5.649168,,,4.580094,3.58731,1.056615,,1.000192,4.634714,0.496661 -1993-04-13,,0.414638,,,,1.749652,12.375,9.605049,3.620402,,5.631061,,,4.563437,3.733734,1.056615,,0.985932,4.744086,0.506274 -1993-04-14,,0.416775,,,,1.773137,12.25,9.02543,3.588988,,5.685378,,,4.571764,3.880157,1.00465,,0.990007,4.675726,0.506274 -1993-04-15,,0.403951,,,,1.796622,12.1875,9.149643,3.534012,,5.730643,,,4.530129,3.880157,1.008114,,0.990007,4.511668,0.506274 -1993-04-16,,0.411432,,,,1.789577,12.0625,8.818428,3.502599,,5.830231,,,4.596745,4.099791,1.039293,,0.985932,4.52534,0.496661 -1993-04-19,,0.414638,,,,1.78488,14.0,8.859831,3.439773,,5.839285,,,4.521799,4.099791,1.032365,,1.00834,4.443311,0.509478 -1993-04-20,,0.427462,,,,1.773137,13.8125,8.735626,3.290557,,5.812124,,,4.438527,4.099791,0.963079,,1.061303,4.402295,0.487048 -1993-04-21,,0.424255,,,,1.744955,14.5,8.818428,3.188465,,5.757806,,,4.413544,3.880157,0.976936,,1.075563,4.347607,0.496661 -1993-04-22,,0.427462,,,,1.733212,15.5,8.859831,3.172758,,5.622008,,,4.388561,3.770342,1.00465,,1.04297,4.279249,0.499865 -1993-04-23,,0.421049,,,,1.749652,15.25,8.859831,3.08637,,5.6039,,,4.280303,3.733734,1.011578,,1.055193,4.142532,0.483844 -1993-04-26,,0.418912,,,,1.728515,14.5,8.818428,3.023544,,5.685378,,,4.288632,3.880157,1.018507,,1.040933,4.033157,0.482242 -1993-04-27,,0.429599,,,,1.737909,14.875,8.984033,3.164906,,5.640116,,,4.355251,3.770342,1.039293,,1.104081,4.142532,0.483844 -1993-04-28,,0.439217,,,,1.697984,15.0625,8.90123,3.180611,,5.504318,,,4.380233,3.806943,1.056615,,1.11223,4.183547,0.493457 -1993-04-29,,0.433873,,,,1.721469,14.5625,8.859831,3.149198,,5.549581,,,4.396889,3.880157,1.112044,,1.09797,4.224563,0.499865 -1993-04-30,,0.438148,,,,1.702681,14.0625,8.859831,3.117785,,5.594848,,,4.396889,3.916757,1.087794,,1.11223,4.183547,0.496661 -1993-05-03,,0.443491,,,,1.707379,14.6875,8.694227,3.078519,,5.612955,,,4.413544,3.806943,1.084329,,1.136674,4.197217,0.519091 -1993-05-04,,0.456315,,,,1.686242,15.125,8.90123,3.180611,,5.612955,,,4.363578,4.026573,1.070472,,1.128527,4.320264,0.538316 -1993-05-05,,0.465933,,,,1.733212,14.75,8.859831,3.062811,,5.549581,,,4.321942,4.172997,1.101651,,1.148897,4.210889,0.541521 -1993-05-06,,0.459521,,,,1.756697,14.375,8.818428,3.094224,,5.477157,,,4.355251,4.099791,1.136294,,1.128527,4.156201,0.547929 -1993-05-07,,0.46807,,,,1.770788,14.75,8.694227,3.054957,,5.395678,,,4.468847,4.099791,1.10858,,1.130563,4.115189,0.541521 -1993-05-10,,0.470208,,,,1.76844,14.75,8.652823,3.08637,,5.450002,,,4.433999,4.026573,1.087794,,1.199362,4.183547,0.563951 -1993-05-11,,0.465933,,,,1.747303,14.5625,8.611423,3.133492,,5.513371,,,4.442709,4.026573,1.084329,,1.212542,4.320264,0.576768 -1993-05-12,,0.455246,,,,1.754349,14.4375,8.942628,3.125638,,5.504318,,,4.468847,4.026573,1.073937,,1.221328,4.306592,0.567155 -1993-05-13,,0.474482,,,,1.733212,14.4375,8.818428,3.023544,,5.468102,,,4.425291,4.026573,1.073937,,1.208148,4.074172,0.554338 -1993-05-14,,0.474482,,,,1.752001,14.25,9.02543,2.890037,,5.477157,,,4.442709,4.026573,1.056615,,1.225721,4.005813,0.567155 -1993-05-17,,0.476619,,,,1.759046,14.0,8.984033,2.874331,,5.440945,,,4.486268,4.026573,1.05315,,1.258671,3.951128,0.562348 -1993-05-18,,0.474482,,,,1.733212,14.25,8.90123,2.913597,,5.422837,,,4.477555,4.026573,1.046222,,1.236704,3.937455,0.570359 -1993-05-19,,0.489443,,,,1.752001,14.5625,9.232439,2.960717,,5.495264,,,4.503689,3.880157,1.049686,,1.256474,4.087844,0.573564 -1993-05-20,,0.502267,,,,1.747303,14.375,9.439442,2.945011,,5.477157,,,4.547245,3.953365,1.035829,,1.260867,4.12886,0.612015 -1993-05-21,,0.491581,,,,1.730863,14.4375,9.066833,2.913597,,5.440945,,,4.512401,4.099791,1.032365,,1.252081,3.992142,0.599198 -1993-05-24,,0.492649,,,,1.742606,14.5,9.273843,2.937157,,5.413785,,,4.529825,4.172997,1.046222,,1.260867,4.033157,0.602402 -1993-05-25,,0.481963,,,,1.733212,14.8125,9.398042,2.984278,,5.413785,,,4.529825,4.026573,1.046222,,1.269654,4.087844,0.605606 -1993-05-26,,0.493718,,,,1.747303,15.1875,9.315239,3.054957,,5.504318,,,4.503689,4.026573,1.046222,,1.289424,4.29292,0.615219 -1993-05-27,,0.491581,,,,1.763743,14.6875,9.191036,3.031399,,5.540531,,,4.521111,4.026573,1.046222,,1.27185,4.197217,0.621627 -1993-05-28,,0.514144,,,,1.742606,14.3125,9.232439,3.062264,,5.558636,,,4.564667,3.953365,1.035829,,1.260867,4.197217,0.615219 -1993-06-01,,0.517549,,,,1.766092,14.125,9.315239,3.119124,,5.594848,,,4.538532,3.953365,1.039293,,1.280637,4.265578,0.602402 -1993-06-02,,0.517549,,,,1.920233,13.8125,9.398042,3.127245,,5.57674,,,4.521111,3.880157,1.046222,,1.267457,4.156201,0.602402 -1993-06-03,,0.511874,,,,1.922786,14.25,9.108236,3.143491,,5.594848,,,4.529825,3.733734,1.122437,,1.256474,4.142532,0.616821 -1993-06-04,,0.498254,,,,1.917681,14.0,8.859831,3.037895,,5.57674,,,4.547245,3.806943,1.115508,,1.227918,4.0605,0.60881 -1993-06-07,,0.4608,,,,1.912572,11.875,8.818428,2.948547,,5.558636,,,4.555958,3.806943,1.101651,,1.223525,3.88277,0.624832 -1993-06-08,,0.449451,,,,1.907466,11.9375,8.798573,2.964793,,5.522426,,,4.616933,3.953365,1.091258,,1.221328,3.964798,0.592789 -1993-06-09,,0.401781,,,,1.907466,11.5,8.840075,2.997281,,5.649168,,,4.695338,4.026573,1.101651,,1.219132,4.074172,0.599198 -1993-06-10,,0.404051,,,,1.907466,11.125,8.757071,3.005404,,5.594848,,,4.669201,4.246203,1.056615,,1.243295,4.087844,0.605606 -1993-06-11,,0.397242,,,,1.92534,10.5625,9.006086,3.054142,,5.649168,,,4.547245,4.392628,1.091258,,1.245491,4.210889,0.628036 -1993-06-14,,0.405186,,,,1.897251,10.6875,8.964581,3.054142,,5.649168,,,4.564667,4.612259,1.060079,,1.27185,4.251905,0.621627 -1993-06-15,,0.381352,,,,1.922786,10.875,8.798573,3.029773,,5.57674,,,4.512401,4.246203,1.042757,,1.28503,4.251905,0.60881 -1993-06-16,,0.383622,,,,1.948322,10.5,8.54956,3.005404,,5.522426,,,4.616933,4.246203,1.042757,,1.304801,4.265578,0.618423 -1993-06-17,,0.374542,,,,1.945769,10.3125,8.591062,3.054142,,5.522426,,,4.677915,4.392628,0.976936,,1.313586,4.320264,0.621627 -1993-06-18,,0.372272,,,,1.938108,10.375,8.342043,3.135369,,5.431891,,,4.58209,4.246203,0.970007,,1.267457,4.251905,0.592789 -1993-06-21,,0.359787,,,,1.945769,10.6875,8.342043,3.184105,,5.486211,,,4.564667,4.246203,0.994257,,1.230115,4.388622,0.57837 -1993-06-22,,0.375677,,,,1.940661,10.6875,8.259038,3.20035,,5.486211,,,4.608224,4.319422,0.966543,,1.223525,4.470652,0.595994 -1993-06-23,,0.367732,,,,1.961088,10.5625,8.591062,3.111001,,5.468102,,,4.547245,4.392628,0.9319,,1.225721,4.347607,0.589585 -1993-06-24,,0.379082,,,,1.950875,10.625,8.798573,3.175982,,5.431891,,,4.564667,4.319422,0.963079,,1.227918,4.443311,0.60881 -1993-06-25,,0.363192,,,,1.935555,10.6875,8.840075,3.159736,,5.413785,,,4.555958,4.502442,1.00465,,1.223525,4.470652,0.621627 -1993-06-28,,0.364327,,,,1.948322,11.0625,8.88158,3.249088,,5.504318,,,4.608224,4.136388,0.994257,,1.210345,4.580028,0.628036 -1993-06-29,,0.354112,,,,1.953429,12.0,8.715569,3.192227,,5.522426,,,4.547245,4.246203,0.976936,,1.216935,4.579006,0.615219 -1993-06-30,,0.358652,,,,1.955982,12.0625,8.715569,3.224719,,5.612955,,,4.608224,4.282812,0.959614,,1.177395,4.579006,0.628036 -1993-07-01,,0.345033,,,,1.943215,12.0625,8.54956,3.249088,,5.721592,,,4.538532,4.465834,0.95615,,1.142248,4.551002,0.634445 -1993-07-02,,0.349572,,,,1.953429,11.9375,8.508056,3.23284,,5.740819,,,4.503689,4.465834,0.95615,,1.11589,4.466982,0.660079 -1993-07-06,,0.342763,,,,1.933,11.625,8.425049,3.216596,,5.777738,,,4.460135,4.319422,0.911113,,1.10271,4.508991,0.685713 -1993-07-07,,0.331413,,,,1.933,12.0,8.466552,3.257209,,5.740819,,,4.477555,4.246203,0.9319,,1.120283,4.522994,0.679304 -1993-07-08,,0.331413,,,,1.981517,12.4375,8.798573,3.370927,,5.833115,,,4.486268,4.246203,1.056615,,1.148839,4.551002,0.684111 -1993-07-09,,0.333683,,,,1.981517,12.4375,8.715569,3.346559,,5.814657,,,4.451421,4.319422,1.150151,,1.155429,4.522994,0.663283 -1993-07-12,,0.345033,,,,1.989178,12.3125,8.674065,3.297824,,5.833115,,,4.494979,4.319422,1.10858,,1.131266,4.536999,0.634445 -1993-07-13,,0.338223,,,,2.001946,12.3125,8.757071,3.273454,,5.814657,,,4.512401,4.026573,1.105116,,1.144446,4.424973,0.618423 -1993-07-14,,0.338223,,,,2.014713,12.5,8.840075,3.224719,,5.796198,,,4.503689,3.733734,1.122437,,1.137856,4.368961,0.637649 -1993-07-15,,0.324603,,,,2.019819,12.1875,8.798573,3.265332,,5.906954,,,4.477555,3.880157,1.143223,,1.111496,4.452979,0.640853 -1993-07-16,,0.249695,,,,2.040248,11.5,8.674065,3.265332,,5.925416,,,4.425291,4.172997,1.139758,,1.091727,4.466982,0.640853 -1993-07-19,,0.23267,,,,2.032587,11.625,8.632564,3.240964,,5.925416,,,4.512401,3.880157,1.125901,,1.107103,4.452979,0.628036 -1993-07-20,,0.24402,,,,2.024926,12.25,8.54956,3.184105,,5.925416,,,4.468847,4.026573,1.112044,,1.11589,4.452979,0.634445 -1993-07-21,,0.238345,,,,2.022373,12.4375,8.508056,3.23284,,5.962329,,,4.468847,3.953365,1.077401,,1.124676,4.522994,0.644057 -1993-07-22,,0.240615,,,,2.001946,12.1875,8.342043,3.192227,,5.943871,,,4.468847,4.026573,1.05315,,1.118086,4.466982,0.618423 -1993-07-23,,0.238345,,,,1.996838,12.1875,8.425049,3.184105,,5.943871,,,4.538532,4.246203,1.049686,,1.142248,4.508991,0.624832 -1993-07-26,,0.24402,,,,2.017266,12.3125,8.425049,3.23284,,5.962329,,,4.573377,4.392628,1.049686,,1.142248,4.565002,0.612015 -1993-07-27,,0.240615,,,,2.007051,12.1875,8.300542,3.224719,,5.943871,,,4.643068,3.953365,1.063543,,1.155429,4.508991,0.628036 -1993-07-28,,0.24402,,,,1.996838,12.125,8.342043,3.20035,,5.925416,,,4.634357,4.026573,1.077401,,1.11589,4.579006,0.615219 -1993-07-29,,0.247425,,,,2.017266,11.9375,8.54956,3.289701,,5.999247,,,4.608224,4.246203,1.056615,,1.085137,4.607015,0.618423 -1993-07-30,,0.251965,,,,2.012159,11.9375,8.425049,3.273454,,5.980789,,,4.573377,4.612259,1.073937,,1.045598,4.621016,0.60881 -1993-08-02,,0.258774,,,,2.022373,12.3125,8.508056,3.281577,,5.943871,,,4.599514,4.612259,1.164008,,1.149562,4.593009,0.584778 -1993-08-03,,0.263314,,,,2.014713,12.5,8.425049,3.289701,,5.888492,,,4.538532,4.685468,1.170937,,1.144762,4.663026,0.579972 -1993-08-04,,0.274664,,,,2.007051,12.9375,8.466552,3.314068,,5.906954,,,4.494979,4.685468,1.20558,,1.149562,4.733041,0.589585 -1993-08-05,,0.267854,,,,2.032587,13.5,8.591062,3.354681,,5.962329,,,4.460135,4.612259,1.226366,,1.130363,4.733041,0.60881 -1993-08-06,,0.265584,,,,2.030034,14.125,8.54956,3.379049,,5.999247,,,4.512401,4.539053,1.33376,,1.135163,4.705034,0.612015 -1993-08-09,,0.270124,,,,2.030034,14.3125,8.466552,3.403417,,5.999247,,,4.713332,4.539053,1.30951,,1.144762,4.705034,0.628036 -1993-08-10,,0.258774,,,,2.022373,14.1875,8.300542,3.403417,,6.073086,,,4.731566,4.612259,1.330296,,1.147162,4.649025,0.621627 -1993-08-11,,0.249695,,,,2.017266,14.8125,8.508056,3.427786,,6.091546,,,4.695102,4.539053,1.364939,,1.123163,4.635019,0.636047 -1993-08-12,,0.240615,,,,2.004499,15.0625,8.466552,3.460277,,6.183844,,,4.713332,4.612259,1.354546,,1.111163,4.621016,0.618423 -1993-08-13,,0.24856,,,,1.989178,15.125,8.466552,3.435909,,6.202299,,,4.731566,4.612259,1.351081,,1.096764,4.649025,0.618423 -1993-08-16,,0.28463,,,,1.996838,15.625,8.383548,3.370927,,6.202299,,,4.722449,4.465834,1.330296,,1.137562,4.565002,0.618423 -1993-08-17,,0.293686,,,,1.981517,15.9375,8.383548,3.346559,,6.165383,,,4.649515,4.465834,1.302581,,1.161561,4.480986,0.624832 -1993-08-18,,0.29498,,,,1.984071,15.6875,8.466552,3.314068,,6.183844,,,4.676867,4.612259,1.326831,,1.21436,4.480986,0.602402 -1993-08-19,,0.28463,,,,1.973856,15.0,8.591062,3.338436,,6.110002,,,4.704216,4.758684,1.326831,,1.21196,4.424973,0.599198 -1993-08-20,,0.289805,,,,2.014713,15.5,8.715569,3.32219,,6.183844,,,4.722449,4.758684,1.326831,,1.231159,4.41097,0.579972 -1993-08-23,,0.293686,,,,1.996838,15.8125,8.632564,3.330314,,6.128463,,,4.713332,4.905097,1.323367,,1.204759,4.424973,0.602402 -1993-08-24,,0.289805,,,,2.014713,15.5,8.715569,3.362804,,6.313053,,,4.749798,5.051522,1.326831,,1.190361,4.522994,0.599198 -1993-08-25,,0.282042,,,,2.017266,15.3125,8.591062,3.354681,,6.276134,,,4.8045,5.12473,1.323367,,1.190361,4.522994,0.60881 -1993-08-26,,0.278161,,,,2.017266,15.4375,8.591062,3.379049,,6.534568,,,4.831849,5.197944,1.319903,,1.216759,4.551002,0.605606 -1993-08-27,,0.27428,,,,2.001946,15.625,8.632564,3.330314,,6.534568,,,4.768035,5.197944,1.326831,,1.209559,4.551002,0.605606 -1993-08-30,,0.269105,,,,2.012159,15.75,8.591062,3.401193,,6.68224,,,4.749798,5.197944,1.337224,,1.209559,4.522994,0.63124 -1993-08-31,,0.27428,,,,2.007051,16.1875,8.571155,3.459978,,6.719158,,,4.768035,5.271154,1.420367,,1.209559,4.551002,0.621627 -1993-09-01,,0.270399,,,,2.004499,15.8125,8.571155,3.434784,,6.719158,,,4.749798,5.197944,1.423832,,1.204759,4.480986,0.647262 -1993-09-02,,0.266517,,,,1.99173,15.5,8.238295,3.375998,,6.719158,,,4.695102,4.831892,1.564136,,1.243159,4.480986,0.666487 -1993-09-03,,0.266517,,,,1.986624,14.5,8.155079,3.384397,,6.645321,,,4.777148,5.12473,1.610905,,1.231159,4.536999,0.650466 -1993-09-07,,0.271692,,,,1.981517,13.8125,8.071866,3.426386,,6.626866,,,4.740684,4.905097,1.55894,,1.216759,4.593009,0.624832 -1993-09-08,,0.276867,,,,1.966197,13.6875,8.030252,3.468377,,6.663782,,,4.777148,4.905097,1.532957,,1.190361,4.593009,0.628036 -1993-09-09,,0.269105,,,,1.958536,13.875,8.071866,3.535562,,6.608405,,,4.731566,5.051522,1.538154,,1.20236,4.831062,0.640853 -1993-09-10,,0.271692,,,,1.973856,14.25,8.155079,3.560754,,6.885293,,,4.786265,5.051522,1.704441,,1.178361,4.929087,0.647262 -1993-09-13,,0.261342,,,,1.976411,14.1875,8.11347,3.518764,,6.848372,,,4.768035,5.12473,1.709638,,1.159161,4.81706,0.637649 -1993-09-14,,0.250992,,,,2.001946,13.875,8.030252,3.434784,,6.737616,,,4.777148,5.051522,1.699245,,1.216759,4.859067,0.624832 -1993-09-15,,0.253579,,,,2.004499,13.875,8.030252,3.392795,,6.68224,,,4.822732,5.344363,1.881121,,1.180761,4.859067,0.618423 -1993-09-16,,0.256167,,,,2.007051,14.375,7.988645,3.384397,,6.608405,,,4.777148,5.344363,1.875924,,1.159161,4.845067,0.618423 -1993-09-17,,0.261342,,,,2.017266,14.6875,7.947042,3.3676,,6.497647,,,4.740684,5.563994,1.891514,,1.154362,4.859067,0.618423 -1993-09-20,,0.257461,,,,2.150983,14.875,7.905432,3.342407,,6.423809,,,4.722449,5.490784,2.011032,,1.132762,4.90108,0.60881 -1993-09-21,,0.253579,,,,2.13163,14.4375,7.822219,3.283621,,6.331511,,,4.749798,5.271154,1.969461,,1.178361,4.831062,0.602402 -1993-09-22,,0.26393,,,,2.134394,14.9375,8.071866,3.300415,,6.405354,,,4.731566,5.271154,2.104569,,1.159161,4.873072,0.628036 -1993-09-23,,0.256167,,,,2.128866,15.0625,8.321507,3.317211,,6.386894,,,4.704216,5.271154,2.172122,,1.20236,4.943088,0.624832 -1993-09-24,,0.258755,,,,2.098453,15.0,8.196681,3.308814,,6.165383,,,4.777148,5.197944,2.203302,,1.173561,4.957093,0.628036 -1993-09-27,,0.256167,,,,2.134394,14.6875,8.321507,3.359203,,6.349975,,,4.777148,5.12473,2.23448,,1.168761,5.027105,0.644057 -1993-09-28,,0.256167,,,,2.120571,15.0,8.155079,3.45158,,6.405354,,,4.786265,5.12473,2.208498,,1.151961,5.055112,0.669692 -1993-09-29,,0.247111,,,,2.109512,14.0625,8.030252,3.401193,,6.331511,,,4.859201,5.12473,2.229285,,1.144762,5.027105,0.685713 -1993-09-30,,0.241936,,,,2.120571,13.1875,8.196681,3.459978,,6.349975,,,4.777148,5.051522,2.156534,,1.142362,5.154937,0.701734 -1993-10-01,,0.235467,,,,2.120571,12.9375,8.238295,3.518764,,6.46073,,,4.831849,5.271154,2.062996,,1.137562,5.169256,0.685713 -1993-10-04,,0.235467,,,,2.128866,13.375,8.238295,3.535562,,6.49908,,,4.786265,5.12473,2.146141,,1.108763,5.183574,0.679304 -1993-10-05,,0.243229,,,,2.115041,11.0,8.654368,3.552357,,6.480294,,,4.795382,5.271154,2.198106,,1.132762,5.169256,0.672896 -1993-10-06,,0.244523,,,,2.112276,10.5,8.820799,3.560754,,6.40516,,,4.777148,5.197944,2.172122,,1.127963,5.197896,0.666487 -1993-10-07,,0.238054,,,,2.115041,10.375,8.904013,3.510369,,6.236109,,,4.777148,4.978316,2.229285,,1.139962,5.197896,0.69853 -1993-10-08,,0.234173,,,,2.123335,10.25,8.862408,3.49357,,6.236109,,,4.768035,4.978316,2.182516,,1.139962,5.140618,0.69853 -1993-10-11,,0.245817,,,,2.134394,10.0625,8.820799,3.476775,,6.085841,,,4.740684,4.978316,2.203302,,1.159161,5.183574,0.69853 -1993-10-12,,0.248404,,,,2.112276,10.1875,8.571155,3.468377,,6.160976,,,4.749798,4.831892,2.255267,,1.161561,5.212213,0.69853 -1993-10-13,,0.248404,,,,2.126101,10.0625,8.487941,3.510369,,6.029495,,,4.704216,4.978316,2.328016,,1.149562,5.283808,0.692121 -1993-10-14,,0.245817,,,,2.134394,9.9375,8.737583,3.476775,,6.461512,,,4.722449,5.197944,2.457929,,1.161561,5.169256,0.69853 -1993-10-15,,0.292393,,,,2.178631,10.125,8.945621,3.409592,,6.423941,,,4.758915,5.197944,2.478715,,1.180761,4.983105,0.69853 -1993-10-18,,0.293686,,,,2.167572,10.0625,8.904013,3.283621,,6.423941,,,4.722449,5.12473,2.530679,,1.22396,4.811273,0.69853 -1993-10-19,,0.287218,,,,2.170336,9.75,8.945621,3.258427,,6.423941,,,4.731566,4.978316,2.374785,,1.209559,4.682398,0.666487 -1993-10-20,,0.287218,,,,2.1731,9.4375,9.11205,3.233232,,6.461512,,,4.740684,5.12473,2.359196,,1.235959,4.739678,0.65367 -1993-10-21,,0.313093,,,,2.153748,9.9375,8.98723,3.258427,,6.330027,,,4.713332,4.905097,2.33841,,1.238359,4.811273,0.69853 -1993-10-22,,0.313093,,,,2.123335,10.0,8.737583,3.283621,,6.160976,,,4.713332,4.978316,2.385178,,1.21196,4.782634,0.692121 -1993-10-25,,0.310506,,,,2.117806,9.875,8.862408,3.275224,,6.330027,,,4.786265,4.978316,2.42675,,1.19996,4.796957,0.666487 -1993-10-26,,0.307918,,,,2.13163,9.6875,8.695974,3.199641,,6.273677,,,4.795382,5.271154,2.359196,,1.19756,4.682398,0.666487 -1993-10-27,,0.328618,,,,2.153748,9.9375,8.612764,3.157651,,6.367594,,,4.786265,5.197944,2.421552,,1.187961,4.682398,0.666487 -1993-10-28,,0.320856,,,,2.142689,9.875,8.737583,3.11566,,6.517861,,,4.8045,5.12473,2.51509,,1.183161,4.682398,0.692121 -1993-10-29,,0.318268,,,,2.145454,9.875,8.779193,3.132457,,6.649347,,,4.768035,5.271154,2.504697,,1.19516,4.596484,0.685713 -1993-11-01,,0.326031,,,,2.156512,10.1875,8.695974,3.174447,,6.611778,,,4.749798,5.271154,2.577448,,1.19996,4.739678,0.69853 -1993-11-02,,0.338968,,,,2.148219,10.125,8.98723,3.140854,,6.480294,,,4.740684,5.271154,2.582644,,1.19516,4.653763,0.685713 -1993-11-03,,0.327325,,,,2.13163,9.8125,9.195267,3.065274,,6.40516,,,4.713332,5.12473,2.577448,,1.221559,4.524889,0.663283 -1993-11-04,,0.333794,,,,2.07357,9.4375,9.236876,3.040078,,6.330027,,,4.713332,5.051522,2.431945,,1.228759,4.338739,0.65367 -1993-11-05,,0.329912,,,,2.081864,9.625,9.070445,3.090466,,6.367594,,,4.904554,5.12473,2.30723,,1.32077,4.453292,0.679304 -1993-11-08,,0.318268,,,,2.07357,9.5,9.403305,3.124059,,6.273677,,,4.885469,5.197944,2.317624,,1.297325,4.410333,0.685713 -1993-11-09,,0.311799,,,,2.090158,9.4375,9.528127,3.107262,,6.160976,,,4.875929,5.197944,2.42675,,1.28951,4.424654,0.6761 -1993-11-10,,0.318268,,,,2.092923,9.8125,9.736164,3.124059,,6.160976,,,4.904554,5.197944,2.520286,,1.307745,4.438973,0.666487 -1993-11-11,,0.324737,,,,2.076336,10.0,9.652947,3.098863,,6.179759,,,4.866385,5.12473,2.265659,,1.333795,4.381696,0.660079 -1993-11-12,,0.328618,,,,2.076336,9.875,9.736164,3.132457,,6.142193,,,4.837762,4.978316,2.062996,,1.370267,4.410333,0.660079 -1993-11-15,,0.331206,,,,2.084629,10.0,9.736164,3.11566,,6.160976,,,4.790049,5.051522,2.057801,,1.383292,4.338739,0.640853 -1993-11-16,,0.351906,,,,2.134394,9.8125,9.985813,3.174447,,6.236109,,,4.790049,4.905097,1.891514,,1.409343,4.381696,0.640853 -1993-11-17,,0.346731,,,,2.137159,9.5,9.944201,3.166048,,6.367594,,,4.866385,4.685468,1.875924,,1.393713,4.32442,0.615219 -1993-11-18,,0.346731,,,,2.156512,9.125,9.944201,3.157651,,6.330027,,,4.923636,4.612259,1.922692,,1.367661,4.281461,0.599198 -1993-11-19,,0.379633,,,,2.1731,9.25,9.902595,3.166048,,6.160976,,,4.904554,4.612259,1.849943,,1.359846,4.224184,0.579972 -1993-11-22,,0.373881,,,,2.1731,9.125,9.860991,3.11566,,6.123409,,,4.904554,4.905097,1.849943,,1.370267,4.138269,0.551134 -1993-11-23,,0.379633,,,,2.178631,9.25,9.694556,3.149253,,6.01071,,,4.875929,5.12473,1.959069,,1.385896,4.238504,0.589585 -1993-11-24,,0.379633,,,,2.162042,9.5,9.819382,3.157651,,6.104624,,,4.828219,5.051522,2.07339,,1.367661,4.252822,0.576768 -1993-11-26,,0.375319,,,,2.178631,9.5625,9.966228,3.174447,,6.254891,,,4.713714,5.197944,2.135748,,1.362451,4.295782,0.576768 -1993-11-29,,0.365253,,,,2.164807,9.4375,9.841131,3.3176,,6.311241,,,4.723257,4.905097,2.182516,,1.372871,4.381696,0.579972 -1993-11-30,,0.362377,,,,2.175866,9.5,9.549232,3.282768,,6.386373,,,4.790049,5.051522,2.068194,,1.385896,4.410333,0.570359 -1993-12-01,,0.362377,,,,2.181396,9.4375,9.507536,3.282768,,6.254891,,,4.732795,4.978316,2.068194,,1.380687,4.467613,0.583176 -1993-12-02,,0.365253,,,,2.211808,9.3125,9.299035,3.291478,,6.386373,,,4.751884,4.685468,1.995443,,1.385896,4.51057,0.589585 -1993-12-03,,0.362377,,,,2.214572,9.25,9.299035,3.343723,,6.49908,,,4.780509,4.612259,2.037015,,1.383292,4.524889,0.618423 -1993-12-06,,0.371005,,,,2.220102,8.875,9.340736,3.413384,,6.517861,,,4.790049,4.685468,2.011032,,1.409343,4.553526,0.634445 -1993-12-07,,0.371005,,,,2.206278,9.0625,9.215635,3.395969,,6.536643,,,4.780509,4.685468,1.907103,,1.391107,4.639443,0.615219 -1993-12-08,,0.366691,,,,2.220102,9.0625,9.173939,3.413384,,6.480294,,,4.751884,4.685468,1.875924,,1.393713,4.625123,0.595994 -1993-12-09,,0.345121,,,,2.233926,8.8125,9.257339,3.378553,,6.386373,,,4.751884,4.319422,1.834353,,1.367661,4.625123,0.595994 -1993-12-10,,0.324989,,,,2.24775,8.8125,9.132236,3.326307,,6.386373,,,4.799592,4.246203,1.777191,,1.362451,4.524889,0.579972 -1993-12-13,,0.339369,,,,2.233926,9.0625,9.048837,3.369845,,6.330027,,,4.799592,4.246203,1.668066,,1.365056,4.49625,0.576768 -1993-12-14,,0.335055,,,,2.264338,9.0,8.923737,3.378553,,6.311241,,,4.809134,4.319422,1.714833,,1.352031,4.467613,0.573564 -1993-12-15,,0.342245,,,,2.286456,9.0,9.048837,3.361139,,6.292463,,,4.818674,4.246203,1.777191,,1.354636,4.438973,0.576768 -1993-12-16,,0.337931,,,,2.289222,8.8125,9.132236,3.413384,,6.40516,,,4.847302,4.246203,1.829156,,1.349426,4.453292,0.583176 -1993-12-17,,0.339369,,,,2.325162,8.9375,9.173939,3.448213,,6.555429,,,4.885469,4.392628,1.875924,,1.354636,4.539207,0.579972 -1993-12-20,,0.327865,,,,2.30581,8.875,8.965437,3.439506,,6.555429,,,4.866385,4.319422,1.912299,,1.370267,4.639443,0.570359 -1993-12-21,,0.316361,,,,2.330693,8.5625,8.88204,3.42209,,6.574213,,,4.818674,4.246203,1.855139,,1.388502,4.610804,0.538316 -1993-12-22,,0.322113,,,,2.330693,8.6875,8.798641,3.387261,,6.630561,,,4.809134,4.099791,1.813567,,1.388502,4.653763,0.554338 -1993-12-23,,0.313485,,,,2.347281,8.6875,8.673537,3.42209,,6.611778,,,4.809134,4.099791,1.855139,,1.398922,4.653763,0.563951 -1993-12-27,,0.327865,,,,2.569986,8.75,8.59014,3.483045,,6.611778,,,4.904554,4.392628,1.860335,,1.435393,4.739678,0.563951 -1993-12-28,,0.335055,,,,2.563969,9.0625,8.715241,3.456921,,6.705694,,,4.885469,4.246203,1.855139,,1.427578,4.682398,0.570359 -1993-12-29,,0.327865,,,,2.563969,8.875,8.63184,3.413384,,6.555429,,,4.856845,4.319422,1.922692,,1.453629,4.625123,0.570359 -1993-12-30,,0.342245,,,,2.548923,8.875,8.423345,3.413384,,6.423941,,,4.856845,4.246203,1.933086,,1.443208,4.653763,0.557542 -1993-12-31,,0.336493,,,,2.524847,8.875,8.339942,3.413384,,6.236109,,,4.818674,4.246203,1.933086,,1.437999,4.729229,0.570359 -1994-01-03,,0.343683,,,,2.503783,8.9375,8.506741,3.369845,,6.236109,,,4.866385,4.319422,1.943478,,1.417158,4.758695,0.576768 -1994-01-04,,0.362377,,,,2.494754,9.125,8.59014,3.326307,,6.217772,,,4.904554,4.172997,1.990247,,1.422368,4.773427,0.583176 -1994-01-05,,0.388261,,,,2.479707,9.0625,8.506741,3.378553,,5.949931,,,4.93318,4.319422,1.964265,,1.432788,4.729229,0.544725 -1994-01-06,,0.376757,,,,2.500773,9.125,8.214841,3.343723,,5.892535,,,4.904554,4.246203,1.652476,,1.422368,4.655566,0.499865 -1994-01-07,,0.381071,,,,2.512811,9.1875,8.131442,3.413384,,6.007325,,,4.866385,4.172997,1.688851,,1.422368,4.788163,0.531908 -1994-01-10,,0.386823,,,,2.524847,9.0625,8.298243,3.456921,,6.141251,,,4.93318,4.172997,1.590119,,1.448419,4.861823,0.509478 -1994-01-11,,0.366691,,,,2.542904,8.875,8.506741,3.448213,,6.06472,,,4.923636,4.172997,1.642083,,1.437999,4.832357,0.557542 -1994-01-12,,0.350873,,,,2.551933,8.9375,8.506741,3.448213,,6.007325,,,4.952264,4.172997,1.673262,,1.430183,4.847094,0.589585 -1994-01-13,,0.352311,,,,2.533875,9.0625,8.506741,3.439506,,6.007325,,,5.009515,4.172997,1.673262,,1.422368,4.891292,0.602402 -1994-01-14,,0.356625,,,,2.569986,9.4375,8.548442,3.474336,,5.969061,,,4.942719,4.319422,1.631691,,1.409343,4.891292,0.583176 -1994-01-17,,0.349435,,,,2.579015,9.75,8.423345,3.465629,,5.854275,,,4.961805,4.319422,1.636887,,1.406738,4.891292,0.583176 -1994-01-18,,0.337931,,,,2.609109,9.75,8.339942,3.430798,,6.007325,,,4.952264,4.172997,1.73562,,1.414553,4.773427,0.60881 -1994-01-19,,0.336493,,,,2.618137,9.5625,8.465037,3.404676,,6.06472,,,4.999973,4.172997,1.725227,,1.310351,4.552437,0.615219 -1994-01-20,,0.343683,,,,2.612118,9.375,8.465037,3.413384,,6.179509,,,5.066768,4.172997,1.855139,,1.30514,4.478772,0.615219 -1994-01-21,,0.383947,,,,2.60008,9.625,8.423345,3.439506,,6.122115,,,5.04768,4.172997,1.89671,,1.318165,4.434574,0.615219 -1994-01-24,,0.402641,,,,2.594063,10.25,8.298243,3.42209,,5.949931,,,5.04768,4.172997,1.881121,,1.281694,4.449306,0.602402 -1994-01-25,,0.389699,,,,2.576006,10.0,8.256539,3.413384,,5.835143,,,5.057222,4.465834,1.881121,,1.292115,4.390376,0.60881 -1994-01-26,,0.385385,,,,2.563969,10.3125,8.465037,3.413384,,6.026456,,,5.04768,4.246203,1.917496,,1.307745,4.46404,0.615219 -1994-01-27,,0.392575,,,,2.606099,10.375,8.673537,3.474336,,6.275169,,,5.009515,4.246203,1.917496,,1.310351,4.537703,0.615219 -1994-01-28,,0.391137,,,,2.597072,10.1875,8.840341,3.483045,,6.275169,,,5.019058,4.392628,1.922692,,1.331191,4.611366,0.602402 -1994-01-31,,0.376757,,,,2.594063,10.25,8.840341,3.535291,,6.409091,,,5.07631,4.319422,1.917496,,1.346821,4.655566,0.615219 -1994-02-01,,0.382509,,,,2.572997,10.125,9.007138,3.526582,,6.179509,,,5.057222,4.392628,1.922692,,1.331191,4.552437,0.605606 -1994-02-02,,0.379633,,,,2.627166,10.3125,9.257339,3.517874,,6.236905,,,5.124017,4.392628,2.011032,,1.3364,4.611366,0.615219 -1994-02-03,,0.385385,,,,2.642211,10.4375,9.382436,3.474336,,6.122115,,,5.114475,4.539053,2.078587,,1.333795,4.46404,0.621627 -1994-02-04,,0.385385,,,,2.563969,10.1875,9.132236,3.42209,,5.969061,,,5.22455,4.539053,2.026621,,1.292115,4.36091,0.583176 -1994-02-07,,0.466707,,,,2.606099,10.1875,9.007138,3.439506,,6.007325,,,5.214579,4.612259,2.094177,,1.412579,4.390376,0.583176 -1994-02-08,,0.457117,,,,2.582025,11.0,8.923737,3.378553,,5.949931,,,5.214579,4.685468,2.078587,,1.361006,4.346179,0.595994 -1994-02-09,,0.46351,,,,2.606099,10.9375,9.007138,3.439506,,5.854275,,,5.264432,4.758684,2.135748,,1.366735,4.40511,0.570359 -1994-02-10,,0.466707,,,,2.563969,10.875,8.965437,3.35243,,5.70122,,,5.254461,4.758684,2.146141,,1.36387,4.36091,0.576768 -1994-02-11,,0.4731,,,,2.582025,10.625,9.048837,3.369845,,5.796878,,,5.304313,4.685468,2.135748,,1.361006,4.316711,0.576768 -1994-02-14,,0.4731,,,,2.603091,10.6875,9.090539,3.387261,,5.796878,,,5.284373,4.612259,2.130551,,1.335217,4.301979,0.576768 -1994-02-15,,0.474698,,,,2.624157,10.9375,9.048837,3.395969,,5.796878,,,5.314286,4.539053,2.125355,,1.326622,4.316711,0.573564 -1994-02-16,,0.469903,,,,2.618137,10.875,9.132236,3.395969,,5.796878,,,5.324253,4.612259,2.182516,,1.31516,4.331443,0.592789 -1994-02-17,,0.4731,,,,2.627166,11.0,9.257339,3.378553,,5.739482,,,5.324253,4.612259,2.172122,,1.306565,4.316711,0.589585 -1994-02-18,,0.46351,,,,2.60008,10.875,9.257339,3.361139,,5.835143,,,5.274403,4.685468,2.172122,,1.31516,4.301979,0.576768 -1994-02-22,,0.476297,,,,2.60008,10.875,9.424134,3.413384,,5.873404,,,5.314286,4.758684,2.244874,,1.323756,4.375644,0.595994 -1994-02-23,,0.476297,,,,2.585035,10.9375,9.674332,3.413384,,5.739482,,,5.304313,4.795284,2.265659,,1.323756,4.41984,0.595994 -1994-02-24,,0.468305,,,,2.536885,10.75,9.382436,3.361139,,5.930799,,,5.204611,4.758684,2.25007,,1.297969,4.40511,0.573564 -1994-02-25,,0.460314,,,,2.530865,10.625,9.465837,3.395969,,6.026456,,,5.22455,4.612259,2.244874,,1.31516,4.46404,0.576768 -1994-02-28,,0.466707,,,,2.536885,10.75,9.465837,3.538222,,5.988194,,,5.1747,4.685468,2.296838,,1.329487,4.390376,0.595994 -1994-03-01,,0.46351,,,,2.542904,10.875,9.340736,3.529172,,5.969061,,,5.1747,4.685468,2.270856,,1.30943,4.390376,0.583176 -1994-03-02,,0.455519,,,,2.772307,10.875,9.215635,3.465828,,6.083851,,,5.254461,4.593959,2.265659,,1.306565,4.36091,0.589585 -1994-03-03,,0.457117,,,,2.752644,11.75,9.257339,3.411532,,6.06472,,,5.274403,4.539053,2.442339,,1.280778,4.243048,0.58638 -1994-03-04,,0.469903,,,,2.749367,11.6875,9.340736,3.456779,,6.045591,,,5.204611,4.539053,2.504697,,1.283642,4.287245,0.576768 -1994-03-07,,0.484288,,,,2.772307,11.3125,9.465837,3.375337,,5.988194,,,5.204611,4.685468,2.530679,,1.303699,4.287245,0.576768 -1994-03-08,,0.4731,,,,2.752644,10.75,9.549232,3.402483,,5.988194,,,5.214579,4.685468,2.577448,,1.312295,4.287245,0.583176 -1994-03-09,,0.479493,,,,2.762476,11.375,9.716033,3.393435,,5.988194,,,5.22455,4.831892,2.546268,,1.318026,4.228315,0.570359 -1994-03-10,,0.476297,,,,2.739539,14.4375,9.465837,3.375337,,6.122115,,,5.1747,4.905097,2.504697,,1.300834,4.228315,0.576768 -1994-03-11,,0.476297,,,,2.759198,14.125,9.424134,3.393435,,6.217772,,,5.204611,4.978316,2.546268,,1.323756,4.287245,0.576768 -1994-03-14,,0.487485,,,,2.759198,13.875,9.340736,3.402483,,6.217772,,,5.204611,5.051522,2.686573,,1.300834,4.46404,0.570359 -1994-03-15,,0.481091,,,,2.749367,14.3125,9.285594,3.402483,,6.160379,,,5.164727,4.905097,2.743734,,1.289373,4.493507,0.628036 -1994-03-16,,0.469903,,,,2.719874,14.75,9.201939,3.502024,,6.236905,,,5.1747,4.978316,2.702162,,1.295104,4.596636,0.624832 -1994-03-17,,0.466707,,,,2.700213,14.8125,9.118285,3.474878,,6.236905,,,5.234517,4.905097,2.639805,,1.320891,4.567169,0.621627 -1994-03-18,,0.465108,,,,2.739539,14.875,8.950973,3.474878,,6.19864,,,5.254461,5.12473,2.702162,,1.306565,4.522971,0.595994 -1994-03-21,,0.45392,,,,2.72643,15.4375,8.950973,3.438681,,6.122115,,,5.22455,4.978316,2.78011,,1.329487,4.493507,0.60881 -1994-03-22,,0.447527,,,,2.706767,15.625,9.243764,3.429631,,6.217772,,,5.234517,4.978316,2.806092,,1.306565,4.522971,0.634445 -1994-03-23,,0.449125,,,,2.723152,15.375,9.160109,3.447729,,6.160379,,,5.214579,4.978316,2.811289,,1.272182,4.50824,0.63124 -1994-03-24,,0.442732,,,,2.716598,15.0,9.160109,3.420583,,6.122115,,,5.22455,4.758684,2.920414,,1.277912,4.478772,0.60881 -1994-03-25,,0.418757,,,,2.677274,14.8125,9.118285,3.293892,,6.160379,,,5.22455,4.685468,2.847663,,1.283642,4.390376,0.624832 -1994-03-28,,0.425151,,,,2.713322,14.5625,9.076456,3.366287,,6.256036,,,5.18467,4.465834,2.785306,,1.266451,4.375644,0.640853 -1994-03-29,,0.418757,,,,2.680552,14.625,8.90915,3.339139,,6.256036,,,5.18467,4.539053,2.707359,,1.266451,4.316711,0.621627 -1994-03-30,,0.415561,,,,2.588796,15.4375,8.700011,3.311992,,6.007325,,,5.065023,4.246203,2.665787,,1.237799,4.318573,0.640853 -1994-03-31,,0.425151,,,,2.621566,15.625,8.658185,3.311992,,6.179509,,,5.015167,4.209606,2.655395,,1.237799,4.425016,0.624832 -1994-04-04,,0.425151,,,,2.569136,15.5,8.490874,3.239599,,6.029644,,,4.865612,3.953365,2.733342,,1.229202,4.364192,0.618423 -1994-04-05,,0.428347,,,,2.592073,15.125,8.783667,3.348189,,6.166241,,,4.87558,4.246203,2.785306,,1.24926,4.425016,0.660079 -1994-04-06,,0.428347,,,,2.559304,14.625,8.658185,3.348189,,6.127214,,,4.87558,4.099791,2.863253,,1.246394,4.425016,0.679304 -1994-04-07,,0.426749,,,,2.575687,14.25,8.90915,3.456779,,6.205266,,,4.885553,4.319422,2.982772,,1.269316,4.622697,0.692121 -1994-04-08,,0.428347,,,,2.549473,14.0,8.616359,3.574418,,6.107701,,,4.865612,4.465834,3.065914,,1.24926,4.577078,0.679304 -1994-04-11,,0.428347,,,,2.578966,13.8125,8.616359,3.728253,,6.185752,,,4.915465,4.612259,3.097094,,1.24926,4.713934,0.681706 -1994-04-12,,0.409168,,,,2.601903,12.8125,8.616359,3.719204,,6.166241,,,4.915465,4.612259,2.993165,,1.232068,4.683518,0.679304 -1994-04-13,,0.405971,,,,2.592073,12.75,8.490874,3.683007,,6.263805,,,4.925435,4.612259,2.842467,,1.234933,4.592284,0.660079 -1994-04-14,,0.402774,,,,2.556026,12.5625,8.323569,3.764452,,6.361378,,,5.015167,4.612259,2.826877,,1.25499,4.622697,0.660079 -1994-04-15,,0.386791,,,,2.536366,12.0,8.239913,3.773499,,6.458943,,,5.025141,4.539053,2.894432,,1.237799,4.637905,0.644057 -1994-04-18,,0.3788,,,,2.487211,12.0,8.15626,3.782549,,6.595536,,,4.96532,4.612259,2.852859,,1.232068,4.561873,0.647262 -1994-04-19,,0.370808,,,,2.503596,11.8125,8.030779,3.86399,,6.654077,,,5.035112,4.612259,2.821681,,1.277912,4.501047,0.647262 -1994-04-20,,0.361218,,,,2.503596,12.0,8.030779,3.7554,,6.712616,,,5.025141,4.502442,2.759323,,1.323756,4.425016,0.628036 -1994-04-21,,0.3788,,,,2.523258,12.8125,8.574534,3.7554,,6.907751,,,4.985258,4.685468,2.816485,,1.36387,4.470636,0.656874 -1994-04-22,,0.380398,,,,2.516703,12.75,8.490874,3.773499,,6.673591,,,5.035112,4.465834,2.920414,,1.349543,4.379397,0.663283 -1994-04-25,,0.396381,,,,2.536366,12.875,8.490874,3.791598,,6.849213,,,5.074992,4.612259,2.878843,,1.346678,4.288158,0.672896 -1994-04-26,,0.399578,,,,2.516703,13.4375,8.490874,3.773499,,6.654077,,,5.015167,4.612259,2.878843,,1.329487,4.318573,0.685713 -1994-04-28,,0.386791,,,,2.533088,13.0,8.616359,3.710155,,6.517484,,,4.935406,4.392628,2.930808,,1.332352,4.257749,0.724164 -1994-04-29,,0.383595,,,,2.497042,13.1875,8.449055,3.782549,,6.478458,,,5.015167,4.539053,3.003557,,1.352409,4.227336,0.762615 -1994-05-02,,0.396381,,,,2.513427,13.375,8.449055,3.800647,,6.400401,,,4.905494,4.392628,2.961986,,1.401119,4.318573,0.775432 -1994-05-03,,0.386791,,,,2.523258,12.9375,8.365396,3.836844,,6.361378,,,4.885553,4.392628,2.826877,,1.398254,4.33378,0.736981 -1994-05-04,,0.421954,,,,2.565858,12.625,8.365396,3.809695,,6.400401,,,4.835701,4.392628,2.889235,,1.372466,4.33378,0.736981 -1994-05-05,,0.420356,,,,2.562581,12.5,8.449055,3.836844,,6.361378,,,4.845669,4.319422,2.930808,,1.381062,4.288158,0.717755 -1994-05-06,,0.413163,,,,2.533088,12.25,8.281739,3.773499,,6.244295,,,5.005199,4.392628,2.826877,,1.36387,4.212129,0.72096 -1994-05-09,,0.399578,,,,2.487211,12.375,8.198087,3.746351,,6.127214,,,5.13102,4.685468,2.577448,,1.506421,4.166511,0.724164 -1994-05-10,,0.396381,,,,2.490487,12.625,8.198087,3.827794,,6.205266,,,5.193719,4.685468,2.483911,,1.525409,4.272954,0.711347 -1994-05-11,,0.386791,,,,2.444611,12.0625,8.030779,3.791598,,6.029644,,,5.13102,4.539053,2.567055,,1.538068,4.181716,0.685713 -1994-05-12,,0.379599,,,,2.457718,11.875,8.072607,3.818745,,6.088183,,,5.18327,4.685468,2.463125,,1.553892,4.181716,0.672896 -1994-05-13,,0.383595,,,,2.500319,11.875,8.030779,3.854942,,6.166241,,,5.18327,4.685468,2.494304,,1.541233,4.196921,0.647262 -1994-05-16,,0.377201,,,,2.483935,11.8125,7.612508,3.86399,,6.185752,,,5.141469,4.612259,2.504697,,1.566551,4.227336,0.666487 -1994-05-17,,0.375603,,,,2.497042,11.8125,7.905301,3.945433,,6.458943,,,5.172819,4.685468,2.483911,,1.604527,4.348985,0.672896 -1994-05-18,,0.391586,,,,2.51015,12.4375,8.072607,4.017826,,6.419914,,,5.162369,4.685468,2.452733,,1.591869,4.546666,0.704938 -1994-05-19,,0.410766,,,,2.529812,12.8125,7.947124,4.035926,,6.478458,,,5.204172,4.685468,2.483911,,1.607693,4.501047,0.74339 -1994-05-20,,0.39718,,,,2.497042,12.5625,7.779815,4.017826,,6.341858,,,5.193719,4.539053,2.431945,,1.601363,4.394606,0.733777 -1994-05-23,,0.389988,,,,2.464272,12.9375,7.696163,4.008777,,6.302833,,,5.162369,4.392628,2.431945,,1.601363,4.379397,0.736981 -1994-05-24,,0.393184,,,,2.490487,13.5,7.821649,4.026876,,6.28332,,,5.13102,4.612259,2.483911,,1.610858,4.485841,0.736981 -1994-05-25,,0.399578,,,,2.490487,13.5,7.863475,4.026876,,6.341858,,,5.141469,4.539053,2.463125,,1.617187,4.516253,0.724164 -1994-05-26,,0.389988,,,,2.54292,13.375,7.905301,4.035926,,6.497967,,,5.13102,4.685468,2.473518,,1.633011,4.501047,0.724164 -1994-05-27,,0.430186,,,,2.569136,13.125,7.947124,4.164317,,6.458943,,,5.120568,4.685468,2.442339,,1.617187,4.622697,0.74339 -1994-05-31,,0.420307,,,,2.608458,13.5,7.863475,4.1456,,6.419914,,,5.110116,4.539053,2.400768,,1.614023,4.668317,0.730573 -1994-06-01,,0.405938,,,,2.62812,14.4375,7.654336,4.164317,,6.439431,,,5.078766,4.539053,2.41116,,1.601363,4.835584,0.74339 -1994-06-02,,0.393365,,,,2.621566,14.5625,7.612508,4.183032,,6.439431,,,5.089219,4.685468,2.525483,,1.607693,4.789968,0.801066 -1994-06-03,,0.396957,,,,2.588796,14.125,7.988956,4.267255,,6.595536,,,5.13102,4.612259,2.348802,,1.623517,4.850791,0.820292 -1994-06-06,,0.393365,,,,2.556026,14.0,7.947124,4.229823,,6.712616,,,5.110116,4.612259,2.30723,,1.595034,4.911616,0.801066 -1994-06-07,,0.395161,,,,2.556026,13.875,8.059691,4.192394,,6.673591,,,5.15192,4.612259,2.286445,,1.591869,4.820378,0.762615 -1994-06-08,,0.375403,,,,2.523258,13.1875,8.269581,4.183032,,6.712616,,,5.13102,4.539053,2.140944,,1.576045,4.820378,0.756207 -1994-06-09,,0.387976,,,,2.536366,13.0625,8.563426,4.164317,,6.73213,,,5.162369,4.648866,2.099373,,1.604527,4.805173,0.775432 -1994-06-10,,0.380791,,,,2.503596,13.4375,8.227605,4.211108,,6.751641,,,5.193719,4.612259,2.192908,,1.595034,4.865998,0.781841 -1994-06-13,,0.387976,,,,2.529812,13.3125,8.269581,4.248538,,6.693104,,,4.984718,4.539053,2.151336,,1.604527,4.97244,0.769024 -1994-06-14,,0.388874,,,,2.516703,13.4375,8.353536,4.173676,,6.693104,,,4.922016,4.539053,2.213694,,1.623517,4.911616,0.749798 -1994-06-15,,0.399651,,,,2.490487,13.25,8.269581,4.1456,,6.693104,,,4.765262,4.612259,2.265659,,1.623517,4.911616,0.749798 -1994-06-16,,0.378995,,,,2.516703,13.0,8.353536,4.06138,,6.751641,,,4.922016,4.831892,2.244874,,1.617187,4.911616,0.759411 -1994-06-17,,0.380791,,,,2.503596,13.0,8.101673,4.005231,,6.712616,,,4.911565,4.685468,2.30723,,1.620351,4.850791,0.759411 -1994-06-20,,0.389772,,,,2.483935,12.75,8.227605,3.939724,,6.693104,,,4.901114,4.612259,2.369589,,1.617187,4.789968,0.730573 -1994-06-21,,0.373607,,,,2.418394,12.375,8.017714,3.939724,,6.693104,,,4.848865,4.612259,2.286445,,1.617187,4.713934,0.724164 -1994-06-22,,0.377199,,,,2.398733,12.875,8.143649,4.014589,,6.654077,,,4.869765,4.758684,2.317624,,1.591869,4.759553,0.724164 -1994-06-23,,0.361033,,,,2.42495,12.3125,8.143649,3.9678,,6.712616,,,4.859315,4.758684,2.265659,,1.598199,4.729141,0.685713 -1994-06-24,,0.367992,,,,2.42495,12.1875,7.891781,3.836785,,6.595536,,,4.786162,4.612259,2.296838,,1.569716,4.668317,0.685713 -1994-06-27,,0.377199,,,,2.483935,12.75,8.059691,3.930367,,6.556511,,,4.775712,4.685468,2.328016,,1.57288,4.759553,0.692121 -1994-06-28,,0.384384,,,,2.595522,13.0625,8.143649,3.846144,,6.556511,,,4.733914,4.612259,2.328016,,1.563386,4.744348,0.669692 -1994-06-29,,0.375403,,,,2.616121,13.25,8.269581,3.930367,,6.73213,,,4.723462,4.758684,2.421552,,1.595034,4.808921,0.647262 -1994-06-30,,0.380791,,,,2.561191,12.5,8.143649,3.846144,,6.790673,,,4.744364,4.612259,2.400768,,1.598199,4.824583,0.647262 -1994-07-01,,0.370014,,,,2.547457,13.0,8.269581,3.874218,,6.836777,,,4.775712,4.758684,2.390374,,1.588703,4.871577,0.640853 -1994-07-05,,0.380791,,,,2.581789,12.9375,8.143649,3.836785,,6.797029,,,4.754814,4.685468,2.431945,,1.585539,4.808921,0.640853 -1994-07-06,,0.375403,,,,2.595522,12.5,8.017714,3.921008,,6.876525,,,4.744364,4.831892,2.379982,,1.566551,4.777593,0.656874 -1994-07-07,,0.385282,,,,2.60239,13.1875,8.311559,3.930367,,6.8964,,,4.796614,4.685468,2.109765,,1.576045,4.824583,0.634445 -1994-07-08,,0.388874,,,,2.60239,13.375,8.185626,3.95844,,6.975902,,,4.838416,4.831892,2.068194,,1.591869,4.793257,0.647262 -1994-07-11,,0.387976,,,,2.595522,13.5,8.101673,3.95844,,6.936151,,,4.890666,4.831892,2.026621,,1.601363,4.808921,0.612015 -1994-07-12,,0.407734,,,,2.574924,13.375,8.311559,3.949082,,6.816905,,,4.880216,4.831892,2.026621,,1.569716,4.793257,0.634445 -1994-07-13,,0.426594,,,,2.574924,13.25,8.395516,3.9678,,6.777157,,,4.859315,4.978316,1.995443,,1.569716,4.793257,0.660079 -1994-07-14,,0.411327,,,,2.616121,13.0,8.395516,4.080094,,6.956025,,,4.838416,5.197944,1.974657,,1.588703,4.902907,0.701734 -1994-07-15,,0.405938,,,,2.629854,12.6875,8.47947,4.080094,,6.956025,,,4.848865,5.197944,1.964265,,1.588703,4.84025,0.714551 -1994-07-18,,0.407734,,,,2.629854,12.75,8.689354,4.126884,,6.995774,,,4.869765,5.12473,2.026621,,1.579209,4.855915,0.695325 -1994-07-19,,0.397855,,,,2.684786,12.375,8.64738,4.117527,,6.995774,,,4.890666,5.051522,2.005836,,1.57288,4.808921,0.685713 -1994-07-20,,0.382588,,,,2.67792,12.3125,8.563426,4.014589,,6.8964,,,4.890666,5.051522,1.891514,,1.522245,4.714937,0.711347 -1994-07-21,,0.402346,,,,2.664187,12.9375,8.64738,4.033305,,6.876525,,,4.880216,5.12473,1.943478,,1.531739,4.746265,0.724164 -1994-07-22,,0.445454,,,,2.725983,12.9375,8.521448,4.023946,,6.816905,,,4.838416,5.197944,1.953871,,1.51908,4.746265,0.733777 -1994-07-25,,0.455333,,,,2.739717,12.75,8.395516,4.06138,,6.777157,,,4.869765,5.417576,1.891514,,1.560221,4.793257,0.736981 -1994-07-26,,0.450842,,,,2.698518,12.8125,8.437493,4.098811,,6.797029,,,4.869765,5.271154,1.829156,,1.560221,4.793257,0.762615 -1994-07-27,,0.446352,,,,2.67792,12.8125,8.353536,4.04266,,6.717534,,,4.890666,5.12473,1.849943,,1.557056,4.699272,0.762615 -1994-07-28,,0.458027,,,,2.719119,12.875,8.311559,4.117527,,6.657912,,,4.932467,5.161339,1.912299,,1.557056,4.714937,0.732175 -1994-07-29,,0.484072,,,,2.767183,13.5,8.395516,4.173676,,6.677782,,,4.974266,5.051522,2.037015,,1.569716,4.808921,0.74339 -1994-08-01,,0.479581,,,,2.760318,13.5,8.47947,4.183032,,6.657912,,,5.026518,4.978316,2.078587,,1.712581,4.855915,0.736981 -1994-08-02,,0.467906,,,,2.746585,13.4375,8.395516,4.126884,,6.697662,,,4.953366,5.161339,2.099373,,1.768275,4.871577,0.74339 -1994-08-03,,0.475989,,,,2.725983,13.4375,8.395516,4.108168,,6.717534,,,4.953366,5.12473,2.037015,,1.761313,4.871577,0.740185 -1994-08-04,,0.477785,,,,2.664187,13.1875,8.185626,4.108168,,6.737407,,,4.963818,5.197944,2.265659,,1.761313,4.761928,0.692121 -1994-08-05,,0.477785,,,,2.691653,13.3125,8.227605,4.126884,,6.697662,,,4.942915,4.978316,2.265659,,1.743908,4.746265,0.711347 -1994-08-08,,0.48497,,,,2.719119,13.5625,8.185626,4.117527,,6.797029,,,5.005614,4.831892,2.255267,,1.743908,4.761928,0.730573 -1994-08-09,,0.483174,,,,2.684786,13.8125,8.101673,4.117527,,6.836777,,,5.148772,4.905097,2.286445,,1.771755,4.746265,0.736981 -1994-08-10,,0.497543,,,,2.650454,14.0625,8.101673,4.1456,,6.836777,,,5.181707,4.905097,2.30723,,1.813526,4.746265,0.74339 -1994-08-11,,0.493053,,,,2.616121,14.0625,8.101673,4.136243,,6.836777,,,5.10486,4.831892,2.400768,,1.817007,4.761928,0.730573 -1994-08-12,,0.49934,,,,2.643589,14.1875,8.059691,4.183032,,6.836777,,,5.29149,5.051522,2.51509,,1.810044,4.808921,0.724164 -1994-08-15,,0.550801,,,,2.67792,14.125,7.975737,4.164317,,6.797029,,,5.258555,4.758684,2.463125,,1.820488,4.808921,0.717755 -1994-08-16,,0.552789,,,,2.664187,14.0,8.143649,4.173676,,6.816905,,,5.214642,4.685468,2.494304,,1.858777,4.902907,0.69853 -1994-08-17,,0.556766,,,,2.629854,14.375,8.185626,4.1456,,6.737407,,,5.236596,4.758684,2.504697,,1.872701,4.871577,0.692121 -1994-08-18,,0.550801,,,,2.588655,14.25,8.101673,4.136243,,6.638039,,,5.214642,5.051522,2.452733,,1.917951,4.84025,0.704938 -1994-08-19,,0.554778,,,,2.629854,14.375,8.101673,4.154958,,6.657912,,,5.225618,4.978316,2.463125,,1.914471,4.855915,0.704938 -1994-08-22,,0.554778,,,,2.622989,14.375,8.059691,4.1456,,6.638039,,,5.203663,5.051522,2.577448,,1.91099,4.887241,0.72096 -1994-08-23,,0.556766,,,,2.67792,14.5,8.101673,4.117527,,6.657912,,,5.181707,4.758684,2.608626,,1.924913,4.934236,0.724164 -1994-08-24,,0.554778,,,,2.705386,14.5625,8.269581,4.108168,,6.638039,,,5.258555,4.685468,2.785306,,1.904029,4.965563,0.748196 -1994-08-25,,0.55776,,,,2.725983,14.5625,8.101673,4.089454,,6.598289,,,5.192684,4.685468,2.920414,,1.907509,4.934236,0.730573 -1994-08-26,,0.568697,,,,2.787783,14.6875,8.311559,4.126884,,6.638039,,,5.247577,4.831892,3.013951,,1.931875,4.965563,0.740185 -1994-08-29,,0.562731,,,,2.760318,14.5,8.227605,4.259708,,6.657912,,,5.247577,4.758684,2.993165,,1.921432,4.949901,0.749798 -1994-08-30,,0.576651,,,,2.746585,14.75,8.29844,4.269391,,6.538662,,,5.236596,4.978316,2.9412,,1.907509,4.918572,0.740185 -1994-08-31,,0.575656,,,,2.732852,14.5,8.29844,4.317796,,6.578413,,,5.225618,4.905097,2.9412,,1.900547,4.855915,0.724164 -1994-09-01,,0.556766,,,,2.760318,13.75,8.29844,4.288752,,6.518789,,,5.225618,4.905097,3.024343,,1.879663,4.808921,0.730573 -1994-09-02,,0.562731,,,,2.746585,14.0625,8.256314,4.269391,,6.558538,,,5.225618,4.978316,3.04513,,1.865739,4.808921,0.749798 -1994-09-06,,0.565714,,,,2.712251,13.9375,8.340563,4.259708,,6.538662,,,5.236596,4.978316,2.972378,,1.869219,4.793257,0.746594 -1994-09-07,,0.574662,,,,2.691653,13.8125,8.21419,4.201624,,6.618158,,,5.269532,4.978316,2.982772,,1.883144,4.761928,0.74339 -1994-09-08,,0.574662,,,,2.698518,14.0625,8.466936,4.191941,,6.578413,,,5.269532,4.978316,3.04513,,1.876181,4.777593,0.680906 -1994-09-09,,0.568697,,,,2.698518,13.9375,8.382687,4.162899,,6.538662,,,5.214642,4.831892,3.013951,,1.865739,4.667941,0.650466 -1994-09-12,,0.568697,,,,2.698518,13.75,8.466936,4.124174,,6.479041,,,5.170729,4.868498,2.993165,,1.858777,4.589622,0.660079 -1994-09-13,,0.569691,,,,2.719119,14.1875,8.761806,4.09513,,6.558538,,,5.181707,4.831892,3.04513,,1.858777,4.605286,0.684111 -1994-09-14,,0.558755,,,,2.760318,14.5,8.551183,4.114492,,6.598289,,,5.15975,4.831892,3.138667,,1.855297,4.620952,0.692121 -1994-09-15,,0.572674,,,,2.822116,14.6875,8.50906,4.124174,,6.657912,,,5.225618,4.685468,3.273773,,1.844854,4.636616,0.709745 -1994-09-16,,0.578639,,,,2.801516,15.0,8.382687,4.075767,,6.598289,,,5.29149,4.685468,3.242595,,1.810044,4.636616,0.704938 -1994-09-19,,0.56472,,,,2.77405,15.0,8.172069,3.94023,,6.598289,,,5.225618,4.758684,3.294559,,1.834411,4.542631,0.685713 -1994-09-20,,0.549806,,,,2.719119,14.8125,7.91932,3.833739,,6.518789,,,5.148772,4.685468,2.993165,,1.799602,4.542631,0.672896 -1994-09-21,,0.542847,,,,2.719119,14.5625,8.045692,3.814377,,6.498918,,,5.115836,4.831892,3.055522,,1.810044,4.573957,0.647262 -1994-09-22,,0.53887,,,,2.698518,14.875,8.045692,3.746608,,6.479041,,,5.082903,4.978316,3.159453,,1.827449,4.558294,0.615219 -1994-09-23,,0.539864,,,,2.67792,15.0,7.961447,3.678842,,6.518789,,,5.082903,4.831892,3.263381,,1.862257,4.526964,0.597595 -1994-09-26,,0.539864,,,,2.830593,14.75,7.961447,3.717567,,6.598289,,,5.10486,4.905097,3.180238,,1.893585,4.448645,0.595994 -1994-09-27,,0.53887,,,,2.801857,14.8125,7.961447,3.678842,,6.717534,,,5.049967,4.905097,3.201023,,1.931875,4.448645,0.615219 -1994-09-28,,0.53887,,,,2.801857,15.0,7.961447,3.717567,,6.916279,,,5.093884,4.758684,3.201023,,1.956241,4.464307,0.612015 -1994-09-29,,0.542847,,,,2.801857,14.8125,7.91932,3.814377,,6.777157,,,5.082903,4.831892,3.211415,,1.914471,4.448645,0.615219 -1994-09-30,,0.535887,,,,2.765935,14.875,7.877199,3.795014,,6.757281,,,5.049967,4.758684,3.252988,,1.924913,4.55541,0.591187 -1994-10-03,,0.526939,,,,2.737198,13.25,7.835075,3.76597,,6.618158,,,5.071927,4.685468,3.273773,,1.949279,4.506603,0.587983 -1994-10-04,,0.536882,,,,2.701277,12.5625,7.666576,3.669159,,6.482832,,,4.995079,4.612259,3.169844,,1.952759,4.457795,0.570359 -1994-10-05,,0.6025,,,,2.722831,12.625,7.835075,3.659477,,6.401798,,,4.995079,4.539053,3.138667,,1.924913,4.441525,0.576768 -1994-10-06,,0.576651,,,,2.701277,12.25,7.708702,3.640115,,6.543605,,,5.017034,4.539053,3.201023,,1.893585,4.441525,0.579972 -1994-10-07,,0.588581,,,,2.686908,12.3125,7.750827,3.659477,,6.665162,,,5.148772,4.685468,3.22181,,1.921432,4.571679,0.589585 -1994-10-10,,0.618408,,,,2.694092,12.625,7.877199,3.669159,,6.624643,,,5.148772,4.831892,3.252988,,1.980607,4.669295,0.595994 -1994-10-11,,0.630339,,,,2.780304,12.3125,8.00357,3.707884,,6.665162,,,5.181707,4.685468,3.398489,,2.025858,4.669295,0.647262 -1994-10-12,,0.670108,,,,2.880883,11.75,7.961447,3.76597,,6.543605,,,5.148772,4.758684,3.356917,,1.99801,4.799449,0.647262 -1994-10-13,,0.6542,,,,2.873699,11.625,8.172069,3.785333,,6.665162,,,5.236596,4.612259,3.242595,,2.004973,4.799449,0.65367 -1994-10-14,,0.6542,,,,2.895252,11.375,8.129944,3.92087,,6.70568,,,5.269532,4.685468,3.201023,,1.99801,4.864527,0.628036 -1994-10-17,,0.632327,,,,2.895252,11.8125,8.00357,3.872465,,6.685421,,,5.258555,4.465834,3.201023,,2.001491,4.897065,0.640853 -1994-10-18,,0.656189,,,,2.866515,11.6875,8.00357,3.862782,,6.665162,,,5.247577,4.465834,3.180238,,2.004973,4.897065,0.628036 -1994-10-19,,0.656189,,,,2.888068,11.5625,8.045692,3.901507,,6.70568,,,5.225618,4.392628,3.201023,,2.008453,4.864527,0.634445 -1994-10-20,,0.652212,,,,2.816226,11.75,7.91932,3.891825,,6.665162,,,5.258555,4.392628,3.242595,,2.004973,4.78318,0.634445 -1994-10-21,,0.678062,,,,2.722831,11.875,7.961447,3.804695,,6.624643,,,5.258555,4.392628,3.211415,,2.039782,4.734374,0.645659 -1994-10-24,,0.672096,,,,2.751566,12.3125,7.877199,3.707884,,6.482832,,,5.225618,4.465834,3.201023,,2.057185,4.604217,0.615219 -1994-10-25,,0.678062,,,,2.744384,12.125,7.835075,3.727245,,6.482832,,,5.302467,4.465834,3.169844,,2.02934,4.669295,0.624832 -1994-10-26,,0.688004,,,,2.751566,12.25,7.835075,3.77565,,6.503087,,,5.379314,4.319422,3.128273,,2.039782,4.718104,0.640853 -1994-10-27,,0.68005,,,,2.765935,12.9375,7.91932,3.804695,,6.584126,,,5.456161,4.392628,3.117879,,2.018897,4.815719,0.660079 -1994-10-28,,0.670108,,,,2.837778,13.1875,8.045692,3.853101,,6.685421,,,5.500073,4.465834,3.076309,,2.043262,4.864527,0.717755 -1994-10-31,,0.68701,,,,2.809041,13.1875,7.91932,3.833739,,6.786712,,,5.52203,4.539053,3.128273,,2.064147,4.945871,0.695325 -1994-11-01,,0.686015,,,,2.787488,12.875,7.961447,3.804695,,6.746193,,,5.423226,4.392628,3.138667,,2.046743,4.815719,0.690519 -1994-11-02,,0.658177,,,,2.77312,13.1875,8.045692,3.785333,,6.725939,,,5.445187,4.392628,3.211415,,2.060666,4.750642,0.717755 -1994-11-03,,0.660165,,,,2.787488,13.1875,7.91932,3.833739,,6.766456,,,5.500073,4.392628,3.492027,,2.057185,4.831988,0.724164 -1994-11-04,,0.642269,,,,2.75875,13.0,8.00357,3.814377,,6.584126,,,5.40127,4.392628,3.36731,,2.19723,4.734374,0.736981 -1994-11-07,,0.648235,,,,2.77312,12.8125,8.045692,3.795014,,6.644901,,,5.643636,4.026573,3.398489,,2.238688,4.685563,0.733777 -1994-11-08,,0.672096,,,,2.823409,12.875,8.045692,3.804695,,6.624643,,,5.609012,4.172997,3.388096,,2.242456,4.701834,0.736981 -1994-11-09,,0.662154,,,,2.801857,12.9375,8.08782,3.804695,,6.624643,,,5.562846,4.246203,3.533598,,2.295219,4.669295,0.724164 -1994-11-10,,0.657183,,,,2.801857,12.375,8.129944,3.804695,,6.563867,,,5.493598,4.172997,3.512812,,2.306526,4.685563,0.730573 -1994-11-11,,0.6542,,,,2.801857,12.25,7.961447,3.746608,,6.543605,,,5.482059,4.172997,3.523203,,2.298988,4.669295,0.724164 -1994-11-14,,0.676073,,,,2.801857,12.25,7.91932,3.717567,,6.766456,,,5.516683,4.026573,3.658312,,2.321601,4.734374,0.724164 -1994-11-15,,0.658177,,,,2.801857,12.375,7.91932,3.698204,,6.806973,,,5.528223,4.172997,3.637527,,2.29145,4.750642,0.717755 -1994-11-16,,0.651217,,,,2.830593,12.3125,7.877199,3.678842,,6.827237,,,5.597472,4.026573,3.637527,,2.314063,4.734374,0.730573 -1994-11-17,,0.636304,,,,2.801857,12.4375,7.624463,3.601392,,6.786712,,,5.620554,4.172997,3.554382,,2.287681,4.653026,0.72096 -1994-11-18,,0.694655,,,,2.801857,12.625,7.666576,3.50458,,6.786712,,,5.597472,4.026573,3.543991,,2.302757,4.604217,0.72096 -1994-11-21,,0.662093,,,,2.722831,12.8125,7.835075,3.465855,,6.928524,,,5.574386,4.099791,3.533598,,2.29145,4.587949,0.72136 -1994-11-22,,0.649068,,,,2.67254,12.4375,7.91932,3.388406,,6.827237,,,5.585928,4.026573,3.460848,,2.257532,4.457795,0.685713 -1994-11-23,,0.640385,,,,2.658172,12.375,7.91932,3.543304,,6.786712,,,5.585928,4.026573,3.388096,,2.185922,4.718104,0.672896 -1994-11-25,,0.655581,,,,2.658172,12.625,7.961447,3.543304,,6.806973,,,5.609012,3.880157,3.533598,,2.216073,4.685563,0.669692 -1994-11-28,,0.656666,,,,2.715645,12.6875,8.00357,3.654665,,6.70568,,,5.609012,3.880157,3.616741,,2.265069,4.636755,0.682508 -1994-11-29,,0.664264,,,,2.679725,12.6875,7.990379,3.644541,,6.725939,,,5.585928,3.880157,3.699885,,2.283914,4.78318,0.695325 -1994-11-30,,0.646898,,,,2.643802,12.625,7.863546,3.634419,,6.70568,,,5.574386,3.916757,3.679098,,2.332907,4.734374,0.687315 -1994-12-01,,0.628446,,,,2.622251,12.4375,7.609887,3.624294,,6.685421,,,5.482059,4.063181,2.733342,,2.29145,4.766912,0.669692 -1994-12-02,,0.634958,,,,2.708461,12.5,7.609887,3.695161,,6.685421,,,5.574386,4.319422,2.806092,,2.257532,4.864527,0.682508 -1994-12-05,,0.645812,,,,2.694092,12.5625,7.609887,3.685036,,6.685421,,,5.516683,4.246203,2.816485,,2.234918,4.945871,0.685713 -1994-12-06,,0.652324,,,,2.67254,12.3125,7.567608,3.725533,,6.665162,,,5.551305,4.063181,2.608626,,2.268837,5.010948,0.682508 -1994-12-07,,0.636044,,,,2.722831,12.0,7.567608,3.705285,,6.644901,,,5.609012,4.026573,2.608626,,2.246224,4.913333,0.650466 -1994-12-08,,0.623019,,,,2.650987,11.75,7.229396,3.543304,,6.604387,,,5.620554,3.953365,2.598233,,2.238688,4.815719,0.636047 -1994-12-09,,0.629531,,,,2.694092,11.875,7.271669,3.644541,,6.604387,,,5.6898,3.880157,2.598233,,2.268837,4.815719,0.634445 -1994-12-12,,0.633873,,,,2.722831,11.625,7.52533,3.644541,,6.604387,,,5.724423,3.880157,2.546268,,2.265069,4.864527,0.65367 -1994-12-13,,0.631702,,,,2.751566,11.375,7.567608,3.735656,,6.746193,,,5.632094,4.099791,2.483911,,2.253762,4.929605,0.669692 -1994-12-14,,0.657752,,,,2.801857,11.6875,7.652164,3.766026,,6.806973,,,5.632094,3.953365,2.41116,,2.310295,4.945871,0.663283 -1994-12-15,,0.644727,,,,2.816226,11.8125,7.652164,3.735656,,6.847491,,,5.597472,3.953365,2.483911,,2.314063,4.864527,0.663283 -1994-12-16,,0.646898,,,,2.888068,11.5625,7.778997,3.735656,,6.766456,,,5.70134,3.880157,2.463125,,2.314063,4.831988,0.696928 -1994-12-19,,0.679459,,,,2.873699,11.25,7.652164,3.776151,,6.70568,,,5.678256,3.880157,2.452733,,2.370597,4.848256,0.692121 -1994-12-20,,0.668606,,,,2.859331,11.4375,7.483058,3.760965,,6.746193,,,5.655176,3.880157,2.400768,,2.370597,4.831988,0.672896 -1994-12-21,,0.666435,,,,2.866515,11.4375,7.609887,3.695161,,6.746193,,,5.678256,3.953365,2.41116,,2.366828,4.78318,0.688917 -1994-12-22,,0.670776,,,,2.902436,11.4375,7.483058,3.604047,,6.624643,,,5.6898,3.953365,2.379982,,2.340444,4.766912,0.679304 -1994-12-23,,0.675118,,,,3.005675,11.4375,7.440779,3.685036,,6.70568,,,5.678256,3.953365,2.483911,,2.32537,4.766912,0.685713 -1994-12-27,,0.679459,,,,3.096296,12.0,7.187113,3.674913,,6.746193,,,5.70134,4.026573,2.452733,,2.329139,4.734374,0.695325 -1994-12-28,,0.679459,,,,3.088746,12.0625,7.271669,3.664789,,6.685421,,,5.70134,3.953365,2.431945,,2.336676,4.766912,0.695325 -1994-12-29,,0.685972,,,,3.118953,12.375,7.356222,3.624294,,6.644901,,,5.666717,3.880157,2.525483,,2.321601,4.750642,0.711347 -1994-12-30,,0.677289,,,,3.081193,12.4375,7.187113,3.654665,,6.543605,,,5.609012,4.026573,2.598233,,2.329139,4.844534,0.704938 -1995-01-03,,0.666435,,,,3.081193,12.5,7.060285,3.705285,,6.584126,,,5.597472,4.026573,2.598233,,2.29145,4.895176,0.685713 -1995-01-04,,0.683801,,,,3.081193,12.8125,7.313944,3.735656,,6.611398,,,5.620554,4.026573,2.722949,,2.287681,4.979575,0.672896 -1995-01-05,,0.675118,,,,3.088746,12.75,7.3985,3.766026,,6.714699,,,5.632094,3.953365,2.712555,,2.298988,5.03021,0.655272 -1995-01-06,,0.729388,,,,3.073643,13.9375,7.440779,3.755902,,6.714699,,,5.632094,4.026573,2.712555,,2.298988,5.047093,0.634445 -1995-01-09,,0.715549,,,,3.043434,14.4375,7.3985,3.755902,,6.694042,,,5.585928,4.026573,2.681376,,2.249993,5.080852,0.65367 -1995-01-10,,0.758694,,,,3.06609,14.5625,7.271669,3.816644,,6.714699,,,5.609012,3.880157,2.660591,,2.268837,5.03021,0.656874 -1995-01-11,,0.811878,,,,3.111402,14.3125,7.440779,3.766026,,6.652718,,,5.574386,3.84355,2.69177,,2.261299,5.03021,0.648864 -1995-01-12,,0.787999,,,,3.10385,15.875,7.271669,3.755902,,6.673376,,,5.574386,3.806943,2.681376,,2.253762,5.013333,0.644057 -1995-01-13,,0.779316,,,,3.14161,15.75,7.440779,3.877388,,6.673376,,,5.620554,3.953365,2.733342,,2.306526,5.182133,0.634445 -1995-01-16,,0.772804,,,,3.179368,15.9375,7.313944,3.928005,,6.797343,,,5.609012,3.880157,2.743734,,2.317833,5.249651,0.640853 -1995-01-17,,0.781487,,,,3.14161,15.75,7.271669,3.776151,,6.776681,,,5.666717,3.806943,2.733342,,2.336676,5.182133,0.62323 -1995-01-18,,0.792341,,,,3.156714,16.0625,7.187113,3.776151,,6.714699,,,5.735965,3.806943,2.702162,,2.396978,5.114614,0.628036 -1995-01-19,,0.796683,,,,3.081193,16.0,7.144841,3.725533,,6.776681,,,5.735965,3.733734,2.619019,,2.385672,5.03021,0.62323 -1995-01-20,,0.740242,,,,3.081193,15.6875,7.187113,3.715409,,6.735362,,,5.793671,3.84355,2.535876,,2.385672,4.945815,0.628036 -1995-01-23,,0.733729,,,,3.035882,15.375,7.271669,3.685036,,6.859326,,,5.886001,3.806943,2.556662,,2.404514,5.047093,0.615219 -1995-01-24,,0.722875,,,,3.043434,15.625,7.313944,3.705285,,6.818007,,,5.770587,3.697126,2.681376,,2.396978,5.097731,0.615219 -1995-01-25,,0.711749,,,,3.06609,15.25,7.356222,3.776151,,6.921306,,,5.793671,3.58731,2.650199,,2.393209,5.148374,0.60881 -1995-01-26,,0.685972,,,,3.081193,15.0625,7.3985,3.816644,,6.983287,,,5.828293,3.733734,2.650199,,2.427128,5.114614,0.610413 -1995-01-27,,0.692484,,,,3.050986,15.125,7.609887,3.836892,,7.148573,,,5.770587,3.660526,2.629412,,2.434666,5.232774,0.621627 -1995-01-30,,0.696826,,,,3.088746,14.875,7.69444,3.80652,,6.962629,,,5.770587,3.733734,2.598233,,2.412054,5.165255,0.615219 -1995-01-31,,0.701167,,,,3.111402,14.6875,7.73672,3.776151,,7.045273,,,5.770587,3.514102,2.577448,,2.464816,5.266532,0.615219 -1995-02-01,,0.696826,,,,3.088746,15.125,7.948102,3.735656,,7.024607,,,5.735965,3.33108,2.535876,,2.445973,5.215893,0.597595 -1995-02-02,,0.722875,,,,3.096296,15.4375,8.032655,3.766026,,6.941966,,,5.70134,3.514102,2.359196,,2.434666,5.249651,0.615219 -1995-02-03,,0.703338,,,,3.149162,15.6875,8.117211,3.968499,,7.107252,,,5.793671,3.440894,2.213694,,2.472355,5.350929,0.647262 -1995-02-06,,0.703338,,,,3.14161,15.8125,8.159486,4.059613,,7.08659,,,6.023963,3.367678,2.23448,,2.651347,5.367811,0.636047 -1995-02-07,,0.708765,,,,3.14161,15.25,8.117211,4.008996,,7.08659,,,6.036086,3.404285,2.203302,,2.663584,5.334052,0.65367 -1995-02-08,,0.734815,,,,3.14161,15.3125,8.159486,4.029243,,7.251883,,,6.060324,3.514102,2.182516,,2.720691,5.384692,0.666487 -1995-02-09,,0.757608,,,,3.156714,15.625,8.074933,3.968499,,7.107252,,,5.987598,3.660526,2.203302,,2.671743,5.350929,0.656874 -1995-02-10,,0.759779,,,,3.149162,15.75,7.990379,3.958377,,7.127914,,,5.999723,3.660526,2.23448,,2.655426,5.384692,0.650466 -1995-02-13,,0.822984,,,,3.179368,15.5,8.032655,3.978624,,7.107252,,,6.060324,3.880157,2.224087,,2.630953,5.40157,0.658477 -1995-02-14,,0.8077,,,,3.179368,15.375,8.074933,4.019118,,7.024607,,,6.096689,4.099791,2.192908,,2.626873,5.418449,0.672896 -1995-02-15,,0.800646,,,,3.239786,15.375,8.074933,4.069738,,7.08659,,,6.145169,3.989972,2.182516,,2.610558,5.452209,0.666487 -1995-02-16,,0.812403,,,,3.269991,15.5625,8.117211,4.069738,,6.941966,,,6.205771,4.099791,2.068194,,2.622795,5.367811,0.656874 -1995-02-17,,0.79947,,,,3.239786,15.375,7.990379,4.049492,,6.818007,,,6.145169,4.246203,2.057801,,2.655426,5.384692,0.650466 -1995-02-21,,0.771254,,,,3.25489,14.8125,8.032655,4.019118,,6.756024,,,6.205771,4.099791,2.026621,,2.626873,5.40157,0.634445 -1995-02-22,,0.767727,,,,3.330408,15.0,8.032655,4.10011,,6.776681,,,6.217894,4.172997,2.016229,,2.663584,5.384692,0.624832 -1995-02-23,,0.75597,,,,3.345512,14.75,8.032655,4.160851,,6.818007,,,6.181532,4.172997,2.026621,,2.6799,5.40157,0.63124 -1995-02-24,,0.733632,,,,3.307753,14.875,8.032655,4.120356,,6.776681,,,6.145169,4.099791,1.953871,,2.683979,5.384692,0.60881 -1995-02-27,,0.719523,,,,3.239786,14.75,7.905826,4.215199,,6.756024,,,6.169409,4.026573,1.777191,,2.683979,5.334052,0.605606 -1995-02-28,,0.743037,,,,3.307753,15.1875,8.032655,4.204659,,6.879983,,,6.193652,4.026573,1.80837,,2.708452,5.418449,0.612015 -1995-03-01,,0.752443,,,,3.42375,14.9375,8.24404,4.162508,,6.859326,,,6.163352,4.099791,1.901906,,2.708452,5.40157,0.63124 -1995-03-02,,0.752443,,,,3.360495,14.875,8.41315,4.215199,,6.838664,,,6.145169,3.953365,1.766799,,2.712532,5.367811,0.615219 -1995-03-03,,0.757146,,,,3.352589,15.75,8.455431,4.225734,,6.776681,,,6.133051,3.806943,1.766799,,2.732926,5.350929,0.628036 -1995-03-06,,0.74774,,,,3.336774,17.125,8.24404,4.194121,,6.735362,,,6.205771,3.806943,1.746014,,2.785954,5.283411,0.628036 -1995-03-07,,0.720699,,,,3.328865,16.8125,8.286323,4.120357,,6.590736,,,6.205771,3.733734,1.725227,,2.76148,5.148374,0.618423 -1995-03-08,,0.744213,,,,3.368402,16.75,8.286323,4.130894,,6.611398,,,6.278497,3.880157,1.694048,,2.720691,5.097731,0.628036 -1995-03-09,,0.74774,,,,3.368402,17.0625,8.201765,4.120357,,6.652718,,,6.254255,3.733734,1.683655,,2.704374,5.080852,0.640853 -1995-03-10,,0.743037,,,,3.463288,16.9375,8.370874,4.173045,,6.797343,,,6.302737,3.806943,1.704441,,2.671743,5.266532,0.647262 -1995-03-13,,0.717172,,,,3.45538,17.25,8.370874,4.173045,,6.838664,,,6.290619,3.880157,1.714833,,2.700296,5.249651,0.629638 -1995-03-14,,0.658387,,,,3.4791,17.4375,8.41315,4.225734,,6.921306,,,6.278497,4.026573,1.683655,,2.757401,5.266532,0.62323 -1995-03-15,,0.658387,,,,3.400031,17.3125,8.362215,4.215199,,6.879983,,,6.254255,3.953365,1.725227,,2.724769,5.317173,0.628036 -1995-03-16,,0.66309,,,,3.471193,17.5,8.404663,4.246812,,6.962629,,,6.32698,4.246203,1.787584,,2.765558,5.317173,0.65367 -1995-03-17,,0.660739,,,,3.431658,17.25,8.277317,4.204659,,7.045273,,,6.32698,4.099791,1.818763,,2.802269,5.317173,0.65367 -1995-03-20,,0.66309,,,,3.42375,17.25,8.362215,4.15197,,7.148573,,,6.314857,4.099791,1.829156,,2.822665,5.317173,0.647262 -1995-03-21,,0.681901,,,,3.439568,17.0,8.234874,4.078205,,6.900646,,,6.254255,4.172997,1.818763,,2.822665,5.249651,0.618423 -1995-03-22,,0.715996,,,,3.45538,16.625,8.234874,4.120357,,6.983287,,,6.363341,4.172997,1.787584,,2.855298,5.19901,0.592789 -1995-03-23,,0.698361,,,,3.447472,17.5,8.192427,4.141431,,6.983287,,,6.351221,4.246203,1.777191,,2.875692,5.232774,0.592789 -1995-03-24,,0.710118,,,,3.4791,17.1875,8.362215,4.120357,,7.045273,,,6.387581,4.246203,1.797977,,2.883851,5.215893,0.579972 -1995-03-27,,0.699537,,,,3.45538,17.4375,8.319767,4.194121,,7.169233,,,6.436064,4.172997,1.797977,,2.92056,5.19901,0.58638 -1995-03-28,,0.646631,,,,3.471193,17.375,8.447112,4.236276,,7.148573,,,6.399703,4.099791,1.829156,,2.912402,5.215893,0.6008 -1995-03-29,,0.646631,,,,3.4791,17.1875,8.659351,4.288964,,7.210554,,,6.436064,4.099791,1.797977,,2.883851,5.19901,0.602402 -1995-03-30,,0.665441,,,,3.463288,17.125,8.659351,4.299502,,7.045273,,,6.411822,4.099791,1.777191,,2.802269,5.19901,0.605606 -1995-03-31,,0.66309,,,,3.415845,16.9375,8.701795,4.278426,,6.941966,,,6.460307,4.099791,1.797977,,2.798192,5.278759,0.615219 -1995-04-03,,0.667793,,,,3.45538,17.0625,8.82914,4.267889,,6.879983,,,6.423948,4.246203,1.829156,,2.838982,5.331201,0.60881 -1995-04-04,,0.637225,,,,3.471193,17.5,8.786691,4.267889,,7.12467,,,6.52091,4.319422,1.901906,,2.847139,5.401117,0.618423 -1995-04-05,,0.653684,,,,3.471193,17.375,8.82914,4.331117,,7.103592,,,6.593634,4.356019,2.037015,,2.847139,5.488513,0.624832 -1995-04-06,,0.691307,,,,3.494914,17.6875,8.616901,4.415421,,7.166826,,,6.472426,4.465834,1.943478,,2.838982,5.733222,0.656874 -1995-04-07,,0.691307,,,,3.471193,18.4375,8.532006,4.447035,,7.2933,,,6.484547,4.539053,1.901906,,2.838982,5.680786,0.642455 -1995-04-10,,0.688955,,,,3.4791,18.375,8.616901,4.457573,,7.272223,,,6.484547,4.539053,1.953871,,2.847139,5.663304,0.637649 -1995-04-11,,0.710118,,,,3.463288,16.75,8.532006,4.447035,,7.230064,,,6.472426,4.539053,1.995443,,2.875692,5.610867,0.63124 -1995-04-12,,0.733632,,,,3.463288,17.25,8.447112,4.383808,,7.2933,,,6.484547,4.685468,2.005836,,2.883851,5.593387,0.644057 -1995-04-13,,0.719523,,,,3.4791,17.4375,8.616901,4.362731,,7.2933,,,6.50879,4.612259,1.974657,,2.932798,5.610867,0.656874 -1995-04-17,,0.721875,,,,3.407939,16.8125,8.616901,4.299502,,7.314379,,,6.52091,4.685468,1.974657,,2.912402,5.680786,0.652068 -1995-04-18,,0.705415,,,,3.415845,16.9375,8.57445,4.246812,,7.230064,,,6.593634,4.648866,1.849943,,2.883851,5.855579,0.652068 -1995-04-19,,0.684252,,,,3.463288,16.375,8.48956,4.257348,,7.314379,,,6.642116,4.539053,2.140944,,2.826744,5.768182,0.652068 -1995-04-20,,0.707766,,,,3.415845,16.75,8.404663,4.194121,,7.2933,,,6.763324,4.539053,2.203302,,2.806349,5.785661,0.634445 -1995-04-21,,0.735983,,,,3.4791,17.0,8.319767,4.215199,,7.272223,,,6.714839,4.685468,2.130551,,2.802269,5.733222,0.628036 -1995-04-24,,0.733632,,,,3.51073,17.4375,8.277317,4.225734,,7.398699,,,6.751205,4.648866,2.078587,,2.830822,5.838098,0.605606 -1995-04-25,,0.710118,,,,3.526544,17.5625,8.065082,4.278426,,7.419774,,,6.787564,4.575653,2.057801,,2.790033,5.873056,0.605606 -1995-04-26,,0.719523,,,,3.534449,18.125,8.065082,4.288964,,7.398699,,,6.763324,4.612259,2.140944,,2.830822,5.855579,0.602402 -1995-04-27,,0.712469,,,,3.566079,18.25,8.107527,4.288964,,7.419774,,,6.751205,4.685468,2.224087,,2.798192,5.820621,0.605606 -1995-04-28,,0.719523,,,,3.542357,18.0,8.065082,4.215199,,7.44085,,,6.739081,4.685468,2.276053,,2.826744,5.838098,0.602402 -1995-05-01,,0.719523,,,,3.566079,17.625,7.810397,4.194121,,7.567327,,,6.872408,4.685468,2.224087,,2.757401,5.80314,0.628036 -1995-05-02,,0.717172,,,,3.558172,17.375,7.852841,4.215199,,7.567327,,,6.872408,4.685468,2.213694,,2.794112,5.820621,0.636047 -1995-05-03,,0.717172,,,,3.581895,17.375,7.980186,4.257348,,7.588404,,,6.860284,4.758684,2.224087,,2.855298,5.908018,0.640853 -1995-05-04,,0.724226,,,,3.613519,17.375,8.065082,4.341655,,7.672716,,,6.884531,4.685468,2.08898,,2.847139,6.047852,0.685713 -1995-05-05,,0.73128,,,,3.629335,17.3125,8.149978,4.447035,,7.588404,,,6.884531,4.685468,1.985051,,2.851218,6.047852,0.682508 -1995-05-08,,0.761848,,,,3.700498,17.6875,8.107527,4.520801,,7.672716,,,6.896652,4.685468,2.08898,,3.043966,6.152727,0.687315 -1995-05-09,,0.775957,,,,3.708407,17.9375,7.980186,4.584029,,7.714882,,,7.073812,4.685468,2.109765,,3.01322,6.205165,0.666487 -1995-05-10,,0.779483,,,,3.740034,18.5625,7.980186,4.584029,,7.651642,,,7.111777,4.831892,2.099373,,2.991257,6.205165,0.682508 -1995-05-11,,0.771254,,,,3.692592,18.5,8.277317,4.531337,,7.546247,,,7.073812,4.758684,2.099373,,2.995651,6.222646,0.717755 -1995-05-12,,0.820633,,,,3.732125,17.8125,8.57445,4.552414,,7.609485,,,7.073812,4.831892,2.192908,,2.881444,6.292563,0.746594 -1995-05-15,,0.820633,,,,3.645149,17.875,8.701795,4.626181,,7.73596,,,7.137087,5.051522,2.244874,,2.85509,6.27508,0.778637 -1995-05-16,,0.822984,,,,3.597707,17.8125,8.532006,4.66833,,7.546247,,,7.213011,4.978316,2.203302,,2.929762,6.362479,0.767422 -1995-05-17,,0.827687,,,,3.637241,17.5625,8.447112,4.626181,,7.335458,,,7.213011,4.831892,2.140944,,2.92537,6.292563,0.746594 -1995-05-18,,0.81593,,,,3.573987,17.375,8.319767,4.605105,,7.272223,,,7.149739,4.758684,2.151336,,2.877053,6.292563,0.748196 -1995-05-19,,0.804173,,,,3.573987,17.4375,8.404663,4.531337,,7.187909,,,7.086465,4.758684,2.16173,,2.956116,6.222646,0.746594 -1995-05-22,,0.830038,,,,3.613519,17.3125,8.362215,4.594565,,7.44085,,,7.073812,4.685468,2.182516,,2.942939,6.379959,0.765819 -1995-05-23,,0.825336,,,,3.645149,17.5625,8.404663,4.66833,,7.314379,,,7.187701,4.685468,2.203302,,2.9649,6.572231,0.788249 -1995-05-24,,0.818281,,,,3.613519,17.4375,8.149978,4.7421,,7.335458,,,7.238318,4.758684,2.182516,,3.01761,6.432396,0.794658 -1995-05-25,,0.81593,,,,3.573987,17.0625,8.192427,4.7421,,7.483005,,,7.225668,4.685468,2.182516,,3.08789,6.537271,0.797862 -1995-05-26,,0.870424,,,,3.566079,17.0,8.065082,4.699567,,7.356537,,,7.061159,4.685468,2.047407,,3.039573,6.467356,0.778637 -1995-05-30,,0.856405,,,,3.581895,16.4375,8.107527,5.070664,,7.398699,,,7.111777,4.685468,2.005836,,3.039573,6.379959,0.74339 -1995-05-31,,0.847485,,,,3.66887,16.5,8.447112,5.185124,,7.588404,,,7.225668,4.685468,2.026621,,3.096676,6.449875,0.744992 -1995-06-01,,0.860229,,,,3.66887,16.9375,8.404663,5.196571,,7.567327,,,7.213011,4.758684,2.016229,,3.136207,6.554752,0.759411 -1995-06-02,,0.858954,,,,3.5898,17.0625,8.447112,5.219464,,7.525172,,,7.149739,4.758684,2.047407,,3.123029,6.67711,0.781841 -1995-06-05,,0.886991,,,,3.660963,17.3125,8.447112,5.230909,,7.672716,,,7.187701,4.758684,2.068194,,3.101068,6.572231,0.813883 -1995-06-06,,0.897187,,,,3.645149,17.0,8.57445,5.185124,,7.672716,,,7.162393,4.758684,2.078587,,3.127423,6.572231,0.797862 -1995-06-07,,0.879345,,,,3.629335,16.875,8.616901,5.116448,,7.609485,,,7.187701,4.685468,2.172122,,3.096676,6.519795,0.8267 -1995-06-08,,0.875522,,,,3.597707,17.1875,8.56576,5.013434,,7.630566,,,7.200356,4.795284,2.192908,,3.118638,6.292563,0.861947 -1995-06-09,,0.886991,,,,3.518637,17.1875,8.523149,4.921863,,7.651642,,,7.149739,4.685468,2.255267,,3.127423,6.152727,0.865152 -1995-06-12,,0.90069,,,,3.5898,17.25,8.69361,4.956201,,7.672716,,,7.12443,4.831892,2.317624,,3.096676,6.257604,0.865152 -1995-06-13,,0.897187,,,,3.637241,17.625,8.906687,5.082109,,7.757039,,,7.137087,4.722075,2.296838,,3.118638,6.467356,0.868356 -1995-06-14,,0.88954,,,,3.653057,17.875,9.034533,5.04777,,7.757039,,,7.149739,4.795284,2.328016,,3.127423,6.502315,0.874764 -1995-06-15,,0.88954,,,,3.653057,17.6875,8.949301,5.001986,,7.693799,,,7.225668,4.795284,2.390374,,3.118638,6.432396,0.887582 -1995-06-16,,0.894638,,,,3.629335,17.375,9.034533,5.036324,,7.862432,,,7.301591,4.722075,2.369589,,3.153777,6.345,0.87156 -1995-06-19,,0.904833,,,,3.660963,18.5,9.162382,5.116448,,7.967828,,,7.250975,4.795284,2.33841,,3.166956,6.554752,0.906807 -1995-06-20,,0.966005,,,,3.621428,18.25,9.077154,5.127895,,7.862432,,,7.09912,4.758684,2.317624,,3.127423,6.659628,0.890786 -1995-06-21,,1.006786,,,,3.613519,17.6875,9.162382,5.173677,,7.820272,,,7.010539,4.685468,2.317624,,3.219664,6.69459,0.89399 -1995-06-22,,1.001688,,,,3.621428,18.3125,9.162382,5.253801,,7.967828,,,6.98523,4.648866,2.30723,,3.28555,6.764505,0.935645 -1995-06-23,,0.994042,,,,3.613519,19.4375,9.162382,5.150787,,7.946746,,,7.061159,4.612259,2.30723,,3.303119,6.67711,0.942054 -1995-06-26,,0.981298,,,,3.597707,18.4375,8.778842,5.116448,,7.778115,,,7.09912,4.539053,2.244874,,3.263588,6.642149,0.93885 -1995-06-27,,0.945614,,,,3.5898,18.125,8.86407,5.013434,,7.904591,,,7.149739,4.539053,2.244874,,3.21527,6.589711,0.913215 -1995-06-28,,0.950712,,,,3.5898,18.3125,9.162382,5.024879,,7.967828,,,7.301591,4.539053,2.23448,,3.24986,6.747022,0.89399 -1995-06-29,,0.963456,,,,3.542357,18.25,9.034533,4.944754,,7.88351,,,7.288936,4.502442,2.224087,,3.232839,6.642149,0.908409 -1995-06-30,,0.946889,,,,3.729847,18.25,9.119773,4.910416,,8.031061,,,7.149739,4.465834,2.213694,,3.237234,6.607192,0.913215 -1995-07-03,,0.957084,,,,3.775331,18.125,9.034533,4.944754,,8.009983,,,7.175048,4.465834,2.23448,,3.28555,6.787758,0.910011 -1995-07-05,,0.948163,,,,3.820817,17.6875,9.034533,4.99054,,7.820272,,,7.162393,4.539053,2.286445,,3.232839,6.805811,0.921226 -1995-07-06,,0.958359,,,,3.903519,17.6875,9.204998,5.070664,,8.090855,,,7.314245,4.612259,2.276053,,3.188916,6.986339,0.980505 -1995-07-07,,0.991493,,,,3.96968,17.75,9.119773,5.104999,,8.047934,,,7.250975,4.905097,2.30723,,3.083499,7.130757,1.010946 -1995-07-10,,0.991493,,,,3.953141,17.0625,8.949301,5.036324,,7.876244,,,7.175048,4.978316,2.296838,,3.118638,7.383495,0.964484 -1995-07-11,,0.960907,,,,3.903519,17.1875,8.86407,5.082109,,7.854786,,,7.225668,4.905097,2.255267,,3.144992,7.221019,0.950065 -1995-07-12,,0.958359,,,,3.911791,17.875,9.034533,5.127895,,8.069395,,,7.276282,4.831892,2.255267,,3.127423,7.275178,0.972494 -1995-07-13,,0.971102,,,,3.870439,17.4375,8.821457,5.162233,,8.005011,,,7.276282,4.795284,2.255267,,3.197702,7.329335,1.002935 -1995-07-14,,0.994042,,,,3.84563,17.4375,8.86407,5.104999,,7.962086,,,7.250975,4.685468,2.265659,,3.224056,7.148811,0.970893 -1995-07-17,,0.99914,,,,3.9366,17.1875,9.119773,5.082109,,7.940627,,,7.314245,4.685468,2.276053,,3.232839,6.950232,0.967688 -1995-07-18,,0.981298,,,,3.903519,16.875,9.119773,5.173677,,7.897705,,,7.26363,4.612259,2.255267,,3.28555,7.184916,0.948463 -1995-07-19,,0.927773,,,,3.84563,16.3125,9.162382,5.116448,,8.047934,,,7.3269,4.539053,2.213694,,3.26798,7.239071,0.91642 -1995-07-20,,0.959633,,,,3.92833,16.3125,9.290231,5.173677,,8.348391,,,7.402826,4.685468,2.296838,,3.171349,7.473757,0.91642 -1995-07-21,,0.892089,,,,3.961411,16.125,9.375458,5.082109,,8.219622,,,7.415485,4.685468,2.255267,,3.241626,7.275178,0.954871 -1995-07-24,,0.925224,,,,3.944872,16.75,9.204998,5.04777,,8.326929,,,7.364863,4.612259,2.244874,,3.25041,7.473757,0.993322 -1995-07-25,,0.93287,,,,3.944872,16.8125,9.204998,5.139343,,8.369851,,,7.3269,4.612259,2.213694,,3.28555,7.527914,1.047795 -1995-07-26,,0.925224,,,,3.92006,16.5625,9.162382,5.208018,,8.284005,,,7.377517,4.685468,2.203302,,3.32069,7.50986,1.041386 -1995-07-27,,0.954535,,,,3.92006,16.75,9.247614,5.173677,,8.176702,,,7.364863,4.539053,2.192908,,3.443678,7.527914,1.041386 -1995-07-28,,0.927773,,,,3.886979,16.625,9.077154,5.139343,,8.19816,,,7.276282,4.685468,2.151336,,3.478817,7.50986,0.993322 -1995-07-31,,0.917577,,,,3.903519,16.3125,9.077154,5.139343,,8.262542,,,7.339554,4.539053,2.16173,,3.557882,7.455705,0.958075 -1995-08-01,,0.886991,,,,3.878709,15.8125,8.86407,5.139343,,8.133778,,,7.225668,4.685468,2.244874,,3.610591,7.365441,1.009343 -1995-08-02,,0.904833,,,,3.796006,15.5,8.821457,5.208018,,8.412771,,,7.213011,4.539053,2.172122,,3.660152,7.564018,1.009343 -1995-08-03,,0.917577,,,,3.796006,15.875,8.69361,5.208018,,8.584464,,,7.225668,4.612259,1.933086,,3.605794,7.618176,0.986914 -1995-08-04,,0.902284,,,,3.812548,16.0,8.736225,5.253801,,8.520079,,,7.149739,4.758684,1.995443,,3.605794,7.636231,0.980505 -1995-08-07,,0.884443,,,,3.886979,16.125,8.650995,5.356821,,8.369851,,,7.137087,4.831892,1.985051,,3.596733,7.618176,0.966086 -1995-08-08,,0.866601,,,,3.903519,16.125,8.69361,5.448389,,8.434237,,,7.12443,4.685468,1.943478,,3.578614,7.798705,0.970893 -1995-08-09,,0.879345,,,,3.878709,16.5,8.523149,5.459832,,8.434237,,,7.175048,4.758684,1.974657,,3.632975,7.762595,0.974097 -1995-08-10,,0.871698,,,,3.837358,16.5,8.480531,5.459832,,8.434237,,,7.39968,4.758684,1.922692,,3.632975,7.690387,0.970893 -1995-08-11,,0.87807,,,,3.820817,16.75,8.437917,5.32248,,8.391314,,,7.333612,4.685468,1.901906,,3.551435,7.600123,0.964484 -1995-08-14,,0.884443,,,,3.878709,17.25,8.395299,5.311036,,8.348391,,,7.386468,4.539053,1.901906,,3.660152,7.654283,0.958075 -1995-08-15,,0.898461,,,,3.878709,17.25,8.437917,5.368265,,8.348391,,,7.360039,4.539053,1.901906,,3.605794,7.654283,0.993322 -1995-08-16,,0.982286,,,,3.853898,17.6875,8.608377,5.448389,,8.284005,,,7.320396,4.319422,1.933086,,3.488016,7.798705,1.028569 -1995-08-17,,0.985046,,,,3.812548,17.75,8.608377,5.436941,,8.262542,,,7.25433,4.392628,1.943478,,3.488016,7.690387,1.022161 -1995-08-18,,0.990564,,,,3.787737,17.5625,8.608377,5.482727,,8.326929,,,7.280757,4.465834,1.953871,,3.488016,7.744544,1.018957 -1995-08-21,,0.974009,,,,3.804276,17.1875,8.650995,5.471277,,8.348391,,,7.267545,4.319422,2.005836,,3.551435,7.726493,1.022161 -1995-08-22,,0.987805,,,,3.804276,16.875,8.608377,5.482727,,8.391314,,,7.25433,4.612259,2.057801,,3.488016,7.726493,1.015752 -1995-08-23,,1.00436,,,,3.787737,16.75,8.437917,5.459832,,8.241084,,,7.227899,4.539053,2.078587,,3.542374,7.726493,1.025365 -1995-08-24,,1.009879,,,,3.820817,16.75,8.395299,5.528511,,8.326929,,,7.25433,4.685468,2.08898,,3.542374,7.726493,1.017354 -1995-08-25,,0.987805,,,,3.862168,16.4375,8.56576,5.824471,,8.477156,,,7.346826,4.831892,2.068194,,3.506136,7.852861,1.022161 -1995-08-28,,0.949176,,,,3.886979,16.125,8.352684,5.883663,,8.520079,,,7.280757,4.905097,2.016229,,3.478957,8.683276,1.002935 -1995-08-29,,0.951935,,,,3.89525,16.5,8.56576,5.836308,,8.541538,,,7.267545,4.905097,2.120158,,3.515196,8.57496,0.974097 -1995-08-30,,0.957453,,,,3.903519,16.6875,8.523149,5.86018,,8.605922,,,7.25433,4.978316,2.140944,,3.605794,8.520808,1.002935 -1995-08-31,,0.949176,,,,3.89525,16.875,8.38623,5.86018,,8.69177,,,7.267545,4.905097,2.244874,,3.578614,8.412486,1.025365 -1995-09-01,,0.947796,,,,3.886979,16.875,8.514586,5.872114,,8.563002,,,7.373255,5.12473,2.265659,,3.478957,8.376386,1.010946 -1995-09-05,,0.960213,,,,3.886979,17.3125,8.514586,5.812436,,8.627386,,,7.439321,5.12473,2.265659,,3.469896,8.412486,1.028569 -1995-09-06,,0.965731,,,,3.92833,17.5625,8.471806,5.872114,,8.75615,,,7.426109,5.161339,2.265659,,3.478957,8.502754,1.050999 -1995-09-07,,0.987805,,,,3.911791,17.5625,8.557376,5.95566,,8.777613,,,7.545034,5.344363,2.265659,,3.460837,8.448594,1.073429 -1995-09-08,,0.987805,,,,3.886979,17.125,8.471806,6.063079,,8.841996,,,7.531817,5.271154,2.33841,,3.406477,8.538857,1.079837 -1995-09-11,,0.976768,,,,3.89525,17.0625,8.600163,6.134691,,8.841996,,,7.558243,5.271154,2.452733,,3.406477,8.665226,1.105471 -1995-09-12,,0.947796,,,,3.96968,17.3125,8.685738,6.146622,,8.841996,,,7.677172,5.197944,2.473518,,3.415538,8.701328,1.092654 -1995-09-13,,0.93538,,,,4.01103,17.5,8.728524,6.182427,,8.906384,,,7.756451,5.051522,2.400768,,3.460837,8.665226,1.11188 -1995-09-14,,0.882954,,,,4.126812,17.25,8.685738,6.277907,,9.163916,,,7.809305,5.152183,2.328016,,3.497077,8.737437,1.115085 -1995-09-15,,0.7919,,,,4.226056,17.0,8.771309,6.385325,,9.357065,,,7.782878,5.12473,2.276053,,3.515196,8.809648,1.076633 -1995-09-18,,0.809835,,,,4.126812,17.1875,8.814095,6.349521,,9.314139,,,7.677172,5.12473,2.265659,,3.596733,8.629121,1.076633 -1995-09-19,,0.811214,,,,4.102002,17.0625,8.600163,6.516613,,9.292676,,,7.743237,5.271154,2.328016,,3.623913,8.737437,1.105471 -1995-09-20,,0.808455,,,,4.102002,17.1875,8.642948,6.540483,,9.378525,,,7.716811,5.197944,2.369589,,3.542374,8.737437,1.11188 -1995-09-21,,0.816733,,,,4.110273,16.5625,8.514586,6.504677,,9.335602,,,7.677172,5.12473,2.317624,,3.678271,8.484695,1.076633 -1995-09-22,,0.818112,,,,4.168166,16.5625,8.557376,6.492744,,9.314139,,,7.650742,5.271154,2.286445,,3.768871,8.448594,1.08945 -1995-09-25,,0.828114,,,,4.259135,15.5625,8.471806,6.445001,,9.271218,,,7.690384,5.12473,2.244874,,3.832288,8.466649,1.070225 -1995-09-26,,0.82501,,,,4.250866,14.875,8.557376,6.409197,,9.292676,,,7.58467,4.978316,2.224087,,3.850408,8.520808,1.102267 -1995-09-27,,0.800177,,,,4.36842,14.5625,8.429014,6.492744,,9.399988,,,7.6111,4.978316,2.192908,,3.895706,8.665226,1.079837 -1995-09-28,,0.833288,,,,4.351223,15.0,8.600163,6.504677,,9.399988,,,7.663955,4.905097,2.192908,,3.886645,8.809648,1.083042 -1995-09-29,,0.822251,,,,4.385621,14.5625,8.471806,6.421134,,9.442911,,,7.637529,4.978316,2.182516,,3.868525,8.791589,0.970893 -1995-10-02,,0.830529,,,,4.36842,14.3125,8.471806,6.504677,,9.335602,,,7.58467,4.978316,2.109765,,3.859467,8.75549,0.964484 -1995-10-03,,0.830529,,,,4.342623,14.4375,8.300658,6.612094,,9.378525,,,7.650742,4.831892,2.068194,,4.013484,9.0517,0.922828 -1995-10-04,,0.802936,,,,4.377023,13.75,8.172295,6.683707,,9.421448,,,7.769666,4.978316,1.995443,,4.085963,9.368977,0.881173 -1995-10-05,,0.805696,,,,4.334024,13.625,8.172295,6.647899,,9.478277,,,7.743237,4.831892,1.974657,,4.013484,9.331652,0.919624 -1995-10-06,,0.787761,,,,4.325426,13.6875,8.129511,6.659838,,9.456483,,,7.782878,4.978316,1.974657,,4.076902,9.40631,0.929237 -1995-10-09,,0.768446,,,,4.325426,13.125,8.257867,6.683707,,9.674376,,,7.769666,4.831892,1.943478,,4.085963,9.387642,0.897194 -1995-10-10,,0.765687,,,,4.308226,12.5,8.172295,6.600162,,9.696164,,,7.796092,4.831892,1.953871,,3.986304,9.462295,0.881173 -1995-10-11,,0.769826,,,,4.273831,13.4375,7.872785,6.659838,,9.652584,,,7.743237,4.758684,2.005836,,4.013484,9.499623,0.929237 -1995-10-12,,0.779483,,,,4.325426,13.875,7.829997,6.886604,,9.434693,,,7.716811,4.831892,2.08898,,4.14032,9.574273,0.935645 -1995-10-13,,0.794659,,,,4.334024,13.8125,7.915573,6.838864,,9.500062,,,7.901803,4.831892,2.057801,,4.131261,9.574273,0.935645 -1995-10-16,,0.797418,,,,4.325426,13.5,7.701637,6.80306,,9.325748,,,7.875374,4.831892,2.068194,,4.221858,9.424964,0.919624 -1995-10-17,,0.808455,,,,4.402818,13.9375,7.787219,6.862734,,9.500062,,,7.901803,4.905097,2.016229,,4.239979,9.368977,0.929237 -1995-10-18,,0.82501,,,,4.420015,13.8125,7.787219,6.934344,,9.434693,,,7.901803,4.722075,2.078587,,4.285276,9.145024,0.96929 -1995-10-19,,0.767066,,,,4.488811,13.4375,7.829997,6.850799,,9.739745,,,7.941441,4.685468,2.016229,,4.348695,9.0517,0.977301 -1995-10-20,,0.775344,,,,4.445814,13.0625,7.872785,6.683707,,9.630795,,,8.007516,4.685468,1.953871,,4.421173,8.79042,0.980505 -1995-10-23,,0.775344,,,,4.36842,13.75,7.744423,6.755317,,9.652584,,,7.928235,4.685468,1.901906,,4.312457,8.865069,0.98371 -1995-10-24,,0.775344,,,,4.334024,13.125,7.701637,6.624033,,9.848688,,,8.007516,4.722075,1.870728,,4.412115,8.510471,0.982108 -1995-10-25,,0.767066,,,,4.334024,12.75,7.701637,6.289848,,9.8269,,,8.086791,4.722075,1.849943,,4.421173,8.417151,0.975699 -1995-10-26,,0.769826,,,,4.299627,12.5,7.487702,6.2063,,9.587221,,,7.928235,4.612259,1.829156,,4.321517,8.398486,0.980505 -1995-10-27,,0.767066,,,,4.282428,12.25,7.573282,6.445001,,9.565431,,,7.888587,4.685468,1.818763,,4.267157,8.715769,0.990118 -1995-10-30,,0.778103,,,,4.342623,12.25,7.487702,6.301781,,9.565431,,,8.033935,4.575653,1.777191,,4.221858,8.641109,1.009343 -1995-10-31,,0.801557,,,,4.351223,11.75,7.402135,6.277907,,9.739745,,,8.073585,4.539053,1.725227,,4.158442,8.491806,1.006139 -1995-11-01,,0.808455,,,,4.282428,11.375,7.616066,6.385325,,9.805115,,,8.113221,4.465834,1.787584,,4.285276,8.715769,1.023763 -1995-11-02,,0.808455,,,,4.36842,11.625,8.043931,6.540483,,9.914057,,,7.954657,4.392628,1.974657,,4.249037,9.014379,1.018957 -1995-11-03,,0.805696,,,,4.316825,11.4375,8.001145,6.445001,,9.805115,,,8.047153,4.392628,1.933086,,4.212798,8.865069,1.025365 -1995-11-06,,0.841566,,,,4.325426,11.25,7.958363,6.445001,,9.739745,,,7.967872,4.429236,1.901906,,4.221858,8.715769,1.028569 -1995-11-07,,0.874676,,,,4.36842,11.25,8.086716,6.385325,,9.761534,,,7.888587,4.392628,1.912299,,4.330576,8.603783,1.022161 -1995-11-08,,0.858121,,,,4.463013,10.5,8.086716,6.48081,,9.739745,,,8.100008,4.539053,1.943478,,4.521095,8.865069,1.025365 -1995-11-09,,0.869158,,,,4.471613,11.1875,8.236478,6.624033,,9.652584,,,8.347547,4.465834,1.891514,,4.43737,8.883739,1.050999 -1995-11-10,,0.877436,,,,4.514608,10.875,8.172295,6.624033,,9.543638,,,8.306292,4.465834,1.849943,,4.353648,8.883739,1.041386 -1995-11-13,,0.902269,,,,4.514608,10.5625,8.172295,6.588225,,9.521847,,,8.402556,4.758684,1.881121,,4.335041,8.753094,1.084644 -1995-11-14,,0.916065,,,,4.506008,10.5,8.001145,6.528552,,9.434693,,,8.443811,4.612259,1.849943,,4.390856,8.473141,1.079837 -1995-11-15,,0.905028,,,,4.540407,10.8125,8.129511,6.468874,,9.412908,,,8.553826,4.685468,1.829156,,4.530398,8.454475,1.076633 -1995-11-16,,0.881574,,,,4.652198,10.875,8.129511,6.600162,,9.412908,,,8.56758,4.905097,1.849943,,4.455979,8.603783,1.140719 -1995-11-17,,0.885713,,,,4.609201,10.75,8.043931,6.755317,,9.412908,,,8.732604,4.868498,1.80837,,4.428068,8.753094,1.105471 -1995-11-20,,0.852603,,,,4.574802,10.6875,8.300658,6.707577,,9.347538,,,8.732604,4.905097,1.787584,,4.418766,8.771754,1.092654 -1995-11-21,,0.933837,,,,4.634999,10.25,8.38623,6.767253,,9.412908,,,8.773865,4.941708,1.756406,,4.428068,8.977047,1.102267 -1995-11-22,,0.933837,,,,4.557606,10.1875,8.38623,6.80306,,9.347538,,,8.663846,4.978316,1.933086,,4.353648,9.014379,1.127901 -1995-11-24,,0.971614,,,,4.540407,10.375,8.471806,6.80306,,9.369329,,,8.650091,4.905097,1.933086,,4.344344,8.977047,1.121493 -1995-11-27,,0.95197,,,,4.497407,10.375,8.471806,6.922413,,9.391116,,,8.705102,4.905097,1.860335,,4.316434,8.846404,1.070225 -1995-11-28,,0.967081,,,,4.609201,10.3125,8.38623,6.862734,,9.434693,,,8.705102,5.197944,1.80837,,4.344344,8.846404,1.100665 -1995-11-29,,0.948948,,,,4.652198,10.5625,8.463559,7.066973,,9.456483,,,8.663846,5.12473,1.80837,,4.316434,8.921064,1.11188 -1995-11-30,,0.921749,,,,4.6178,10.25,8.248751,7.054638,,9.434693,,,8.512572,5.12473,1.704441,,4.316434,8.958387,1.083042 -1995-12-01,,0.90966,,,,4.720991,9.75,8.334674,7.079306,,9.543638,,,8.553826,5.051522,1.694048,,4.353648,8.921064,1.063816 -1995-12-04,,0.954992,,,,4.781185,10.1875,8.291713,7.239638,,9.717954,,,8.650091,5.051522,1.673262,,4.549003,9.107696,1.099063 -1995-12-05,,0.954992,,,,4.806986,10.0625,8.334674,7.177973,,9.717954,,,8.773865,5.051522,1.662869,,4.762965,9.163685,1.140719 -1995-12-06,,0.936859,,,,4.910175,10.0,8.291713,7.350639,,9.739745,,,8.856373,4.978316,1.662869,,4.81878,9.312989,1.143923 -1995-12-07,,0.932326,,,,4.875777,9.875,8.162825,7.264305,,9.696164,,,8.885597,4.905097,1.652476,,4.800173,8.958387,1.17917 -1995-12-08,,0.95197,,,,4.841378,9.9375,8.162825,7.264305,,9.598115,,,8.993896,5.051522,1.652476,,4.735055,9.0517,1.172761 -1995-12-11,,0.933837,,,,4.867179,9.6875,8.119866,7.202639,,9.739745,,,9.255188,5.051522,1.642083,,4.772266,8.958387,1.166353 -1995-12-12,,0.918727,,,,4.953171,9.3125,8.162825,7.202639,,9.761534,,,9.296443,5.12473,1.517368,,4.874597,8.902399,1.147127 -1995-12-13,,0.927793,,,,4.953171,9.0625,8.033939,7.12864,,9.957632,,,9.433966,5.206914,1.600511,,4.846687,8.939722,1.147127 -1995-12-14,,0.924771,,,,4.910175,9.3125,7.990978,6.918974,,9.935843,,,9.131419,5.170247,1.506975,,4.930413,8.771754,1.121493 -1995-12-15,,0.85224,,,,4.978969,9.125,7.948011,6.90664,,9.979424,,,9.048908,5.133574,1.423832,,4.883898,8.622453,1.108676 -1995-12-18,,0.779709,,,,4.996166,8.5625,7.862089,6.78331,,9.914057,,,8.883877,5.206914,1.351081,,4.800173,8.547795,1.063816 -1995-12-19,,0.791797,,,,4.953171,8.75,7.990978,6.844975,,10.001209,,,9.021402,5.206914,1.444618,,4.707146,8.809081,1.006139 -1995-12-20,,0.788775,,,,4.815583,8.4375,7.733204,6.90664,,9.805115,,,8.842623,5.426927,1.413439,,4.576912,8.697099,0.993322 -1995-12-21,,0.785753,,,,4.849977,8.625,7.990978,6.795643,,9.892263,,,8.911386,5.720272,1.413439,,4.623424,8.678438,0.999731 -1995-12-22,,0.779709,,,,4.927374,8.6875,7.905053,6.758642,,9.892263,,,8.952637,5.720272,1.403046,,4.651332,8.697099,1.012548 -1995-12-26,,0.775176,,,,4.961769,8.625,7.819127,6.74631,,10.001209,,,8.966397,5.720272,1.371867,,4.707146,8.753094,1.025365 -1995-12-27,,0.782731,,,,5.132459,8.5,7.819127,6.770974,,10.088367,,,9.021402,5.573596,1.361474,,4.688542,8.809081,1.063816 -1995-12-28,,0.773665,,,,5.087753,8.3125,7.733204,6.869641,,10.088367,,,9.117662,5.536932,1.330296,,4.660635,8.771754,1.057408 -1995-12-29,,0.770642,,,,5.150344,8.25,7.647281,6.869641,,9.979424,,,8.925138,5.720272,1.351081,,4.688542,8.771754,1.076633 -1996-01-02,,0.776687,,,,5.257642,8.625,7.990978,6.844975,,10.17553,,,8.870125,5.646936,1.361474,,4.632727,8.771754,0.999731 -1996-01-03,,0.776687,,,,5.266585,8.5625,8.0769,6.78331,,10.328053,,,8.89763,5.720272,1.340688,,4.614122,9.001629,0.897194 -1996-01-04,,0.763087,,,,5.203993,8.375,8.162825,6.622978,,10.306262,,,8.952637,5.940282,1.278331,,4.790874,8.61858,0.87156 -1996-01-05,,0.828063,,,,5.212933,9.0625,8.033939,6.487309,,10.284472,,,9.172673,6.380303,1.299117,,4.725753,8.580276,0.922828 -1996-01-08,,0.837129,,,,5.248703,8.6875,8.033939,6.57364,,10.253571,,,9.282693,6.306969,1.257545,,4.781569,8.580276,0.903603 -1996-01-09,,0.791797,,,,5.198399,8.25,7.905053,6.532012,,10.187275,,,9.103914,6.233627,1.101651,,4.874597,8.369598,0.877968 -1996-01-10,,0.828063,,,,5.034102,8.8125,7.776163,6.437976,,9.811605,,,8.828874,6.233627,1.101651,,4.688542,8.292983,0.874764 -1996-01-11,,0.846196,,,,5.043043,8.9375,7.862089,6.474975,,9.877904,,,8.883877,6.086958,1.153615,,4.595517,8.292983,0.910011 -1996-01-12,,0.818996,,,,5.025162,9.0,7.647281,6.52431,,9.855803,,,8.760108,5.646936,1.122437,,4.576912,8.52282,0.897194 -1996-01-15,,0.825041,,,,5.025162,8.75,7.647281,6.474975,,9.789505,,,8.663846,5.720272,1.049686,,4.595517,8.446206,0.84913 -1996-01-16,,0.835618,,,,5.06987,9.5,7.733204,6.511974,,10.231471,,,8.787614,5.573596,1.060079,,4.697846,8.963327,0.87156 -1996-01-17,,0.822019,,,,5.105637,9.375,7.002842,6.548975,,10.054688,,,8.828874,5.646936,1.049686,,4.688542,9.116549,0.858743 -1996-01-18,,0.772153,,,,5.18611,9.4375,6.616184,6.499645,,10.01049,,,8.911386,5.793604,1.13283,,4.679242,9.020784,0.84913 -1996-01-19,,0.722288,,,,5.311292,9.3125,6.830995,6.585973,,9.855803,,,8.925138,5.720272,1.13283,,4.604818,9.116549,0.865152 -1996-01-22,,0.737399,,,,5.29341,9.625,7.045806,6.610643,,9.745305,,,8.760108,5.573596,1.122437,,4.539701,9.250611,0.852335 -1996-01-23,,0.764598,,,,5.221877,9.6875,7.002842,6.622978,,9.701112,,,8.581334,5.573596,1.184794,,4.521095,9.365524,0.877968 -1996-01-24,,0.779709,,,,5.275525,10.375,6.873958,6.610643,,9.877904,,,8.56758,5.720272,1.195187,,4.744359,9.499587,0.87156 -1996-01-25,,0.731355,,,,5.347058,10.25,6.873958,6.610643,,9.855803,,,8.663846,5.646936,1.20558,,4.772266,9.671957,0.785045 -1996-01-26,,0.740421,,,,5.400708,10.0625,6.873958,6.610643,,9.9442,,,8.773865,5.793604,1.164008,,4.902506,9.652814,0.794658 -1996-01-29,,0.704155,,,,5.355999,10.0,6.873958,6.758642,,9.9442,,,8.718854,5.793604,1.226366,,4.874597,10.112468,0.813883 -1996-01-30,,0.660335,,,,5.400708,10.0,6.916921,6.807973,,9.922095,,,8.650091,6.013616,1.215973,,5.014137,10.227386,0.839518 -1996-01-31,,0.66789,,,,5.490124,9.875,7.002842,6.894304,,10.01049,,,8.828874,5.866948,1.267938,,5.09786,10.26569,0.858743 -1996-02-01,,0.686023,,,,5.508008,10.25,7.475433,6.78331,,10.143076,,,8.925138,6.050287,1.403046,,5.125767,10.093318,0.910011 -1996-02-02,,0.707178,,,,5.516949,10.0625,7.389503,6.78331,,10.187275,,,8.883877,6.160295,1.330296,,5.051345,9.997556,0.874764 -1996-02-05,,0.707178,,,,5.588484,10.3125,7.647281,6.820312,,10.253571,,,8.883877,6.306969,1.351081,,5.09786,10.016705,0.865152 -1996-02-06,,0.716244,,,,5.660013,10.4375,7.604314,6.857306,,10.430355,,,8.952637,6.453638,1.330296,,5.042044,10.169925,0.852335 -1996-02-07,,0.683001,,,,5.606364,10.3125,7.776163,6.955972,,10.585042,,,8.966397,6.453638,1.299117,,5.189213,10.26569,0.8267 -1996-02-08,,0.673935,,,,5.686837,10.0625,7.776163,7.251975,,10.452454,,,9.437552,6.453638,1.319903,,5.265668,10.284838,0.897194 -1996-02-09,,0.670912,,,,5.677896,10.5625,7.690238,7.251975,,10.49665,,,9.437552,6.453638,1.30951,,5.265668,10.246538,0.884377 -1996-02-12,,0.686023,,,,5.69578,10.5,7.819127,7.264305,,10.607142,,,9.523223,6.52698,1.319903,,5.332563,10.361449,0.858743 -1996-02-13,,0.679979,,,,5.704723,10.25,7.518392,7.288974,,10.518746,,,9.523223,6.050287,1.247152,,5.370789,10.361449,0.852335 -1996-02-14,,0.66789,,,,5.633188,10.125,7.604314,7.214973,,10.165174,,,9.437552,6.160295,1.236759,,5.313449,10.380602,0.833109 -1996-02-15,,0.676956,,,,5.57954,10.0,7.389503,7.301306,,9.877904,,,9.451838,6.453638,1.215973,,5.265668,10.380602,0.833109 -1996-02-16,,0.664868,,,,5.543772,10.0,7.303576,7.227306,,9.855803,,,9.309062,6.306969,1.236759,,5.198772,10.380602,0.845926 -1996-02-20,,0.701133,,,,5.508008,9.9375,7.174694,7.103974,,9.723212,,,9.237665,6.416974,1.257545,,5.084089,10.227386,0.845926 -1996-02-21,,0.716244,,,,5.570598,9.9375,7.518392,7.264305,,9.811605,,,9.351892,6.783651,1.299117,,5.074534,10.61043,0.842722 -1996-02-22,,0.722288,,,,5.69578,10.3125,7.690238,7.338305,,10.054688,,,9.537498,6.966998,1.340688,,5.189213,10.821107,0.884377 -1996-02-23,,0.722288,,,,5.704723,10.25,7.647281,7.362975,,9.899999,,,9.394721,7.040334,1.371867,,5.198772,11.108394,0.884377 -1996-02-26,,0.713222,,,,5.615304,9.875,7.475433,7.461639,,9.767411,,,9.18056,6.746988,1.38226,,5.045866,10.744499,0.890786 -1996-02-27,,0.692067,,,,5.561657,9.875,7.475433,7.399973,,9.811605,,,9.066336,6.306969,1.351081,,5.103208,10.859411,0.833109 -1996-02-28,,0.670912,,,,5.445416,9.5,7.303576,7.610732,,9.656917,,,8.937836,6.453638,1.38226,,5.045866,10.993479,0.865152 -1996-02-29,,0.664868,,,,5.400708,9.6875,7.303576,7.508915,,9.701112,,,9.080613,6.453638,1.392653,,5.036311,10.974331,0.903603 -1996-03-01,,0.649758,,,,5.499065,9.5625,7.432468,7.661638,,9.546427,,,9.109172,6.380303,1.392653,,5.084089,11.1467,0.91642 -1996-03-04,,0.634647,,,,5.778137,9.375,7.647281,7.80164,,9.546427,,,9.066336,6.306969,1.413439,,5.208329,11.1467,1.006139 -1996-03-05,,0.643713,,,,5.805962,9.375,7.819127,7.992541,,9.811605,,,9.237665,6.306969,1.486189,,5.236997,11.070091,0.986914 -1996-03-06,,0.633136,,,,5.778137,8.9375,7.862089,7.928906,,9.745305,,,9.394721,6.306969,1.579727,,5.160547,10.840259,1.057408 -1996-03-07,,0.624069,,,,5.778137,8.625,7.776163,7.877997,,9.634822,,,9.451838,6.453638,1.444618,,5.160547,10.629584,1.031774 -1996-03-08,,0.628603,,,,5.546269,8.75,7.733204,7.572552,,9.23705,,,9.05206,6.233627,1.403046,,5.026752,10.169925,0.999731 -1996-03-11,,0.62558,,,,5.676116,8.8125,7.647281,7.559823,,9.303345,,,9.080613,6.160295,1.486189,,4.959856,10.093318,1.012548 -1996-03-12,,0.624069,,,,5.56482,8.625,7.690238,7.496185,,9.060264,,,9.109172,6.160295,1.465404,,4.87385,10.055008,1.034978 -1996-03-13,,0.622558,,,,5.536995,8.625,7.905053,7.470736,,9.038167,,,9.137723,6.24259,1.527761,,4.740057,10.227386,1.08945 -1996-03-14,,0.619536,,,,5.574094,8.625,8.119866,7.496185,,8.993972,,,9.251946,6.24259,1.548547,,4.711386,10.457208,1.140719 -1996-03-15,,0.62558,,,,5.620469,8.875,8.199614,7.534369,,9.038167,,,9.023505,6.389476,1.517368,,4.806954,10.399757,1.166353 -1996-03-18,,0.631625,,,,5.778137,9.0625,8.458554,7.725275,,9.214954,,,9.309062,6.536365,1.548547,,4.797395,10.687038,1.185578 -1996-03-19,,0.622558,,,,5.722489,9.0625,8.199614,7.648911,,9.325442,,,9.466108,6.683244,1.486189,,4.826066,10.706189,1.121493 -1996-03-20,,0.61047,,,,5.731764,8.6875,8.242771,7.648911,,9.458034,,,9.194836,6.75669,1.444618,,4.845178,10.897722,1.140719 -1996-03-21,,0.607448,,,,5.741035,8.625,8.156455,7.534369,,9.524325,,,9.194836,6.903568,1.444618,,5.112762,11.031779,1.127901 -1996-03-22,,0.613492,,,,5.815234,8.4375,8.199614,7.661638,,9.413836,,,9.294776,6.977015,1.444618,,5.17966,10.897722,1.115085 -1996-03-25,,0.580248,,,,5.861608,8.4375,8.156455,7.725275,,9.480132,,,9.551781,6.977015,1.403046,,5.17966,10.859411,1.108676 -1996-03-26,,0.577226,,,,5.861608,8.625,8.156455,7.839815,,9.524325,,,9.823058,6.903568,1.38226,,5.256112,10.840259,1.121493 -1996-03-27,,0.61047,,,,5.852334,8.875,8.156455,7.992541,,9.435939,,,9.608889,6.903568,1.371867,,5.170103,10.955174,1.121493 -1996-03-28,,0.584782,,,,5.805962,8.75,8.285925,8.030723,,9.435939,,,9.566057,6.940293,1.392653,,5.170103,10.936023,1.140719 -1996-03-29,,0.593848,,,,5.778137,8.6875,7.940678,8.15799,,9.303345,,,9.309062,6.903568,1.444618,,5.141434,10.801954,1.195191 -1996-04-01,,0.616514,,,,5.889434,8.8125,8.113303,8.425253,,8.817184,,,9.480388,6.977015,1.465404,,5.351675,11.185,1.288115 -1996-04-02,,0.604425,,,,5.898706,8.75,7.854367,8.374348,,8.883483,,,9.566057,6.830129,1.392653,,5.495026,11.644564,1.275298 -1996-04-03,,0.593848,,,,5.954357,8.75,7.811211,8.348897,,8.905577,,,9.580331,6.977015,1.413439,,5.504582,11.507339,1.26248 -1996-04-04,,0.583271,,,,5.96363,8.625,7.768059,8.374348,,8.795088,,,9.751665,6.977015,1.423832,,5.447242,11.507339,1.332975 -1996-04-08,,0.589315,,,,5.907982,8.9375,7.638591,8.208898,,8.590008,,,9.523223,7.050457,1.38226,,5.342123,11.076053,1.320157 -1996-04-09,,0.628603,,,,5.815234,8.8125,7.595429,8.081629,,8.590008,,,9.523223,7.123895,1.434224,,5.265668,10.860415,1.332975 -1996-04-10,,0.628603,,,,5.685392,8.75,7.552276,7.763456,,8.56752,,,9.409004,7.050457,1.423832,,5.09365,10.50755,1.294523 -1996-04-11,,0.622558,,,,5.611194,8.625,7.552276,7.687094,,8.432599,,,9.409004,7.270782,1.413439,,5.141434,10.487949,1.275298 -1996-04-12,,0.616514,,,,5.703939,8.5625,7.811211,7.839815,,8.522546,,,9.351892,7.123895,1.403046,,5.275223,10.742796,1.281706 -1996-04-15,,0.622558,,,,5.805962,8.625,7.854367,8.043448,,8.679954,,,9.551781,6.977015,1.423832,,5.303893,10.840804,1.300932 -1996-04-16,,0.62558,,,,5.768862,8.5625,7.811211,7.852545,,8.792387,,,9.551781,7.050457,1.506975,,5.275223,10.821203,1.365017 -1996-04-17,,0.61047,,,,5.805962,8.4375,7.768059,7.865269,,8.92731,,,9.537498,7.270782,1.475797,,5.246554,10.703584,1.339383 -1996-04-18,,0.598381,,,,5.880159,8.625,7.638591,7.865269,,8.904824,,,9.351892,7.344223,1.496583,,5.256112,10.723186,1.365017 -1996-04-19,,0.605937,,,,5.870883,8.6875,7.768059,7.839815,,8.949798,,,9.366168,7.197344,1.475797,,5.351675,10.625173,1.332975 -1996-04-22,,0.607448,,,,5.898706,8.6875,7.811211,7.941631,,9.084718,,,9.366168,7.49111,1.527761,,5.332563,10.487949,1.300932 -1996-04-23,,0.598381,,,,5.889434,8.6875,7.897523,7.954357,,9.062233,,,9.665998,7.56455,1.610905,,5.236997,10.527154,1.345791 -1996-04-24,,0.586293,,,,5.861608,9.1875,7.897523,7.941631,,9.039749,,,9.623169,7.931764,1.642083,,5.141434,10.468343,1.30734 -1996-04-25,,0.601403,,,,5.787412,9.375,7.983835,8.043448,,9.017259,,,9.651721,7.858323,1.600511,,5.103208,10.703584,1.499596 -1996-04-26,,0.598381,,,,5.778137,9.25,8.199614,8.119808,,8.972285,,,9.637446,8.225531,1.610905,,5.122319,10.840804,1.432307 -1996-04-29,,0.598381,,,,5.759588,9.0625,8.070147,8.043448,,9.017259,,,9.80878,7.931764,1.610905,,5.198772,10.801601,1.403468 -1996-04-30,,0.589315,,,,5.731764,9.3125,8.242771,8.132537,,9.017259,,,9.708833,7.858323,1.600511,,5.265668,10.821203,1.390651 -1996-05-01,,0.589315,,,,5.778137,9.5625,8.372236,8.145267,,9.017259,,,9.551781,8.005201,1.600511,,5.246554,10.781998,1.441919 -1996-05-02,,0.574204,,,,5.750313,9.6875,8.156455,7.890726,,8.904824,,,9.437552,7.858323,1.55894,,5.112762,10.291907,1.429102 -1996-05-03,,0.577226,,,,5.713216,9.75,8.102495,7.928906,,8.92731,,,9.409004,7.711438,1.642083,,5.064981,10.350722,1.416285 -1996-05-06,,0.619536,,,,5.657567,9.6875,8.113303,7.814365,,8.882337,,,9.437552,7.711438,1.662869,,5.103208,10.193887,1.390651 -1996-05-07,,0.649758,,,,5.592644,9.5,8.113303,7.865269,,8.904824,,,9.409004,7.711438,1.673262,,4.940746,10.33112,1.3522 -1996-05-08,,0.646735,,,,5.639016,9.5,8.372236,8.056178,,8.994773,,,9.551781,7.821604,1.652476,,5.141284,10.585964,1.30734 -1996-05-09,,0.631625,,,,5.713216,9.375,8.156455,8.043448,,9.017259,,,9.852699,7.858323,1.683655,,5.111792,10.527154,1.422694 -1996-05-10,,0.658824,,,,5.768862,9.125,8.199614,8.183441,,9.062233,,,9.912052,7.895041,1.673262,,5.229756,10.801601,1.413081 -1996-05-13,,0.654291,,,,5.82451,9.375,8.372236,8.196172,,9.017259,,,10.03076,7.858323,1.714833,,5.31823,10.919223,1.441919 -1996-05-14,,0.664868,,,,5.852334,9.375,8.544862,8.272532,,9.017259,,,10.060438,7.784875,1.704441,,5.239588,10.958433,1.486779 -1996-05-15,,0.689045,,,,5.84306,9.1875,8.458554,8.196172,,9.017259,,,10.045597,7.784875,1.704441,,5.239588,10.880021,1.48037 -1996-05-16,,0.686023,,,,5.926535,9.3125,8.501705,8.208898,,8.92731,,,9.956569,7.638001,1.746014,,5.32806,10.89962,1.486779 -1996-05-17,,0.66789,,,,6.028554,9.6875,8.501705,8.272532,,8.949798,,,10.060438,7.56455,1.756406,,5.259248,11.134864,1.469153 -1996-05-20,,0.675445,,,,6.26042,9.1875,8.501705,8.323439,,8.859848,,,10.357202,7.344223,1.766799,,5.249418,11.134864,1.467553 -1996-05-21,,0.655802,,,,6.176951,8.8125,8.544862,8.336169,,8.949798,,,10.223659,7.417672,1.746014,,5.219928,11.095654,1.435511 -1996-05-22,,0.630114,,,,6.29752,8.8125,8.717486,8.412533,,9.062233,,,10.416557,7.56455,1.725227,,5.308403,11.409315,1.429102 -1996-05-23,,0.634647,,,,6.278973,8.75,8.501705,8.297984,,8.904824,,,10.431394,7.711438,1.725227,,5.396873,11.272088,1.422694 -1996-05-24,,0.646735,,,,6.306794,8.6875,8.631176,8.297984,,8.994773,,,10.327528,8.005201,1.73562,,5.514838,11.232881,1.435511 -1996-05-28,,0.637669,,,,6.139851,8.875,8.803794,8.221626,,8.904824,,,10.253337,8.005201,1.704441,,5.485346,11.115257,1.390651 -1996-05-29,,0.601403,,,,6.10275,8.8125,8.803794,8.183441,,8.814874,,,10.104954,7.858323,1.683655,,5.455856,10.997643,1.365017 -1996-05-30,,0.616514,,,,6.176951,8.875,8.803794,8.259806,,8.792387,,,10.283014,8.152089,1.787584,,5.554161,10.97804,1.390651 -1996-05-31,,0.631625,,,,6.139851,8.8125,8.933265,8.259806,,8.882337,,,10.060438,8.078652,1.891514,,5.563992,10.97804,1.390651 -1996-06-03,,0.598381,,,,6.149126,8.75,8.976422,8.310709,,8.837365,,,9.971411,8.445858,2.005836,,5.613141,10.958433,1.371426 -1996-06-04,,0.584782,,,,6.223321,8.75,9.062733,8.552526,,8.882337,,,10.075274,8.519303,2.068194,,5.672123,11.095654,1.345791 -1996-06-05,,0.607448,,,,6.26042,8.75,8.976422,8.834711,,8.949798,,,10.075274,8.519303,2.078587,,5.839242,11.487731,1.403468 -1996-06-06,,0.586293,,,,6.399544,8.5625,8.890109,8.78236,,8.949798,,,10.015924,8.519303,2.068194,,5.701613,11.448525,1.3522 -1996-06-07,,0.589315,,,,6.371717,8.6875,8.976422,8.625302,,8.904824,,,10.193988,8.225531,2.08898,,5.80975,11.252488,1.339383 -1996-06-10,,0.583271,,,,6.380996,8.4375,8.933265,8.599122,,8.882337,,,10.134628,8.225531,2.16173,,5.829408,11.311297,1.30734 -1996-06-11,,0.580248,,,,6.278973,8.375,8.976422,8.651474,,8.859848,,,10.090113,8.225531,2.078587,,5.691786,11.330904,1.403468 -1996-06-12,,0.586293,,,,6.325346,8.4375,8.976422,8.716921,,8.837365,,,9.986248,8.152089,2.057801,,5.632804,11.350507,1.39706 -1996-06-13,,0.595359,,,,6.362442,8.375,9.01317,8.78236,,8.882337,,,9.971411,7.748162,2.005836,,5.711445,11.389712,1.371426 -1996-06-14,,0.578737,,,,6.362442,8.125,9.0565,8.716921,,8.814874,,,9.912052,7.711438,1.912299,,5.957206,11.350507,1.339383 -1996-06-17,,0.571182,,,,6.399544,8.0625,8.969835,8.69074,,8.769901,,,10.03076,7.462958,1.933086,,5.898223,11.330904,1.313749 -1996-06-18,,0.550027,,,,6.353167,7.625,8.753171,8.599122,,8.70244,,,10.015924,7.4262,1.870728,,5.760597,11.272088,1.345791 -1996-06-19,,0.559094,,,,6.353167,7.8125,8.536508,8.468236,,8.657465,,,10.075274,7.867363,1.849943,,5.858901,11.134864,1.365017 -1996-06-20,,0.550027,,,,6.353167,7.875,8.623178,8.363529,,8.814874,,,10.164307,7.867363,1.746014,,5.80975,10.89962,1.348996 -1996-06-21,,0.547005,,,,6.455187,7.125,8.883169,8.258822,,8.859848,,,10.238502,7.793829,1.860335,,5.780259,10.585964,1.3522 -1996-06-24,,0.537939,,,,6.483012,7.0625,8.926501,8.389706,,8.837365,,,10.208827,7.720304,1.901906,,5.740937,10.781998,1.37463 -1996-06-25,,0.498651,,,,6.51084,6.9375,8.796504,8.481326,,8.792387,,,10.253337,7.940889,1.891514,,5.819578,10.997643,1.377834 -1996-06-26,,0.480518,,,,6.445918,6.625,8.883169,8.402793,,8.724931,,,10.327528,7.940889,1.849943,,5.632804,10.97804,1.381039 -1996-06-27,,0.498651,,,,6.49229,6.625,8.796504,8.53368,,8.837365,,,10.386882,8.014408,1.839549,,5.57382,11.017244,1.384243 -1996-06-28,,0.507717,,,,6.436638,6.8125,8.796504,8.651474,,8.859848,,,10.312693,8.382044,1.912299,,5.613141,11.076053,1.448328 -1996-07-01,,0.519806,,,,6.686571,7.0,8.623178,8.821627,,8.882337,,,10.357202,8.749681,1.912299,,5.622972,11.193679,1.486779 -1996-07-02,,0.507717,,,,6.70573,6.8125,8.623178,8.79545,,8.814874,,,10.520425,8.602624,1.912299,,5.681954,11.423398,1.461145 -1996-07-03,,0.46843,,,,6.686571,6.875,8.623178,8.860893,,8.972285,,,10.594618,8.529099,1.901906,,5.711445,11.463551,1.486779 -1996-07-05,,0.471452,,,,6.562032,6.8125,8.493179,8.586034,,8.814874,,,10.446236,8.382044,1.829156,,5.583652,11.041948,1.445124 -1996-07-08,,0.462385,,,,6.42792,6.5625,8.319846,8.415885,,8.743464,,,10.446236,8.529099,1.725227,,5.60331,10.801034,1.381039 -1996-07-09,,0.459363,,,,6.485396,6.5625,8.406509,8.376616,,8.903686,,,10.50559,8.676147,1.725227,,5.701613,10.901412,1.429102 -1996-07-10,,0.453319,,,,6.542875,6.5,8.319846,8.520589,,8.903686,,,10.550105,8.161467,1.704441,,5.770426,11.021873,1.345791 -1996-07-11,,0.432164,,,,6.42792,6.125,8.189849,8.415885,,8.812128,,,10.609459,7.940889,1.704441,,5.672123,10.881341,1.281706 -1996-07-12,,0.436697,,,,6.4375,6.0625,8.276517,8.40934,,9.018126,,,10.646556,8.08794,1.704441,,5.642632,10.921484,1.300932 -1996-07-15,,0.415543,,,,6.236327,5.9375,8.10318,8.298087,,8.857907,,,10.490752,7.867363,1.600511,,5.613141,10.580195,1.227234 -1996-07-16,,0.407987,,,,6.198009,5.875,7.929854,8.284998,,8.880798,,,10.253337,7.720304,1.55894,,5.681954,10.720725,1.236846 -1996-07-17,,0.407987,,,,6.341702,5.9375,8.406509,8.44206,,8.812128,,,10.104954,7.940889,1.631691,,5.57382,10.881341,1.275298 -1996-07-18,,0.504695,,,,6.42792,5.625,8.363177,8.572945,,8.903686,,,10.179146,8.234985,1.714833,,5.701613,11.162403,1.281706 -1996-07-19,,0.501673,,,,6.293807,5.5625,8.319846,8.559855,,9.041018,,,10.134628,8.234985,1.704441,,5.662291,11.041948,1.249663 -1996-07-22,,0.489585,,,,6.198009,5.4375,8.059853,8.559855,,9.08679,,,10.134628,8.014408,1.662869,,5.731106,10.921484,1.281706 -1996-07-23,,0.495629,,,,6.083054,5.375,8.016517,8.625302,,9.041018,,,10.045597,7.499723,1.548547,,5.622972,10.760884,1.230438 -1996-07-24,,0.503184,,,,6.12137,5.3125,8.276517,8.703825,,9.018126,,,9.926896,7.499723,1.506975,,5.622972,10.740801,1.185578 -1996-07-25,,0.507717,,,,6.178849,5.25,8.319846,8.756185,,8.972349,,,9.956569,7.646782,1.527761,,5.524671,10.981717,1.220825 -1996-07-26,,0.531894,,,,6.236327,6.1875,8.319846,8.743094,,8.995238,,,9.882379,7.793829,1.527761,,5.534498,11.102173,1.371426 -1996-07-29,,0.537939,,,,6.130949,6.0625,8.23318,8.730008,,8.835019,,,9.808181,7.646782,1.517368,,5.495178,10.901412,1.3522 -1996-07-30,,0.516784,,,,6.140533,6.0,8.319846,8.887071,,8.789242,,,9.704315,7.279143,1.527761,,5.514838,11.041948,1.365017 -1996-07-31,,0.531894,,,,6.303383,6.0625,8.319846,9.004868,,8.949461,,,9.763667,7.205619,1.548547,,5.639946,11.162403,1.332975 -1996-08-01,,0.513762,,,,6.3896,6.1875,8.493179,9.004868,,9.132568,,,9.897215,7.352664,1.579727,,5.74084,11.423398,1.409877 -1996-08-02,,0.522828,,,,6.600353,6.25,8.493179,9.266632,,9.269903,,,10.060438,7.573248,1.631691,,5.89218,11.885153,1.429102 -1996-08-05,,0.507717,,,,6.581195,6.25,8.493179,9.227365,,9.269903,,,10.001087,8.08794,1.73562,,5.942626,11.744617,1.441919 -1996-08-06,,0.519806,,,,6.629091,6.5,8.536508,9.266632,,9.224124,,,9.971411,7.867363,1.673262,,5.922446,11.704464,1.467553 -1996-08-07,,0.540961,,,,6.571616,7.0625,8.57984,9.305897,,9.132568,,,9.852699,7.720304,1.766799,,5.831644,11.66431,1.512413 -1996-08-08,,0.534917,,,,6.504554,6.9375,8.57984,9.397517,,9.063905,,,9.808181,7.573248,1.714833,,5.720661,11.624164,1.493188 -1996-08-09,,0.559094,,,,6.418341,6.9375,8.753171,9.528398,,9.063905,,,9.951363,7.573248,1.704441,,5.791285,11.724538,1.518822 -1996-08-12,,0.556072,,,,6.514137,6.875,8.969835,9.554581,,9.132568,,,10.074792,7.720304,1.725227,,5.962806,11.844999,1.512413 -1996-08-13,,0.543983,,,,6.514137,6.625,8.969835,9.502232,,9.132568,,,10.043931,7.573248,1.714833,,5.912358,11.985532,1.457941 -1996-08-14,,0.550027,,,,6.542875,6.75,9.143161,9.489137,,9.08679,,,9.982217,7.646782,1.746014,,5.872001,12.045756,1.506005 -1996-08-15,,0.537939,,,,6.494976,6.6875,9.40316,9.515313,,9.041018,,,9.966792,7.646782,1.787584,,5.872001,12.105988,1.499596 -1996-08-16,,0.543983,,,,6.504554,6.5625,9.663156,9.593843,,9.018126,,,10.167356,7.573248,1.766799,,5.882091,12.246522,1.499596 -1996-08-19,,0.571182,,,,6.514137,6.5625,9.316493,9.685462,,9.041018,,,10.306214,7.573248,1.73562,,6.003164,12.346912,1.48037 -1996-08-20,,0.56816,,,,6.514137,6.4375,9.446491,9.672378,,9.018126,,,10.33707,7.867363,1.725227,,5.972892,12.487437,1.473962 -1996-08-21,,0.556072,,,,6.4375,6.5,9.316493,9.672378,,8.926575,,,10.229072,7.793829,1.704441,,5.993075,12.527596,1.461145 -1996-08-22,,0.562116,,,,6.485396,6.5625,9.446491,9.82944,,9.018126,,,10.321646,7.793829,1.725227,,6.023342,12.748428,1.563681 -1996-08-23,,0.577226,,,,6.571616,6.3125,9.316493,9.777084,,8.972349,,,10.182791,7.720304,1.73562,,6.003164,12.54767,1.538048 -1996-08-26,,0.583271,,,,6.562032,6.3125,9.316493,9.81635,,8.857907,,,10.074792,7.683537,1.694048,,5.942626,12.467362,1.550864 -1996-08-27,,0.601024,,,,6.629091,6.1875,9.316493,9.803263,,8.766355,,,10.182791,7.573248,1.746014,,5.962806,12.467362,1.563681 -1996-08-28,,0.601403,,,,6.619515,6.125,9.316493,9.763994,,8.629019,,,10.090219,7.4262,1.829156,,5.932538,12.387056,1.646992 -1996-08-29,,0.592337,,,,6.494976,6.375,9.179367,9.672378,,8.583243,,,9.874216,7.4262,1.870728,,5.831644,12.186293,1.691852 -1996-08-30,,0.586293,,,,6.370443,6.375,9.179367,8.913247,,8.537465,,,10.059358,7.4262,1.839549,,5.730749,11.945376,1.679035 -1996-09-03,,0.583271,,,,6.447081,6.25,9.222872,8.79545,,8.491685,,,10.33707,7.499723,1.787584,,5.750928,12.065832,1.640584 -1996-09-04,,0.583271,,,,6.456655,6.3125,9.266376,9.018348,,8.720576,,,10.352502,7.573248,1.787584,,5.710573,11.985532,1.768755 -1996-09-05,,0.553049,,,,6.380023,6.125,9.005354,8.829909,,8.537465,,,10.259928,7.53649,1.673262,,5.74084,11.865075,1.672626 -1996-09-06,,0.556072,,,,6.494976,6.1875,9.005354,9.004893,,8.4688,,,10.367927,7.646782,1.704441,,5.841734,12.08591,1.711077 -1996-09-09,,0.531894,,,,6.562032,6.4375,9.222872,9.139493,,8.560352,,,10.398788,7.867363,1.766799,,5.922446,12.08591,1.717487 -1996-09-10,,0.519806,,,,6.590772,6.4375,9.266376,9.072193,,8.537465,,,10.290787,7.646782,1.829156,,5.922446,12.286675,1.698261 -1996-09-11,,0.51074,,,,6.590772,6.5,9.266376,9.05873,,8.560352,,,10.475931,7.646782,1.797977,,5.85182,12.507516,1.666218 -1996-09-12,,0.492607,,,,6.667409,6.5,9.5274,9.139493,,8.674798,,,10.491357,7.73812,1.797977,,5.882091,12.587817,1.749529 -1996-09-13,,0.507717,,,,6.772786,6.5,9.4839,9.220252,,8.857907,,,10.429641,7.73812,1.818763,,5.972892,12.748428,1.768755 -1996-09-16,,0.540961,,,,6.772786,6.6875,9.5274,9.274096,,8.903686,,,10.506789,7.73812,1.80837,,5.952714,12.828735,1.800797 -1996-09-17,,0.556072,,,,6.667409,7.0625,9.440393,9.247176,,8.835019,,,10.506789,7.811812,1.797977,,5.962806,12.54767,1.794389 -1996-09-18,,0.56816,,,,6.686571,7.0,9.266376,9.220252,,8.835019,,,10.583934,7.682846,1.974657,,5.993075,12.507516,1.83284 -1996-09-19,,0.565138,,,,6.734468,7.125,9.353383,9.112574,,8.857907,,,10.599358,7.517028,1.870728,,6.114145,12.427207,1.794389 -1996-09-20,,0.553049,,,,6.830262,7.1875,9.61441,8.991426,,8.972349,,,10.722784,7.590724,1.881121,,6.05361,12.527596,1.813615 -1996-09-23,,0.540961,,,,6.782368,7.0625,9.440393,9.05873,,8.949461,,,10.691933,7.627573,1.860335,,6.134323,12.728355,1.800797 -1996-09-24,,0.543983,,,,6.887739,7.5,9.266376,9.045271,,8.880798,,,10.645638,7.627573,1.818763,,6.093966,12.728355,1.768755 -1996-09-25,,0.540961,,,,7.012277,8.0,9.048856,9.193334,,8.812128,,,10.506789,7.664426,1.891514,,6.245306,12.828735,1.717487 -1996-09-26,,0.540961,,,,7.141572,7.625,8.961846,9.274096,,8.720576,,,10.367927,7.73812,1.901906,,6.366377,12.949196,1.717487 -1996-09-27,,0.53945,,,,7.230473,7.375,9.092356,9.327934,,8.720576,,,10.290787,7.590724,1.912299,,6.295754,12.949196,1.685444 -1996-09-30,,0.536428,,,,7.190958,7.375,9.179367,9.354856,,8.812128,,,10.275358,7.73812,1.891514,,6.386558,12.868894,1.691852 -1996-10-01,,0.595359,,,,7.161325,7.1875,9.048856,9.301016,,8.835019,,,10.522211,7.73812,1.849943,,6.467273,13.308598,1.800797 -1996-10-02,,0.571182,,,,7.260104,7.25,8.918344,9.408699,,9.155459,,,10.583934,7.959207,1.80837,,6.356288,13.339154,1.896925 -1996-10-03,,0.540961,,,,7.260104,7.125,9.179367,9.435616,,9.08679,,,10.614785,8.253986,1.80837,,6.406736,13.359802,2.00587 -1996-10-04,,0.551538,,,,7.388515,7.25,9.179367,9.543302,,9.10968,,,10.84621,8.475078,1.777191,,6.49754,13.504342,2.05073 -1996-10-07,,0.559094,,,,7.437905,7.875,9.309884,9.570216,,9.063905,,,10.84621,8.327691,1.777191,,6.396646,13.524992,1.991449 -1996-10-08,,0.562116,,,,7.378635,8.0625,9.440393,9.570216,,9.084405,,,10.799932,8.327691,1.725227,,6.527809,13.421745,1.852066 -1996-10-09,,0.556072,,,,7.339124,7.875,9.179367,9.516377,,9.014523,,,10.630216,8.253986,1.725227,,6.527809,13.297854,1.820023 -1996-10-10,,0.584782,,,,7.269982,7.9375,9.39689,9.422154,,8.898054,,,10.599358,8.180294,1.746014,,6.537898,13.380453,1.871291 -1996-10-11,,0.586293,,,,7.457656,8.0625,9.570903,9.502919,,8.967935,,,10.661073,8.180294,1.725227,,6.568166,13.463047,1.890516 -1996-10-14,,0.61047,,,,7.507047,8.8125,9.4839,9.610601,,8.991228,,,10.815356,9.064651,1.797977,,6.67915,13.628237,1.903334 -1996-10-15,,0.61047,,,,7.526803,8.9375,9.353383,9.570216,,8.898054,,,10.753644,8.990957,1.725227,,6.759862,13.628237,1.916151 -1996-10-16,,0.622558,,,,7.507047,8.8125,9.440393,9.502919,,9.224165,,,10.784502,9.064651,1.714833,,6.719508,13.421745,1.871291 -1996-10-17,,0.637669,,,,7.516922,8.75,9.657914,9.543302,,9.200873,,,10.87707,9.212043,1.714833,,6.769954,13.524992,1.890516 -1996-10-18,,0.642202,,,,7.516922,8.6875,9.788425,9.677905,,9.317337,,,11.031355,9.580522,1.704441,,6.850669,13.60759,1.922559 -1996-10-21,,0.619536,,,,7.566311,8.8125,9.570903,9.839419,,9.363922,,,10.985066,9.433139,1.673262,,6.941473,13.710836,1.8777 -1996-10-22,,0.601403,,,,7.556433,8.6875,9.61441,9.785583,,9.340629,,,10.861641,9.506832,1.652476,,6.81031,13.586942,1.884107 -1996-10-23,,0.598381,,,,7.625578,8.8125,9.570903,9.745202,,9.317337,,,10.938783,9.359434,1.610905,,6.709415,13.669532,1.871291 -1996-10-24,,0.598381,,,,7.595947,8.625,9.353383,9.758661,,9.224165,,,10.769073,9.285736,1.55894,,6.658971,13.772774,1.858474 -1996-10-25,,0.592337,,,,7.576191,8.75,9.39689,9.745202,,9.177575,,,10.923357,9.064651,1.496583,,6.51772,13.81408,1.852066 -1996-10-28,,0.592337,,,,7.507047,8.9375,9.4839,9.758661,,9.200873,,,10.892498,9.433139,1.434224,,6.376467,13.731481,1.83284 -1996-10-29,,0.562116,,,,7.586066,8.9375,9.5274,9.960565,,9.177575,,,11.062207,9.433139,1.351081,,6.477359,13.958619,1.820023 -1996-10-30,,0.553049,,,,7.586066,8.875,9.135866,10.135551,,9.084405,,,11.000498,9.506832,1.351081,,6.578253,14.103166,1.794389 -1996-10-31,,0.556072,,,,7.645336,8.875,9.222872,10.149009,,9.06111,,,10.938783,9.654229,1.361474,,6.67915,14.165106,1.666218 -1996-11-01,,0.586293,,,,7.635453,8.875,9.179367,10.000944,,9.037813,,,10.892498,9.506832,1.278331,,6.608525,14.144457,1.672626 -1996-11-04,,0.589315,,,,7.694723,9.4375,9.135866,10.068244,,8.94464,,,10.923357,9.433139,1.278331,,6.780041,14.289001,1.714282 -1996-11-05,,0.616514,,,,7.803376,9.5,9.266376,10.243232,,9.084405,,,10.892498,9.433139,1.330296,,6.941473,14.619391,1.749529 -1996-11-06,,0.616514,,,,8.030562,9.875,9.353383,10.243232,,9.130986,,,10.938783,9.359434,1.351081,,7.295969,14.701975,1.768755 -1996-11-07,,0.62558,,,,8.119463,10.1875,9.309884,10.189387,,9.107701,,,11.327237,9.801613,1.039293,,7.316575,14.80522,1.762346 -1996-11-08,,0.634647,,,,8.070072,10.125,9.39689,10.135551,,9.084405,,,11.439233,9.506832,1.112044,,7.419629,14.825869,1.711077 -1996-11-11,,0.628603,,,,8.060196,10.25,9.222872,10.081713,,9.084405,,,11.519226,9.285736,1.122437,,7.316575,14.660679,1.717487 -1996-11-12,,0.61047,,,,8.050318,10.0,8.744328,10.014411,,9.130986,,,11.391233,9.285736,1.122437,,7.182609,14.495491,1.723894 -1996-11-13,,0.618025,,,,8.188606,10.8125,8.352793,10.108629,,9.06111,,,11.551224,9.433139,1.122437,,7.399012,14.330301,1.634175 -1996-11-14,,0.619536,,,,8.297259,12.375,8.526802,10.243232,,9.107701,,,11.535226,9.580522,1.080865,,7.429928,14.660679,1.762346 -1996-11-15,,0.604425,,,,8.237997,12.5625,8.526802,10.350917,,9.154286,,,11.551224,9.506832,1.080865,,7.409321,14.619391,1.749529 -1996-11-18,,0.598381,,,,8.168852,12.4375,8.613817,10.458595,,9.200873,,,11.679217,9.801613,1.101651,,7.326879,14.784579,1.794389 -1996-11-19,,0.601403,,,,8.139216,12.625,8.526802,10.660496,,9.177575,,,11.775209,9.727916,1.080865,,7.28566,15.280142,1.826431 -1996-11-20,,0.604425,,,,8.119463,12.4375,8.657316,10.795102,,9.363922,,,11.679217,9.801613,1.080865,,7.24444,15.238854,1.807206 -1996-11-21,,0.592337,,,,8.030562,12.1875,8.787832,10.714333,,9.550266,,,11.631216,9.654229,1.080865,,7.357794,14.991062,1.826431 -1996-11-22,,0.61047,,,,7.981173,12.375,8.87484,10.997005,,9.596854,,,11.887198,9.727916,1.070472,,7.295969,15.114955,1.845657 -1996-11-25,,0.604425,,,,8.198482,12.3125,8.87484,11.225828,,9.690028,,,12.143179,9.506832,1.070472,,7.460845,15.755069,1.845657 -1996-11-26,,0.586293,,,,8.060196,12.375,8.831338,11.104684,,9.690028,,,12.143179,9.727916,1.080865,,7.378404,15.548582,1.820023 -1996-11-27,,0.592337,,,,8.09971,12.1875,8.831338,11.145068,,9.783205,,,11.99919,9.801613,1.049686,,7.326879,15.527933,1.749529 -1996-11-29,,0.583271,,,,8.218239,12.125,8.87484,11.158526,,9.806493,,,12.079187,9.654229,1.060079,,7.38871,15.610528,1.775164 -1996-12-02,,0.607448,,,,8.158976,12.6875,8.87484,11.064306,,9.89967,,,12.143179,9.654229,1.20558,,7.254743,15.38339,1.839249 -1996-12-03,,0.607448,,,,7.842887,12.0625,9.048856,10.768181,,9.643445,,,12.095187,10.24379,1.122437,,7.058948,15.03237,1.845657 -1996-12-04,,0.604425,,,,7.815721,12.125,8.87484,10.826867,,9.666737,,,12.015191,10.096403,1.13283,,6.924984,14.970414,1.813615 -1996-12-05,,0.604425,,,,7.714478,11.6875,8.87484,10.60394,,9.666737,,,12.159184,10.170098,1.101651,,6.801324,14.681326,1.749529 -1996-12-06,,0.607448,,,,7.734231,12.875,8.700827,10.797486,,9.526978,,,12.143179,9.727916,1.070472,,6.718879,14.784579,1.688648 -1996-12-09,,0.604425,,,,7.783621,13.3125,8.570306,10.880443,,9.526978,,,12.159184,10.022702,1.070472,,6.986812,14.846519,1.768755 -1996-12-10,,0.592337,,,,7.753985,13.0625,8.570306,10.783662,,9.503681,,,12.031191,9.801613,1.112044,,6.883764,14.846519,1.717487 -1996-12-11,,0.580248,,,,7.665089,13.4375,8.476283,10.631585,,9.294042,,,12.095187,8.917255,1.101651,,6.883764,14.640036,1.698261 -1996-12-12,,0.577226,,,,7.645336,13.5625,8.345209,10.272132,,9.270748,,,12.095187,9.082623,1.080865,,6.698275,14.350953,1.695056 -1996-12-13,,0.562116,,,,7.645336,14.0,8.345209,10.327436,,9.270748,,,12.127184,9.00878,1.112044,,6.780715,14.123809,1.685444 -1996-12-16,,0.547005,,,,7.516922,13.3125,8.126748,10.20301,,9.340629,,,12.095187,9.082623,1.049686,,6.667358,14.061866,1.640584 -1996-12-17,,0.543983,,,,7.714478,12.75,8.039362,10.534809,,9.154286,,,12.351171,9.15646,1.039293,,6.657053,14.474843,1.634175 -1996-12-18,,0.559094,,,,7.842887,13.5,8.039362,10.410382,,9.037813,,,12.44716,9.082623,0.987329,,6.70858,14.43354,1.57009 -1996-12-19,,0.537939,,,,8.119463,13.3125,8.170442,10.894266,,9.270748,,,12.751139,9.15646,0.935364,,6.955899,14.991062,1.61495 -1996-12-20,,0.56816,,,,8.079953,13.0,8.257825,10.935741,,9.480389,,,12.751139,9.525681,0.914578,,7.007423,15.114955,1.57009 -1996-12-23,,0.562116,,,,7.981173,12.9375,8.214134,10.894266,,9.550266,,,12.831139,9.747204,0.914578,,7.007423,15.135598,1.518822 -1996-12-24,,0.559094,,,,8.060196,13.0625,8.214134,10.852784,,9.736617,,,12.831139,9.821041,0.904185,,7.017731,15.114955,1.518822 -1996-12-26,,0.556072,,,,8.158976,13.1875,8.388902,10.935741,,9.99284,,,12.831139,10.042569,0.873007,,7.017731,15.280142,1.61495 -1996-12-27,,0.559094,,,,8.352193,13.0625,8.432593,10.99104,,10.272365,,,12.783141,10.042569,0.862613,,7.017731,15.2182,1.563681 -1996-12-30,,0.52585,,,,8.280891,12.875,8.214134,11.18459,,9.969552,,,12.719142,10.116421,0.831435,,7.017731,15.156257,1.518822 -1996-12-31,,0.504695,,,,8.05681,12.875,7.951978,10.811312,,9.666737,,,12.543152,10.116421,0.883399,,6.84254,14.763922,1.467553 -1997-01-02,,0.507717,,,,7.954952,13.5625,8.039362,10.769835,,9.806493,,,12.59115,11.224052,0.883399,,6.749802,14.815328,1.422694 -1997-01-03,,0.52585,,,,8.07718,14.0,7.908287,10.908089,,9.829787,,,12.623149,11.297897,0.893792,,6.89407,14.857413,1.538048 -1997-01-06,,0.432164,,,,8.066995,14.25,7.733519,10.921918,,9.783205,,,12.799138,11.740949,0.873007,,6.863153,14.710104,1.518822 -1997-01-07,,0.423098,,,,8.229963,14.9375,8.345209,10.935741,,9.666737,,,12.831139,12.774747,0.893792,,6.966205,14.604875,1.518822 -1997-01-08,,0.42612,,,,8.117921,14.4375,8.257825,11.198418,,9.663894,,,12.735143,12.257848,0.873007,,6.966205,14.752186,1.506005 -1997-01-09,,0.429142,,,,8.24015,13.75,8.345209,11.267549,,9.616521,,,13.167114,12.996273,0.862613,,6.904374,14.878455,1.52523 -1997-01-10,,0.441231,,,,8.26052,13.875,8.388902,11.419624,,9.569146,,,13.535089,13.365478,0.852221,,7.048643,14.773233,1.544456 -1997-01-13,,0.438208,,,,8.413307,14.5,8.214134,11.378146,,9.545462,,,13.199112,13.660861,0.852221,,7.007423,14.731136,1.493188 -1997-01-14,,0.432164,,,,8.525345,16.25,8.214134,11.792905,,9.663894,,,13.263105,13.291641,0.841828,,7.141389,15.088899,1.48037 -1997-01-15,,0.417054,,,,8.382748,16.8125,8.083057,11.627006,,9.924439,,,13.311108,13.217801,0.821042,,7.161999,15.257259,1.538048 -1997-01-16,,0.404965,,,,8.270705,16.875,8.083057,11.682302,,9.806011,,,13.215108,12.774747,0.821042,,7.192917,15.299348,1.544456 -1997-01-17,,0.404965,,,,8.443861,17.5,8.170442,11.751431,,9.924439,,,13.167114,12.62706,0.821042,,7.254743,15.488744,1.666218 -1997-01-20,,0.409498,,,,8.555902,17.1875,7.995672,11.806728,,9.995499,,,13.119119,12.848586,0.821042,,7.203219,15.63606,1.646992 -1997-01-21,,0.417054,,,,8.596643,17.125,7.995672,11.806728,,9.948128,,,13.263105,12.257848,0.831435,,7.141389,15.63606,1.646992 -1997-01-22,,0.415543,,,,8.749434,16.875,8.083057,12.12471,,10.137614,,,13.567091,12.110165,0.841828,,7.275355,15.55188,1.730303 -1997-01-23,,0.417054,,,,8.484608,16.25,7.951978,11.834382,,10.232362,,,13.167114,12.479369,0.831435,,7.182609,15.341434,1.794389 -1997-01-24,,0.407987,,,,8.301264,15.875,8.039362,11.723778,,10.090242,,,12.831139,13.07011,0.841828,,7.182609,15.004717,1.762346 -1997-01-27,,0.401943,,,,8.179033,15.375,7.995672,11.723778,,10.090242,,,13.215108,13.365478,0.841828,,7.069254,14.920545,1.749529 -1997-01-28,,0.401943,,,,8.199407,15.8125,7.995672,11.599353,,10.04287,,,12.863132,13.07011,0.831435,,7.048643,14.899503,1.768755 -1997-01-29,,0.401943,,,,8.443861,16.4375,8.039362,11.889679,,10.137614,,,13.215108,13.143952,0.821042,,7.141389,15.088899,1.739916 -1997-01-30,,0.404965,,,,8.606833,17.5625,8.126748,11.944981,,10.232362,,,13.327102,13.07011,0.810649,,7.481457,15.446664,1.762346 -1997-01-31,,0.401943,,,,8.433679,17.5625,8.301519,11.95881,,10.421847,,,13.263105,13.143952,0.831435,,7.625728,15.572926,1.755937 -1997-02-03,,0.394388,,,,8.576273,16.9375,8.170442,12.166185,,10.303416,,,13.087117,12.7009,0.821042,,7.502067,15.783375,1.83284 -1997-02-04,,0.371722,,,,8.464231,16.9375,8.214134,12.318266,,10.445533,,,13.23111,12.922425,0.810649,,7.502067,16.204264,1.820023 -1997-02-05,,0.3687,,,,8.392931,16.375,8.083057,12.207659,,10.256046,,,13.167114,12.553221,0.800256,,7.473917,15.993817,1.83284 -1997-02-06,,0.386832,,,,8.474415,16.8125,8.257825,12.304443,,10.161297,,,13.452332,12.62706,0.748291,,7.568784,15.993817,1.852066 -1997-02-07,,0.382299,,,,8.555902,17.25,8.345209,12.567121,,10.20867,,,13.336797,12.036315,0.706719,,7.737451,16.477833,1.845657 -1997-02-10,,0.377766,,,,8.464231,16.5,8.563667,12.415042,,10.445533,,,13.221254,10.781002,0.717112,,7.610953,16.414711,1.794389 -1997-02-11,,0.379277,,,,8.525345,16.0,8.563667,12.539465,,10.563963,,,13.419324,10.633311,0.717112,,7.684745,16.604109,1.768755 -1997-02-12,,0.380788,,,,8.627204,17.125,8.738442,12.746849,,10.682388,,,13.600888,11.076368,0.717112,,7.895578,16.772455,1.896925 -1997-02-13,,0.389854,,,,8.739247,17.0625,8.694744,13.02335,,10.895565,,,13.732941,11.224052,0.717112,,8.095863,16.98291,1.903334 -1997-02-14,,0.394388,,,,8.667944,16.9375,8.60736,13.244553,,10.729762,,,13.716428,10.854838,0.717112,,8.13803,17.130215,1.8777 -1997-02-18,,0.432164,,,,8.759614,17.25,8.694744,13.534883,,10.800818,,,13.749442,10.337949,0.737898,,8.327776,17.109173,1.83284 -1997-02-19,,0.42612,,,,8.759614,17.75,8.519977,13.548708,,10.777137,,,13.633901,9.673366,0.789863,,8.222363,17.509016,1.813615 -1997-02-20,,0.411009,,,,8.617014,18.1875,8.301519,13.465762,,10.800818,,,13.617393,10.559472,0.800256,,8.043154,17.21439,1.784776 -1997-02-21,,0.395899,,,,8.56609,17.375,8.388902,13.299855,,10.753452,,,13.699927,10.707153,0.800256,,7.990449,17.256483,1.775164 -1997-02-24,,0.401943,,,,8.688317,18.1875,8.60736,13.507229,,10.658704,,,13.55137,10.707153,0.769077,,8.14857,17.614244,1.749529 -1997-02-25,,0.407987,,,,8.637387,18.3125,9.219049,13.714605,,10.682388,,,13.66691,10.633311,0.769077,,8.032615,17.824686,1.74312 -1997-02-26,,0.414031,,,,8.657757,18.0625,9.350132,13.700787,,10.611336,,,13.485341,10.190262,0.77947,,8.07478,17.382757,1.698261 -1997-02-27,,0.411009,,,,8.56609,17.6875,9.350132,13.548708,,10.682388,,,13.188242,9.894886,0.769077,,7.790161,16.98291,1.755937 -1997-02-28,,0.392877,,,,8.382748,18.0,9.219049,13.272207,,10.895565,,,13.23776,9.45184,0.769077,,7.726911,16.856638,1.723894 -1997-03-03,,0.389854,,,,8.42349,17.9375,9.437514,13.631657,,10.871882,,,13.105704,9.894886,0.758684,,7.811244,17.172308,1.698261 -1997-03-04,,0.398921,,,,8.517695,19.25,9.262746,13.769911,,10.753452,,,13.204741,9.747204,0.737898,,7.600412,17.130215,1.717487 -1997-03-05,,0.411009,,,,8.706745,19.125,9.306437,13.833631,,10.800818,,,13.369799,10.190262,0.717112,,7.906117,17.466927,1.666218 -1997-03-06,,0.401943,,,,8.790765,18.875,9.5249,13.861573,,10.800818,,,13.320288,10.264095,0.810649,,7.790161,17.298576,1.582907 -1997-03-07,,0.398921,,,,8.853779,19.75,9.5249,14.168992,,10.919252,,,13.254268,10.264095,0.873007,,7.93774,17.929907,1.59252 -1997-03-10,,0.401943,,,,8.895793,20.0,9.568587,14.532295,,10.990314,,,13.600888,10.116421,0.893792,,8.169657,18.456017,1.563681 -1997-03-11,,0.395899,,,,8.832775,20.8125,9.699667,14.252822,,10.942938,,,13.567876,10.042569,0.883399,,8.06424,17.887815,1.506005 -1997-03-12,,0.392877,,,,8.801268,22.9375,10.049204,14.029256,,10.611336,,,13.402822,10.264095,0.862613,,7.990449,17.487978,1.518822 -1997-03-13,,0.395899,,,,8.706745,23.6875,10.136589,13.358537,,10.232362,,,13.204741,10.485624,0.841828,,7.747998,16.688284,1.557273 -1997-03-14,,0.400432,,,,8.654232,22.25,10.049204,13.162911,,10.540274,,,13.353305,10.928678,0.831435,,7.684745,16.898726,1.61495 -1997-03-17,,0.398921,,,,8.769762,22.625,10.140585,13.190856,,10.516593,,,13.320288,10.781002,0.810649,,7.811244,17.298576,1.576499 -1997-03-18,,0.392877,,,,8.654232,20.9375,10.228378,12.911386,,10.540274,,,13.369799,10.781002,0.841828,,7.726911,16.751417,1.646992 -1997-03-19,,0.389854,,,,8.696239,19.75,10.491771,13.162911,,10.232362,,,13.369799,11.150207,0.904185,,7.70583,17.067083,1.640584 -1997-03-20,,0.417054,,,,8.62272,20.0625,10.316176,12.967282,,10.18499,,,13.353305,11.445582,1.049686,,7.589875,17.130215,1.595724 -1997-03-21,,0.401943,,,,8.633224,19.5625,10.447876,13.107015,,10.327101,,,13.66691,11.297897,0.935364,,7.589875,17.172308,1.61495 -1997-03-24,,0.398921,,,,8.895793,18.8125,10.447876,13.777732,,10.658704,,,13.798957,10.928678,0.924971,,7.642578,17.403795,1.602133 -1997-03-25,,0.398921,,,,8.822274,20.375,10.272284,13.637993,,10.518103,,,13.96402,11.168275,0.914578,,7.632038,17.130215,1.621358 -1997-03-26,,0.404965,,,,8.727749,21.125,10.403979,13.358537,,10.445901,,,14.442698,11.538084,0.914578,,7.547706,16.814545,1.653401 -1997-03-27,,0.450297,,,,8.507196,20.5,10.140585,12.939335,,9.96452,,,14.277633,11.464123,0.893792,,7.368501,16.225307,1.602133 -1997-03-31,,0.441231,,,,8.339146,20.75,9.789394,12.408346,,10.108935,,,14.228124,11.242244,0.852221,,7.094423,15.80442,1.518822 -1997-04-01,,0.423098,,,,8.286633,19.8125,9.745497,12.548082,,10.181143,,,14.112573,11.242244,0.862613,,7.178757,16.099041,1.550864 -1997-04-02,,0.435186,,,,8.213116,19.75,9.745497,12.492182,,10.03673,,,13.83197,11.094312,0.852221,,7.041715,15.860425,1.518822 -1997-04-03,,0.456341,,,,8.265629,19.0,9.745497,12.408346,,9.916383,,,13.501852,11.094312,0.852221,,7.115505,16.053587,1.486779 -1997-04-04,,0.465408,,,,8.475682,19.8125,9.789394,12.492182,,9.892312,,,13.452332,10.946385,0.873007,,7.389584,16.117973,1.576499 -1997-04-07,,0.471452,,,,8.444174,21.5,9.833292,12.576027,,10.157072,,,13.864982,11.168275,0.987329,,7.410666,16.182365,1.57009 -1997-04-08,,0.462385,,,,8.507196,21.6875,10.052789,13.107015,,10.181143,,,13.732941,11.390155,0.997721,,7.252545,16.633062,1.576499 -1997-04-09,,0.459363,,,,8.559708,20.875,10.052789,12.799602,,9.916383,,,13.683418,11.316195,1.080865,,7.094423,16.396982,1.557273 -1997-04-10,,0.456341,,,,8.528193,19.875,9.964987,12.911386,,10.012659,,,13.66691,11.168275,1.091258,,7.189296,16.16091,1.512413 -1997-04-11,,0.441231,,,,8.223619,19.125,9.701596,12.408346,,9.796035,,,13.369799,10.7245,1.080865,,7.031175,15.495583,1.461145 -1997-04-14,,0.453319,,,,8.402164,19.125,9.745497,12.436296,,9.603491,,,13.66691,10.872428,1.070472,,7.242002,15.5385,1.493188 -1997-04-15,,0.445764,,,,8.643728,18.75,10.008887,12.520137,,9.892312,,,13.798957,10.872428,1.060079,,7.199839,15.903357,1.461145 -1997-04-16,,0.448786,,,,8.853779,19.125,9.833292,12.408346,,10.03673,,,13.798957,10.502612,1.049686,,7.463377,15.388266,1.416285 -1997-04-17,,0.459363,,,,8.727749,19.3125,9.789394,12.464239,,9.916383,,,13.600888,10.354697,1.060079,,7.473917,15.431195,1.39706 -1997-04-18,,0.444253,,,,8.801268,18.375,9.877193,12.464239,,9.820109,,,14.129087,9.91092,1.060079,,7.44229,15.023406,1.486779 -1997-04-21,,0.435186,,,,8.769762,17.75,9.745497,12.380404,,9.771972,,,14.096061,9.984883,1.039293,,7.494997,14.680015,1.467553 -1997-04-22,,0.447275,,,,9.116351,19.0,9.745497,12.715761,,10.108935,,,14.591246,10.206768,0.997721,,7.737451,15.044873,1.473962 -1997-04-23,,0.438208,,,,9.000818,18.75,9.833292,12.687812,,9.96452,,,14.49221,10.206768,1.018507,,7.811244,14.765864,1.499596 -1997-04-24,,0.432164,,,,8.958811,20.75,9.657697,12.715761,,9.747899,,,14.32715,9.984883,1.070472,,7.874494,14.658564,1.435511 -1997-04-25,,0.423098,,,,8.948303,20.3125,9.526005,12.799602,,9.988588,,,13.931009,9.836954,1.018507,,7.811244,14.658564,1.39706 -1997-04-28,,0.42612,,,,9.01132,20.625,9.745497,12.911386,,10.229281,,,14.228124,9.689035,1.0289,,7.948284,15.066342,1.41949 -1997-04-29,,0.427631,,,,9.294897,21.3125,9.745497,13.386485,,10.638449,,,14.690276,9.836954,1.101651,,8.211822,15.5385,1.486779 -1997-04-30,,0.411009,,,,9.326405,21.25,9.877193,13.498267,,10.68659,,,14.954371,9.984883,1.122437,,8.095863,15.817512,1.531639 -1997-05-01,,0.411009,,,,9.221375,21.75,9.921092,13.498267,,10.590314,,,14.756303,10.132813,1.070472,,8.106402,15.924817,1.499596 -1997-05-02,,0.411009,,,,9.504948,22.0,9.964987,14.029256,,10.710654,,,14.88835,10.872428,1.112044,,8.211822,16.375513,1.538048 -1997-05-05,,0.411009,,,,9.788524,22.25,9.964987,14.001312,,10.951343,,,15.449556,10.946385,1.143223,,8.412107,16.654524,1.531639 -1997-05-06,,0.407987,,,,9.809524,21.4375,9.964987,14.057202,,10.903207,,,15.482562,10.428655,1.164008,,8.369941,16.869146,1.499596 -1997-05-07,,0.398921,,,,9.725502,21.8125,9.921092,13.330587,,10.638449,,,15.317508,10.798466,1.164008,,8.351968,16.375513,1.477167 -1997-05-08,,0.411009,,,,9.757011,22.375,10.272284,13.246751,,10.879139,,,15.317508,10.428655,1.174401,,8.362726,16.461365,1.451532 -1997-05-09,,0.41252,,,,9.788524,22.5,10.184482,13.47032,,10.855069,,,15.470201,10.650539,1.153615,,8.438065,16.804754,1.448328 -1997-05-12,,0.424609,,,,10.061589,21.625,10.447876,13.637993,,10.97541,,,15.838542,10.798466,1.122437,,8.7179,16.997923,1.461145 -1997-05-13,,0.424609,,,,10.208631,21.9375,10.535669,13.526217,,10.951343,,,15.972483,10.7245,1.122437,,8.642559,16.675983,1.473962 -1997-05-14,,0.427631,,,,10.229632,21.5625,10.579574,13.693895,,10.903207,,,16.039452,11.020359,1.13283,,8.696374,16.890606,1.486779 -1997-05-15,,0.429142,,,1.958333,10.418685,22.0,10.711267,13.749791,,11.023551,,,15.771574,10.946385,1.174401,,8.825528,16.675983,1.48037 -1997-05-16,,0.417054,,,1.729167,10.166616,21.3125,10.491771,13.498267,,11.047622,,,15.570653,10.7245,1.143223,,8.67485,16.075048,1.486779 -1997-05-19,,0.411009,,,1.708333,10.250644,20.0,10.711267,13.274691,,11.071692,,,15.838542,10.7245,1.143223,,8.642559,15.903357,1.563681 -1997-05-20,,0.417054,,,1.635417,10.502706,21.125,10.711267,13.442375,,11.143898,,,15.838542,10.650539,1.174401,,8.685611,16.568682,1.573294 -1997-05-21,,0.407987,,,1.427083,10.376675,20.5625,10.535669,13.079067,,10.951343,,,15.93899,10.7245,1.174401,,8.631801,15.9892,1.640584 -1997-05-22,,0.401943,,,1.395833,10.250644,20.5,10.447876,13.079067,,10.758794,,,15.671112,10.7245,1.164008,,8.556456,16.246748,1.634175 -1997-05-23,,0.407987,,,1.5,10.313658,20.4375,10.579574,13.190856,,10.951343,,,16.039452,10.576581,1.143223,,8.653323,16.3326,1.730303 -1997-05-27,,0.417054,,,1.583333,10.229632,21.0625,10.491771,12.939335,,11.09576,,,15.972483,10.7245,1.13283,,8.739426,16.010668,1.717487 -1997-05-28,,0.411009,,,1.53125,10.250644,21.125,10.535669,12.911386,,11.167967,,,15.738078,10.650539,1.122437,,8.771712,16.075048,1.679035 -1997-05-29,,0.401943,,,1.505208,10.271645,19.9375,10.579574,12.967282,,11.047622,,,15.738078,10.576581,1.122437,,8.760949,15.94628,1.621358 -1997-05-30,,0.401943,,,1.5,10.145611,20.0,10.491771,13.162911,,11.264238,,,15.872017,10.502612,1.13283,,8.868582,16.22529,1.61495 -1997-06-02,,0.409498,,,1.510417,10.187628,19.875,10.667368,13.107015,,11.240177,,,16.072935,10.872428,1.164008,,8.804001,16.22529,1.598928 -1997-06-03,,0.403454,,,1.479167,10.187628,19.375,10.842959,13.386485,,11.216105,,,16.039452,10.946385,1.122437,,8.793241,16.654524,1.598928 -1997-06-04,,0.401943,,,1.416667,10.229632,19.375,10.842959,13.479168,,11.023551,,,16.072935,10.946385,1.101651,,8.771712,16.590136,1.554068 -1997-06-05,,0.403454,,,1.541667,10.124614,18.75,10.886858,13.959556,,10.831,,,16.106413,10.7245,1.018507,,8.857818,16.740374,1.538048 -1997-06-06,,0.404965,,,1.65625,10.460701,19.3125,11.018552,14.298661,,11.360514,,,16.407787,10.7245,1.008114,,9.212996,17.233997,1.541252 -1997-06-09,,0.401943,,,1.6875,10.565721,20.3125,11.194153,14.439947,,11.143898,,,16.474756,10.650539,1.008114,,9.342146,16.761841,1.624563 -1997-06-10,,0.392877,,,1.583333,10.628738,19.5625,11.018552,14.666018,,11.143898,,,16.340822,10.576581,0.997721,,9.169938,17.148155,1.653401 -1997-06-11,,0.394388,,,1.541667,10.691758,19.6875,11.018552,14.863818,,11.071692,,,16.608702,10.502612,1.039293,,9.223752,17.0623,1.685444 -1997-06-12,,0.388343,,,1.604167,10.943823,19.0,11.106355,15.033371,,11.360514,,,17.04401,10.594441,1.049686,,9.331387,17.298386,1.794389 -1997-06-13,,0.382299,,,1.583333,11.111861,18.4375,11.23805,15.231179,,11.673409,,,17.077494,10.594441,0.997721,,9.697314,17.405699,1.893721 -1997-06-16,,0.374744,,,1.572917,11.174876,18.875,11.545341,15.4855,,11.673409,,,17.244919,10.594441,0.945757,,9.675794,17.513012,1.871291 -1997-06-17,,0.395142,,,1.505208,11.174876,19.5625,11.720933,15.513767,,11.745614,,,17.04401,10.446266,0.976936,,9.60046,17.577383,1.848862 -1997-06-18,,0.385321,,,1.510417,11.132873,19.3125,11.636374,15.315949,,11.601206,,,16.977036,10.668523,1.101651,,9.331387,17.684702,1.78798 -1997-06-19,,0.380788,,,1.510417,11.27991,18.9375,11.636374,15.655055,,11.673409,,,16.843094,10.668523,1.080865,,9.686557,17.684702,1.83284 -1997-06-20,,0.376255,,,1.526042,11.363926,18.46875,11.900841,15.598536,,11.649345,,,17.010521,10.594441,1.13283,,9.85876,17.620317,1.83284 -1997-06-23,,0.371722,,,1.5,11.006836,18.5,11.504143,15.089883,,11.528998,,,16.541729,10.372183,1.13283,,9.578927,17.191074,1.864883 -1997-06-24,,0.370211,,,1.510417,11.143372,18.75,11.834721,15.443106,,11.697478,,,16.742647,10.149923,1.195187,,9.955628,17.255468,2.009074 -1997-06-25,,0.365677,,,1.510417,10.985827,19.0625,11.526185,15.287696,,11.324414,,,16.324078,9.927655,1.241955,,10.267751,17.115959,2.00587 -1997-06-26,,0.3551,,,1.510417,10.943823,18.15625,11.636374,15.061629,,11.577136,,,16.391045,10.001747,1.278331,,10.267751,16.879871,1.996258 -1997-06-27,,0.3551,,,1.489583,10.975325,17.875,11.526185,14.750792,,11.541034,,,16.190134,10.335138,1.288724,,10.504532,16.761841,2.00587 -1997-06-30,,0.344523,,,1.541667,10.922812,17.9375,11.922878,14.595371,,11.914101,,,16.407787,10.52035,1.231562,,10.289274,16.66526,1.996258 -1997-07-01,,0.318834,,,1.515625,11.174876,17.375,11.966955,14.779047,,11.721548,,,16.943548,10.557394,1.247152,,10.375378,17.417593,1.98344 -1997-07-02,,0.315812,,,1.588542,11.488227,17.53125,12.165304,14.948592,,11.733581,,,16.910065,11.335309,1.236759,,10.504532,17.942745,1.977032 -1997-07-03,,0.330923,,,1.911458,11.79642,17.96875,12.49588,15.372469,,11.865964,,,17.311897,11.409393,1.200384,,10.978102,18.074036,1.903334 -1997-07-07,,0.333945,,,2.0,11.881442,19.0,12.407723,15.217055,,11.950207,,,16.960293,11.038968,1.184794,,10.67674,18.030268,1.842453 -1997-07-08,,0.332434,,,2.302083,11.817675,18.875,12.341615,15.160531,,12.07618,,,17.027264,10.668523,1.231562,,10.848946,18.030268,1.83284 -1997-07-09,,0.330923,,,2.322917,11.637005,19.5,11.856764,15.0475,,11.72207,,,16.591959,9.779486,1.257545,,10.665977,17.833342,1.839249 -1997-07-10,,0.320346,,,2.5625,11.817675,19.21875,12.363651,15.019234,,12.088387,,,16.55847,9.853567,1.236759,,10.633685,17.745813,1.775164 -1997-07-11,,0.367189,,,2.291667,12.008966,18.96875,12.49588,15.061629,,11.831969,,,16.541729,9.742434,1.174401,,10.644445,17.866163,1.807206 -1997-07-14,,0.377766,,,2.135417,12.07273,19.28125,12.58403,15.217055,,11.551126,,,16.273848,9.63131,1.184794,,10.429193,17.855221,1.848862 -1997-07-15,,0.385321,,,2.4375,12.274655,19.34375,12.606074,15.104013,,11.47786,,,16.675669,9.372007,1.189991,,10.590637,17.953688,1.896925 -1997-07-16,,0.39741,,,2.333333,12.582853,20.0,12.628111,15.457244,,11.42902,,,16.809614,9.483141,1.158812,,10.203174,17.986506,1.954601 -1997-07-17,,0.423098,,,2.21875,12.444693,19.65625,12.517922,15.287696,,11.050499,,,16.843094,9.742434,1.153615,,10.375378,18.074036,1.909742 -1997-07-18,,0.419319,,,2.15625,12.093991,18.65625,12.341615,14.821435,,11.026076,,,16.190134,9.853567,1.148419,,10.07402,17.855221,1.893721 -1997-07-21,,0.390609,,,2.182292,12.008966,18.0625,12.606074,15.146399,,11.050499,,,16.424528,9.59427,1.112044,,10.08478,17.855221,1.884107 -1997-07-22,,0.400432,,,2.135417,12.221515,18.59375,12.738307,15.443106,,11.47786,,,16.843094,10.149923,1.11724,,10.504532,18.467901,1.919355 -1997-07-23,,0.389854,,,2.291667,12.274655,18.15625,12.870538,15.259442,,11.490073,,,16.458017,10.224004,1.096454,,10.633685,18.55542,1.896925 -1997-07-24,,0.382299,,,2.260417,12.221515,17.875,13.046846,15.499628,,11.294705,,,16.608702,10.261051,1.101651,,10.633685,18.752352,1.957806 -1997-07-25,,0.392877,,,2.229167,12.295907,17.5625,13.531697,15.315949,,11.367968,,,16.826351,10.112873,1.091258,,10.267751,18.56637,1.944989 -1997-07-28,,0.39741,,,2.322917,12.168379,17.75,13.597812,15.344214,,11.538915,,,16.977036,9.927655,1.080865,,9.977155,18.59919,1.951397 -1997-07-29,,0.398921,,,2.479167,12.062105,17.25,13.311307,15.739824,,11.551126,,,16.809614,10.038791,1.080865,,10.095548,19.058695,1.922559 -1997-07-30,,0.420076,,,2.447917,12.030224,16.90625,13.355388,15.866987,,11.709865,,,17.127729,10.224004,1.080865,,10.325338,19.693254,2.015483 -1997-07-31,,0.423098,,,2.395833,11.923952,17.5625,13.223157,16.09306,,11.563338,,,17.211435,10.224004,1.080865,,10.357911,19.879244,2.098794 -1997-08-01,,0.463896,,,2.416667,11.753912,18.1875,12.936654,15.909376,,11.404601,,,17.04401,10.372183,1.080865,,10.195049,19.660435,2.034708 -1997-08-04,,0.477496,,,2.3125,11.562616,18.53125,13.355388,15.965891,,11.47786,,,17.144463,10.52035,1.070472,,9.988759,19.430687,1.98344 -1997-08-05,,0.477496,,,2.208333,11.520103,19.1875,13.267237,15.640917,,11.331338,,,17.027264,11.038968,1.065276,,10.216762,19.179049,2.031504 -1997-08-06,,0.636158,,,2.25,11.785793,19.09375,13.531697,15.824594,,11.380181,,,17.378859,10.446266,1.054882,,10.053902,19.583847,1.989849 -1997-08-07,,0.705667,,,2.177083,11.605131,18.4375,13.421505,15.513767,,11.331338,,,17.177942,10.075829,1.080865,,9.967047,19.080578,1.999462 -1997-08-08,,0.648246,,,2.291667,11.403208,18.03125,13.068885,14.920341,,11.270287,,,16.608702,9.890613,1.179598,,9.608751,18.80706,1.967419 -1997-08-11,,0.593848,,,2.328125,11.498852,17.8125,13.046846,15.174662,,11.331338,,,17.068842,9.557224,1.236759,,9.532751,19.036814,1.96101 -1997-08-12,,0.533405,,,2.197917,11.254423,17.875,12.672194,14.948592,,11.404601,,,16.967051,9.409044,1.231562,,9.239601,19.080578,1.922559 -1997-08-13,,0.571182,,,2.197917,11.350075,19.0,13.024802,14.948592,,11.233654,,,16.491964,9.372007,1.257545,,9.29389,19.474443,2.034708 -1997-08-14,,0.556072,,,2.15625,11.350075,19.0,12.628111,15.075752,,11.197023,,,16.390158,9.075655,1.30951,,9.380748,19.485378,2.121223 -1997-08-15,,0.562116,,,2.114583,10.77619,18.75,12.363651,14.694272,,10.989442,,,16.016891,8.890432,1.340688,,9.185317,19.233742,2.07316 -1997-08-18,,0.571182,,,2.041667,11.201287,21.25,12.58403,14.595371,,11.038286,,,16.882215,8.890432,1.257545,,9.109313,19.255617,2.085977 -1997-08-19,,0.590826,,,2.166667,11.286305,20.6875,12.650149,14.708407,,10.903971,,,16.899172,8.890432,1.366671,,9.239601,19.518198,2.137245 -1997-08-20,,0.595359,,,2.166667,11.541364,20.5625,13.11296,14.877953,,10.916179,,,17.204576,9.223828,1.371867,,9.70647,20.04336,2.130837 -1997-08-21,,0.580248,,,2.114583,11.211915,20.96875,12.936654,14.637751,,10.928392,,,16.916138,9.223828,1.361474,,9.641321,19.977716,2.101999 -1997-08-22,,0.571182,,,2.125,11.031246,20.90625,12.782381,14.49646,,10.818495,,,17.034912,9.186781,1.356278,,9.73904,19.955833,2.092385 -1997-08-25,,0.557583,,,2.21875,10.903714,20.53125,12.958693,14.468206,,10.720812,,,16.916138,9.446092,1.392653,,9.663035,19.901134,2.198126 -1997-08-26,,0.537939,,,2.34375,10.754932,19.75,12.716265,14.397559,,10.684181,,,16.763441,9.483141,1.392653,,9.359034,19.73702,2.169288 -1997-08-27,,0.548516,,,2.317708,10.669917,19.5625,12.672194,14.425817,,10.830703,,,17.170643,9.705398,1.397849,,9.619608,19.890186,2.146858 -1997-08-28,,0.531894,,,2.375,10.627403,19.25,12.539958,14.312788,,10.671969,,,16.797375,10.335138,1.413439,,9.467608,19.649498,2.063547 -1997-08-29,,0.52585,,,2.338542,10.63803,18.8125,12.517922,13.507431,,10.623128,,,16.610735,10.446266,1.418635,,9.630466,19.463516,2.101999 -1997-09-02,,0.540961,,,2.354167,11.254423,19.4375,13.289275,13.281362,,10.903971,,,17.374254,10.557394,1.439421,,10.053902,19.912073,2.101999 -1997-09-03,,0.543983,,,2.333333,11.392581,19.4375,13.399467,13.332231,,11.026076,,,17.408184,10.705574,1.4706,,9.912759,19.988653,2.095591 -1997-09-04,,0.543983,,,2.552083,11.318191,17.625,13.421505,13.132179,,11.160389,,,17.44212,11.076002,1.527761,,9.988759,20.065237,2.063547 -1997-09-05,,0.536428,,,2.5,11.26505,17.65625,13.33335,13.003573,,11.135967,,,17.374254,11.298262,1.532957,,10.129905,20.04336,2.057139 -1997-09-08,,0.519806,,,3.0,11.38195,17.0,13.509654,13.160756,,11.135967,,,17.44212,11.409393,1.642083,,10.11905,20.262171,2.134041 -1997-09-09,,0.527361,,,3.239583,11.350075,16.875,13.619854,13.489418,,11.135967,,,17.509983,11.224178,1.73562,,10.086475,20.240297,2.198126 -1997-09-10,,0.55456,,,3.302083,11.211915,16.375,13.267237,13.303648,,11.099334,,,17.08581,11.038968,1.756406,,9.749895,19.791721,2.159674 -1997-09-11,,0.540961,,,3.15625,11.052501,17.0625,13.443547,13.217914,,11.062705,,,16.865246,10.668523,1.901906,,9.597895,19.496323,2.114815 -1997-09-12,,0.533405,,,3.6875,11.26505,17.75,13.663925,13.489418,,11.270287,,,17.119741,10.769536,2.011032,,10.108191,19.780787,2.188513 -1997-09-15,,0.519806,,,3.09375,11.286305,17.0,13.48762,13.389389,,11.245866,,,17.034912,10.992352,1.844745,,10.086475,19.693254,2.230169 -1997-09-16,,0.530383,,,3.354167,11.658263,17.03125,13.48762,13.503707,,11.795335,,,17.543928,11.289452,2.016229,,10.433911,20.229347,2.287846 -1997-09-17,,0.527361,,,3.40625,11.849563,16.53125,13.446997,13.475129,,11.502282,,,17.543928,11.326577,2.000639,,10.357911,20.590397,2.249394 -1997-09-18,,0.53945,,,3.291667,11.923952,16.09375,13.402763,13.446548,,11.624391,,,17.917198,11.363717,1.969461,,10.423055,20.590397,2.233373 -1997-09-19,,0.530383,,,3.947917,11.934581,16.25,13.535464,13.660896,,11.795335,,,17.866295,11.252311,1.922692,,10.509918,20.579447,2.204535 -1997-09-22,,0.551538,,,4.5,11.955832,16.59375,13.590737,13.975263,,11.72207,,,17.42515,11.437988,1.901906,,10.727057,20.699804,2.198126 -1997-09-23,,0.52585,,,4.625,11.753912,16.25,13.115243,14.189606,,11.844174,,,17.679659,11.400856,1.979854,,10.770494,20.579447,2.105202 -1997-09-24,,0.519806,,,4.375,11.668896,15.625,12.982545,14.51827,,11.72207,,,17.42515,11.549398,1.964265,,10.618488,20.710743,2.1789 -1997-09-25,,0.51074,,,4.078125,11.371321,16.3125,12.717144,14.175314,,11.45344,,,17.340319,11.66081,1.933086,,10.401341,20.218405,2.121223 -1997-09-26,,0.515273,,,4.166667,11.752887,16.1875,12.827721,14.375381,,11.538915,,,17.44212,11.623681,2.068194,,10.596773,20.546637,2.08918 -1997-09-29,,0.533405,,,4.041667,11.881926,16.375,13.00466,14.489693,,11.795335,,,17.594822,11.512264,2.062996,,10.607628,20.732628,2.108407 -1997-09-30,,0.524339,,,4.338542,11.709874,16.28125,12.96043,14.14674,,12.002914,,,17.391216,11.475126,2.052604,,10.44477,20.656033,2.143654 -1997-10-01,,0.52056,,,4.020833,11.795897,13.5,13.071005,14.318217,,12.161647,,,17.730558,11.549398,2.005836,,10.466485,20.929565,2.076364 -1997-10-02,,0.530383,,,4.010417,11.957192,14.40625,13.048894,14.461113,,12.039547,,,17.628759,11.475126,1.933086,,10.727057,21.415943,1.944989 -1997-10-03,,0.534917,,,4.015625,11.881926,14.90625,13.093127,14.775483,,12.19828,,,17.696627,11.809353,2.011032,,10.727057,21.804918,1.887312 -1997-10-06,,0.530383,,,4.125,12.02171,14.03125,13.048894,14.861222,,12.369228,,,18.1208,11.772216,1.979854,,10.900779,22.216116,1.938581 -1997-10-07,,0.527361,,,4.057292,12.387314,15.0,12.938312,15.132725,,12.650072,,,18.137772,11.66081,1.995443,,11.291641,22.471727,1.98344 -1997-10-08,,0.519806,,,4.005208,12.129235,15.3125,12.717144,14.975542,,12.530176,,,17.713594,11.772216,2.042211,,11.193921,22.349489,1.98344 -1997-10-09,,0.52585,,,3.75,12.150742,15.59375,12.495972,14.989832,,12.554945,,,17.594822,11.586535,2.068194,,11.117921,22.327253,1.887312 -1997-10-10,,0.548516,,,3.901042,12.02171,15.40625,12.695022,14.7612,,12.691137,,,17.526953,11.697945,2.104569,,11.183068,21.63821,1.896925 -1997-10-13,,0.548516,,,4.0,11.935686,15.34375,12.628667,14.989832,,12.629232,,,17.526953,11.586535,2.094177,,11.269929,21.682663,1.893721 -1997-10-14,,0.548516,,,3.979167,11.935686,14.90625,12.739258,14.604005,,12.666373,,,17.526953,11.215174,2.125355,,11.791082,21.904943,1.925764 -1997-10-15,,0.575715,,,3.921875,11.828155,14.75,12.783489,14.361088,,13.050202,,,17.594822,10.992352,2.30723,,11.791082,21.93829,1.941785 -1997-10-16,,0.519806,,,3.625,11.924934,14.375,12.628667,14.475408,,12.802568,,,17.374254,11.085196,2.265659,,11.584785,22.016071,1.884107 -1997-10-17,,0.486563,,,3.625,11.935686,14.0625,12.274807,14.189606,,12.691137,,,17.272451,10.695261,2.244874,,11.324218,21.63821,1.935376 -1997-10-20,,0.451808,,,3.822917,12.064723,14.03125,12.540203,14.175314,,12.691137,,,17.645723,11.215174,2.270856,,11.606506,21.61599,1.970623 -1997-10-21,,0.460874,,,4.427083,12.150742,14.71875,12.761372,14.418244,,12.876859,,,17.679659,11.103762,2.364392,,12.333947,21.993845,2.002666 -1997-10-22,,0.448786,,,4.520833,11.946435,14.1875,12.606557,14.275347,,12.938766,,,17.611792,11.215174,2.494304,,12.561953,22.127218,1.980236 -1997-10-23,,0.429142,,,4.5,11.591594,13.75,12.429623,14.14674,,12.777803,,,17.136713,10.695261,2.421552,,12.420809,21.804918,1.884107 -1997-10-24,,0.400432,,,5.026042,11.34428,13.09375,12.053638,14.118165,,12.889243,,,17.000978,11.140898,2.385178,,12.453378,21.982738,1.871291 -1997-10-27,,0.404965,,,4.270833,10.656095,10.5,11.390133,13.189339,,12.505413,,,15.745415,10.175362,2.224087,,11.769363,20.793581,1.800797 -1997-10-28,,0.438208,,,4.947917,11.441053,12.5,12.230572,13.560865,,12.604465,,,16.678608,10.769536,2.463125,,12.399094,21.30481,1.826431 -1997-10-29,,0.423098,,,5.390625,11.161482,12.0625,12.296921,13.975263,,12.592085,,,16.373196,10.918083,2.333212,,12.431664,21.382599,1.83284 -1997-10-30,,0.398921,,,5.125,10.881905,11.09375,12.296921,13.375107,,12.653992,,,16.474997,10.880941,2.270856,,12.464235,20.582422,1.749529 -1997-10-31,,0.411764,,,5.083333,11.118467,11.5,12.385392,13.675179,,12.604465,,,16.678608,11.029494,2.32282,,12.333947,20.526846,1.691852 -1997-11-03,,0.420076,,,5.072917,11.548591,12.03125,12.849843,14.161029,,12.86448,,,16.899172,10.992352,2.421552,,12.692233,21.104753,1.714282 -1997-11-04,,0.433675,,,4.958333,11.774388,11.96875,12.871955,14.246764,,12.901627,,,16.984013,10.843812,2.431945,,12.485957,21.149216,1.672626 -1997-11-05,,0.444253,,,4.875,11.892675,12.0625,12.761372,14.175314,,12.777803,,,16.797375,10.918083,2.354,,12.925151,21.282581,1.711077 -1997-11-06,,0.459363,,,4.661458,11.828155,10.9375,13.048894,14.061007,,12.56732,,,16.627701,10.806676,2.431945,,12.640841,21.349255,1.723894 -1997-11-07,,0.477496,,,4.479167,11.656109,11.28125,12.827721,13.932402,,12.64161,,,16.543777,10.658123,2.41116,,12.378404,20.88249,1.672626 -1997-11-10,,0.451808,,,4.208333,11.527079,10.625,12.96043,13.660896,,12.876859,,,16.423399,10.843812,2.364392,,12.083158,20.282354,1.685444 -1997-11-11,,0.444253,,,3.947917,11.591594,10.8125,13.13736,13.489418,,13.310217,,,16.457792,10.695261,2.33841,,12.22531,19.982277,1.672626 -1997-11-12,,0.42612,,,3.770833,11.312018,9.96875,13.424877,13.346522,,13.310217,,,16.199835,10.546717,2.379982,,11.744173,18.982059,1.611745 -1997-11-13,,0.435186,,,3.859375,11.763644,10.5625,13.579695,13.589446,,13.347361,,,16.474989,10.769536,2.400768,,12.07222,19.070969,1.646992 -1997-11-14,,0.445764,,,4.166667,11.924934,10.21875,13.977796,13.718052,,13.508323,,,16.767347,10.769536,2.437142,,12.476821,18.426373,1.781572 -1997-11-17,,0.447275,,,4.375,12.247524,11.0,14.088386,14.018138,,13.644516,,,17.042505,10.955222,2.478715,,12.487754,19.359928,1.800797 -1997-11-18,,0.436697,,,4.416667,11.967946,10.96875,13.889329,13.775208,,13.842622,,,17.111288,10.843812,2.416357,,12.159699,19.070969,1.81041 -1997-11-19,,0.441231,,,4.510417,12.161496,10.46875,13.955684,13.918109,,13.954062,,,17.076899,10.583854,2.379982,,12.564301,19.804468,1.775164 -1997-11-20,,0.447275,,,4.583333,12.376555,11.40625,14.132607,14.046712,,14.30075,,,17.248869,10.732404,2.494304,,12.684584,19.982277,1.820023 -1997-11-21,,0.43972,,,4.489583,12.516342,11.3125,14.154725,14.218185,,14.10264,,,17.592817,10.769536,2.416357,,12.914217,20.148991,1.794389 -1997-11-24,,0.42612,,,4.229167,12.322795,11.125,13.999916,13.975263,,13.830243,,,17.300457,10.212491,2.33841,,12.509623,19.559967,1.755937 -1997-11-25,,0.420076,,,4.203125,12.516342,11.0625,13.999916,14.103872,,13.731194,,,16.818933,10.323897,2.364392,,12.782993,19.459946,1.768755 -1997-11-26,,0.423098,,,4.260417,12.634629,10.78125,14.110498,13.746636,,14.461712,,,16.836132,10.472447,2.452733,,12.695515,19.248783,1.755937 -1997-11-28,,0.429142,,,4.125,12.70989,10.90625,14.176849,13.732342,,14.387414,,,16.784542,10.323897,2.421552,,12.728322,19.337694,1.78798 -1997-12-01,,0.429142,,,4.270833,12.731403,11.28125,14.464367,14.032425,,14.746489,,,16.93931,10.323897,2.582644,,13.296942,20.449053,1.906538 -1997-12-02,,0.38381,,,4.234375,12.666885,10.6875,14.420137,14.103872,,14.350268,,,16.836132,10.435313,2.660591,,13.351614,20.271235,1.928968 -1997-12-03,,0.380788,,,4.364583,12.559355,10.75,14.464367,14.323207,,14.845529,,,17.180079,10.472447,2.660591,,13.614049,20.404608,2.018687 -1997-12-04,,0.377766,,,4.5,12.47333,10.46875,14.530718,14.120653,,14.486466,,,17.145685,10.769536,2.987968,,13.362556,20.760242,2.00587 -1997-12-05,,0.382299,,,4.59375,12.634629,10.5625,14.486485,14.120653,,14.164551,,,17.610012,10.843812,3.003557,,13.209465,20.838028,2.031504 -1997-12-08,,0.376255,,,4.708333,12.656129,10.9375,14.287429,14.381079,,14.325502,,,17.38644,10.732404,3.201023,,13.07824,20.871376,2.041117 -1997-12-09,,0.3687,,,4.6875,12.838923,10.40625,14.176849,14.525759,,14.288362,,,17.162886,10.361041,3.22181,,13.209465,20.604643,1.993053 -1997-12-10,,0.356611,,,4.510417,12.688385,9.9375,14.243201,14.381079,,14.251219,,,17.266068,10.175362,3.263381,,13.264139,19.960056,1.948194 -1997-12-11,,0.352078,,,4.6875,12.47333,9.34375,14.088386,14.438942,,13.842622,,,17.162886,9.952538,3.320542,,13.023563,19.615538,1.944989 -1997-12-12,,0.3415,,,4.541667,12.430321,9.09375,14.132607,14.366611,,14.387414,,,17.059704,9.755929,3.299755,,13.121977,19.748898,1.941785 -1997-12-15,,0.336967,,,4.583333,12.838923,9.21875,14.552833,14.818726,,14.647426,,,17.283264,9.942113,2.977575,,13.275074,19.960056,1.999462 -1997-12-16,,0.346034,,,4.458333,12.967966,9.15625,14.420137,14.525759,,14.684576,,,17.489626,10.016585,3.024343,,13.428161,19.715555,2.0283 -1997-12-17,,0.336967,,,4.390625,12.903447,9.46875,14.22404,14.381079,,14.857919,,,17.266068,10.053823,2.858056,,13.17665,19.915606,2.009074 -1997-12-18,,0.333945,,,4.291667,12.731403,9.125,14.046516,14.294269,,15.043647,,,16.973713,9.569749,2.634608,,12.968887,19.404375,1.996258 -1997-12-19,,0.330923,,,4.5,12.559355,9.40625,13.713664,13.68662,,15.018879,,,16.578173,9.532516,2.707359,,12.728322,19.226559,2.00587 -1997-12-22,,0.321857,,,4.697917,12.70989,9.28125,13.536141,13.889169,,15.056015,,,16.595371,9.458036,2.769716,,13.0017,18.993172,2.053934 -1997-12-23,,0.31279,,,4.625,12.226015,8.96875,13.203278,13.889169,,14.684576,,,16.560974,9.420806,2.790503,,12.695515,18.748672,2.041117 -1997-12-24,,0.317323,,,4.604167,12.226015,8.875,13.203278,13.541937,,14.573137,,,16.543777,9.346325,2.795699,,12.378404,18.559746,2.012279 -1997-12-26,,0.321857,,,4.520833,12.182997,8.78125,13.336425,13.787889,,14.288362,,,16.698551,9.383562,2.696965,,12.586168,18.970943,2.00587 -1997-12-29,,0.317323,,,4.75,12.623013,8.6875,13.469563,13.947038,,14.548384,,,16.93931,9.830406,2.743734,,12.881413,19.326582,1.999462 -1997-12-30,,0.318834,,,4.848958,12.96064,8.5625,14.068705,14.207463,,14.65981,,,17.145685,9.755929,2.925611,,13.220391,19.493286,1.970623 -1997-12-31,,0.317323,,,5.020833,12.786382,8.875,14.002136,14.07725,,14.511227,,,16.836132,9.681459,3.065914,,13.045437,19.471058,1.967419 -1998-01-02,,0.392877,,,4.958333,12.895298,9.65625,13.979939,14.062786,,14.845529,,,17.025297,9.569749,3.024343,,13.242265,20.011078,1.928968 -1998-01-05,,0.38381,,,4.75,13.124007,9.65625,14.113089,14.453416,,14.424557,,,16.836132,9.234617,3.169844,,13.963971,20.338936,1.903334 -1998-01-06,,0.457852,,,4.838542,12.949754,9.96875,14.201847,14.26533,,14.362649,,,16.234219,8.676072,3.149058,,13.515645,19.389256,1.829635 -1998-01-07,,0.423098,,,4.78125,13.058663,9.5,14.157473,14.352139,,14.629887,,,16.750139,8.638844,3.47124,,13.668732,19.604065,1.778367 -1998-01-08,,0.43972,,,4.614583,12.938861,9.46875,13.957754,14.207463,,14.491994,,,16.389006,8.638844,3.512812,,13.581246,18.846592,1.83284 -1998-01-09,,0.43972,,,4.260417,12.623013,9.125,13.558331,13.657679,,14.354092,,,15.993464,8.117525,3.388096,,12.936086,18.428284,1.800797 -1998-01-12,,0.441231,,,4.302083,12.971537,8.875,14.024325,13.440663,,14.567207,,,16.165434,8.303713,3.611543,,13.373487,18.56394,1.800797 -1998-01-13,,0.471452,,,4.645833,13.015099,10.4375,14.024325,13.440663,,14.705103,,,16.526583,8.415426,3.611543,,13.526574,18.744829,1.823227 -1998-01-14,,0.477496,,,4.875,12.96064,9.21875,14.090894,14.07725,,14.767793,,,16.732944,8.713312,3.705081,,13.614049,18.880505,1.804001 -1998-01-15,,0.463896,,,4.953125,12.666575,9.03125,14.179657,13.918108,,14.830469,,,16.371807,9.420806,3.783027,,13.264139,18.677,1.74312 -1998-01-16,,0.45483,,,4.791667,12.786382,8.90625,14.246231,14.221928,,14.893153,,,16.732944,9.644225,3.803812,,13.471905,19.084011,1.74472 -1998-01-20,,0.460874,,,4.953125,13.16758,9.28125,14.823183,14.540228,,15.156408,,,16.750139,9.755929,3.824599,,14.138932,19.389256,1.800797 -1998-01-21,,0.457096,,,5.072917,13.16758,9.28125,14.44595,14.091721,,15.056128,,,16.801735,9.606988,3.886956,,13.821819,19.016169,1.749529 -1998-01-22,,0.465408,,,5.135417,13.102231,9.1875,14.201847,13.816831,,15.432215,,,16.389006,9.12291,4.084422,,13.756209,18.857891,1.749529 -1998-01-23,,0.471452,,,4.9375,12.906187,9.0625,14.024325,13.701084,,15.168951,,,16.251419,9.048436,4.07403,,13.657793,18.677,1.78798 -1998-01-26,,0.469941,,,4.8125,13.015099,9.46875,13.73585,13.802361,,15.231633,,,16.578173,9.048436,3.949315,,13.603123,18.473503,1.755937 -1998-01-27,,0.462385,,,4.75,13.287378,9.375,13.957754,14.178527,,15.607718,,,16.612564,9.085676,4.053242,,13.767144,19.038778,1.723894 -1998-01-28,,0.463896,,,4.770833,13.287378,9.59375,14.423759,13.990441,,15.444749,,,16.285816,9.309093,3.985689,,13.963971,19.174448,1.78798 -1998-01-29,,0.447275,,,4.958333,13.439859,9.875,14.268423,14.091721,,15.695474,,,16.715755,9.644225,3.996083,,14.248289,19.321423,1.874495 -1998-01-30,,0.442742,,,4.916667,13.505209,10.09375,14.13528,13.860234,,15.595183,,,16.320213,9.495277,4.21953,,14.30296,19.389256,1.874495 -1998-02-02,,0.427631,,,5.197917,13.690356,10.03125,14.490327,14.221928,,15.770698,,,16.646955,9.309093,4.323461,,14.456051,20.112822,1.935376 -1998-02-03,,0.442742,,,5.151042,13.516096,10.0,14.911942,14.453416,,15.758162,,,16.732944,9.458036,4.50014,,14.445112,20.666807,1.967419 -1998-02-04,,0.441231,,,5.0625,13.396291,10.0,15.266991,14.569155,,15.745618,,,16.93931,9.346325,4.58848,,14.336274,20.712029,1.991449 -1998-02-05,,0.442742,,,4.9375,13.363618,9.53125,15.200418,14.713838,,15.432215,,,17.042505,9.532516,4.733979,,14.049994,20.723324,1.935376 -1998-02-06,,0.447275,,,4.90625,13.537882,9.25,15.289179,15.003197,,15.582644,,,17.288589,10.128292,4.510534,,14.248184,21.152948,1.954601 -1998-02-09,,0.463896,,,4.854167,13.428969,9.5625,15.089464,14.91639,,15.494887,,,17.288589,10.165527,4.463764,,14.226164,21.887802,1.8777 -1998-02-10,,0.469941,,,5.302083,13.505209,9.6875,15.311368,14.901915,,15.519967,,,17.306013,10.128292,4.474156,,14.798738,21.684317,1.887312 -1998-02-11,,0.459363,,,5.291667,13.668576,9.5625,15.244791,15.061075,,15.319384,,,17.480291,10.351707,4.811929,,14.743678,21.673019,1.935376 -1998-02-12,,0.46843,,,5.260417,13.679462,9.5,15.866134,15.090004,,15.356996,,,17.58486,10.314478,4.775553,,14.853786,21.593868,1.938581 -1998-02-13,,0.471452,,,5.1875,13.55966,9.5625,15.68861,14.887449,,15.344457,,,17.602287,9.904875,4.671624,,14.732667,21.379061,1.941785 -1998-02-17,,0.474474,,,5.145833,13.603223,9.46875,15.888307,14.959796,,15.407143,,,17.323439,9.458036,4.687213,,14.886818,21.842588,1.967419 -1998-02-18,,0.49714,,,5.072917,13.668576,9.5625,16.154606,14.988728,,15.570112,,,17.794001,9.681459,4.666423,,15.21715,22.034794,1.980236 -1998-02-19,,0.494118,,,5.229167,13.55966,9.75,16.065838,14.91639,,15.432215,,,17.741713,9.532516,4.536514,,15.173115,21.639095,1.906538 -1998-02-20,,0.48354,,,5.270833,13.62501,9.875,16.110218,15.061075,,15.41967,,,17.933418,9.346325,4.46896,,15.382309,21.673019,1.922559 -1998-02-23,,0.513762,,,5.40625,13.537882,10.375,16.398699,15.581908,,15.356996,,,17.428009,9.271855,4.739178,,15.745678,21.921728,1.938581 -1998-02-24,,0.515273,,,5.40625,13.374512,10.34375,16.642788,15.364895,,15.068659,,,17.497723,9.271855,4.635248,,15.415351,21.661695,1.8777 -1998-02-25,,0.53945,,,5.489583,13.439859,10.875,16.931267,15.943604,,15.319384,,,17.51515,9.309093,4.848302,,15.569506,22.136551,1.935376 -1998-02-26,,0.56816,,,6.0625,13.418073,12.5625,16.77594,15.856808,,15.30685,,,17.58486,10.016585,4.900268,,15.899834,22.385265,2.044322 -1998-02-27,,0.571182,,,6.416667,13.548773,11.75,16.443081,15.856808,,15.168951,,,17.776571,9.867643,4.952232,,15.591522,22.441801,2.0283 -1998-03-02,,0.550027,,,6.354167,13.341837,11.125,16.642788,15.755525,,15.432215,,,17.706854,9.830406,4.936643,,15.470401,22.385265,2.085977 -1998-03-03,,0.559094,,,5.979167,13.461637,11.40625,17.197552,15.958069,,15.356996,,,17.915993,9.904875,5.066556,,15.327258,22.667906,2.066751 -1998-03-04,,0.590826,,,6.119792,13.298275,10.25,17.197552,16.16522,,15.219096,,,17.689426,9.904875,5.5862,,14.963891,22.14785,2.025096 -1998-03-05,,0.581759,,,6.25,13.467998,10.5,17.352884,15.887273,,15.068659,,,17.550003,9.793162,5.315985,,15.074008,21.797377,1.977032 -1998-03-06,,0.590826,,,6.395833,13.798633,10.90625,17.818882,16.16522,,15.570112,,,17.497723,9.830406,5.487468,,15.19513,22.000881,2.009074 -1998-03-09,,0.550027,,,6.958333,13.842722,10.28125,18.218313,16.077448,,15.620254,,,17.428009,9.755929,5.549826,,15.305249,21.446896,2.047526 -1998-03-10,,0.581759,,,6.925775,13.886808,10.875,18.107357,16.370039,,15.507435,,,17.689426,9.718695,5.321182,,15.481418,21.989576,2.069956 -1998-03-11,,0.631625,,,6.635417,13.930896,10.6875,18.085178,16.428545,,15.745618,,,17.828856,9.495277,5.279611,,15.415351,22.554853,2.140449 -1998-03-12,,0.65278,,,6.541667,13.963955,11.0859,18.218313,16.472443,,15.921131,,,17.811428,9.569749,5.477075,,15.184114,22.656605,2.101999 -1998-03-13,,0.655802,,,6.557292,13.809658,10.96875,18.240503,16.194483,,15.971274,,,17.933418,9.569749,5.684933,,15.129058,22.656605,2.076364 -1998-03-16,,0.645224,,,6.583333,13.997017,11.5,18.284882,16.326153,,16.272144,,,17.898565,9.383562,5.731702,,15.503437,23.21059,2.07316 -1998-03-17,,0.636912,,,6.65625,14.107236,11.03125,18.262688,16.516327,,16.084103,,,17.550003,9.346325,5.72131,,15.745678,24.375059,2.101999 -1998-03-18,,0.651269,,,7.109375,14.052131,11.15625,18.073133,16.647991,,16.410051,,,18.020561,9.160149,5.664148,,15.547477,24.985573,2.101999 -1998-03-19,,0.646735,,,7.0,14.11826,11.96875,17.939581,16.955196,,16.798666,,,18.07284,9.309093,5.581005,,15.855788,24.465506,2.095591 -1998-03-20,,0.637669,,,7.0,14.393785,11.1875,17.828295,17.218527,,17.600996,,,18.71768,9.532516,5.5862,,16.23016,24.352461,2.134041 -1998-03-23,,0.631625,,,6.984375,14.184378,11.40625,17.694748,17.189264,,18.052298,,,18.96167,9.979347,5.534237,,16.956882,24.001972,2.092385 -1998-03-24,,0.676956,,,7.020833,14.570132,11.53125,17.984097,17.423338,,18.453472,,,19.066244,9.968893,5.622577,,16.802727,24.273314,2.150062 -1998-03-25,,0.656556,,,6.807292,14.459918,11.46875,17.672487,17.14537,,17.926941,,,18.891962,10.006231,5.508254,,16.648579,24.058506,2.1789 -1998-03-26,,0.642202,,,6.895833,14.537062,11.6875,17.717005,16.969824,,17.425482,,,19.013956,10.043566,5.440701,,16.626553,24.273314,2.207739 -1998-03-27,,0.651269,,,7.083333,14.724426,12.34375,17.783775,16.867426,,17.350266,,,18.857105,10.080908,5.492665,,16.868788,24.262018,2.191717 -1998-03-30,,0.663357,,,7.15625,15.044047,13.28125,17.961845,16.647991,,17.350266,,,18.944246,10.006231,5.503058,,17.232155,24.194181,2.300662 -1998-03-31,,0.664868,,,7.1276,15.198339,14.53125,18.095383,17.072233,,17.394125,,,18.857105,9.782212,5.544629,,17.562487,24.397682,2.323093 -1998-04-01,,0.664868,,,7.510417,15.242418,14.96875,18.340219,17.116119,,17.249977,,,19.223089,9.670202,5.944757,,17.408335,24.601192,2.361544 -1998-04-02,,0.660335,,,7.921875,15.47387,14.84375,18.095383,17.130745,,17.600996,,,19.484514,9.819542,5.846025,,17.562487,25.607075,2.367952 -1998-04-03,,0.654291,,,7.75,15.407746,14.28125,18.340219,17.291672,,17.751432,,,19.292807,9.856888,5.98633,,17.947866,25.756432,2.377566 -1998-04-06,,0.634647,,,7.385417,15.308558,15.21875,17.672487,17.613512,,17.651144,,,19.083664,9.707538,5.882401,,18.190107,27.020123,2.278233 -1998-04-07,,0.616514,,,7.166667,15.36365,15.25,18.073133,17.657396,,17.342129,,,18.891962,9.371504,5.716112,,17.760689,26.399773,2.236578 -1998-04-08,,0.604425,,,7.385417,15.187313,13.65625,17.806046,17.379454,,16.711962,,,18.438837,9.408841,5.897988,,17.39732,25.779408,2.220556 -1998-04-09,,0.619536,,,7.9375,15.25345,13.3125,18.095383,17.891462,,16.762386,,,18.613108,9.446183,6.033098,,17.485411,26.032133,2.210943 -1998-04-13,,0.63918,,,7.859375,15.308558,12.65625,18.228937,18.871616,,16.182623,,,18.874538,9.259494,6.100651,,17.815741,26.905247,2.230169 -1998-04-14,,0.651269,,,8.098958,15.275489,13.125,18.963432,18.900879,,16.182623,,,18.735107,9.259494,6.199384,,17.452381,26.23893,2.281437 -1998-04-15,,0.663357,,,8.010417,15.264469,13.125,19.186003,18.813101,,16.107008,,,19.153378,9.371504,6.225365,,17.188107,25.74494,2.326297 -1998-04-16,,0.692067,,,8.208333,15.099143,12.875,18.718597,18.227928,,16.132208,,,19.606506,9.408841,6.048687,,17.738653,24.860352,2.316685 -1998-04-17,,0.675445,,,7.90625,15.385702,13.875,18.963432,18.462009,,16.762386,,,20.094496,9.259494,6.022705,,18.531445,25.227968,2.33591 -1998-04-20,,0.701133,,,7.854167,15.187313,13.9375,18.607304,18.257198,,16.485109,,,20.338484,9.147485,5.872006,,19.973879,24.756962,2.332705 -1998-04-21,,0.701133,,,7.755208,15.176299,13.875,18.629564,18.02313,,16.560726,,,20.443054,9.035472,5.835632,,20.469381,25.572632,2.319888 -1998-04-22,,0.664868,,,7.270833,15.021996,14.28125,18.629564,18.374235,,16.964039,,,20.338484,8.960801,6.090259,,20.194107,25.756432,2.383974 -1998-04-23,,0.669401,,,6.75,14.889755,14.65625,18.295706,18.140163,,16.737169,,,20.565044,8.923464,5.913578,,20.326235,25.09012,2.393586 -1998-04-24,,0.675445,,,7.072917,14.790551,14.5625,17.895071,17.906097,,16.434689,,,20.495337,8.886135,5.716112,,20.832741,24.64208,2.467284 -1998-04-27,,0.670912,,,6.895833,14.537062,14.09375,17.650238,16.999084,,16.157425,,,20.721905,8.475423,5.643362,,19.984892,24.377853,2.329501 -1998-04-28,,0.651269,,,7.96875,14.305614,13.71875,17.494423,17.203901,,16.107008,,,20.46048,8.438092,5.731702,,19.973879,24.561659,2.310275 -1998-04-29,,0.65278,,,7.958333,14.515019,14.0,17.561203,17.277046,,16.258247,,,20.338484,8.363413,5.757685,,19.841759,24.837379,2.383974 -1998-04-30,,0.661846,,,7.645833,15.021996,13.875,18.006359,17.789068,,16.711962,,,20.373339,8.251402,5.840829,,20.050961,25.469227,2.467284 -1998-05-01,,0.676956,,,7.875,14.988933,13.78125,18.02861,18.301085,,16.938826,,,21.087885,8.512763,5.778471,,19.797703,25.894281,2.451263 -1998-05-04,,0.702645,,,7.9375,14.878721,13.3125,18.117634,18.02313,,17.392538,,,20.843899,8.624772,5.60179,,19.85277,25.561134,2.454467 -1998-05-05,,0.717755,,,7.809892,14.69136,12.875,17.984097,17.789068,,17.190897,,,20.634762,8.624772,5.653754,,19.687601,25.182026,2.406403 -1998-05-06,,0.732866,,,7.53125,14.647267,12.71875,17.783775,17.306297,,17.241304,,,20.75675,8.027384,5.93956,,19.246181,24.825897,2.411207 -1998-05-07,,0.729844,,,7.583333,14.437867,12.6875,18.02861,17.174635,,17.090059,,,20.425627,8.102062,5.783666,,18.925228,25.044172,2.380769 -1998-05-08,,0.735888,,,7.697917,14.669324,12.96875,17.984097,17.423338,,17.090059,,,20.408201,8.326082,5.773273,,19.677809,25.159039,2.393586 -1998-05-11,,0.747977,,,7.239583,14.669324,12.6875,18.206669,17.218527,,15.653285,,,20.568933,8.363413,5.643362,,19.633537,25.469227,2.393586 -1998-05-12,,0.728333,,,7.614583,14.713402,13.0,18.785362,17.979242,,15.905355,,,20.815695,8.326082,5.638165,,19.799545,25.825363,2.39679 -1998-05-13,,0.735888,,,7.739583,14.922812,13.0,19.275038,17.730545,,15.350805,,,20.762831,8.363413,5.856416,,19.511808,25.64155,2.46408 -1998-05-14,,0.726822,,,7.630208,14.834633,12.5625,19.297298,17.701294,,15.275187,,,20.762831,8.438092,5.825239,,19.124447,25.607075,2.457671 -1998-05-15,,0.714733,,,7.46875,14.570132,11.125,19.252775,17.584253,,15.073541,,,20.780455,8.251402,5.664148,,18.526794,26.101076,2.409608 -1998-05-18,,0.689045,,,7.338542,14.548085,11.09375,19.364065,17.598879,,15.3256,,,20.46319,7.952715,5.612184,,19.600332,26.147034,2.416016 -1998-05-19,,0.7102,,,7.53125,14.614216,11.1875,19.34181,17.774429,,15.149158,,,20.392685,7.840703,5.716112,,19.98769,26.629522,2.454467 -1998-05-20,,0.714733,,,7.385417,15.110169,10.3125,19.542131,18.140163,,15.955773,,,20.093048,7.878044,5.705719,,19.976633,26.50316,2.515348 -1998-05-21,,0.698111,,,7.395833,15.154251,10.09375,19.853729,18.02313,,16.031382,,,19.846294,7.616683,5.570611,,19.323648,26.422749,2.460876 -1998-05-22,,0.673935,,,7.166667,14.988933,10.03125,19.764698,18.008501,,15.7289,,,19.899174,7.355324,5.290003,,18.670681,26.549103,2.409608 -1998-05-26,,0.645224,,,6.822917,14.60319,10.0,19.141479,17.818319,,15.376017,,,19.617168,7.205983,5.232842,,18.272251,25.607075,2.326297 -1998-05-27,,0.646735,,,7.21875,14.768507,9.96875,19.364065,17.598879,,15.3256,,,19.846294,7.131303,5.31079,,19.124447,25.009703,2.37436 -1998-05-28,,0.663357,,,7.161458,14.878721,10.0625,19.742439,17.789068,,15.7289,,,20.004915,7.280653,5.154895,,18.88096,25.078627,2.499327 -1998-05-29,,0.643713,,,7.34375,14.702376,9.78125,19.631166,17.672029,,15.678487,,,19.881548,7.243314,5.404325,,18.560001,24.986725,2.460876 -1998-06-01,,0.634647,,,7.135417,14.614216,9.625,20.120825,17.628143,,15.7289,,,19.9168,7.168643,5.082145,,18.393997,24.64208,2.416016 -1998-06-02,,0.649758,,,7.28125,14.592166,9.375,20.276627,17.628143,,16.157425,,,19.722916,7.019294,5.154895,,18.305458,25.170527,2.422425 -1998-06-03,,0.636158,,,7.041667,14.338683,9.0,19.942762,17.630505,,15.628089,,,19.458536,6.720604,5.31079,,18.216909,24.929285,2.39679 -1998-06-04,,0.648246,,,7.3125,14.713402,9.1875,20.165339,17.822624,,15.829732,,,19.828669,6.757943,5.466684,,18.947363,25.273926,2.435242 -1998-06-05,,0.649758,,,7.375,14.944852,9.15625,20.588226,18.044291,,16.611135,,,20.251671,6.907285,5.757685,,19.190838,25.779408,2.454467 -1998-06-08,,0.658824,,,7.708333,14.889755,9.0625,20.654995,18.251194,,16.182623,,,20.075422,6.795272,6.048687,,19.201914,26.342323,2.531369 -1998-06-09,,0.683001,,,8.541667,14.955868,9.3125,20.677258,18.31031,,16.132208,,,19.722916,6.571253,6.526762,,19.910227,26.020664,2.515348 -1998-06-10,,0.678468,,,9.020833,15.033022,8.8125,21.100157,18.458094,,16.233042,,,19.405657,6.421913,6.360476,,19.412193,26.101076,2.476897 -1998-06-11,,0.672423,,,10.416667,14.84566,8.8125,21.011122,18.458094,,15.980974,,,19.194149,6.036471,6.568333,,18.958427,25.74494,2.460876 -1998-06-12,,0.679979,,,10.166667,15.033022,8.4375,20.944351,18.265965,,16.384281,,,19.546667,5.998985,6.547546,,19.356861,25.526667,2.518553 -1998-06-15,,0.664868,,,10.958333,14.790551,8.5,20.143082,17.822624,,15.7289,,,19.317533,5.849006,6.495582,,19.124447,25.067148,2.560208 -1998-06-16,,0.676956,,,12.270833,15.033022,8.90625,20.432425,17.689611,,15.779324,,,19.617168,6.111465,6.007114,,19.434326,24.906311,2.579434 -1998-06-17,,0.679979,,,13.166667,15.440805,8.8125,20.867249,17.911295,,16.031382,,,20.022554,6.186451,5.757685,,19.877026,25.595606,2.758872 -1998-06-18,,0.660335,,,12.020833,15.506934,9.0,20.711021,18.103411,,15.955773,,,19.952053,6.111465,5.643362,,20.253307,25.526667,2.640315 -1998-06-19,,0.654291,,,12.635417,15.341619,8.75,20.666389,18.014738,,16.207829,,,19.758169,6.186451,5.674541,,19.744205,25.871317,2.540983 -1998-06-22,,0.661846,,,13.5625,15.187313,9.125,20.465527,17.807846,,16.233042,,,19.9168,6.111465,5.74729,,19.744205,25.480719,2.54739 -1998-06-23,,0.672423,,,15.447917,15.540007,8.9375,21.135061,17.674841,,16.636349,,,20.251671,6.411412,5.923972,,19.500731,25.802376,2.492918 -1998-06-24,,0.683001,,,16.635416,15.837572,9.125,21.469833,18.325087,,16.031382,,,20.427937,6.486397,6.007114,,19.489664,26.882273,2.621089 -1998-06-25,,0.690556,,,16.510416,15.82655,9.0,21.425196,18.295538,,16.182623,,,20.445557,6.486397,5.830437,,19.567135,26.606556,2.694787 -1998-06-26,,0.68149,,,15.708333,15.881655,8.875,21.31361,18.487648,,16.258247,,,20.375069,6.298931,5.74729,,19.821682,26.928223,2.774894 -1998-06-29,,0.693578,,,16.458334,16.024929,8.6875,22.161686,18.561544,,16.056587,,,20.163551,5.998985,5.778471,,19.467529,27.801331,2.768485 -1998-06-30,,0.693578,,,16.625,16.024929,8.53125,21.69301,18.132969,,16.132208,,,20.128296,6.261434,6.007114,,19.246181,27.755369,2.739647 -1998-07-01,,0.723799,,,19.020834,16.080042,8.375,21.603745,18.901436,,15.980974,,,20.568933,6.186451,6.111045,,18.980555,27.955311,2.697991 -1998-07-02,,0.701133,,,20.666666,16.035957,8.375,21.670694,19.448242,,16.081789,,,20.55131,6.111465,6.308509,,19.0359,27.932177,2.903064 -1998-07-06,,0.734377,,,23.25,16.363222,8.25,21.871561,19.788143,,16.157425,,,20.674694,6.261434,6.661869,,19.390051,28.510712,2.976763 -1998-07-07,,0.737399,,,20.354166,16.496801,9.0,21.826931,19.921135,,16.056587,,,20.516068,6.298931,6.796978,,19.677809,27.770172,2.874226 -1998-07-08,,0.787264,,,17.854166,16.619247,9.0625,22.429512,20.571386,,16.02466,,,20.639452,6.223947,7.056801,,20.098379,27.261065,2.928698 -1998-07-09,,0.766109,,,17.583334,16.763954,7.9375,22.541096,20.334925,,15.999306,,,20.234053,6.148954,7.566054,,20.541065,27.261065,2.963946 -1998-07-10,,0.775176,,,16.583334,16.708292,7.84375,22.920502,20.615719,,16.278217,,,20.216425,6.186451,7.482912,,20.862017,27.585045,2.925494 -1998-07-13,,0.820508,,,17.9375,16.663771,7.71875,22.875866,20.571386,,16.151434,,,19.881548,6.073967,7.586842,,21.016962,27.538759,2.96715 -1998-07-14,,0.808419,,,19.166666,16.930923,8.1875,23.701626,20.793056,,16.126081,,,20.322191,6.073967,7.628412,,20.983763,27.955311,2.909473 -1998-07-15,,0.832596,,,18.75,16.752821,8.6875,23.523088,20.334925,,16.075373,,,20.198809,6.036471,8.044128,,20.541065,27.839605,2.890247 -1998-07-16,,0.906638,,,18.895834,17.053371,8.375,24.549707,20.09848,,16.531771,,,20.128296,6.111465,8.335131,,20.862017,27.770172,2.826161 -1998-07-17,,0.891528,,,19.96875,17.220339,8.28125,24.638979,20.261047,,16.531771,,,20.410315,6.111465,8.542993,,20.496788,27.747034,2.903064 -1998-07-20,,0.876417,,,22.916666,17.008846,8.6875,24.572014,19.995028,,16.607836,,,19.899174,5.849006,8.272775,,20.884157,27.770172,2.87743 -1998-07-21,,0.861306,,,22.010416,16.552456,8.84375,24.281889,19.536907,,16.912109,,,19.793428,5.736525,7.888236,,20.209047,26.474237,2.890247 -1998-07-22,,0.846196,,,22.333334,16.274172,8.28125,23.947124,19.802916,,17.191015,,,20.251671,5.286602,8.542993,,20.607466,27.006495,2.851796 -1998-07-23,,0.844685,,,21.270834,16.029284,8.1875,22.675005,19.699459,,16.78532,,,19.775797,5.099137,8.355919,,19.733143,27.075928,2.838979 -1998-07-24,,0.83864,,,20.708334,16.329824,8.125,22.786598,19.448242,,17.114946,,,19.846294,5.061643,8.397491,,20.098379,27.261065,2.454467 -1998-07-27,,0.832596,,,20.927084,16.385487,8.15625,22.80891,19.403908,,16.886744,,,20.145927,4.949161,8.116881,,20.231176,27.307343,2.371156 -1998-07-28,,0.812952,,,19.822916,16.173983,8.25,22.652681,18.886665,,16.582489,,,19.634792,4.724197,8.054522,,19.76635,27.168493,2.371156 -1998-07-29,,0.849218,,,17.96875,15.940227,7.84375,21.737654,18.768438,,16.836033,,,19.934429,4.611717,7.669985,,19.323648,26.867641,2.412812 -1998-07-30,,0.882461,,,18.958334,16.263041,8.5625,22.719641,19.241337,,16.912109,,,20.339809,4.761694,8.044128,,19.854889,27.631327,2.435242 -1998-07-31,,0.837129,,,18.479166,15.929094,8.625,22.541096,18.857105,,16.607836,,,19.811052,4.649212,7.773912,,19.445396,28.001595,2.146858 -1998-08-03,,0.849218,,,18.041666,15.940227,8.4375,22.005465,18.650213,,16.78532,,,19.317533,4.57422,7.576448,,19.423267,27.700748,2.07316 -1998-08-04,,0.826552,,,18.3125,15.216681,8.0,20.844931,17.689611,,16.176796,,,18.929773,4.199288,7.669985,,18.548937,25.779993,2.119619 -1998-08-05,,0.870373,,,17.697916,15.450442,7.9375,21.78229,18.147753,,15.973956,,,18.66538,4.274274,7.825876,,18.850674,26.427952,2.012279 -1998-08-06,,0.891528,,,18.25,15.817788,8.375,22.85355,18.428534,,16.227507,,,18.312878,4.386755,8.407884,,18.783907,26.474237,2.095591 -1998-08-07,,0.882461,,,19.333334,15.695337,9.0,22.451818,17.852182,,15.847176,,,18.876896,4.799183,8.272775,,18.427807,25.617987,2.164479 -1998-08-10,,0.917216,,,20.270834,15.639678,9.0,22.518784,17.482719,,15.745753,,,19.070778,4.6867,8.397491,,18.561342,25.36344,2.1789 -1998-08-11,,0.942904,,,20.666666,15.550626,8.9375,22.85355,16.802925,,15.644334,,,19.411907,4.57422,8.272775,,18.505701,24.34519,2.085977 -1998-08-12,,0.968592,,,21.729166,15.917967,9.3125,23.56772,17.157602,,15.745753,,,19.144281,4.424253,8.68849,,18.127359,24.507181,2.140449 -1998-08-13,,0.953481,,,21.25,15.650812,9.0,22.965139,17.039375,,16.02466,,,19.465431,4.611717,8.730063,,18.160734,23.7435,2.150062 -1998-08-14,,0.979169,,,20.458334,15.572893,9.0,22.273283,16.566471,,15.771109,,,19.518967,4.83668,8.782025,,18.016081,23.836071,1.973828 -1998-08-17,,1.013923,,,19.947916,15.906833,9.4375,22.429512,17.30538,,16.32893,,,19.875807,4.911662,9.041855,,18.628111,24.622889,2.044322 -1998-08-18,,1.029034,,,21.447916,16.162857,10.03125,22.942816,17.719175,,16.252863,,,20.036379,4.911662,8.906744,,19.139999,25.617987,2.175696 -1998-08-19,,0.991258,,,21.458334,16.251905,9.40625,22.85355,17.231491,,16.227507,,,20.196949,4.83668,8.730063,,19.407064,25.132013,2.191717 -1998-08-20,,0.982191,,,21.520834,16.107201,8.90625,23.121361,16.876818,,16.303572,,,20.357519,4.799183,8.698886,,18.817293,24.206339,2.140449 -1998-08-21,,1.039612,,,21.614584,15.962488,8.8125,23.277592,16.62558,,16.278217,,,20.232639,4.724197,8.657315,,18.884064,23.581509,2.031504 -1998-08-24,,0.995791,,,22.458334,15.984754,8.65625,24.014074,16.640366,,16.430355,,,20.143419,4.649212,8.439059,,18.761644,23.720356,1.977032 -1998-08-25,,0.986725,,,21.9375,16.084938,8.78125,24.460432,16.69948,,16.227507,,,20.089901,4.649212,8.68849,,18.961958,23.7435,1.871291 -1998-08-26,,0.976147,,,21.208334,16.107201,8.5,24.661308,16.374355,,16.35429,,,20.089901,4.611717,8.459848,,19.229027,23.789778,1.784776 -1998-08-27,,0.906638,,,19.833334,15.41705,7.6875,24.237253,15.369432,,15.618974,,,19.768747,4.236779,7.971379,,18.494574,21.521891,1.752733 -1998-08-28,,0.826552,,,17.648434,15.2946,7.59375,23.344543,14.733965,,16.075373,,,19.287024,4.236779,7.171125,,18.093973,20.9202,1.675831 -1998-08-31,,0.754021,,,13.958333,14.248243,6.5,21.068106,13.59603,,15.441484,,,18.680393,4.086807,6.464402,,16.558323,19.439127,1.618154 -1998-09-01,,0.825041,,,13.325517,14.7269,7.1875,22.0501,13.566478,,15.796469,,,18.948025,3.82435,6.984054,,17.225998,20.318516,1.669422 -1998-09-02,,0.859795,,,14.645833,14.315041,7.34375,21.402882,14.078074,,15.086516,,,18.270037,3.674372,7.368589,,17.815773,20.318516,1.685444 -1998-09-03,,0.837129,,,14.3125,13.847513,7.0,21.469833,13.718639,,15.061161,,,18.252195,3.636885,7.909023,,17.782404,18.235752,1.595724 -1998-09-04,,0.849218,,,14.375,13.513577,7.125,20.889572,12.939857,,15.238652,,,18.858812,3.786852,7.669985,,16.981178,16.800957,1.598928 -1998-09-08,,0.924771,,,15.375,14.58219,7.5625,22.407183,13.553898,,15.720407,,,19.251339,4.124296,8.075308,,17.927052,17.448929,1.704669 -1998-09-09,,0.903616,,,14.083333,14.281646,8.125,21.804602,12.879944,,15.695039,,,19.60817,4.124296,8.15845,,17.481937,16.523258,1.685444 -1998-09-10,,0.921749,,,13.270833,13.725074,8.09375,20.867249,12.0712,,15.39078,,,19.893635,4.049312,8.210418,,16.803137,15.829002,1.624563 -1998-09-11,,0.90966,,,12.677083,14.114675,8.625,21.648373,13.059665,,16.227507,,,20.143419,4.188943,8.168844,,17.915926,17.032372,1.643788 -1998-09-14,,0.899083,,,12.28125,14.09241,8.40625,21.849243,13.658736,,16.379637,,,20.125584,4.731952,8.439059,,18.383299,17.12495,1.63738 -1998-09-15,,0.92326,,,12.166667,13.903167,8.46875,22.317921,13.613803,,16.379637,,,20.339682,4.731952,8.044128,,18.260887,18.189465,1.63738 -1998-09-16,,0.902105,,,14.083333,14.22598,8.375,22.530079,14.137983,,16.405001,,,19.929319,4.92589,8.303952,,18.071716,18.490309,1.605337 -1998-09-17,,0.870373,,,12.833333,13.936564,8.875,21.791767,13.434082,,15.897882,,,19.572487,4.69317,8.335131,,17.604345,17.726633,1.496392 -1998-09-18,,0.888505,,,13.28125,13.869781,8.96875,21.679897,12.760128,,16.810684,,,19.447592,4.731952,8.272775,,17.292768,17.564642,1.541252 -1998-09-21,,0.893039,,,14.25,14.114675,9.0,21.724638,12.445618,,16.633194,,,19.465431,4.731952,8.251986,,17.415174,17.333225,1.528434 -1998-09-22,,0.89455,,,14.697917,14.22598,9.375,22.32872,12.939857,,16.607836,,,19.144281,4.69317,8.106483,,18.060583,17.078665,1.560477 -1998-09-23,,0.926282,,,17.520834,14.971794,10.46875,23.089426,14.078074,,17.241726,,,20.072058,4.731952,8.397491,,18.961958,18.559744,1.688648 -1998-09-24,,0.930815,,,17.020834,14.559927,9.96875,22.485352,13.029714,,17.038883,,,19.804434,4.69317,7.898629,,19.12887,17.171227,1.826431 -1998-09-25,,0.936859,,,18.208334,14.793694,10.21875,22.172115,13.434082,,16.93746,,,19.518967,4.615594,8.137666,,18.995331,16.84724,1.836044 -1998-09-28,,0.944415,,,19.270834,15.045765,9.78125,21.993128,13.673708,,17.495283,,,19.429749,4.382874,7.680377,,18.884064,16.500116,2.101999 -1998-09-29,,0.954992,,,18.854166,14.921977,9.40625,20.807339,13.314265,,17.875614,,,20.339682,4.266513,7.493307,,19.017588,16.662111,1.938581 -1998-09-30,,0.921749,,,18.604166,14.325549,9.28125,19.554426,12.820036,,18.002398,,,20.161264,4.421665,6.921697,,18.828421,15.967851,1.85527 -1998-10-01,,0.862817,,,17.104166,13.605331,8.8125,19.017454,12.864964,,18.382727,,,20.143419,4.227732,6.786587,,17.737885,15.076877,1.695056 -1998-10-02,,0.847707,,,18.375,13.571572,9.375,19.845272,13.194452,,18.86447,,,20.839258,3.878655,6.505977,,17.648861,16.416983,1.871291 -1998-10-05,,0.778198,,,17.450516,13.143941,9.1875,20.494104,12.460592,,19.57444,,,21.374519,3.607147,6.298117,,16.869904,15.572695,1.871291 -1998-10-06,,0.787264,,,18.052084,13.278981,9.9375,21.299547,12.370736,,19.194103,,,21.624294,3.762295,6.589118,,15.9129,15.408518,1.893721 -1998-10-07,,0.772153,,,15.572917,13.504051,7.875,21.031063,11.72674,,19.544237,,,21.142557,3.645936,6.183794,,16.135462,15.103626,1.813615 -1998-10-08,,0.744954,,,14.364583,12.885113,7.0,20.33749,11.891482,,19.391354,,,20.464569,3.180498,5.612184,,15.979668,15.197447,1.749529 -1998-10-09,,0.849218,,,15.197917,13.053914,7.59375,21.165304,12.909896,,18.091797,,,20.196949,3.064137,5.60179,,16.558323,16.065199,1.794389 -1998-10-12,,0.905127,,,15.53125,13.335247,8.0,21.769392,12.655294,,16.945137,,,20.500256,2.986559,5.788863,,16.558323,16.15901,1.852066 -1998-10-13,,0.936859,,,15.229167,13.70661,7.84375,21.456163,12.924875,,17.480238,,,20.839258,2.715059,5.487468,,15.579066,16.018295,1.78798 -1998-10-14,,0.903616,,,15.583333,13.976686,8.03125,21.881256,11.517067,,17.684093,,,21.124722,2.715059,5.778471,,17.092453,15.643041,1.755937 -1998-10-15,,0.885483,,,16.177084,14.764431,8.46875,23.134169,11.741716,,18.168238,,,21.588608,2.5987,6.402046,,17.404039,17.636536,1.868087 -1998-10-16,,0.886994,,,16.572916,15.090782,8.59375,23.850124,11.891482,,17.480238,,,21.784878,2.249621,6.817765,,17.526459,18.422192,1.944989 -1998-10-19,,0.906638,,,17.625,15.011999,8.46875,24.610819,12.670271,,17.199947,,,21.374519,3.451996,7.150338,,17.370655,19.231323,1.906538 -1998-10-20,,0.871884,,,17.791666,14.80945,8.5625,23.469776,13.434082,,17.480238,,,21.856236,3.568356,6.900907,,17.21487,19.911465,1.916151 -1998-10-21,,0.897572,,,18.333334,15.102032,8.59375,23.246038,13.044684,,17.531199,,,21.57078,3.335638,6.838551,,17.448551,20.26325,1.909742 -1998-10-22,,0.888505,,,19.114584,15.574677,8.5,23.91725,13.688685,,17.633131,,,20.482416,3.723505,7.566054,,17.938181,21.037197,1.973828 -1998-10-23,,0.858284,,,19.354166,15.585923,8.71875,24.342335,13.479012,,17.301868,,,20.339682,3.917434,7.223087,,18.427807,20.896488,1.909742 -1998-10-26,,0.905127,,,20.239584,15.462138,8.71875,23.402664,13.568871,,18.2192,,,20.321838,3.956224,7.295838,,18.828421,20.450876,1.980236 -1998-10-27,,0.85224,,,19.385416,15.394615,8.71875,22.641947,12.924875,,18.601418,,,19.857956,3.995014,7.295838,,18.92857,19.512766,1.989849 -1998-10-28,,0.890016,,,19.510416,15.293331,9.40625,23.201298,13.149524,,18.244678,,,20.10774,3.956224,7.576448,,18.817293,19.653479,2.025096 -1998-10-29,,0.88095,,,21.083334,15.630939,9.9375,24.140976,13.688685,,18.448534,,,20.750051,3.723505,7.898629,,19.184498,20.31016,2.021891 -1998-10-30,,0.897572,,,21.072916,15.754723,11.28125,24.722691,13.778543,,18.881714,,,20.446739,3.529576,7.981771,,19.106615,21.318632,2.22376 -1998-11-02,,0.90966,,,21.833334,15.732223,11.5625,24.63319,14.018176,,18.779787,,,20.571632,3.878655,8.355919,,19.318041,21.201365,2.399995 -1998-11-03,,0.914194,,,21.010416,15.934774,11.71875,23.93961,13.928312,,19.544237,,,20.839258,3.917434,8.210418,,19.451584,21.107559,2.323093 -1998-11-04,,0.935349,,,21.635416,15.979795,12.5625,24.364723,14.46747,,19.238453,,,20.553787,3.956224,8.075308,,18.971853,21.764236,2.399995 -1998-11-05,,0.92326,,,21.416666,16.351156,12.3125,25.147779,15.036585,,19.595192,,,20.803568,3.995014,7.981771,,19.217953,22.655443,2.502531 -1998-11-06,,0.920238,,,20.760416,16.272377,12.21875,25.572878,14.961709,,19.722605,,,20.981997,3.995014,7.815485,,19.48642,22.889969,2.50894 -1998-11-09,,0.885483,,,21.145834,15.979795,12.5,25.259659,14.407567,,19.416828,,,20.785677,3.956224,7.773912,,19.38574,21.881498,2.377566 -1998-11-10,,0.849218,,,21.958334,16.036057,13.25,25.125414,14.212872,,19.595192,,,20.244389,3.762295,7.462126,,19.441687,21.459351,2.39679 -1998-11-11,,0.811441,,,21.104166,15.69846,13.5,24.9688,13.658736,,19.671638,,,20.280474,3.451996,7.087983,,18.983046,21.248272,2.323093 -1998-11-12,,0.822019,,,21.833334,15.597172,13.75,24.610819,13.359193,,19.391354,,,21.020241,3.529576,7.337411,,18.669825,20.685402,2.310275 -1998-11-13,,0.862817,,,21.291666,15.878515,13.375,24.946419,14.00319,,19.162008,,,21.038286,3.684716,7.420556,,18.904736,21.459351,2.20133 -1998-11-16,,0.870373,,,21.041666,16.283634,13.84375,25.438641,14.317706,,19.518747,,,20.623289,3.684716,7.472519,,19.475235,21.717327,2.226964 -1998-11-17,,0.841662,,,24.75,16.204866,13.53125,25.640001,14.557334,,20.079344,,,20.370686,3.607147,7.555663,,19.598288,22.983778,2.275028 -1998-11-18,,0.856773,,,27.333334,16.519955,13.84375,26.266459,14.677142,,19.722605,,,20.406778,3.568356,8.293561,,19.911501,23.194862,2.166083 -1998-11-19,,0.864329,,,25.541666,16.66625,14.3125,26.132219,14.752031,,20.104826,,,20.172216,3.102918,8.18963,,19.788456,23.0776,2.252599 -1998-11-20,,0.853751,,,30.104166,16.688759,13.71875,26.400702,15.111464,,20.308676,,,20.785677,2.908988,8.262383,,20.023367,23.241774,2.249394 -1998-11-23,,0.876417,,,36.333332,17.037605,13.25,26.825806,15.620679,,20.538,,,20.80373,2.870199,8.958708,,20.784029,24.390955,2.358339 -1998-11-24,,0.868862,,,35.75,16.970089,12.8125,26.758667,15.530815,,20.538,,,20.984158,2.753839,8.761243,,20.426069,24.320597,2.39679 -1998-11-25,,0.849218,,,35.052082,16.778784,14.5625,27.116655,15.830348,,20.538,,,20.984158,2.870199,8.782025,,20.448441,24.625492,2.371156 -1998-11-27,,0.847707,,,36.104168,16.621235,14.59375,27.407516,15.875278,,20.38512,,,21.471315,2.908988,9.582287,,20.40369,24.555124,2.39679 -1998-11-30,,0.772153,,,32.0,16.272377,13.84375,26.960037,15.620679,,19.544237,,,21.651756,2.5987,9.582287,,20.034555,23.804638,2.364748 -1998-12-01,,0.825041,,,34.916668,16.407419,14.59375,26.803419,15.590719,,19.646154,,,20.677425,2.44355,9.769357,,19.866751,23.312122,2.566616 -1998-12-02,,0.870373,,,33.25,16.373657,14.3125,26.512577,15.80941,,19.544237,,,20.569159,2.32719,9.935642,,20.235907,23.640461,2.50894 -1998-12-03,,0.814463,,,31.583334,15.856006,14.75,25.595247,15.156382,,19.697119,,,20.370686,2.016903,9.415999,,19.732521,22.983778,2.502531 -1998-12-04,,0.791797,,,31.416666,16.227369,15.6875,26.199326,15.703109,,20.43609,,,20.64134,2.133262,8.979495,,20.124041,24.062611,2.50894 -1998-12-07,,0.815974,,,31.833334,16.351156,15.75,26.713934,15.414557,,20.538,,,21.074366,2.40476,8.802819,,20.470814,24.390955,2.5538 -1998-12-08,,0.775176,,,34.010418,16.283634,16.0,27.206139,14.88302,,20.181271,,,21.128504,2.676269,8.522204,,20.795214,24.250246,2.550595 -1998-12-09,,0.773665,,,36.041668,16.204866,15.46875,27.530842,14.776713,,19.977419,,,21.345013,2.63748,8.064916,,20.784029,23.945347,2.61468 -1998-12-10,,0.773665,,,35.520832,15.923524,14.875,27.172136,14.518537,,20.23222,,,21.29088,2.5987,7.909023,,20.40369,23.546648,2.470489 -1998-12-11,,0.815974,,,37.166668,16.036057,15.09375,27.373917,14.305925,,20.308676,,,21.543489,2.44355,8.241599,,20.560297,22.843069,2.573025 -1998-12-14,,0.785753,,,37.041668,15.630939,14.28125,26.835852,13.69845,,19.620682,,,21.489361,2.36598,8.14806,,19.978615,22.06913,2.537778 -1998-12-15,,0.811441,,,40.458332,16.76753,14.375,27.553267,13.880694,,20.079344,,,21.363058,2.288402,8.83399,,20.582676,22.796158,2.624294 -1998-12-16,,0.793308,,,48.166668,16.564976,13.71875,27.149714,13.576962,,20.23222,,,21.814137,2.288402,8.93792,,20.716906,23.828081,2.563412 -1998-12-17,,0.808419,,,46.125,16.981342,14.0,27.30665,14.640034,,20.053865,,,21.615664,2.081079,8.83399,,20.918259,26.220278,2.627498 -1998-12-18,,0.850729,,,47.78125,17.442734,14.03125,27.889561,14.397045,,20.38512,,,21.922407,2.041819,8.574168,,20.761663,26.079556,2.736443 -1998-12-21,,0.847707,,,53.125,17.712812,14.4375,28.203428,14.715968,,21.710157,,,21.59763,2.081079,8.969101,,20.59387,27.111488,2.7044 -1998-12-22,,0.918727,,,53.729168,17.836597,14.375,28.091337,14.594472,,21.149569,,,21.633709,2.002551,9.249708,,20.974195,26.923866,2.611476 -1998-12-23,,0.962548,,,54.166668,18.252977,13.84375,29.212282,14.958959,,21.506296,,,21.669792,1.884753,9.395208,,21.544693,26.736242,2.627498 -1998-12-24,,0.948948,,,54.135418,18.174202,14.0,29.100206,15.03489,,21.557261,,,21.543489,2.002551,9.665429,,21.365713,26.548624,2.685175 -1998-12-28,,0.988236,,,58.65625,18.309242,13.65625,28.651817,14.791897,,21.863039,,,21.507401,1.845485,9.81093,,21.376902,26.783148,2.630701 -1998-12-29,,0.986725,,,55.385418,18.784597,13.75,29.391649,14.822277,,22.066895,,,21.83218,2.120347,9.831717,,22.305359,27.017672,2.7044 -1998-12-30,,0.968592,,,53.541668,18.614042,14.5625,28.965683,14.989329,,21.812077,,,21.543489,2.198877,10.143504,,22.573832,27.017672,2.800529 -1998-12-31,,0.989747,,,53.541668,18.557188,14.5,29.212282,14.609661,,21.863039,,,21.110458,2.159616,10.205862,,22.37248,26.642424,2.87743 -1999-01-04,,0.997302,,,59.15625,18.295649,14.0,28.920847,14.700784,,21.455338,,,20.966106,2.277413,10.559221,,22.104008,27.177465,2.762077 -1999-01-05,,1.047167,,,62.25,18.682261,13.84375,29.145033,14.898206,,21.455338,,,20.785677,2.277413,10.954149,,22.171131,27.390162,2.665949 -1999-01-06,,1.00939,,,69.0,19.046129,13.625,29.638266,15.642363,,22.11418,,,21.615664,2.238144,12.138945,,22.607382,27.980976,2.643519 -1999-01-07,,1.087966,,,79.4375,18.727747,13.71875,30.176323,16.416885,,22.882034,,,21.579575,2.238144,11.847944,,22.294167,29.138979,2.653132 -1999-01-08,,1.087966,,,80.125,18.625408,14.0,29.952129,16.993979,,23.62429,,,21.453276,2.355941,11.608907,,21.880278,28.548166,2.710809 -1999-01-11,,1.109121,,,92.3125,18.136459,15.9375,29.279556,16.993979,,22.574892,,,20.569159,2.355941,11.598514,,21.074871,28.831749,2.717217 -1999-01-12,,1.115165,,,81.6875,17.783957,15.75,28.831169,16.265017,,22.011795,,,20.424816,2.198877,11.785583,,20.347765,27.933722,2.72683 -1999-01-13,,1.124231,,,74.0,17.567924,13.875,28.920847,15.900535,,22.216566,,,20.35265,2.120347,12.149335,,20.884703,27.082947,2.702795 -1999-01-14,,1.000324,,,69.0,17.65889,11.25,28.606972,15.186754,,22.216566,,,20.136127,2.002551,12.429948,,20.314207,25.806787,2.7044 -1999-01-15,,0.998813,,,70.1875,18.329763,11.1875,28.741486,15.687915,,22.907633,,,20.515039,2.198877,12.970382,,20.750471,26.799351,2.691582 -1999-01-19,,0.988236,,,69.90625,18.454842,11.0625,28.719065,15.551242,,24.161783,,,20.515039,2.120347,13.999285,,20.739283,28.122765,2.768485 -1999-01-20,,0.98068,,,56.5,18.261538,11.0,28.786325,16.037212,,23.957027,,,20.496983,2.120347,13.874568,,21.421644,29.162609,2.803732 -1999-01-21,,0.938371,,,53.0,18.068237,10.5,28.360355,15.915719,,23.419525,,,20.533079,2.081079,13.593957,,20.851143,28.500889,2.7044 -1999-01-22,,0.936859,,,61.5,17.806704,10.78125,29.414064,15.80941,,23.189167,,,20.605242,1.963282,13.178237,,20.716906,27.177465,2.566616 -1999-01-25,,0.95197,,,56.1875,18.284277,10.71875,29.414064,15.718294,,22.242161,,,20.785677,1.924021,13.781025,,21.03013,28.14641,2.566616 -1999-01-26,,0.979169,,,57.546848,18.557188,11.0,29.974541,15.779042,,22.11418,,,20.857851,1.649159,14.383815,,21.499943,28.075499,2.608273 -1999-01-27,,0.970103,,,62.8125,18.466213,10.625,30.557453,15.095636,,22.06299,,,20.496983,1.688428,14.737178,,21.82435,27.65012,2.505736 -1999-01-28,,0.988236,,,61.4375,18.818712,11.4375,30.535017,15.763857,,22.139765,,,20.496983,1.884753,15.038574,,22.831106,27.83917,2.50894 -1999-01-29,,0.995791,,,58.46875,19.080236,11.46875,30.848902,16.249828,,22.11418,,,20.280474,1.924021,15.090536,,23.021284,29.091707,2.669153 -1999-02-01,,0.989747,,,57.9375,18.591303,12.4375,30.310835,15.854975,,21.52549,,,20.100039,1.806225,15.797258,,23.759571,29.044436,2.627498 -1999-02-02,,0.947437,,,55.125,18.557188,12.15625,29.996958,15.414557,,21.269539,,,19.829397,1.766956,14.809932,,23.748386,29.044436,2.573025 -1999-02-03,,0.971614,,,62.875,18.716377,10.46875,30.759222,15.429747,,21.064777,,,20.316561,1.531362,14.945039,,23.938547,30.013391,2.662744 -1999-02-04,,0.915704,,,59.0,18.216057,9.46875,30.041811,14.867834,,20.783234,,,20.154167,1.60989,14.529315,,23.547031,29.46983,2.611476 -1999-02-05,,0.877928,,,57.9375,17.829449,8.40625,30.221155,14.761525,,20.860018,,,20.695465,1.413565,14.217529,,23.423977,28.902645,2.557004 -1999-02-08,,0.912682,,,54.5625,17.749857,8.5625,30.647131,14.579287,,21.039183,,,21.226961,1.492093,13.905749,,23.513472,27.65012,2.566616 -1999-02-09,,0.899083,,,50.0,17.46558,8.375,29.458904,14.518537,,21.346321,,,21.08095,1.413565,14.155177,,22.417221,27.224735,2.502531 -1999-02-10,,0.926282,,,48.71875,17.818079,8.3125,29.032928,14.974142,,21.295141,,,21.190458,1.374296,13.469241,,22.805799,27.626495,2.460876 -1999-02-11,,0.958014,,,54.9375,18.193319,8.59375,30.781639,15.779042,,21.397514,,,20.551638,1.335037,14.976217,,23.840393,28.784491,2.550595 -1999-02-12,,0.911171,,,52.25,17.761225,8.78125,30.265991,15.277873,,20.808828,,,20.277864,1.335037,14.550107,,23.413063,28.004606,2.462476 -1999-02-16,,0.926282,,,49.3125,18.011389,8.53125,31.409361,15.703109,,20.834421,,,20.022335,1.335037,14.768354,,23.536762,29.375286,2.460876 -1999-02-17,,0.89455,,,46.75,18.068237,8.5,30.512606,15.763857,,20.885612,,,20.040585,1.256499,14.259107,,23.39057,29.209877,2.387178 -1999-02-18,,0.870373,,,44.75,18.307034,8.5625,30.624702,16.022028,,21.448711,,,20.113598,1.256499,14.14478,,23.592987,28.831749,2.406403 -1999-02-19,,0.899083,,,50.9375,18.261538,8.8125,30.400507,15.779042,,21.16716,,,20.00408,1.374296,14.279889,,23.086945,28.760859,2.480101 -1999-02-22,,0.929304,,,53.25,18.921055,9.65625,31.656006,15.946098,,22.34454,,,19.912828,1.413565,14.965824,,23.930349,30.627838,2.557004 -1999-02-23,,0.929304,,,57.59375,18.739117,9.375,31.386978,16.265017,,21.371923,,,19.785065,1.452833,15.828437,,24.087795,30.958668,2.685175 -1999-02-24,,0.905127,,,55.46875,18.37525,9.28125,30.333258,15.536056,,22.11418,,,19.816978,1.374296,15.776472,,23.840393,29.800688,2.665949 -1999-02-25,,0.893039,,,62.5,18.261538,9.0625,30.490187,15.703109,,21.551081,,,19.657297,1.413565,15.527039,,23.548008,30.060637,2.630701 -1999-02-26,,0.841662,,,64.0625,18.250177,8.9375,30.89374,15.87016,,21.653465,,,19.438271,1.21724,15.423115,,23.739176,30.107906,2.710809 -1999-03-01,,0.815974,,,66.5,18.363884,9.15625,30.804054,16.325762,,21.269539,,,19.036736,1.17797,14.716391,,23.952845,30.533287,2.762077 -1999-03-02,,0.837129,,,60.65625,18.068237,9.25,30.647131,16.46244,,21.243952,,,18.927216,1.256499,15.516645,,23.930349,30.367876,2.806937 -1999-03-03,,0.826552,,,61.75,17.965908,9.0625,31.342121,16.560951,,20.092159,,,19.182749,1.335037,15.599787,,23.671711,30.509653,2.800529 -1999-03-04,,0.808419,,,60.0625,18.480841,9.25,32.059544,16.314686,,20.220144,,,19.803312,1.413565,15.464688,,23.907866,31.525867,2.89986 -1999-03-05,,0.802375,,,60.75,19.066988,9.21875,33.449532,16.961115,,21.218353,,,20.350872,1.413565,15.298395,,24.571342,32.849285,3.01201 -1999-03-08,,0.831085,,,61.09375,19.273869,9.46875,33.516785,16.776421,,21.013588,,,20.715908,1.60989,16.389652,,25.111132,32.447536,3.120954 -1999-03-09,,0.825041,,,64.96875,19.492229,8.75,33.718563,17.299728,,21.295141,,,20.42388,1.60989,16.441616,,24.942446,33.251041,3.066482 -1999-03-10,,0.787264,,,68.5625,19.446262,8.6875,33.561638,17.607555,,21.16716,,,21.409487,1.766956,16.3169,,25.122375,33.629173,3.146589 -1999-03-11,,0.778198,,,67.4375,19.687622,8.5,34.189354,17.761459,,21.832638,,,21.829271,1.649159,16.514366,,25.302298,33.345562,3.14018 -1999-03-12,,0.802375,,,66.65625,19.745085,8.25,34.570477,17.792244,,21.730246,,,21.591997,1.766956,16.670261,,25.257328,33.274681,3.079299 -1999-03-15,,0.82353,,,69.46875,20.250772,8.15625,34.705002,18.161629,,21.781435,,,21.518984,1.806225,17.085985,,25.336042,32.991085,3.111342 -1999-03-16,,0.858284,,,66.90625,20.227789,8.5,34.435986,17.82303,,21.858225,,,21.354731,1.649159,17.66798,,25.549707,32.06942,3.114546 -1999-03-17,,0.82353,,,65.5,19.940458,8.4375,34.642658,17.407463,,21.039183,,,21.719759,1.531362,17.636799,,25.234821,31.147738,3.108137 -1999-03-18,,0.858284,,,69.21875,20.227789,8.28125,35.294186,18.207808,,21.346321,,,21.811026,1.531362,18.208424,,25.729626,31.714926,3.104934 -1999-03-19,,0.80993,,,67.53125,20.595566,8.03125,34.058567,17.607555,,20.885612,,,21.336472,1.806225,16.753414,,25.324789,31.195009,2.874226 -1999-03-22,,0.847707,,,66.0,20.296753,8.03125,33.541824,17.853807,,20.655249,,,21.537249,1.884753,16.545549,,25.740873,30.958668,3.044052 -1999-03-23,,0.797842,,,59.6875,19.595671,7.84375,32.530861,16.991905,,19.8874,,,21.245211,1.727687,15.963541,,25.054901,30.084272,2.935107 -1999-03-24,,0.814463,,,61.84375,19.630154,7.875,31.991686,16.776421,,20.322512,,,20.715908,1.766956,15.173683,,24.852497,30.013391,2.979967 -1999-03-25,,0.817485,,,69.9375,19.951962,8.0625,33.025105,17.207382,,19.912998,,,20.861917,1.815959,16.524767,,24.785006,30.816895,2.986375 -1999-03-26,,0.803886,,,69.53125,19.825535,8.0,32.912766,17.207382,,19.452282,,,20.898426,2.013342,16.587122,,24.290213,30.438766,2.909473 -1999-03-29,,0.855262,,,74.8125,20.595566,7.9375,34.148411,17.576763,,19.785023,,,21.31822,2.210725,17.25227,,25.369781,31.100485,3.01201 -1999-03-30,,0.867351,,,82.34375,20.83692,7.875,34.148411,17.484419,,19.042755,,,20.825428,2.092294,16.628693,,25.583443,30.982317,2.896656 -1999-03-31,,0.868862,,,86.09375,20.34272,7.75,33.137455,17.392075,,19.324306,,,20.606394,2.210725,17.293842,,24.964945,30.769623,2.87743 -1999-04-01,,0.871884,,,85.5,20.526608,7.8125,33.519371,16.991905,,20.373713,,,20.478628,1.973861,17.085985,,25.111132,30.241915,3.037644 -1999-04-05,,0.896061,,,93.25,21.078278,7.84375,34.283203,17.63833,,20.808828,,,21.08095,2.052821,17.314631,,25.61717,30.003788,3.159406 -1999-04-06,,0.918727,,,91.4375,20.83692,7.875,34.395542,17.145821,,20.732042,,,21.226961,1.93439,18.104488,,25.223589,30.194292,3.152997 -1999-04-07,,0.897572,,,87.90625,21.055283,8.09375,35.04705,17.97694,,21.475342,,,21.372976,1.618566,17.66798,,25.099878,32.146908,3.178631 -1999-04-08,,0.891528,,,89.5,20.940353,7.78125,36.754475,18.438679,,21.80969,,,21.683262,1.500134,17.584848,,25.628433,33.480412,3.268351 -1999-04-09,,0.888505,,,91.4375,20.630041,7.8125,36.934208,18.315536,,21.372465,,,21.811026,1.697526,17.875839,,26.269415,32.599346,3.319619 -1999-04-12,,0.876417,,,92.21875,21.423063,7.53125,37.698059,18.469454,,22.19548,,,22.030045,1.658046,18.644924,,27.011623,33.099419,3.326028 -1999-04-13,,0.837129,,,89.1875,21.503523,7.5,37.58572,18.115463,,21.475342,,,21.957041,1.658046,18.395483,,26.865425,33.289909,3.281168 -1999-04-14,,0.859038,,,84.0,20.974838,7.375,35.451435,17.746071,,21.192434,,,21.66501,1.736997,17.730339,,26.022013,32.908901,3.229899 -1999-04-15,,0.864329,,,83.625,20.687504,8.1875,35.136921,17.715282,,20.986681,,,22.65061,1.697526,17.106764,,23.39057,32.599346,3.338844 -1999-04-16,,0.856773,,,95.0,20.457653,8.1875,34.148411,17.97694,,21.475342,,,23.344187,1.89491,17.356197,,22.862036,32.789841,3.27476 -1999-04-19,,0.818996,,,79.46875,19.262373,7.96875,32.261265,17.669117,,21.783972,,,24.019499,2.013342,15.215248,,21.220198,32.385025,3.031235 -1999-04-20,,0.82353,,,86.0,20.101366,8.0,34.32814,18.069281,,22.478384,,,23.581463,1.973861,16.878119,,21.366388,31.623039,3.159406 -1999-04-21,,0.831085,,,89.625,20.882906,8.40625,35.04705,18.038498,,23.429983,,,22.906136,2.171255,17.709555,,22.198553,31.789721,3.197857 -1999-04-22,,0.879439,,,95.03125,20.825432,8.46875,35.990616,18.284771,,23.327087,,,23.052143,2.447588,17.460127,,23.086945,32.67078,3.35807 -1999-04-23,,0.947437,,,105.0625,20.756472,8.5625,36.619678,18.2232,,22.864172,,,22.869631,2.368637,16.961266,,22.850784,32.432663,3.281168 -1999-04-26,,0.989747,,,103.59375,20.871407,8.375,36.619678,17.730677,,22.55554,,,22.687109,2.329156,16.961266,,22.266029,31.480158,3.518283 -1999-04-27,,1.106099,,,102.9375,20.687504,8.34375,36.484886,18.346325,,22.658419,,,22.851372,2.368637,17.480915,,21.79372,32.599346,3.998923 -1999-04-28,,1.0653,,,96.75,20.503626,8.1875,35.361572,18.130857,,22.838455,,,23.800478,2.487069,16.794983,,21.231447,31.861164,3.736174 -1999-04-29,,1.039612,,,84.125,19.791054,8.25,33.699078,17.97694,,22.941322,,,24.676569,2.487069,16.212967,,20.860342,31.9564,3.684905 -1999-04-30,,1.112143,,,86.03125,19.377298,8.25,33.070049,17.622936,,22.941322,,,24.256781,3.158181,15.83883,,20.702917,31.432531,3.787442 -1999-05-03,,1.198273,,,75.46875,19.423277,8.21875,33.159897,17.8846,,22.529814,,,25.132854,3.237141,16.462406,,20.950302,31.527782,3.845119 -1999-05-04,,1.124231,,,71.5,19.29685,8.3125,31.63221,17.345896,,22.452658,,,25.242382,3.158181,16.025902,,20.545465,31.33729,3.729765 -1999-05-05,,1.13632,,,73.25,20.0439,8.65625,32.396061,17.469027,,22.504097,,,24.767826,3.000277,15.693324,,21.411377,30.551466,3.845119 -1999-05-06,,1.075877,,,68.6875,19.905977,8.65625,30.823421,17.11503,,22.015446,,,24.056011,2.881846,15.40233,,20.99288,29.55134,3.614411 -1999-05-07,,1.109121,,,68.1875,20.216295,8.8125,32.171413,17.315125,,22.298355,,,24.22027,2.763413,15.506259,,21.162531,29.860912,3.550327 -1999-05-10,,1.09401,,,73.4375,19.997929,9.34375,32.485924,17.022686,,21.783972,,,24.296219,2.802884,15.298395,,20.687475,30.099043,3.800259 -1999-05-11,,1.081921,,,74.1875,20.400185,9.75,34.013615,16.991905,,21.706818,,,24.075014,2.802884,15.942758,,20.721413,30.480021,3.96688 -1999-05-12,,1.124231,,,71.46875,20.262264,9.75,33.474442,16.945724,,21.93828,,,23.319212,2.644982,16.3169,,20.947622,31.361095,4.075826 -1999-05-13,,1.116676,,,68.0,20.101366,9.15625,33.788956,17.407463,,21.886841,,,23.411379,2.802884,15.797258,,21.320881,32.004044,3.96688 -1999-05-14,,1.072855,,,66.1875,19.480738,9.375,33.33963,16.884163,,21.835409,,,23.227049,2.842365,15.256824,,20.483883,30.122839,3.954064 -1999-05-17,,1.072855,,,68.8125,19.538208,9.4375,32.845375,16.884163,,21.501059,,,23.300776,2.605501,14.820324,,20.744034,29.956158,4.050192 -1999-05-18,,1.09401,,,66.3125,19.170425,9.6875,33.384571,16.807211,,20.858091,,,22.932104,2.566021,14.861896,,20.551748,30.003788,3.761808 -1999-05-19,,1.092499,,,69.78125,19.860012,10.8125,32.845375,17.053467,,21.089558,,,23.208605,2.566021,14.945039,,20.438641,30.551466,3.800259 -1999-05-20,,1.027523,,,65.40625,19.572685,10.1875,31.991686,16.76103,,21.398188,,,23.595728,2.644982,15.880405,,20.404703,30.551466,3.716948 -1999-05-21,,1.062278,,,64.28125,19.147438,10.25,31.093039,16.607119,,20.755217,,,24.406822,2.723933,15.360755,,19.952278,30.075235,3.74899 -1999-05-24,,1.013923,,,58.75,19.032511,9.53125,30.778513,16.160786,,20.960955,,,23.485117,2.881846,14.674822,,19.228384,28.908398,3.53751 -1999-05-25,,1.003346,,,55.78125,18.825644,9.21875,30.463968,15.45278,,20.780933,,,23.651024,2.802884,13.677101,,18.481871,28.122593,3.467015 -1999-05-26,,1.0653,,,60.46875,18.963549,9.65625,30.868362,16.253122,,21.346754,,,24.167183,3.000277,14.529315,,18.278271,28.717899,3.736174 -1999-05-27,,1.051701,,,57.28125,18.515322,9.4375,29.565346,15.391218,,20.678047,,,23.245483,3.039748,14.279889,,18.798578,27.717777,3.659271 -1999-05-28,,1.0653,,,59.375,18.699211,9.25,30.6437,15.929909,,21.03812,,,23.558855,3.039748,15.132109,,19.364119,27.574903,3.781033 -1999-06-01,,1.083433,,,52.90625,18.860111,9.28125,31.227816,15.606688,,21.346754,,,23.227049,2.960797,15.589401,,19.251003,27.479652,3.601594 -1999-06-02,,1.125742,,,56.0625,18.768166,9.25,31.901823,15.800292,,21.295309,,,23.66946,2.842365,15.921977,,19.228384,27.074835,3.870753 -1999-06-03,,1.146897,,,52.53125,18.91758,8.90625,32.710587,16.065714,,21.321028,,,23.577297,2.921315,18.395483,,19.635569,27.289162,3.684905 -1999-06-04,,1.163519,,,54.21875,19.285351,8.96875,33.070049,16.20623,,22.092594,,,23.798504,3.000277,19.289284,,20.834518,28.313097,3.691313 -1999-06-07,,1.183163,,,58.6875,19.204906,8.96875,32.890312,16.549715,,22.221193,,,23.853807,2.960797,18.665693,,20.088003,29.241793,3.70733 -1999-06-08,,1.152942,,,55.78125,18.825644,8.84375,31.901823,16.471645,,22.632698,,,23.540419,3.039748,18.728065,,20.088003,28.527412,3.62082 -1999-06-09,,1.171074,,,57.0,18.883099,8.71875,31.722086,16.549715,,22.658419,,,23.632597,3.158181,18.187634,,18.990862,28.122593,3.569551 -1999-06-10,,1.163519,,,57.96875,18.57279,8.6875,31.003164,16.534103,,22.632698,,,23.485117,3.000277,17.938202,,18.018126,27.860655,3.633637 -1999-06-11,,1.12272,,,52.90625,18.635986,8.40625,30.688637,16.744856,,22.221193,,,23.282339,3.128639,17.855057,,17.644875,27.908272,3.588777 -1999-06-14,,1.098543,,,46.0,19.078474,8.46875,31.003164,16.440416,,22.478384,,,23.92754,3.168236,17.543264,,17.215059,28.098783,3.601594 -1999-06-15,,1.113654,,,48.25,19.158932,9.15625,30.553843,16.815132,,22.55554,,,24.222485,3.207841,17.938202,,17.656179,28.622656,3.761808 -1999-06-16,,1.158986,,,55.84375,19.641644,9.125,31.939386,17.408428,,22.581257,,,23.761633,3.207841,18.790417,,17.938953,30.622896,3.832301 -1999-06-17,,1.121209,,,56.46875,19.940458,9.1875,31.399565,17.923645,,22.632698,,,23.964405,3.247448,19.746572,,18.176479,30.265726,3.806668 -1999-06-18,,1.139342,,,55.65625,19.779556,9.375,31.489532,18.079779,,22.709858,,,23.706326,3.76228,19.954432,,18.018126,30.527672,3.787442 -1999-06-21,,1.124231,,,61.75,19.411785,9.59375,32.434216,17.908037,,22.658419,,,23.079561,3.722684,19.767365,,17.644875,31.813543,3.947656 -1999-06-22,,1.097032,,,58.75,19.469252,9.625,32.344257,17.923645,,22.298355,,,22.710888,3.76228,20.203865,,17.791912,31.146793,3.704131 -1999-06-23,,1.056233,,,58.875,19.457756,9.09375,31.939386,17.627005,,21.912573,,,23.042698,3.999897,21.056082,,17.85977,30.575272,3.877162 -1999-06-24,,1.02299,,,56.8125,19.630154,8.53125,31.174644,17.236685,,21.295309,,,22.563414,4.118706,21.284729,,18.346144,30.480021,3.768215 -1999-06-25,,1.019968,,,55.09375,19.204906,8.625,31.264595,17.580164,,21.578218,,,22.471243,4.118706,21.097658,,18.35745,30.932474,3.640045 -1999-06-28,,1.029034,,,55.34375,19.52672,8.5625,32.794098,17.861195,,22.144028,,,22.139435,4.197919,20.848225,,18.289585,31.480158,3.499057 -1999-06-29,,1.097032,,,58.03125,20.170326,9.03125,33.69379,18.23591,,22.426941,,,22.710888,4.435536,21.658873,,18.979549,31.480158,3.723356 -1999-06-30,,1.119698,,,62.5625,20.779457,9.03125,34.728458,18.31398,,23.867207,,,22.747749,3.881088,22.448734,,19.726061,32.956535,3.851528 -1999-07-01,,1.095521,,,61.1875,20.503626,8.6875,34.368576,18.610622,,23.095623,,,23.134869,4.118706,22.885239,,20.291601,32.97665,2.762077 -1999-07-02,,1.119698,,,62.03125,20.721987,8.59375,35.088345,18.595013,,23.095623,,,23.448246,4.079109,24.277889,,20.970253,32.640884,2.826161 -1999-07-06,,1.145386,,,63.4375,21.148966,8.5625,35.403244,18.76675,,22.941322,,,23.614157,3.999897,25.69132,,20.596996,33.024616,2.723626 -1999-07-07,,1.205829,,,60.9375,21.891451,8.4375,34.548519,18.719913,,23.481224,,,23.724766,3.841492,26.273333,,20.495197,32.473007,2.563412 -1999-07-08,,1.317647,,,62.6875,21.71743,8.6875,33.828743,18.797977,,23.300398,,,23.485117,3.9603,25.774481,,20.18981,32.808769,2.524961 -1999-07-09,,1.344847,,,62.75,21.740635,8.5,34.503536,18.610622,,23.326237,,,23.429813,4.079109,25.275625,,20.088003,32.688858,2.569821 -1999-07-12,,1.317647,,,58.6875,21.415798,8.6875,34.143654,18.641842,,23.067923,,,23.429813,3.801886,25.171688,,20.291601,32.281136,2.57623 -1999-07-13,,1.298004,,,63.0625,21.4506,8.53125,34.233631,18.438877,,22.75794,,,23.134869,3.643471,24.901461,,20.223738,31.777502,2.627498 -1999-07-14,,1.352402,,,67.5,21.497002,9.0,34.278599,18.470102,,22.680441,,,23.134869,3.683077,24.797535,,20.121944,31.369789,2.717217 -1999-07-15,,1.287426,,,69.78125,21.82184,8.84375,34.188644,18.657459,,23.558722,,,23.282339,3.76228,25.337978,,20.461271,31.513691,2.649923 -1999-07-16,,1.282893,,,68.8125,22.06546,8.78125,34.548519,18.860428,,24.462839,,,23.392941,3.722684,25.171688,,20.529131,31.393778,2.601864 -1999-07-19,,1.316136,,,65.84375,22.274282,8.65625,34.593513,18.485722,,23.584562,,,23.245483,3.683077,24.34025,,20.155872,31.513691,2.563412 -1999-07-20,,1.27836,,,60.0625,21.82184,8.375,33.7388,17.923645,,24.023705,,,22.987408,3.643471,23.342529,,19.409361,31.034025,2.550595 -1999-07-21,,1.30707,,,62.71875,21.705833,8.5,32.704136,17.314753,,24.023705,,,23.042698,3.524662,23.591953,,19.409361,31.201906,2.589047 -1999-07-22,,1.266271,,,53.40625,21.34618,8.15625,32.524204,17.330355,,23.817051,,,23.061127,3.485065,22.864447,,19.10397,31.969362,2.454467 -1999-07-23,,1.288937,,,57.28125,21.380997,8.0625,32.344257,17.143007,,23.687881,,,23.337643,3.485065,23.197027,,18.866434,31.297844,2.653132 -1999-07-26,,1.231517,,,52.96875,21.16057,8.1875,32.839073,17.439648,,23.636213,,,23.005833,3.485065,22.365589,,19.171827,31.801477,2.544187 -1999-07-27,,1.298004,,,50.5,21.578215,8.28125,32.794098,17.548946,,24.049536,,,22.876793,3.485065,23.820599,,19.070026,32.137245,2.557004 -1999-07-28,,1.314625,,,52.875,21.16057,8.40625,32.434216,17.486486,,23.739552,,,23.282339,3.524662,24.839113,,19.137897,31.825436,2.518553 -1999-07-29,,1.302537,,,50.78125,20.789335,8.75,31.669483,17.080553,,23.326237,,,22.968967,3.524662,24.548113,,18.459251,30.794191,2.460876 -1999-07-30,,1.346358,,,50.03125,20.232473,8.6875,30.409895,16.580938,,23.610394,,,23.411379,4.039504,24.818325,,18.391386,29.571068,2.383974 -1999-08-02,,1.347869,,,47.0,20.023655,8.5,30.499865,16.377974,,24.333683,,,22.968967,3.76228,24.090818,,18.764641,30.026737,2.351931 -1999-08-03,,1.33578,,,47.4375,20.023655,8.3125,30.184961,16.143776,,24.023705,,,23.245483,3.603874,23.675102,,18.527113,30.242596,2.319888 -1999-08-04,,1.301026,,,44.21875,19.814833,8.15625,29.465212,15.800292,,23.558722,,,23.558855,3.564268,23.591953,,18.128487,30.098692,2.242986 -1999-08-05,,1.323692,,,48.625,20.336891,8.0625,29.780107,15.737838,,23.817051,,,24.240923,3.564268,22.386374,,18.264538,30.170647,2.262212 -1999-08-06,,1.308581,,,44.78125,19.861231,8.6875,29.690128,15.019645,,23.868708,,,23.706326,3.524662,21.887518,,17.822382,29.067419,2.166083 -1999-08-09,,1.316136,,,42.75,19.501602,9.625,28.925386,15.144545,,23.842876,,,23.706326,3.564268,19.684217,,18.264538,29.019455,2.134041 -1999-08-10,,1.338802,,,45.5,19.466793,9.21875,30.859741,15.050875,,23.093754,,,23.945978,3.485065,20.453295,,17.856392,28.515816,2.057139 -1999-08-11,,1.443066,,,45.46875,19.687216,9.46875,31.219633,15.35531,,22.938765,,,24.413761,3.524662,21.035297,,17.958435,29.523087,2.210943 -1999-08-12,,1.450621,,,45.875,19.501602,9.25,31.939386,15.144545,,22.75794,,,24.376524,3.564268,21.783588,,18.502626,29.043434,2.108407 -1999-08-13,,1.452132,,,48.71875,20.000458,9.46875,32.254272,15.659773,,23.145418,,,24.302027,3.524662,22.989159,,18.774731,30.362511,2.121223 -1999-08-16,,1.46271,,,49.15625,20.383286,9.375,33.109001,15.612936,,22.732107,,,24.302027,3.485065,23.009954,,18.978792,30.794191,2.140449 -1999-08-17,,1.458176,,,54.625,20.684921,9.3125,33.783779,16.143776,,23.197075,,,24.376524,3.485065,22.656591,,19.352928,31.849457,2.095591 -1999-08-18,,1.453643,,,56.5625,20.731325,9.28125,33.37891,16.299911,,22.602943,,,24.599995,3.405852,23.030741,,18.91077,32.616901,2.114815 -1999-08-19,,1.4204,,,53.0625,20.603714,9.0625,33.15398,16.0501,,21.931313,,,24.376524,3.445459,22.71895,,19.182869,31.6336,2.101999 -1999-08-20,,1.430977,,,56.71875,20.940147,9.125,33.603817,16.299911,,21.440506,,,24.599995,3.366256,24.153181,,20.101196,32.137245,2.101999 -1999-08-23,,1.468754,,,59.1875,21.636225,9.59375,34.368576,16.627775,,21.078856,,,24.67448,3.128639,23.488026,,21.019527,32.880722,2.204535 -1999-08-24,,1.459687,,,60.03125,21.64782,9.375,34.233631,16.705843,,21.078856,,,24.320656,3.128639,23.467247,,21.257614,33.216484,2.230169 -1999-08-25,,1.483865,,,66.4375,22.146671,9.5,34.818424,16.518488,,21.543837,,,24.506874,3.089032,24.839113,,21.97187,32.808769,2.210943 -1999-08-26,,1.501997,,,64.28125,22.077066,9.4375,34.053684,15.956426,,21.285522,,,23.92959,3.089032,24.527315,,21.529699,32.233189,2.230169 -1999-08-27,,1.565462,,,64.25,21.636225,9.84375,33.603817,15.925197,,21.027199,,,23.631626,3.049426,24.111605,,21.019527,31.897425,2.435242 -1999-08-30,,1.500487,,,59.625,21.20697,10.125,32.749096,15.004033,,20.717218,,,23.184692,3.00983,23.3841,,21.155571,31.249887,2.26862 -1999-08-31,,1.57755,,,62.1875,20.847345,10.34375,31.894398,15.113329,,19.864759,,,23.501278,3.485065,23.40489,,20.54336,32.11327,2.345522 -1999-09-01,,1.659148,,,59.53125,21.102566,9.9375,32.389236,15.167206,,20.562223,,,23.333673,3.405852,23.924528,,21.019527,31.741503,2.364748 -1999-09-02,,1.705991,,,60.0625,20.963348,9.90625,32.884064,14.977026,,19.761438,,,23.091585,3.247448,20.432514,,20.679396,30.986059,2.281437 -1999-09-03,,1.777011,,,62.4375,21.607212,10.5,34.233631,15.801155,,20.045588,,,23.55714,3.287045,19.621861,,21.359648,32.616901,2.383974 -1999-09-07,,1.84652,,,62.9375,22.239477,11.625,33.288929,15.389083,,20.01705,,,23.687492,3.207841,18.603342,,21.155571,31.225891,2.358339 -1999-09-08,,1.801189,,,61.4375,22.436701,10.84375,33.918713,15.056265,,19.367985,,,24.190294,3.287045,18.915134,,20.985514,31.369789,2.281437 -1999-09-09,,1.826876,,,63.625,22.227877,11.125,34.188644,14.691745,,19.731449,,,24.208923,3.524662,19.788143,,20.781441,29.738939,2.255802 -1999-09-10,,1.872208,,,66.5,22.123466,10.84375,34.323586,15.040418,,19.731449,,,23.966829,3.564268,19.746572,,20.271259,29.714956,2.242986 -1999-09-13,,1.813277,,,63.3125,22.00746,10.625,34.548519,15.008717,,20.198778,,,23.426775,3.49443,20.120718,,20.271259,29.810888,2.255802 -1999-09-14,,1.881274,,,66.0,21.671022,10.875,33.783779,14.32723,,20.354565,,,23.594385,3.454718,18.208424,,19.829102,29.690969,2.326297 -1999-09-15,,1.822343,,,65.5625,21.531811,10.53125,32.784035,14.073648,,20.043003,,,23.01709,3.335589,18.125275,,19.591017,29.714956,2.239776 -1999-09-16,,1.857097,,,65.25,21.763834,10.0,32.648937,14.121191,,20.120888,,,23.14744,3.216461,18.333126,,19.727074,29.930801,2.191717 -1999-09-17,,1.860119,,,63.8125,22.274282,10.15625,33.594627,14.184589,,20.769955,,,23.799223,3.256175,18.707279,,19.829102,29.762913,2.255802 -1999-09-20,,1.911496,,,62.75,22.645527,9.65625,33.2794,14.152894,,20.692072,,,23.296421,3.137046,19.72579,,19.897127,30.098692,2.159674 -1999-09-21,,1.674258,,,62.25,22.135067,9.25,32.964184,13.788365,,20.120888,,,22.868111,3.017918,20.037575,,19.625027,29.139366,2.101999 -1999-09-22,,1.699946,,,66.0,22.088665,9.46875,34.044964,13.566488,,20.380516,,,22.458426,2.938491,19.871284,,20.067183,29.307236,2.153266 -1999-09-23,,1.530707,,,62.25,21.671022,8.625,33.639668,13.867612,,20.172823,,,22.290827,2.700236,19.289284,,19.38695,28.875561,2.358339 -1999-09-24,,1.569995,,,65.0,21.903046,8.71875,33.504566,14.644204,,20.354565,,,22.290827,2.620821,18.873566,,18.91077,28.923512,2.448059 -1999-09-27,,1.482353,,,62.5625,22.274282,9.03125,33.36945,14.152894,,21.081505,,,22.383938,2.89879,19.372419,,19.080832,28.443869,2.39679 -1999-09-28,,1.441555,,,65.875,22.166666,8.59375,33.819786,14.23214,,21.990191,,,22.253584,3.17675,19.226927,,18.978792,28.32394,2.665949 -1999-09-29,,1.427955,,,80.75,21.803862,8.6875,32.8741,13.788365,,20.769955,,,22.272209,2.938491,19.663433,,18.570648,28.012165,2.557004 -1999-09-30,,1.530707,,,79.9375,22.201784,8.59375,34.270111,14.121191,,21.211321,,,22.644663,3.137046,20.619581,,19.522989,28.923512,2.540978 -1999-10-01,,1.492174,,,77.25,21.979408,8.625,34.810528,14.026102,,21.289206,,,22.234957,2.938491,20.287008,,20.305271,28.419874,2.457667 -1999-10-04,,1.560929,,,77.0625,22.482666,8.9375,36.251572,14.549109,,21.600754,,,21.75078,2.938491,20.266226,,20.475334,29.91539,2.383974 -1999-10-05,,1.642526,,,78.4375,22.646515,9.3125,36.927074,14.644204,,21.159389,,,21.508698,2.660533,20.370142,,20.407307,29.262417,2.313479 -1999-10-06,,1.624393,,,82.4375,23.161478,9.71875,37.017136,14.929478,,21.522863,,,22.048742,2.700236,21.367876,,21.223593,29.383341,2.460876 -1999-10-07,,1.60475,,,87.3125,22.822075,9.3125,36.972126,14.374772,,21.003618,,,21.788031,2.541404,22.053806,,21.019527,28.851288,2.416016 -1999-10-08,,1.585106,,,89.25,23.360435,9.28125,39.899242,14.200433,,21.600754,,,21.676294,2.461979,22.365589,,21.495693,29.238239,2.473693 -1999-10-11,,1.612305,,,88.375,23.056141,9.5,38.863491,13.724968,,21.834419,,,21.862514,2.541404,22.199305,,21.665762,28.561081,2.44485 -1999-10-12,,1.636481,,,84.9375,22.728441,9.375,38.818474,13.58234,,20.692072,,,21.843895,2.461979,22.095373,,21.427671,28.34343,2.390382 -1999-10-13,,1.548084,,,79.9375,22.38904,9.125,36.972126,13.154426,,21.600754,,,21.937016,2.501692,21.596506,,20.679396,27.545359,2.316679 -1999-10-14,,1.769455,,,79.593697,22.494381,9.0,37.737656,12.932543,,21.341133,,,22.160475,2.541404,20.952152,,20.509352,27.448633,2.319888 -1999-10-15,,1.802699,,,75.0625,21.675117,8.78125,36.611858,12.21935,,20.224751,,,21.452822,2.501692,20.536444,,20.067183,25.731577,2.255802 -1999-10-18,,1.770967,,,74.0625,22.026232,8.625,37.557537,12.568018,,20.120888,,,21.75078,2.422276,19.705,,20.441315,26.432905,2.210943 -1999-10-19,,1.656126,,,76.625,22.10815,8.21875,37.962841,13.566488,,19.316055,,,21.881144,2.541404,19.372419,,21.733774,27.521175,2.230169 -1999-10-20,,1.816299,,,80.5,22.775261,8.5,39.493973,13.851764,,19.290094,,,22.793623,2.620821,19.039854,,22.584087,29.334953,2.313479 -1999-10-21,,1.840476,,,80.75,23.079546,9.4375,39.538998,13.931005,,18.718929,,,22.663267,2.859077,19.372419,,22.720133,30.036306,2.409608 -1999-10-22,,1.787588,,,78.625,23.524282,9.34375,41.115139,14.897782,,19.082401,,,22.905367,2.89879,19.72579,,22.652109,31.197124,2.39679 -1999-10-25,,1.801189,,,82.75,23.454067,9.53125,40.304562,14.770992,,18.381418,,,22.048742,2.779661,19.18536,,21.767803,30.157217,2.44165 -1999-10-26,,1.814788,,,81.25,23.524282,9.5625,38.368145,14.786833,,18.926624,,,21.471457,2.581108,17.356197,,20.135204,30.108843,2.505736 -1999-10-27,,1.84652,,,75.9375,24.050951,9.21875,38.188004,15.484186,,20.01705,,,21.378334,2.660533,16.878119,,20.951496,32.019375,2.550595 -1999-10-28,,1.882786,,,71.0,24.905315,9.5,40.169456,16.229074,,21.678638,,,21.788031,2.422276,17.979773,,21.631752,34.268467,2.665949 -1999-10-29,,1.937183,,,70.625,25.373461,9.90625,40.574741,16.340015,,21.912306,,,22.067352,2.382563,18.540991,,21.59774,33.760605,2.78771 -1999-11-01,,1.876742,,,69.125,24.226503,10.15625,40.529713,16.450958,,22.016153,,,22.272209,2.461979,17.148336,,20.951496,32.333771,2.774894 -1999-11-02,,1.940206,,,66.4375,24.156282,10.28125,40.439655,16.292467,,21.081505,,,22.085983,2.620821,16.919697,,20.747429,32.382137,2.774894 -1999-11-03,,1.970427,,,65.8125,24.601023,10.65625,40.169456,15.975492,,21.003618,,,21.75078,2.461979,17.169127,,20.985514,31.898445,2.730034 -1999-11-04,,2.021803,,,63.0625,24.694656,10.3125,40.349575,16.102278,,21.237282,,,21.75078,2.422276,17.293842,,20.271259,32.551426,2.723626 -1999-11-05,,2.135133,,,64.9375,25.045755,10.625,41.83569,16.498501,,21.289206,,,21.043133,2.342852,16.836554,,18.91077,33.373661,2.947924 -1999-11-08,,2.330061,,,78.0,25.092569,10.71875,42.150913,16.736229,,21.185347,,,22.14185,2.263436,16.29612,,18.91077,32.648151,2.96715 -1999-11-09,,2.166865,,,70.8125,24.975538,10.53125,41.790642,16.213223,,21.107464,,,22.708715,2.104595,16.129831,,19.090769,32.140285,2.979967 -1999-11-10,,2.210686,,,72.0,25.092569,11.5,41.160175,16.229074,,21.13343,,,22.916019,2.025179,16.129831,,19.090769,31.172937,2.903064 -1999-11-11,,2.23033,,,73.0,25.092569,14.125,41.385338,15.975492,,21.237282,,,23.161013,2.104595,18.08371,,19.295313,31.390581,2.903064 -1999-11-12,,2.191042,,,74.9375,25.350042,13.28125,42.421089,16.86302,,21.211321,,,23.481379,2.184021,17.543264,,19.158945,32.889984,2.896656 -1999-11-15,,2.162333,,,73.5,25.373461,12.78125,42.466152,16.672831,,21.159389,,,23.51907,2.144308,17.314631,,19.090769,31.946823,2.890247 -1999-11-16,,2.204641,,,78.9375,26.145905,12.875,43.141621,17.116602,,21.055546,,,23.877136,2.461979,17.41856,,18.477135,33.276928,2.909473 -1999-11-17,,2.181976,,,76.5,26.438488,13.34375,42.421089,16.878866,,21.44496,,,24.197506,2.620821,17.002842,,18.443047,31.680788,2.960741 -1999-11-18,,2.166865,,,77.9375,26.099081,13.0,42.781368,16.577744,,21.328133,,,24.442493,2.581108,16.545549,,18.374863,32.261204,3.088912 -1999-11-19,,2.234864,,,77.9375,25.783085,13.5625,41.880707,16.514353,,21.393059,,,24.027905,2.581108,16.711838,,18.408955,32.116108,2.909473 -1999-11-22,,2.191042,,,80.5,26.251242,13.46875,40.889973,16.292467,,21.341133,,,23.985479,2.461979,17.127554,,19.090769,31.680788,2.845387 -1999-11-23,,2.24393,,,81.75,25.771381,13.5,40.304562,15.8804,,21.211321,,,23.51907,2.541404,17.95899,,19.772593,30.931087,2.768485 -1999-11-24,,2.289261,,,87.25,25.630936,13.625,41.745602,15.214756,,21.159389,,,23.858294,2.263436,18.478632,,19.840771,30.785995,2.819753 -1999-11-26,,2.298328,,,93.125,25.396873,13.84375,41.936985,15.341542,,21.600754,,,23.51907,2.223723,19.247715,,19.636225,30.592518,2.742851 -1999-11-29,,2.286239,,,90.4375,24.928732,15.25,42.511166,14.438168,,21.600754,,,23.93367,2.184021,22.15773,,20.420309,29.770269,2.736443 -1999-11-30,,2.366326,,,85.0625,24.366945,14.125,41.520435,14.862101,,21.866852,,,23.914831,2.104595,20.785868,,19.977125,29.891195,2.723626 -1999-12-01,,2.491745,,,85.0,25.186199,13.75,42.20718,14.930647,,21.652678,,,24.875944,2.104595,22.116161,,19.585052,29.945589,2.723626 -1999-12-02,,2.664006,,,89.0625,25.221313,15.25,41.554184,14.543674,,21.41902,,,24.748726,1.945763,20.619581,,19.64473,30.592518,2.838979 -1999-12-03,,2.780357,,,86.5625,25.513905,15.75,42.556217,14.81778,,22.223858,,,24.88534,1.945763,18.790417,,19.499861,31.729168,2.851796 -1999-12-06,,2.804534,,,87.75,25.698214,15.71875,42.927704,14.277618,,22.042116,,,25.290537,1.826635,17.626413,,19.124861,30.519966,2.762077 -1999-12-07,,2.848355,,,86.0625,26.216125,15.875,41.790642,13.544002,,22.82099,,,25.290537,1.826635,16.898907,,18.443047,30.423243,2.774894 -1999-12-08,,2.660983,,,88.5625,26.453121,14.875,42.263447,13.076406,,22.45752,,,25.172743,1.74721,15.83883,,18.545321,30.07254,2.646723 -1999-12-09,,2.544631,,,103.625,26.883221,14.6875,44.852882,13.140903,,22.431555,,,25.968973,1.628083,14.550107,,18.408955,30.133036,2.467284 -1999-12-10,,2.490233,,,106.6875,27.608845,14.625,45.573414,13.834232,,22.223858,,,24.970167,1.866339,16.005116,,18.477135,30.544172,2.595455 -1999-12-13,,2.393525,,,102.5,27.866337,14.53125,48.995911,13.58027,,22.145964,,,24.923044,1.74721,17.148336,,18.068056,30.386936,2.595455 -1999-12-14,,2.293795,,,95.625,28.065285,13.8125,48.320438,13.189278,,22.120012,,,24.838261,1.826635,16.29612,,18.204412,29.625181,2.537778 -1999-12-15,,2.34517,,,96.5,27.023661,13.5625,47.601601,13.068334,,21.626717,,,25.045547,1.826635,15.714119,,18.681686,29.214054,2.589047 -1999-12-16,,2.376904,,,94.875,27.643965,14.75,49.483143,12.947419,,21.393059,,,25.252851,1.74721,16.774185,,18.545321,29.020565,2.589047 -1999-12-17,,2.417702,,,94.0625,28.439812,14.40625,46.86927,12.576571,,21.341133,,,24.913647,1.786923,15.714119,,18.136234,28.149956,2.678766 -1999-12-20,,2.369348,,,97.0,28.700207,14.625,46.350975,12.383089,,21.003618,,,24.701603,1.786923,15.152896,,17.957207,27.956493,2.665949 -1999-12-21,,2.478145,,,99.875,29.55167,15.03125,46.734074,12.721685,,20.977655,,,24.348278,1.74721,14.799541,,17.795326,29.020565,2.633906 -1999-12-22,,2.416191,,,97.6875,29.795649,14.40625,47.365032,12.512069,,20.873806,,,24.423655,1.786923,14.737178,,18.408955,28.972216,2.61468 -1999-12-23,,2.502321,,,90.0,29.724865,14.3125,48.581821,12.737813,,21.107464,,,25.271692,1.707507,14.965824,,18.613497,29.987919,2.589047 -1999-12-27,,2.40108,,,81.125,30.102327,14.46875,50.069016,12.641068,,20.3286,,,24.72518,1.707507,14.383815,,18.81805,29.60099,2.550595 -1999-12-28,,2.373882,,,82.3125,29.677692,14.375,49.978901,12.721685,,20.458408,,,24.329422,1.707507,14.841112,,18.340771,29.576807,2.582638 -1999-12-29,,2.434323,,,83.5,29.547934,14.21875,48.581821,12.866798,,19.731449,,,24.48019,1.628083,15.714119,,17.931688,30.01211,2.531369 -1999-12-30,,2.425257,,,79.0625,29.253052,14.21875,48.897285,13.076406,,19.809345,,,24.25404,1.628083,16.379259,,17.82942,30.205572,2.473693 -1999-12-31,,2.4857,,,76.125,29.205862,14.46875,49.843685,12.947419,,20.250704,,,24.291727,2.025179,16.711838,,17.693052,30.060474,2.48651 -2000-01-03,,2.706315,,,89.375,28.309395,15.5,48.176231,12.495949,,19.523754,,,23.613297,1.786923,19.206142,,17.386244,28.198334,2.528161 -2000-01-04,,2.478145,,,81.9375,27.177027,14.625,46.373547,11.754256,,18.381418,,,23.161013,1.74721,19.081427,,16.738514,27.657824,2.448059 -2000-01-05,,2.514411,,,69.75,27.129841,15.0,45.427147,11.883245,,18.66699,,,24.423655,1.707507,18.956711,,17.011244,27.487106,2.480101 -2000-01-06,,2.296817,,,65.5625,27.492538,16.0,45.922886,12.899047,,18.272846,,,25.686283,1.74721,18.790417,,17.624874,27.877331,2.569821 -2000-01-07,,2.405613,,,69.5625,28.557108,16.25,49.393013,12.560447,,18.429474,,,25.610912,1.74721,19.372419,,18.81805,28.389511,2.557004 -2000-01-10,,2.363303,,,69.1875,28.545305,17.5,48.49168,12.125108,,18.690521,,,25.252851,1.707507,19.164574,,18.783957,27.901731,2.665949 -2000-01-11,,2.242419,,,66.75,28.592499,17.25,47.77063,11.867124,,18.429474,,,25.328232,1.667795,18.582563,,18.545321,27.243202,2.589047 -2000-01-12,,2.107934,,,63.5625,28.686863,18.125,46.914368,11.996117,,17.463623,,,25.177465,1.628083,18.104488,,19.158945,27.413931,2.595455 -2000-01-13,,2.339126,,,65.9375,29.017134,18.875,46.959404,12.270218,,17.045954,,,25.761677,1.74721,17.626413,,20.181667,27.828545,2.781302 -2000-01-14,,2.42828,,,64.25,28.498142,20.1875,46.508751,13.028039,,17.541933,,,25.252851,1.866339,18.229206,,20.181667,28.828533,2.710809 -2000-01-18,,2.512899,,,64.125,27.931944,19.5,47.274872,12.383089,,17.176474,,,25.554377,2.025179,18.146055,,19.908941,27.706608,2.672358 -2000-01-19,,2.576364,,,66.8125,28.067574,19.59375,46.193283,12.383089,,16.941542,,,25.799372,2.064892,18.873566,,20.181667,28.926083,2.61468 -2000-01-20,,2.744092,,,64.75,27.542688,19.5,45.697548,12.145247,,17.124269,,,25.234009,1.985467,18.249983,,19.849274,28.901693,2.569821 -2000-01-21,,2.691205,,,62.0625,27.200619,18.9375,45.021553,11.786509,,17.959595,,,25.629765,1.866339,17.974556,,19.124861,28.462687,2.560204 -2000-01-24,,2.568808,,,70.125,26.068251,17.25,42.813282,11.496279,,17.541933,,,25.403618,1.786923,17.169127,,18.749863,28.487062,2.518553 -2000-01-25,,2.713871,,,69.25,26.139029,20.0,44.075161,11.641391,,16.706598,,,25.347076,1.866339,17.792698,,19.022587,29.121187,2.665949 -2000-01-26,,2.664006,,,64.8125,26.693409,18.5,44.661011,12.157351,,16.706598,,,25.177465,1.826635,17.231482,,19.022587,30.608978,2.973558 -2000-01-27,,2.659472,,,66.9375,26.752386,18.46875,42.63303,12.41533,,16.288939,,,24.423655,1.74721,17.002842,,18.81805,31.486992,2.960741 -2000-01-28,,2.45699,,,61.6875,25.28973,17.625,39.74876,11.802632,,16.393356,,,23.782909,1.707507,16.628693,,19.19305,29.92605,3.056869 -2000-01-31,,2.508365,,,64.5625,25.28973,18.0,39.478355,12.495949,,17.907393,,,24.989016,1.707507,15.880405,,19.738495,31.486992,3.281168 -2000-02-01,,2.423746,,,67.4375,25.667185,18.28125,42.317558,12.641068,,17.698557,,,25.083237,1.786923,16.524767,,20.181667,32.682087,3.313211 -2000-02-02,,2.388992,,,69.4375,25.301527,18.03125,42.092216,12.318592,,17.750771,,,25.271692,1.74721,16.545549,,19.636225,32.145512,3.261942 -2000-02-03,,2.497788,,,84.1875,26.280567,19.5,42.092216,11.979989,,17.541933,,,24.838261,1.74721,17.314631,,19.431684,32.462582,3.223491 -2000-02-04,,2.611118,,,78.5625,26.716993,19.28125,40.605026,11.834878,,17.541933,,,24.385958,1.74721,18.915134,,19.499861,31.901617,3.524693 -2000-02-07,,2.757692,,,75.0,25.761553,20.65625,40.199402,11.689756,,17.489721,,,24.348278,1.74721,18.291561,,20.181667,32.07235,3.511874 -2000-02-08,,2.777335,,,83.125,25.867714,20.6875,42.903431,12.157351,,17.568031,,,23.801746,1.707507,19.039854,,20.624851,33.194267,3.588777 -2000-02-09,,2.722936,,,80.25,25.301527,21.03125,41.686626,11.883245,,17.802973,,,23.250599,1.667795,18.229206,,19.704407,32.340633,3.53751 -2000-02-10,,2.744092,,,76.1875,25.561029,21.25,41.100754,11.576894,,17.594141,,,23.136261,1.628083,18.104488,,19.090769,32.43819,3.281168 -2000-02-11,,2.62925,,,76.1875,25.242548,22.75,40.424755,11.657514,,16.889326,,,22.526396,1.628083,17.855057,,19.090769,32.243069,3.370887 -2000-02-14,,2.800001,,,74.4375,25.360495,21.625,42.452755,11.415653,,17.07206,,,23.307774,1.469251,17.626413,,19.090769,30.852859,3.479833 -2000-02-15,,2.877065,,,73.8125,25.950289,21.75,41.821823,11.770379,,16.993746,,,24.184441,1.469251,17.647205,,19.397587,31.633329,3.550327 -2000-02-16,,2.759202,,,70.6875,25.602312,21.875,38.036232,11.657514,,16.315044,,,24.39407,1.548666,18.291561,,18.455664,31.023596,3.505466 -2000-02-17,,2.777335,,,69.0,24.723543,21.5,34.881557,11.512397,,16.706598,,,23.746101,1.469251,18.104488,,18.592375,30.584574,3.550327 -2000-02-18,,2.689693,,,64.75,23.614758,21.5,34.430904,11.28667,,15.975698,,,22.869453,1.31041,18.665693,,18.592375,29.169977,3.396521 -2000-02-22,,2.751647,,,63.5625,24.464048,20.90625,34.701298,11.544648,,15.244778,,,23.002848,1.350123,17.875839,,18.318954,30.145573,3.402931 -2000-02-23,,2.810578,,,70.4375,24.629181,20.53125,33.890083,11.802632,,14.931531,,,22.755089,1.270697,17.875839,,18.592375,30.194344,3.57596 -2000-02-24,,2.785268,,,68.4375,24.723543,21.28125,34.521034,11.560771,,14.827106,,,22.202417,1.270697,17.21069,,18.079718,29.65777,3.595186 -2000-02-25,,2.668538,,,69.125,23.803499,20.25,32.087421,11.383406,,14.801005,,,21.6688,1.230995,15.963541,,17.703766,29.608995,3.460607 -2000-02-28,,2.738048,,,65.75,24.428646,18.875,33.304245,11.850997,,15.453609,,,22.412046,1.230995,17.189909,,17.601236,30.413849,3.492649 -2000-02-29,,2.771291,,,68.875,24.983051,19.75,35.151958,11.867124,,15.766859,,,22.964729,1.270697,18.166847,,17.567064,31.072382,3.601594 -2000-03-01,,3.150568,,,65.875,24.794323,20.25,35.332233,12.015459,,17.541933,,,23.193417,1.389826,18.291561,,17.430357,31.999176,3.563143 -2000-03-02,,2.949597,,,62.5625,25.52564,19.625,36.458893,11.883607,,18.899342,,,23.4793,1.58838,18.977493,,17.498707,31.438215,3.409338 -2000-03-03,,3.094658,,,62.5,26.304155,20.75,37.946087,11.867121,,19.029867,,,23.079079,1.508954,20.120718,,17.840471,31.657726,3.813075 -2000-03-06,,3.038749,,,63.9375,26.169491,23.75,36.41383,11.73527,,18.11622,,,22.240538,1.58838,21.118443,,17.327816,32.560139,3.678498 -2000-03-07,,2.970751,,,63.5,24.741425,27.5,34.295696,11.603409,,17.489721,,,24.39407,1.74721,19.517927,,16.405035,31.926008,3.499057 -2000-03-08,,2.949597,,,63.625,24.812826,26.75,34.836506,11.504516,,17.385311,,,24.279716,1.707507,20.266226,,17.737944,30.828487,3.473423 -2000-03-09,,2.955641,,,68.8125,24.562908,29.0625,35.287174,11.356178,,17.359215,,,24.52747,1.429538,21.284729,,18.797432,31.657726,3.704131 -2000-03-10,,3.040259,,,66.875,25.074644,26.0,34.566093,11.306727,,17.541933,,,23.4888,1.350123,20.744291,,19.139208,30.706532,3.652862 -2000-03-13,,2.932975,,,65.3125,24.646206,25.75,34.38583,11.389143,,18.246744,,,23.136261,1.270697,20.432514,,18.763256,31.243092,3.563143 -2000-03-14,,2.762225,,,65.625,24.182087,24.0,34.430904,11.240804,,17.594141,,,23.555523,1.270697,20.848225,,18.18224,30.828487,3.428564 -2000-03-15,,2.810578,,,63.75,25.431658,24.625,37.181625,12.097874,,17.750771,,,23.707993,1.230995,21.991451,,19.275915,32.43819,3.608003 -2000-03-16,,2.939019,,,66.25,26.467007,24.59375,39.437775,12.987903,,18.847143,,,24.317833,1.230995,24.776754,,19.959459,35.16983,3.934838 -2000-03-17,,3.022128,,,64.8125,26.633612,25.0,40.249985,13.185691,,19.108183,,,23.517414,1.230995,24.776754,,19.583511,35.51128,3.800259 -2000-03-20,,2.973773,,,64.1875,26.835939,26.875,39.798767,13.086797,,18.559992,,,22.83132,1.230995,23.571165,,19.139208,33.779617,3.608003 -2000-03-21,,3.262386,,,72.375,28.656736,27.40625,40.881729,13.44941,,18.899342,,,23.4793,1.270697,24.44418,,20.061995,35.901516,3.998923 -2000-03-22,,3.486024,,,70.6875,28.728127,28.75,39.979286,13.564779,,18.09012,,,22.850384,1.270697,25.441906,,19.480976,35.730789,4.011739 -2000-03-23,,3.416515,,,67.6875,30.465628,27.6875,38.986538,14.289993,,18.194532,,,23.021908,1.270697,26.855339,,19.275915,38.438026,4.037374 -2000-03-24,,3.353051,,,72.6875,30.287121,27.0,40.069515,14.405369,,17.959595,,,23.555523,1.270697,25.919975,,19.070856,37.535614,3.960473 -2000-03-27,,3.374206,,,73.125,30.072903,27.09375,40.024368,14.273504,,18.037912,,,23.331583,1.31041,25.150898,,19.002501,36.950253,4.011739 -2000-03-28,,3.363628,,,70.125,29.703991,27.5625,39.347527,14.125175,,17.750771,,,24.089146,1.508954,27.271059,,19.173384,36.779541,3.889977 -2000-03-29,,3.286564,,,66.25,31.036854,27.375,42.415936,13.713123,,17.646351,,,24.546526,1.469251,27.603628,,19.891106,35.267395,4.069417 -2000-03-30,,3.040259,,,66.5,30.227615,30.0,42.596413,13.399962,,17.385311,,,23.974792,1.429538,27.915424,,19.959459,33.950352,4.075826 -2000-03-31,,3.283541,,,67.0,29.632586,29.5,40.791477,13.828495,,17.594141,,,23.784224,1.350123,28.601351,,19.993633,34.023502,4.594917 -2000-04-03,,3.223099,,,63.5625,30.656031,30.4375,44.175743,14.636119,,18.690521,,,24.546526,1.31041,27.58285,,20.779715,36.096642,4.248856 -2000-04-04,,3.078037,,,63.9375,29.323164,30.5625,43.318375,14.289993,,19.212603,,,25.156385,1.230995,25.774481,,21.73667,34.118343,4.453928 -2000-04-05,,3.152079,,,62.1875,29.192249,34.1875,42.054932,14.240548,,19.343115,,,24.317833,1.270697,25.836834,,21.121479,33.970882,4.0566 -2000-04-06,,3.026661,,,64.25,29.870592,35.5,44.130608,14.092208,,19.574341,,,24.927677,1.230995,26.626692,,20.98477,34.388748,3.851528 -2000-04-07,,3.185322,,,67.5625,30.239513,37.75,44.401344,13.795528,,19.475948,,,24.260674,1.230995,27.187914,,21.22402,33.970882,4.107868 -2000-04-10,,3.022128,,,63.375,30.358528,37.75,45.890427,13.927394,,19.423454,,,23.860451,1.230995,26.834549,,21.770849,34.659138,3.755399 -2000-04-11,,2.887642,,,63.375,30.775049,35.3125,45.755051,13.803763,,19.843414,,,24.203485,1.230995,26.460407,,21.770849,33.823387,3.889977 -2000-04-12,,2.641339,,,56.375,29.846783,38.0,45.078178,14.388886,,19.738426,,,24.375013,1.191282,27.520483,,22.07844,34.142929,3.857936 -2000-04-13,,2.751647,,,48.0,28.656736,35.5,43.363529,13.927394,,19.738426,,,24.39407,1.270697,28.164845,,21.668318,33.233437,4.083835 -2000-04-14,,2.704804,,,46.875,27.752272,33.0,39.708527,13.169205,,17.901075,,,24.012911,1.15157,23.321747,,20.745531,31.021156,3.608003 -2000-04-17,,2.994928,,,47.0625,28.942345,36.3125,38.986538,13.268106,,17.586109,,,23.021908,1.111866,24.236322,,20.779715,30.922829,3.704131 -2000-04-18,,3.06746,,,54.9375,29.799191,39.5,38.896305,13.44941,,17.428612,,,23.231535,1.15157,26.522768,,21.63414,31.660259,3.83871 -2000-04-19,,2.928442,,,53.4375,29.60878,37.625,39.663395,13.037351,,17.612345,,,23.612703,1.111866,25.857609,,22.591095,30.677021,3.819483 -2000-04-20,,2.874043,,,52.375,30.180002,39.125,41.648834,13.070318,,17.297367,,,24.089146,1.15157,26.501984,,22.693624,30.406645,3.83871 -2000-04-24,,2.91333,,,49.8125,30.858337,40.5,42.506165,13.581259,,17.743587,,,24.355957,1.15157,26.148623,,23.787304,29.398802,4.095051 -2000-04-25,,3.102213,,,52.4375,31.608084,43.75,43.092766,14.092208,,18.872252,,,24.698992,1.111866,26.356474,,23.753124,30.701601,3.915612 -2000-04-26,,2.932975,,,53.5,31.084446,41.125,42.415936,13.647189,,18.47854,,,24.432182,0.953026,27.72835,,23.787304,30.062502,3.806668 -2000-04-27,,3.064437,,,52.875,30.751238,42.625,41.648834,13.515332,,18.163559,,,24.603708,0.953026,27.790718,,23.377165,29.054682,3.800259 -2000-04-28,,2.999461,,,55.1875,29.941999,43.75,39.979286,12.92198,,18.399788,,,23.688927,0.913313,26.855339,,23.035412,28.366413,3.100119 -2000-05-01,,3.005506,,,59.9375,30.346613,44.1875,41.829315,13.185691,,18.741003,,,23.784224,0.953026,28.24799,,22.864519,29.005512,3.172222 -2000-05-02,,2.849866,,,56.125,30.667933,44.75,41.603703,13.086797,,17.796085,,,23.860451,0.953026,27.541275,,23.47971,29.939594,3.27476 -2000-05-03,,2.781868,,,54.125,29.715893,43.875,38.580456,12.92198,,17.612345,,,23.631756,1.032441,26.772194,,23.342997,29.202158,3.261942 -2000-05-04,,2.676094,,,55.0625,29.323164,45.0,36.820637,12.658268,,17.244869,,,24.241617,1.111866,25.275625,,23.513893,28.80887,3.428564 -2000-05-05,,2.735025,,,58.5,30.084816,46.0,37.046253,12.54289,,18.058558,,,24.39407,1.111866,24.506535,,24.402483,28.390997,3.454199 -2000-05-08,,2.662494,,,56.015598,29.953897,44.375,37.813335,12.707711,,18.006063,,,24.52747,1.111866,23.3841,,25.222733,28.317259,3.383705 -2000-05-09,,2.549164,,,56.25,29.775383,41.75,38.264568,12.707711,,17.769833,,,24.222549,1.072154,22.427946,,24.450197,27.874798,3.422155 -2000-05-10,,2.40108,,,53.3125,28.918543,39.96875,40.926857,12.262696,,18.950989,,,24.851467,1.072154,23.072313,,23.773853,27.03904,3.338844 -2000-05-11,,2.4857,,,54.875,29.097057,43.875,40.4305,12.493444,,19.134729,,,25.565836,1.15157,24.44418,,23.397188,27.530649,3.409338 -2000-05-12,,2.602052,,,53.75,29.846783,42.84375,41.017117,12.814836,,18.832857,,,25.286476,1.270697,23.758242,,23.611189,28.169764,3.338844 -2000-05-15,,2.441879,,,56.0625,30.846447,42.75,41.152451,13.35051,,19.31846,,,25.777761,1.389826,24.797535,,24.107756,29.349649,3.332436 -2000-05-16,,2.555208,,,59.0625,30.98925,44.25,41.874435,13.10328,,19.187233,,,25.662169,1.389826,25.961548,,24.38171,29.202158,3.409338 -2000-05-17,,2.450945,,,61.0,30.632233,42.5,40.701244,13.00439,,19.02973,,,25.084194,1.508954,24.963827,,24.655655,29.103836,3.326028 -2000-05-18,,2.435835,,,55.375,30.346613,43.25,41.829315,13.268106,,18.583515,,,25.108276,1.74721,25.608183,,24.758389,29.546297,3.146589 -2000-05-19,,2.27264,,,52.625,29.632586,41.90625,41.197594,13.119769,,17.927319,,,25.199774,1.74721,24.631248,,24.210484,28.51391,3.088912 -2000-05-22,,2.17442,,,51.875,28.561502,40.25,41.423214,13.251624,,17.848579,,,25.68144,1.826635,23.986887,,24.073509,28.390997,3.063277 -2000-05-23,,2.07469,,,46.6875,28.561502,37.75,41.287842,13.861459,,17.559847,,,25.5851,1.707507,24.277889,,24.210484,28.759705,2.903064 -2000-05-24,,2.120023,,,48.5625,28.989944,36.34375,41.062214,14.751492,,18.111055,,,25.565836,1.667795,22.282446,,24.24473,28.169764,3.178631 -2000-05-25,,2.109823,,,45.5,28.989944,35.3125,39.708527,14.586675,,17.664843,,,25.103462,1.628083,23.259388,,25.015192,27.628984,3.063277 -2000-05-26,,2.08829,,,46.5,28.311604,37.0,38.986538,14.405369,,17.901075,,,25.392448,1.667795,20.744291,,24.724148,27.727303,2.986375 -2000-05-30,,2.117001,,,51.75,29.27556,43.0,38.53532,14.48778,,18.583515,,,25.739248,1.667795,21.845943,,24.210484,28.907185,3.390113 -2000-05-31,,2.030869,,,48.3125,30.061003,40.875,41.603703,14.890681,,18.347282,,,25.68144,1.786923,21.284729,,24.38171,29.374224,3.486241 -2000-06-01,,2.154777,,,50.1875,29.918203,42.0,41.152451,15.260013,,18.47854,,,25.565836,1.945763,23.508814,,24.655655,30.33288,3.53751 -2000-06-02,,2.237886,,,57.875,30.13241,45.0625,42.641525,16.384787,,18.898497,,,24.409887,1.866339,24.98461,,23.868042,31.734001,3.774623 -2000-06-05,,2.207664,,,54.5,29.454071,45.5625,42.822041,15.914731,,18.609776,,,24.448427,1.826635,23.94532,,23.422874,31.217804,3.652862 -2000-06-06,,2.24544,,,50.5625,29.239859,45.125,42.054932,15.243225,,19.02973,,,25.373186,1.866339,22.199305,,23.799559,30.283733,3.845119 -2000-06-07,,2.334593,,,51.8125,29.346968,43.5,41.784199,15.528608,,19.475948,,,25.00713,1.866339,20.744291,,23.833803,30.234566,3.543916 -2000-06-08,,2.292284,,,51.875,29.061357,43.5625,41.062214,15.243225,,19.738426,,,24.6796,1.866339,21.180801,,24.24473,30.087074,3.62082 -2000-06-09,,2.314949,,,52.1875,28.490116,44.375,38.986538,15.041769,,20.210886,,,24.409887,1.786923,20.765079,,25.203566,28.833454,3.66568 -2000-06-12,,2.204641,,,48.4375,28.490116,42.75,38.084084,15.16767,,19.659691,,,24.891529,1.826635,19.621861,,24.313217,28.667494,3.473423 -2000-06-13,,2.284729,,,49.0,29.239859,44.0,39.708527,14.957829,,20.158398,,,25.026398,1.826635,21.118443,,25.117918,28.427856,3.684905 -2000-06-14,,2.186509,,,46.4375,29.132746,41.875,39.842236,14.857112,,20.998329,,,25.469511,1.826635,22.40716,,25.52886,29.533998,3.608003 -2000-06-15,,2.233352,,,46.3125,29.632586,41.4375,40.113266,13.950575,,20.447121,,,25.411718,1.628083,22.84367,,25.751471,28.796576,3.556734 -2000-06-16,,2.204641,,,46.0,29.204153,41.25,38.938778,12.892952,,19.843414,,,26.008959,1.667795,23.093094,,26.265123,26.805529,3.57596 -2000-06-19,,2.336104,,,45.3125,28.704338,45.90625,39.300156,12.993673,,19.948414,,,25.912624,1.826635,21.139227,,25.614504,27.653566,3.601594 -2000-06-20,,2.447924,,,46.125,29.132746,45.625,39.390499,13.027243,,19.817177,,,25.662169,1.906051,21.263939,,25.340532,28.280378,3.640045 -2000-06-21,,2.689693,,,46.0625,28.2402,47.5,38.983955,12.79222,,20.210886,,,25.878912,2.025179,21.492586,,25.682974,27.727303,3.710539 -2000-06-22,,2.59903,,,42.0,27.84749,45.625,37.944984,12.624348,,20.630865,,,25.488787,1.945763,21.575724,,25.066586,27.358593,3.672089 -2000-06-23,,2.499299,,,33.875,28.490116,43.875,38.848431,12.725071,,20.394629,,,25.62364,1.985467,21.139227,,25.135077,27.653566,3.62082 -2000-06-26,,2.617162,,,33.9375,28.525831,43.625,38.848431,12.876161,,19.895916,,,25.695862,1.985467,19.954432,,25.340532,28.059155,3.716948 -2000-06-27,,2.502321,,,36.5,28.133095,42.125,41.061882,12.624348,,19.554686,,,25.296114,1.945763,20.307798,,25.751471,28.280378,3.845119 -2000-06-28,,2.632273,,,37.875,28.873871,40.34375,40.463295,12.200435,,18.86565,,,25.315378,1.985467,21.243158,,25.468908,27.754921,3.915612 -2000-06-29,,2.478145,,,37.125,28.418716,38.125,39.119465,12.204654,,19.134729,,,25.031218,1.906051,20.578007,,25.331944,28.096031,3.88357 -2000-06-30,,2.532543,,,36.3125,30.275217,38.625,41.649132,11.549928,,18.47854,,,24.197964,1.985467,21.035297,,26.29936,27.174236,3.915612 -2000-07-03,,2.577874,,,37.0,29.703991,42.125,41.107048,12.087136,,19.554686,,,24.520647,1.985467,21.34709,,26.128139,28.255444,3.947656 -2000-07-05,,2.496277,,,36.5,28.601015,37.625,41.197399,12.171074,,19.21347,,,23.716318,1.866339,20.370142,,25.991169,28.366835,3.92843 -2000-07-06,,2.505344,,,36.0625,28.7442,38.75,41.558777,12.305376,,18.42325,,,24.101629,1.906051,21.305513,,25.511755,28.515358,3.902794 -2000-07-07,,2.632273,,,36.125,29.388519,41.0,44.495007,12.741858,,18.87195,,,24.20277,1.906051,23.529602,,25.10083,29.740608,4.287307 -2000-07-10,,2.762225,,,35.0625,30.032852,42.5,44.269146,12.741858,,18.924734,,,24.082367,1.906051,24.652039,,26.196634,29.554968,4.075826 -2000-07-11,,2.753158,,,33.125,29.925455,41.75,44.811214,12.607555,,18.739981,,,24.83374,1.906051,25.192467,,26.847263,30.111923,4.095051 -2000-07-12,,2.846844,,,35.0625,30.784573,42.15625,44.088451,12.624348,,18.977524,,,24.231659,1.985467,25.441906,,26.282213,30.037653,4.133502 -2000-07-13,,2.732003,,,35.0,30.068649,42.75,42.733269,12.406102,,19.320648,,,24.043835,2.064892,25.234035,,25.272055,30.14904,4.101459 -2000-07-14,,2.789423,,,42.625,29.495905,45.0,43.004311,12.758645,,19.162289,,,23.908979,2.263436,25.878401,,24.689903,31.188665,4.101459 -2000-07-17,,2.819645,,,41.125,30.748766,45.625,43.885147,12.590775,,18.278063,,,24.275024,2.184021,26.387629,,25.263449,30.910166,4.082234 -2000-07-18,,2.768269,,,41.75,29.925455,45.5,43.41087,12.422898,,18.370468,,,24.101629,2.342852,26.460407,,24.587175,30.260431,4.075826 -2000-07-19,,2.547653,,,40.875,30.211823,45.125,43.365696,12.406102,,18.42325,,,24.25576,2.263436,25.088541,,25.44327,30.111923,4.075826 -2000-07-20,,2.665516,,,40.3125,31.106737,43.0625,43.365696,12.993673,,18.212088,,,24.082367,2.223723,24.943035,,24.655655,30.483196,4.101459 -2000-07-21,,2.589963,,,41.125,30.999336,40.0625,43.139839,13.094398,,18.159307,,,23.774113,2.184021,24.92226,,25.135077,31.32786,4.095051 -2000-07-24,,2.354238,,,38.75,30.927746,39.0,41.513618,12.741858,,18.238489,,,23.812639,2.025179,24.672825,,26.059662,30.631731,4.072616 -2000-07-25,,2.420724,,,37.625,30.677187,39.375,42.778439,12.960096,,18.581612,,,23.234676,1.985467,24.44418,,24.107756,30.446085,3.954064 -2000-07-26,,2.420724,,,36.0625,29.853859,38.09375,42.462238,12.641128,,18.212088,,,23.485119,1.866339,25.150898,,23.833803,29.332193,3.864344 -2000-07-27,,2.514411,,,31.375,30.068649,35.0,43.41087,12.557199,,18.080124,,,24.814465,1.906051,25.109333,,24.441587,29.629227,3.704131 -2000-07-28,,2.336104,,,30.0,29.173746,35.5,42.417061,12.490045,,17.948153,,,24.660341,1.906051,23.94532,,24.039276,28.738125,3.793851 -2000-07-31,,2.45699,,,30.125,29.603283,36.0,39.932571,12.725071,,17.974535,,,24.718142,1.906051,24.194746,,23.765314,29.5921,3.845119 -2000-08-01,,2.384459,,,30.25,30.211823,33.875,39.390499,12.80901,,18.449644,,,24.660341,1.906051,24.735178,,25.066586,30.668854,3.889977 -2000-08-02,,2.284729,,,30.8125,29.782274,31.25,39.074303,12.674711,,18.713577,,,25.546574,1.945763,24.98461,,25.272055,30.557461,4.024557 -2000-08-03,,2.320993,,,31.5,30.283426,32.75,38.938778,13.178338,,18.581612,,,25.103462,2.025179,23.924528,,24.518684,29.852005,4.107868 -2000-08-04,,2.290773,,,32.5,30.569796,31.375,38.261185,14.101665,,18.55521,,,25.185331,2.104595,23.446465,,24.929611,31.151535,4.274489 -2000-08-07,,2.317971,,,33.8125,30.140242,32.5,39.842236,14.068085,,18.739981,,,24.934868,2.104595,23.633532,,24.612808,31.819859,4.389844 -2000-08-08,,2.260552,,,32.9375,30.784573,30.625,41.649132,13.950575,,17.948153,,,24.905964,2.303148,24.277889,,24.612808,31.782732,4.396252 -2000-08-09,,2.296817,,,30.875,32.037426,30.875,38.758087,14.25275,,17.605019,,,24.987865,2.342852,23.986887,,23.422874,31.07728,4.40907 -2000-08-10,,2.299839,,,30.4375,32.645958,28.5,36.86084,14.353477,,17.868959,,,25.242622,2.382563,23.633532,,23.011944,30.817383,4.396252 -2000-08-11,,2.305884,,,33.6875,32.395378,28.875,37.673946,14.521358,,17.974535,,,25.359493,2.382563,24.132391,,23.491364,30.891628,4.377026 -2000-08-14,,2.275661,,,34.875,32.645958,31.5,38.216034,14.773165,,17.684212,,,25.729542,2.382563,25.441906,,23.405737,31.337175,4.300124 -2000-08-15,,2.25753,,,37.5625,32.789146,32.0,37.267387,14.588505,,17.736996,,,25.340006,2.501692,24.568897,,23.011944,30.780251,4.178361 -2000-08-16,,2.34517,,,38.625,32.538563,32.625,36.092907,14.370267,,17.44665,,,25.79286,2.581108,23.675102,,23.850672,29.92627,4.146319 -2000-08-17,,2.487211,,,38.25,32.466995,34.0625,36.138077,14.387054,,16.681211,,,26.119108,2.620821,23.550383,,24.159533,30.111923,3.92202 -2000-08-18,,2.417702,,,39.0,32.180611,35.125,36.770504,14.437414,,16.602032,,,25.841532,2.541404,24.527315,,23.473177,30.14904,3.755399 -2000-08-21,,2.441879,,,37.5,32.395378,34.09375,35.415314,14.470989,,16.918772,,,26.021721,2.700236,23.633532,,24.022255,30.260431,3.819483 -2000-08-22,,2.499299,,,36.5,32.216404,34.4375,35.505665,14.622073,,16.734013,,,25.904863,2.859077,24.028458,,23.335903,31.337175,3.845119 -2000-08-23,,2.626229,,,38.8125,33.182899,34.75,35.505665,14.521358,,16.97156,,,26.333353,3.017918,24.98461,,23.627579,32.265419,3.672089 -2000-08-24,,2.713111,,,39.375,33.755623,34.9375,35.731522,14.101665,,17.103525,,,25.846416,2.938491,25.171688,,23.661898,31.634216,3.704131 -2000-08-25,,2.747114,,,39.9375,33.934616,34.5,36.499454,13.900208,,17.393871,,,25.846416,3.097333,24.818325,,24.056576,30.928759,3.66568 -2000-08-28,,2.807556,,,39.125,34.364174,34.5,35.776691,13.883424,,17.789789,,,25.807461,3.017918,23.882963,,23.524622,31.300058,3.697723 -2000-08-29,,2.861955,,,39.625,34.29258,34.75,35.731522,13.66518,,17.868959,,,25.714945,3.057621,24.090818,,23.37022,30.817383,3.601594 -2000-08-30,,2.877065,,,42.9375,32.932327,35.0,35.008751,13.939169,,17.789789,,,25.354591,3.097333,23.612747,,23.061356,31.634216,3.761808 -2000-08-31,,2.946575,,,41.5,33.576653,37.5,34.421516,14.679791,,17.637997,,,25.442265,3.17675,20.827438,,23.687647,33.193665,3.755399 -2000-09-01,,3.06746,,,41.5,33.505058,37.5,35.234623,14.384405,,18.132908,,,25.710083,3.295877,21.284729,,23.696209,33.453575,3.864344 -2000-09-05,,3.019105,,,45.6875,33.111305,34.75,35.95739,14.658391,,18.238489,,,25.982775,3.097333,21.222366,,22.409338,33.936226,3.857936 -2000-09-06,,2.82569,,,45.875,33.79142,32.0,36.138077,14.692642,,18.106516,,,25.865896,3.137046,20.287008,,21.894571,33.267914,3.787442 -2000-09-07,,2.997951,,,43.5,33.79142,33.0,36.86084,14.898127,,18.053726,,,26.099632,3.216461,20.328581,,22.134794,34.010494,3.857936 -2000-09-08,,2.846844,,,42.9375,34.29258,31.875,37.673946,15.326236,,19.030315,,,26.021721,3.057621,20.785868,,22.237743,34.344658,3.716948 -2000-09-11,,2.82569,,,42.375,34.185196,32.25,39.300156,15.497482,,19.399837,,,26.484293,3.017918,21.430231,,22.512287,34.159008,3.729765 -2000-09-12,,2.792446,,,42.6875,33.827225,30.5,39.029106,15.617351,,19.267866,,,26.7229,2.978205,23.009954,,22.100475,31.374313,3.832301 -2000-09-13,,2.804534,,,42.4375,33.827225,29.0,38.982094,15.565978,,19.162289,,,26.742384,3.137046,23.40489,,22.546597,30.111923,3.992516 -2000-09-14,,2.749377,,,44.875,33.79142,28.375,37.987198,15.433259,,18.951136,,,26.571941,3.137046,23.155453,,22.718193,29.703489,3.889977 -2000-09-15,,2.670801,,,43.625,32.502773,27.75,37.625404,15.035124,,18.687187,,,27.424091,3.295877,23.300955,,22.649555,29.183689,3.973289 -2000-09-18,,2.932973,,,42.8125,32.932327,26.5,36.992298,14.709758,,18.898346,,,27.935366,3.335589,22.656591,,23.027044,27.661367,3.846719 -2000-09-19,,2.89822,,,40.75,32.645958,30.375,36.08783,15.035124,,19.215078,,,27.424091,3.216461,22.344801,,22.520855,27.847025,3.857936 -2000-09-20,,2.951859,,,37.5,32.431171,29.6875,35.092918,14.744012,,18.766373,,,26.956621,3.137046,22.344801,,22.469347,27.624241,3.88357 -2000-09-21,,2.741069,,,40.0625,32.216404,23.9375,36.178288,14.521398,,19.716566,,,26.898197,2.978205,22.40716,,23.335903,26.510361,3.960473 -2000-09-22,,2.523477,,,41.4375,32.824936,26.5,36.540062,15.069369,,20.244455,,,26.956621,2.978205,22.40716,,24.331106,28.069801,4.011739 -2000-09-25,,2.586941,,,40.375,33.254486,25.9375,35.454712,15.069369,,20.482002,,,26.756968,2.89879,21.866737,,24.228159,27.921276,4.095051 -2000-09-26,,2.487211,,,39.75,33.2187,24.875,34.278923,14.744012,,20.402822,,,26.995586,3.057621,20.723515,,23.884993,27.364338,4.050192 -2000-09-27,,2.366326,,,37.875,34.042004,24.0,34.821579,14.435772,,20.0333,,,27.813635,2.978205,21.201591,,23.747713,27.030174,4.088643 -2000-09-28,,2.586941,,,40.0,33.79142,23.625,35.138138,14.795385,,20.983498,,,27.779558,2.819364,21.887518,,23.987946,27.847025,4.210404 -2000-09-29,,1.245116,,,38.4375,33.188187,24.0,34.821579,14.350151,,21.062685,,,27.769789,3.057621,21.160013,,24.665667,27.438593,4.107868 -2000-10-02,,1.172585,,,35.875,33.58287,23.25,33.464901,14.538519,,21.141865,,,28.49534,3.017918,20.785868,,24.296803,28.218298,4.139912 -2000-10-03,,1.078899,,,35.0625,33.905788,23.6875,33.148346,14.846757,,21.089073,,,28.300564,2.978205,20.723515,,24.296803,27.772776,4.050192 -2000-10-04,,1.142364,,,36.0,33.798134,24.5,33.374474,14.452902,,21.854494,,,27.813635,2.819364,20.557224,,23.473177,27.25386,4.178361 -2000-10-05,,1.066811,,,33.5625,34.300453,23.5,33.329231,14.761134,,22.731386,,,27.794165,2.779661,20.536444,,24.571335,26.580929,4.203997 -2000-10-06,,1.072855,,,31.5625,34.121059,22.0,32.922237,14.144659,,22.625284,,,27.872066,2.739949,18.811209,,24.502701,25.646297,4.120686 -2000-10-09,,1.051701,,,30.0625,33.58287,22.375,32.65089,13.853557,,22.253941,,,28.397961,2.819364,18.457842,,23.679075,25.160284,4.152728 -2000-10-10,,1.00939,,,30.4375,33.331703,22.75,33.555347,13.33982,,21.617359,,,29.07966,2.89879,17.335407,,24.434063,24.412567,4.159137 -2000-10-11,,0.948948,,,27.8125,32.506504,23.5,32.786568,12.894585,,20.848158,,,29.216007,2.89879,16.129831,,24.228159,24.337812,4.107868 -2000-10-12,,0.967081,,,25.125,31.286604,22.5625,31.927324,12.209623,,21.166452,,,29.33288,3.17675,14.113603,,24.502701,22.618086,3.92843 -2000-10-13,,1.066811,,,28.4375,32.721775,21.875,32.560459,12.757588,,21.272547,,,28.203165,3.017918,15.714119,,23.404543,23.739635,4.024557 -2000-10-16,,1.039612,,,24.3125,33.152325,20.375,34.233696,12.380859,,21.537781,,,27.365656,2.89879,15.298395,,23.987946,23.664875,4.159137 -2000-10-17,,0.973125,,,21.9375,31.932432,18.375,33.284019,11.71301,,22.253941,,,27.365656,2.89879,13.801814,,24.674278,22.692844,4.075826 -2000-10-18,,0.973125,,,25.125,31.860661,18.125,33.826683,11.558898,,22.360043,,,26.976109,2.819364,14.716391,,24.022255,22.057306,4.133502 -2000-10-19,,0.915704,,,27.75,31.932432,21.8125,34.595497,12.072625,,22.094793,,,26.956621,2.700236,16.150616,,23.610456,23.291012,4.203997 -2000-10-20,,0.942904,,,30.8125,29.923197,22.125,33.691013,11.987005,,21.537781,,,27.56044,2.819364,13.344528,,23.816353,22.954552,4.133502 -2000-10-23,,0.985213,,,30.0,28.559799,21.875,34.233696,11.987005,,22.97011,,,27.755199,3.057621,14.591677,,24.914518,22.954552,4.101459 -2000-10-24,,0.912682,,,29.5625,30.640781,20.1875,35.00248,12.192495,,22.864014,,,27.03454,2.938491,14.882678,,23.610456,23.963955,4.139912 -2000-10-25,,0.89455,,,31.875,30.389624,19.1875,33.238792,12.072625,,23.261866,,,27.170881,2.739949,14.32146,,24.674278,23.926565,4.171953 -2000-10-26,,0.89455,,,36.875,29.923197,20.3125,31.429876,11.884256,,23.102722,,,27.34618,2.660533,14.778751,,24.914518,23.926565,4.203997 -2000-10-27,,0.897572,,,35.625,29.994953,20.4375,31.294199,12.312359,,23.898455,,,27.287748,2.620821,15.132109,,24.228159,25.534134,4.075826 -2000-10-30,,0.933837,,,32.875,30.999573,20.25,31.655994,12.877467,,24.66766,,,27.872066,2.700236,15.963541,,24.090889,26.169674,4.268081 -2000-10-31,,0.945926,,,36.625,31.465996,22.625,32.831787,13.168575,,24.481983,,,27.794165,2.779661,16.691053,,23.713406,27.216469,4.582099 -2000-11-01,,0.991258,,,37.375,31.250721,23.8125,33.781471,13.254199,,23.792358,,,28.690113,2.819364,16.545549,,23.884993,27.328617,4.569283 -2000-11-02,,1.078899,,,39.75,30.820183,23.75,35.047703,13.493936,,23.765831,,,27.48251,2.859077,18.08371,,23.713406,27.216469,4.614141 -2000-11-03,,1.075877,,,37.5625,30.604906,23.75,34.278923,13.33982,,24.269804,,,27.268261,2.779661,17.875839,,23.953619,26.580929,4.799989 -2000-11-06,,1.03659,,,36.5625,31.286604,24.3125,35.454712,13.99054,,24.004547,,,27.63834,2.819364,17.626413,,24.434063,27.216469,4.793581 -2000-11-07,,1.030546,,,36.9375,31.537752,22.5625,35.409496,13.887795,,24.216751,,,27.735725,2.819364,17.95899,,24.605642,26.880013,4.825625 -2000-11-08,,0.970103,,,33.875,31.322474,21.6875,35.273804,13.356943,,24.349373,,,28.261616,2.779661,17.41856,,24.914518,26.057524,4.594917 -2000-11-09,,0.976147,,,31.25,31.322474,21.0,34.098015,13.630939,,24.455463,,,28.282848,2.859077,10.66315,,24.502701,26.393991,4.594917 -2000-11-10,,0.921749,,,30.0625,30.927818,20.0625,31.610752,13.254199,,24.243275,,,28.184519,2.779661,10.954149,,24.228159,25.608902,4.562875 -2000-11-13,,0.936859,,,27.8125,29.528519,21.3125,32.786568,12.997334,,24.614609,,,28.302521,2.819364,10.70472,,23.16432,25.19766,4.550056 -2000-11-14,,0.979169,,,28.9375,30.281998,21.75,33.917141,12.569228,,24.322844,,,28.282848,2.779661,11.037293,,23.50749,25.459362,4.825625 -2000-11-15,,0.961036,,,29.5,30.138483,21.9375,35.454712,11.507521,,24.322844,,,28.440187,3.017918,10.891794,,23.694571,24.375195,4.876892 -2000-11-16,,0.918727,,,27.8125,30.210234,20.5625,34.912048,11.473276,,24.641138,,,28.53854,2.859077,10.455292,,23.832144,24.449959,4.742312 -2000-11-17,,0.89455,,,27.4375,29.779678,20.5625,35.138138,11.04517,,23.765831,,,28.42053,2.859077,11.12044,,23.660189,23.702261,4.915343 -2000-11-20,,0.915704,,,25.8125,28.739185,20.375,34.640701,10.771177,,24.190226,,,28.754887,2.779661,10.808649,,23.660189,23.06671,5.114008 -2000-11-21,,0.90966,,,24.25,29.133867,19.9375,34.098015,10.856797,,24.163694,,,29.305597,2.859077,10.621579,,23.935307,23.141481,4.864074 -2000-11-22,,0.89455,,,25.1875,27.878099,19.625,33.193573,10.565688,,24.826817,,,29.65962,2.859077,10.538432,,23.660189,22.393766,4.992245 -2000-11-24,,0.933837,,,28.9375,28.344522,20.8125,32.696114,10.771177,,24.084124,,,29.718637,2.859077,11.141223,,23.281893,23.403177,4.921752 -2000-11-27,,0.903616,,,28.0,28.200994,19.0,35.680809,10.873924,,23.527121,,,29.305597,2.859077,10.746293,,24.691875,23.552719,4.620549 -2000-11-28,,0.871881,,,25.0312,28.595661,17.75,35.454712,11.096539,,23.659731,,,29.285931,2.779661,10.226647,,24.760662,22.73024,4.566073 -2000-11-29,,0.849218,,,26.9375,28.523912,17.0625,37.534958,11.464966,,23.421022,,,27.987839,2.700236,9.914861,,25.104559,22.692844,4.6638 -2000-11-30,,0.797842,,,24.6875,28.452154,15.25,37.761074,11.253631,,23.314928,,,27.692814,2.620821,8.563777,,24.382376,22.057306,4.671819 -2000-12-01,,0.825041,,,24.625,29.277363,15.4375,37.037518,11.200794,,22.147852,,,27.94849,2.819364,9.145781,,23.935307,22.318998,4.53724 -2000-12-04,,0.806908,,,26.5625,29.636168,15.375,38.936863,10.98946,,22.492668,,,28.53854,2.89879,9.582287,,24.313591,22.692844,4.601325 -2000-12-05,,0.822019,,,25.375,31.071339,15.75,39.97699,11.605858,,22.678328,,,27.810835,2.89879,10.185071,,24.485542,24.711658,4.742312 -2000-12-06,,0.692067,,,23.625,30.96369,14.4375,39.660439,10.707685,,23.023153,,,27.142103,3.057621,9.582287,,23.866516,23.963955,4.716679 -2000-12-07,,0.692067,,,21.375,30.712538,14.5,39.796108,10.98946,,23.023153,,,27.692814,2.89879,7.628412,,23.900913,23.440569,4.799989 -2000-12-08,,0.728333,,,23.4375,31.681284,16.0625,39.389099,11.517804,,21.935656,,,27.850157,2.978205,7.420556,,23.935307,23.926565,4.806399 -2000-12-11,,0.734377,,,25.3125,31.753046,17.3125,37.173176,12.239867,,21.564316,,,26.984755,3.216461,8.168844,,24.004086,25.421986,4.518015 -2000-12-12,,0.743443,,,25.875,30.317871,17.25,37.534958,12.239867,,22.174377,,,27.24044,3.216461,8.563777,,24.210419,25.721062,4.607734 -2000-12-13,,0.725311,,,23.75,30.42551,16.75,36.404377,12.098972,,22.678328,,,27.594465,3.49443,8.626135,,25.207731,26.618301,4.518015 -2000-12-14,,0.698111,,,22.6875,29.528519,16.5,36.947063,11.922864,,23.182299,,,26.906084,3.415004,8.875565,,25.070169,25.646297,4.466746 -2000-12-15,,0.679979,,,22.875,28.595661,16.1875,36.08783,11.781967,,22.784433,,,26.473387,3.415004,8.314346,,25.001383,26.281837,4.293716 -2000-12-18,,0.689045,,,19.875,29.277363,15.25,36.585274,12.257476,,22.625284,,,27.181442,3.732688,8.605345,,25.58602,27.141693,4.466746 -2000-12-19,,0.676956,,,18.25,28.775055,15.375,34.731148,12.468809,,19.760654,,,27.437119,3.653261,8.355919,,26.10186,26.805229,4.626959 -2000-12-20,,0.695089,,,16.6875,27.232262,14.5625,35.453808,12.046137,,18.699675,,,26.807737,3.732688,8.18963,,25.517237,26.02014,4.511605 -2000-12-21,,0.679979,,,15.1875,27.483419,13.6875,37.49139,12.909094,,19.044495,,,26.670069,3.851815,8.023346,,23.385059,27.029547,4.607734 -2000-12-22,,0.725311,,,15.5625,28.05748,14.3125,38.034729,12.997147,,19.468887,,,27.31912,3.93123,8.68849,,24.416773,27.291237,4.639776 -2000-12-26,,0.7102,,,16.9375,28.308636,14.125,36.676353,13.049981,,19.866756,,,27.869831,4.169487,8.168844,,24.588718,27.366011,4.614141 -2000-12-27,,0.716244,,,16.875,27.752863,14.625,38.080025,13.190876,,20.26462,,,27.614136,4.2092,8.896349,,24.89823,27.739868,4.53724 -2000-12-28,,0.716244,,,17.375,27.896849,14.3125,38.351688,13.190876,,19.99938,,,27.338791,4.368032,9.499142,,25.173336,28.076332,4.550056 -2000-12-29,,0.719266,,,15.5625,27.608883,13.8125,38.487522,12.926708,,20.26462,,,27.358456,4.368032,9.831717,,25.3109,27.179089,4.53724 -2001-01-02,,0.719266,,,13.875,25.197147,14.375,39.03088,13.173268,,21.378639,,,28.046835,4.248901,9.312065,,25.379677,26.319225,4.312942 -2001-01-03,,0.791797,,,17.5625,27.536888,16.25,42.336281,14.071438,,21.643879,,,26.827404,3.93123,11.473795,,23.969698,30.503912,4.434704 -2001-01-04,,0.825041,,,15.5,27.68088,16.6875,40.706238,14.511721,,21.962168,,,26.080019,3.812103,12.783307,,23.006784,31.332411,4.216814 -2001-01-05,,0.791797,,,14.5625,27.248905,16.0,39.07616,13.525497,,21.219494,,,26.198023,4.2092,13.282168,,23.316284,29.487116,4.280898 -2001-01-08,,0.800864,,,14.9375,26.241034,16.1875,39.07616,13.595935,,21.381077,,,26.080019,4.169487,12.492305,,23.041164,29.675413,4.351392 -2001-01-09,,0.831085,,,16.375,25.701101,16.75,38.215847,13.243714,,22.154203,,,25.80467,4.2092,13.386097,,23.797756,29.336468,4.280898 -2001-01-10,,0.800864,,,16.5,25.737082,17.125,37.446095,13.683991,,22.340816,,,25.489973,4.368032,13.406889,,23.281893,30.692204,4.511605 -2001-01-11,,0.870373,,,17.0,26.816975,18.1875,37.62722,13.930549,,22.340816,,,25.725994,4.328327,13.781025,,22.55971,32.61282,4.543648 -2001-01-12,,0.831085,,,17.6875,26.313017,17.8125,38.351688,13.824883,,21.72765,,,26.060345,4.129774,14.051249,,22.800436,32.123268,4.588509 -2001-01-16,,0.828063,,,18.0625,27.284914,17.125,39.619514,14.353221,,21.354414,,,25.745659,4.328327,14.34225,,22.938002,32.047924,4.594917 -2001-01-17,,0.812952,,,18.375,26.888958,18.5,39.07616,13.965775,,21.461054,,,25.253956,4.09007,14.924253,,22.422148,31.934971,4.594917 -2001-01-18,,0.903616,,,19.5,27.428898,22.6875,38.442249,13.789667,,21.567694,,,24.899935,4.050358,14.633249,,22.628494,30.993479,4.659002 -2001-01-19,,0.942904,,,19.9375,27.068945,22.0,36.81218,13.860104,,21.194454,,,24.99827,3.93123,14.134392,,22.766054,30.466255,4.748721 -2001-01-22,,0.930815,,,18.5,26.349018,21.4375,38.080025,14.194722,,20.847883,,,25.253956,4.050358,14.550107,,23.17873,30.654543,4.639776 -2001-01-23,,0.991258,,,18.9531,26.888958,22.3125,38.668633,14.194722,,21.0345,,,25.745659,3.93123,15.568616,,23.591406,31.144112,4.755131 -2001-01-24,,0.991258,,,21.875,26.672983,22.6875,38.759201,14.388443,,20.208054,,,25.686665,3.970942,15.506259,,23.625799,32.085594,4.44752 -2001-01-25,,0.964059,,,19.0,26.457012,21.9375,39.121449,14.511721,,20.208054,,,25.962008,4.169487,15.693324,,24.451147,31.97262,4.389844 -2001-01-26,,0.945926,,,19.5,25.701101,21.375,38.849766,14.987236,,19.914789,,,25.489973,4.129774,15.797258,,24.382376,32.650471,4.678228 -2001-01-29,,1.048678,,,20.125,25.559994,23.0,39.266323,15.221813,,20.431988,,,25.238224,4.066247,16.47904,,23.825258,33.212349,5.049922 -2001-01-30,,1.051701,,,18.9375,26.636993,24.02,38.954834,15.630403,,20.44051,,,25.798374,3.875642,16.272835,,24.364492,33.73053,4.998654 -2001-01-31,,1.045656,,,17.3125,26.481483,24.6,41.149944,15.165457,,20.623934,,,26.481241,3.761278,16.562176,,24.843195,33.134018,5.120415 -2001-02-01,,1.021479,,,16.25,26.625479,25.709999,40.353027,15.013299,,21.562363,,,26.273552,3.812103,15.990152,,24.876213,33.652225,5.030696 -2001-02-02,,0.997302,,,14.375,26.654266,23.889999,39.67202,15.103468,,21.242443,,,26.116209,3.932821,14.530151,,24.705633,32.923126,4.908935 -2001-02-05,,0.976147,,,14.4375,27.558483,24.0,39.005524,15.007658,,21.199791,,,26.685797,3.824806,14.500216,,25.173336,32.899029,4.915343 -2001-02-06,,1.021479,,,15.8125,27.414503,24.049999,38.541862,14.359569,,21.221113,,,26.541044,3.824806,14.696441,,25.228367,31.501129,5.114008 -2001-02-07,,1.003346,,,15.0,27.040157,23.57,39.599575,13.948166,,20.751904,,,26.827248,3.964586,14.716391,,24.485542,31.531244,5.114008 -2001-02-08,,1.003346,,,14.375,27.149565,24.0,37.88982,13.736829,,20.568483,,,27.155029,4.129774,13.469241,,24.6231,31.13961,4.985837 -2001-02-09,,0.924771,,,13.375,26.297178,24.370001,36.513355,13.948166,,19.86467,,,27.592091,4.294972,12.92049,,24.782665,31.302284,4.953794 -2001-02-12,,0.95197,,,14.5,27.362673,24.0,38.72298,14.105962,,20.376543,,,27.559952,4.23779,13.302953,,25.37693,31.663799,5.126825 -2001-02-13,,0.924771,,,13.75,27.161081,24.01,39.193882,14.156681,,20.670862,,,27.248234,4.288616,13.472567,,24.777159,30.814209,4.985837 -2001-02-14,,0.942904,,,14.4375,26.642748,24.950001,38.39698,14.314482,,20.048086,,,26.971867,4.25685,13.435983,,24.931608,30.844341,4.908935 -2001-02-15,,0.970103,,,14.5,27.633354,26.23,37.672508,14.339841,,20.048086,,,26.512318,4.288616,13.768553,,24.407606,30.796141,5.049922 -2001-02-16,,0.918727,,,13.6875,27.068945,24.709999,37.933308,14.483546,,20.355211,,,27.00078,4.333091,13.306278,,24.964708,31.326401,5.01788 -2001-02-20,,0.885483,,,12.5,27.466331,22.57,38.686745,13.841089,,20.803095,,,26.930075,4.25685,13.67877,,24.749584,30.097191,4.953794 -2001-02-21,,0.912682,,,11.9375,27.241716,23.0,36.375687,13.45505,,20.261364,,,26.840103,4.034471,12.933795,,24.716499,28.530577,4.908935 -2001-02-22,,0.90966,,,11.9375,27.126528,21.0,36.006214,13.595935,,20.871336,,,27.061836,3.907405,12.973701,,24.870943,29.102999,4.857666 -2001-02-23,,0.90966,,,11.8125,26.596668,22.1,36.426407,13.846724,,21.208326,,,26.833668,3.812103,12.970382,,24.72201,28.349806,4.889709 -2001-02-26,,0.942904,,,11.9375,27.633354,22.83,36.998745,14.365194,,21.455719,,,26.930075,3.812103,14.29403,,24.959202,29.253624,4.902526 -2001-02-27,,0.936859,,,11.75,27.644876,21.98,36.940792,14.492002,,21.575161,,,26.448046,3.843868,14.091156,,24.937128,28.681206,4.947386 -2001-02-28,,0.882461,,,10.1875,26.780977,21.5,36.288757,14.604342,,20.346684,,,26.046343,3.812103,13.622222,,24.821297,28.114817,4.883301 -2001-03-01,,0.906638,,,10.4375,26.441164,20.950001,35.020935,14.21259,,19.408255,,,26.158821,3.75492,12.937122,,24.324867,27.783407,4.876892 -2001-03-02,,0.930815,,,10.0,25.669411,21.74,35.441128,14.129052,,19.86467,,,26.740488,3.723157,13.336205,,24.054588,27.596621,4.870484 -2001-03-05,,0.985213,,,12.625,26.056677,23.129999,35.042656,14.137696,,19.369869,,,26.946142,3.93917,13.302953,,24.175936,28.175064,4.787173 -2001-03-06,,1.039612,,,11.875,26.253197,24.75,35.897545,14.477599,,19.625795,,,26.865816,3.869284,13.884959,,23.773273,28.898115,4.793581 -2001-03-07,,1.027523,,,12.25,26.576893,25.1,36.730682,15.194856,,18.755621,,,27.061836,4.021766,13.801814,,23.138969,30.277946,4.735905 -2001-03-08,,1.006368,,,11.6875,26.513317,26.0,37.418926,15.474265,,19.391197,,,27.588867,4.104367,15.434756,,23.166552,30.271933,4.876892 -2001-03-09,,0.979169,,,12.25,25.322607,23.299999,36.788635,15.122841,,19.194979,,,27.633858,4.053532,15.63097,,23.414757,29.494654,4.832033 -2001-03-12,,0.900594,,,10.625,22.889183,22.73,34.999195,14.86935,,19.148058,,,26.917225,3.843868,15.195299,,22.256428,27.409832,4.607734 -2001-03-13,,0.945926,,,11.0,24.467155,23.780001,35.354195,15.626937,,19.165113,,,26.769394,3.780339,14.842775,,22.008219,28.560698,4.588509 -2001-03-14,,0.988236,,,10.625,23.715742,23.940001,34.19503,14.9068,,17.962234,,,26.557308,3.659618,14.47029,,21.511787,26.361395,4.434704 -2001-03-15,,0.95197,,,10.875,23.744638,23.559999,34.665928,15.050825,,18.265093,,,26.656923,3.589733,14.556762,,21.263573,27.271254,4.479563 -2001-03-16,,0.948948,,,11.0,23.467201,23.4,33.999424,14.805981,,17.975033,,,26.25522,3.564315,13.625548,,20.612713,26.861509,4.49238 -2001-03-19,,0.99428,,,10.5,23.756208,23.73,34.325436,15.258223,,18.367458,,,26.113832,3.608793,14.633249,,20.739569,27.204979,4.543648 -2001-03-20,,0.95197,,,10.25,23.149284,22.43,34.687679,14.774293,,17.446104,,,25.921021,3.704096,13.835073,,20.529961,25.662451,4.434704 -2001-03-21,,0.973125,,,10.0,22.542389,23.290001,35.050438,14.676351,,17.11339,,,25.647861,3.627854,13.10673,,19.846004,24.222363,4.197588 -2001-03-22,,1.045656,,,10.1875,21.790966,26.450001,34.034714,14.307647,,17.279747,,,24.969782,3.341946,12.697666,,19.675016,23.445072,4.107868 -2001-03-23,,1.112143,,,10.1875,23.114613,29.440001,34.513523,15.203496,,17.855595,,,24.712687,3.57702,12.903867,,20.700964,25.13221,4.191182 -2001-03-26,,1.053151,,,10.94,23.253342,28.74,35.986366,15.122841,,17.595392,,,25.146534,3.640559,12.627828,,21.36838,25.373224,4.268081 -2001-03-27,,1.105857,,,11.64,24.2244,29.690001,36.487,15.693179,,18.725775,,,25.914576,3.589733,12.970382,,22.052343,26.126423,4.171953 -2001-03-28,,1.072009,,,10.8,24.016298,27.700001,36.029911,15.675907,,17.996361,,,25.275063,3.570672,11.936076,,22.024755,25.638348,4.223222 -2001-03-29,,1.089417,,,10.0,23.929613,28.299999,36.726421,15.312952,,18.546616,,,25.159388,3.418188,12.02255,,22.057856,25.909494,4.300124 -2001-03-30,,1.067174,,,10.23,24.19549,26.540001,36.639347,15.770955,,19.037155,,,26.030283,3.49443,11.959356,,22.587381,27.054344,4.351392 -2001-04-02,,1.043964,,,9.1,24.160818,25.5,36.740932,15.557798,,18.666058,,,25.580357,3.272052,12.238722,,21.484217,26.873573,4.40907 -2001-04-03,,0.978686,,,8.63,22.935431,23.68,35.688904,15.050825,,18.393055,,,25.034056,3.272052,13.322906,,21.522821,25.065928,4.280898 -2001-04-04,,0.942904,,,8.4,22.889183,20.74,36.182278,14.492001,,18.759895,,,25.29114,3.335589,13.874984,,21.925474,24.598141,4.197588 -2001-04-05,,1.009149,,,9.12,24.334217,23.02,36.668388,14.935611,,18.956112,,,26.007776,3.481717,15.863778,,22.504637,25.819248,4.197588 -2001-04-06,,0.99561,,,8.37,23.796669,20.049999,37.176254,14.284602,,18.576977,,,26.383768,3.507134,15.793934,,22.659088,24.537394,3.819483 -2001-04-09,,0.993192,,,11.18,24.276415,19.700001,36.494255,14.575535,,18.598421,,,26.515537,3.653261,15.172018,,23.14999,24.555624,3.960986 -2001-04-10,,1.065723,,,12.01,25.334175,21.32,36.88604,14.955766,,18.443972,,,26.994352,3.869284,15.561131,,22.614956,26.30525,4.101459 -2001-04-11,,1.054118,,,13.32,25.010483,23.51,36.443443,15.13724,,17.676014,,,26.332359,3.818459,16.206326,,22.063375,27.180069,4.127094 -2001-04-12,,1.084098,,,14.67,25.83704,24.85,36.058926,15.252466,,17.667437,,,26.351637,3.850224,16.329374,,22.449484,27.562809,3.894336 -2001-04-16,,1.036711,,,14.03,25.808138,23.5,35.587345,15.108439,,18.014944,,,27.171114,3.69774,15.996806,,22.559799,27.641773,3.954833 -2001-04-17,,0.986422,,,14.74,26.276327,23.0,35.725197,14.978816,,18.5212,,,27.222542,3.812103,15.797258,,23.392687,27.562809,3.996874 -2001-04-18,,1.101988,,,16.540001,27.680897,27.85,38.25729,15.894825,,17.90769,,,27.357496,3.780339,18.191788,,22.559799,29.828819,4.256289 -2001-04-19,,1.243666,,,15.99,28.039259,29.01,38.090412,16.246256,,17.74037,,,27.138964,3.7168,17.95899,,21.953053,29.646557,4.232708 -2001-04-20,,1.210785,,,15.78,27.802282,29.0,37.517262,15.84586,,17.161177,,,27.370352,3.653261,18.068735,,22.482574,29.039055,4.125042 -2001-04-23,,1.172585,,,16.200001,27.282074,27.6,37.756676,15.822812,,16.839401,,,28.279799,3.627854,18.118624,,22.614956,28.735302,3.998923 -2001-04-24,,1.161947,,,15.68,26.58268,27.35,36.349136,15.698947,,17.032469,,,28.115911,3.589733,17.712883,,22.350195,28.796041,3.866652 -2001-04-25,,1.195312,,,16.09,27.634653,26.9,36.762691,15.814173,,17.500114,,,28.630091,3.653261,17.456802,,22.565317,28.844639,4.073775 -2001-04-26,,1.193861,,,15.43,28.495888,27.51,37.176254,15.877542,,17.55588,,,28.552967,3.812103,17.643047,,23.442316,29.464317,4.068648 -2001-04-27,,1.266876,,,15.27,28.871597,30.0,38.329861,16.396032,,17.976336,,,28.620436,3.704096,18.487785,,23.784317,30.284454,3.810256 -2001-04-30,,1.232544,,,15.78,28.050821,31.0,37.539028,16.131025,,17.69746,,,28.472609,3.780339,18.308184,,23.883598,29.148403,3.968163 -2001-05-01,,1.25382,,,16.889999,28.270464,31.860001,38.815952,16.260654,,18.33242,,,28.536898,3.7168,18.324821,,24.060108,29.604036,4.105562 -2001-05-02,,1.285734,,,17.110001,28.380281,32.950001,38.511227,16.162718,,18.177982,,,27.797764,3.55796,18.986649,,23.82292,30.114357,4.041989 -2001-05-03,,1.206917,,,16.75,28.03348,32.610001,38.525738,16.116627,,17.933428,,,27.669226,3.507134,18.797071,,23.304436,29.768078,3.886134 -2001-05-04,,1.245116,,,17.559999,28.860037,30.99,38.467693,16.24048,,18.083595,,,28.135193,3.634202,18.807055,,23.971861,30.740088,3.894336 -2001-05-07,,1.206917,,,16.92,28.877375,30.01,37.763916,16.197281,,18.435398,,,28.34087,3.621496,17.792698,,24.142849,29.88957,3.869727 -2001-05-08,,1.188059,,,16.18,28.599915,29.75,37.713154,16.047491,,18.216589,,,28.517593,3.685035,17.656345,,24.27523,29.008673,3.812307 -2001-05-09,,1.15953,,,15.01,28.57102,28.15,37.430195,15.952436,,18.126495,,,28.832541,3.710443,17.576525,,24.517914,28.704929,3.834864 -2001-05-10,,1.112143,,,14.62,28.802235,28.700001,38.7579,16.067648,,18.293819,,,28.592379,3.812103,18.281584,,24.126291,28.862873,3.816408 -2001-05-11,,1.10489,,,14.68,28.328264,27.68,39.25127,15.416652,,18.126495,,,28.443085,3.812103,17.127554,,23.71813,28.212837,3.877931 -2001-05-14,,1.126166,,,13.33,28.744415,27.200001,39.432648,15.670146,,18.362463,,,28.903934,4.047184,17.313797,,23.88912,28.941851,3.96201 -2001-05-15,,1.120847,,,13.54,28.987198,29.139999,37.727654,15.85737,,18.598421,,,29.030525,4.053532,17.533291,,23.701569,28.723156,4.007125 -2001-05-16,,1.165332,,,14.13,30.177898,31.5,37.473713,16.289459,,19.26342,,,29.046749,3.945526,17.623081,,24.674864,29.348885,4.105562 -2001-05-17,,1.138738,,,14.78,30.12009,31.549999,37.553532,16.303862,,18.748585,,,28.796852,3.964586,18.677353,,24.752281,29.275984,4.251164 -2001-05-18,,1.13777,,,14.72,30.628744,32.490002,37.756676,16.419083,,19.100393,,,29.27392,4.015411,18.674013,,24.802052,29.257755,4.245011 -2001-05-21,,1.139221,,,16.379999,30.865732,34.400002,38.598293,16.272177,,18.881586,,,28.803328,4.066247,20.656162,,24.752281,30.029295,4.327039 -2001-05-22,,1.13632,,,16.25,30.449558,33.990002,38.830467,16.891493,,18.607014,,,28.822807,4.002707,20.413382,,24.354111,30.387733,4.347548 -2001-05-23,,1.123264,,,15.6,29.680815,32.66,38.104942,16.882849,,18.383909,,,28.323021,3.93917,19.914528,,24.083138,29.71946,4.119918 -2001-05-24,,1.121814,,,16.75,29.709705,31.950001,38.373371,17.280365,,18.486887,,,28.537209,3.818459,20.034246,,23.73476,29.974628,4.179388 -2001-05-25,,1.100538,,,17.09,28.871597,31.940001,37.147228,16.911655,,18.169395,,,28.592379,3.761278,20.326916,,23.148569,29.585817,4.181437 -2001-05-29,,1.038161,,,17.219999,28.709743,29.43,37.154472,17.168022,,18.52549,,,28.49502,3.7168,19.701679,,23.801115,29.968559,4.0748 -2001-05-30,,0.956443,,,15.66,28.334038,27.950001,37.343124,17.256092,,18.130787,,,28.842287,3.7168,18.055435,,23.889595,29.53721,4.119918 -2001-05-31,,0.964663,,,16.690001,28.322475,28.25,37.546276,17.39407,,18.469719,,,28.803328,3.812103,17.676298,,23.718161,29.85919,4.003026 -2001-06-01,,1.010116,,,16.950001,28.322475,29.6,37.524506,17.056461,,18.040689,,,28.868242,3.812103,17.95899,,23.673935,29.701242,4.01738 -2001-06-04,,0.998994,,,16.91,28.582596,27.610001,36.994884,17.212061,,18.036404,,,29.478378,3.996351,18.095345,,24.038908,30.071827,3.93535 -2001-06-05,,1.012533,,,16.440001,28.426517,28.9,37.219776,17.599571,,18.190851,,,29.712057,4.136131,18.856932,,23.751347,29.464317,4.039938 -2001-06-06,,1.002379,,,15.99,28.177986,28.370001,36.820751,17.523247,,17.933428,,,29.014292,3.970942,19.54204,,23.696049,28.455849,3.941503 -2001-06-07,,1.047349,,,16.129999,28.270464,30.280001,37.07468,17.496819,,17.890524,,,28.9429,3.748564,20.333563,,24.19375,27.720755,3.978416 -2001-06-08,,1.030908,,,15.7,27.825384,31.1,37.016628,17.329485,,17.778971,,,29.011038,3.843868,20.769243,,24.061028,26.852003,3.904589 -2001-06-11,,0.969015,,,14.86,27.397675,30.049999,36.443443,17.244356,,18.096462,,,29.111647,4.002707,19.871284,,23.83983,26.839857,3.941503 -2001-06-12,,0.982071,,,14.64,28.189537,29.67,36.690147,17.350035,,18.036404,,,29.247961,3.907405,19.754883,,23.740292,26.420689,3.980466 -2001-06-13,,0.989807,,,14.12,27.657774,29.280001,36.385429,17.350035,,18.032114,,,29.202528,3.850224,19.854654,,23.590982,26.669748,4.011228 -2001-06-14,,0.961278,,,13.29,28.241554,27.440001,35.91383,16.939039,,17.89481,,,28.835796,3.729504,19.405685,,23.917253,26.48143,3.93535 -2001-06-15,,0.988357,,,12.49,28.212662,27.559999,34.934361,17.032978,,17.29417,,,28.852028,3.780339,18.870243,,23.574389,27.277279,4.007125 -2001-06-18,,0.983037,,,11.83,28.322475,26.4,35.202801,17.391142,,17.058212,,,28.728659,3.685035,19.355803,,23.900656,26.918842,4.039938 -2001-06-19,,0.976268,,,11.36,28.247345,24.99,35.449474,17.532051,,17.341368,,,28.686466,3.704096,20.020947,,24.331999,27.04641,4.169135 -2001-06-20,,1.047832,,,12.53,29.34556,23.950001,36.183319,17.655348,,17.161177,,,28.478712,3.685035,20.513153,,24.608496,27.702532,4.300381 -2001-06-21,,1.087482,,,13.08,29.623003,24.48,36.655598,18.019381,,16.878016,,,28.69944,3.608793,21.088512,,24.813114,28.625948,4.685918 -2001-06-22,,1.076361,,,12.4,29.97559,24.67,36.314095,18.183773,,16.667791,,,28.861748,3.621496,20.559717,,23.662876,27.884789,4.519809 -2001-06-25,,1.160014,,,12.81,29.044991,25.290001,35.602066,17.966541,,16.603436,,,28.735159,3.621496,20.366821,,23.237061,27.836185,4.546468 -2001-06-26,,1.148409,,,13.25,28.201111,26.15,35.674725,17.731678,,16.920916,,,28.748137,3.55796,20.629555,,23.342138,27.143612,4.489047 -2001-06-27,,1.128583,,,14.04,27.894762,26.5,35.238785,17.708193,,16.903761,,,28.313152,3.57702,20.662815,,22.988207,26.742666,4.497251 -2001-06-28,,1.138254,,,14.36,28.247345,27.43,35.870899,17.608381,,17.07966,,,28.183298,3.49443,21.071875,,23.308943,27.338022,4.644904 -2001-06-29,,1.124231,,,14.15,28.322475,28.9,35.45676,17.623056,,17.18692,,,28.355354,3.812103,21.12509,,22.147646,27.016048,4.716679 -2001-07-02,,1.155662,,,14.53,29.016096,29.74,36.146996,17.761042,,17.418602,,,28.468962,3.570672,22.28578,,22.617695,27.824036,4.669512 -2001-07-03,,1.15276,,,14.13,28.617266,29.76,35.761917,17.758095,,17.427177,,,28.3521,3.551611,22.674891,,22.363308,27.940321,4.509556 -2001-07-05,,1.12133,,,15.27,28.106958,28.639999,35.311436,17.696447,,17.718912,,,28.241741,3.545255,22.209278,,21.987274,27.866867,4.495201 -2001-07-06,,1.065239,,,15.27,27.190756,20.799999,34.395954,17.132792,,17.268341,,,28.176817,3.538899,21.564093,,22.147646,27.24258,4.199894 -2001-07-09,,1.097636,,,15.81,27.167561,21.200001,35.057133,17.297197,,17.376263,,,28.150841,3.424535,22.232563,,22.755951,26.924303,4.294229 -2001-07-10,,1.022204,,,15.61,26.535486,21.0,34.512199,16.727663,,17.376263,,,27.839203,3.373711,21.743675,,22.567928,25.712433,4.189642 -2001-07-11,,1.0899,,,15.34,25.868624,21.120001,35.493065,16.836288,,18.140394,,,27.576275,3.214869,21.460991,,21.484045,25.736931,4.24296 -2001-07-12,,1.177904,,,16.49,27.254547,22.700001,37.672798,17.446915,,18.13176,,,27.738581,3.144984,22.598398,,20.792793,26.036821,4.245011 -2001-07-13,,1.201598,,,16.98,27.515497,21.08,38.435715,17.687641,,18.110176,,,27.910618,3.214869,22.67156,,21.251783,26.042948,4.203997 -2001-07-16,,1.158563,,,16.01,26.802227,20.0,38.857105,18.019381,,18.55484,,,27.913872,3.151341,22.698166,,20.942102,25.216673,4.128119 -2001-07-17,,1.213686,,,16.35,26.738445,20.42,38.762661,18.70047,,19.021078,,,27.689884,3.068743,22.448734,,21.334738,25.889927,4.113764 -2001-07-18,,1.005281,,,15.96,26.761625,17.870001,39.220387,18.812021,,19.038349,,,27.349026,2.878138,22.758028,,22.67852,26.673363,4.009176 -2001-07-19,,0.965147,,,16.49,26.953007,17.540001,39.402054,18.641748,,18.9261,,,27.969055,2.782834,23.087278,,22.744884,26.746809,3.986619 -2001-07-20,,0.966114,,,16.98,27.039986,17.0,39.43837,18.45093,,18.520292,,,28.150841,3.043325,22.56846,,22.905256,26.563198,4.152728 -2001-07-23,,0.944838,,,16.030001,26.268732,16.870001,38.530155,18.304142,,18.157658,,,27.59251,3.144984,21.983133,,22.164242,26.324499,4.035837 -2001-07-24,,0.923079,,,12.06,25.514889,16.379999,38.58102,18.204327,,17.613699,,,26.59918,3.157687,21.407774,,22.042576,26.122519,4.070698 -2001-07-25,,0.893099,,,11.51,25.398907,16.299999,40.034164,18.318823,,18.72751,,,27.352282,3.348293,21.417751,,22.175291,26.25717,4.021482 -2001-07-26,,0.898902,,,12.33,25.369919,17.5,40.32478,18.527252,,18.887249,,,27.735325,3.341946,22.698166,,22.114475,26.465263,3.896388 -2001-07-27,,0.916793,,,12.25,25.891815,17.68,40.259407,18.641748,,18.939054,,,27.741823,3.272052,22.94759,,22.031513,27.058956,3.845119 -2001-07-30,,0.915342,,,12.55,25.282944,18.209999,40.600895,18.656425,,19.059927,,,27.534061,3.208523,22.252518,,22.175291,26.814148,3.773342 -2001-07-31,,0.908572,,,12.49,25.224945,18.26,40.615414,18.676985,,19.439825,,,27.112062,3.812103,22.269138,,22.794659,26.501987,3.699516 -2001-08-01,,0.921628,,,12.5,24.819029,18.9,39.968758,18.494963,,19.392345,,,27.008194,3.49443,22.099527,,22.75042,26.624403,3.775395 -2001-08-02,,0.958377,,,12.19,24.4711,19.76,40.680801,18.630005,,19.090164,,,27.092583,3.322885,22.541859,,22.529217,26.624403,3.785646 -2001-08-03,,0.942904,,,12.15,24.790039,19.25,40.244869,18.597713,,18.775005,,,26.787449,3.303825,22.425457,,22.529217,26.514238,3.658502 -2001-08-06,,0.925013,,,11.9,24.00139,17.620001,39.598209,18.430378,,18.775005,,,26.521261,3.322885,21.534159,,22.308012,26.171474,3.592879 -2001-08-07,,0.930815,,,11.6,24.801636,17.549999,40.019638,18.50964,,18.917463,,,26.86536,3.341946,21.620623,,22.263775,26.177603,3.664654 -2001-08-08,,0.913891,,,11.11,24.152172,16.700001,39.62001,18.439184,,18.507341,,,26.780962,3.208523,20.918896,,22.175291,25.755276,3.609284 -2001-08-09,,0.921144,,,10.46,24.297132,16.690001,39.358444,18.583035,,18.632542,,,26.735258,3.17675,20.46327,,22.534742,25.645119,3.724125 -2001-08-10,,0.919694,,,9.95,24.685656,16.209999,38.944298,18.465612,,19.219666,,,26.996405,3.202167,19.97106,,22.728291,25.85932,3.68311 -2001-08-13,,0.923079,,,10.12,24.488501,16.610001,37.927101,18.580101,,19.176489,,,27.029057,3.265705,19.385731,,22.634293,25.779768,3.758987 -2001-08-14,,0.905671,,,10.53,24.268135,15.5,38.043335,18.365789,,18.995174,,,26.865833,3.240288,20.316935,,22.711702,25.85932,3.693365 -2001-08-15,,0.891648,,,10.08,24.227552,14.75,37.781788,18.348183,,18.718884,,,27.094324,3.488074,20.287008,,22.850327,25.79814,3.648249 -2001-08-16,,0.901803,,,9.81,24.123178,15.0,37.556541,18.606522,,18.822491,,,26.957235,3.303825,20.147329,,22.839239,25.816494,3.70772 -2001-08-17,,0.873758,,,9.99,23.659258,14.39,36.909885,18.403957,,18.369198,,,26.421865,3.278407,19.714977,,23.14975,25.388044,3.68311 -2001-08-20,,0.876175,,,10.4,24.082577,14.46,37.483894,18.662294,,18.865664,,,26.60467,3.227584,19.754883,,22.961222,25.149349,3.834864 -2001-08-21,,0.866504,,,9.89,23.467909,14.75,36.285034,18.644684,,18.602325,,,26.369652,3.272052,19.438942,,22.534277,24.733147,3.863575 -2001-08-22,,0.880527,,,10.2,23.688251,14.51,36.503025,18.979351,,18.239681,,,26.578558,3.25299,19.734926,,22.556446,25.216673,3.853322 -2001-08-23,,0.861185,,,9.63,23.798437,14.3,36.139717,19.082108,,18.153341,,,26.696074,3.246644,19.222769,,22.556446,24.922888,3.834864 -2001-08-24,,0.897934,,,10.23,24.349318,15.0,37.018879,18.565424,,18.395102,,,27.224915,3.240288,20.363495,,22.916866,25.051428,3.804104 -2001-08-27,,0.914858,,,10.13,24.453703,15.3,36.611984,18.421566,,18.01951,,,26.800535,3.09416,20.363495,,22.706163,25.15547,3.795901 -2001-08-28,,0.889714,,,9.97,23.908602,14.86,36.401279,18.160288,,17.859777,,,26.447992,2.998857,20.160629,,22.262575,24.782114,3.658502 -2001-08-29,,0.862152,,,9.19,23.549082,14.2,35.711056,17.628937,,17.89432,,,26.363131,2.859077,20.203865,,21.957598,24.219028,3.584676 -2001-08-30,,0.862152,,,8.69,23.311329,13.29,34.584854,17.681774,,17.691416,,,26.212959,3.227584,19.325865,,21.236776,24.017048,3.578525 -2001-08-31,,0.896967,,,8.94,23.717258,13.55,34.911812,18.054605,,17.661198,,,26.212959,3.748564,19.6152,,21.242321,24.114971,3.459582 -2001-09-04,,0.882461,,,8.59,23.676657,12.95,35.202442,18.174971,,18.13176,,,26.60467,3.335589,19.631824,,21.397573,24.378153,3.379602 -2001-09-05,,0.896967,,,7.65,24.181147,12.05,35.711056,18.324457,,18.235369,,,26.911526,3.341946,19.52874,,21.813438,23.472317,3.408313 -2001-09-06,,0.856834,,,8.15,23.4853,11.4,34.417755,17.873003,,18.088583,,,26.702618,3.335589,20.050875,,21.319952,22.609324,3.330385 -2001-09-07,,0.835558,,,8.51,22.998201,11.5,33.582191,17.517214,,17.70005,,,26.702618,3.291112,18.634109,,20.515942,22.646044,3.305777 -2001-09-10,,0.83991,,,8.63,22.818424,11.85,33.589458,17.236179,,18.7491,,,26.924587,3.291112,17.975622,,21.164696,22.805178,3.373451 -2001-09-17,,0.821535,,,7.49,20.382919,10.14,31.969206,16.249542,,19.124687,,,26.212959,3.240288,15.963541,,21.148048,21.574947,3.180682 -2001-09-18,,0.787204,,,7.29,19.629063,9.5,32.950069,16.464811,,19.707495,,,25.775528,3.240288,16.419172,,20.959541,21.324005,3.199138 -2001-09-19,,0.822986,,,7.31,18.846224,9.11,33.073788,16.443884,,19.552074,,,25.076946,3.195809,16.415838,,20.527035,20.877203,3.137616 -2001-09-20,,0.758191,,,7.48,17.611074,8.99,32.971905,16.034285,,19.815413,,,24.169455,3.183105,15.118807,,20.260885,19.316454,3.008421 -2001-09-21,,0.760609,,,7.48,18.150364,9.3,32.498909,15.247965,,19.103106,,,23.392536,3.17675,14.433703,,19.850559,18.863539,2.928442 -2001-09-24,,0.795424,,,7.46,20.411919,9.81,34.405449,15.950564,,19.452785,,,23.412121,3.017918,15.448056,,19.9781,19.940756,3.069942 -2001-09-25,,0.751422,,,7.09,20.585875,9.05,35.220486,16.473778,,20.355064,,,23.686321,2.859077,14.999083,,20.504852,20.350832,3.086349 -2001-09-26,,0.732564,,,6.35,20.667431,8.35,36.00639,16.458822,,20.437088,,,23.51005,2.795539,14.097809,,21.375401,19.946873,2.871022 -2001-09-27,,0.749971,,,6.2,20.941214,8.0,35.940891,17.005964,,19.966522,,,25.083475,2.795539,14.134392,,22.040779,20.271271,2.979711 -2001-09-28,,0.749971,,,5.97,21.669344,8.15,36.020954,17.460413,,20.342112,,,25.723307,3.017918,15.115484,,22.234848,20.901684,3.06379 -2001-10-01,,0.751422,,,6.01,21.925648,7.93,36.210148,17.624846,,20.065807,,,25.520914,2.732011,14.417078,,22.789335,20.809883,3.035081 -2001-10-02,,0.727728,,,6.08,22.164469,8.0,37.549103,17.783306,,20.2903,,,26.108496,2.744714,14.999083,,23.011127,21.415815,2.985863 -2001-10-03,,0.724343,,,6.76,22.222733,8.46,38.37141,17.935791,,19.936304,,,26.010559,2.763775,16.229599,,22.872503,21.428171,3.211443 -2001-10-04,,0.767862,,,7.04,21.78002,9.0,37.476345,17.606911,,19.737711,,,26.493698,2.795539,16.123186,,22.744974,21.112961,3.09045 -2001-10-05,,0.780434,,,7.2,21.814974,8.6,38.131283,16.781727,,19.484308,,,26.565506,2.604934,16.528919,,23.171925,20.649422,3.478037 -2001-10-08,,0.783336,,,7.12,21.436342,8.78,37.192532,16.219643,,19.905424,,,26.728724,2.598586,16.020079,,22.733887,20.049891,3.500595 -2001-10-09,,0.773665,,,6.91,21.44799,8.86,37.898422,15.591792,,20.270113,,,26.80707,2.598586,15.747371,,22.58972,20.365108,3.3714 -2001-10-10,,0.813315,,,7.26,22.082926,9.59,39.026337,16.384087,,20.369953,,,27.603575,2.719295,16.928009,,23.14975,20.637051,3.443175 -2001-10-11,,0.857801,,,7.85,22.68874,10.5,38.924477,16.324293,,19.775179,,,27.479528,2.649412,17.94236,,22.323565,20.655594,3.490343 -2001-10-12,,0.870856,,,8.07,22.717861,10.4,38.495125,15.848913,,19.167377,,,27.610107,2.655768,17.626413,,22.656248,20.32802,3.281168 -2001-10-15,,0.869889,,,8.88,22.636307,10.23,38.917183,16.60832,,19.045824,,,27.192259,2.700236,17.692928,,22.939049,20.73595,3.36935 -2001-10-16,,0.870856,,,9.56,22.409124,10.61,38.669762,17.254114,,18.83744,,,27.257549,2.763775,17.603134,,22.789335,20.976988,3.459582 -2001-10-17,,0.821535,,,8.92,21.640217,9.71,38.000282,17.071735,,18.746267,,,27.055172,2.725653,17.277214,,23.094296,21.384907,3.25861 -2001-10-18,,0.870373,,,8.47,21.698469,9.5,37.767422,17.041842,,18.794016,,,26.376173,2.617646,17.243952,,23.210739,21.100599,3.342689 -2001-10-19,,0.884879,,,8.01,21.698469,9.19,38.575161,17.050806,,18.945965,,,26.467581,2.719295,17.736156,,23.47135,20.93372,3.406263 -2001-10-22,,0.919694,,,8.77,21.90818,9.58,38.596989,17.463402,,17.973492,,,26.846247,2.757419,17.719534,,23.842865,21.823746,3.529306 -2001-10-23,,0.877142,,,9.55,21.710119,9.66,38.284077,17.612888,,16.836035,,,26.683031,2.712949,18.128599,,23.648771,22.10186,3.527255 -2001-10-24,,0.916309,,,7.64,21.599447,9.95,38.189476,17.923828,,17.022722,,,26.023626,2.700236,18.318161,,23.820681,22.386166,3.564168 -2001-10-25,,0.927914,,,7.77,22.059622,10.26,38.786205,18.174974,,16.888126,,,26.480633,2.782834,18.617485,,23.848404,23.164919,3.652349 -2001-10-26,,0.90277,,,7.56,22.647957,10.34,38.873516,18.133112,,17.018383,,,26.80707,2.954378,18.35807,,23.676516,23.208187,3.662604 -2001-10-29,,0.852482,,,7.05,21.803324,9.56,37.767422,17.789288,,17.209404,,,26.558987,2.87178,17.709555,,23.604425,22.070959,3.475987 -2001-10-30,,0.851031,,,6.42,21.168371,9.43,36.821415,17.639799,,16.540821,,,25.76247,2.795539,17.386955,,23.537895,21.947346,3.553916 -2001-10-31,,0.849097,,,6.98,21.209164,9.84,37.403576,17.63681,,16.545162,,,25.755939,2.846373,18.258305,,23.232924,21.854633,3.51085 -2001-11-01,,0.898902,,,6.95,22.082926,11.5,38.014847,17.923828,,16.992332,,,26.434935,2.859077,19.156261,,23.698689,22.460335,3.545712 -2001-11-02,,0.897934,,,6.71,22.112045,12.25,38.546051,18.198893,,16.762234,,,25.958332,2.865434,19.269331,,23.399271,22.274912,3.668756 -2001-11-05,,0.922111,,,6.99,22.583885,13.04,39.222801,18.246733,,16.723162,,,25.716764,2.859077,19.658434,,23.266191,22.472694,3.814357 -2001-11-06,,0.946289,,,7.05,23.183863,13.0,39.979614,18.569626,,16.623318,,,25.769003,2.87178,20.203865,,23.460262,23.202011,3.951758 -2001-11-07,,0.947256,,,7.43,22.921734,13.52,39.164593,18.760969,,16.514778,,,25.663937,2.83366,20.303638,,23.365999,23.850977,3.896388 -2001-11-08,,0.904704,,,6.97,23.504246,12.4,39.659424,18.865614,,16.493063,,,25.939737,2.859077,20.044226,,23.45472,23.98077,3.871778 -2001-11-09,,0.904704,,,7.12,23.539192,12.39,40.096062,18.850662,,16.688431,,,26.432268,2.903554,20.087465,,23.360458,24.135284,3.902539 -2001-11-12,,0.906638,,,7.05,22.96834,12.8,40.445347,18.841694,,16.471352,,,26.307482,2.827312,20.340216,,23.321646,23.98077,3.916893 -2001-11-13,,0.936618,,,7.29,23.626566,13.65,39.484787,18.973248,,16.236916,,,26.596437,2.890841,21.607327,,23.609968,24.320707,3.95996 -2001-11-14,,0.948223,,,9.49,23.812983,14.0,40.227039,18.985205,,16.254286,,,25.414377,2.744714,22.082899,,23.559935,24.506121,3.920995 -2001-11-15,,0.940486,,,9.05,24.203255,13.75,40.750973,18.907475,,16.931547,,,24.422762,2.566813,22.315706,,23.710032,24.444311,3.931249 -2001-11-16,,0.917276,,,8.95,23.795502,13.65,40.096062,18.698187,,16.987993,,,24.652603,2.649412,21.640572,,23.754513,24.357782,3.588777 -2001-11-19,,0.967081,,,9.19,24.028511,13.65,40.569046,19.119745,,17.322275,,,24.304554,2.674829,22.4454,,24.004679,24.784243,3.56622 -2001-11-20,,0.944354,,,8.6,23.94113,13.19,40.532654,18.988197,,16.970621,,,24.928421,2.681175,22.036345,,24.004679,24.351597,3.564168 -2001-11-21,,0.951607,,,8.8,23.562498,13.34,40.110607,19.009119,,16.927206,,,24.875879,2.649412,22.405502,,24.254841,24.005486,3.549813 -2001-11-23,,0.959344,,,9.08,23.894533,13.36,40.605431,19.430687,,17.040079,,,25.243633,2.655768,22.688194,,24.265963,24.345417,3.549813 -2001-11-26,,1.033326,,,12.21,24.069281,14.15,40.569046,19.41275,,16.940233,,,24.803644,2.52869,23.552881,,24.404947,24.407228,3.562118 -2001-11-27,,1.015435,,,11.48,23.923655,13.8,40.081493,18.979225,,16.597263,,,24.52783,2.535048,23.639349,,24.238167,24.598831,3.525205 -2001-11-28,,0.992708,,,11.59,22.921734,13.21,40.023281,18.450035,,16.328096,,,24.363657,2.560466,23.246914,,23.999107,23.177282,3.467784 -2001-11-29,,0.98739,,,11.15,23.143087,13.53,39.768585,19.0151,,16.432283,,,24.593504,2.662115,23.363316,,24.171448,23.523401,3.465733 -2001-11-30,,1.029941,,,11.32,22.426615,13.56,40.132427,18.351364,,16.228235,,,24.560663,2.662115,23.742445,,24.07695,23.313261,3.633893 -2001-12-03,,1.017852,,,10.49,21.506237,14.05,39.717663,18.366327,,16.527798,,,24.731409,2.554109,24.128237,,24.288195,22.590128,3.789748 -2001-12-04,,1.08313,,,11.93,21.756712,14.9,40.146988,18.638395,,16.449654,,,25.158272,2.655768,24.068377,,24.149208,23.004232,4.031735 -2001-12-05,,1.148892,,,11.76,21.873215,16.24,41.165768,18.93104,,16.658039,,,25.532579,2.636707,24.380989,,24.199259,24.116735,4.083003 -2001-12-06,,1.101505,,,12.1,21.989727,16.25,40.474449,19.2054,,16.588579,,,24.514702,2.795539,23.107235,,24.088064,24.957302,4.007125 -2001-12-07,,1.0899,,,11.71,21.640217,17.85,40.270683,19.260286,,16.258633,,,25.000662,2.795539,23.333384,,23.960196,24.580286,3.886134 -2001-12-10,,1.0899,,,11.65,21.436342,17.5,39.492062,18.815201,,16.36282,,,24.659166,2.801896,22.714787,,22.981781,23.906599,3.920995 -2001-12-11,,1.053151,,,12.24,21.430521,17.860001,39.353806,19.037743,,16.49741,,,24.17321,2.795539,23.014114,,22.431416,23.795355,3.902539 -2001-12-12,,1.039128,,,11.91,21.581963,18.309999,39.535732,19.168823,,16.601597,,,24.573807,2.808252,22.348961,,22.370262,23.715002,3.843068 -2001-12-13,,1.015435,,,10.89,21.581963,16.18,38.829857,18.790813,,16.792627,,,23.930223,2.782834,21.966505,,21.958881,22.923883,3.836915 -2001-12-14,,0.985939,,,11.0,21.931469,17.469999,39.339249,18.723745,,16.909838,,,24.206049,2.732011,22.265821,,21.925533,22.274912,3.939451 -2001-12-17,,0.99706,,,10.81,22.310104,17.799999,40.641815,19.281626,,17.3353,,,24.606642,2.789192,22.94759,,22.420294,22.68284,4.003026 -2001-12-18,,1.015918,,,10.86,23.137274,17.58,40.590874,19.229795,,17.018383,,,24.659166,2.751071,24.128237,,22.592644,22.985678,4.000974 -2001-12-19,,1.045414,,,10.71,23.754725,16.959999,41.006172,19.36088,,17.096523,,,25.18453,2.776478,24.43087,,22.84836,23.486313,3.916893 -2001-12-20,,0.999478,,,10.15,23.789686,15.65,40.9916,19.235893,,17.257153,,,25.151705,2.738356,24.228003,,23.015139,22.571589,3.775395 -2001-12-21,,1.015435,,,10.0,24.086758,15.87,41.946098,18.778618,,17.061789,,,25.283045,2.820956,23.95529,,22.792763,22.095671,3.863575 -2001-12-24,,1.032842,,,9.83,23.99357,15.56,41.625504,18.839588,,16.974966,,,25.611389,2.846373,24.168139,,22.664906,22.274912,3.867678 -2001-12-26,,1.039128,,,11.1,23.62075,15.62,42.368694,19.0103,,16.983646,,,26.005411,3.005204,24.234657,,22.581511,22.441801,3.900488 -2001-12-27,,1.067174,,,10.6,23.96011,16.120001,42.528976,19.190168,,17.231104,,,26.130177,2.967083,24.577206,,22.431416,22.447977,3.970213 -2001-12-28,,1.084581,,,10.9,23.8314,16.379999,42.514408,19.366974,,17.144279,,,26.123615,2.986143,24.819986,,22.459221,22.590128,3.998923 -2001-12-31,,1.058953,,,10.82,23.451067,15.86,41.931519,19.190168,,17.005354,,,25.808403,2.890841,24.770096,,22.153458,22.46652,3.90664 -2002-01-02,,1.126649,,,10.96,23.96011,16.389999,42.295822,19.193216,,17.322275,,,26.005411,2.795539,23.94532,,22.18125,22.678638,4.000974 -2002-01-03,,1.140188,,,11.9,23.761177,19.370001,42.244816,19.171875,,17.439499,,,26.044807,2.948023,24.244633,,22.070065,23.283819,4.18759 -2002-01-04,,1.145507,,,12.25,23.96011,20.0,41.967953,19.470623,,17.361349,,,26.268084,2.97344,24.570555,,21.903299,24.331968,4.534163 -2002-01-07,,1.107308,,,12.34,23.029793,19.98,41.814949,19.238945,,17.326614,,,26.03825,3.11322,24.557247,,22.070065,24.269575,4.478794 -2002-01-08,,1.093284,,,11.85,22.789902,19.9,42.142838,18.93104,,17.36433,,,26.071081,3.144984,24.863222,,22.008915,24.082405,4.653106 -2002-01-09,,1.046865,,,11.53,22.555855,19.09,41.093616,18.885317,,16.678318,,,25.768997,3.049682,24.996256,,22.264639,24.151037,4.484946 -2002-01-10,,1.026556,,,11.04,22.590965,18.639999,41.5308,18.900558,,16.82251,,,25.867493,2.97344,24.53397,,22.798323,24.419306,4.60799 -2002-01-11,,1.017852,,,11.03,22.36862,19.15,40.656445,18.565222,,16.529757,,,25.283045,2.922614,24.178118,,22.5704,23.920195,4.486997 -2002-01-14,,1.022688,,,10.11,22.175541,19.610001,40.627308,18.510355,,16.608414,,,25.374975,2.604934,24.098305,,22.525927,23.277582,4.491099 -2002-01-15,,1.049283,,,10.29,22.649462,19.15,41.436062,18.732891,,16.51228,,,25.808403,2.725653,24.510693,,22.464779,23.626963,4.49315 -2002-01-16,,1.004797,,,9.13,22.070217,17.9,40.794895,18.534742,,16.215157,,,25.283045,2.687532,24.377665,,22.364706,22.778465,4.3578 -2002-01-17,,1.086999,,,9.74,22.672874,17.280001,41.355927,18.632296,,16.11466,,,25.374975,2.700236,24.337753,,22.309124,22.990591,4.513656 -2002-01-18,,1.072009,,,10.16,22.631914,16.809999,41.057186,18.534742,,15.952988,,,25.217367,2.732011,24.337753,,22.292433,22.404121,4.49315 -2002-01-22,,1.055085,,,12.6,22.409578,16.290001,42.266689,19.104809,,15.54225,,,24.967831,2.668473,23.965269,,22.681583,22.310543,4.384459 -2002-01-23,,1.11311,,,12.47,22.029255,16.700001,43.614601,19.162724,,15.87434,,,25.545717,2.763775,24.61047,,23.237509,22.304304,4.642853 -2002-01-24,,1.122297,,,14.01,21.970749,16.129999,43.476185,19.510254,,15.904922,,,25.480047,2.763775,24.414246,,23.070728,22.397884,4.745389 -2002-01-25,,1.124231,,,14.44,22.386173,16.299999,42.550835,19.312101,,15.520406,,,25.716463,2.706592,24.008512,,23.181911,21.830137,4.685918 -2002-01-28,,1.125198,,,15.5,22.321815,16.360001,42.718426,19.400507,,15.747615,,,25.585119,2.725653,24.261259,,23.109644,21.405895,4.69207 -2002-01-29,,1.115528,,,14.22,21.332975,15.89,42.193829,18.046984,,15.773837,,,24.921865,2.693889,23.499666,,22.781643,19.995888,4.577229 -2002-01-30,,1.164849,,,13.9,21.578728,15.76,43.534458,18.796909,,15.861228,,,25.407814,2.700236,24.224678,,22.931749,20.62602,4.667462 -2002-01-31,,1.195312,,,14.19,21.73671,16.049999,43.702034,19.214552,,16.363716,,,25.644224,2.687532,24.61047,,23.165232,21.243679,4.874585 -2002-02-01,,1.180322,,,13.73,21.561174,15.8,43.177444,18.705458,,16.149616,,,25.611389,2.700236,24.128237,,23.432083,20.064514,4.690019 -2002-02-04,,1.225775,,,12.53,20.478725,15.05,42.91515,18.107956,,15.64713,,,25.18453,2.573169,23.715836,,22.87616,19.066278,4.571077 -2002-02-05,,1.23061,,,11.5,21.186703,14.58,42.842285,17.955526,,15.734507,,,25.171402,2.592229,23.246914,,23.343124,18.105476,4.587484 -2002-02-06,,1.192894,,,11.26,21.625526,14.05,42.90057,17.940289,,15.070351,,,25.558851,2.636707,22.78796,,22.953991,18.367512,4.46649 -2002-02-07,,1.175003,,,11.24,21.765965,13.49,42.54356,17.97077,,15.33689,,,25.301224,2.668473,22.764673,,22.270199,18.760569,4.441882 -2002-02-08,,1.161947,,,12.52,21.795216,15.25,43.097286,18.473774,,15.568471,,,25.294611,2.859077,23.320086,,22.62599,19.415665,4.507504 -2002-02-11,,1.207884,,,13.3,22.117016,15.0,43.898766,18.671925,,15.446125,,,25.433346,2.903554,24.048416,,22.742731,19.864866,4.470591 -2002-02-12,,1.194829,,,12.9,21.941492,15.12,43.789486,18.614006,,15.75199,,,25.367275,2.846373,24.294525,,22.892828,19.646505,4.415223 -2002-02-13,,1.209335,,,13.29,22.292561,15.5,43.80405,18.937138,,16.070961,,,25.525818,2.941675,24.909781,,22.915148,18.872871,4.511605 -2002-02-14,,1.189509,,,13.88,22.234041,14.85,44.073639,18.918844,,16.175831,,,25.763634,2.827312,24.344404,,22.753418,18.847914,4.458286 -2002-02-15,,1.155662,,,13.41,21.713303,14.52,43.738472,18.534742,,16.219517,,,25.697577,2.884493,23.95529,,22.926291,18.748085,4.421372 -2002-02-19,,1.093768,,,13.01,21.297878,13.76,43.199306,18.153681,,15.94862,,,25.611698,2.814599,22.917669,,22.574951,18.111717,4.378307 -2002-02-20,,1.118429,,,12.96,21.982452,14.72,43.731194,18.650587,,16.18894,,,25.757025,2.884493,23.998528,,22.837069,18.348799,4.435729 -2002-02-21,,1.039612,,,13.26,21.953201,13.14,43.388737,18.629242,,15.94862,,,25.862732,2.890841,23.49634,,22.641882,18.180344,4.327039 -2002-02-22,,1.099571,,,13.07,22.286705,12.85,43.680183,18.693258,,16.08407,,,26.899887,2.986143,22.485317,,22.926291,17.587645,4.431626 -2002-02-25,,1.151309,,,13.73,22.936178,13.57,44.190216,19.281626,,16.438,,,27.084854,2.979797,23.030741,,22.764568,18.093004,4.542366 -2002-02-26,,1.14454,,,14.4,22.672874,13.7,45.246712,19.400507,,16.385565,,,26.899887,2.967083,23.280172,,22.876101,18.068041,4.575179 -2002-02-27,,1.061855,,,14.27,22.778688,14.02,45.355991,19.748503,,16.516644,,,27.032003,2.960737,21.850096,,23.004368,18.068041,4.601837 -2002-02-28,,1.049283,,,14.1,22.631741,13.5,45.18111,19.869675,,16.534126,,,27.28303,2.954378,22.41547,,22.84264,18.248972,4.71873 -2002-03-01,,1.133902,,,15.39,23.190168,15.15,45.764011,20.133774,,17.040985,,,27.745453,3.036978,22.625002,,23.221863,18.504768,4.819217 -2002-03-04,,1.17452,,,16.48,23.631052,15.24,45.887882,20.630911,,17.19829,,,28.174856,3.056039,23.226961,,23.361292,20.276638,4.936106 -2002-03-05,,1.13777,,,15.97,23.807405,15.74,44.270344,20.211456,,16.940485,,,28.075762,2.916259,22.365589,,22.641882,20.282879,4.813064 -2002-03-06,,1.163882,,,16.33,24.42462,15.46,44.372375,20.724112,,17.054089,,,28.544796,2.948023,22.804592,,22.608412,21.243679,4.745389 -2002-03-07,,1.178871,,,15.62,24.07193,15.31,44.95525,20.811115,,16.931747,,,28.333393,2.998857,24.274569,,22.296118,21.243679,4.741288 -2002-03-08,,1.192411,,,16.35,23.866186,16.209999,45.552723,21.075218,,16.778814,,,28.346611,3.081447,25.076071,,22.312841,21.674173,4.708475 -2002-03-11,,1.211752,,,16.709999,24.189493,16.25,45.560005,21.050354,,16.866203,,,28.729771,3.119567,24.916435,,22.335155,22.647438,4.685918 -2002-03-12,,1.195312,,,16.309999,24.160101,15.75,45.341419,21.128035,,16.944851,,,29.066666,3.164045,24.760128,,22.22361,22.616257,4.696172 -2002-03-13,,1.18419,,,15.74,23.513481,14.3,45.166557,20.988214,,16.953594,,,28.485342,3.208523,25.032831,,22.335155,22.067215,4.646954 -2002-03-14,,1.181289,,,14.48,23.754492,14.35,45.370564,20.817331,,16.905537,,,28.564617,3.214869,25.478483,,22.279383,21.905003,4.786404 -2002-03-15,,1.206433,,,14.03,23.62517,14.6,46.448914,21.494667,,17.040985,,,28.809036,3.208523,26.243397,,23.071295,22.46652,4.870484 -2002-03-18,,1.196279,,,15.01,23.454702,14.82,46.303196,21.379709,,16.99729,,,28.894918,3.418188,25.940763,,22.675333,22.0485,4.868433 -2002-03-19,,1.201598,,,14.66,23.454702,14.79,46.237595,21.395241,,17.150213,,,28.934555,3.310172,26.589275,,22.714371,22.516428,4.893042 -2002-03-20,,1.204983,,,14.5,22.808075,14.17,46.088085,21.07832,,17.049728,,,28.756172,3.195809,26.622532,,22.351883,21.954914,4.856129 -2002-03-21,,1.173552,,,15.17,22.0145,14.49,45.37318,21.128035,,16.879314,,,28.756172,3.335589,26.276661,,22.390926,21.70536,4.91765 -2002-03-22,,1.164849,,,15.53,22.261389,14.76,45.263779,21.329996,,16.569084,,,28.716547,3.208523,26.58596,,22.591688,21.961157,4.835622 -2002-03-25,,1.129067,,,14.74,21.773485,14.13,44.702068,21.174643,,16.604036,,,28.306986,3.164045,25.794428,,22.418806,21.805191,4.757693 -2002-03-26,,1.134386,,,14.83,21.932201,14.36,45.351311,21.476027,,16.752604,,,28.894918,3.164045,26.226774,,22.273806,21.929966,4.817165 -2002-03-27,,1.134869,,,14.25,22.0145,14.14,45.227303,21.376604,,16.451111,,,29.033632,3.297468,26.166908,,22.262657,22.148329,4.813064 -2002-03-28,,1.14454,,,14.3,21.985102,14.71,44.71666,21.134251,,16.359343,,,28.954378,3.297468,26.339842,,22.162268,22.241911,4.743338 -2002-04-01,,1.18274,,,14.8,21.926319,14.75,43.447384,21.174643,,16.01853,,,28.954378,3.291112,26.432964,,22.368614,22.216953,4.778199 -2002-04-02,,1.163882,,,14.25,21.808762,14.17,42.98782,21.361063,,16.254473,,,29.317711,3.316528,24.946369,,22.257074,22.029791,4.7741 -2002-04-03,,1.148409,,,13.67,21.603014,13.8,42.747074,21.208815,,16.438,,,28.861889,3.278407,24.939711,,22.307274,22.054981,4.817165 -2002-04-04,,1.204015,,,13.54,21.926319,13.76,43.243118,21.345526,,16.669579,,,28.505154,3.259347,25.611506,,21.749586,21.695915,4.897143 -2002-04-05,,1.196279,,,13.5,21.808762,13.5,43.140999,21.413881,,16.315647,,,28.161638,3.214869,25.584909,,21.1919,21.960491,4.929954 -2002-04-08,,1.187575,,,13.95,21.667681,13.75,43.607872,21.587881,,16.07798,,,28.564617,3.272052,26.023907,,21.454014,22.036083,5.014034 -2002-04-09,,1.165332,,,13.6,21.426668,13.36,43.841305,21.656237,,15.36057,,,28.221096,3.214869,25.887545,,21.582287,22.168375,5.11452 -2002-04-10,,1.192411,,,13.48,21.867548,13.5,44.184147,21.730806,,15.690667,,,28.524971,3.259347,26.256702,,21.939199,22.073879,5.139127 -2002-04-11,,1.202081,,,12.74,19.8395,13.23,43.892368,21.314451,,14.854414,,,28.009701,3.208523,25.574938,,21.693819,21.07855,5.110418 -2002-04-12,,1.211752,,,13.31,19.721931,13.15,44.6656,21.764988,,14.964451,,,27.28303,3.265705,25.76783,,21.911314,21.595112,5.161687 -2002-04-15,,1.208851,,,13.89,18.722607,13.5,43.717289,21.500881,,14.731178,,,27.481218,3.335589,25.73457,,21.749586,21.670719,5.149383 -2002-04-16,,1.244633,,,14.01,19.457407,14.35,43.768353,21.973164,,15.21532,,,27.930428,3.411832,26.223452,,22.251499,22.288071,5.204753 -2002-04-17,,1.262524,,,14.82,19.780722,14.82,43.250435,21.998013,,15.184516,,,27.890789,3.424535,25.85096,,21.108257,23.478691,5.25602 -2002-04-18,,1.228676,,,14.26,19.868896,12.6,42.418827,21.942093,,14.916033,,,28.049343,3.55796,25.940763,,21.314589,23.472403,5.208855 -2002-04-19,,1.207884,,,14.53,19.810108,12.16,42.98782,22.252796,,14.401085,,,28.08898,3.538899,26.053846,,21.080376,23.787386,5.122724 -2002-04-22,,1.186125,,,14.31,19.316324,11.48,41.98114,22.0788,,13.934546,,,27.646374,3.411832,25.801075,,20.69557,23.056625,5.118621 -2002-04-23,,1.172585,,,14.06,19.281057,11.84,42.345867,22.370861,,13.767293,,,27.316078,3.583375,25.268969,,20.466923,23.056625,5.161687 -2002-04-24,,1.149376,,,16.790001,19.104702,11.69,41.908195,22.215509,,13.899329,,,26.622408,3.608793,25.105997,,20.34981,22.609352,5.163738 -2002-04-25,,1.1663,,,16.82,18.840174,11.35,41.579941,22.010447,,14.070974,,,26.780975,3.672322,25.538345,,20.952105,22.067579,5.204753 -2002-04-26,,1.112627,,,16.91,18.516869,11.2,40.704544,22.302505,,13.820108,,,26.42425,3.551611,25.105997,,20.500378,22.042387,4.823317 -2002-04-29,,1.158563,,,16.18,18.134773,11.0,40.996334,22.144043,,13.269948,,,26.226072,3.570672,24.813337,,20.227119,21.632919,4.733085 -2002-04-30,,1.173552,,,16.690001,18.546267,11.18,40.748325,22.520004,,13.67046,,,26.536545,3.672322,24.726868,,20.271734,22.111683,4.679765 -2002-05-01,,1.15953,,,16.49,18.634441,11.52,41.434036,22.445429,,14.370271,,,26.880062,3.653261,24.600489,,20.890753,22.363668,4.843823 -2002-05-02,,1.145507,,,16.32,18.575651,11.34,41.324608,22.852453,,14.273448,,,26.952732,3.685035,24.274569,,20.840567,22.836136,4.849977 -2002-05-03,,1.136804,,,16.049999,18.634441,11.05,40.30336,22.892845,,13.705675,,,26.814005,3.73586,23.978575,,20.494804,22.477062,4.813064 -2002-05-06,,1.095219,,,16.120001,18.205313,10.61,39.384224,22.516895,,13.67046,,,25.928791,3.678679,23.878803,,20.383266,21.670719,4.646954 -2002-05-07,,1.086515,,,16.110001,18.017202,10.64,40.128292,22.66914,,13.423987,,,25.8297,3.399128,24.321129,,19.937117,21.815603,4.675663 -2002-05-08,,1.178388,,,17.32,19.310448,11.51,41.134945,22.992264,,14.013771,,,26.430853,3.462656,24.87652,,20.729031,23.251909,4.665411 -2002-05-09,,1.169684,,,17.73,18.51099,11.41,40.113686,23.122766,,13.798099,,,26.151796,3.303825,24.484089,,20.355387,22.533762,4.595685 -2002-05-10,,1.127616,,,16.940001,18.017202,11.04,39.143497,22.945669,,13.401986,,,25.886023,3.303825,23.549553,,20.199234,22.099087,4.515707 -2002-05-13,,1.157596,,,17.32,18.134773,11.5,40.150169,23.30298,,14.106195,,,26.58367,3.430892,23.346691,,20.617498,22.892838,4.60799 -2002-05-14,,1.238347,,,18.809999,18.56389,12.4,41.864429,23.576401,,14.541923,,,26.962391,3.500777,24.01017,,20.840567,23.680286,4.837672 -2002-05-15,,1.22239,,,19.940001,18.181805,12.51,41.412151,23.588833,,14.704772,,,26.384342,3.399128,23.820599,,20.420849,23.283411,4.897143 -2002-05-16,,1.219005,,,19.610001,18.810783,12.4,42.564713,23.678934,,15.263734,,,26.75642,3.411832,24.070026,,20.045893,23.83148,4.897143 -2002-05-17,,1.209335,,,19.16,19.663151,12.2,42.550125,23.893322,,15.21532,,,26.709917,3.469013,24.728529,,20.756618,24.001568,4.934057 -2002-05-20,,1.196279,,,19.389999,19.163494,12.14,42.163498,23.551542,,15.03487,,,26.304604,3.500777,24.274569,,20.38726,23.598389,4.780251 -2002-05-21,,1.134386,,,18.76,18.898968,11.74,41.288132,23.299875,,15.272543,,,26.424215,3.481717,23.556206,,20.09066,23.636183,4.726932 -2002-05-22,,1.17597,,,18.75,18.763754,11.78,41.434036,23.436583,,15.37377,,,26.86273,3.488074,23.306774,,20.09066,23.661388,4.68797 -2002-05-23,,1.217555,,,19.450001,19.369236,12.0,41.076591,23.815639,,15.954744,,,27.175005,3.507134,23.760742,,20.258556,24.171665,4.69412 -2002-05-24,,1.16775,,,19.469999,19.163494,11.65,40.500305,23.657192,,15.435392,,,26.729836,3.303825,22.997477,,19.861214,23.81258,4.599787 -2002-05-28,,1.15953,,,19.059999,18.840174,11.73,39.967789,23.523584,,15.571825,,,26.47072,3.399128,23.197027,,19.469477,23.434608,4.534163 -2002-05-29,,1.15953,,,18.91,18.458082,11.6,39.778137,23.697571,,15.426581,,,26.776339,3.418188,22.763018,,19.63736,23.289722,4.712578 -2002-05-30,,1.170168,,,18.370001,18.340519,11.38,39.384224,23.588833,,15.21092,,,26.145161,3.373711,22.473679,,19.402321,22.684948,4.833571 -2002-05-31,,1.126649,,,18.23,18.305248,11.43,39.464455,23.554665,,15.092086,,,26.530521,3.361007,23.047365,,19.36315,22.647156,4.979173 -2002-06-03,,1.107791,,,17.959999,17.699776,10.76,38.771454,23.132088,,14.590339,,,25.965763,3.246644,22.074587,,18.708382,21.834497,4.854078 -2002-06-04,,1.101505,,,17.969999,17.664503,10.99,39.391502,23.11656,,14.634351,,,26.065424,3.430892,21.366207,,19.351954,21.828196,4.966866 -2002-06-05,,1.098604,,,17.99,17.723286,10.97,40.091789,23.119711,,14.779597,,,26.284678,3.449953,21.979807,,19.620583,21.85969,5.122724 -2002-06-06,,1.071525,,,18.17,17.223631,10.61,39.464455,22.027044,,14.238232,,,26.012262,3.303825,22.708145,,18.977001,21.223434,4.993526 -2002-06-07,,1.034777,,,18.58,17.75268,9.81,39.705196,22.412327,,14.550726,,,26.191658,3.367354,22.643291,,19.307186,21.223434,5.108367 -2002-06-10,,1.038645,,,17.299999,17.605728,9.89,41.142246,22.462856,,14.590339,,,25.998983,3.335589,22.353958,,19.782864,21.343128,5.050947 -2002-06-11,,0.989324,,,17.139999,17.282413,9.33,41.178726,22.330208,,14.141405,,,25.932531,3.322885,21.795231,,19.094528,20.744667,4.905346 -2002-06-12,,0.971433,,,17.08,17.840858,9.67,42.528252,22.469172,,14.449498,,,26.377697,3.430892,21.545797,,19.598192,20.895863,5.001729 -2002-06-13,,0.944838,,,17.43,17.546944,9.39,41.215191,21.979677,,14.370271,,,26.151796,3.418188,20.787525,,19.777277,20.574572,4.864332 -2002-06-14,,0.971916,,,16.82,17.458763,9.6,41.543453,22.453371,,14.18542,,,26.012262,3.316528,20.737642,,19.777277,20.788761,4.847925 -2002-06-17,,0.993192,,,18.41,17.934914,10.8,42.535542,23.167088,,14.656353,,,26.596951,3.303825,21.081867,,20.174606,22.351068,4.985324 -2002-06-18,,0.974334,,,18.780001,18.311127,10.3,42.710606,23.369186,,14.51551,,,26.530521,3.284765,19.46056,,20.264143,22.061283,5.018137 -2002-06-19,,0.827821,,,18.299999,17.840858,8.7,41.932709,23.290253,,13.749684,,,26.158442,3.240288,19.330858,,20.006716,21.802998,5.011984 -2002-06-20,,0.827338,,,17.549999,17.458763,8.27,41.268059,22.769175,,13.622051,,,26.404278,3.291112,18.956711,,20.191397,21.028135,5.124775 -2002-06-21,,0.814766,,,17.530001,17.017883,8.04,40.157837,22.188097,,13.798099,,,26.078707,3.380067,18.323162,,19.044159,20.782463,5.069405 -2002-06-24,,0.835074,,,17.51,17.399973,8.7,40.720249,22.21969,,13.401986,,,26.577026,3.348293,18.113632,,19.178467,20.902155,5.075556 -2002-06-25,,0.828788,,,15.34,16.988495,8.38,40.245499,22.115473,,13.027875,,,26.31126,3.386416,17.170784,,18.792326,20.744667,5.024287 -2002-06-26,,0.800259,,,15.85,17.449879,8.97,40.625286,21.300701,,12.983861,,,26.21159,3.303825,17.864208,,19.586996,19.837515,5.022239 -2002-06-27,,0.82492,,,15.86,17.686491,9.05,42.14455,21.66387,,13.269948,,,26.743135,3.519837,18.532681,,20.566355,20.612375,5.120672 -2002-06-28,,0.856834,,,16.25,17.183697,9.72,40.179749,22.21969,,13.423987,,,27.188295,3.55796,18.108646,,19.586996,21.368324,5.096064 -2002-07-01,,0.82492,,,13.55,16.828785,9.14,39.734188,21.869146,,13.186322,,,27.008902,3.55796,18.02883,,18.971413,19.755627,4.995577 -2002-07-02,,0.819117,,,13.32,16.621752,8.8,39.018391,21.944937,,13.177517,,,26.683338,3.462656,17.080994,,18.35582,19.88937,4.823317 -2002-07-03,,0.848613,,,14.25,16.503441,8.43,40.201656,21.727039,,13.512019,,,26.517225,3.481717,17.375319,,18.187927,19.711042,4.749492 -2002-07-05,,0.906155,,,15.21,17.562277,9.34,40.902859,22.364956,,13.952144,,,26.922531,3.551611,18.412951,,19.245626,20.755505,4.88894 -2002-07-08,,0.870856,,,14.94,17.408466,9.05,40.610687,22.718653,,14.032048,,,26.816223,3.49443,17.998894,,19.256811,20.558073,4.845874 -2002-07-09,,0.847646,,,15.6,16.740053,8.98,39.916794,22.181801,,13.574823,,,26.444139,3.538899,17.819304,,18.523701,19.914843,4.653106 -2002-07-10,,0.837492,,,14.96,16.000647,9.01,39.266743,21.505974,,13.321796,,,25.400995,3.418188,17.510012,,17.365267,19.201544,4.616193 -2002-07-11,,0.884879,,,15.55,16.178104,9.33,39.573505,21.837568,,13.605897,,,24.650187,3.316528,17.220673,,18.243893,19.46903,4.591583 -2002-07-12,,0.846679,,,15.43,16.917511,9.1,38.602066,21.667032,,13.157548,,,24.271465,3.25299,16.532246,,18.020042,19.239761,4.509556 -2002-07-15,,0.881494,,,15.94,16.71048,9.25,39.032997,21.408075,,13.09984,,,23.753218,3.11322,16.786663,,16.106108,19.156971,4.546468 -2002-07-16,,0.863603,,,16.290001,16.296412,9.4,36.432755,20.937536,,13.126472,,,23.387787,3.081447,16.711838,,15.977389,18.150721,4.351649 -2002-07-17,,0.755774,,,16.16,16.71048,9.33,35.242188,20.527006,,12.824613,,,23.660191,3.272052,16.058327,,16.374737,17.921438,4.388562 -2002-07-18,,0.724827,,,15.55,16.385138,8.72,34.628643,19.772238,,12.314116,,,23.088791,2.998857,15.988492,,15.658401,17.322788,4.298329 -2002-07-19,,0.723376,,,15.29,15.687146,8.49,33.963978,19.428013,,11.843569,,,21.527399,2.87178,15.564461,,15.009237,16.622238,4.121968 -2002-07-22,,0.721442,,,15.5,15.178443,8.42,32.576183,19.033264,,10.636128,,,20.112165,2.789192,14.641564,,14.505574,15.615989,4.023532 -2002-07-23,,0.699683,,,14.55,14.669731,8.15,32.941391,18.284817,,10.343145,,,20.544043,2.662115,14.277394,,14.578322,12.788296,3.869727 -2002-07-24,,0.734981,,,14.1,15.693059,8.46,35.01577,18.632198,,10.973498,,,22.543964,2.732011,15.614344,,15.608038,14.83901,4.322938 -2002-07-25,,0.694364,,,12.49,15.764045,7.86,34.329178,18.932199,,11.546146,,,22.524029,2.725653,14.881015,,15.708773,14.233987,4.10351 -2002-07-26,,0.693397,,,12.93,16.444292,7.82,35.191059,19.469069,,11.652688,,,23.314697,2.846373,14.546782,,16.486658,14.170297,3.998923 -2002-07-29,,0.726278,,,14.33,18.011826,8.15,36.177116,20.305939,,11.634926,,,24.138588,3.208523,16.138153,,17.264544,15.985373,4.165032 -2002-07-30,,0.746103,,,14.77,18.69207,8.45,35.877655,20.299614,,11.67932,,,23.700054,3.151341,16.676924,,17.443613,15.851631,4.044038 -2002-07-31,,0.737883,,,14.45,19.046986,8.03,35.921467,21.000698,,12.2786,,,24.424284,3.227584,16.412514,,18.103983,15.896207,4.025584 -2002-08-01,,0.71564,,,14.16,18.573772,7.73,34.621353,20.463835,,12.185383,,,22.357924,3.106863,15.464688,,17.628298,15.934413,3.863575 -2002-08-02,,0.698716,,,13.84,17.449879,7.31,33.671799,20.056454,,11.763664,,,22.331343,2.795539,14.417078,,17.292524,15.189284,3.857422 -2002-08-05,,0.676473,,,12.87,16.740053,7.57,33.306618,19.598539,,11.586098,,,21.593832,2.83366,14.127736,,16.648951,14.233987,3.820509 -2002-08-06,,0.712739,,,13.74,17.538609,8.32,34.533699,20.125935,,11.581661,,,22.191818,3.272052,14.965824,,17.040689,15.061902,3.914842 -2002-08-07,,0.726761,,,13.6,18.18928,8.6,35.337147,20.605946,,11.41741,,,22.789804,3.100506,15.364912,,17.723433,15.310286,3.95381 -2002-08-08,,0.739817,,,13.9,18.899105,8.94,35.928772,21.597559,,11.821371,,,23.919327,2.922614,9.752729,,18.557281,16.800562,3.976366 -2002-08-09,,0.725311,,,14.26,19.165295,8.83,35.936077,21.730194,,11.967865,,,24.139994,3.049682,10.60578,,18.193527,16.781454,3.996874 -2002-08-12,,0.724827,,,14.46,19.076559,8.83,35.359047,21.616507,,11.91903,,,23.892576,3.144984,11.229355,,18.389391,16.214642,4.044038 -2002-08-13,,0.705485,,,13.93,18.307583,8.5,35.578178,21.272287,,11.821371,,,23.297426,3.081447,11.089678,,17.78499,15.539561,3.884083 -2002-08-14,,0.733531,,,13.91,18.86953,9.05,38.434063,21.790203,,12.491677,,,24.333916,3.183105,11.488764,,18.599787,16.010849,4.199894 -2002-08-15,,0.754806,,,14.62,19.100218,9.1,39.960632,21.916523,,12.456168,,,24.835436,3.17675,11.578557,,18.87513,15.787944,4.363953 -2002-08-16,,0.764477,,,14.9,18.662498,9.93,39.288647,21.69861,,12.735828,,,24.641525,3.240288,11.698285,,18.611027,15.832528,4.269619 -2002-08-19,,0.772697,,,15.5,19.455135,10.5,39.946014,22.137569,,13.259648,,,24.848808,3.208523,11.977645,,19.144854,17.329153,4.472642 -2002-08-20,,0.769313,,,15.98,19.076559,10.19,39.281353,21.793354,,12.287481,,,24.193489,3.265705,11.902818,,18.931328,16.90246,4.316786 -2002-08-21,,0.779467,,,15.38,19.10614,10.7,39.507767,21.960728,,12.478363,,,24.367348,3.272052,11.523683,,19.229143,17.118992,4.279873 -2002-08-22,,0.772214,,,15.73,19.342752,10.41,39.624634,22.216524,,12.154307,,,24.761889,3.303825,11.793067,,19.622494,16.997995,4.333192 -2002-08-23,,0.760609,,,15.17,19.076559,9.67,38.85041,21.916523,,11.674881,,,24.173437,3.272052,11.498738,,19.40896,16.373859,4.312685 -2002-08-26,,0.750938,,,14.93,18.970087,9.72,39.00378,22.421793,,11.830253,,,24.521143,3.297468,11.388991,,19.414581,16.870605,4.304482 -2002-08-27,,0.718058,,,14.52,18.899105,9.09,38.799274,22.548111,,11.790298,,,24.674952,3.272052,10.925048,,18.678459,17.036207,4.167084 -2002-08-28,,0.710804,,,14.57,18.514614,8.7,39.00378,22.109154,,11.457367,,,23.819014,3.227584,10.176761,,18.605412,16.736879,4.07275 -2002-08-29,,0.710804,,,15.14,17.952671,8.76,38.857712,22.21969,,11.452927,,,23.66522,3.17675,10.476076,,18.436832,16.94067,4.193743 -2002-08-30,,0.713222,,,14.94,17.834366,8.85,39.062225,22.13125,,10.982376,,,23.705345,3.39277,10.575848,,18.588551,16.813299,4.121968 -2002-09-03,,0.679374,,,14.6,16.834698,8.26,37.886257,21.199654,,10.254363,,,22.48163,3.043325,10.231635,,17.577084,15.762466,4.097358 -2002-09-04,,0.700166,,,14.83,16.976665,8.45,38.229561,21.662678,,10.787054,,,22.615364,3.208523,10.176761,,18.139008,16.170057,4.245011 -2002-09-05,,0.68566,,,14.25,16.562601,7.99,37.206997,21.646603,,10.418608,,,22.581928,3.030622,10.974936,,17.942333,15.348503,4.148628 -2002-09-06,,0.695331,,,15.31,16.740053,8.04,38.550938,22.280054,,10.653882,,,22.943031,3.164045,11.97266,,17.279259,15.227497,4.281922 -2002-09-09,,0.694848,,,16.51,17.023989,7.97,38.916122,22.267191,,10.893599,,,22.735731,3.100506,12.097373,,17.206209,15.0237,4.286025 -2002-09-10,,0.692913,,,17.129999,17.201435,8.27,40.011753,22.035671,,11.044524,,,23.264004,2.97344,12.192157,,17.391651,14.743474,4.316786 -2002-09-11,,0.690979,,,17.110001,17.154123,8.24,39.588131,22.103199,,11.475114,,,23.13694,2.97344,12.386714,,17.335453,14.63521,4.201945 -2002-09-12,,0.683726,,,16.75,16.562601,7.64,38.799274,21.649809,,11.03121,,,22.461567,2.954378,12.22209,,16.829714,14.017447,4.138372 -2002-09-13,,0.685177,,,16.610001,16.000647,7.21,39.734188,21.961723,,10.89803,,,22.78923,3.017918,12.052478,,16.728567,14.036559,4.216302 -2002-09-16,,0.701133,,,16.709999,16.503441,7.03,39.989834,22.180376,,10.91135,,,23.00321,3.01156,12.017558,,16.9702,13.826386,4.218352 -2002-09-17,,0.71564,,,17.35,16.385138,6.83,39.631947,21.881329,,10.787054,,,22.113842,3.01156,12.700996,,16.582464,13.724489,4.124018 -2002-09-18,,0.726278,,,17.73,16.178104,6.78,39.774563,21.318623,,10.72935,,,22.200769,2.922614,11.97266,,16.548754,13.01757,4.171185 -2002-09-19,,0.705002,,,17.209999,15.704888,6.27,39.277218,20.373281,,10.37866,,,21.639065,2.859077,12.047488,,16.32398,12.654554,4.177337 -2002-09-20,,0.719025,,,15.86,15.823193,6.4,40.008621,20.289677,,10.298758,,,21.980106,2.903554,11.97266,,16.149786,12.851984,4.261415 -2002-09-23,,0.718058,,,16.049999,15.616172,5.98,38.472652,20.53083,,10.08124,,,21.879789,2.87178,11.563593,,16.09359,12.259699,4.160932 -2002-09-24,,0.707903,,,15.93,15.320395,5.75,37.660763,19.935963,,10.045725,,,21.364904,2.859077,11.60849,,15.733955,11.871201,4.097358 -2002-09-25,,0.721926,,,15.73,16.082855,5.93,38.063049,20.418289,,10.027967,,,21.806238,2.890841,12.122316,,16.464466,12.030426,4.24091 -2002-09-26,,0.710804,,,17.15,15.719493,6.07,39.284512,21.196438,,9.721665,,,22.836035,2.890841,12.521407,,16.998297,12.272434,4.343445 -2002-09-27,,0.711771,,,17.01,14.575823,5.74,37.477913,20.604794,,8.944823,,,21.946663,2.859077,11.842957,,16.059883,11.680146,4.306532 -2002-09-30,,0.701133,,,15.93,14.683043,5.34,36.015079,20.514755,,8.922629,,,21.331459,2.97344,11.129585,,16.307123,12.094113,4.236807 -2002-10-01,,0.701617,,,16.950001,15.606318,5.27,37.821674,21.270401,,9.242244,,,22.682226,3.068743,10.974936,,17.138773,12.571761,4.388562 -2002-10-02,,0.685177,,,17.01,14.772397,5.37,37.536419,20.640158,,8.958138,,,21.832985,2.979797,10.565871,,16.852198,11.826525,4.294229 -2002-10-03,,0.691463,,,16.75,14.665177,3.63,37.375515,19.228561,,9.67728,,,22.187397,3.049682,10.60578,,16.655519,11.418268,4.327039 -2002-10-04,,0.678407,,,16.549999,14.301822,3.51,37.850933,18.649784,,9.597375,,,22.107159,2.903554,10.45612,,16.043024,10.7184,4.351649 -2002-10-07,,0.665835,,,16.639999,13.670422,3.2,36.826946,17.878061,,9.335462,,,22.194082,2.763775,9.603071,,15.902539,10.867443,4.329092 -2002-10-08,,0.661483,,,16.940001,13.908681,3.55,38.472652,18.392538,,9.209551,,,21.866426,2.795539,10.091954,,16.68923,10.75728,4.458286 -2002-10-09,,0.657131,,,16.860001,13.104543,3.56,37.112206,17.411821,,9.155596,,,21.95336,2.623994,8.969514,,16.436367,10.012046,4.415223 -2002-10-10,,0.682276,,,17.959999,13.461939,3.63,37.770473,18.218903,,9.555809,,,22.595306,2.643055,9.13414,,16.846575,10.336061,4.55057 -2002-10-11,,0.701617,,,18.459999,14.420953,3.76,39.372299,19.099949,,10.095432,,,23.096827,2.757419,9.81758,,16.942101,11.139617,4.644904 -2002-10-14,,0.714189,,,19.200001,14.504345,3.93,39.606346,19.52117,,10.072947,,,23.357626,2.941675,10.101933,,17.380407,10.938727,4.735136 -2002-10-15,,0.733047,,,18.940001,15.606318,4.2,41.17157,21.141773,,10.684522,,,24.273739,3.036978,10.870177,,17.863665,12.05982,4.827418 -2002-10-16,,0.704035,,,19.49,15.248923,3.49,41.515339,21.495474,,10.45518,,,23.758835,2.992501,9.657946,,17.931095,11.852448,4.800759 -2002-10-17,,0.682276,,,18.74,16.017326,4.33,40.469418,22.051756,,11.017285,,,24.273739,3.017918,9.987192,,18.403112,12.176467,4.454185 -2002-10-18,,0.693397,,,19.040001,15.874371,4.4,41.164276,22.2897,,11.354554,,,24.073128,3.087802,10.416214,,18.818937,12.293108,4.579279 -2002-10-21,,0.704035,,,19.26,16.172197,5.55,41.252033,22.62089,,11.579392,,,24.073128,3.144984,10.565871,,18.065956,13.135549,4.739237 -2002-10-22,,0.710804,,,19.379999,16.124542,5.32,41.032604,22.395821,,12.163986,,,23.524799,3.068743,10.46111,,17.588312,12.902254,4.632598 -2002-10-23,,0.719508,,,19.75,16.023277,5.85,41.859108,22.540499,,11.624357,,,23.491364,2.954378,10.880153,,17.436598,12.811532,4.741288 -2002-10-24,,0.710321,,,19.860001,15.487185,5.92,41.30323,22.019602,,11.534425,,,23.183756,2.865434,10.845235,,17.178114,12.766169,4.603889 -2002-10-25,,0.745619,,,19.299999,15.630143,6.09,41.932255,22.450474,,11.228636,,,23.477983,2.954378,11.364049,,17.925476,13.20035,4.907397 -2002-10-28,,0.754806,,,18.59,15.636106,6.11,41.01067,22.347586,,11.610874,,,23.163696,2.840016,11.059744,,17.734421,13.770619,4.755642 -2002-10-29,,0.746586,,,18.57,15.397837,5.83,41.30323,22.328287,,11.354554,,,22.220823,2.986143,11.26428,,17.560225,13.258671,4.819217 -2002-10-30,,0.772697,,,19.08,14.980872,6.32,39.350334,22.65304,,11.673833,,,22.78923,2.992501,10.855213,,18.009768,13.641008,4.876636 -2002-10-31,,0.777049,,,19.360001,15.040443,6.14,39.16748,22.444044,,11.538922,,,22.508373,3.030622,10.281523,,17.852425,13.446596,4.88894 -2002-11-01,,0.791072,,,19.799999,15.487185,6.51,39.898907,22.591946,,12.253922,,,23.177071,3.106863,9.842522,,18.060341,13.945583,4.893042 -2002-11-04,,0.8167,,,18.780001,15.785017,6.73,39.094364,22.591946,,12.532726,,,22.909586,3.11322,10.057031,,18.009768,14.263119,4.68797 -2002-11-05,,0.817183,,,18.719999,15.785017,6.8,39.803818,22.83633,,12.465275,,,23.792269,3.13228,9.697854,,18.330061,14.561207,4.786404 -2002-11-06,,0.832657,,,19.34,15.844587,7.23,39.745308,22.537294,,12.501248,,,23.477983,3.11322,9.827557,,18.903229,14.295518,4.751541 -2002-11-07,,0.773665,,,19.120001,15.552708,6.82,39.496643,21.685198,,12.03807,,,23.20874,3.017918,9.413502,,18.869511,13.349393,4.704373 -2002-11-08,,0.765928,,,19.51,14.951094,6.1,39.518566,21.579081,,12.235934,,,23.296244,3.024266,9.223938,,19.032471,13.090186,4.622346 -2002-11-11,,0.733047,,,19.0,14.420953,5.95,38.765213,21.463318,,11.781751,,,22.798145,2.986143,8.819864,,18.622265,13.23275,4.46444 -2002-11-12,,0.756257,,,19.82,14.206519,6.37,39.386913,21.656248,,11.246627,,,22.912567,3.106863,9.159081,,18.86389,13.310519,4.478794 -2002-11-13,,0.75384,,,20.41,14.349475,6.33,40.213425,21.643394,,10.936343,,,22.481789,3.017918,9.503296,,18.390043,13.576204,4.489047 -2002-11-14,,0.788171,,,21.209999,14.593688,6.59,40.644947,22.106413,,10.972319,,,23.222198,3.106863,10.171771,,18.643885,14.204796,4.618243 -2002-11-15,,0.771247,,,22.209999,14.212473,6.48,40.586441,22.11928,,11.327573,,,23.457788,3.081447,10.351362,,18.643885,14.314959,4.511605 -2002-11-18,,0.756741,,,22.42,14.057605,6.52,39.262577,21.675552,,11.529928,,,23.538563,3.087802,11.129585,,18.570557,14.185351,4.411119 -2002-11-19,,0.738366,,,21.290001,14.236304,5.58,38.706688,21.935999,,11.457979,,,23.693384,3.081447,11.518698,,18.615686,14.224234,4.384459 -2002-11-20,,0.750938,,,22.9,14.772397,5.55,39.789185,22.347586,,11.781751,,,23.720303,3.170402,12.262,,18.666454,15.371243,4.491099 -2002-11-21,,0.790589,,,23.4,15.993496,6.14,39.460056,22.964954,,12.357347,,,23.46452,3.195809,13.075144,,18.615686,16.129438,4.415223 -2002-11-22,,0.774148,,,23.99,15.755239,6.86,39.321083,22.916716,,12.388831,,,23.033737,3.119567,12.686027,,18.260302,16.194244,4.472642 -2002-11-25,,0.772214,,,24.25,15.963717,7.95,39.364975,22.894215,,12.771061,,,23.289507,3.151341,12.760859,,17.831568,16.168331,4.513656 -2002-11-26,,0.745136,,,23.4,15.695674,7.96,38.940758,22.366863,,12.343863,,,22.858727,3.221226,12.78081,,17.944393,15.675817,4.484946 -2002-11-27,,0.760125,,,24.08,16.172197,8.55,40.111023,22.826687,,12.919456,,,23.531836,3.316528,13.484209,,17.854136,16.323854,4.601837 -2002-11-29,,0.749488,,,23.35,16.154329,9.0,39.423473,22.534063,,12.816032,,,23.424137,3.373711,13.808469,,17.78644,16.310883,4.458286 -2002-12-02,,0.734014,,,24.110001,16.201981,8.93,39.774563,22.222176,,12.748574,,,23.27606,3.49443,13.993044,,17.656693,16.343281,4.425476 -2002-12-03,,0.733047,,,23.74,15.933933,8.12,39.445435,22.283272,,12.110021,,,23.491446,3.373711,13.164935,,17.589001,15.947993,4.302431 -2002-12-04,,0.72386,,,23.389999,15.796935,7.85,39.818455,22.555178,,11.894176,,,23.40394,3.367354,13.384431,,17.453617,16.006317,4.337293 -2002-12-05,,0.70742,,,22.58,15.368057,8.25,38.779835,22.145681,,11.804239,,,23.40394,3.341946,13.329562,,17.318228,15.299965,4.21425 -2002-12-06,,0.722893,,,22.610001,15.516968,8.11,38.794468,22.355339,,11.88518,,,23.659721,3.405475,13.269696,,17.487463,15.831346,4.3578 -2002-12-09,,0.713222,,,21.68,15.189356,7.31,37.924095,22.293095,,11.552419,,,23.228933,3.335589,12.606209,,17.617205,15.073151,4.228606 -2002-12-10,,0.73885,,,21.860001,15.445491,7.95,38.392185,22.728796,,11.556911,,,23.58568,3.475369,12.980359,,17.899265,15.6499,4.222453 -2002-12-11,,0.749004,,,22.129999,15.570578,7.72,38.033791,22.768116,,11.480464,,,23.572218,3.526194,12.760859,,17.831568,15.611014,4.175287 -2002-12-12,,0.734498,,,22.299999,15.427614,7.75,37.580315,22.781219,,11.493959,,,23.477972,3.678679,12.955418,,17.555153,15.6499,4.247061 -2002-12-13,,0.715156,,,22.18,15.189356,7.32,36.965916,22.35861,,11.579392,,,23.58568,3.589733,12.870613,,17.205402,15.306443,4.175287 -2002-12-16,,0.718058,,,22.51,15.743328,7.47,37.989906,23.023638,,12.199961,,,24.137634,3.653261,12.671062,,17.515665,16.071117,4.368054 -2002-12-17,,0.729179,,,22.459999,15.487185,7.34,37.258484,22.738628,,12.388831,,,23.908779,3.608793,11.97266,,17.194124,16.21368,4.331141 -2002-12-18,,0.704518,,,22.1,15.284666,6.67,36.903225,22.430689,,12.253922,,,23.922243,3.570672,12.25701,,17.081299,15.552692,4.378307 -2002-12-19,,0.686627,,,21.690001,15.129788,6.47,36.742077,22.440521,,12.451785,,,23.659721,3.653261,11.823001,,16.979757,15.118513,4.267569 -2002-12-20,,0.683726,,,21.93,15.457399,6.62,37.203541,23.030195,,12.685618,,,24.02993,3.7168,12.346804,,17.199759,16.116486,4.253213 -2002-12-23,,0.70065,,,22.24,15.326357,6.76,36.324566,22.967945,,12.591183,,,24.063597,3.7168,11.957692,,17.577724,16.012791,4.290125 -2002-12-24,,0.694364,,,21.879999,15.088095,6.57,36.405128,22.850014,,12.501248,,,23.841459,3.665974,11.219378,,17.701817,15.682302,4.245011 -2002-12-26,,0.696298,,,20.299999,15.070227,6.46,36.449074,22.879499,,12.613667,,,23.774149,3.678679,11.623457,,16.934635,15.844307,4.265518 -2002-12-27,,0.679858,,,18.860001,14.824159,6.35,36.009586,22.660007,,12.26741,,,23.316435,3.475369,11.528673,,16.804884,15.42309,4.2122 -2002-12-30,,0.680341,,,19.25,14.704123,6.35,37.093666,22.866394,,12.262918,,,23.390478,3.424535,11.813024,,17.380278,15.546217,4.228606 -2002-12-31,,0.692913,,,18.889999,14.614091,6.46,36.998447,22.79104,,12.190966,,,23.518375,3.430892,12.047488,,17.244892,15.552692,4.179388 -2003-01-02,,0.71564,,,19.57,15.292293,7.01,37.796894,23.154686,,13.000392,,,23.875122,3.589733,12.45156,,17.78644,16.722757,4.347548 -2003-01-03,,0.720475,,,20.52,15.244278,6.94,36.624882,23.010544,,12.986912,,,23.895309,3.602437,11.902818,,17.927465,17.051437,4.331141 -2003-01-06,,0.720475,,,20.700001,15.634385,7.16,36.764053,23.341412,,14.025687,,,24.487642,3.538899,12.027534,,18.051577,18.392397,4.402916 -2003-01-07,,0.718058,,,21.549999,15.54436,7.17,36.961823,23.377447,,13.616468,,,23.659721,3.39277,12.346804,,17.842846,18.300381,4.35575 -2003-01-08,,0.703551,,,21.02,15.304289,6.69,36.617558,23.28244,,13.058378,,,23.558754,3.348293,12.172202,,17.431047,17.597023,4.263468 -2003-01-09,,0.709837,,,21.450001,15.54436,6.91,38.031258,23.587109,,13.189959,,,24.05686,3.551611,13.638851,,17.566439,17.945421,4.265518 -2003-01-10,,0.711771,,,21.32,15.394314,7.41,37.811516,23.521587,,13.067455,,,23.720303,3.55796,13.668778,,17.37464,17.807371,4.283974 -2003-01-13,,0.70742,,,22.040001,15.38831,7.45,37.562466,23.711597,,13.049303,,,23.626066,3.526194,14.392129,,17.431047,17.932262,4.234756 -2003-01-14,,0.706452,,,22.74,15.43033,7.43,37.657692,23.744362,,13.434979,,,23.841459,3.570672,14.008007,,17.498745,18.136045,4.156829 -2003-01-15,,0.697749,,,22.27,15.118238,7.45,37.057053,23.406937,,12.949479,,,23.511648,3.761278,13.94815,,17.260666,17.800797,4.173236 -2003-01-16,,0.706936,,,21.799999,15.022212,7.2,36.84462,23.259506,,12.636412,,,23.619337,3.780339,14.302341,,16.977243,17.603605,4.152728 -2003-01-17,,0.681792,,,21.4,14.932185,6.03,36.602901,23.416759,,12.377788,,,23.370283,3.7168,13.818447,,17.028257,17.215769,4.119918 -2003-01-21,,0.677924,,,21.08,14.440042,6.0,35.899696,23.171061,,12.114616,,,22.831793,3.61514,13.065164,,17.289005,16.709606,4.060445 -2003-01-22,,0.671154,,,21.17,14.133959,5.72,35.211151,23.226751,,12.218979,,,22.542366,3.653261,13.489196,,17.408049,16.236332,4.111714 -2003-01-23,,0.685177,,,21.790001,14.37403,5.65,35.5774,23.45607,,11.583755,,,22.48851,3.672322,13.998034,,17.578098,16.518978,4.105562 -2003-01-24,,0.667286,,,22.110001,13.839878,5.43,34.647133,22.807432,,11.134563,,,22.003881,3.710443,13.484209,,17.147299,15.651291,4.706426 -2003-01-27,,0.683242,,,21.780001,13.833871,5.28,34.500626,22.479824,,11.275219,,,21.418276,3.564315,13.005298,,16.897882,15.309476,4.638752 -2003-01-28,,0.705002,,,21.620001,13.893898,5.3,35.291733,22.637072,,11.034736,,,21.983686,3.589733,13.289646,,17.005589,15.454095,4.653106 -2003-01-29,,0.721926,,,22.08,13.821878,5.61,35.233135,22.797592,,11.034736,,,22.784672,3.640559,13.229787,,17.317347,15.447522,4.681816 -2003-01-30,,0.69243,,,21.82,13.533798,5.17,34.844906,22.509308,,10.821486,,,22.367353,3.7168,12.930471,,16.841196,15.145144,4.612092 -2003-01-31,,0.694364,,,21.85,13.887892,5.24,35.013359,22.948294,,11.089187,,,22.986616,3.7168,13.01528,,17.209648,15.342337,4.659259 -2003-02-03,,0.70887,,,22.16,14.19398,5.05,35.211151,22.941744,,11.470321,,,23.309708,3.73586,13.130013,,17.249329,15.500101,4.638752 -2003-02-04,,0.705969,,,22.049999,13.833871,5.06,34.537247,22.486382,,11.624587,,,23.309708,3.881988,13.464255,,16.914883,15.151713,4.583382 -2003-02-05,,0.698716,,,22.17,13.803867,5.03,34.236938,22.440521,,11.502086,,,22.973156,3.875642,13.688742,,16.824186,15.079407,4.55057 -2003-02-06,,0.697749,,,22.09,13.737846,5.07,34.273563,22.414303,,11.30244,,,22.776625,3.831162,13.4443,,16.880873,14.665283,4.532113 -2003-02-07,,0.68421,,,21.440001,13.623821,5.04,34.273563,22.257059,,11.424949,,,22.60043,3.837519,13.174909,,16.608786,14.448357,4.507504 -2003-02-10,,0.69388,,,21.4,13.581807,5.17,34.442036,22.34551,,11.116409,,,22.776625,3.831162,13.219811,,16.761831,14.527242,4.542366 -2003-02-11,,0.69388,,,20.780001,13.503786,5.08,34.610508,22.188261,,10.757963,,,22.613987,3.773981,13.399397,,16.546431,14.461502,4.536216 -2003-02-12,,0.695815,,,21.129999,13.353743,4.94,35.050003,22.014635,,10.467575,,,22.159946,3.704096,13.279675,,16.29701,14.139412,4.534163 -2003-02-13,,0.703068,,,20.059999,13.305732,5.0,34.896183,22.145681,,10.186262,,,22.451344,3.729504,12.825713,,16.194983,13.99479,4.501352 -2003-02-14,,0.709354,,,20.059999,13.491784,5.1,36.002258,22.561724,,10.594621,,,22.661419,3.73586,13.598944,,16.189314,14.362909,4.618243 -2003-02-18,,0.738366,,,21.389999,13.749859,5.48,35.950977,22.869673,,10.748886,,,22.871502,3.748564,13.918218,,16.665472,14.790176,4.698222 -2003-02-19,,0.718058,,,21.190001,14.013933,5.58,35.7239,22.850014,,10.449427,,,22.891832,3.7168,13.648833,,16.489746,14.790176,4.681816 -2003-02-20,,0.714189,,,21.360001,14.013933,5.33,35.218483,22.755014,,9.664468,,,22.790182,3.704096,13.878306,,16.234663,14.915076,4.632598 -2003-02-21,,0.725311,,,21.780001,14.284002,5.39,35.81913,23.049854,,9.405841,,,23.162905,3.761278,14.357209,,16.40472,15.039969,4.782303 -2003-02-24,,0.712739,,,21.780001,14.055941,5.31,34.896183,22.49621,,9.414914,,,23.040922,3.824806,13.903252,,16.257328,14.658705,4.616193 -2003-02-25,,0.726278,,,21.879999,14.392032,5.25,35.474857,22.627241,,9.687156,,,23.135798,3.869284,14.067875,,16.263,14.823043,4.679765 -2003-02-26,,0.701133,,,21.639999,14.137952,5.15,35.035374,22.384829,,9.374083,,,22.932489,3.780339,13.923197,,16.382042,14.685005,4.552619 -2003-02-27,,0.718541,,,21.620001,14.458578,5.23,35.277084,22.669836,,9.560116,,,23.027365,3.793042,14.317305,,16.665472,14.895344,4.735136 -2003-02-28,,0.725794,,,22.01,14.549327,5.49,35.203831,22.682941,,9.437604,,,23.054472,3.767624,14.501884,,16.903545,14.908496,4.808962 -2003-03-03,,0.708387,,,21.809999,14.458578,5.37,35.00605,22.466726,,9.414914,,,23.352652,3.7168,14.352226,,16.648466,15.020246,4.761795 -2003-03-04,,0.704035,,,22.27,14.156099,5.26,34.354141,22.293095,,9.283337,,,23.196785,3.621496,13.808469,,16.234663,14.724443,4.792555 -2003-03-05,,0.706936,,,22.42,14.39808,5.42,35.071987,22.817287,,9.460291,,,23.664383,3.481717,13.299624,,16.546431,14.993949,4.798708 -2003-03-06,,0.704035,,,22.690001,14.488828,5.32,34.720398,22.753847,,9.265192,,,23.420425,3.49443,13.728651,,16.659803,14.461502,4.794607 -2003-03-07,,0.702584,,,22.969999,14.700566,5.25,35.247787,23.034309,,9.296948,,,23.576288,3.341946,14.012997,,16.994244,14.652142,4.696172 -2003-03-10,,0.694848,,,22.879999,14.277095,5.53,34.52261,22.316469,,8.779696,,,23.278105,3.208523,13.713689,,16.608786,14.093396,4.60799 -2003-03-11,,0.688078,,,22.780001,14.125856,5.6,34.280884,21.912472,,8.775157,,,23.427195,3.291112,13.559034,,16.43874,13.639829,4.599787 -2003-03-12,,0.687594,,,23.360001,14.39808,5.52,34.793636,21.982578,,8.825072,,,23.081587,3.39277,13.663801,,16.529427,13.639829,4.614141 -2003-03-13,,0.711771,,,24.42,15.251074,5.79,36.295258,22.570215,,9.301486,,,23.372984,3.335589,14.327279,,16.597446,14.277451,4.934057 -2003-03-14,,0.714673,,,24.709999,15.517262,5.77,36.156078,22.473398,,9.460291,,,23.305212,3.386416,14.147692,,16.410387,13.975072,4.97507 -2003-03-17,,0.725794,,,26.549999,15.892334,5.81,38.067894,23.077711,,9.864113,,,23.752474,3.49443,14.900966,,16.835524,14.829618,5.215006 -2003-03-18,,0.725311,,,26.780001,15.970984,6.55,38.272995,22.817287,,9.741607,,,23.88801,3.418188,15.215248,,17.016924,14.993949,5.14118 -2003-03-19,,0.722893,,,26.540001,16.321859,6.87,38.926056,23.204594,,9.900412,,,24.118423,3.430892,15.095531,,17.453396,15.33577,5.124775 -2003-03-20,,0.720959,,,27.450001,16.243221,7.05,38.970062,23.211269,,9.877725,,,24.118423,3.443595,14.910953,,17.459061,15.46724,5.178093 -2003-03-21,,0.725311,,,27.93,16.938929,7.15,40.114738,23.538465,,9.81874,,,24.396271,3.456309,15.534521,,18.116608,16.203459,5.389318 -2003-03-24,,0.694848,,,26.23,16.170622,6.59,38.537151,22.970875,,9.496592,,,23.928677,3.49443,14.4919,,17.566769,15.532969,5.186297 -2003-03-25,,0.703551,,,26.9,16.321859,6.69,39.234222,23.14115,,9.596409,,,24.17263,3.640559,15.150399,,18.139288,15.868216,5.331898 -2003-03-26,,0.696782,,,27.76,16.091978,6.46,39.131504,22.887402,,9.723458,,,24.301401,3.462656,14.681472,,17.974903,15.887936,5.389318 -2003-03-27,,0.70065,,,27.77,15.995182,6.44,39.28558,22.800589,,9.460291,,,24.34206,3.608793,14.067875,,18.02025,15.855073,5.389318 -2003-03-28,,0.704518,,,27.18,15.747147,6.22,38.984745,22.897415,,9.183516,,,24.416595,3.691383,13.419353,,18.031584,16.071997,5.307288 -2003-03-31,,0.683726,,,26.030001,15.426516,6.18,38.177597,22.316469,,9.101846,,,23.684719,3.627854,13.454274,,17.66313,15.585562,5.282679 -2003-04-01,,0.684693,,,25.540001,15.807644,6.38,38.463791,22.70376,,9.700771,,,24.159086,3.602437,13.643839,,18.076935,15.927377,5.194498 -2003-04-02,,0.705969,,,26.379999,16.36421,7.0,39.674488,23.311428,,10.050142,,,24.192968,3.570672,14.302341,,18.411377,16.740753,5.385216 -2003-04-03,,0.699199,,,26.65,16.666691,7.2,39.659809,23.10108,,9.83689,,,23.752474,3.475369,14.811173,,18.309338,16.627407,5.292934 -2003-04-04,,0.696782,,,26.219999,16.715084,7.1,40.06337,23.371517,,9.936707,,,24.070993,3.519837,14.751315,,18.59277,17.054096,5.16784 -2003-04-07,,0.70065,,,26.82,16.793734,7.15,39.857918,23.184553,,9.941246,,,23.752474,3.640559,14.821156,,18.422714,17.094099,5.233461 -2003-04-08,,0.698716,,,26.52,16.97522,7.0,40.034023,23.655315,,9.873448,,,23.433979,3.513491,14.955848,,18.332014,17.327442,5.284731 -2003-04-09,,0.686144,,,25.059999,16.515448,6.92,39.402988,23.424942,,9.666599,,,23.359425,3.646914,14.756302,,17.969231,17.154104,5.212956 -2003-04-10,,0.694848,,,25.67,16.563843,6.98,40.048706,23.775511,,9.675795,,,23.501741,3.640559,15.05562,,17.991898,17.147432,5.276527 -2003-04-11,,0.638273,,,25.75,16.72718,7.15,38.874683,23.81892,,9.519511,,,23.264547,3.564315,14.995763,,17.861534,17.060764,5.235513 -2003-04-14,,0.656648,,,25.049999,16.793734,7.4,38.632534,24.03928,,9.740145,,,23.630499,3.621496,15.454699,,18.207306,17.694122,5.348304 -2003-04-15,,0.647461,,,25.129999,17.120407,7.6,40.569664,24.266314,,9.767729,,,23.752474,3.538899,15.719106,,18.258324,17.914133,5.483653 -2003-04-16,,0.640208,,,24.379999,16.836077,7.9,40.019348,24.035938,,9.326454,,,23.508518,3.723157,15.359928,,17.776508,17.667452,5.276527 -2003-04-17,,0.634405,,,24.99,17.235357,8.03,40.657719,24.333101,,9.468953,,,23.73893,3.812103,16.133154,,17.776508,18.207485,5.301135 -2003-04-21,,0.635372,,,25.25,17.035711,8.32,40.342213,24.306389,,9.206944,,,23.630499,3.7994,15.978514,,17.912552,18.300817,5.16784 -2003-04-22,,0.653263,,,25.58,17.537828,8.44,41.083298,24.787172,,9.183959,,,24.00322,3.812103,16.931341,,18.037252,19.120857,5.151434 -2003-04-23,,0.656648,,,25.43,17.77981,8.38,41.075954,24.89068,,10.020541,,,23.949013,3.7994,16.761719,,17.657459,19.627542,5.040693 -2003-04-24,,0.649878,,,25.120001,17.60438,7.8,40.437592,24.560133,,10.351495,,,23.806696,3.742217,16.89642,,17.566769,19.040846,5.173992 -2003-04-25,,0.645526,,,28.969999,17.61043,7.54,40.356888,24.232933,,10.16763,,,23.576288,3.710443,16.362637,,17.215321,18.640831,4.813064 -2003-04-28,,0.670187,,,29.110001,17.858459,7.59,41.156681,24.596867,,10.595111,,,23.996439,3.761278,16.836554,,17.402382,19.207518,4.927902 -2003-04-29,,0.679858,,,28.889999,17.785862,7.66,41.516224,24.62023,,10.595111,,,23.603394,3.748564,17.160812,,17.459061,19.427538,4.905346 -2003-04-30,,0.687594,,,28.690001,17.816116,7.44,41.325447,24.723734,,10.737603,,,23.854136,3.75492,17.250605,,17.430717,19.567541,4.821266 -2003-05-01,,0.694364,,,28.66,17.60438,7.36,41.046593,24.79051,,10.705431,,11.321407,24.04388,3.862927,16.841536,,17.566769,19.520876,4.921752 -2003-05-02,,0.698716,,,29.43,17.592278,7.4,41.200699,25.01088,,11.036384,,11.321407,24.423374,3.95823,17.080994,,17.884201,19.907551,4.876636 -2003-05-05,,0.778016,,,29.959999,17.441036,7.57,40.782459,24.753788,,10.815746,,11.321407,24.02355,3.888344,17.340401,,18.088272,20.240906,4.825369 -2003-05-06,,0.846196,,,30.879999,17.616476,7.64,41.024609,24.843929,,10.916871,,11.321407,23.854136,3.824806,17.659672,,18.161964,20.474247,4.913549 -2003-05-07,,0.853449,,,30.700001,17.453136,7.49,40.415569,24.793854,,10.604305,,10.227005,23.996439,3.831162,17.699577,,18.054264,20.547581,4.839722 -2003-05-08,,0.870373,,,30.450001,17.223255,7.25,40.364227,24.603542,,10.576724,,9.698672,23.949013,3.761278,17.659672,,18.082596,19.974226,4.716679 -2003-05-09,,0.884879,,,30.959999,17.543884,7.35,40.943886,24.707031,,10.880097,,9.962839,24.208357,3.742217,17.884159,,18.507744,20.054232,4.763844 -2003-05-12,,0.897451,,,31.700001,17.525738,7.43,41.604267,24.877317,,11.325965,,12.151644,24.262962,3.685035,18.702286,,18.847858,20.627588,4.796658 -2003-05-13,,0.90277,,,32.950001,17.271654,7.5,40.716427,24.813885,,11.280005,,11.47236,24.2493,3.742217,18.527685,,18.870523,20.480921,4.745389 -2003-05-14,,0.896967,,,32.599998,17.307945,7.52,39.549728,24.687008,,11.335156,,10.830813,24.030905,3.73586,18.35807,,18.910385,20.327572,4.737186 -2003-05-15,,0.905671,,,32.630001,17.229301,7.47,39.447014,24.847263,,11.381125,,10.642123,24.085499,3.75492,18.507736,,19.092602,20.694256,4.890991 -2003-05-16,,0.909056,,,33.049999,16.848179,7.6,38.830647,24.760456,,11.468458,,10.566648,24.194706,3.672322,18.298214,,19.138155,20.834261,4.819217 -2003-05-19,,0.875208,,,31.559999,16.666691,7.21,38.500458,24.196205,,11.192662,,10.604385,23.914875,3.653261,17.001175,,18.10751,20.280905,4.698222 -2003-05-20,,0.860218,,,31.48,16.775587,7.0,38.749931,24.209557,,11.201858,,10.513814,24.10598,3.570672,17.240629,,17.70891,20.287573,4.731033 -2003-05-21,,0.863119,,,31.75,16.696938,7.05,38.588509,24.389851,,11.059361,,10.717599,24.42676,3.767624,17.305479,,17.936678,20.367579,4.724883 -2003-05-22,,0.881977,,,33.0,16.775587,7.05,38.815983,24.413225,,11.123717,,11.057241,24.535959,3.748564,17.809336,,18.312494,20.327572,4.825369 -2003-05-23,,0.885846,,,32.720001,16.72114,6.91,38.155586,24.623575,,11.56039,,11.132717,24.55644,3.75492,17.664658,,18.153059,20.600924,4.804859 -2003-05-27,,0.912924,,,34.849998,17.126461,7.2,38.52248,25.037579,,11.69829,,11.238384,25.054667,3.805746,18.118624,,18.204311,21.367622,4.86023 -2003-05-28,,0.883912,,,34.860001,17.102261,7.32,39.146175,24.820557,,11.638534,,11.66105,24.877211,3.761278,18.757168,,18.079031,21.700968,4.845874 -2003-05-29,,0.875208,,,35.549999,17.09016,7.42,38.749931,24.566807,,11.583375,,11.962955,24.549604,3.73586,18.657391,,17.811409,21.514294,4.839722 -2003-05-30,,0.867955,,,35.889999,17.362391,7.28,38.603195,24.773809,,11.702884,,12.000692,24.843082,3.812103,19.305916,,17.663363,21.907648,5.059151 -2003-06-02,,0.843778,,,35.400002,17.543884,6.87,38.493114,24.75045,,11.85917,,11.887478,24.965944,4.015411,19.93947,,17.657661,22.61434,5.022239 -2003-06-03,,0.837008,,,35.23,17.574129,6.94,38.779297,25.277977,,11.87296,,11.359146,25.238934,4.11707,19.555342,,18.044876,22.547672,5.00788 -2003-06-04,,0.851031,,,35.389999,17.761671,7.01,39.52039,26.035322,,12.033842,,11.321407,25.525591,4.129774,20.188894,,18.449158,23.127697,4.997628 -2003-06-05,,0.852965,,,35.52,18.015749,7.02,40.078049,26.055698,,12.194715,,11.585574,25.361782,4.155194,21.351242,,18.648457,23.401047,5.052998 -2003-06-06,,0.829272,,,33.349998,18.33033,6.93,39.344276,26.123627,,12.144157,,12.076168,25.484634,4.231434,20.8873,,18.842056,23.421051,5.020185 -2003-06-09,,0.811864,,,33.68,18.233534,6.55,39.469028,25.753443,,11.85917,,13.359261,25.56654,4.25685,20.587988,,18.887608,22.507671,4.989426 -2003-06-10,,0.830722,,,34.07,18.505775,6.68,40.180775,26.184763,,11.831591,,14.793306,25.621132,4.288616,21.091835,,18.967331,22.721014,5.003781 -2003-06-11,,0.843778,,,34.650002,18.741699,6.41,40.643055,26.622862,,11.87296,,14.52914,26.071581,4.606287,21.411104,,18.950245,23.027691,4.991477 -2003-06-12,,0.859251,,,35.200001,18.79616,6.9,40.37888,26.639849,,11.960294,,14.008355,26.071581,4.638062,21.166666,,19.086903,23.134369,4.954564 -2003-06-13,,0.842327,,,34.130001,18.542067,6.52,39.681801,26.656826,,11.638534,,13.963069,25.887318,4.523697,20.832428,,18.836365,23.134369,4.91765 -2003-06-16,,0.883428,,,35.84,18.959494,6.61,40.540325,27.132303,,11.882151,,16.982111,26.146669,4.491924,21.944883,,19.701883,23.967735,5.077608 -2003-06-17,,0.87956,,,35.84,18.874802,6.58,40.400902,27.115314,,11.744254,,16.431137,25.709858,4.396622,22.034685,,20.601564,24.061073,5.014034 -2003-06-18,,0.924529,,,35.849998,18.590469,6.75,40.599319,27.077963,,11.794817,,16.453779,25.484634,4.288616,21.775272,,20.527536,23.381042,4.954564 -2003-06-19,,0.925496,,,35.5,18.06415,6.81,40.048122,26.629667,,11.771832,,17.314205,25.170687,4.269555,21.750324,,20.271292,22.967695,4.956613 -2003-06-20,,0.928398,,,35.040001,18.154894,6.79,39.879074,26.799473,,11.997068,,19.019964,25.177517,4.294972,21.974819,,20.254217,23.201033,4.925853 -2003-06-23,,0.921628,,,35.580002,18.070206,6.59,39.496887,26.463255,,11.964892,,19.820011,25.211634,4.206016,21.431053,,20.146027,22.567671,4.938158 -2003-06-24,,0.908089,,,35.400002,18.106497,6.31,40.128975,26.337593,,12.134964,,18.801085,25.184328,4.180608,21.246481,,20.157419,22.867683,4.932006 -2003-06-25,,0.923079,,,35.389999,17.701174,6.35,39.820282,26.711178,,11.85917,,19.359608,25.020525,4.218729,21.266436,,20.117561,22.661009,4.940207 -2003-06-26,,0.932749,,,36.720001,17.749884,6.55,39.974617,27.05419,,11.964892,,18.891655,25.047834,4.161549,21.675503,,20.499062,22.934362,5.014034 -2003-06-27,,0.905671,,,36.299999,17.427164,6.38,39.541,27.037214,,11.693692,,19.35206,24.822611,4.136131,21.700441,,19.929647,22.601006,5.03454 -2003-06-30,,0.921628,,,36.32,17.463701,6.41,39.445442,26.840233,,11.744254,,20.370987,24.508661,3.983647,21.909958,,19.445641,22.787685,5.03454 -2003-07-01,,0.923079,,,37.25,17.433252,6.54,39.945217,27.169664,,11.964892,,19.586035,24.692936,4.098011,21.895,,19.662024,23.036839,5.194498 -2003-07-02,,0.931782,,,37.849998,17.421074,6.75,40.959457,27.305502,,12.226896,,20.106819,24.761173,4.161549,22.254175,,19.73035,23.144575,5.530818 -2003-07-03,,0.925013,,,37.919998,17.384531,6.71,40.393562,27.173059,,12.056822,,19.419989,24.611034,4.193311,22.164391,,19.491196,22.982967,5.469296 -2003-07-07,,0.960795,,,39.049999,17.822958,7.18,41.562145,27.475311,,12.111984,,19.487917,24.604204,4.136131,22.723108,,19.588001,23.615959,5.594391 -2003-07-08,,0.986422,,,40.509998,17.542852,7.1,41.67239,27.672293,,12.131728,,19.593582,24.331209,4.002707,23.606092,,19.536743,23.838173,5.602594 -2003-07-09,,0.961762,,,40.5,17.281019,7.12,40.981522,27.797958,,11.969107,,19.306774,24.474537,4.142488,22.698166,,19.485502,24.013268,5.56363 -2003-07-10,,0.946772,,,38.25,17.165327,7.05,40.885986,27.713051,,11.60669,,19.019964,24.228828,4.129774,22.583426,,19.16663,23.575548,5.469296 -2003-07-11,,0.959828,,,37.650002,17.122702,7.2,41.547432,28.147764,,11.806484,,18.265203,24.297077,4.123428,22.648279,,19.474104,24.080601,5.50621 -2003-07-14,,0.962246,,,39.27,17.073986,7.2,41.635643,28.344751,,11.694967,,18.567108,24.092331,4.129774,22.713125,,19.269125,25.11763,5.502109 -2003-07-15,,0.948223,,,38.43,16.848688,7.28,42.128078,28.358324,,11.52305,,18.453894,24.017262,4.021766,22.468695,,19.280504,25.110899,5.430332 -2003-07-16,,0.960795,,,37.68,16.672106,7.32,41.635643,28.113798,,11.207095,,18.642584,23.832983,4.028125,22.588415,,18.990097,24.410568,5.520566 -2003-07-17,,1.010599,,,36.32,16.501608,7.27,41.010914,27.68589,,10.900435,,18.204823,24.024088,3.951883,22.219259,,18.65415,23.595758,5.399571 -2003-07-18,,1.008665,,,34.98,16.91567,7.12,41.892891,28.239458,,11.234975,,18.302942,24.488188,3.990003,22.159399,,19.012882,23.79104,5.463143 -2003-07-21,,0.996576,,,35.330002,16.538147,7.1,41.128513,27.91003,,10.747107,,18.084063,24.146936,3.964586,21.510878,,18.528877,23.184986,5.475449 -2003-07-22,,1.005764,,,34.869999,16.690374,7.29,41.819389,28.253059,,11.044469,,18.302942,24.378981,3.990003,21.580717,,18.466244,23.528418,5.514411 -2003-07-23,,1.005281,,,40.110001,16.696468,7.19,41.525391,28.310787,,11.137401,,18.016134,24.344849,4.002707,21.401133,,18.750954,23.474545,5.504158 -2003-07-24,,0.991741,,,41.310001,16.708639,7.06,40.885986,27.835325,,10.826093,,17.246277,24.058199,3.93917,21.007029,,18.534563,23.285999,5.411876 -2003-07-25,,1.041546,,,41.599998,17.311466,7.16,41.297546,28.368517,,10.937605,,17.487801,24.406275,3.983647,21.480946,,18.813578,23.885321,5.475449 -2003-07-28,,1.014951,,,42.080002,17.274937,7.33,41.275513,28.130781,,11.128108,,17.246277,24.399464,4.193311,21.770287,,18.665539,23.898781,5.456992 -2003-07-29,,1.001896,,,41.389999,16.988745,7.31,40.783089,28.147764,,10.951543,,17.472706,24.181053,4.123428,21.545797,,18.545961,23.730434,5.409825 -2003-07-30,,0.98062,,,40.66,17.031364,7.28,41.084415,28.103609,,10.979421,,16.951921,24.10598,4.148834,21.176638,,19.012882,23.60923,5.510312 -2003-07-31,,1.019303,,,41.639999,17.317554,7.3,41.09177,28.042494,,10.85397,,17.661396,24.28343,4.104367,21.775272,,18.995798,23.602501,5.604645 -2003-08-01,,1.002379,,,40.029999,17.329733,7.19,40.621407,27.420975,,10.872555,,17.623657,24.112812,4.034471,21.376186,,18.608593,22.464449,5.559529 -2003-08-04,,1.025589,,,39.650002,17.341911,7.22,41.032974,27.713051,,11.081645,,17.706682,24.303902,4.002707,20.957142,,18.830669,22.713615,5.526716 -2003-08-05,,0.985455,,,38.669998,16.927855,7.27,40.643433,27.101738,,10.79357,,17.8048,24.126459,3.926465,20.044226,,18.506098,22.060417,5.393419 -2003-08-06,,0.94919,,,38.939999,16.854778,7.26,40.966835,27.373426,,10.89579,,17.827444,24.399464,3.970942,20.293661,,18.477634,22.215303,5.358558 -2003-08-07,,0.963696,,,39.009998,17.098345,7.56,41.892891,27.349663,,10.863265,,18.318037,24.740704,4.104367,23.192034,,18.756643,22.121016,5.356507 -2003-08-08,,0.949673,,,39.150002,17.098345,7.26,42.458805,27.607773,,10.872555,,18.755798,24.92498,4.047184,23.895437,,18.773726,22.215303,5.368811 -2003-08-11,,0.95064,,,38.93,17.220129,7.39,42.407345,27.376831,,10.928312,,18.431252,25.096779,4.174251,23.875479,,18.739561,22.37018,5.415978 -2003-08-12,,0.952574,,,39.849998,17.250576,7.4,43.215801,27.655317,,10.965486,,18.038776,25.227364,4.320379,24.384314,,18.71678,22.653009,5.465196 -2003-08-13,,0.975784,,,40.209999,17.061813,7.57,42.679283,27.437965,,10.733163,,18.151991,25.083027,4.25685,24.588844,,18.05323,22.511581,5.436485 -2003-08-14,,0.96563,,,40.299999,17.384531,7.82,42.576393,27.651928,,10.723877,,18.416157,25.385414,4.320379,24.279549,,17.79582,22.828087,5.526716 -2003-08-15,,0.953058,,,40.099998,17.52459,7.8,42.70134,27.679104,,10.79357,,18.431252,25.309818,4.269555,24.603821,,17.97315,22.666473,5.514411 -2003-08-18,,0.983521,,,43.02,18.145685,8.91,43.304001,27.533051,,10.93296,,18.401062,25.371664,4.307678,24.568897,,18.001745,22.929104,5.584137 -2003-08-19,,0.982554,,,43.57,18.17613,9.23,43.274597,27.580597,,10.993361,,18.491632,25.206736,4.3585,24.693607,,17.887348,23.023376,5.543122 -2003-08-20,,1.015918,,,43.759998,17.932562,9.12,43.201126,27.750418,,11.030533,,18.416157,25.289198,4.314032,24.693607,,17.584167,23.454344,5.56363 -2003-08-21,,1.048316,,,45.700001,18.364895,9.45,43.502434,27.505884,,11.044469,,19.850201,25.461002,4.345798,24.668661,,17.040743,23.299461,5.56363 -2003-08-22,,1.009632,,,45.220001,18.194391,9.91,42.921822,26.619484,,10.756399,,21.321985,25.103657,4.25685,24.982937,,16.903454,22.841555,5.495957 -2003-08-25,,1.008665,,,45.849998,18.17613,10.09,43.436302,26.374954,,10.630946,,21.510674,25.268583,4.110715,24.693607,,17.086502,22.720346,5.573884 -2003-08-26,,1.017852,,,45.93,18.194391,10.1,43.436302,26.453062,,10.733163,,21.586151,25.309818,4.161549,24.793385,,17.166588,22.477922,5.557476 -2003-08-27,,1.038645,,,45.880001,18.115236,10.24,43.443649,26.364763,,10.547312,,21.661627,25.598444,4.231434,25.666386,,17.109379,22.397108,5.561579 -2003-08-28,,1.072976,,,45.939999,18.072617,10.92,43.58329,26.592302,,10.593774,,22.22015,25.804609,4.288616,25.646431,,17.052187,22.834824,5.668219 -2003-08-29,,1.093284,,,46.32,18.005634,11.29,43.487747,26.914938,,10.435795,,23.148504,25.907692,4.25685,25.94574,,17.115105,23.043573,5.822021 -2003-09-02,,1.10489,,,47.330002,18.535397,11.16,44.038971,26.97608,,10.449735,,21.986174,26.093245,4.37756,26.519434,,17.423998,23.366804,5.895848 -2003-09-03,,1.109725,,,46.189999,18.949451,11.01,44.08305,27.034996,,10.663465,,22.378649,26.168831,4.307678,26.489506,,17.664251,23.474545,5.938914 -2003-09-04,,1.103923,,,47.290001,19.071232,11.7,44.156567,26.42498,,10.742458,,22.401293,26.223803,4.250495,26.284975,,17.50408,23.353342,5.98608 -2003-09-05,,1.087966,,,46.52,18.900734,12.1,43.281963,26.39378,,10.686703,,22.680553,26.093245,4.206016,26.200172,,17.452602,23.023376,5.908152 -2003-09-08,,1.099571,,,47.279999,19.107769,12.45,43.061462,26.681467,,10.747107,,22.242792,26.436844,4.345798,25.940763,,18.001745,23.333134,5.945066 -2003-09-09,,1.08168,,,46.68,18.973803,12.28,41.936966,26.379927,,10.649529,,21.284246,26.189444,4.415682,25.217405,,18.121874,23.070507,5.922508 -2003-09-10,,1.072493,,,46.220001,18.894646,11.26,41.782635,25.950134,,10.826093,,21.125746,26.11385,4.33944,24.638739,,18.173361,22.477922,5.84868 -2003-09-11,,1.090867,,,45.189999,19.168652,11.83,42.260357,26.203152,,10.821448,,21.103104,26.11385,4.288616,25.416958,,18.213396,22.679945,5.95737 -2003-09-12,,1.116978,,,45.68,19.199104,12.16,42.245651,26.282877,,10.886495,,20.552128,25.928303,4.402977,25.411966,,18.247719,22.895432,5.979929 -2003-09-15,,1.073943,,,45.509998,19.119949,11.9,42.444092,26.688387,,10.714579,,20.378534,25.777121,4.383917,26.025568,,18.22484,22.875227,5.920457 -2003-09-16,,1.081196,,,46.240002,19.442673,12.24,42.936535,26.910219,,10.877203,,20.227581,25.914566,4.402977,26.270018,,18.299206,23.299461,6.031196 -2003-09-17,,1.069591,,,46.16,19.314796,12.5,42.326515,27.024603,,10.914378,,20.740818,25.3167,4.383917,25.681356,,18.36784,23.339872,5.969675 -2003-09-18,,1.106341,,,47.889999,19.55228,12.79,42.987972,27.620766,,11.169925,,20.725723,25.481621,4.402977,25.701313,,18.333529,24.067133,6.066059 -2003-09-19,,1.091834,,,47.580002,19.442673,12.68,42.730732,27.457846,,11.08629,,20.567225,25.419781,4.428395,25.6614,,17.990311,23.898781,5.98608 -2003-09-22,,1.067657,,,47.470001,19.119949,12.42,41.944309,27.242962,,10.872555,,19.774725,25.234224,4.447456,25.132614,,17.812977,23.56209,5.963521 -2003-09-23,,1.084581,,,50.439999,19.217369,12.38,42.348541,27.398933,,10.463677,,20.491747,25.467882,4.498281,25.297232,,18.076117,23.871847,6.191154 -2003-09-24,,1.030908,,,49.610001,18.760685,11.55,41.61359,27.173643,,10.180242,,19.993607,25.35792,4.542757,24.194746,,17.67569,23.481283,6.172697 -2003-09-25,,0.987873,,,50.049999,18.61364,11.37,41.812023,27.208305,,10.24065,,19.435083,25.529722,4.402977,24.219688,,17.464043,23.218653,6.148088 -2003-09-26,,1.000445,,,48.560001,18.30117,10.87,41.745888,27.312284,,10.138425,,19.238846,25.275461,4.326736,24.000196,,17.481203,23.023376,6.064009 -2003-09-29,,1.029941,,,49.860001,18.607515,11.2,42.061909,27.284557,,10.212771,,19.412439,25.440384,4.320379,23.690895,,17.669971,23.333134,5.996335 -2003-09-30,,1.001896,,,48.43,18.264406,11.11,41.047649,27.048859,,10.338221,,18.816179,25.151764,4.345798,23.705864,,17.378239,23.117647,5.906102 -2003-10-01,,1.005281,,,49.119999,18.766815,11.17,41.936966,27.457846,,10.500847,,19.38225,25.667166,4.447456,24.608803,,17.61849,23.824713,6.008638 -2003-10-02,,0.994642,,,50.09,18.840334,11.69,42.003231,27.447449,,10.454377,,18.702965,25.811483,4.504638,24.404272,,17.761499,23.811113,6.035299 -2003-10-03,,1.048799,,,52.889999,18.88323,11.89,42.312386,27.572237,,10.505489,,19.057703,25.942049,4.587226,25.441906,,17.60705,23.913097,6.197306 -2003-10-06,,1.077811,,,54.150002,18.864845,12.16,42.687824,27.884178,,10.579834,,19.057703,26.175697,4.733364,25.736227,,17.589886,24.171478,6.160394 -2003-10-07,,1.122781,,,54.91,18.77907,12.79,43.357704,27.84952,,10.644886,,19.019964,26.3475,4.962089,25.631468,,17.532688,24.538639,6.21166 -2003-10-08,,1.115044,,,55.700001,18.503353,12.96,43.077957,27.846046,,10.42495,,19.47282,26.141335,4.993855,25.342123,,17.538406,24.212271,6.133733 -2003-10-09,,1.133902,,,57.860001,18.460461,13.09,43.401852,27.960424,,10.368503,,21.548412,26.079506,4.974792,26.559351,,17.710011,24.273457,6.195255 -2003-10-10,,1.145024,,,58.060001,17.964182,13.24,43.004356,28.1164,,10.326163,,22.491863,26.320024,4.987499,26.265017,,17.589886,24.151077,6.191154 -2003-10-13,,1.177421,,,58.299999,17.725227,13.4,43.394505,28.331293,,10.20855,,23.020195,26.44371,4.936673,27.237795,,17.544125,24.776611,6.232168 -2003-10-14,,1.187092,,,59.91,17.945803,13.63,43.674236,28.594711,,10.067419,,23.042839,26.622381,4.949377,27.387465,,17.664251,25.007788,6.226016 -2003-10-15,,1.200147,,,58.549999,17.676214,13.66,43.48283,28.442205,,10.175619,,22.657911,26.450596,4.835013,26.629189,,17.50408,24.885387,6.203456 -2003-10-16,,1.124231,,,59.91,17.780378,13.96,43.718384,28.397158,,10.335571,,22.635267,26.739202,4.860431,26.748915,,17.664251,25.048586,6.242421 -2003-10-17,,1.100054,,,59.689999,17.492414,13.99,43.313526,28.317432,,10.349681,,21.503126,26.56741,4.847725,26.265017,,17.481203,24.708624,6.164495 -2003-10-20,,1.122781,,,59.59,17.633337,14.12,43.431309,28.216908,,10.537856,,21.216318,26.539919,4.936673,26.339842,,17.732897,24.885387,6.191154 -2003-10-21,,1.120847,,,59.349998,17.694593,14.29,43.40921,28.081726,,10.349681,,21.23896,26.354366,5.06374,26.978392,,18.018909,24.933001,6.15014 -2003-10-22,,1.100538,,,54.029999,17.369867,13.96,42.871845,28.085207,,10.396725,,21.133295,25.667166,4.923968,26.993351,,17.515526,23.783913,6.135784 -2003-10-23,,1.11166,,,54.32,17.394375,13.65,43.210472,28.345158,,10.509633,,20.567225,25.838964,4.911254,27.342564,,17.738617,23.797522,6.156291 -2003-10-24,,1.092801,,,54.509998,17.339233,13.59,42.77615,28.372887,,10.791895,,20.378534,26.010773,4.930316,26.75889,,17.641371,23.641132,6.20961 -2003-10-27,,1.092801,,,54.82,17.290222,13.85,42.540596,25.499546,,11.045936,,19.955868,25.935179,5.04468,27.532124,,17.715733,23.763514,6.154241 -2003-10-28,,1.146958,,,56.73,17.474028,14.85,43.254635,25.249994,,11.097681,,20.944605,26.11385,4.955731,28.604683,,18.018909,24.171478,6.357263 -2003-10-29,,1.145507,,,56.689999,17.663963,15.09,43.320881,25.773367,,11.144727,,20.974794,25.983288,5.06374,28.469982,,17.887348,24.429855,6.37777 -2003-10-30,,1.116495,,,55.830002,17.694593,15.18,43.284081,26.054113,,11.045936,,21.133295,24.94561,4.765127,28.894014,,17.664251,24.36865,6.447495 -2003-10-31,,1.106824,,,54.43,17.774248,15.2,43.394505,26.248213,,11.281154,,21.880507,25.138029,4.860431,29.08857,,18.076117,24.409447,6.480306 -2003-11-03,,1.119396,,,56.740002,17.645586,15.93,43.460743,26.338331,,11.323494,,21.321985,25.206736,4.885849,29.622347,,18.081829,24.960207,6.502864 -2003-11-04,,1.107791,,,56.860001,17.559807,16.549999,43.18103,26.182354,,11.234111,,21.472937,24.959343,4.815953,29.637329,,17.990311,24.885387,6.474154 -2003-11-05,,1.113594,,,56.740002,17.41889,17.01,42.636292,26.411102,,11.102387,,20.786104,24.760052,4.784189,29.103529,,18.104712,24.837805,6.588996 -2003-11-06,,1.117946,,,54.990002,17.425014,17.040001,43.14423,26.632935,,10.885985,,21.306889,24.684465,4.885849,29.318052,,18.22484,24.688221,6.668974 -2003-11-07,,1.087966,,,54.310001,17.22896,17.01,43.004356,26.39378,,10.801301,,22.325815,24.608337,4.879492,29.003767,,18.173361,24.504641,6.671024 -2003-11-10,,1.058953,,,51.98,17.259584,16.82,42.783516,26.206615,,11.055338,,22.416388,24.746735,4.841372,29.323034,,18.007469,24.402649,6.578742 -2003-11-11,,1.041546,,,52.23,17.222828,16.620001,42.90131,26.171955,,11.074162,,22.446577,24.947426,4.809606,29.682224,,18.190517,24.504641,6.560285 -2003-11-12,,1.079746,,,54.130001,17.584316,18.08,42.665733,26.275934,,11.078864,,22.484316,24.926661,4.923968,29.557503,,18.621578,24.402649,6.683328 -2003-11-13,,1.084098,,,54.799999,17.363741,18.290001,40.869583,26.137291,,10.961254,,22.303173,25.092754,5.051036,29.063627,,19.22505,24.382256,6.76741 -2003-11-14,,1.037678,,,52.450001,17.0819,17.860001,40.486824,25.898142,,11.107091,,22.642815,24.912832,5.06374,28.847448,,19.587139,24.110281,6.576692 -2003-11-17,,1.021721,,,50.360001,17.039015,17.360001,40.486824,25.846153,,11.003594,,22.189959,24.636015,5.01927,28.857515,,19.581385,24.076286,6.502864 -2003-11-18,,0.986906,,,48.5,17.425014,17.33,40.280693,25.631252,,10.871868,,21.903151,24.324608,5.01927,29.058605,,19.644609,23.722723,6.351111 -2003-11-19,,0.98739,,,49.529999,18.056087,17.6,40.641392,25.776842,,10.829533,,22.137125,24.525297,4.955731,29.179264,,19.782541,23.634335,6.295741 -2003-11-20,,0.985455,,,48.849998,17.737486,16.5,40.538353,25.648586,,10.787191,,21.993721,24.435329,4.962089,28.927893,,19.34,23.545952,6.246522 -2003-11-21,,0.98062,,,48.580002,17.498537,16.799999,40.346943,25.769897,,10.834236,,21.55596,24.456091,5.025618,29.27981,,19.069866,23.797522,6.256775 -2003-11-24,,1.022688,,,51.330002,17.61495,17.41,41.281837,25.960535,,10.848345,,22.642815,24.608337,5.051036,30.008787,,19.477942,23.981094,6.37777 -2003-11-25,,0.999961,,,52.470001,17.712975,17.49,41.252388,26.012524,,11.036526,,22.635267,24.788271,4.993855,30.345627,,19.414713,24.157879,6.46185 -2003-11-26,,1.001896,,,52.959999,17.627205,17.73,41.00211,26.158091,,11.003594,,21.888054,25.106594,5.01927,30.717651,,19.443453,24.144274,6.578742 -2003-11-28,,1.011083,,,53.970001,17.565933,17.969999,40.957928,26.144224,,10.951846,,22.974911,25.051231,5.01927,31.170128,,19.294018,24.069487,6.597198 -2003-12-01,,1.049766,,,54.650002,17.786501,18.07,40.118748,26.463097,,10.914213,,24.688215,25.182716,5.20352,30.602024,,19.638866,24.246271,6.650517 -2003-12-02,,1.041546,,,53.93,18.062212,17.9,39.029289,26.553215,,10.904799,,24.590097,25.258831,5.273404,29.420576,,19.558393,24.348253,6.572589 -2003-12-03,,1.016885,,,51.509998,18.086721,17.290001,38.786373,26.708973,,10.890692,,24.710859,25.286522,5.152694,28.86755,,19.512426,24.341457,6.552083 -2003-12-04,,1.022688,,,51.799999,17.860023,16.66,39.029289,26.719603,,11.299969,,23.624004,25.618692,5.368707,27.223583,,19.753811,24.062685,6.564387 -2003-12-05,,1.008182,,,51.560001,17.82939,16.07,39.367912,26.588615,,11.474037,,22.189959,25.452612,5.375065,27.193419,,19.656109,23.770311,6.529522 -2003-12-08,,1.017852,,,51.080002,17.994822,15.74,39.30901,26.903673,,11.370538,,20.650248,25.881674,5.597433,27.268829,,19.788294,24.110281,6.627959 -2003-12-09,,0.98884,,,49.34,18.111223,14.92,38.727474,26.69482,,11.276449,,19.812464,26.047741,5.597433,26.554935,,19.765312,23.681925,6.49261 -2003-12-10,,0.985455,,,49.200001,18.209263,14.68,38.977764,26.758535,,11.577529,,19.555845,26.15155,5.527549,26.132635,,19.598621,23.57313,6.502864 -2003-12-11,,1.025589,,,50.799999,18.625893,15.19,38.874714,26.864737,,11.666917,,19.019964,26.234596,5.508491,26.821392,,19.931982,23.783913,6.601299 -2003-12-12,,1.010116,,,50.990002,18.448214,15.27,38.646503,26.850584,,11.554009,,18.869013,26.338404,5.616494,26.942053,,19.771053,23.858711,6.506965 -2003-12-15,,0.975301,,,50.41,18.583006,14.73,37.350925,27.055891,,11.699845,,18.114252,26.158464,5.629208,26.429249,,19.794044,23.9743,6.463902 -2003-12-16,,0.972883,,,49.5,18.77907,14.36,37.829411,27.434673,,11.657503,,18.801085,26.622133,5.985001,24.895876,,19.886003,24.287062,6.562335 -2003-12-17,,0.961278,,,47.580002,18.828085,13.99,38.271847,27.569187,,11.793932,,19.170918,26.905846,6.067599,25.891312,,19.742317,24.246271,6.515169 -2003-12-18,,0.969015,,,48.75,18.901608,14.56,38.788048,27.930264,,11.906843,,20.333248,27.272627,6.194666,26.147709,,19.794044,24.239464,6.630011 -2003-12-19,,0.952574,,,49.240002,18.926111,14.26,38.603699,27.965658,,11.873911,,20.340796,27.404114,6.099363,25.951643,,19.696329,24.327856,6.580793 -2003-12-22,,0.959828,,,49.889999,18.993513,14.23,39.134636,27.986902,,11.9727,,19.970963,27.314161,6.118424,25.363441,,19.713577,24.545439,6.562335 -2003-12-23,,0.957894,,,52.48,19.054775,14.67,38.91341,28.075396,,11.911542,,19.06525,27.507923,6.099363,24.88582,,19.840021,24.593027,6.578742 -2003-12-24,,0.986906,,,53.32,18.932238,14.51,38.670055,28.054157,,11.817452,,18.642584,27.563272,6.099363,25.001459,,19.954971,24.565834,6.531574 -2003-12-26,,1.004797,,,53.470001,18.821953,14.7,38.729057,28.174519,,11.859797,,17.736872,27.715525,6.14384,25.418726,,19.972216,24.627031,6.55003 -2003-12-29,,1.022688,,,53.470001,19.01314,15.28,39.009277,28.425852,,12.179696,,17.661396,28.082296,6.04854,26.238207,,20.1159,24.837805,6.623858 -2003-12-30,,1.028974,,,52.830002,18.945299,15.11,38.92078,28.496647,,12.259665,,17.593468,28.151489,6.213726,26.469465,,20.156132,24.885387,6.707938 -2003-12-31,,1.033326,,,52.619999,19.105642,14.9,39.119877,28.471876,,12.264374,,18.076513,28.372946,6.004061,26.263344,,20.305565,24.973787,6.80022 -2004-01-02,,1.028974,,,51.900002,19.191975,14.86,38.566818,27.997522,,12.297306,,17.359491,28.116894,6.029479,25.54944,,20.432009,25.131632,6.748951 -2004-01-05,,1.072009,,,53.27,19.475668,15.2,38.434082,28.07893,,12.725405,,21.978626,28.774321,6.544112,26.134401,,20.97801,25.083603,6.851489 -2004-01-06,,1.06814,,,53.029999,19.346153,15.61,39.333752,28.032928,,12.758335,,22.642815,28.580557,6.334449,26.038595,,20.966513,25.714979,6.935568 -2004-01-07,,1.092317,,,51.900002,19.537338,15.66,39.43697,27.969213,,12.897544,,22.001268,28.372946,6.34715,26.326014,,21.144686,26.092426,6.906858 -2004-01-08,,1.12955,,,50.240002,19.888861,15.93,39.274731,27.983374,,13.130746,,22.899433,28.30374,6.385271,27.087393,,20.949268,26.538502,6.845336 -2004-01-09,,1.112143,,,51.59,19.611343,15.54,38.640564,27.735569,,12.469211,,22.793768,27.881617,6.417035,27.228577,,20.725124,26.600273,6.787917 -2004-01-12,,1.147442,,,52.950001,19.790192,15.77,38.721676,27.78867,,12.769044,,23.216433,28.276068,6.753779,26.900839,,20.466488,26.620859,6.841236 -2004-01-13,,1.1663,,,54.91,19.494171,15.19,38.906017,27.717873,,12.588199,,22.680553,28.151489,6.629756,27.142866,,20.196362,26.69636,6.789967 -2004-01-14,,1.170168,,,55.799999,19.734694,15.2,39.186249,28.054157,,12.69766,,22.642815,28.151489,6.667932,27.052107,,20.202112,26.915981,6.896605 -2004-01-15,,1.10489,,,56.18,19.734694,15.9,39.444355,27.85239,,12.726213,,22.182411,27.874687,6.324355,27.319342,,20.01244,26.710091,6.960176 -2004-01-16,,1.098604,,,55.720001,20.567238,16.76,39.43697,27.972742,,12.597712,,22.552244,28.026936,6.432516,27.163036,,20.1159,26.950285,7.087324 -2004-01-20,,1.099087,,,56.610001,20.573408,17.379999,39.046143,28.344442,,12.849954,,22.303173,28.289898,6.744281,26.880655,,19.845768,26.826752,7.142692 -2004-01-21,,1.093284,,,56.200001,20.875595,15.9,39.414856,28.974552,,12.607231,,22.831505,28.670507,6.909703,27.052107,,20.477989,27.519892,7.177554 -2004-01-22,,1.072493,,,57.18,20.672079,15.43,39.21574,28.921457,,12.526327,,22.265434,28.566713,6.871529,26.663841,,20.771103,27.410088,7.32726 -2004-01-23,,1.090867,,,57.110001,20.480906,15.32,39.975285,28.769224,,12.573916,,22.378649,28.400637,7.176929,26.497448,,20.771103,27.176756,7.358019 -2004-01-26,,1.112627,,,57.029999,21.054447,15.6,40.270248,29.112623,,12.702417,,21.872959,28.753551,7.068771,26.870577,,21.173424,27.629692,7.452351 -2004-01-27,,1.115528,,,55.740002,21.085276,15.56,40.137524,29.027643,,12.350231,,21.774841,28.504429,6.966967,26.673929,,20.805588,27.471851,7.317005 -2004-01-28,,1.088933,,,51.959999,20.820091,15.3,39.282104,28.496647,,12.164623,,21.208771,28.241459,6.693376,25.857075,,20.604429,26.847343,7.271888 -2004-01-29,,1.096669,,,49.220001,20.986609,14.68,40.174397,28.645346,,12.231253,,21.133295,28.698195,6.56613,26.038595,,21.098703,26.799305,7.481061 -2004-01-30,,1.090867,,,50.400002,20.73992,14.86,39.709812,28.8365,,12.136069,,20.876677,28.227615,6.553406,25.408298,,21.052725,26.689493,7.507722 -2004-02-02,,1.079262,,,48.27,20.73992,14.64,40.329239,28.868357,,12.592953,,20.733271,28.158413,6.496143,25.599903,,21.501015,26.771854,7.429796 -2004-02-03,,1.076361,,,44.939999,20.480906,14.75,40.56522,28.854202,,12.4121,,20.099272,27.964647,6.419791,25.312494,,21.673447,26.854197,7.47901 -2004-02-04,,1.053635,,,45.389999,20.462408,14.13,40.845432,28.921457,,12.164623,,20.016249,27.92313,6.24164,25.3377,,21.995293,26.710091,7.558988 -2004-02-05,,1.084098,,,46.040001,20.672079,14.17,41.479618,29.027643,,12.22173,,20.137011,27.943899,6.222551,26.169697,,22.070005,26.737528,7.538483 -2004-02-06,,1.09812,,,46.349998,20.462408,14.94,42.460373,29.296692,,12.383544,,21.737103,28.033857,6.362532,26.497448,,22.328646,27.26598,7.638967 -2004-02-09,,1.096186,,,45.860001,20.283562,15.06,42.268646,28.91437,,12.207454,,21.737103,28.361116,6.457968,27.021845,,21.891842,27.114979,7.552839 -2004-02-10,,1.111176,,,45.59,20.043036,15.54,42.423519,28.893129,,12.345472,,21.676722,28.611801,6.667932,26.900839,,21.863108,27.094406,7.571292 -2004-02-11,,1.150826,,,47.139999,20.400732,15.71,42.084293,29.024109,,12.354992,,22.620173,29.189753,6.801545,27.505905,,22.024757,27.63657,7.663578 -2004-02-12,,1.147442,,,47.060001,20.265053,15.09,42.01791,28.903755,,12.202694,,22.416388,29.182777,6.591581,27.495827,,21.782282,27.698328,7.583598 -2004-02-13,,1.112143,,,46.380001,20.178717,14.94,41.531235,28.875441,,11.921897,,21.684269,29.182777,6.712463,27.052107,,21.580219,27.561075,7.526176 -2004-02-17,,1.11988,,,45.529999,20.382233,14.93,42.416122,28.978092,,11.836231,,22.567339,29.4056,6.833354,27.243706,,21.793829,27.904215,7.946577 -2004-02-18,,1.124715,,,44.869999,20.19722,15.3,42.180145,28.875441,,11.636343,,23.110767,29.106194,6.89698,26.915955,,21.597532,27.780691,7.788671 -2004-02-19,,1.086515,,,44.650002,20.104698,14.97,43.050301,28.804638,,11.512606,,22.650362,29.210627,6.852442,26.694096,,21.522484,28.014017,7.803026 -2004-02-20,,1.08313,,,45.169998,20.166386,14.65,43.8246,28.79401,,11.365067,,22.718292,29.266325,6.871529,26.487354,,21.516716,27.842449,7.745607 -2004-02-23,,1.072976,,,43.970001,20.610409,13.99,44.281788,29.027643,,11.422181,,22.665459,29.649321,6.795179,25.791515,,21.389706,27.664015,7.749708 -2004-02-24,,1.081196,,,42.32,20.524073,14.01,44.208038,28.832954,,11.484049,,21.925793,29.461308,6.744281,25.625113,,21.458977,27.588522,7.969138 -2004-02-25,,1.102955,,,42.939999,20.332899,14.52,44.156433,28.924988,,11.49357,,21.691816,29.698053,6.839719,25.932703,,21.505175,27.691463,7.987593 -2004-02-26,,1.114077,,,43.650002,20.270849,15.05,43.802467,29.027643,,11.479289,,21.888054,29.461308,7.062404,25.801596,,21.435892,27.835592,7.671782 -2004-02-27,,1.156629,,,43.009998,20.177774,15.0,43.920448,28.999334,,11.42694,,22.642815,29.363825,7.062404,26.850405,,21.158783,28.151274,7.669728 -2004-03-01,,1.161464,,,42.970001,20.345306,14.89,44.576759,29.073677,,11.541163,,22.688101,29.607542,7.32963,27.324392,,21.303108,28.501284,7.757912 -2004-03-02,,1.151309,,,42.009998,20.159157,14.93,43.913071,29.204647,,12.126548,,23.359838,29.273308,7.316909,27.263882,,21.158783,28.597357,7.667679 -2004-03-03,,1.156629,,,43.169998,20.38253,14.7,44.510395,29.825562,,12.012326,,24.665573,29.175816,7.227827,27.384892,,21.337749,28.892458,7.753812 -2004-03-04,,1.216588,,,44.389999,20.413555,15.39,45.019203,29.645065,,11.988527,,24.831621,29.071371,7.221473,26.507528,,21.574451,29.235601,7.778419 -2004-03-05,,1.292987,,,44.09,20.332897,15.36,44.421902,29.868877,,11.907623,,24.537264,29.58666,7.342353,26.724346,,21.458977,29.516962,7.796876 -2004-03-08,,1.257205,,,43.5,19.749645,14.7,44.584122,29.760586,,11.969489,,24.869358,29.635397,7.32963,25.957918,,21.655273,29.468939,7.682035 -2004-03-09,,1.310395,,,42.709999,19.582123,14.53,44.451397,29.5187,,11.964728,,25.888285,29.78857,7.482332,25.534357,,21.534033,29.146393,7.696389 -2004-03-10,,1.33844,,,41.549999,19.296705,14.43,43.330513,28.876143,,11.583993,,26.363785,29.544868,7.348719,24.455299,,20.997126,28.844429,7.757912 -2004-03-11,,1.312812,,,41.279999,18.874781,14.44,42.696339,28.717308,,11.445972,,25.888285,28.792843,7.380529,23.825003,,20.344748,28.350296,7.716897 -2004-03-12,,1.332637,,,42.439999,18.986473,15.0,43.124043,28.99527,,11.593513,,25.714691,29.266325,7.42507,24.85869,,20.373623,28.494411,7.710743 -2004-03-15,,1.278964,,,41.080002,18.800323,14.6,42.696339,28.65955,,11.507844,,25.042953,29.092262,7.507786,23.940985,,20.17733,28.089508,7.591801 -2004-03-16,,1.248501,,,42.130001,18.924421,14.92,42.747971,28.919468,,11.550684,,25.526001,29.294197,7.444157,23.940985,,20.448671,28.364019,7.665628 -2004-03-17,,1.266392,,,42.799999,19.085743,15.35,43.124889,29.0422,,11.674417,,26.175095,29.412577,7.50142,24.319155,,20.148466,29.015985,7.661528 -2004-03-18,,1.241248,,,43.009998,19.060921,15.35,43.560944,28.908632,,11.755328,,27.971424,29.565754,7.628666,24.061996,,20.033001,28.837553,7.600006 -2004-03-19,,1.250435,,,42.799999,18.70105,15.25,43.309669,28.825607,,11.717256,,28.779018,28.897287,7.603226,23.814922,,19.600016,28.364019,7.544636 -2004-03-22,,1.250435,,,40.849998,18.24811,14.79,42.940125,28.421282,,11.46977,,28.273329,28.507339,7.482332,23.144291,,19.455681,28.000286,7.628714 -2004-03-23,,1.222874,,,40.23,18.117805,14.86,43.021427,28.349087,,11.412662,,27.699711,28.382,7.482332,22.99807,,19.709705,28.123817,7.546684 -2004-03-24,,1.233028,,,39.630001,18.105396,15.54,43.294903,28.269676,,11.284162,,27.926138,27.922441,7.482332,23.29557,,19.732792,27.959118,7.583598 -2004-03-25,,1.299273,,,41.990002,18.428043,15.87,44.21133,28.785894,,11.455495,,28.658257,28.026897,7.495051,24.470423,,19.807846,28.480688,7.647172 -2004-03-26,,1.307493,,,41.700001,18.676235,15.51,43.908321,28.915857,,11.384105,,29.171494,28.368092,7.482332,24.298986,,19.796297,28.30913,7.550789 -2004-03-29,,1.349561,,,42.759998,18.91201,15.73,44.440437,29.255184,,11.531641,,30.19042,28.611801,7.507786,24.349411,,20.217745,28.865011,7.725099 -2004-03-30,,1.350045,,,43.799999,19.042313,16.030001,44.344349,29.5187,,11.593513,,31.57918,28.932098,7.717747,24.404881,,20.28702,28.810099,7.798927 -2004-03-31,,1.307493,,,43.279999,18.936827,16.23,44.115227,29.23353,,11.67918,,31.307467,28.959961,7.717747,26.078928,,20.235064,28.789528,7.766114 -2004-04-01,,1.310878,,,44.740002,18.99888,16.790001,43.124889,29.410418,,11.769604,,31.503704,28.911217,7.666842,26.37138,,20.546812,29.002256,7.839942 -2004-04-02,,1.329736,,,46.09,19.271885,17.450001,43.309669,29.063862,,11.836231,,34.907673,29.182777,7.883173,27.188238,,20.783518,28.732447,8.059368 -2004-04-05,,1.369386,,,46.959999,19.594532,17.43,43.339237,29.331003,,12.059918,,34.832199,29.419531,7.775012,27.279003,,20.858574,28.884644,8.141396 -2004-04-06,,1.345693,,,46.439999,19.557304,17.1,43.62006,29.601742,,12.070762,,34.288769,29.377739,7.813188,26.961338,,20.668053,28.711689,8.141396 -2004-04-07,,1.320549,,,45.849998,19.482851,16.9,42.851437,29.403196,,11.84428,,34.168007,29.175816,7.946798,26.497448,,20.593004,28.62175,8.045012 -2004-04-08,,1.331187,,,48.099998,19.489052,17.0,41.898037,29.258789,,11.78646,,33.964222,29.558788,7.844997,26.452065,,20.552591,28.469542,8.026556 -2004-04-12,,1.355847,,,47.959999,19.61935,17.370001,42.378433,29.590916,,11.791271,,33.971771,30.018366,8.023149,26.431892,,20.593004,28.753193,8.038861 -2004-04-13,,1.302174,,,46.580002,19.234653,17.16,41.735447,29.060247,,11.690083,,33.398151,29.816431,7.946798,25.761263,,20.431356,27.701593,7.891211 -2004-04-14,,1.288152,,,46.790001,18.91201,17.120001,42.437553,28.912245,,11.641897,,32.213177,30.150658,7.857717,26.018431,,20.673832,27.168869,7.841991 -2004-04-15,,1.416773,,,46.990002,19.085743,16.219999,42.711014,28.980841,,11.738276,,32.4547,30.415281,8.048594,26.043636,,21.557131,26.822948,7.805079 -2004-04-16,,1.410971,,,45.5,19.377365,16.049999,43.191399,29.161327,,11.646717,,33.677414,30.540596,8.093135,26.724346,,21.718775,27.16194,7.759963 -2004-04-19,,1.370837,,,47.110001,19.296705,16.290001,43.139664,29.29851,,11.762363,,34.98315,30.450089,8.194942,26.800226,,21.695683,27.231131,7.81123 -2004-04-20,,1.340858,,,45.200001,18.905809,15.79,42.940125,28.908632,,11.738276,,34.915222,30.150658,8.112221,26.699106,,21.187649,26.663822,7.634865 -2004-04-21,,1.340858,,,45.720001,19.048512,16.280001,43.124889,29.089132,,11.935834,,34.22839,29.906961,8.112221,27.022734,,21.303108,26.068832,7.634865 -2004-04-22,,1.343275,,,48.860001,19.141586,16.459999,43.309669,29.381535,,12.239413,,35.126553,30.150658,8.201291,27.786282,,21.095268,26.553123,8.01015 -2004-04-23,,1.339407,,,46.290001,19.042313,16.360001,43.583111,29.403196,,12.249049,,35.436005,29.920891,8.17585,28.0644,,21.025995,26.497774,8.03476 -2004-04-26,,1.311845,,,47.25,19.07954,16.0,42.969685,29.331003,,12.2876,,34.847294,29.948746,8.239468,27.705381,,20.950937,26.670736,7.997846 -2004-04-27,,1.302658,,,48.0,18.955442,15.59,43.309669,29.525936,,12.282782,,34.711437,30.464008,8.36673,28.185762,,21.037542,26.719173,8.053218 -2004-04-28,,1.278964,,,46.970001,18.626595,15.17,42.851437,29.204643,,12.147856,,34.084984,30.025333,8.207661,27.629524,,20.714239,26.241789,7.985541 -2004-04-29,,1.294438,,,46.189999,18.645205,14.6,42.548412,29.11441,,12.224959,,33.141533,29.62145,7.946798,27.396925,,20.535265,26.048077,8.020403 -2004-04-30,,1.246567,,,43.599998,18.583157,14.22,42.12714,29.056641,,11.998481,,33.684963,29.628416,7.959521,27.432316,,20.64496,26.013489,7.981439 -2004-05-03,,1.26059,,,44.41,18.800323,14.22,41.787178,29.23353,,12.157496,,32.545273,30.415281,8.309465,27.265448,,20.91053,26.193356,8.028608 -2004-05-04,,1.263975,,,43.950001,18.887194,14.46,41.388073,29.428469,,12.244236,,33.156628,30.303864,8.303098,27.098574,,21.135687,26.504696,8.120891 -2004-05-05,,1.288635,,,44.259998,18.918211,14.35,41.284618,29.446514,,12.26351,,33.43589,30.631128,7.914981,27.462656,,21.147228,26.324806,8.166006 -2004-05-06,,1.28525,,,43.139999,18.905809,14.37,40.338585,28.915857,,12.191226,,32.907558,30.519724,7.883173,27.002487,,21.101046,26.013489,8.086026 -2004-05-07,,1.289602,,,41.900002,18.614185,14.91,39.836018,28.356306,,11.921379,,32.099964,30.115868,7.635031,26.345137,,20.991346,25.238607,7.823534 -2004-05-10,,1.270744,,,41.259998,18.632797,15.02,40.8116,28.128878,,11.810551,,31.752775,29.280272,7.043318,25.713051,,20.783518,24.498337,7.786621 -2004-05-11,,1.312329,,,42.700001,18.769302,15.48,40.301632,28.312979,,11.800911,,32.583012,29.854939,7.246916,26.355249,,20.731562,24.346128,7.819433 -2004-05-12,,1.320065,,,43.02,18.86237,15.14,40.69334,29.002495,,11.805737,,32.530178,30.135267,7.301119,26.28952,,20.684643,24.747395,7.745607 -2004-05-13,,1.314746,,,43.610001,18.83135,14.67,40.833771,28.944721,,11.892472,,32.583012,29.946041,7.078139,26.163095,,20.505079,24.733559,7.762014 -2004-05-14,,1.30846,,,43.049999,18.713459,13.87,40.69334,28.951954,,11.805737,,33.43589,30.32449,7.211929,25.890055,,20.620926,24.671301,7.800976 -2004-05-17,,1.288152,,,42.080002,18.595572,13.88,40.427265,28.832817,,11.709358,,36.696457,30.170313,7.135479,25.237736,,20.562998,24.429167,7.706645 -2004-05-18,,1.30846,,,41.990002,18.880981,13.95,40.804199,29.1866,,11.849103,,36.824764,29.918011,7.199181,26.04174,,20.591963,24.609034,7.712795 -2004-05-19,,1.279932,,,41.689999,18.769302,14.49,40.581959,29.11441,,11.762363,,36.620979,29.854939,7.262893,25.895102,,20.371855,24.726646,7.698441 -2004-05-20,,1.291536,,,40.98,18.756893,14.19,40.626385,29.356274,,11.714176,,36.379456,29.946041,7.231043,25.859695,,20.209663,24.844263,7.88916 -2004-05-21,,1.310878,,,41.169998,19.017492,14.24,40.811596,29.410418,,11.723811,,37.066288,29.854939,7.256518,25.884985,,20.16333,24.961882,7.95068 -2004-05-24,,1.321999,,,41.630001,19.098152,14.36,40.737537,29.439301,,11.656357,,38.492786,29.995098,7.5241,26.046791,,19.954802,24.961882,7.948632 -2004-05-25,,1.373738,,,43.619999,19.364958,14.92,41.107929,29.760586,,11.588892,,38.636189,30.709934,7.645153,27.118805,,20.12278,25.487688,8.116788 -2004-05-26,,1.378574,,,44.689999,19.414597,15.12,40.95237,29.94108,,11.323867,,38.621094,30.520729,7.65789,27.219936,,20.209663,25.480766,8.135245 -2004-05-27,,1.362133,,,47.619999,19.395981,15.2,41.463531,29.821953,,11.492515,,38.492786,30.394564,7.562327,26.997442,,20.505079,25.563778,8.207021 -2004-05-28,,1.356815,,,48.5,19.309111,15.55,41.285725,30.009676,,11.420242,,39.51926,30.310478,7.562327,26.678873,,20.470324,25.487688,8.325963 -2004-06-01,,1.356815,,,50.23,19.25947,15.3,41.070904,29.977179,,11.439514,,40.591019,30.625828,7.753454,26.967108,,20.534044,25.494593,8.418245 -2004-06-02,,1.398399,,,50.349998,19.296705,15.08,41.745037,30.599249,,11.50215,,41.398613,30.681906,7.823541,27.037895,,20.702015,25.805923,8.494123 -2004-06-03,,1.373255,,,49.400002,19.234653,14.59,41.930241,30.562445,,11.429873,,41.406162,30.520729,7.79168,26.299627,,20.591963,25.570688,8.449009 -2004-06-04,,1.391629,,,50.950001,19.377365,15.12,41.922817,30.772259,,11.531071,,47.195175,30.394564,7.696116,26.446266,,20.632505,25.792088,8.481819 -2004-06-07,,1.441434,,,51.759998,19.656576,15.8,42.596985,31.151384,,11.699719,,46.795151,30.836082,7.696116,26.825512,,20.864208,26.387081,8.67869 -2004-06-08,,1.467545,,,51.939999,19.526279,16.18,42.730335,30.974707,,11.728634,,50.063263,30.759003,7.868132,27.078356,,20.933712,26.331728,8.836593 -2004-06-09,,1.460292,,,50.240002,19.346333,15.51,42.248806,30.753851,,11.863562,,49.844383,30.450636,7.804426,27.118805,,20.754158,26.068832,8.766869 -2004-06-10,,1.486403,,,49.939999,19.538685,15.75,42.374733,30.996798,,11.955113,,49.180195,30.822077,8.345954,27.053062,,20.655682,26.151861,8.742263 -2004-06-14,,1.456423,,,49.25,19.588326,15.15,41.767265,30.385763,,11.829823,,47.172531,30.730957,8.282249,26.825512,,20.360271,25.992718,8.608963 -2004-06-15,,1.483986,,,50.110001,19.737242,15.39,42.011734,31.004143,,11.791271,,48.138626,30.892153,8.441519,26.840687,,20.325514,25.77133,8.773023 -2004-06-16,,1.583111,,,50.57,19.923382,15.24,41.57465,30.893732,,11.776824,,49.361336,31.347683,8.422401,26.314796,,20.400814,25.819757,8.801731 -2004-06-17,,1.586496,,,49.77,20.078503,14.76,41.374634,30.798027,,11.825008,,49.859478,31.375727,8.868373,26.269285,,20.429781,25.819757,8.830446 -2004-06-18,,1.591331,,,49.599998,20.215006,14.88,41.204231,31.107225,,11.853918,,52.221878,31.522892,8.887489,26.051855,,20.522459,25.757504,8.961691 -2004-06-21,,1.563286,,,49.77,20.227413,14.1,40.693077,31.265486,,11.757545,,52.191689,31.347683,8.900228,25.890055,,20.389225,25.59837,8.973993 -2004-06-22,,1.595683,,,49.0,20.38253,14.67,40.048557,31.110891,,11.598529,,51.942619,31.466827,8.9512,25.940607,,20.215458,25.570688,8.982199 -2004-06-23,,1.629531,,,50.810001,20.736195,15.4,39.670753,31.202908,,11.685267,,53.112495,31.85928,9.072242,26.163095,,20.250212,26.027323,9.060124 -2004-06-24,,1.604387,,,51.02,20.767416,15.32,39.374435,31.449541,,11.463605,,53.640831,31.72613,9.078615,26.597977,,20.16333,26.13109,8.947333 -2004-06-25,,1.629531,,,51.799999,20.087023,15.5,38.900303,30.919491,,11.468426,,55.716419,31.011286,9.288858,26.50695,,19.589882,26.283298,8.859152 -2004-06-28,,1.571023,,,53.389999,20.168177,15.29,38.863255,31.184519,,11.63708,,54.063496,31.102394,8.957565,26.158051,,19.728895,26.255621,8.873507 -2004-06-29,,1.571506,,,53.709999,20.180655,15.82,38.507675,31.129311,,11.690083,,51.489761,31.235558,9.027656,25.637197,,19.891087,26.490858,8.861203 -2004-06-30,,1.57344,,,54.400002,20.224342,15.9,38.892899,31.147703,,11.685267,,54.191803,31.123426,9.301597,25.657433,,19.856321,26.822948,8.918624 -2004-07-01,,1.561836,,,52.560001,19.980909,15.5,38.344681,30.912125,,11.632255,,56.403252,31.249571,9.804911,25.151775,,19.653599,26.641462,9.150357 -2004-07-02,,1.502843,,,52.59,19.768679,15.27,38.470634,31.004143,,11.617804,,58.607155,31.340687,9.626514,24.979359,,19.659382,26.578663,9.339025 -2004-07-06,,1.496558,,,51.240002,19.868553,14.81,38.581753,30.79434,,11.627445,,61.626194,31.606985,9.747567,24.832277,,19.618843,25.999348,9.312364 -2004-07-07,,1.469479,,,51.0,19.987148,15.2,38.759552,31.004143,,11.643307,,59.256248,31.796206,9.779417,25.440907,,19.531954,25.727131,9.462067 -2004-07-08,,1.457391,,,49.5,19.787409,15.1,38.655846,30.77593,,11.452913,,57.980701,31.761164,9.556436,24.730837,,19.659382,25.650358,9.259046 -2004-07-09,,1.452072,,,48.32,20.08078,14.81,38.344681,30.886362,,11.516382,,57.965607,31.852283,9.620156,24.766336,,19.694147,25.70619,9.363632 -2004-07-12,,1.409037,,,49.049999,20.349194,14.43,38.678055,31.23237,,11.555434,,58.720367,31.845268,9.811282,24.898214,,19.474026,25.755054,9.353378 -2004-07-13,,1.412905,,,49.599998,20.498997,14.5,39.270702,31.335424,,11.428507,,59.263794,31.684072,9.906845,25.106161,,19.786819,25.922562,9.392344 -2004-07-14,,1.430313,,,49.5,20.680027,13.74,38.952168,31.029907,,11.491969,,61.263912,31.85928,10.129826,24.943863,,19.69993,25.440968,9.425157 -2004-07-15,,1.592298,,,48.669998,20.829838,12.97,38.76696,30.864277,,11.228351,,59.807224,31.761164,10.15531,24.796774,,18.871622,25.126884,9.43746 -2004-07-16,,1.557,,,47.099998,20.655052,12.64,39.004032,31.092497,,11.277166,,58.161846,32.118587,10.308214,24.127272,,18.755779,25.03614,9.46822 -2004-07-19,,1.545879,,,46.02,20.742445,12.55,39.159592,31.427452,,11.306456,,55.927753,32.167645,10.34644,23.488205,,18.59938,25.126884,9.550249 -2004-07-20,,1.557,,,46.990002,20.729963,12.68,39.448505,31.383282,,11.360157,,57.807106,32.167645,10.37192,24.177994,,18.726809,25.406073,9.52154 -2004-07-21,,1.528955,,,44.759998,20.349194,12.12,39.352196,30.886362,,11.325986,,56.048515,31.656042,10.097973,24.152632,,18.535662,25.699219,9.35953 -2004-07-22,,1.531856,,,45.82,20.523966,12.64,39.196636,31.239738,,11.511496,,52.395473,31.810232,9.906845,24.183058,,18.831078,25.671295,9.794287 -2004-07-23,,1.484469,,,39.98,20.299259,12.12,39.381828,31.23605,,11.823939,,49.753811,31.761164,9.766682,23.893955,,18.709429,25.496809,9.650738 -2004-07-26,,1.511548,,,38.779999,20.168177,11.65,39.004032,31.386953,,12.082676,,48.365055,31.768177,9.467251,23.356335,,18.385057,25.454924,9.583058 -2004-07-27,,1.568122,,,39.110001,20.474028,11.61,39.930038,31.287575,,12.370708,,55.27866,31.824249,10.053375,24.041052,,18.593578,25.762035,9.796336 -2004-07-28,,1.560385,,,37.970001,20.7799,11.33,39.937447,31.26181,,12.399999,,55.995682,32.104565,9.95781,23.817883,,18.315552,25.873713,9.818894 -2004-07-29,,1.578276,,,38.580002,20.729963,11.84,39.6189,31.276531,,12.399999,,56.976871,32.258755,10.741437,24.167843,,18.495115,25.922562,9.747119 -2004-07-30,,1.56377,,,38.919998,20.754925,12.49,39.270702,31.291265,,12.370708,,58.441105,32.447975,10.67136,24.426521,,18.512489,26.055176,9.636379 -2004-08-02,,1.52702,,,38.299999,20.761171,12.29,39.396641,31.534191,,12.443938,,56.63723,32.412918,10.690475,24.604038,,18.651508,26.111025,9.529739 -2004-08-03,,1.512998,,,37.610001,20.517733,11.6,39.166996,31.585726,,12.47811,,55.08997,32.861462,10.524825,23.838175,,18.796322,25.873713,9.402598 -2004-08-04,,1.537175,,,37.119999,20.523966,11.86,39.411461,31.324398,,12.492757,,53.255901,32.405926,10.416519,23.670792,,18.767361,25.97142,9.316468 -2004-08-05,,1.517833,,,35.610001,20.111994,11.81,38.559521,30.882687,,12.341418,,50.968979,32.118587,9.983297,23.148386,,18.332933,25.322306,9.287757 -2004-08-06,,1.439983,,,35.490002,19.675045,11.26,38.026146,30.886362,,12.131496,,50.516121,31.621008,9.460873,22.76292,,18.060688,25.189705,8.957588 -2004-08-09,,1.465127,,,35.32,19.881041,11.17,38.05579,30.893732,,12.13638,,51.029358,31.929361,9.715717,22.732485,,18.072273,25.175743,9.015007 -2004-08-10,,1.52412,,,37.099998,20.030846,11.52,38.60397,31.287575,,12.326776,,48.606575,31.740152,9.830396,22.899866,,18.234457,25.817869,9.244692 -2004-08-11,,1.499459,,,36.560001,20.099508,10.93,38.24839,31.482668,,12.346302,,49.097172,31.817692,9.671116,22.620893,,18.502357,25.755054,9.146254 -2004-08-12,,1.468512,,,36.290001,19.731224,10.9,39.004032,31.401674,,12.321891,,49.640598,31.415833,9.167808,22.453526,,18.304344,25.727131,8.967842 -2004-08-13,,1.491239,,,36.130001,19.905998,11.06,39.559628,31.272848,,12.234015,,48.983955,31.669653,9.301597,22.625977,,18.141275,25.734116,8.857101 -2004-08-16,,1.488337,,,37.950001,20.161932,11.24,40.226364,31.69248,,12.468348,,57.399536,31.789497,9.186918,23.579502,,18.286877,26.341349,8.937082 -2004-08-17,,1.492689,,,38.23,20.062056,11.38,40.722706,31.979591,,12.385355,,56.735348,31.27483,8.9512,23.995398,,18.275227,26.473963,8.961691 -2004-08-18,,1.534757,,,39.360001,20.461546,11.87,40.440536,32.189407,,12.487876,,59.444939,31.592094,9.518216,24.254068,,18.548948,26.746176,9.123698 -2004-08-19,49.845802,1.484952,,,38.630001,20.417856,11.75,40.737572,32.266697,,12.473229,,58.033535,31.789497,9.467251,24.588823,,18.333467,26.522812,9.156508 -2004-08-20,53.80505,1.489305,,,39.509998,20.380405,11.97,40.581619,32.575882,,12.48299,,57.776917,31.9023,9.690229,24.715614,,18.48488,26.9765,9.236485 -2004-08-23,54.346527,1.502843,,,39.450001,20.293013,12.26,39.950424,32.502266,,12.502519,,57.701443,31.718994,9.511838,24.649683,,18.432467,26.906694,9.226233 -2004-08-24,52.096165,1.544912,,,39.049999,20.367914,11.95,39.994991,32.64584,,12.492757,,58.244869,31.620298,9.467251,24.771412,,18.362581,26.934618,9.363632 -2004-08-25,52.657513,1.598101,,,40.299999,20.467789,12.2,40.173203,32.642151,,12.541574,,58.410915,31.860003,9.454502,24.948929,,18.583887,27.527899,9.44156 -2004-08-26,53.606342,1.675951,,,40.189999,20.467789,11.82,40.00983,32.465469,,12.565988,,57.648609,31.9023,9.33346,25.106161,,18.816847,27.534874,8.832494 -2004-08-27,52.732029,1.660961,,,39.900002,20.455311,11.96,39.772228,32.763611,,12.614804,,58.267509,32.036255,9.397164,24.563454,,19.014854,27.723322,8.729954 -2004-08-30,50.675404,1.64984,,,38.310001,20.330467,11.59,39.504883,32.811459,,12.595275,,57.407085,31.817692,9.199667,24.198275,,18.805195,27.290571,8.768919 -2004-08-31,50.85424,1.667731,,,38.139999,20.467789,11.43,39.111336,33.1133,,12.590393,,57.82975,32.501575,9.556436,23.594719,,19.026505,27.62562,8.867354 -2004-09-01,49.80109,1.733976,,,38.240002,20.523966,11.7,39.081623,32.458916,,12.68803,,58.81094,32.741268,9.94507,23.711374,,18.84013,27.402256,8.865304 -2004-09-02,50.427021,1.724305,,,39.18,20.680027,11.68,39.445488,32.607639,,12.780786,,59.920437,33.121994,10.193536,24.852566,,19.043976,27.821037,9.105239 -2004-09-03,49.681866,1.703513,,,38.740002,20.498997,10.9,39.542027,32.429165,,12.790553,,61.950741,33.178394,10.148937,24.882988,,18.956612,27.81406,9.097042 -2004-09-07,50.461796,1.729141,,,38.509998,20.8111,10.97,39.571716,32.91996,,13.029763,,63.475357,33.24184,10.244503,25.131519,,19.067265,27.828014,9.10114 -2004-09-08,50.819469,1.757669,,,38.009998,21.010849,10.86,39.415783,32.800983,,12.961416,,61.57336,33.185452,10.097973,24.877926,,19.084742,27.479033,9.088836 -2004-09-09,50.824436,1.726239,,,38.07,21.135702,11.6,39.037067,32.994324,,12.839369,,61.128052,33.474503,10.225389,24.837353,,18.892555,27.737286,9.150357 -2004-09-10,52.324677,1.734459,,,38.57,21.148174,12.21,39.690548,33.165344,,12.971179,,62.471527,33.39695,10.206276,25.587992,,18.55477,27.779158,9.199574 -2004-09-13,53.402668,1.72092,,,40.009998,21.067036,12.9,39.616276,33.076134,,13.10299,,64.411263,33.488598,10.317927,25.816231,,18.712015,27.332464,9.234437 -2004-09-14,55.384777,1.716085,,,42.669998,21.110723,12.7,39.519756,32.979454,,12.995592,,67.173683,33.467442,10.184007,25.506842,,18.706186,27.562792,9.427204 -2004-09-15,55.638126,1.702062,,,42.209999,20.929707,12.22,39.289558,32.845592,,12.722205,,66.456665,33.439259,10.024581,26.683537,,18.548948,27.276627,9.314416 -2004-09-16,56.616764,1.757669,,,42.57,20.929707,12.17,39.185581,32.972008,,12.966296,,66.622711,33.523857,10.075593,27.200876,,18.508179,27.62562,9.355428 -2004-09-17,58.365391,1.795869,,,42.959999,21.360411,12.7,38.970238,33.209976,,12.927244,,66.230232,34.101967,10.011832,27.074074,,18.473232,27.674477,9.443612 -2004-09-20,59.294346,1.823431,,,43.27,21.354172,12.79,38.762321,32.994324,,12.907719,,64.833931,33.989174,10.292412,27.124796,,18.048094,27.486012,9.351326 -2004-09-21,58.539257,1.837937,,,43.290001,21.510223,13.03,38.806881,33.224857,,12.89307,,65.135834,34.891605,10.490102,27.4139,,17.989857,27.988541,9.377988 -2004-09-22,58.807514,1.785231,,,41.380001,21.17938,12.98,38.368759,32.659698,,12.868661,,63.890476,34.447437,10.470971,27.124796,,17.588024,27.81406,9.18112 -2004-09-23,60.01963,1.802155,,,41.830002,20.984737,12.82,39.01479,32.399437,,12.712446,,64.599953,33.671909,10.675027,27.205936,,17.430769,27.541857,9.160609 -2004-09-24,59.527828,1.803122,,,40.939999,20.978455,12.42,39.215302,32.704308,,12.717319,,65.135834,33.721264,10.968377,27.216087,,17.273527,27.744263,9.236485 -2004-09-27,58.747902,1.814727,,,39.93,20.79637,12.47,38.999943,32.58532,,12.678264,,64.577309,33.812912,11.000258,27.084208,,17.250229,27.311523,9.10114 -2004-09-28,63.020115,1.839387,,,39.43,20.915663,12.46,39.193024,32.481228,,12.605042,,64.796188,34.214771,11.210694,27.140005,,17.51812,27.486012,9.142155 -2004-09-29,65.116478,1.870334,,,40.84,21.003576,12.8,39.35638,32.414299,,12.697797,,66.464211,33.94688,11.089529,27.895731,,17.576365,27.695404,9.330821 -2004-09-30,64.381264,1.873719,,,40.860001,21.085205,13.0,39.504883,32.220966,,12.668507,,66.018898,34.073769,11.153304,27.51026,,17.820965,27.730305,9.322618 -2004-10-01,65.861633,1.869851,,,40.470001,21.330082,13.43,39.452919,32.838169,,12.849136,,66.464211,34.468571,11.248959,27.763866,,18.036448,28.156067,9.683547 -2004-10-04,67.09362,1.875653,,,41.009998,21.424274,13.7,39.586575,32.979454,,13.132285,,68.328468,34.489731,11.319103,27.964777,,18.228634,27.987135,9.648685 -2004-10-05,68.737923,1.903698,,,40.959999,21.380316,13.68,39.660816,33.25457,,13.278742,,67.324638,34.771751,11.414751,27.807058,,18.222811,27.775961,9.726612 -2004-10-06,68.097092,1.965109,,,41.360001,21.587524,13.97,40.084103,33.648705,,13.408383,,65.830208,35.272301,11.459395,27.985125,,18.158751,27.797073,9.839401 -2004-10-07,68.976372,1.915787,,,41.150002,21.317526,14.11,39.764786,33.782562,,13.3343,,66.230232,35.067852,11.095911,27.974951,,17.465717,27.825228,9.656888 -2004-10-08,68.419991,1.888708,,,40.0,21.185667,13.5,39.244999,33.566917,,13.250344,,65.656616,35.138359,11.095911,27.603569,,17.355059,27.9097,9.718407 -2004-10-11,67.192978,1.865982,,,40.150002,21.348925,13.95,39.282135,33.767696,,13.270098,,66.532135,35.103096,10.936482,28.025822,,17.652077,27.719635,9.80454 -2004-10-12,68.256058,1.851476,,,40.220001,21.361479,13.7,39.29697,33.856915,,13.279975,,65.649071,34.806999,10.872719,27.974951,,17.390003,27.811144,9.851706 -2004-10-13,69.994751,1.922073,,,39.98,21.16683,13.84,39.022217,33.470242,,13.151569,,65.852852,34.179527,10.40082,28.061428,,17.209463,27.621098,9.771726 -2004-10-14,70.541199,2.174965,,,39.099998,21.009855,13.59,38.688068,32.867916,,13.013289,,64.999977,34.341679,10.592127,28.239489,,16.935736,27.12133,9.800438 -2004-10-15,71.589378,2.200109,,,38.549999,21.06636,14.0,39.007366,33.455364,,13.176266,,65.445282,34.560242,10.470971,28.839779,,16.59796,27.269156,10.144961 -2004-10-18,74.098061,2.308905,,,39.27,21.279854,14.19,39.29697,33.447918,,13.289851,,68.698303,34.369896,10.477341,29.216238,,16.889149,27.45216,10.315171 -2004-10-19,73.492004,2.292949,,,38.330002,20.991013,14.75,39.118748,32.986881,,13.186139,,67.196327,34.059673,10.349807,28.748205,,16.889149,26.734179,10.317222 -2004-10-20,69.791077,2.295367,,,38.349998,20.859158,15.41,38.970238,32.510975,,13.067615,,68.162422,34.454483,10.394446,28.41753,,16.481482,26.220341,10.30697 -2004-10-21,74.207352,2.318093,,,39.470001,20.953339,15.95,38.695477,32.65226,,12.6824,,68.713394,34.412178,10.388072,29.048361,,16.563015,26.537094,10.409507 -2004-10-22,85.657875,2.292465,,,34.599998,20.689613,15.56,38.606369,32.570461,,12.465103,,67.45295,34.334637,10.388072,28.946619,,16.155344,26.375198,10.282359 -2004-10-25,93.094513,2.299235,,,33.970001,20.658224,15.5,38.836575,32.436615,,12.341639,,68.139778,34.412178,10.330674,28.96697,,16.17864,26.058432,10.183926 -2004-10-26,90.312607,2.319543,,,33.830002,21.1166,15.62,39.222717,32.622509,,12.223105,,68.924728,34.82111,10.41995,29.506214,,16.498955,26.389263,10.358235 -2004-10-27,92.384132,2.432208,,,34.23,21.317526,16.23,39.891041,32.986881,,12.32682,,69.543633,34.510887,10.273283,30.126865,,16.912451,26.762339,10.62073 -2004-10-28,96.025444,2.523597,,,34.450001,21.367767,16.690001,40.091526,33.105862,,12.519429,,69.573822,34.271183,9.852406,30.248957,,16.720257,27.086142,10.83811 -2004-10-29,94.704041,2.533752,,,34.130001,21.424274,16.82,40.039551,33.306629,,12.47498,,69.468155,34.701252,10.011832,30.126865,,16.860031,27.170603,10.844261 -2004-11-01,97.38163,2.536169,,,35.099998,21.380316,17.34,39.987556,33.544586,,12.677459,,69.415321,34.419235,10.164877,30.376139,,16.772676,27.100216,10.930392 -2004-11-02,96.805374,2.586941,,,36.240002,21.380316,17.700001,40.210331,33.589211,,12.603383,,68.796417,34.144268,10.171249,30.096342,,16.714432,27.135406,10.864769 -2004-11-03,95.215714,2.674462,,,35.919998,21.556139,17.1,40.455387,33.938709,,12.692275,,69.128517,34.736492,10.458216,30.447372,,17.151222,27.346575,10.967305 -2004-11-04,91.753235,2.632878,,,36.91,22.033352,16.98,41.777172,34.392311,,12.8997,,68.924728,35.385117,10.872719,31.464811,,16.924091,27.902658,11.207238 -2004-11-05,84.127831,2.645933,,,36.560001,22.096134,17.09,41.933125,34.169247,,12.963904,,71.724892,35.526119,10.86634,31.230801,,16.76685,27.698532,11.178527 -2004-11-08,85.717491,2.629492,,,37.32,22.052185,17.370001,41.977654,34.184116,,12.983661,,72.011703,35.37101,10.662281,31.012043,,16.54554,27.649252,11.15597 -2004-11-09,83.804932,2.613536,,,37.400002,22.240555,17.219999,41.821732,34.15435,,12.91452,,72.766464,34.952808,10.521986,30.289652,,16.399071,27.529604,11.242101 -2004-11-10,83.387642,2.647384,,,38.09,22.177763,17.290001,41.621231,34.377453,,12.825616,,74.789215,35.207985,10.700541,30.371046,,16.09441,27.416964,11.338486 -2004-11-11,90.918663,2.673978,,,38.830002,22.47916,18.59,42.044495,35.031845,,12.939212,,77.06105,35.200909,10.655902,30.41684,,15.906925,27.578871,11.369246 -2004-11-12,90.411957,2.683649,,,40.459999,22.761724,21.02,42.215279,35.277218,,13.171329,,79.997063,35.739616,10.777068,30.386316,,16.082687,27.571823,11.340537 -2004-11-15,91.837685,2.671077,,,40.889999,22.667528,20.98,42.846478,35.195438,,13.0281,,77.536545,35.144192,10.636766,31.357985,,16.182289,27.564796,11.311824 -2004-11-16,85.712524,2.656571,,,40.07,22.667528,20.879999,42.244984,34.778999,,12.904638,,76.396858,35.023685,10.553866,30.818731,,16.006523,27.0791,11.205188 -2004-11-17,85.69265,2.654637,,,39.900002,22.824507,21.99,41.762306,34.645149,,12.929335,,82.268898,35.441902,10.732424,31.154499,,16.399071,26.938313,11.400005 -2004-11-18,83.228676,2.678331,,,40.369999,23.125912,21.959999,41.435581,34.511307,,12.894762,,78.276215,35.477337,10.777068,31.541124,,16.27018,26.62155,11.43897 -2004-11-19,84.152664,2.667692,,,38.549999,22.774281,20.809999,41.027168,34.094872,,12.786112,,79.242302,35.711258,10.840828,30.701725,,15.95379,26.339996,11.322081 -2004-11-22,82.016563,2.96652,,,38.049999,22.661251,20.959999,41.346466,34.399769,,12.603383,,73.755196,36.086952,11.217078,30.014933,,15.860051,26.431499,11.584575 -2004-11-23,83.218742,2.962652,,,38.310001,22.485443,21.389999,41.324207,34.50386,,12.573753,,78.721519,36.292503,12.696522,30.065811,,15.760446,26.43854,11.568168 -2004-11-24,86.815353,3.097076,,,38.75,22.378696,21.57,41.212814,34.548489,,12.524364,,79.453636,36.498074,12.900596,30.050566,,15.696003,26.537094,11.641993 -2004-11-26,89.115387,3.121252,,,39.09,22.253111,21.540001,41.079136,34.555916,,12.583629,,81.053734,36.611465,13.08552,29.974251,,15.912779,26.530046,11.607133 -2004-11-29,89.940025,3.30935,,,38.939999,22.165209,21.23,39.467777,34.459244,,12.519429,,76.993118,36.413002,13.021749,29.394289,,16.012383,26.262569,11.568168 -2004-11-30,90.402023,3.242138,,,39.68,22.202881,21.280001,38.658371,34.407204,,12.430532,,77.612022,36.327942,13.225819,28.682076,,16.27018,26.501896,11.537406 -2004-12-01,89.398552,3.27792,,,39.98,22.617304,22.610001,39.222717,34.985409,,12.731785,,78.532829,36.257072,12.811309,28.972063,,16.53968,26.945351,11.801952 -2004-12-02,89.120361,3.153166,,,40.169998,22.56706,22.620001,39.35638,34.857761,,12.889827,,78.434715,35.562393,12.084331,29.119574,,16.674442,27.057972,12.027531 -2004-12-03,89.617126,3.030831,,,40.09,22.497999,23.219999,39.304386,34.782654,,12.746601,,78.464905,35.633278,12.422324,28.91609,,16.340479,26.790503,12.013176 -2004-12-06,87.575409,3.180729,,,39.490002,22.397528,24.85,38.999943,34.917816,,12.598446,,78.653595,35.541134,12.249832,28.687157,,15.942077,26.832733,12.045988 -2004-12-07,85.16111,3.040985,,,38.200001,22.171478,23.49,38.985092,34.429718,,12.549061,,76.35157,35.229244,11.636702,28.412445,,15.936214,26.614525,11.744531 -2004-12-08,84.440796,3.059844,,,38.720001,22.422644,22.9,38.992516,34.624962,,12.47498,,76.298737,35.456081,11.968805,29.05345,,16.111984,26.431499,11.9373 -2004-12-09,86.154648,3.094175,,,39.82,22.617304,22.1,39.185581,34.692558,,12.356454,,78.291306,35.668724,12.728841,29.465511,,16.03582,26.530046,12.027531 -2004-12-10,85.270401,3.150265,,,39.049999,23.037998,21.83,39.141022,34.452255,,12.499673,,78.102615,35.548218,12.428656,28.905916,,15.871768,26.487814,11.906536 -2004-12-13,84.674278,3.138661,,,39.830002,23.53405,22.110001,39.319252,34.512333,,12.721912,,77.702591,35.916821,12.862961,28.534546,,15.912779,26.924238,12.035734 -2004-12-14,88.767654,3.157036,,,40.439999,23.47126,22.540001,39.735092,34.414703,,12.815743,,78.351685,35.90974,12.920444,28.509113,,16.012383,27.269156,12.041887 -2004-12-15,89.309128,3.155584,,,41.0,23.477547,22.639999,39.474567,34.48978,,12.6824,,77.944115,35.803391,13.393061,29.943714,,16.592413,27.47328,12.033684 -2004-12-16,87.664825,3.220378,,,40.049999,23.301718,22.49,39.266132,34.609959,,12.692275,,76.434593,35.512779,13.476094,29.506214,,16.979101,27.402895,11.902437 -2004-12-17,89.45816,3.142529,,,40.009998,23.075672,22.43,38.722729,33.941628,,12.692275,,75.687386,35.300133,13.737945,28.768553,,15.086672,27.11429,11.931147 -2004-12-20,91.912201,3.032765,,,38.950001,23.301718,21.84,38.85672,34.181931,,12.746601,,74.268433,36.193279,13.642143,28.905916,,14.231277,27.170603,12.048039 -2004-12-21,91.281303,3.079669,,,39.389999,23.339392,21.73,39.154469,34.775158,,12.79105,,75.815697,36.639839,13.584661,29.226412,,14.629686,27.501432,12.091104 -2004-12-22,92.548065,3.08257,,,39.52,23.26992,21.83,39.429905,35.143101,,12.815743,,76.57045,36.356293,13.284488,29.501133,,15.203856,27.47328,12.538162 -2004-12-23,93.342896,3.095142,,,38.93,23.225697,22.120001,39.117252,35.067993,,12.855254,,75.694931,36.838318,13.265326,29.470608,,15.274158,27.564796,12.431526 -2004-12-27,95.334938,3.054041,,,42.25,23.099365,21.9,39.295906,35.037975,,12.815743,,75.56662,36.065674,12.811859,29.506214,,15.526095,27.459208,12.591482 -2004-12-28,95.757195,3.103362,,,44.630001,23.175167,21.73,39.623428,35.270752,,12.86513,,75.362839,36.18618,13.067336,29.882675,,15.783889,27.599972,12.938056 -2004-12-29,95.826736,3.115934,,,44.82,23.093054,21.959999,39.779747,35.18816,,12.781174,,75.430763,36.242893,13.067336,30.243868,,15.971372,27.564796,13.098011 -2004-12-30,98.161552,3.133342,,,44.970001,23.118317,21.950001,39.496899,35.263245,,12.721912,,74.993004,36.172005,12.907662,30.320185,,15.824896,27.508471,12.845771 -2004-12-31,95.772095,3.114,,,44.290001,23.055145,22.02,39.318237,35.285759,,12.726849,,74.683556,36.335041,13.067336,30.228605,,15.75459,27.459208,12.788353 -2005-01-03,100.700043,3.060327,,,44.52,23.112009,21.41,39.712757,34.887794,,12.637952,,75.551529,35.505695,12.19873,30.241331,,15.496797,27.557751,12.538162 -2005-01-04,96.621567,3.091757,,,42.139999,22.834082,20.209999,39.616001,34.407215,,12.504612,,75.740219,35.26469,12.281759,29.435303,,15.496797,27.273729,12.529959 -2005-01-05,96.129768,3.118836,,,41.77,22.695122,19.75,39.668091,34.009228,,12.563873,,72.887222,35.080391,12.070996,29.613848,,15.391341,27.330528,12.632496 -2005-01-06,93.665794,3.121252,,,41.049999,22.878302,19.719999,40.233829,33.956635,,12.580131,,71.166367,35.526947,12.262601,28.312992,,15.403061,27.486748,12.251061 -2005-01-07,96.298668,3.348517,,,42.32,22.739328,19.92,40.189163,33.588692,,12.54512,,70.728607,35.293045,12.039071,28.139528,,15.408916,27.266624,12.236703 -2005-01-10,96.899757,3.334495,,,41.84,22.682482,20.129999,39.988194,34.009228,,12.455076,,69.415321,35.427727,12.454204,28.542553,,15.490946,27.174309,11.859372 -2005-01-11,96.144669,3.121736,,,41.639999,22.360346,14.86,39.891415,33.926613,,12.330025,,70.524818,35.335575,12.332853,28.66498,,15.321033,26.911591,11.76914 -2005-01-12,97.058723,3.165256,,,42.299999,22.537209,15.02,40.256165,33.836498,,12.41006,,71.77018,35.860115,12.7927,28.930248,,15.250728,26.975483,11.693262 -2005-01-13,97.03389,3.375112,,,42.599998,22.252966,15.16,39.928635,33.41597,,12.219987,,70.826729,35.831757,13.060946,28.894545,,14.840603,26.819271,11.354891 -2005-01-14,99.338898,3.394453,,,44.549999,22.436138,15.16,40.189163,33.708836,,12.209981,,71.747536,36.200375,13.233384,29.292459,,14.793735,26.847687,11.527153 -2005-01-18,101.291199,3.416213,,,44.580002,22.714064,15.5,40.561356,34.339619,,12.445073,,71.098442,36.50515,13.603826,29.450605,,14.823024,27.266624,11.883979 -2005-01-19,98.01252,3.37898,,,43.959999,22.385605,15.5,40.032837,33.768925,,12.40006,,70.238014,36.18618,13.820977,29.256752,,14.576953,26.868975,11.842962 -2005-01-20,96.333443,3.407026,,,42.360001,22.341385,15.64,39.727646,34.024227,,12.239988,,69.724777,35.952271,13.488864,28.542553,,14.63554,26.450047,11.609184 -2005-01-21,93.53167,3.408476,,,41.16,22.189796,15.49,39.459656,33.859028,,12.295014,,69.188896,35.753792,13.399452,28.46603,,14.342595,26.16601,11.418465 -2005-01-24,89.776093,3.421532,,,40.380001,22.271915,15.16,39.50433,33.956635,,12.275008,,65.211311,36.242893,13.354736,28.139528,,14.213696,26.187317,11.055485 -2005-01-25,87.987724,3.483908,,,40.939999,22.549839,15.75,39.660664,34.234486,,12.22999,,66.622711,36.384663,13.405829,27.563076,,14.407041,26.173105,11.073941 -2005-01-26,94.008568,3.493579,,,41.34,22.417196,15.98,39.660664,34.369652,,12.295014,,68.177513,36.646927,13.801816,28.394602,,14.407041,26.151815,11.34874 -2005-01-27,93.432312,3.512437,,,42.310001,22.49299,16.120001,39.511768,34.189426,,11.839828,,71.211655,36.682358,14.050901,27.976276,,14.459773,26.095013,10.875021 -2005-01-28,94.555008,3.577231,,,42.220001,22.581423,15.71,39.027927,34.317081,,11.814825,,70.902199,36.342125,13.840137,27.49675,,14.266426,26.272516,11.012421 -2005-01-31,97.177948,3.718425,,,43.220001,22.821445,15.8,39.0056,34.820194,,11.884847,,71.083344,36.57605,14.172247,27.440639,,14.155114,26.506842,11.073941 -2005-02-01,95.329971,3.748888,,,42.48,22.916189,16.27,39.161926,35.05299,,11.964883,,71.03051,37.7598,14.287204,28.226257,,13.979342,26.627552,11.145714 -2005-02-02,102.314545,3.850432,,,41.880001,22.897243,16.66,39.496899,35.09053,,12.199976,,72.894768,38.227638,14.325526,28.006903,,14.102382,26.641764,11.073941 -2005-02-03,104.748711,3.762428,,,35.75,22.783539,16.67,39.764866,34.84272,,12.315027,,75.476051,38.645855,14.504357,28.216047,,14.00864,26.549461,10.165468 -2005-02-04,101.519714,3.812232,,,35.720001,22.897243,17.49,39.794628,35.210674,,12.305017,,78.442261,39.19165,14.357464,28.517044,,14.196117,26.762468,10.388996 -2005-02-07,97.38163,3.817067,,,35.689999,22.884605,17.219999,39.831856,35.022957,,12.239988,,77.113884,39.269638,14.306363,28.338491,,14.594528,26.961287,10.458721 -2005-02-08,98.678192,3.911841,,,36.299999,23.010941,17.639999,39.601097,35.210674,,12.310024,,77.257286,39.732616,14.759833,28.272167,,14.96949,26.812178,10.575616 -2005-02-09,95.171005,3.807397,,,35.889999,22.796181,17.940001,39.094921,34.872768,,12.194973,,76.283646,39.561668,14.791762,27.695711,,14.78651,26.627552,10.36644 -2005-02-10,93.382637,3.789022,,,35.779999,22.770912,17.75,38.901382,35.240719,,12.054917,,75.264717,40.131519,14.976976,27.736515,,14.78651,26.592064,10.290563 -2005-02-11,93.094513,3.926831,,,35.779999,22.884605,18.110001,38.782284,35.158127,,12.134948,,77.755424,39.967705,15.251613,27.726316,,14.845539,26.613361,10.290563 -2005-02-14,95.871452,4.092202,,,36.029999,22.941463,18.24,38.819504,35.240719,,12.189976,,77.204453,40.48056,15.149421,27.894659,,15.040332,26.627552,10.222888 -2005-02-15,96.984215,4.27498,,,36.139999,22.985676,17.68,39.228897,35.338337,,12.265002,,77.71769,40.544655,14.868403,28.312992,,14.886858,26.663059,10.358235 -2005-02-16,98.563934,4.35815,,,35.66,22.878302,17.450001,39.154469,35.120575,,12.260001,,76.766693,41.655861,15.481532,28.103823,,14.727486,26.506842,10.333628 -2005-02-17,98.310585,4.245969,,,35.689999,22.758282,17.059999,39.228897,34.812698,,12.129949,,75.868523,41.406551,15.226061,28.0222,,14.792408,26.116308,10.212636 -2005-02-18,98.335426,4.197614,,,35.310001,22.663534,16.9,39.243797,34.347115,,12.094936,,75.634552,42.31831,15.321864,27.466145,,15.819503,25.924591,10.239294 -2005-02-22,95.066681,4.124115,,,34.720001,22.328756,17.0,38.707848,33.941628,,12.019901,,72.638153,41.492023,15.558171,26.415249,,15.695548,25.512754,10.177772 -2005-02-23,96.348351,4.266276,,,34.139999,22.278227,16.6,38.410099,34.339619,,12.074924,,73.226868,42.325424,15.494303,26.430548,,15.530271,25.903292,10.233143 -2005-02-24,93.834694,4.300124,,,34.689999,22.596035,17.620001,38.305874,34.692558,,12.084929,,73.543861,43.543488,15.820028,26.221399,,15.583389,26.0453,10.489484 -2005-02-25,92.33445,4.303026,,,34.990002,22.640524,17.77,38.328209,35.135578,,12.109942,,72.970245,45.060696,16.299042,26.369337,,15.854918,26.251223,10.493584 -2005-02-28,93.387604,4.338324,,,35.18,22.373573,17.450001,38.417538,35.03046,,12.034906,,73.566505,45.09631,16.120218,27.557974,,15.518461,25.952995,10.62483 -2005-03-01,92.428841,4.303509,,,35.389999,22.386282,17.959999,38.737625,35.353352,,12.164961,,74.834503,44.234432,15.328253,27.792637,,15.707343,26.336428,10.782738 -2005-03-02,91.991684,4.266759,,,35.5,22.627813,17.65,38.670628,35.307869,,12.164961,,76.691216,44.64756,15.628428,27.501852,,15.707343,26.265421,10.829905 -2005-03-03,92.900772,4.04143,,,35.650002,22.596035,17.52,39.348011,35.125908,,12.184968,,76.978027,44.911121,15.781703,26.731535,,15.695548,26.279627,10.989864 -2005-03-04,92.349358,4.140072,,,35.849998,22.958326,17.43,39.526649,35.467064,,12.249995,,79.257401,45.281513,15.934987,27.139654,,15.849016,26.634659,11.164171 -2005-03-07,93.794952,4.134271,,,36.32,22.964689,17.469999,39.288464,35.232037,,12.214977,,82.970825,44.875507,15.743385,27.292692,,16.043808,26.513945,11.309776 -2005-03-08,92.001617,3.919579,,,35.830002,22.920195,17.120001,39.020485,35.072834,,12.08993,,82.450035,44.946724,15.436824,27.042723,,15.795891,26.229927,11.188782 -2005-03-09,90.089058,3.805463,,,35.400002,22.716803,16.940001,39.042809,34.648251,,12.054917,,84.276558,43.301292,15.136649,27.11414,,15.784082,25.896187,11.188782 -2005-03-10,89.408485,3.851883,,,34.91,22.964689,17.02,38.819504,34.769558,,12.064922,,84.616203,43.002125,14.67041,26.828466,,15.78999,25.818083,11.135463 -2005-03-11,88.325531,3.894434,,,34.75,22.767651,16.360001,38.410099,34.701344,,12.004895,,95.854584,43.486492,15.105234,26.655016,,15.559783,25.640568,10.971406 -2005-03-14,86.929604,3.899271,,,34.599998,23.021902,16.440001,38.186779,34.724079,,12.049914,,97.175415,43.650322,15.21395,26.991711,,15.660126,25.881992,11.012421 -2005-03-15,88.727913,3.961163,,,34.18,22.882057,16.07,37.985786,34.526974,,11.834829,,98.632103,42.987873,15.066867,26.333628,,15.518461,25.739971,10.938592 -2005-03-16,87.232635,3.98244,,,33.869999,22.634174,16.030001,38.321758,33.965904,,11.714779,,95.197945,42.945141,15.201165,26.343824,,15.37679,25.739971,10.676102 -2005-03-17,89.065712,4.085917,,,33.970001,22.481621,16.120001,39.068333,33.950748,,11.70477,,94.050705,43.799915,15.616841,26.236702,,15.353181,25.668978,10.692505 -2005-03-18,89.438293,4.154579,,,34.16,22.805779,16.08,38.411358,34.072056,,11.679767,,94.488464,44.626186,16.179619,26.241802,,15.24693,25.569553,10.770432 -2005-03-21,89.855576,4.226144,,,33.669998,22.888412,15.75,38.202301,33.586826,,11.609735,,97.16787,44.270046,15.968574,26.206083,,15.176098,25.413347,10.698658 -2005-03-22,88.722946,4.142007,,,33.150002,22.56426,15.38,38.000736,33.101597,,11.5247,,95.967796,43.379654,15.859856,26.277502,,15.004913,24.894993,10.59407 -2005-03-23,88.911713,4.114929,,,33.18,22.56426,15.65,37.814068,33.344208,,11.70477,,94.216751,42.80267,15.079653,26.216286,,15.370893,24.802679,10.548956 -2005-03-24,89.045845,4.110092,,,32.880001,22.710443,16.120001,37.821545,33.169827,,11.654754,,100.020859,42.02626,15.290692,26.394842,,15.447627,24.802679,10.633031 -2005-03-28,90.123833,4.112994,,,33.389999,22.862993,15.47,38.067928,33.579243,,11.749792,,98.95665,41.94791,15.149997,27.001905,,15.483041,24.745874,10.700708 -2005-03-29,89.204811,4.037561,,,33.43,22.583321,15.42,37.903667,33.275986,,11.66976,,97.816963,41.506268,14.612808,26.72134,,15.134773,24.554155,10.780687 -2005-03-30,89.641968,4.139106,,,34.32,23.009182,16.209999,37.955929,33.374535,,11.854838,,98.118866,42.197205,14.612808,27.200867,,15.518461,24.816881,10.829905 -2005-03-31,89.671768,4.029825,,,34.27,22.920195,16.120001,37.410938,33.435207,,11.849829,,100.511459,42.453632,14.938956,27.552879,,15.506655,24.568365,10.59407 -2005-04-01,89.438293,3.954393,,,34.009998,22.545193,16.190001,36.574768,33.366951,,11.834829,,102.187027,43.13036,15.514515,25.813276,,15.435818,24.319832,10.51204 -2005-04-04,92.046326,3.973735,,,35.0,22.398994,15.95,36.888329,33.480682,,11.959876,,109.666702,43.201588,15.674397,25.440868,,15.305954,24.219431,10.542804 -2005-04-05,93.675728,4.051101,,,35.279999,22.56426,15.85,37.082443,33.594406,,12.104935,,107.613754,42.781307,15.78311,25.650036,,15.878529,24.80035,10.610475 -2005-04-06,93.998627,4.093653,,,34.82,22.56426,15.74,36.955521,33.814274,,12.121411,,104.473953,43.379654,16.441805,26.02244,,15.854918,24.872078,10.690456 -2005-04-07,96.25396,4.212604,,,34.900002,22.742228,16.18,36.507584,33.988655,,12.085925,,104.707924,43.344044,16.627258,26.088753,,15.878529,24.958141,10.356187 -2005-04-08,95.404488,4.230011,,,34.599998,22.716803,17.09,36.261196,33.87492,,12.040302,,107.228828,42.745689,16.31391,25.726553,,15.701441,24.742989,9.970648 -2005-04-11,95.990677,4.054003,,,34.599998,22.767651,17.02,36.216404,34.102371,,12.080855,,110.919601,42.945141,15.994153,26.037741,,15.618806,24.829037,9.743016 -2005-04-12,96.353317,4.125566,,,34.630001,22.93927,17.23,36.306,34.511791,,12.111273,,111.236603,43.044872,15.629626,26.282612,,15.866723,25.130255,9.83325 -2005-04-13,95.841644,3.968899,,,34.299999,22.653242,17.059999,36.261196,34.200947,,12.080855,,110.368629,42.133118,14.990123,25.940809,,16.102839,24.793186,9.660987 -2005-04-14,95.106422,3.603343,,,33.970001,22.56426,16.26,35.805798,33.87492,,11.989603,,105.945732,41.848171,15.181976,25.292929,,16.203184,24.520651,9.611771 -2005-04-15,91.902267,3.418631,,,33.02,22.723158,15.45,35.611679,33.571667,,11.660079,,101.824738,40.024662,14.548863,24.844002,,16.356653,24.334185,9.708156 -2005-04-18,92.880898,3.444742,,,33.0,22.882057,15.28,35.746056,33.912846,,11.766542,,102.451195,40.779724,14.900584,25.179241,,16.291727,24.843382,9.638433 -2005-04-19,95.081589,3.586903,,,32.779999,22.882057,15.28,35.537033,34.064472,,11.761472,,105.198517,41.762718,15.4122,25.184366,,16.185469,25.065712,9.478475 -2005-04-20,98.409935,3.434104,,,33.25,22.576963,14.65,35.350372,33.533764,,11.639805,,100.579384,40.701366,15.041281,24.810698,,15.795891,24.929451,9.365684 -2005-04-21,101.450165,3.595606,,,33.73,22.958326,14.99,35.671394,33.655071,,11.751333,,103.809761,42.225712,15.604058,25.066639,,16.085127,25.130255,9.517441 -2005-04-22,107.207718,3.433137,,,33.040001,22.945616,14.6,34.947224,33.639904,,11.761472,,98.896271,42.325424,15.642419,24.918188,,16.067417,25.008343,9.343125 -2005-04-25,111.04277,3.576264,,,33.529999,23.12359,14.7,35.104012,33.988655,,11.822309,,101.711525,42.710075,15.687183,25.271385,,15.955269,25.223492,9.730713 -2005-04-26,108.668221,3.499866,,,32.709999,22.996464,14.62,35.089069,33.821861,,11.741196,,104.322998,42.218586,15.501728,25.184366,,15.884433,25.158949,9.558453 -2005-04-27,109.179893,3.476656,,,31.719999,23.136309,14.51,35.305599,34.018986,,11.883143,,101.402077,41.584633,14.996514,25.706476,,15.890339,25.460169,9.517441 -2005-04-28,109.015953,3.437006,,,32.52,22.672306,14.16,35.126396,33.882496,,11.9237,,101.802094,39.889336,14.766288,25.36352,,15.754572,25.115919,9.958345 -2005-04-29,109.289177,3.487293,,,32.360001,23.009182,14.23,35.193596,34.147873,,12.065647,,102.073814,40.623005,14.484909,25.767908,,16.037907,25.452999,10.155215 -2005-05-02,110.426781,3.523075,,,33.099998,23.040968,14.32,35.68634,34.375317,,12.055511,,102.209671,41.12875,14.663975,25.829329,,16.179571,25.51037,10.214685 -2005-05-03,112.364182,3.5018,,,33.209999,22.945616,14.36,36.1343,34.390476,,12.065647,,105.138138,40.245491,14.209913,25.952177,,16.232697,25.460169,10.255699 -2005-05-04,113.511719,3.592705,,,33.959999,23.009182,14.68,36.171608,34.852962,,12.065647,,105.689117,40.765484,14.440139,26.320728,,16.427488,25.890474,10.378744 -2005-05-05,112.75663,3.547252,,,33.959999,22.786709,14.74,36.261196,34.761978,,12.00481,,107.508087,41.171486,14.843028,26.377031,,16.439297,25.747042,10.713015 -2005-05-06,113.27327,3.601408,,,34.52,22.786709,14.9,36.552376,34.489048,,11.974402,,109.213844,41.029026,14.740713,26.377031,,16.297626,25.539057,10.749927 -2005-05-09,112.279732,3.575297,,,34.639999,23.028246,15.05,36.768879,34.671017,,11.954116,,110.096916,41.321083,14.913386,26.63298,,16.510132,25.790075,10.710963 -2005-05-10,113.163979,3.522108,,,34.23,22.774002,15.07,36.373177,34.405647,,11.888212,,106.262733,40.765484,14.574437,26.65346,,16.327143,25.201977,10.64329 -2005-05-11,114.897697,3.443775,,,33.82,23.002829,15.09,36.2836,34.617928,,11.812169,,107.689232,41.016056,14.759901,26.556196,,16.434128,25.316719,10.858615 -2005-05-12,113.621002,3.300646,,,33.849998,22.799419,15.3,35.574345,34.375317,,11.786819,,104.489044,39.247688,13.883766,25.967535,,16.422235,24.979652,10.89963 -2005-05-13,113.879326,3.36254,,,33.900002,22.691378,15.48,35.186138,34.216103,,11.700637,,103.500305,38.445843,13.429717,25.645054,,16.558943,24.714289,11.073941 -2005-05-16,114.778473,3.437972,,,34.540001,23.034603,15.67,35.25333,34.761978,,11.837518,,103.772018,38.195255,13.154729,26.469175,,16.77886,24.91511,11.030876 -2005-05-17,115.811752,3.419598,,,34.73,23.174446,15.67,35.089069,34.981842,,11.908489,,102.692711,38.560402,13.883766,27.185799,,16.761024,25.252182,11.084192 -2005-05-18,118.807274,3.466017,,,35.330002,23.454113,15.82,35.635826,35.368507,,12.00481,,108.126991,38.410042,13.902954,27.89732,,16.903675,25.85461,11.289266 -2005-05-19,118.817207,3.631389,,,35.59,23.466822,15.86,35.583385,35.216885,,12.030157,,108.013779,39.254845,14.120388,27.738626,,17.070099,25.955032,11.295422 -2005-05-20,120.024361,3.631389,,,35.5,23.517666,16.0,35.336235,35.307869,,11.979465,,107.802444,38.667786,13.839008,27.825659,,16.986881,25.861801,11.276967 -2005-05-23,126.899643,3.845112,,,35.68,23.632072,15.95,35.838036,35.292706,,12.014955,,111.855507,39.197567,14.184341,28.040632,,17.093866,25.754217,11.262608 -2005-05-24,127.172867,3.83931,,,35.540001,23.562162,16.120001,35.688251,35.338192,,11.969327,,112.934814,39.405197,14.676764,27.948507,,17.14142,25.739862,11.233897 -2005-05-25,129.562317,3.847047,,,35.25,23.428684,16.16,35.426125,35.28511,,11.93891,,111.666817,39.863388,14.484909,27.718164,,17.040379,25.754217,11.279014 -2005-05-26,128.762527,3.939888,,,35.450001,23.479538,16.360001,35.433605,35.414021,,11.989603,,111.319626,40.249996,14.510496,28.08671,,17.177084,25.775728,11.317976 -2005-05-27,132.140549,3.922481,,,35.5,23.441395,16.209999,35.403641,35.368507,,11.999743,,112.610268,40.665249,14.612808,28.076464,,16.850185,25.675327,11.408209 -2005-05-31,137.739136,3.845112,,,35.509998,23.187153,16.4,35.373692,35.118324,,11.852724,,110.579964,40.235672,14.772686,27.861486,,16.582712,25.639458,11.23595 -2005-06-01,143.069473,3.897335,,,36.5,23.473181,16.719999,35.890484,35.43988,,11.802032,,111.817772,40.915825,15.693583,28.818699,,16.743193,25.646626,11.268762 -2005-06-02,143.019791,3.872192,,,36.41,23.454113,17.049999,36.115158,35.355663,,11.873004,,118.135117,41.037521,15.731955,29.284506,,16.761024,25.632294,11.535356 -2005-06-03,139.224472,3.698117,,,35.59,23.326984,17.08,35.463558,35.049423,,11.832448,,116.293503,40.915825,15.994153,29.095104,,16.618376,25.496025,11.373348 -2005-06-06,144.529968,3.667171,,,35.77,23.269791,17.01,35.748161,35.141296,,11.812169,,116.919952,41.237995,15.859856,29.422716,,16.648102,25.467331,11.441022 -2005-06-07,145.61293,3.533713,,,35.349998,23.415977,17.559999,35.770641,35.110672,,11.883143,,106.798615,41.130608,15.674397,30.185408,,16.618376,25.44582,11.3836 -2005-06-08,138.87674,3.570462,,,34.830002,23.390554,17.799999,35.62833,35.148945,,11.933838,,105.42495,40.615112,15.86003,29.816856,,16.434128,25.58209,11.30157 -2005-06-09,142.229935,3.641059,,,35.200001,23.384205,18.209999,35.815571,35.286755,,11.867936,,105.968376,41.839378,15.968887,30.072794,,16.362804,25.460169,11.340537 -2005-06-10,140.337234,3.463116,,,34.950001,23.282492,17.57,35.935413,35.217854,,11.979465,,103.402191,41.79641,16.327446,30.175177,,16.451962,25.409966,11.231848 -2005-06-13,140.461441,3.47182,,,34.869999,23.231653,17.32,36.160103,35.156597,,12.121411,,101.590767,41.846535,16.423494,30.262196,,16.576771,25.460169,11.342587 -2005-06-14,138.27565,3.481491,,,35.040001,23.142668,17.08,37.208652,35.194885,,12.116348,,104.730568,41.918121,16.481123,34.705292,,16.873951,25.531887,11.328231 -2005-06-15,136.512115,3.59077,,,35.240002,23.085457,17.049999,37.335976,35.677208,,12.172112,,111.289436,42.419285,16.750044,35.478214,,16.89773,25.610781,11.342587 -2005-06-16,137.823593,3.672973,,,35.580002,22.951975,17.389999,36.961491,35.54705,,12.141689,,114.233002,43.04216,16.80126,35.048241,,16.998774,25.747042,11.281063 -2005-06-17,139.244354,3.704886,,,35.310001,23.199863,17.440001,36.646919,35.70784,,12.17718,,113.410316,43.59343,17.031771,34.981697,,17.105755,25.876141,11.18673 -2005-06-20,142.423676,3.637192,,,35.689999,23.06003,17.530001,36.594513,35.761429,,12.202525,,117.312424,43.564781,16.967743,34.920269,,17.093866,25.85461,11.162123 -2005-06-21,142.98999,3.661367,,,35.380001,22.977409,17.799999,36.347336,36.044704,,12.10113,,116.044426,42.605431,16.58357,34.935631,,17.004717,25.847448,11.047279 -2005-06-22,143.715271,3.728096,,,35.220001,22.704088,17.91,36.54208,36.037052,,12.055511,,115.448166,42.719986,16.974144,35.073837,,17.111702,26.005226,11.067789 -2005-06-23,143.918945,3.760978,,,35.43,22.166866,17.620001,35.860512,35.677208,,11.994676,,113.259361,42.254631,16.80126,34.828133,,17.177084,25.768562,10.909883 -2005-06-24,147.664581,3.651697,,,35.02,22.243607,17.17,35.478531,35.792049,,11.913561,,111.71965,41.631771,17.243059,34.741108,,16.95122,25.51037,10.754027 -2005-06-27,151.067459,3.587869,,,34.5,22.13489,16.65,35.590885,35.52409,,11.949046,,111.508316,42.455082,17.787317,34.648991,,16.689705,25.524717,10.655591 -2005-06-28,150.024231,3.608179,,,33.709999,22.480244,17.700001,36.272442,35.730816,,12.014955,,116.263306,42.304737,17.582422,35.406555,,16.582712,25.761381,10.881174 -2005-06-29,145.414215,3.517273,,,33.349998,22.384304,17.370001,36.354851,35.914555,,12.136619,,113.991478,41.839378,17.390345,35.396305,,16.547058,25.790075,10.698658 -2005-06-30,146.124603,3.559824,,,33.09,22.160467,17.34,36.100182,34.919262,,12.040302,,113.115959,41.144917,17.223848,35.173084,,16.392519,25.33107,10.59407 -2005-07-01,144.683975,3.529845,,,32.91,22.218027,17.450001,36.160103,34.436924,,12.131554,,114.534904,41.746311,18.261129,35.291092,,16.107229,25.389008,10.468974 -2005-07-05,146.899567,3.672973,,,34.080002,22.205242,18.040001,37.298531,34.536465,,12.217736,,116.127449,43.05648,18.613285,36.307037,,16.077509,25.323833,10.659695 -2005-07-06,144.8181,3.615916,,,34.060001,21.949421,18.51,36.983967,34.222565,,12.13167,,113.478241,42.319061,18.453211,36.322422,,15.911089,25.055887,10.372595 -2005-07-07,146.815109,3.639124,,,33.959999,21.859879,18.73,37.081326,34.20726,,12.003212,,113.259361,42.612591,18.722143,36.209549,,15.899206,24.95451,10.292612 -2005-07-08,147.157883,3.699084,,,34.740002,22.377918,18.940001,37.373432,34.567089,,12.111114,,114.791527,42.52668,18.837393,37.338364,,16.131004,25.207962,10.618679 -2005-07-11,145.727188,3.684577,,,35.59,22.454666,19.01,37.298531,34.582409,,12.224162,,117.146378,42.934757,19.048683,37.774498,,16.119118,25.316584,10.66995 -2005-07-12,144.94725,3.698117,,,36.310001,22.448263,19.370001,37.515732,34.689583,,12.270404,,118.78421,42.877495,19.420055,38.323528,,16.089399,25.526594,10.655591 -2005-07-13,148.464386,3.708755,,,36.509998,22.499443,19.25,37.553177,35.026451,,12.27554,,119.335182,42.784412,19.528902,38.174717,,16.184496,25.700396,10.604322 -2005-07-14,149.472824,3.940854,,,37.189999,22.787233,19.879999,37.830307,35.072392,,12.383449,,119.365372,41.946766,19.663364,38.482586,,16.404408,25.845238,10.758131 -2005-07-15,149.621857,4.01822,,,37.150002,22.723274,20.01,37.635559,35.20253,,12.393727,,118.867233,41.638924,19.324011,38.939251,,16.386576,25.96834,10.807346 -2005-07-18,148.802185,4.012417,,,37.189999,22.512226,19.940001,37.440838,34.513508,,12.249849,,120.059753,41.631771,18.850195,38.85714,,16.196379,25.71487,10.73557 -2005-07-19,153.948715,4.176821,,,38.169998,22.595358,20.67,37.26857,34.314434,,12.224162,,119.59935,42.082787,19.39444,39.190655,,16.273649,25.497631,10.583817 -2005-07-20,154.991928,4.219373,,,38.169998,22.576176,20.59,37.448334,34.34507,,12.229296,,123.108986,42.240303,19.426466,38.887939,,16.083456,25.46142,10.66995 -2005-07-21,155.955658,4.186493,,,37.950001,22.384304,20.370001,36.991459,34.146008,,12.183052,,120.323921,41.445625,19.119118,37.902786,,15.804107,25.635227,10.585869 -2005-07-22,150.222946,4.255155,,,37.950001,22.429075,20.49,37.103798,34.33741,,12.18819,,120.474869,42.598278,19.785027,38.436394,,15.750615,25.78005,10.524344 -2005-07-25,146.969101,4.236782,,,37.950001,22.237217,19.75,37.036385,34.191944,,12.244711,,119.584251,42.913284,19.669771,37.769379,,15.703065,25.664188,10.345932 -2005-07-26,147.088333,4.219373,,,37.740002,22.192455,19.85,37.096306,34.092407,,12.352618,,116.904854,42.669865,19.65056,38.42614,,15.596077,25.613491,10.333628 -2005-07-27,147.505615,4.254188,,,43.650002,22.256401,20.1,37.298531,33.801487,,12.49135,,118.580421,42.669865,19.68898,39.965443,,15.869488,25.599016,10.325425 -2005-07-28,145.801697,4.235813,,,45.68,22.307562,20.27,37.313519,33.694294,,12.707163,,118.112473,42.956245,19.592937,40.263035,,15.911089,25.678665,10.803246 -2005-07-29,142.950241,4.1246,,,45.150002,22.064535,20.08,36.961491,33.380405,,12.563291,,116.685974,42.061317,19.55452,39.303528,,15.750615,25.446936,10.776586 -2005-08-01,144.862808,4.134271,,,44.93,21.904648,20.049999,37.096306,33.426331,,12.573563,,115.576477,42.404976,19.62495,39.857685,,15.833819,25.562799,10.702761 -2005-08-02,148.628311,4.176821,,,46.509998,21.904648,20.42,37.298531,33.640713,,12.671198,,116.987877,42.820229,20.009127,39.606266,,16.012133,25.743843,10.686356 -2005-08-03,147.689423,4.179724,,,46.110001,21.879063,20.65,37.208652,33.518208,,12.830483,,114.904739,42.240303,19.759411,39.92952,,16.006187,25.787292,10.64329 -2005-08-04,147.90303,4.130402,,,45.459999,21.75115,20.15,36.916553,33.464615,,12.712298,,112.376289,41.896656,20.156395,39.429249,,15.810046,25.678665,10.45462 -2005-08-05,145.230423,4.15748,,,45.27,21.623245,19.91,36.939022,33.112438,,12.645508,,110.625244,41.588799,19.874662,38.790447,,15.602015,25.526594,10.364388 -2005-08-08,144.683975,4.1246,,,45.66,21.591265,19.959999,36.811695,32.875099,,12.573563,,107.364685,42.132912,20.386896,37.951523,,15.578244,25.338316,10.456674 -2005-08-09,144.842941,4.237748,,,45.93,21.834299,20.42,36.864136,32.844479,,12.609537,,107.908112,42.569637,20.207615,38.328648,,15.869488,25.367283,10.616628 -2005-08-10,141.916962,4.195197,,,44.759998,21.668013,20.6,36.579521,32.729641,,12.666054,,108.02887,43.09483,21.449783,37.889938,,15.797646,25.200729,10.534598 -2005-08-11,141.107239,4.255155,,,45.209999,22.070923,20.690001,36.661903,32.760269,,12.712298,,107.900558,43.850254,22.006832,37.466652,,15.827577,25.207962,10.741723 -2005-08-12,143.92392,4.458242,,,44.200001,21.904648,20.700001,36.47467,32.683693,,12.568429,,110.134651,43.922203,21.942816,38.182423,,15.659963,24.845896,10.66995 -2005-08-15,141.082397,4.611042,,,45.040001,21.879063,20.85,36.774258,33.058853,,12.568429,,109.357246,43.468937,21.289717,38.905884,,15.683911,25.092104,10.713015 -2005-08-16,141.902069,4.472748,,,44.27,21.668013,20.299999,35.62833,33.472271,,12.46566,,103.522949,42.497681,20.70064,37.789886,,15.594116,25.041403,10.47718 -2005-08-17,141.628845,4.559786,,,44.119999,21.808712,21.190001,35.395412,33.479939,,12.439973,,103.772018,41.857372,19.778622,37.782185,,15.659963,24.95451,10.526396 -2005-08-18,139.090347,4.477584,,,43.73,21.738369,20.870001,35.493103,33.533516,,12.357757,,104.730568,41.807022,19.644154,37.482037,,15.492352,25.099346,10.489484 -2005-08-19,139.095322,4.432131,,,43.720001,21.712774,20.549999,34.997208,33.395714,,12.403999,,101.998337,42.317837,20.201212,36.673889,,15.294801,25.012445,10.479228 -2005-08-22,136.119675,4.436001,,,43.77,21.725571,20.629999,35.064835,33.487587,,12.347479,,103.024811,42.497681,20.380493,36.519958,,15.181072,24.990719,10.384895 -2005-08-23,138.886673,4.423428,,,43.419998,21.725571,20.5,34.816895,33.181343,,12.43483,,105.606087,42.447323,20.463745,36.150539,,15.01944,24.874847,10.302868 -2005-08-24,140.372009,4.426328,,,42.369999,21.450571,20.65,34.223347,32.852139,,12.285815,,103.862595,42.361,21.027185,34.972961,,15.001475,24.512766,10.134707 -2005-08-25,140.381958,4.454375,,,42.310001,21.42499,20.99,34.027996,32.974621,,12.270404,,104.209785,42.576832,21.046404,35.981213,,14.887739,24.708296,10.136758 -2005-08-26,140.873749,4.423428,,,42.369999,21.348242,21.0,34.336029,32.798542,,12.183052,,102.292694,42.022861,20.521372,35.411663,,14.899713,24.367947,10.134707 -2005-08-29,143.293015,4.433098,,,42.790001,21.488934,20.84,34.29847,33.196655,,12.244711,,104.330544,42.030041,21.065605,35.673359,,15.025418,24.556221,10.091641 -2005-08-30,142.706833,4.503695,,,42.490002,21.258699,20.370001,33.952854,32.997593,,12.234438,,102.104004,42.166744,21.90439,35.981213,,15.049367,24.317251,9.960395 -2005-08-31,142.075928,4.534641,,,42.700001,21.495337,20.77,33.780048,33.330666,,12.37317,,102.541763,43.09483,22.301371,36.681599,,15.252901,24.541737,10.054729 -2005-09-01,142.200119,4.473717,,,41.84,21.194746,20.879999,33.810089,33.384888,,12.342342,,100.134079,44.375454,23.037712,36.158226,,15.145152,24.664845,9.985003 -2005-09-02,143.293015,4.469848,,,41.509998,21.316263,20.9,33.471996,33.237728,,12.265261,,99.349129,43.656006,22.320585,35.496326,,15.163116,24.701048,9.905022 -2005-09-06,142.62735,4.719354,,,43.619999,21.706383,21.52,34.328526,33.578541,,12.455381,,100.549194,43.92939,22.160501,36.335243,,15.486363,25.034168,9.954245 -2005-09-07,146.482269,4.707749,,,43.73,21.75115,22.549999,34.456234,33.547554,,12.37317,,101.779457,44.217159,22.378202,36.758564,,15.74377,25.265903,9.898873 -2005-09-08,146.740601,4.814128,,,42.959999,21.64883,23.08,34.456234,33.330666,,12.337204,,96.465942,44.102055,22.403822,36.804733,,15.869488,25.084856,9.886568 -2005-09-09,148.578644,4.962091,,,42.950001,21.731974,23.85,34.478786,33.268703,,12.357757,,100.186913,45.468998,22.948063,37.551304,,15.761732,25.215214,9.923482 -2005-09-12,153.869232,4.970796,,,44.5,22.019768,23.379999,34.478786,33.07505,,12.239576,,98.971748,44.979786,22.397413,38.759651,,15.767715,25.034168,9.937837 -2005-09-13,154.832962,4.914705,,,43.93,21.923841,23.299999,33.862701,33.044075,,12.224162,,98.307556,44.51215,22.205109,34.472706,,15.552212,24.730026,9.835299 -2005-09-14,150.521011,4.797688,,,43.099998,21.776735,23.629999,33.584702,33.028576,,12.172771,,97.265984,44.943817,22.22434,34.526577,,15.582144,24.795191,9.671244 -2005-09-15,150.33223,4.822833,,,42.709999,21.987791,23.639999,33.299194,33.098297,,12.285815,,95.341347,44.936615,22.333279,34.095554,,15.3846,24.715536,9.697904 -2005-09-16,149.130051,4.952421,,,42.799999,22.045351,22.65,32.961086,33.834148,,12.450245,,93.763901,45.828728,22.173079,33.99551,,15.504321,25.338316,9.634331 -2005-09-19,150.913452,5.090714,,,42.75,21.776735,22.34,33.06628,33.60952,,12.362891,,90.548615,46.49781,23.499613,32.510082,,15.324735,25.048662,9.539997 -2005-09-20,152.960144,5.143903,,,41.869999,21.642429,23.0,32.46521,33.307434,,12.37317,,90.239166,46.425865,23.159973,31.948242,,15.205016,25.005201,9.46617 -2005-09-21,154.942245,5.039458,,,41.25,21.456957,22.1,31.924252,32.734238,,12.30123,,86.910675,46.742413,23.339401,31.555714,,15.15114,24.628643,9.570759 -2005-09-22,154.678955,5.019149,,,42.080002,21.437645,22.209999,32.45018,32.680012,,12.244711,,92.012856,46.749619,23.108707,32.479298,,15.115218,24.802437,9.907074 -2005-09-23,156.661072,5.144869,,,42.189999,21.502028,22.98,32.457695,32.710991,,12.21388,,91.326019,45.92226,22.54476,33.033447,,14.887739,24.672081,9.954245 -2005-09-26,156.124557,5.206762,,,43.34,21.418339,23.629999,32.390079,32.532852,,12.249849,,91.741142,46.476234,23.775169,33.602997,,15.079293,24.563465,9.974749 -2005-09-27,155.955658,5.16808,,,43.16,21.656532,23.77,32.382553,32.470875,,12.147083,,91.718498,46.490616,24.524954,33.687645,,14.845834,24.5345,9.956295 -2005-09-28,152.011307,4.939848,,,43.369999,21.559967,24.17,32.405102,32.223,,12.280686,,91.092049,46.548161,25.069674,33.195087,,14.88176,24.563465,9.839401 -2005-09-29,153.809616,5.061702,,,44.790001,21.662971,24.870001,32.71315,32.610302,,12.18819,,92.843094,46.620113,24.999184,33.187382,,15.01944,24.874847,10.075234 -2005-09-30,157.20752,5.18452,,,45.299999,21.675848,25.200001,32.923527,32.610302,,12.316648,,93.914848,45.713612,24.742844,33.565208,,14.947603,24.570705,10.274155 -2005-10-03,158.310349,5.264787,,,46.009998,21.39259,25.66,32.878437,32.571575,,12.311512,,94.42054,44.958195,25.550299,32.886658,,15.139165,24.708296,10.335679 -2005-10-04,154.495163,5.19806,,,44.93,21.147955,24.360001,32.946056,32.463135,,12.311512,,94.503563,43.562469,25.813049,32.262074,,15.10923,24.576635,10.364388 -2005-10-05,154.351089,5.104253,,,44.490002,21.038513,24.0,32.683113,32.501865,,12.146145,,93.152542,42.41135,23.884119,31.560389,,14.845834,24.466915,10.214685 -2005-10-06,155.364502,4.999806,,,44.009998,21.624342,23.83,33.006172,32.710991,,12.02634,,89.869331,42.137978,22.429405,32.678474,,14.756047,24.620522,10.596121 -2005-10-07,155.483734,4.961124,,,43.720001,22.029917,24.0,33.081306,32.741989,,11.849262,,90.948639,42.878998,22.538353,32.840385,,14.600404,24.796072,10.466923 -2005-10-10,154.321289,4.871186,,,43.759998,21.881859,23.110001,33.464489,32.602558,,11.854469,,88.986267,42.087601,21.519421,32.2775,,14.636322,24.518122,10.524344 -2005-10-11,152.060989,4.989169,,,43.400002,21.759535,24.0,33.825134,32.439892,,11.750299,,89.408928,42.735115,22.698563,32.578213,,14.546533,24.364523,10.487433 -2005-10-12,149.512558,4.762874,,,42.549999,21.759535,21.0,33.765022,32.44762,,11.620088,,87.514481,42.404156,22.429405,31.614372,,14.86979,24.335264,10.401303 -2005-10-13,147.758972,5.197093,,,42.619999,21.901163,21.629999,33.629784,32.532852,,11.588836,,87.95224,41.843002,21.314341,32.200401,,14.666248,24.68635,10.848364 -2005-10-14,147.113174,5.222237,,,43.790001,22.10717,21.190001,33.840157,32.571575,,11.562795,,87.303146,42.18832,21.788572,33.38015,,14.558501,24.927734,10.844261 -2005-10-17,151.514542,5.16808,,,45.02,21.894726,21.370001,33.990421,32.571575,,11.562795,,91.809067,42.346607,22.557581,33.218216,,14.438777,24.869211,10.887324 -2005-10-18,150.660095,5.049129,,,44.650002,21.888288,21.049999,33.90778,32.19976,,11.510709,,89.657997,40.504826,21.243849,32.508823,,14.444758,24.700979,10.786839 -2005-10-19,153.352585,5.313142,,,45.860001,22.152237,21.34,34.553925,32.873646,,11.67217,,93.167641,41.130745,21.7309,33.079437,,14.348985,25.403172,11.225695 -2005-10-20,150.620361,5.429192,,,45.009998,21.811037,21.0,34.260899,32.687763,,11.739882,,91.416595,39.713436,20.250557,33.835091,,13.109835,25.417805,11.112906 -2005-10-21,168.851776,5.382771,,,45.950001,21.714466,21.85,34.351063,32.734238,,11.979469,,91.884544,39.835747,20.686319,33.927624,,12.720728,25.695757,11.281063 -2005-10-24,173.198517,5.492052,,,46.93,21.971985,22.120001,34.719215,33.601768,,12.286771,,94.397896,40.900532,21.756527,34.968575,,12.624953,26.156551,11.43897 -2005-10-25,172.334137,5.425323,,,46.169998,21.830351,22.35,34.103123,33.446865,,12.338851,,91.960022,41.152328,22.384552,34.344013,,12.690799,26.127306,11.43897 -2005-10-26,176.571579,5.515261,,,39.75,21.695158,22.82,34.245876,33.462353,,12.318022,,91.907188,40.432877,22.41659,33.696285,,12.60699,26.405251,11.34874 -2005-10-27,175.389267,5.358594,,,39.060001,21.617908,21.82,33.614754,33.446865,,12.344067,,87.189934,40.001217,21.916737,32.701603,,12.630935,26.354053,11.020624 -2005-10-28,177.92775,5.267688,,,38.950001,21.920475,22.32,34.185768,34.06654,,12.443024,,88.646622,40.512016,22.096174,32.878948,,12.870386,26.653942,11.406158 -2005-10-31,184.867615,5.569417,,,39.860001,21.830351,23.219999,35.545677,33.880638,,12.422192,,90.759949,40.389709,22.871588,34.128094,,13.01405,26.785601,11.598927 -2005-11-01,188.464218,5.560714,,,40.369999,21.630779,23.08,35.305256,33.787685,,12.385734,,89.265526,40.576775,22.82032,34.274605,,12.900315,26.953836,11.545609 -2005-11-02,188.613251,5.797648,,,40.75,21.765968,24.200001,35.733521,34.143997,,12.453438,,92.737427,41.281837,23.262503,35.539169,,12.930248,27.209845,11.824508 -2005-11-03,191.727997,5.981394,,,41.560001,21.875416,24.5,35.650879,34.089767,,12.250313,,92.692139,42.137978,23.83284,36.780621,,13.091872,27.129387,12.070598 -2005-11-04,193.953522,5.913699,,,41.09,21.901163,24.629999,35.831184,34.260178,,12.323232,,93.590302,41.655937,22.756237,37.459164,,13.325337,27.290314,12.452032 -2005-11-07,196.238663,5.824727,,,41.389999,21.901163,24.889999,36.101681,34.438347,,12.19302,,93.628044,41.080387,22.429405,37.328087,,13.331324,27.560938,12.472538 -2005-11-08,193.690231,5.792815,,,41.950001,21.733784,24.540001,35.77108,34.384129,,12.291976,,90.133499,41.485332,22.589624,36.086655,,13.228684,27.312248,12.099305 -2005-11-09,188.34996,5.813123,,,41.400002,21.836786,24.52,36.214386,34.500317,,12.291976,,89.461761,41.579338,22.737009,35.878445,,13.379625,27.590208,12.099305 -2005-11-10,194.286362,5.9166,,,42.18,22.210176,24.82,36.845486,35.088985,,12.443024,,89.273071,40.820061,21.295115,36.610985,,13.409817,28.02907,12.292076 -2005-11-11,193.938614,5.951414,,,42.68,22.306742,24.76,36.815449,35.212925,,12.474274,,86.646507,40.870678,21.666813,36.271706,,13.542644,27.985186,12.365899 -2005-11-14,197.202393,5.94271,,,42.529999,22.145803,25.0,37.040848,35.336853,,12.474274,,85.680412,40.964691,22.102581,35.855331,,13.433968,27.890102,12.431526 -2005-11-15,195.130859,6.022978,,,44.450001,22.145803,25.5,36.650166,35.050266,,12.443024,,87.401268,40.805603,22.179478,33.842804,,13.216607,27.597513,12.419219 -2005-11-16,197.788574,6.281189,,,45.299999,22.235931,25.549999,36.725292,34.833382,,12.406568,,88.080551,41.347927,23.307362,34.613888,,12.902644,27.656027,12.47664 -2005-11-17,200.421448,6.239605,,,46.740002,22.313183,25.889999,36.995766,35.119965,,12.588861,,90.193878,41.492565,23.172787,34.906906,,12.890566,27.743797,12.804755 -2005-11-18,198.81192,6.243473,,,47.98,23.014893,26.74,37.19112,35.290379,,12.698237,3.1625,90.148598,42.121666,23.326588,35.400391,,13.041509,27.816956,12.706324 -2005-11-21,203.357361,6.282157,,,47.990002,23.304592,27.040001,37.281273,35.507271,,12.693031,3.26875,90.684479,42.931564,23.928972,36.279434,,13.126036,27.663338,13.083658 -2005-11-22,206.889389,6.433021,,,48.849998,23.214462,27.09,37.717037,35.708656,,12.901368,2.9375,91.899643,43.141273,24.524954,37.135319,,12.908683,27.941303,12.940107 -2005-11-23,210.063736,6.490079,,,48.240002,23.137205,26.219999,37.995029,36.181171,,12.854496,2.975,91.45433,43.293125,24.383984,37.783028,,13.06566,28.365532,13.022136 -2005-11-25,212.925125,6.705738,,,48.060001,23.304592,26.52,37.934929,36.398064,,12.901368,2.96,89.929718,43.466679,24.627489,39.039894,,13.083776,28.424059,13.001628 -2005-11-28,210.371735,6.736685,,,48.349998,23.162956,26.49,37.566784,36.06498,,13.062835,2.9625,88.156029,42.476002,23.051022,38.662067,,13.035474,28.453306,12.767845 -2005-11-29,200.466156,6.585821,,,48.549999,23.130777,25.58,36.822968,36.235386,,13.047208,2.66875,88.533409,42.186749,23.512432,37.590256,,12.963021,28.497204,12.648902 -2005-11-30,201.146729,6.558742,,,48.459999,22.995579,26.18,36.484859,35.930027,,12.974288,2.81375,86.880486,41.962585,23.864902,37.197002,,12.800001,27.977869,12.488949 -2005-12-01,205.707077,6.924299,,,49.0,23.014893,27.41,36.086651,35.922199,,13.177421,2.89375,87.038979,42.917099,24.633907,37.543995,,12.908683,28.211931,12.771943 -2005-12-02,207.500412,7.02391,,,49.060001,22.853958,27.950001,36.041557,36.117943,,13.057626,3.0825,90.193878,42.714619,24.364746,37.66737,,12.860382,28.51914,13.095962 -2005-12-05,201.613693,6.945575,,,48.830002,23.027767,27.27,35.417953,36.352818,,13.172213,3.2075,88.088097,43.032803,25.088902,37.960384,,12.890566,28.416737,13.108264 -2005-12-06,200.962936,7.161233,,,49.259998,23.047075,26.950001,35.778599,36.258884,,13.125335,3.0875,92.812897,43.162952,25.377272,38.029778,,12.763776,28.416737,13.042641 -2005-12-07,200.80397,7.151562,,,48.830002,22.899015,26.67,35.876282,35.906548,,13.068044,3.20625,91.7034,42.678471,25.281147,37.744473,,12.739621,28.138792,12.853974 -2005-12-08,203.998184,7.164134,,,48.349998,22.757383,25.65,35.838707,35.84391,,12.943039,3.1875,91.922279,42.96772,26.27125,38.554104,,12.667171,28.270445,12.653004 -2005-12-09,203.277878,7.188313,,,48.740002,22.87326,26.9,36.124214,35.937862,,12.969077,3.125,93.431801,42.302448,25.694492,38.677471,,12.43774,28.614225,12.759643 -2005-12-12,204.971863,7.244401,,,49.07,22.886141,26.99,36.575012,35.812592,,12.948248,3.18625,93.846924,42.562767,25.781006,38.43074,,12.643021,28.636171,12.669409 -2005-12-13,207.396088,7.251172,,,49.5,22.834644,27.030001,37.168587,36.407631,,13.031583,3.19875,93.786537,42.707397,26.626911,33.881351,,13.470196,28.826347,12.919598 -2005-12-14,208.126343,6.963948,,,49.41,23.027767,27.549999,37.311756,36.626869,,12.953453,3.375,93.394066,43.285881,26.944365,34.459671,,13.796227,28.928753,12.985221 -2005-12-15,209.909744,6.980389,,,49.48,23.175835,27.9,37.123363,36.548569,,12.943039,3.42375,92.375137,43.018337,26.944365,34.598465,,13.760003,28.950689,12.968816 -2005-12-16,213.685181,6.876913,,,49.209999,23.214462,28.17,37.130894,36.775639,,13.000329,3.455,90.382568,41.984291,26.270996,34.66785,,13.633207,29.1043,12.792454 -2005-12-19,210.928116,6.903023,,,48.369999,23.059958,28.120001,36.897266,36.431122,,12.932622,3.31125,89.597618,41.723957,26.328711,33.703995,,14.683777,28.965328,12.570974 -2005-12-20,213.481506,6.973619,,,48.139999,22.879702,29.219999,36.625965,36.556393,,12.838864,3.50875,89.212692,41.890274,26.444151,34.012432,,14.490571,28.965328,12.370003 -2005-12-21,211.787521,7.108043,,,48.970001,22.73807,29.34,36.663643,36.517246,,12.7347,3.56875,89.378738,41.651649,26.549955,33.503525,,14.51472,29.133568,12.521754 -2005-12-22,214.624084,7.158331,,,49.220001,22.964993,30.02,36.625965,36.736481,,12.802406,3.5875,89.031548,41.290085,26.165178,33.349297,,14.526792,29.294472,12.624295 -2005-12-23,214.072662,7.093538,,,49.220001,22.964993,30.5,36.430023,36.75214,,12.828453,3.9025,90.4505,41.290085,25.741917,34.158932,,14.466419,29.404194,12.53406 -2005-12-27,210.947983,7.17864,,,48.560001,22.73159,31.200001,35.970306,36.454617,,12.828453,4.1575,90.533524,40.400654,24.924259,33.688572,,14.267174,29.331051,12.529959 -2005-12-28,211.96637,7.114813,,,48.060001,22.764002,31.700001,36.053204,36.227547,,12.823246,4.54375,89.348549,40.675438,25.434088,33.696285,,14.249058,29.192068,12.53406 -2005-12-29,208.717499,6.909791,,,47.990002,22.815878,30.530001,35.78191,36.164921,,12.823246,4.9825,88.156029,40.668213,24.933878,33.943497,,14.158495,29.155489,12.513551 -2005-12-30,206.089584,6.952344,,,47.150002,22.725107,30.6,35.269451,36.133602,,12.755531,4.78875,87.197479,40.617588,25.337898,33.588146,,14.08,29.031145,12.308481 -2006-01-03,216.208771,7.228929,,,47.580002,22.932571,32.400002,34.83989,36.861759,,12.870114,4.17,88.367363,42.280754,26.511471,34.553764,,14.357739,29.396868,12.661205 -2006-01-04,221.181427,7.250205,,,47.25,22.90016,32.560001,34.907711,36.470284,,12.963868,3.95875,87.559769,42.353077,27.425337,34.028461,,14.822648,29.227201,12.989322 -2006-01-05,224.162048,7.193145,,,47.650002,22.84181,33.68,34.432934,36.517246,,12.995123,4.45375,88.986267,42.143375,26.405666,33.603592,,14.840754,29.315737,12.964714 -2006-01-06,231.325455,7.378825,,,47.869999,22.997417,33.779999,34.576122,36.46244,,13.160087,4.43375,90.163689,42.974957,26.646151,36.345947,,15.003783,29.522284,12.968816 -2006-01-09,231.941452,7.354649,,,47.080002,22.939066,33.25,34.448006,36.485931,,13.207592,4.47875,92.609116,42.953266,26.578814,36.925331,,15.003783,30.001783,12.837567 -2006-01-10,233.362198,7.819816,,,45.650002,22.815878,34.93,34.561024,36.180576,,13.128412,4.6875,94.412994,43.285881,27.252186,37.280659,,14.756227,30.046041,12.722729 -2006-01-11,234.291168,8.113807,,,44.93,22.971476,36.27,35.096115,36.094448,,13.233989,4.71125,94.126183,43.582371,27.656204,37.257481,,14.943403,30.023914,12.763743 -2006-01-12,230.317017,8.151525,,,44.360001,22.692684,35.349998,34.470619,35.859573,,13.17592,4.81375,93.19783,43.126812,27.665825,36.956238,,14.840754,29.470644,12.698116 -2006-01-13,231.618546,8.277245,,,44.400002,22.757521,34.130001,34.214382,35.859573,,13.191755,4.8775,92.89592,44.088551,27.617729,36.971668,,14.895096,29.448517,12.833468 -2006-01-17,232.045761,8.192142,,,44.0,22.653786,32.860001,33.875252,35.475918,,13.112578,4.77125,92.073235,44.500732,28.252613,37.103012,,14.659628,29.293596,12.771943 -2006-01-18,221.017487,7.977451,,,44.32,22.575987,34.150002,34.048576,35.436768,,13.102016,4.81875,92.654404,43.878853,27.531153,37.520153,,14.490571,28.976395,12.767845 -2006-01-19,216.814835,7.643807,,,44.450001,22.485207,37.130001,34.515816,35.342815,,13.144247,4.8475,93.024231,44.471813,28.647015,37.798241,,15.076224,28.814106,12.858075 -2006-01-20,198.439346,7.358516,,,43.919998,21.635855,35.700001,33.912926,34.598988,,13.043945,4.785,91.144882,43.770393,28.37767,37.705559,,14.919251,28.069035,12.431526 -2006-01-23,212.368744,7.511317,,,43.73,21.583982,35.470001,34.101341,34.418922,,12.906702,4.665,91.522263,44.254887,27.925556,37.620575,,15.027926,28.231319,12.402815 -2006-01-24,220.083572,7.353682,,,44.02,21.370026,36.77,34.455536,34.638165,,13.017558,4.5875,91.854355,44.081326,27.800499,37.419724,,14.846792,28.113306,12.595583 -2006-01-25,215.100983,7.175739,,,43.599998,21.240349,38.380001,34.643944,34.943512,,13.307892,4.6075,92.541183,43.538998,27.17523,37.628296,,14.991701,28.38625,12.452032 -2006-01-26,215.731873,6.994895,,,44.68,21.408932,40.41,34.907711,35.154907,,13.466254,4.69375,92.284569,43.350971,26.684628,38.702065,,15.124529,29.205076,12.9155 -2006-01-27,215.344391,6.965883,,,45.220001,21.363541,39.849998,34.545967,35.076607,,13.666847,4.795,92.978951,44.31995,27.290665,38.617081,,15.69208,29.323095,13.104166 -2006-01-30,212.030945,7.253107,,,44.959999,21.350578,41.400002,34.97554,34.826057,,13.751309,5.0375,91.658119,45.636032,28.156424,38.794781,,15.661895,29.396864,13.071352 -2006-01-31,214.932068,7.302428,,,44.82,21.233875,41.799999,34.749447,34.630314,,13.698523,4.99875,91.137329,45.37571,28.733593,39.134678,,15.504907,29.323095,13.001628 -2006-02-01,199.591843,7.293722,,,43.98,21.486732,42.099998,34.772053,34.411087,,14.015252,4.87875,90.435402,44.797211,28.069851,38.647999,,15.728304,29.419003,12.862177 -2006-02-02,196.740387,6.972652,,,42.740002,21.331121,41.02,34.877563,34.011787,,13.999415,4.9275,91.401497,44.797211,27.184849,37.805965,,15.565285,29.500151,14.109018 -2006-02-03,189.542206,6.948476,,,38.330002,21.298708,39.540001,34.282215,33.737755,,14.141944,4.855,90.148598,44.392265,26.838543,37.535595,,15.263401,29.160799,13.895741 -2006-02-06,191.30574,6.508452,,,37.950001,21.233875,41.220001,33.97324,33.95697,,14.279197,4.9,88.797577,44.811672,27.11751,37.736446,,15.148686,29.094425,14.145934 -2006-02-07,182.771255,6.537466,,,37.52,20.948591,41.009998,33.717003,34.050926,,14.21057,3.8675,88.28434,43.784843,25.126266,37.551064,,15.203026,28.961639,14.076208 -2006-02-08,183.347504,6.654483,,,38.169998,21.227388,40.860001,34.214382,34.191853,,14.321421,3.68125,89.597618,43.901169,25.020447,37.721001,,16.074726,29.212456,14.240271 -2006-02-09,178.225815,6.281189,,,37.990002,21.344095,40.060001,34.440456,34.317139,,14.321421,3.68625,88.601334,43.559498,23.60638,40.911404,,16.05644,29.337858,14.433036 -2006-02-10,180.133408,6.509419,,,38.52,21.577499,40.099998,34.478142,34.387608,,14.506182,3.74125,89.733475,43.20327,23.115778,40.5947,,15.654115,29.448517,14.560181 -2006-02-13,171.733047,6.257981,,,37.860001,21.558052,38.959999,34.297276,34.215359,,14.59592,3.78125,90.027832,43.326862,22.423174,40.540607,,15.593152,29.337858,14.178751 -2006-02-14,170.550735,6.541334,,,38.25,21.694206,40.220001,35.005672,34.575512,,14.933768,3.78625,91.967567,43.29052,23.346651,40.834156,,15.544394,29.581295,14.21976 -2006-02-15,170.083771,6.694132,,,39.259998,21.694206,40.240002,35.337265,34.732098,,14.949598,3.63375,92.797806,43.443169,23.327406,41.544861,,15.611444,29.743599,14.428938 -2006-02-16,182.045959,6.824688,,,39.150002,21.622887,41.740002,35.141319,34.990475,,15.018225,3.59625,93.092163,43.799389,24.029638,42.155125,,15.733358,30.112429,14.703733 -2006-02-17,183.183563,6.79761,,,39.189999,21.791466,40.330002,34.741905,34.966991,,14.928484,3.615,92.503448,44.017471,24.145079,41.962002,,15.739454,30.082932,14.515067 -2006-02-21,182.11055,6.680594,,,38.290001,21.629375,40.049999,34.470619,34.880863,,14.859861,3.425,90.805237,44.170124,24.962736,41.962002,,15.629732,30.023914,14.461745 -2006-02-22,181.564102,6.897219,,,38.720001,21.810911,40.799999,34.274673,35.295841,,14.91265,3.525,90.390121,43.806652,23.933441,42.572277,,15.965002,30.547674,14.773458 -2006-02-23,187.813461,6.938806,,,37.900002,21.725996,40.389999,34.440456,35.522892,,14.749005,3.64375,90.624092,43.494064,23.596754,42.21693,,15.934519,30.326357,14.834982 -2006-02-24,187.480621,6.910759,,,38.349998,21.647606,40.540001,34.252048,35.796932,,14.553694,3.6,90.820335,43.922966,23.885345,41.745705,,16.074726,30.732077,14.732442 -2006-02-27,193.92868,6.865306,,,38.009998,21.765182,40.619999,34.485691,36.000492,,14.659268,3.57125,92.495903,43.559498,23.394751,42.023804,,16.214933,30.673075,15.052353 -2006-02-28,180.138367,6.623537,,,37.439999,21.471247,38.669998,34.184242,35.898708,,14.564251,3.52375,90.910904,43.159664,23.019585,41.606651,,15.965002,30.348488,14.8965 -2006-03-01,181.221329,6.682527,,,37.119999,21.399384,40.07,34.025974,36.096603,,14.828193,3.58125,91.658119,43.864807,23.952679,41.699356,,16.007673,30.709955,14.880095 -2006-03-02,187.008682,6.731849,,,36.880001,21.458176,41.330002,33.958149,35.740398,,14.928484,3.65375,91.476974,44.235565,24.222029,41.344009,,15.885753,30.732077,14.53968 -2006-03-03,187.868103,6.549071,,,37.209999,21.595352,39.509998,34.161629,35.772049,,14.775406,3.60875,90.941093,44.330063,24.520229,41.235859,,16.05644,30.680454,14.592996 -2006-03-06,182.860672,6.332445,,,36.860001,21.621481,39.389999,34.003376,35.787888,,14.263357,3.575,90.609001,43.603104,23.058064,41.035023,,15.836986,30.562426,14.728342 -2006-03-07,181.047455,6.412713,,,36.93,21.654144,38.27,34.116405,36.112442,,14.004696,3.54375,89.944809,43.508595,22.221157,40.71056,,15.965002,30.599306,14.580692 -2006-03-08,175.796616,6.349852,,,36.810001,21.83704,37.09,34.116405,36.183689,,14.141944,3.36625,89.439117,43.406826,22.442415,41.444435,,15.952806,30.687841,14.498658 -2006-03-09,170.391769,6.182547,,,36.119999,21.686798,36.209999,34.093792,36.057018,,14.226405,3.375,87.967339,42.832542,22.307739,41.058189,,15.965002,30.282097,14.322298 -2006-03-10,167.659531,6.110983,,,36.220001,21.980755,36.630001,34.161629,36.373676,,14.374209,3.31875,89.235336,43.021542,22.538607,41.251308,,15.897946,30.341124,14.515067 -2006-03-13,167.440964,6.351787,,,36.189999,21.993818,34.0,34.116405,36.365753,,14.316146,3.4275,89.084381,43.355957,23.405107,42.016064,,15.83089,30.28948,14.367414 -2006-03-14,174.445404,6.510387,,,36.91,22.065662,34.990002,34.319885,36.619083,,14.421723,3.7,88.510765,44.20649,24.367876,42.634071,,15.83089,30.525536,14.867792 -2006-03-15,171.136917,6.404977,,,36.889999,22.483725,35.119999,34.28017,36.729889,,14.416439,3.725,99.847267,44.359135,24.425653,42.765396,,15.818699,30.407511,14.97443 -2006-03-16,168.290436,6.219297,,,36.77,22.4576,34.080002,35.06683,37.014854,,14.31087,3.78375,104.489044,44.80986,25.128479,43.993664,,15.879657,30.481281,14.839081 -2006-03-17,168.797134,6.253143,,,35.990002,22.542511,33.950001,35.316444,37.125687,,14.252799,3.75875,101.817192,44.380955,24.839642,44.032295,,16.086916,30.540298,15.015445 -2006-03-20,172.970001,6.188351,,,36.23,22.535988,34.150002,36.125797,37.125687,,14.157779,3.88125,100.186913,44.097443,24.14645,43.514725,,16.135687,30.577181,15.130284 -2006-03-21,168.861725,5.977528,,,35.919998,22.431471,34.439999,36.390537,36.864456,,14.104995,3.8625,98.843437,44.141056,23.982773,42.873558,,16.038149,30.392757,14.880095 -2006-03-22,169.010742,5.963988,,,36.0,22.555576,34.369999,36.38298,37.196938,,14.21057,3.8975,99.832169,44.380955,24.598948,42.618626,,16.093012,31.019791,14.994936 -2006-03-23,169.840347,5.817958,,,35.68,22.287758,34.75,36.715794,36.967361,,14.252799,3.94125,99.062317,44.526344,25.205498,42.139675,,15.946715,31.012403,14.818574 -2006-03-24,181.718094,5.798617,,,35.470001,22.176712,36.130001,36.451046,37.125687,,14.448116,4.125,100.345413,44.468185,25.600235,42.008362,,15.861371,31.056667,15.019545 -2006-03-27,183.650528,5.755097,,,35.25,22.072197,35.330002,36.269516,37.062355,,14.416439,4.275,98.850983,44.555431,25.908323,42.294182,,15.733358,31.064047,15.00724 -2006-03-28,187.381271,5.677732,,,35.689999,21.94809,34.09,36.118244,36.460739,,14.263357,4.11375,99.167984,44.30827,26.563015,42.610905,,15.452952,30.658321,15.01134 -2006-03-29,196.213821,6.027814,,,36.32,22.163645,34.290001,36.345161,36.389507,,14.390049,4.25,99.907646,44.548153,26.803713,42.116501,,15.385896,30.746834,15.392778 -2006-03-30,192.964951,6.068432,,,36.669998,22.633968,33.59,36.050163,36.104527,,14.263357,4.10875,98.850983,44.431839,27.06366,42.317356,,15.361514,30.636189,15.392778 -2006-03-31,193.739914,6.065531,,,36.529999,22.718884,33.16,35.732479,36.049126,,14.273917,4.05,99.500076,44.242828,26.29344,43.20573,,15.190831,30.717337,15.433795 -2006-04-03,193.590881,6.058761,,,36.139999,22.660095,33.18,35.376957,36.159939,,14.226405,4.06625,98.609459,44.366409,26.505243,42.827194,,15.312747,30.931261,15.581442 -2006-04-04,200.863571,5.915631,,,36.77,22.666626,33.43,35.172726,36.642815,,14.316146,4.1125,99.386864,44.889816,26.495621,44.032295,,15.300554,31.436998,15.720893 -2006-04-05,202.676788,6.499749,,,37.34,22.483725,34.779999,35.452599,36.848637,,14.300307,4.12,104.05883,45.187878,26.659288,44.99791,,15.343224,31.637794,15.376378 -2006-04-06,204.261475,6.889483,,,38.509998,22.542511,34.700001,35.218109,36.571568,,14.135964,4.09,103.847496,45.136993,26.81333,45.360981,,15.29446,31.45187,15.359969 -2006-04-07,201.7677,6.749257,,,37.09,22.228973,33.689999,34.809662,36.207436,,13.98098,4.05375,103.975807,44.584503,26.071993,44.89748,,15.050622,31.013081,15.528125 -2006-04-10,206.844681,6.640945,,,36.610001,22.15712,34.57,34.567596,36.159939,,13.911505,3.975,104.390923,45.027943,26.842213,44.171349,,15.026241,31.146955,15.573242 -2006-04-11,203.506393,6.575183,,,36.060001,22.242031,34.349998,34.416325,36.064938,,13.777888,3.9,105.704208,45.071568,26.331942,43.723297,,14.843369,30.94614,15.409187 -2006-04-12,203.153687,6.451395,,,36.130001,22.50985,35.419998,34.718884,36.191605,,13.692382,3.8925,105.138138,44.679012,25.985355,43.955036,,14.886038,31.161821,15.589646 -2006-04-13,199.780624,6.428185,,,36.619999,22.137522,31.799999,34.620556,36.199535,,13.671004,3.9375,105.024925,44.751717,26.110508,44.426254,,14.934802,31.377504,15.704488 -2006-04-17,202.095566,6.26765,,,35.27,21.74559,30.6,34.658371,36.001617,,13.590843,4.025,102.8965,45.10791,26.755569,43.870075,,14.898231,31.236189,15.528125 -2006-04-18,200.813904,6.404009,,,36.279999,22.124454,31.23,35.097088,36.381588,,13.863398,4.04625,105.915543,46.19109,27.6991,45.185162,,15.196926,31.682419,15.819332 -2006-04-19,203.923676,6.348886,,,36.889999,22.137522,31.540001,35.150036,36.452831,,13.761858,4.125,106.006111,46.743576,28.777401,44.852516,,15.129874,31.697296,15.946477 -2006-04-20,206.159134,6.540367,,,36.34,22.287758,31.379999,35.097088,36.634899,,13.542736,4.1225,105.696663,46.467323,28.344154,44.744225,,15.20912,31.682419,15.938275 -2006-04-21,217.137726,6.483309,,,36.029999,22.189775,31.73,34.658371,37.101925,,13.548084,4.11125,105.711754,47.252449,28.681126,44.519882,,15.160351,31.608044,15.87265 -2006-04-24,218.826736,6.358556,,,35.790001,22.163645,32.810001,34.446587,37.260258,,13.644284,4.1725,106.919373,46.823551,28.315262,44.024796,,15.111587,31.741911,15.83574 -2006-04-25,212.199844,6.399174,,,35.549999,22.189775,33.41,34.514664,37.276089,,13.681693,4.08875,107.43261,46.489147,27.650942,44.535336,,15.068913,31.399801,15.651168 -2006-04-26,211.608688,6.590656,,,35.790001,22.294294,32.799999,34.779396,37.766876,,13.98098,4.625,109.138367,45.87122,27.150309,44.14082,,15.22131,31.727047,15.405087 -2006-04-27,208.657883,6.707672,,,35.740002,22.490259,32.799999,34.522221,38.819702,,14.098553,4.72875,110.232773,45.376884,26.206785,44.133087,,15.154256,32.686436,15.158993 -2006-04-28,207.619629,6.807281,,,35.209999,22.594772,32.349998,34.060818,39.5163,,14.007702,4.5975,108.451538,45.856678,25.542475,43.831394,,15.440761,33.749962,15.286137 -2006-05-01,198.161148,6.730883,,,34.59,22.464132,31.790001,34.741581,38.930515,,13.98098,4.59125,107.915657,46.103848,26.370455,43.839119,,15.312747,33.303715,15.277933 -2006-05-02,196.124405,6.926232,,,34.380001,22.522926,32.619999,34.915558,39.152149,,13.98098,4.51375,106.579735,47.012558,26.717054,43.622524,,15.349325,33.839203,15.511725 -2006-05-03,195.811432,6.879813,,,33.959999,22.470665,33.27,35.316444,39.025513,,13.890121,4.4625,107.387321,46.358288,26.264555,43.382721,,15.343224,33.809464,15.318955 -2006-05-04,196.099564,6.878847,,,34.470001,22.731953,33.950001,35.097088,39.53212,,13.852714,4.5825,109.11573,46.023891,26.389711,44.078945,,15.373707,33.980503,15.90956 -2006-05-05,195.876022,6.952344,,,35.040001,22.967106,34.43,35.740028,39.951664,,13.879433,4.6,111.349815,46.525486,26.572639,45.115543,,15.489526,34.694492,16.254086 -2006-05-08,196.114471,6.952344,,,34.689999,22.862587,33.950001,35.982082,39.666698,,13.970288,4.5325,110.625244,46.314671,26.428226,44.589508,,15.568768,34.285431,16.102335 -2006-05-09,203.079163,6.869175,,,34.84,22.862587,34.16,36.208996,39.730034,,14.061146,4.68875,109.764824,46.481869,26.23567,43.761768,,15.550487,34.225937,15.770116 -2006-05-10,200.187973,6.82759,,,34.16,22.666626,32.830002,36.140926,39.714199,,13.986327,4.6125,109.78746,46.671833,26.28381,43.135151,,15.408945,34.151569,15.667574 -2006-05-11,192.249603,6.590656,,,33.529999,22.542511,31.49,35.740028,39.334232,,13.954258,4.59625,106.247635,46.364967,27.169559,41.634399,,15.267409,33.578907,14.986733 -2006-05-12,185.856186,6.547135,,,32.73,22.392279,31.66,35.20298,38.946346,,13.692382,4.42125,105.20607,45.473618,26.23567,40.690624,,15.076647,32.961624,14.621701 -2006-05-15,186.884491,6.555841,,,32.779999,22.575176,31.120001,35.876194,39.223392,,13.783235,4.445,105.568352,45.298271,25.282522,40.930428,,15.316642,33.125221,14.888303 -2006-05-16,184.450333,6.284091,,,32.759998,22.725418,30.809999,36.360279,39.294647,,13.772546,4.475,106.255188,45.269058,25.070713,40.094967,,15.322796,32.961624,15.200012 -2006-05-17,186.039993,6.311169,,,31.610001,22.483725,30.77,35.553799,38.439732,,13.414471,4.40375,104.126762,43.968552,24.830019,39.955727,,14.93511,32.16584,14.933413 -2006-05-18,184.296326,6.110015,,,32.610001,22.30736,31.35,35.84222,38.091427,,13.222067,4.12625,117.629425,43.756668,23.934631,40.729305,,14.701271,31.786539,14.757051 -2006-05-19,183.814468,6.238637,,,33.939999,22.313887,34.950001,35.918137,38.210171,,13.510674,4.3025,122.188179,44.165813,24.242722,41.73497,,14.658186,31.793989,14.900602 -2006-05-22,184.276459,6.129358,,,34.830002,22.255102,33.18,35.940895,38.202255,,13.489299,4.3325,119.516327,44.40691,23.78059,40.42762,,14.596654,31.712164,14.859591 -2006-05-23,186.576492,6.107115,,,33.759998,22.215904,31.790001,36.069946,38.178497,,13.494638,4.40625,118.655899,44.121983,23.944262,39.816479,,14.762808,31.362623,14.597093 -2006-05-24,189.393173,6.125489,,,35.189999,22.379213,31.18,36.45705,38.3764,,13.606874,4.405,116.535019,43.910099,23.42436,39.537998,,14.670502,31.347757,14.44124 -2006-05-25,190.257553,6.221229,,,35.630001,22.483725,30.969999,37.534904,38.716785,,13.735137,4.2725,117.787926,44.947575,24.107935,39.599869,3.508074,14.676653,31.868349,14.535573 -2006-05-26,189.442856,6.145797,,,36.07,22.424944,31.629999,37.686722,39.088825,,14.018394,4.3,117.169022,44.991402,24.416025,40.118179,3.426472,14.768961,32.150963,14.531471 -2006-05-30,184.768265,5.920468,,,34.639999,22.242031,30.48,36.661995,38.550549,,13.809959,4.31375,115.221741,43.983162,24.14645,39.290436,3.355549,14.510503,31.563412,14.326399 -2006-05-31,184.708649,5.780241,,,34.610001,22.379213,30.889999,36.775848,38.710514,,13.927538,4.4625,114.625481,44.501911,24.935921,41.000069,3.427235,14.559731,31.712164,14.621701 -2006-06-01,190.073761,6.012341,,,35.07,22.568645,31.389999,36.730328,38.950447,,14.38181,4.65625,121.357941,44.648029,25.542475,40.938179,3.623229,14.707418,32.411263,14.851385 -2006-06-02,188.494034,5.963021,,,34.759998,22.640501,30.1,36.305248,39.398335,,14.285612,4.64,119.772942,45.042564,25.580988,40.690624,3.583574,14.885878,32.582336,14.761157 -2006-06-05,186.010178,5.802485,,,33.490002,22.353081,29.059999,35.819462,38.982445,,14.216133,4.545,120.339012,43.873569,24.858891,40.094967,3.748301,14.732035,31.957588,14.510963 -2006-06-06,193.73494,5.775407,,,33.41,22.568645,28.950001,35.698002,38.814487,,14.285612,4.4875,121.916466,44.129284,24.358248,39.839691,3.683476,14.670502,31.51881,14.465852 -2006-06-07,192.00618,5.663225,,,33.77,22.470665,28.0,35.705608,39.070415,,14.210788,4.375,123.373154,42.974911,23.106647,38.656082,3.630095,14.713577,31.422117,14.646311 -2006-06-08,195.379242,5.875983,,,33.549999,22.581711,27.030001,35.902958,39.214386,,14.205444,4.3325,123.924126,43.522861,23.2992,38.795349,3.639246,14.68281,31.496492,14.86369 -2006-06-09,192.035995,5.728987,,,33.779999,22.255102,26.75,35.773914,39.022423,,14.226823,4.41375,123.493912,42.960293,22.731157,38.981014,3.643821,14.479733,31.310556,14.720142 -2006-06-12,189.537247,5.512361,,,33.599998,22.124454,25.68,35.667648,38.71851,,14.248201,4.365,120.399399,42.551151,21.951311,37.928932,3.580523,14.332039,30.938715,14.527373 -2006-06-13,192.011154,5.640981,,,33.470001,22.033003,24.389999,36.077526,37.646778,,14.440598,4.4675,115.176453,41.389473,21.190056,39.98666,3.469943,14.178203,30.142914,14.416632 -2006-06-14,190.953033,5.571352,,,33.68,22.144053,25.110001,36.214157,37.30286,,14.520762,4.625,116.874664,42.229671,22.038038,39.762325,3.440963,14.221278,29.726444,14.711938 -2006-06-15,194.236679,5.742525,,,34.959999,22.281237,26.110001,36.935257,38.318607,,14.820055,4.6375,118.535141,43.194099,23.338928,39.839691,3.504261,14.479733,30.194971,15.089272 -2006-06-16,194.087646,5.566516,,,35.09,22.163645,25.639999,36.669594,37.926693,,14.852119,4.8325,117.191666,42.960293,23.011297,40.574589,3.433337,14.418197,29.867748,15.015445 -2006-06-19,192.815918,5.531703,,,35.07,22.026474,24.950001,36.639229,37.702759,,14.878839,4.93125,114.504715,41.930115,21.941673,40.791199,3.381478,14.190513,29.711567,14.748851 -2006-06-20,192.334045,5.557814,,,35.48,22.013407,24.870001,36.760674,37.654758,,14.739886,4.70375,114.346214,41.930115,21.874228,40.945923,3.357074,14.122821,30.113173,14.695531 -2006-06-21,199.765717,5.595529,,,36.650002,21.993818,25.42,37.117424,37.838711,,14.60628,4.72,115.561378,42.419643,22.751116,40.845341,3.454691,13.962821,30.648653,14.937516 -2006-06-22,198.682755,5.761868,,,36.369999,21.875357,25.370001,36.79863,38.022675,,14.584897,4.62125,114.821716,42.353867,22.693302,41.216667,3.553832,13.938206,30.544523,14.802171 -2006-06-23,201.121902,5.689336,,,36.549999,21.822704,25.139999,36.388744,37.918709,,14.627653,4.68875,114.044312,42.44886,24.283276,40.744778,3.580523,13.932053,30.395796,14.970325 -2006-06-26,200.80397,5.704809,,,36.77,21.855612,24.66,36.487419,37.958698,,14.60628,4.6675,116.165192,42.974911,24.466364,41.317219,3.622468,14.159741,30.864328,14.966228 -2006-06-27,199.860107,5.553946,,,36.48,21.638435,24.26,36.153442,37.830727,,14.616968,4.61125,113.455597,43.581322,24.572365,40.342529,3.607977,14.030514,30.37347,14.658617 -2006-06-28,201.742859,5.417586,,,36.700001,21.671349,23.889999,36.373566,38.110649,,14.649031,4.79625,115.591568,44.655334,24.986721,40.737045,3.581287,14.092049,30.693281,14.654519 -2006-06-29,207.555054,5.702876,,,38.52,21.8951,24.809999,36.973209,38.870464,,14.804017,5.0875,119.206871,45.568596,25.584171,42.77467,3.660599,14.301276,31.741911,15.573242 -2006-06-30,208.31015,5.538472,,,38.68,21.691086,24.42,36.56332,38.470573,,14.905563,5.3275,117.21431,44.823368,26.20089,42.488003,3.660599,14.442811,31.236189,15.48711 -2006-07-03,210.232635,5.604233,,,38.610001,21.934587,24.6,36.107903,39.038437,,14.926942,5.35375,118.391731,45.407871,26.788698,42.325306,3.607215,14.510503,32.143444,15.593752 -2006-07-05,209.368256,5.512361,,,37.110001,21.921419,23.9,35.690426,39.086414,,14.910905,5.36375,115.780258,45.700115,25.921431,41.442081,3.630095,14.572039,31.798532,15.405087 -2006-07-06,210.227676,5.39341,,,36.799999,22.046465,23.83,35.462704,39.238392,,14.960942,5.32125,116.829376,46.372292,25.622713,41.093441,3.569083,14.572039,31.828531,15.53633 -2006-07-07,208.866531,5.357627,,,36.110001,21.914833,23.559999,34.916199,39.030445,,15.00421,4.84375,115.327408,45.911995,25.381807,40.504623,3.517226,14.572039,31.798532,14.781658 -2006-07-10,207.748795,5.318944,,,35.790001,22.013557,22.51,35.052822,39.302364,,14.809493,4.91,115.319855,46.058113,24.957813,39.83057,3.545442,14.688962,31.925993,14.613501 -2006-07-11,210.908249,5.381804,,,35.66,21.888519,22.98,35.014858,39.310371,,14.733767,5.12125,118.082283,46.744904,24.803633,39.218517,3.534765,14.455123,32.143444,14.757051 -2006-07-12,207.276871,5.12166,,,34.630001,21.756895,22.84,34.271004,38.846474,,14.690496,5.045,111.983818,46.737595,24.524187,36.956207,3.473757,14.264357,31.678576,14.121327 -2006-07-13,203.09407,5.052998,,,33.73,21.500231,22.129999,33.519535,38.374592,,14.365964,4.94625,108.700607,46.810658,24.100191,36.026505,3.410458,14.07359,31.033751,13.953164 -2006-07-14,200.446289,4.900198,,,32.919998,21.131695,21.6,32.677013,38.638527,,14.376781,4.89,106.874084,47.417072,24.254374,35.259483,3.351735,13.796666,30.658857,13.805512 -2006-07-17,202.627106,5.064602,,,33.669998,21.296225,20.92,32.654228,38.566559,,14.468732,4.89625,106.911827,46.759502,23.126934,35.507404,3.354787,13.790513,30.538887,14.043402 -2006-07-18,200.222748,5.115857,,,33.490002,21.362034,20.549999,32.768097,38.742504,,14.598545,4.80625,105.892899,47.205177,23.377468,34.167061,3.347924,13.895126,30.523899,13.698874 -2006-07-19,198.210831,5.231907,,,34.48,21.638435,21.459999,33.549911,39.950203,,14.858173,5.14125,107.545822,47.241726,24.23509,35.98,3.453165,14.338195,32.2784,13.87934 -2006-07-20,192.309219,5.85084,,,34.18,21.375198,21.65,33.618229,39.710274,,14.766219,5.24625,105.326828,46.942154,23.685837,35.251717,3.473757,14.5905,32.225906,13.702977 -2006-07-21,193.794556,5.872114,,,33.189999,21.223833,18.26,33.185566,40.102165,,14.787855,5.075,103.070091,46.708359,23.493101,34.066341,3.453165,14.664346,32.353374,13.858832 -2006-07-24,194.186996,5.939809,,,34.310001,21.467329,17.389999,33.724495,40.446098,,15.025849,5.3175,105.749496,47.753147,24.119461,35.019291,3.431812,15.255108,33.140656,14.236167 -2006-07-25,193.421982,5.989131,,,33.59,21.519979,17.799999,33.906662,40.638039,,15.658684,5.18375,106.300468,48.030781,24.977087,34.817848,3.514174,15.359719,33.463078,14.51917 -2006-07-26,191.504456,6.176744,,,26.26,21.506821,18.25,33.147617,40.781998,,15.956171,5.08375,101.787003,48.659111,25.959982,34.058586,3.559932,15.452024,33.478062,13.953164 -2006-07-27,189.964462,6.131291,,,26.559999,21.487076,18.059999,33.04134,40.806011,,16.053532,4.9575,101.877571,48.564117,25.352894,34.198044,3.54773,15.784324,33.515556,13.7727 -2006-07-28,192.805984,6.343083,,,27.17,21.730576,19.1,33.747257,41.317875,,16.259069,5.1,104.255066,48.951351,25.776886,35.27496,3.530952,16.067396,34.100384,13.957269 -2006-07-31,192.050888,6.572282,,,26.889999,21.513399,19.389999,33.777618,41.213905,,16.221207,5.01875,103.590881,49.492008,27.087423,35.127766,3.498159,15.993556,34.205349,14.039293 -2006-08-01,186.541733,6.496849,,,26.32,21.427847,19.1,33.466408,41.213905,,16.096807,4.875,103.756927,49.813477,27.289783,34.639664,3.431812,15.993556,34.122879,13.518409 -2006-08-02,182.428482,6.591624,,,26.09,21.45417,19.6,33.67894,41.557819,,16.540329,4.62375,104.602257,50.032669,27.94504,35.189743,3.814648,15.759714,34.107868,13.657861 -2006-08-03,186.482117,6.729915,,,26.690001,21.539717,20.450001,33.952209,41.565811,,16.713413,4.6775,107.674133,49.952309,27.559591,36.375134,3.812361,15.698171,34.235344,12.566873 -2006-08-04,185.717087,6.605162,,,27.290001,21.585791,20.469999,34.058475,41.845741,,16.751278,4.66125,107.734512,50.186104,27.183775,37.459801,3.816938,15.987403,33.830456,12.554569 -2006-08-07,187.753845,6.499749,,,26.780001,21.513399,20.219999,34.020519,41.717777,,16.653919,4.56375,106.096687,50.580647,27.463232,37.033676,3.897012,16.030468,33.942928,12.632496 -2006-08-08,189.268982,6.26475,,,26.360001,21.283064,20.120001,33.747257,41.637791,,16.610645,4.3975,105.621185,50.609848,27.28014,35.724323,4.009118,16.098171,33.732994,12.44383 -2006-08-09,187.252106,6.149667,,,26.209999,21.243572,19.85,33.322197,41.221893,,16.356426,4.17875,104.806046,50.624462,27.463232,34.817848,4.030472,16.241014,33.25312,12.119814 -2006-08-10,185.890961,6.196086,,,26.49,21.500231,20.01,34.073654,41.205894,,16.345608,4.245,106.421234,50.896061,27.376499,35.949013,4.084618,16.129215,33.028168,12.287971 -2006-08-11,183.059372,6.155469,,,26.07,21.388357,19.780001,33.921856,41.109917,,16.345608,4.05625,106.715591,51.182331,26.740511,35.832794,4.093768,16.036058,32.938217,12.263365 -2006-08-14,183.521378,6.183514,,,26.530001,21.598955,19.870001,34.233047,40.893982,,16.221207,4.06,107.749611,50.829987,25.786528,35.67009,4.135713,16.197535,32.908218,12.287971 -2006-08-15,189.254089,6.426252,,,27.77,21.84903,20.870001,33.815567,41.709766,,16.421339,4.34125,110.345985,50.418957,25.911798,37.219612,4.155542,16.39628,33.770473,12.382309 -2006-08-16,192.607269,6.574215,,,27.950001,22.184668,22.57,33.851757,41.82975,,16.361839,4.4025,113.214073,49.596867,26.027437,38.048618,4.138765,16.613653,34.092884,12.566873 -2006-08-17,191.653473,6.536499,,,29.09,22.322868,24.200001,34.004154,41.701786,,16.470018,4.375,106.640114,49.971203,25.72871,38.102859,4.076992,16.768925,34.085384,12.833468 -2006-08-18,190.44136,6.567445,,,29.120001,22.375511,23.93,33.897484,41.981712,,16.502466,4.40625,107.18354,50.719898,25.959982,37.978893,4.07623,16.799973,34.272846,12.763743 -2006-08-21,187.430939,6.43689,,,28.129999,22.349184,23.4,33.592712,41.95771,,16.529514,4.36875,106.949562,51.255726,26.13343,36.925194,4.138002,16.54534,34.085384,12.583279 -2006-08-22,187.922745,6.539398,,,28.370001,22.349184,24.879999,33.577477,41.989716,,16.524103,4.4375,106.934471,51.53463,26.085258,36.336395,4.211977,16.756496,34.002918,12.374104 -2006-08-23,185.508453,6.509419,,,28.139999,22.237312,24.9,33.341278,41.981712,,16.48624,4.36375,107.477898,51.108921,25.72871,35.918026,4.16393,16.855873,34.130367,12.177233 -2006-08-24,185.657471,6.557775,,,27.969999,22.276798,24.76,33.29557,41.997704,,16.480835,4.31875,108.693062,51.908981,26.759787,35.39893,4.244008,16.917974,34.250343,12.152624 -2006-08-25,185.423996,6.648681,,,28.030001,22.270216,24.559999,33.43272,41.693787,,16.567373,4.36375,108.179825,51.696117,27.28014,35.305958,4.194437,16.911766,34.130367,12.283872 -2006-08-28,189.244156,6.477506,,,28.91,22.329441,23.92,33.851757,41.741764,,16.751278,4.47875,108.798729,51.453896,27.251238,35.732067,4.19596,17.104307,34.50526,12.497146 -2006-08-29,188.25061,6.429154,,,29.52,22.500553,24.4,33.897484,41.821747,,16.913549,4.3975,109.100632,50.94743,27.443953,35.801811,4.221128,17.141565,34.467785,12.452032 -2006-08-30,189.144791,6.475573,,,30.67,22.553196,25.030001,33.99654,41.797501,,16.870268,4.36,108.753441,50.13269,26.99106,35.840542,4.213502,17.222301,34.287846,12.607888 -2006-08-31,188.041962,6.561644,,,30.83,22.415001,24.99,34.072716,41.611557,,16.83782,4.305,108.768539,49.670261,26.962147,36.413872,4.263073,17.11672,34.235344,12.718626 -2006-09-01,188.076736,6.6129,,,31.76,22.467649,24.66,34.62891,41.765156,,17.097445,4.24,109.945961,49.985886,27.607775,36.669544,4.312644,17.365149,34.287846,13.026236 -2006-09-05,190.938126,6.912694,,,32.23,22.355768,26.219999,34.720348,41.837925,,17.151537,4.35125,114.572647,50.264809,27.829403,36.940716,4.335523,17.290623,34.340313,13.12057 -2006-09-06,188.841766,6.772466,,,30.799999,22.342604,24.530001,34.590832,41.757072,,17.0704,4.20375,111.968719,49.3106,26.682695,35.832794,4.490336,17.216099,34.400303,12.919598 -2006-09-07,188.022095,7.040348,,,29.73,22.401838,24.59,34.697487,41.643879,,16.918951,4.08375,113.72731,49.68494,26.547792,34.872082,4.584899,17.048403,33.890446,12.763743 -2006-09-08,187.704163,7.013269,,,30.51,22.382093,25.799999,35.596546,41.765156,,16.956812,4.185,114.346214,49.039024,25.487803,35.879299,4.556684,17.135349,33.93544,12.792454 -2006-09-11,190.804001,7.011336,,,30.790001,22.658501,25.66,36.18322,41.377094,,17.092037,4.50625,113.878265,47.666416,24.244734,37.010433,4.718359,17.315464,34.032906,12.9237 -2006-09-12,194.683777,7.02391,,,31.719999,22.816439,26.48,36.625118,41.797501,,17.254301,4.79625,117.62188,47.490269,24.225456,40.396152,4.735901,17.545261,34.497765,13.305134 -2006-09-13,201.971375,7.175739,,,31.67,22.928318,27.15,36.63274,41.95919,,17.232664,4.78,119.591805,47.974697,24.543715,40.566597,4.678703,17.507999,34.790176,13.551224 -2006-09-14,200.684738,7.172837,,,31.65,22.88883,27.02,36.853703,41.98344,,17.443613,4.89625,120.097488,47.497604,23.617895,40.644077,4.788522,17.514208,34.865154,13.547121 -2006-09-15,203.615677,7.166068,,,32.52,22.9349,26.530001,36.739422,41.595383,,17.232664,4.95,119.259705,47.453556,23.80113,41.705509,4.954772,17.414839,35.202579,13.88344 -2006-09-18,206.005142,7.145761,,,32.080002,22.948061,27.32,36.647987,41.862171,,16.989262,4.9975,120.754135,48.664665,24.46656,41.914684,4.966213,17.489367,34.92514,13.79731 -2006-09-19,200.600296,7.134154,,,31.58,22.9349,26.93,36.952751,42.064281,,17.005493,5.0175,121.297562,48.077465,24.495487,41.535049,4.944859,17.514208,35.090111,13.813716 -2006-09-20,197.217285,7.278249,,,32.119999,23.046778,27.379999,37.23465,42.436176,,17.340843,5.02875,122.376869,47.057209,23.579329,42.488003,5.075269,17.681894,35.40501,14.223866 -2006-09-21,202.110474,7.219257,,,30.219999,22.828043,26.98,36.922264,42.234062,,17.459835,5.11375,122.09761,47.548981,23.60825,41.705509,5.265925,17.52042,35.097588,13.949059 -2006-09-22,200.585388,7.059689,,,30.84,22.801533,26.209999,36.79274,42.38768,,17.795191,5.15625,121.41832,47.644402,23.19356,42.092884,5.027986,17.489367,35.105095,13.949059 -2006-09-25,200.684738,7.325636,,,31.790001,23.126316,26.77,37.196556,42.824249,,18.114313,5.1125,121.22963,47.754513,23.058548,43.022602,4.911303,17.607367,35.172596,14.129532 -2006-09-26,202.120407,7.505515,,,32.5,23.490885,25.99,37.524181,43.236561,,18.038588,5.03875,120.897537,48.76009,23.588964,42.766937,5.033324,17.638422,35.165073,14.055698 -2006-09-27,200.158157,7.389465,,,32.330002,23.424597,25.32,37.714668,43.042538,,17.616699,5.12375,120.57299,49.273903,24.350824,42.193604,5.173647,17.64463,35.120079,14.137736 -2006-09-28,200.486038,7.447489,,,31.84,23.517385,25.07,37.950859,43.26889,,17.508514,5.02625,121.048492,49.516113,24.495487,42.06189,5.235419,17.576313,35.352539,14.035193 -2006-09-29,199.651459,7.444587,,,32.119999,23.398081,24.85,37.577526,43.309311,,17.611294,5.0025,119.320091,49.251884,24.341192,41.572887,5.365066,17.613577,35.210068,13.965471 -2006-10-02,199.422943,7.239565,,,30.870001,23.530659,24.809999,36.907028,43.349743,,17.432791,4.9725,118.791756,49.178471,23.743267,41.316746,5.335323,17.582523,35.142586,13.789108 -2006-10-03,200.714539,7.164134,,,31.700001,23.669838,24.129999,37.684185,43.98843,,17.605881,4.99375,120.505066,48.011414,22.518492,42.380131,5.31397,17.64463,35.802395,13.949059 -2006-10-04,206.506866,7.289855,,,32.759998,23.928345,25.030001,37.752773,44.319893,,17.69783,5.25625,123.486366,48.892208,23.14535,43.932514,5.309395,17.59495,35.862816,14.748851 -2006-10-05,204.574448,7.236665,,,33.32,24.054293,25.110001,36.884178,44.077366,,17.447836,5.305,123.358055,49.413357,23.714334,44.126568,5.608395,17.383781,35.802395,15.868548 -2006-10-06,208.891357,7.177674,,,32.59,23.954861,24.01,36.815598,43.851002,,17.365868,5.3575,123.471268,49.560162,23.540743,43.047657,5.806183,17.327887,35.387062,15.753711 -2006-10-09,213.113907,7.217323,,,33.380001,23.968124,23.0,36.739422,44.069271,,17.584442,5.3725,124.626053,48.848175,23.675755,43.272739,5.624619,17.172619,35.575859,15.749608 -2006-10-10,211.946487,7.138023,,,32.619999,24.060915,23.139999,36.663208,44.16629,,17.906843,5.6875,127.773407,49.32526,24.46656,43.598743,5.555857,17.11672,35.893024,15.601953 -2006-10-11,211.871979,7.081933,,,32.91,23.974745,24.27,36.807987,43.689289,,18.010664,5.565,126.754478,48.833496,23.791487,43.210659,5.369657,16.949028,35.976093,15.347662 -2006-10-12,212.338943,7.278249,,,33.549999,24.007896,24.690001,36.815598,43.867146,,18.360384,5.80875,129.192352,49.655582,24.080801,44.910526,5.439964,17.172619,36.444298,15.569139 -2006-10-13,212.269394,7.255041,,,33.32,23.848806,25.23,36.922264,43.972271,,18.360384,5.9925,130.249023,50.206097,24.678717,44.76305,5.415241,17.135349,36.368771,15.556837 -2006-10-16,209.512329,7.29179,,,32.599998,23.570419,25.379999,36.815598,43.422512,,18.02706,6.07875,127.343193,51.255726,25.81669,45.13562,5.508728,17.178825,36.044048,15.749608 -2006-10-17,208.960907,7.184443,,,32.470001,23.570419,24.48,36.785122,43.398254,,18.065306,5.82875,127.690384,50.94743,25.537027,43.901474,5.369657,17.216099,36.240395,15.528125 -2006-10-18,208.300201,7.207653,,,32.310001,23.570419,24.23,36.838451,43.503353,,17.999741,5.825,129.116882,50.771278,25.257357,43.490082,5.443054,17.452097,35.651363,15.499416 -2006-10-19,211.653397,7.638973,,,32.540001,23.384823,21.01,36.945133,43.058689,,18.442352,5.80125,128.965927,51.182331,26.067446,43.039886,5.588306,17.191254,35.394615,15.495317 -2006-10-20,228.349808,7.731812,,,32.57,23.510767,20.120001,37.615616,43.349743,,18.819395,5.73,131.901947,51.050198,25.189852,42.830326,5.502548,17.191254,35.583408,15.355866 -2006-10-23,238.836594,7.877841,,,32.880001,23.550533,20.24,39.070862,43.382084,,18.966934,5.87375,135.955017,51.321785,24.833021,43.047657,5.427603,17.222301,35.787292,15.708593 -2006-10-24,235.125732,7.838191,,,33.630001,23.477621,20.32,39.086105,43.196136,,18.977861,5.81375,134.392654,51.299747,25.758841,42.95451,5.501002,16.930405,35.598507,15.671677 -2006-10-25,241.727798,7.899117,,,37.68,23.603561,20.83,38.743233,43.656956,,18.759289,5.8925,132.709534,52.12183,26.655714,42.325787,5.466234,17.035984,35.696674,15.774214 -2006-10-26,240.982635,7.948437,,,38.299999,23.590307,21.5,39.428947,43.802479,,18.797543,5.9725,136.898468,52.569595,26.829308,42.44223,5.578264,16.942823,36.074268,15.942371 -2006-10-27,236.064621,7.776296,,,38.240002,23.338427,20.860001,38.651825,43.414413,,18.699181,5.8275,133.53978,52.452141,26.34712,42.023087,5.612257,16.905552,35.711788,15.593752 -2006-10-30,236.745193,7.777263,,,38.150002,23.331804,21.32,37.737511,43.592285,,18.535248,5.8425,133.517136,51.997066,26.019224,42.814796,5.604532,16.893135,35.832619,15.642964 -2006-10-31,236.655777,7.841092,,,38.09,23.272142,21.27,37.547028,43.551857,,18.715576,5.79375,131.68306,52.422798,26.183167,42.884647,5.725058,16.551548,35.825054,15.48301 -2006-11-01,232.239502,7.655413,,,37.560001,23.132952,20.73,37.219429,43.31741,,18.447823,5.84125,130.649048,52.158539,25.508095,41.929935,6.572615,16.483229,35.439922,15.421487 -2006-11-02,233.436722,7.638003,,,37.450001,23.00701,20.85,36.79274,43.293152,,18.589891,5.4375,128.437592,52.253963,25.363432,41.122688,6.768087,16.576387,35.417278,15.306646 -2006-11-03,234.37561,7.571276,,,37.459999,23.046782,20.879999,36.213692,43.196136,,18.425964,5.6525,128.188522,52.958611,26.038511,40.695793,6.915655,16.489441,35.409725,14.958019 -2006-11-06,236.933975,7.7086,,,38.209999,23.378197,21.389999,36.18322,43.826736,,18.742897,5.6525,130.686783,53.516457,26.269966,40.88208,7.440258,16.762707,35.983643,15.372273 -2006-11-07,234.758118,7.785969,,,38.77,23.557163,21.559999,36.305119,43.996517,,18.742897,5.725,130.377335,53.237541,25.990292,41.231365,7.146666,16.949028,35.862816,15.204114 -2006-11-08,235.965271,7.97358,,,39.470001,23.583681,21.25,35.832726,44.150112,,18.781151,5.7175,131.328323,54.411953,26.539995,40.656982,6.832985,16.679604,35.976093,15.310747 -2006-11-09,234.787933,8.059649,,,38.84,23.391453,20.889999,35.345123,44.069271,,18.262028,5.60875,131.932144,55.001709,27.35973,39.888554,6.814441,16.19087,35.674034,15.142584 -2006-11-10,235.244965,8.038374,,,39.259998,23.311911,21.07,35.406059,44.279472,,18.059847,5.70625,133.577515,54.861637,26.636436,40.60265,6.891706,16.109425,35.953438,15.499416 -2006-11-13,238.960785,8.157327,,,39.990002,23.437853,21.200001,35.291779,44.028854,,18.065306,5.55,133.36618,54.869003,26.520706,40.400841,7.459576,16.222197,35.991196,15.766012 -2006-11-14,243.069077,8.220184,,,41.509998,23.590307,21.34,36.312748,44.327995,,18.010664,5.66375,134.777588,54.883766,26.462845,40.835506,7.355273,16.447767,36.059151,15.782421 -2006-11-15,244.37558,8.128314,,,42.599998,23.722866,21.709999,36.32798,44.045025,,17.737448,5.85625,135.215347,55.141773,27.475452,41.223602,7.362997,16.623213,35.832619,15.983392 -2006-11-16,246.347748,8.27918,,,42.84,23.835554,21.74,36.503208,44.384583,,17.70466,5.78125,127.750763,53.57156,26.327831,42.69838,7.302732,16.767326,36.134663,16.172052 -2006-11-17,247.783401,8.30239,,,42.549999,24.027781,21.450001,36.190826,44.344158,,18.141811,5.81875,130.558472,53.873817,26.665371,42.690605,7.323595,17.049286,35.991196,15.347662 -2006-11-20,245.925491,8.362347,,,42.439999,23.848806,21.440001,36.358459,44.384583,,18.147274,5.94875,129.562195,53.394623,26.366413,42.403412,7.431762,16.949024,36.17244,15.07286 -2006-11-21,253.178314,8.568336,,,42.540001,23.729496,21.24,36.427036,44.239056,,17.895916,5.99125,130.082977,54.102325,27.041477,43.125286,7.772485,16.886375,36.059151,14.999038 -2006-11-22,252.363617,8.733706,,,42.959999,23.855448,21.77,36.594639,44.16629,,17.852203,5.9625,133.660538,53.748478,27.002901,43.342613,7.977997,16.980362,35.938351,14.921114 -2006-11-24,250.868347,8.861363,,,42.41,23.656586,21.799999,36.495598,44.109707,,17.852203,5.95,133.17749,53.357773,26.973967,42.752708,8.149516,16.848789,35.696674,14.8924 -2006-11-27,240.808777,8.659243,,,40.849998,23.497511,21.83,35.51273,43.592285,,17.857662,6.03625,129.456528,53.424103,27.292217,42.201618,7.648092,16.898909,35.213383,14.687331 -2006-11-28,243.168427,8.878769,,,40.919998,23.331804,21.93,35.588917,43.875248,,17.934168,5.83125,128.301743,54.669968,27.976933,42.923454,7.784071,16.949024,34.888657,14.486356 -2006-11-29,240.759094,8.877802,,,40.630001,23.431225,21.41,35.726059,44.128479,,18.30575,5.7725,130.007492,56.048512,29.134201,42.807045,7.664317,16.961563,35.24358,14.642214 -2006-11-30,240.838577,8.864263,,,40.34,23.384823,21.57,35.124149,43.989609,,18.529785,5.865,129.464066,56.623524,29.982862,42.667332,7.861333,17.224726,34.949066,14.474051 -2006-12-01,238.846527,8.831382,,,39.41,23.384823,20.690001,34.948917,43.70369,,18.57896,5.7975,128.40741,56.911026,30.117882,41.681564,7.81652,17.456568,34.745163,14.437137 -2006-12-04,240.858444,8.812038,,,39.099998,23.457741,21.040001,35.268925,43.009342,,18.710112,5.84125,130.686783,57.331226,29.462091,42.279236,7.732307,15.601883,35.37196,14.662719 -2006-12-05,241.926498,8.826546,,,38.98,23.378197,21.34,35.413681,43.123707,,18.950541,6.19625,132.158569,57.544987,30.031082,41.945473,7.66818,15.55176,35.643822,15.109776 -2006-12-06,242.77597,8.687285,,,38.900002,23.272142,21.49,35.459393,43.042015,,19.005186,6.37125,132.030258,56.254944,29.925001,41.829029,7.658906,15.539228,35.364403,15.117976 -2006-12-07,239.76059,8.417474,,,38.119999,23.305285,21.049999,35.329876,42.878632,,18.923222,6.30375,131.517014,55.812618,29.703192,40.447407,7.7014,15.576822,35.213383,14.962122 -2006-12-08,240.490845,8.535454,,,38.459999,23.378197,20.93,35.314636,42.200615,,19.109015,6.3575,131.403809,55.657803,29.143847,41.239136,7.733853,15.771059,35.311539,14.937516 -2006-12-11,240.401413,8.582842,,,38.689999,23.345058,20.690001,35.047962,42.927643,,19.223766,6.385,132.943512,55.554581,28.9799,41.852318,7.65659,15.75853,35.908123,15.023646 -2006-12-12,239.333374,8.330435,,,38.459999,23.623446,20.469999,34.7813,43.131874,,19.475121,6.19375,132.226486,56.210697,28.835245,39.818695,7.397765,15.771059,35.968536,14.884202 -2006-12-13,237.947388,8.611853,,,38.5,23.530659,20.17,35.100567,43.368771,,19.425947,6.125,131.350967,57.028961,29.192415,39.166687,7.399308,15.908906,35.945877,14.798065 -2006-12-14,239.502274,8.563501,,,39.02,24.001255,22.709999,35.574696,43.434135,,19.486053,6.22125,132.792557,58.038918,29.443411,39.64793,7.386178,16.015429,36.210186,15.01134 -2006-12-15,238.598145,8.483232,,,40.009998,24.763523,22.120001,35.521152,43.556652,,19.486053,6.3275,132.151016,56.984745,28.980047,39.112366,7.431762,16.065552,36.474491,14.937516 -2006-12-18,229.904694,8.265638,,,39.259998,25.187744,21.969999,35.459984,43.809891,,19.382231,6.305,129.698044,55.66518,27.541664,38.297356,7.177572,16.184605,36.421646,14.875995 -2006-12-19,232.800858,8.346874,,,39.419998,25.194368,21.639999,35.245865,43.769047,,19.119942,6.3,129.403687,56.756187,28.381523,37.684162,7.525245,16.416437,36.451839,14.982635 -2006-12-20,229.954361,8.196977,,,40.009998,25.287167,21.85,35.077629,43.834393,,19.098085,6.3525,128.694214,56.085358,27.367905,37.53669,7.533744,16.422709,36.414101,14.937516 -2006-12-21,226.626022,8.017098,,,39.889999,25.220379,20.950001,34.955269,43.711864,,19.2183,6.41875,126.746933,55.930561,26.83695,38.196457,7.394679,16.334991,36.738804,14.933413 -2006-12-22,226.318024,7.949402,,,40.240002,25.086836,20.77,34.825272,43.58115,,19.114477,6.245,126.603531,55.59145,26.682486,38.755302,7.444123,16.272326,36.164886,14.695531 -2006-12-26,227.286713,7.882675,,,39.799999,25.180323,20.6,35.261158,43.867062,,19.130869,6.275,125.765747,56.063259,26.19981,38.211975,7.350637,16.247263,36.482059,14.638106 -2006-12-27,232.502792,7.883642,,,40.290001,25.233746,20.700001,35.2994,43.924248,,19.354908,6.35,127.109215,56.734085,26.807989,38.530216,7.67745,16.385113,36.965363,14.679123 -2006-12-28,229.785461,7.820783,,,40.209999,25.026747,20.57,35.184689,43.826225,,19.398626,6.39875,126.799767,57.00687,26.90453,38.397995,7.645773,16.334991,36.942703,14.650414 -2006-12-29,228.752182,8.204712,,,39.459999,24.846458,20.35,35.314693,43.613834,,19.535233,6.30625,126.746933,56.490829,26.508732,38.257996,7.609461,16.228468,36.474491,14.527373 -2007-01-03,232.28421,8.104136,,,38.700001,25.353943,19.52,36.36235,43.564835,,19.098085,6.19375,126.25634,54.633114,24.935192,38.156887,7.448755,16.472832,36.558155,14.457645 -2007-01-04,240.068588,8.284014,,,38.900002,25.207041,19.790001,36.538239,43.842571,,18.852186,6.15375,126.045006,53.608421,24.800041,38.763542,7.814207,16.529222,36.649429,14.474051 -2007-01-05,242.020889,8.225021,,,38.369999,25.080172,19.709999,36.23999,43.491302,,18.557104,6.045,125.320435,53.991741,25.359951,38.887993,7.808019,16.479097,36.345207,14.41253 -2007-01-08,240.227554,8.265638,,,37.5,25.073479,19.469999,35.941753,43.662846,,18.670309,6.12375,124.784554,53.556805,25.408216,38.436882,7.809565,16.391376,36.466892,14.359212 -2007-01-09,241.181351,8.952269,,,37.779999,25.073479,19.65,36.23999,43.70369,,18.742098,6.10875,125.463837,53.143982,25.717133,38.141342,8.169602,16.39764,36.314793,14.297688 -2007-01-10,243.14856,9.380682,,,37.150002,25.080172,20.01,36.155869,43.769047,,18.791794,6.24625,129.886734,52.333073,25.398561,38.429108,8.161813,16.416437,36.580963,14.252572 -2007-01-11,248.245407,9.264633,,,37.400002,25.320555,20.18,36.400578,43.507641,,19.045818,6.25625,131.690613,52.325695,25.533714,38.919098,8.221036,16.579348,36.740692,14.687331 -2007-01-12,250.868347,9.150517,,,38.200001,25.300514,18.26,36.691181,43.605671,,19.178347,6.2,134.18132,53.564175,26.325306,38.623554,8.201555,16.692135,36.497322,14.724244 -2007-01-16,250.510666,9.390354,,,38.66,25.44742,18.129999,36.943546,43.654686,,19.123123,6.345,135.154968,52.804863,26.286699,38.079113,8.259998,16.773588,36.801514,14.855485 -2007-01-17,247.033279,9.182431,,,37.880001,25.360619,18.200001,36.859417,43.556652,,19.045818,6.3625,133.902069,53.41674,26.798336,37.837997,8.496886,16.848789,36.831951,14.884202 -2007-01-18,242.338821,8.613789,,,36.98,25.373976,17.92,37.004711,43.532143,,19.338491,6.3375,134.37001,53.048161,26.740412,38.250225,7.986483,17.024223,36.619003,14.670921 -2007-01-19,243.292618,8.558665,,,37.02,24.67285,17.73,36.943546,43.777206,,19.366098,6.38375,135.494614,54.205544,27.75404,38.421329,8.184409,17.05555,37.082901,14.57659 -2007-01-22,238.866409,8.393294,,,36.950001,24.539301,17.530001,36.675888,43.826225,,19.476538,5.885,133.788849,53.7411,27.70577,38.405773,8.385457,16.886375,37.767384,14.474051 -2007-01-23,237.977188,8.287881,,,36.43,24.405756,17.51,36.56118,43.556652,,19.526241,6.17625,134.022827,54.913242,29.163462,38.351322,8.447795,16.522955,37.896667,14.334604 -2007-01-24,247.922501,8.384591,,,37.259998,24.465847,16.030001,37.172951,43.458641,,20.227552,6.34375,135.283279,55.215488,29.761988,39.167969,8.68235,16.804911,38.299736,14.26898 -2007-01-25,242.467987,8.341071,,,37.080002,24.265524,16.049999,36.821186,42.805115,,20.315901,6.225,132.475571,54.198158,29.163462,38.794655,8.405717,16.516689,38.185669,13.932662 -2007-01-26,246.317932,8.256936,,,36.849998,24.085232,16.219999,36.454117,42.511036,,20.100534,6.255,132.203857,54.264519,29.761988,38.514656,8.456366,16.472832,37.797798,13.895741 -2007-01-29,244.643829,8.311094,,,37.43,24.165369,15.95,36.423531,42.037243,,20.161287,6.43125,133.245422,53.962265,29.453068,38.950199,8.551435,16.328714,37.622894,14.174648 -2007-01-30,245.562851,8.273376,,,37.049999,24.058531,15.79,36.155869,42.576393,,20.481565,6.53625,132.520844,54.839535,29.675102,38.592434,8.630139,16.353781,38.162857,14.174648 -2007-01-31,249.129654,8.290784,,,37.669998,24.071882,15.55,36.469398,42.952164,,20.779766,6.35,133.328445,54.625736,29.626833,39.199093,8.692479,16.4415,38.733238,14.330501 -2007-02-01,239.318466,8.195042,,,38.700001,24.192074,15.77,36.538239,43.164555,,20.846031,5.89625,133.554871,55.348183,29.92609,39.549084,8.721312,16.679604,38.946182,14.113124 -2007-02-02,239.194275,8.19601,,,37.389999,24.218782,15.69,36.767647,43.082848,,21.050348,5.725,133.690735,55.687275,29.887486,39.813503,8.646502,16.792389,38.733238,14.055698 -2007-02-05,232.070602,8.117675,,,37.16,24.285564,15.6,37.10413,43.19722,,20.86812,5.65875,135.758774,55.783142,29.395144,39.650192,8.591181,16.842508,38.756062,13.953164 -2007-02-06,234.216644,8.137982,,,38.27,24.245491,15.32,37.150013,43.466797,,20.713491,5.76625,134.385101,55.628311,29.385492,39.541317,8.614555,16.811186,38.786476,13.809613 -2007-02-07,233.486389,8.331403,,,38.98,24.105263,15.5,37.150013,43.58934,,20.520227,5.9925,135.947464,55.369221,28.883509,39.502411,8.719752,16.798515,38.946182,13.809613 -2007-02-08,233.993103,8.334301,,,39.099998,23.864891,15.13,36.943546,43.556652,,20.641714,6.10875,136.468246,55.865211,29.163462,39.759068,8.941057,16.747845,38.733238,13.707075 -2007-02-09,229.452637,8.052882,,,38.720001,23.724661,14.9,36.683537,43.287079,,20.376648,6.01,136.966385,55.68755,29.539955,39.665741,8.072978,16.709835,38.345383,13.518409 -2007-02-12,227.664261,8.208582,,,38.849998,23.798117,14.69,36.507645,43.32793,,20.409782,5.90375,136.898468,55.22855,28.825584,39.245766,7.954533,16.60849,38.360588,13.399468 -2007-02-13,228.06665,8.191176,,,39.310001,23.884916,14.6,36.691181,43.891586,,20.536789,5.8575,137.328674,55.857796,29.279306,39.292416,8.157916,16.716173,38.748447,13.395365 -2007-02-14,231.459579,8.249201,,,40.139999,24.352331,14.95,36.607059,44.152988,,20.536789,5.93625,138.604218,55.968845,29.49168,38.942425,8.417408,16.836527,39.1059,13.674266 -2007-02-15,229.243988,8.240496,,,40.060001,24.131977,14.83,36.981773,43.989609,,20.558878,5.945,140.468475,55.776379,29.317924,39.074642,8.418962,16.804853,38.946182,13.625052 -2007-02-16,233.45163,8.203746,,,40.330002,23.951685,14.94,37.073536,44.152988,,20.696932,5.98625,141.336456,55.739365,29.71372,38.887993,8.440782,16.659164,38.976612,13.538918 -2007-02-20,234.524643,8.307223,,,41.509998,24.111946,14.92,38.434731,44.152988,,20.630663,6.10125,142.710114,55.428417,29.761988,39.39352,8.40182,16.659164,39.265594,13.460992 -2007-02-21,236.392502,8.62636,,,41.259998,23.978401,14.56,38.212971,44.038616,,20.547834,5.98375,142.483688,55.361794,30.331543,39.191311,8.360522,16.513475,39.280811,13.288732 -2007-02-22,236.387527,8.656341,,,41.0,23.82361,14.54,37.998852,43.867062,,20.459484,5.975,143.381851,55.583897,30.987978,38.926865,8.252205,16.386791,39.273209,13.538918 -2007-02-23,233.789429,8.613789,,,40.779999,23.621714,14.69,37.907074,43.180878,,20.431868,5.96125,141.630814,55.68755,31.11348,38.343555,8.148565,16.228434,38.809299,13.432281 -2007-02-26,230.962814,8.559633,,,40.880001,23.783234,15.68,38.220623,43.123707,,20.707977,5.94625,140.8685,55.820801,31.615471,37.830227,8.108825,16.367788,38.641987,13.128775 -2007-02-27,222.935028,8.116711,,,38.830002,23.325602,15.08,36.859417,41.498089,,19.962492,5.69375,134.754944,53.17783,30.823879,36.476929,8.026222,15.924387,37.432758,12.61199 -2007-02-28,223.272827,8.182469,,,39.139999,23.493858,15.07,36.943546,41.985424,,20.321432,5.7375,136.045578,53.066769,30.823879,36.150269,8.351949,15.810372,37.562038,12.67351 -2007-03-01,222.666763,8.419406,,,38.849998,23.554417,14.79,36.622356,41.613735,,20.271729,5.7425,132.890686,52.555954,30.949381,36.391376,8.282595,15.861047,37.417534,12.464335 -2007-03-02,217.922623,8.259837,,,37.689999,23.466936,14.18,36.56118,41.308113,,20.122631,5.5975,133.668091,51.830425,30.225359,36.049164,8.030897,15.702688,36.649429,12.255161 -2007-03-05,219.050293,8.34784,,,37.049999,23.251581,13.95,36.301186,41.002495,,19.725039,5.4625,134.317184,51.80822,28.729048,35.489178,7.865699,15.645681,36.15509,12.062392 -2007-03-06,227.296661,8.528687,,,38.580002,23.365988,14.09,36.737068,42.076298,,19.879658,5.75125,135.871994,52.563343,29.20208,36.181381,8.103373,15.956059,36.900402,12.304381 -2007-03-07,226.347824,8.483232,,,38.360001,23.103527,14.1,36.652954,41.787197,,19.564898,5.63875,136.151245,53.037178,29.472374,37.099144,7.770633,16.006733,36.778713,12.497146 -2007-03-08,225.890793,8.51031,,,38.099998,23.18428,14.19,36.614727,41.935856,,20.161287,5.77125,135.705933,53.192627,29.385492,37.456909,8.007523,16.095413,37.067692,12.591482 -2007-03-09,225.016479,8.507407,,,38.84,23.096796,14.2,36.262939,42.08456,,20.183374,5.81375,136.204086,52.65218,29.308264,37.596912,7.976354,16.095413,37.128544,12.431526 -2007-03-12,225.905701,8.691155,,,38.810001,23.177553,14.17,36.140591,42.200191,,20.465004,5.8425,136.287109,52.467121,28.980047,37.316917,8.045705,16.076406,37.143768,12.333088 -2007-03-13,220.083572,8.548993,,,37.82,22.942009,13.94,35.314693,40.853825,,20.575447,5.66625,133.207687,51.756393,28.564528,37.068016,8.093238,15.7977,35.516251,12.041887 -2007-03-14,222.552505,8.703729,,,38.080002,23.090059,14.13,35.137959,41.109867,,20.547834,5.83,131.388702,52.578144,29.163647,37.449131,8.221036,15.747026,35.972561,12.025478 -2007-03-15,221.653366,8.662144,,,37.779999,23.231386,13.93,35.345428,41.382458,,20.398737,5.885,131.524567,52.333851,29.009035,37.503578,8.202333,15.82937,36.276768,12.136219 -2007-03-16,219.00061,8.664078,,,37.849998,23.123709,14.01,35.506775,40.985973,,20.420826,5.85375,130.996231,51.719383,29.260283,37.215805,8.203114,15.82937,35.767227,12.542263 -2007-03-19,222.169998,8.813007,,,38.450001,23.332336,13.72,35.798763,41.605465,,20.752157,6.0875,133.154846,52.637394,30.129972,37.029137,8.329346,16.06374,36.185509,12.730934 -2007-03-20,221.201294,8.846855,,,38.580002,23.399635,13.41,36.344315,41.92762,,20.93438,6.11875,132.679352,53.303696,30.690441,37.62801,8.376104,16.177761,36.314793,12.87038 -2007-03-21,226.799881,9.077986,,,39.799999,23.877443,13.6,36.705448,42.836189,,21.45899,6.2425,135.222885,54.214283,31.212246,38.530209,8.626242,16.374121,37.303463,13.23541 -2007-03-22,229.527145,9.086693,,,39.490002,24.099537,13.35,36.889854,42.65448,,21.597042,6.24875,135.939911,55.050861,31.763056,38.615761,8.538187,16.336119,36.862377,12.97702 -2007-03-23,229.422821,9.044139,,,38.98,24.10627,13.5,36.813019,42.695774,,21.470026,6.4,137.358871,55.539459,31.48283,38.903526,8.560784,16.253765,36.900402,12.886786 -2007-03-26,230.997589,9.269467,,,39.009998,24.227402,13.55,36.759235,42.588409,,21.707479,6.375,138.543839,55.872597,31.782387,38.6702,8.453253,16.260103,37.0373,13.104166 -2007-03-27,230.312042,9.231753,,,39.369999,24.086073,13.5,36.490307,42.819691,,21.77927,6.20875,136.777695,56.050312,31.743725,38.242439,8.357403,16.146084,36.938412,13.009829 -2007-03-28,229.447662,9.017061,,,39.34,23.924562,13.38,35.837185,41.935856,,21.508678,6.175,135.864441,55.939251,31.908016,37.931332,8.312985,15.949727,36.497322,12.829366 -2007-03-29,228.970764,9.066382,,,39.810001,23.924562,13.08,35.898655,42.282784,,21.630169,6.34125,136.762604,56.442665,32.11092,38.055779,8.352729,16.095413,36.885181,12.849871 -2007-03-30,227.599686,8.985149,,,39.790001,23.796696,13.06,36.075378,42.142376,,21.773739,6.4125,135.977646,55.857796,32.275215,37.892456,8.278698,16.000401,36.793926,12.862177 -2007-04-02,227.783493,9.056712,,,40.419998,23.749584,12.83,36.42115,41.655025,,21.790314,6.39625,136.724869,56.383442,32.864677,37.705788,8.334807,16.051073,36.68745,12.817061 -2007-04-03,234.773026,9.138915,,,41.189999,23.769775,12.9,36.959023,42.010231,,21.944935,6.535,138.521194,56.857258,32.990295,38.211342,8.457148,16.260103,37.192944,12.9155 -2007-04-04,233.988129,9.116671,,,41.529999,23.628447,12.71,36.920597,42.035007,,21.6633,6.42375,138.664597,57.086773,33.193211,37.246914,8.471372,16.348783,37.192944,12.853974 -2007-04-05,234.231552,9.15632,,,41.68,23.567881,12.86,37.089645,42.001949,,21.883423,6.5225,139.291046,57.168186,33.347816,37.682457,8.534582,16.367788,37.353802,12.878584 -2007-04-09,232.592209,9.056712,,,41.66,23.406364,13.35,37.243317,42.010231,,21.916851,6.6025,141.064743,56.857258,33.744026,37.511349,8.560658,16.469137,37.529957,12.771943 -2007-04-10,231.742737,9.114736,,,41.860001,23.47366,13.27,36.836079,42.18367,,21.983723,6.63125,143.608276,57.427307,34.468765,36.912472,8.692618,16.469137,37.713779,12.780149 -2007-04-11,230.764099,8.954203,,,41.68,23.520771,13.19,36.321266,41.721111,,21.699518,6.58375,141.600616,56.835049,34.488094,36.648029,8.676815,16.494474,37.644848,12.603787 -2007-04-12,232.18486,8.915516,,,42.27,23.675562,13.66,36.313591,41.531128,,21.543495,6.5825,142.272354,57.294052,35.415771,36.445827,8.677605,16.760515,37.683136,12.579181 -2007-04-13,231.638412,8.726936,,,42.41,23.81016,13.57,36.428833,41.646763,,21.643799,6.48625,141.306259,57.308884,35.106537,36.181381,8.644415,16.893528,37.598892,12.616091 -2007-04-16,235.602631,8.84202,,,45.200001,23.796696,13.52,36.935959,42.315823,,21.877846,6.56375,143.042206,57.871525,34.864944,37.23135,8.644415,17.064556,38.272903,12.735033 -2007-04-17,234.872375,8.737573,,,45.07,23.689018,13.47,37.012794,42.373653,,21.838835,6.49375,145.668777,58.041786,35.058228,38.009117,8.66417,17.039219,38.433739,12.730934 -2007-04-18,236.46701,8.74241,,,44.990002,23.641905,13.91,36.859127,42.803169,,21.716246,6.33875,143.110138,57.893723,35.193504,37.985783,8.629405,16.963202,39.881325,12.706324 -2007-04-19,234.301102,8.729837,,,44.639999,23.554417,14.28,37.143433,42.05151,,21.905706,6.38,142.589355,57.345886,35.067875,37.64357,8.638885,17.146902,39.896641,12.624295 -2007-04-20,239.681107,8.797532,,,44.950001,23.641905,14.16,38.234531,42.158886,,22.217768,6.43625,143.268646,59.048649,35.26115,37.900227,8.699729,17.083563,40.24131,12.985221 -2007-04-23,237.992096,9.043171,,,44.77,23.419819,14.04,37.596779,41.721111,,22.162043,6.3525,142.717667,58.634045,36.140499,38.001564,8.694985,16.690836,40.042168,12.948307 -2007-04-24,237.222092,9.017061,,,44.75,23.392906,14.57,37.41238,41.811962,,21.788683,6.2625,141.744019,58.18985,35.918255,37.752148,8.541693,16.564152,39.950249,12.853974 -2007-04-25,237.450607,9.221116,,,56.810001,23.830339,14.65,37.504574,42.315823,,21.810972,6.375,143.230896,59.167088,35.512379,37.674206,8.639674,16.671835,40.455753,13.059045 -2007-04-26,239.035309,9.558628,,,62.779999,24.119726,14.5,37.420044,41.894569,,21.710667,6.2,142.80069,59.633476,36.159832,37.533936,8.578044,16.925203,40.547672,13.050846 -2007-04-27,237.957321,9.663071,,,62.599998,24.792711,14.32,37.143433,41.935856,,21.532351,6.16375,144.861191,59.492821,36.488388,36.957203,9.015795,16.855528,40.248966,12.919598 -2007-04-30,234.166977,9.651466,,,61.330002,24.806166,13.82,36.820713,42.043255,,21.576929,6.3125,144.091324,58.767303,35.319122,36.357101,8.824575,16.760515,39.904293,12.722729 -2007-05-01,232.984665,9.619553,,,62.040001,24.967682,13.54,37.13575,42.068024,,21.643799,5.7575,143.291275,58.974594,35.386765,36.23241,9.075057,16.84285,40.026852,12.718626 -2007-05-02,231.385056,9.708524,,,61.18,25.109016,13.63,37.097317,42.134098,,21.554632,5.74375,142.370468,59.093048,35.811951,36.325935,9.983747,16.849194,40.248966,12.817061 -2007-05-03,235.085999,9.70949,,,62.189999,25.129196,13.69,37.158798,42.315823,,21.677233,5.5625,142.136505,59.729733,36.275784,36.396072,10.653018,17.020224,40.363861,12.968816 -2007-05-04,234.037811,9.749143,,,63.23,25.001335,13.53,37.089645,42.324085,,22.000443,5.64625,135.675751,59.633476,36.836254,36.014179,10.640375,17.15324,40.310234,12.591482 -2007-05-07,232.125244,10.049903,,,60.82,25.061909,13.28,37.350887,42.472759,,22.067312,5.605,135.18515,59.840778,36.981205,36.427242,10.596917,17.343267,40.386826,12.447927 -2007-05-08,231.896729,10.16015,,,61.830002,24.954224,13.18,36.959023,42.456245,,21.883423,5.64,134.581345,60.247955,36.575348,36.177845,10.829225,17.324266,40.172367,12.378206 -2007-05-09,233.108856,10.33616,,,62.849998,25.075361,13.57,36.828392,42.497543,,21.994873,5.6075,133.977539,60.277576,36.072857,36.926022,11.026766,17.388288,40.746796,12.320788 -2007-05-10,229.243988,10.380643,,,60.919998,24.752331,14.05,36.690086,41.778927,,21.682808,5.4675,132.852951,59.028419,35.009911,36.216824,10.969085,17.157804,39.827705,12.115713 -2007-05-11,231.861969,10.516036,,,61.560001,24.880199,14.68,36.713116,42.08456,,22.061741,5.56875,134.317184,60.396526,35.889256,36.551941,10.969876,17.311459,39.942596,12.144424 -2007-05-14,229.39798,10.575994,,,61.700001,24.631186,15.36,36.759235,41.944122,,22.306938,5.47875,133.419022,60.411415,36.092186,36.505165,10.694895,17.433094,39.697502,11.853219 -2007-05-15,227.520203,10.398052,,,60.580002,24.658115,15.4,36.590191,42.076298,,22.507542,5.35125,133.592606,60.322182,35.299809,36.575314,10.702009,17.349873,39.850677,11.644041 -2007-05-16,234.778,10.380643,,,63.220001,24.785988,15.58,36.420372,42.224976,,22.925484,5.4325,134.709656,60.560131,35.270813,36.801334,10.761271,17.490723,40.5783,11.566118 -2007-05-17,233.958328,10.583732,,,62.169998,24.584076,15.43,36.366337,42.233223,,22.992352,5.61375,134.860611,60.820351,35.860264,36.793537,10.753369,17.516329,40.256634,11.676855 -2007-05-18,233.640396,10.639823,,,63.299999,24.873468,15.59,36.489849,42.357117,,22.903196,5.80875,135.766327,61.905903,36.787945,37.307915,10.908239,17.567545,40.24131,11.873724 -2007-05-21,233.779495,10.82937,,,68.300003,24.967682,15.43,35.988068,42.315823,,22.596704,6.01,135.54744,62.151245,37.435383,37.307915,11.023608,17.554745,40.256634,12.009072 -2007-05-22,236.392502,10.980235,,,68.879997,25.129196,15.42,35.926331,42.538853,,22.535402,6.025,134.815323,61.541569,36.942562,37.339081,10.961974,17.522734,40.049824,11.898334 -2007-05-23,235.453598,10.917375,,,69.0,25.304184,15.21,35.764206,42.41494,,22.518698,5.88125,135.351196,61.705162,36.739613,37.042934,11.072594,17.503527,39.820045,11.849117 -2007-05-24,235.632431,10.704617,,,69.349998,25.156126,14.88,36.011242,42.167145,,22.524261,5.79125,135.056839,61.177254,35.753975,36.372688,10.981727,17.465113,39.513683,11.611235 -2007-05-25,240.197739,10.98797,,,68.550003,25.277264,14.76,36.211933,42.291058,,22.713726,5.91875,135.419128,62.09177,36.498047,36.349304,10.98884,17.625162,39.551975,11.734276 -2007-05-29,241.98114,11.058568,,,69.629997,25.16958,14.6,36.235092,42.282784,,22.563269,5.86125,135.962555,61.430038,36.498047,36.458416,11.383132,17.644371,39.689842,11.717871 -2007-05-30,247.689026,11.486016,,,69.860001,25.391666,14.37,36.374046,42.433121,,22.836323,5.935,138.30986,62.456104,37.628643,36.4818,11.625714,17.548338,39.873669,11.771191 -2007-05-31,247.346252,11.720055,,,69.139999,25.290718,14.27,36.744579,42.349598,,23.036934,5.97875,135.871994,61.838955,37.435383,37.635262,11.816932,17.599556,39.697502,11.816304 -2007-06-01,248.583206,11.450237,,,68.580002,25.203226,14.31,38.188122,42.408062,,22.585558,6.01125,136.18898,62.619678,37.67696,38.250938,11.939407,17.721197,39.75111,11.947552 -2007-06-04,251.896652,11.733588,,,70.419998,25.445505,14.17,39.531303,42.466518,,22.791752,5.985,135.743683,62.619678,39.628933,38.235344,11.951262,17.618761,39.498352,11.824508 -2007-06-05,257.743622,11.863177,,,73.650002,25.16958,13.98,38.998661,42.307846,,22.563269,5.9075,134.649277,62.649437,39.136112,37.50275,11.789279,17.465113,39.230297,11.726074 -2007-06-06,257.450531,11.956988,,,72.290001,25.095551,13.63,39.176212,42.032242,,22.501976,5.825,134.030365,62.173553,37.889545,37.752148,11.61702,17.151403,38.724789,11.545609 -2007-06-07,255.865845,11.998569,,,72.040001,24.738869,13.68,38.41198,41.581264,,22.022728,5.74625,132.037796,60.93932,36.72995,37.019547,11.015704,16.831303,38.158001,11.254404 -2007-06-08,256.079437,12.039188,,,73.239998,25.115744,14.07,38.659012,41.973778,,22.435099,5.84375,133.894516,61.474644,36.710632,37.526142,11.345201,16.97855,38.609909,11.34874 -2007-06-11,254.017853,11.623343,,,71.169998,25.209961,13.91,38.450584,41.798405,,22.357079,5.64625,133.049179,61.757206,36.778271,36.98838,11.18875,16.882513,38.625225,11.295422 -2007-06-12,250.754089,11.641719,,,70.07,24.934034,13.8,37.755836,41.472706,,21.777536,5.55,131.562302,60.969048,37.010197,36.949409,11.4819,16.716061,37.798023,11.377449 -2007-06-13,250.987564,11.363199,,,70.889999,25.331089,13.96,38.211285,42.057301,,22.279076,5.59125,132.075546,61.972805,38.180363,37.378056,11.876195,16.869711,38.517986,11.389754 -2007-06-14,249.795319,11.484084,,,71.940002,25.438774,13.78,38.041466,41.823467,,22.602278,5.5575,132.037796,63.028603,39.698689,37.24556,11.875405,16.895313,38.540966,11.32413 -2007-06-15,251.310471,11.653321,,,72.400002,25.654123,13.63,38.087765,41.823467,,22.446239,5.64875,132.067993,63.89854,39.921104,37.229988,12.456965,16.946535,38.724789,11.389754 -2007-06-18,255.935394,12.097211,,,71.830002,25.62048,13.51,37.910225,41.681492,,22.29579,5.7575,132.43782,64.210793,39.398884,37.417019,13.007709,16.81209,38.625225,11.34464 -2007-06-19,255.493256,11.958922,,,69.809998,26.441517,13.57,37.678642,42.215977,,22.423954,5.7275,130.369781,63.824215,38.973377,35.211433,13.059072,16.780077,38.946899,11.315927 -2007-06-20,253.33728,11.754869,,,69.099998,26.293468,13.64,37.508804,41.739941,,22.028309,5.79375,129.909378,61.578743,37.600113,35.008801,12.916052,16.45997,37.882278,11.205188 -2007-06-21,255.393906,11.982131,,,69.669998,26.30024,14.72,37.354416,41.664799,,22.061741,5.77125,129.848999,62.679142,38.006298,34.62693,13.01324,16.594418,38.173325,10.770432 -2007-06-22,260.793793,11.895092,,,68.860001,25.92065,14.57,36.922134,40.879761,,21.649372,5.7775,128.5961,61.355709,37.338985,34.907494,13.308767,16.248699,37.315487,10.475127 -2007-06-25,262.00589,11.831263,,,68.660004,25.900314,14.28,36.914413,40.796253,,21.777536,5.745,127.562073,61.244167,36.420269,35.125702,12.796737,16.261503,37.039776,10.524344 -2007-06-26,263.416718,11.571119,,,67.480003,25.77153,14.18,37.030197,40.754498,,21.894567,5.725,127.207336,60.835239,35.182411,35.063362,12.786465,16.383148,37.223587,10.569462 -2007-06-27,261.44455,11.787747,,,68.139999,25.798643,14.58,37.408455,41.080193,,22.279076,5.82875,126.8526,62.0695,35.810997,36.372688,12.882076,16.395945,37.713779,10.717115 -2007-06-28,260.808685,11.659124,,,68.889999,25.839304,14.49,37.215473,40.996681,,22.702587,5.7875,127.199791,62.158703,35.607929,36.349304,13.020354,16.408754,37.499313,10.848364 -2007-06-29,259.661163,11.802256,,,68.410004,25.94776,14.3,37.138268,40.829655,,23.126104,5.70625,127.931908,62.366875,36.178509,36.372688,13.226887,16.370338,37.108707,10.762229 -2007-07-02,263.476349,11.72682,,,69.610001,25.934214,14.36,37.308121,41.188778,,23.321133,5.88625,127.85643,63.065781,36.294556,36.583111,13.251612,16.472778,37.644848,10.684303 -2007-07-03,265.443542,12.298366,,,69.449997,26.232456,14.36,37.416168,41.380844,,23.126104,6.13625,127.577171,63.467289,37.077885,36.661045,12.935033,16.523991,38.084824,10.81145 -2007-07-05,269.065002,12.837996,,,68.730003,26.124006,14.19,37.122829,41.230511,,22.825174,6.7875,127.086571,63.318596,37.49374,37.253357,12.89516,16.581614,37.660286,10.803246 -2007-07-06,267.957184,12.794477,,,68.970001,26.083328,14.39,37.354416,41.046803,,22.856092,6.78,131.373611,64.285156,37.213276,37.72197,12.910312,16.594418,37.799217,10.889375 -2007-07-09,269.526978,12.603966,,,72.07,26.178228,14.57,37.439331,40.762844,,22.76053,6.7825,129.373505,65.013802,37.435703,37.760998,12.856084,16.568802,37.660286,10.803246 -2007-07-10,269.914459,12.799314,,,70.279999,25.690184,14.43,36.729149,40.387043,,22.204033,6.54125,116.391617,64.314926,37.290653,37.104973,12.627223,16.376747,36.672264,10.708912 -2007-07-11,270.47583,12.803182,,,70.730003,25.893543,14.65,36.806347,40.512306,,22.37829,6.49,116.957687,64.902298,37.203613,37.065926,12.46774,16.293516,37.150845,10.659695 -2007-07-12,270.903046,12.965651,,,72.790001,26.435812,15.36,37.69408,41.364128,,22.754913,6.655,117.055809,66.634727,36.836124,37.526711,13.386375,16.63283,38.231472,10.647389 -2007-07-13,274.295959,13.319605,,,75.099998,26.77474,15.43,37.941109,41.339092,,22.709944,6.7525,118.799301,67.162621,36.884472,36.980007,13.493226,16.588015,38.632839,10.692505 -2007-07-16,274.708282,13.355383,,,73.690002,27.194992,15.72,37.77898,41.439304,,22.603138,6.76875,117.523758,66.694199,36.091461,36.839443,13.533094,16.696854,38.463043,10.696608 -2007-07-17,275.706787,13.433718,,,73.790001,27.594917,15.84,37.323536,41.589622,,22.395155,6.8575,117.116188,66.240654,37.600113,36.323978,13.495618,16.620028,38.532505,10.610475 -2007-07-18,272.974548,13.357322,,,73.32,27.418678,15.46,37.084248,41.222172,,22.277105,7.09125,115.614212,67.772308,38.876656,36.113113,13.462928,16.08864,37.729755,10.868868 -2007-07-19,272.522491,13.53913,,,73.349998,27.594917,15.78,37.663208,41.147015,,22.288345,7.1725,116.135002,68.619942,39.128113,36.573898,13.351284,15.999015,37.529053,11.365146 -2007-07-20,258.379486,13.901786,,,71.629997,27.194992,15.5,37.099674,40.345295,,21.95669,6.89,115.734978,68.359703,38.132008,36.222446,13.17984,15.941392,36.710854,11.361043 -2007-07-23,254.599075,13.896953,,,71.739998,27.669476,15.36,37.138268,40.21167,,22.501959,6.77125,112.980103,69.474991,37.135914,35.886623,13.364844,16.02462,36.39439,11.553813 -2007-07-24,255.339264,13.044954,,,69.25,27.262777,15.21,37.06881,39.37653,,22.30521,6.6075,112.587624,67.541809,35.192066,35.41803,12.660718,15.934995,34.997265,11.603028 -2007-07-25,253.232971,13.274151,,,86.18,27.398346,15.58,36.953007,40.027924,,22.766151,6.47875,111.90834,68.991676,35.317799,35.550797,12.846519,15.864566,34.943249,11.46768 -2007-07-26,252.358643,14.119378,,,84.010002,26.795065,14.73,36.14246,39.443333,,22.468225,6.3125,107.206184,65.601219,35.308132,34.879124,12.656726,15.461234,34.024708,11.250303 -2007-07-27,254.291077,13.911456,,,84.040001,26.293467,13.87,35.463158,39.59367,,22.057873,6.44875,102.798378,63.638306,35.018005,34.527691,12.28274,15.230755,34.140491,11.045233 -2007-07-30,256.387451,13.677423,,,82.699997,26.618837,13.79,35.671577,39.835842,,22.355801,6.8975,104.941902,63.950607,36.362259,34.980675,13.124817,15.211545,34.541855,11.065739 -2007-07-31,253.352188,12.742256,,,78.540001,26.273123,13.54,35.470863,39.602016,,22.012907,7.67625,103.24369,63.296276,35.917397,34.824474,12.822595,15.051492,33.970669,10.942698 -2007-08-01,254.812683,13.055592,,,77.309998,26.401911,13.41,35.679302,39.777386,,22.614384,8.01625,103.832405,63.824215,35.907719,34.551136,11.961374,15.128314,34.256271,11.15597 -2007-08-02,253.853928,13.199688,,,79.709999,26.456144,13.4,36.073002,39.902664,,22.822369,7.75,103.039902,63.333466,35.752991,34.722942,11.372877,15.269167,34.418365,11.041131 -2007-08-03,249.874802,12.75096,,,76.800003,25.798643,12.85,35.138939,39.251247,,22.175924,8.08875,99.311386,61.028549,34.524803,34.06691,10.466999,15.051492,33.692787,10.79094 -2007-08-06,253.352188,13.079767,,,79.0,26.503592,12.77,36.296864,40.220005,,22.631243,7.88125,101.205833,62.11409,34.7859,34.691711,10.974163,15.435625,34.819748,11.028823 -2007-08-07,256.342743,13.058489,,,79.139999,26.761168,12.63,36.327736,40.645916,,22.743679,8.0125,100.420883,63.720093,36.865135,35.066582,11.504451,15.589276,34.997265,11.123158 -2007-08-08,261.191193,12.959846,,,77.779999,27.425459,13.42,37.377583,41.506119,,22.681835,8.335,101.26622,65.355843,37.522747,35.355553,11.803484,15.945643,35.900364,11.369246 -2007-08-09,255.701904,12.222933,,,74.110001,26.395136,13.08,35.856842,40.378689,,22.063492,8.3875,98.043388,62.407181,38.22871,35.090004,11.266025,15.64111,34.094166,11.504595 -2007-08-10,256.208618,12.088511,,,74.779999,25.913877,13.01,35.563499,40.579113,,21.84989,8.305,100.458626,63.086475,37.600113,35.214966,11.036363,15.543925,34.155922,11.500493 -2007-08-13,256.084412,12.358325,,,74.870003,25.873198,12.84,35.640701,40.50396,,21.967934,7.905,106.081589,61.899567,36.778088,34.738567,10.892032,15.479126,33.831734,11.406158 -2007-08-14,252.656708,11.994703,,,73.449997,25.541061,12.54,33.82663,39.969475,,21.506992,7.68375,103.779572,62.056324,35.646618,34.051292,10.647215,15.278267,33.42263,11.135463 -2007-08-15,247.167419,11.595296,,,72.379997,25.012344,11.95,33.578369,40.278477,,21.355217,7.38625,101.303955,60.981377,34.698872,34.004433,10.289973,15.245873,33.191059,10.897579 -2007-08-16,244.17189,11.31968,,,72.790001,25.215696,11.64,33.74905,41.63139,,21.315861,7.54875,100.96431,60.219936,34.070267,33.62175,10.366524,15.155158,35.097626,10.913983 -2007-08-17,248.404373,11.804186,,,75.019997,26.062992,11.89,33.741295,43.226486,,21.951071,7.99,103.583336,62.810303,34.524803,34.105961,10.924723,15.511524,36.286308,10.950897 -2007-08-20,247.351212,11.819662,,,74.699997,25.907087,12.1,33.818878,42.884068,,21.726225,8.05625,105.273994,63.101425,34.370068,34.262157,10.996493,15.660551,35.884941,11.037031 -2007-08-21,251.668137,12.337049,,,77.489998,25.995213,12.17,33.904213,42.842327,,21.782429,8.36375,106.609924,62.071243,34.128288,34.433983,11.176707,15.705903,35.661106,11.217493 -2007-08-22,254.718307,12.814788,,,78.5,26.530706,12.01,33.943008,43.134628,,22.361423,8.3575,108.40625,62.392258,34.234688,34.629234,11.548307,15.971559,35.506725,11.295422 -2007-08-23,254.440109,12.675526,,,77.300003,26.517149,12.06,33.493015,43.284946,,22.541306,8.1225,106.745781,62.519169,34.128288,34.394924,11.346561,15.952121,35.251991,11.287216 -2007-08-24,255.836029,13.0846,,,79.25,26.713724,12.13,33.935253,43.318348,,22.687466,8.185,110.293152,63.96735,35.356495,34.394924,11.150396,16.029875,35.468117,11.315927 -2007-08-27,254.971649,12.789644,,,78.650002,26.435812,11.98,33.99733,42.483208,,22.541306,7.89375,108.338326,63.541862,34.930962,34.14502,11.0244,16.042822,34.665363,11.225695 -2007-08-28,251.563812,12.264519,,,76.220001,25.791859,11.66,33.671459,41.472706,,21.804918,7.78125,105.840065,61.959286,33.770473,33.676399,10.535579,15.854931,33.65419,11.024725 -2007-08-29,254.782883,12.966619,,,79.050003,26.239227,12.3,34.284378,42.215977,,22.597527,8.09125,109.900681,63.623974,34.805256,34.340256,10.639241,15.984516,34.06329,11.270811 -2007-08-30,254.047668,13.176477,,,78.68,26.029106,12.42,33.609394,41.932034,,22.350183,7.985,107.047684,63.75087,34.766567,34.121578,10.563488,15.906761,33.939789,11.217493 -2007-08-31,255.96022,13.392133,,,79.910004,26.347689,13.0,33.849907,42.324554,,22.412012,8.12625,108.353416,63.997231,35.114727,34.324638,10.923923,16.094664,34.36433,11.29952 -2007-09-04,260.878235,13.941435,,,82.699997,26.462929,13.17,33.59388,42.6586,,22.642481,8.16625,107.342041,65.116982,36.63303,34.316814,11.023605,16.250166,34.966396,11.369246 -2007-09-05,262.194672,13.2258,,,83.75,26.266346,12.9,32.934418,42.244194,,22.333313,8.055,102.534218,65.109512,37.725834,33.785751,10.809892,16.010435,34.094166,11.254404 -2007-09-06,260.068512,13.056559,,,86.209999,26.706947,12.94,33.174915,42.108875,,22.338942,7.9225,102.790833,65.311043,37.996628,33.746704,10.746896,15.952121,34.125042,11.311824 -2007-09-07,257.996979,12.743224,,,84.519997,26.266346,12.61,32.887859,41.457661,,21.771194,7.98125,100.911476,64.012161,37.232616,33.465553,10.38327,15.712386,33.592442,11.139563 -2007-09-10,255.577713,13.220963,,,83.339996,26.564604,12.94,32.794765,41.406906,,21.799295,7.8,98.601913,63.347775,36.894142,33.340599,10.343401,15.524486,33.908928,11.090348 -2007-09-11,258.980591,13.102978,,,86.279999,26.77474,12.97,33.314583,41.821331,,22.37829,7.77125,99.054771,64.900475,37.909592,33.473358,10.539565,15.67351,34.379765,11.209291 -2007-09-12,259.636322,13.234501,,,87.300003,27.04587,12.83,33.136143,41.770573,,22.406393,7.97875,97.756584,65.430489,38.992702,33.528023,10.911166,15.67351,34.325745,11.209291 -2007-09-13,260.694427,13.26835,,,87.260002,27.459352,12.73,33.407688,42.168076,,22.917931,7.84625,101.017143,66.15461,38.51849,33.941948,11.124079,15.699422,35.19796,11.270811 -2007-09-14,262.666595,13.424047,,,87.769997,27.350887,12.69,33.609394,42.244194,,22.732424,7.775,101.839836,66.19194,38.828182,34.426167,10.992503,15.738297,35.151653,11.336438 -2007-09-17,260.952759,13.385363,,,86.910004,27.235662,12.84,33.609394,41.872078,,22.485092,7.68375,99.183075,66.632339,38.953999,34.785427,10.902396,15.634628,34.958679,11.196986 -2007-09-18,265.905548,13.628104,,,88.75,28.252426,13.3,34.478336,43.309803,,22.95166,8.22375,102.67762,68.498611,39.50563,37.065926,11.627254,15.900284,36.911549,11.41436 -2007-09-19,271.658112,13.613598,,,89.0,28.313427,13.1,34.718853,43.19141,,23.373262,8.15375,101.802094,68.767357,39.612083,37.073742,11.921501,16.120584,36.718578,11.393856 -2007-09-20,274.628815,13.56911,,,89.650002,28.142832,13.35,34.385242,42.954605,,23.626215,7.85125,100.519005,68.744942,39.718563,36.269318,11.922304,15.887327,36.247738,11.274909 -2007-09-21,278.240326,13.940468,,,91.300003,28.149656,13.24,34.315414,43.33519,,23.907269,7.88875,99.11515,68.909157,40.328274,36.519215,11.687061,15.932681,36.378956,11.266708 -2007-09-24,282.174713,14.339873,,,92.589996,27.87668,13.48,34.113686,42.785461,,23.761122,8.09,97.235794,68.476196,39.554035,36.105301,11.34417,15.822532,35.769157,11.135463 -2007-09-25,282.66156,14.813745,,,93.480003,28.047281,13.81,33.485256,42.472553,,23.92976,8.00625,93.79409,68.647896,38.83786,35.933491,11.40238,15.705903,35.583912,11.110854 -2007-09-26,282.244263,14.774095,,,93.43,28.1633,13.75,33.59388,42.633232,,24.075914,7.5125,95.213036,68.953957,39.099171,36.175594,11.391216,15.926206,35.607075,11.356943 -2007-09-27,281.916412,14.941399,,,93.379997,28.24519,13.28,33.834385,42.793915,,24.075914,7.35,95.83194,69.401878,39.437889,36.081875,11.801891,16.03635,35.668812,11.061637 -2007-09-28,281.802155,14.841789,,,93.150002,28.252012,13.2,33.865433,42.514835,,23.783609,7.4775,96.005539,69.09581,39.350807,35.941299,11.799498,15.829011,35.367779,10.745828 -2007-10-01,289.392792,15.119341,,,93.410004,28.675112,13.23,34.501617,42.82774,,23.738638,7.585,98.3302,70.133446,40.163742,36.659801,12.230104,16.101143,36.13195,10.795044 -2007-10-02,290.306824,15.323395,,,92.360001,28.743357,13.2,34.811951,43.741127,,23.839827,7.5525,102.624786,68.856911,41.160583,37.12059,12.199006,16.159452,36.402107,10.909883 -2007-10-03,290.123016,15.27214,,,92.459999,28.354378,13.23,35.013672,43.918724,,23.564377,7.32375,104.368286,68.17762,40.841217,37.901588,12.514788,16.250166,36.573296,10.885276 -2007-10-04,287.644165,15.109668,,,92.260002,28.456741,13.35,34.912811,44.316216,,23.603729,7.2375,106.723137,67.871544,41.547707,37.948593,12.882401,16.392714,36.767834,10.877071 -2007-10-05,295.105621,15.613522,,,93.43,28.504507,13.63,35.199871,44.578407,,23.890018,7.31875,112.640457,68.200005,42.709064,38.488907,12.954968,16.574137,37.024635,11.008317 -2007-10-08,302.840302,16.238247,,,95.849998,28.340727,13.63,35.122299,44.341602,,23.770967,7.325,113.968834,67.692383,41.886444,38.70034,12.946991,16.489904,36.915684,10.934491 -2007-10-09,305.602356,16.233421,,,95.32,28.675112,13.79,35.075726,44.460007,,23.799316,7.475,110.104462,69.177902,42.486469,38.982239,12.973307,16.548214,37.016846,10.979609 -2007-10-10,310.674377,16.129942,,,94.660004,28.531796,14.02,35.37056,44.231647,,23.668921,7.5775,110.496941,69.521286,42.85424,38.715992,13.14316,16.548214,36.503265,10.889375 -2007-10-11,308.990326,15.688951,,,89.339996,28.388498,13.8,36.386913,44.333134,,23.58955,7.665,107.191086,69.170464,43.06715,38.888283,12.905523,16.489904,36.308739,10.795044 -2007-10-12,316.63559,16.174423,,,92.370003,27.999516,13.94,36.51104,44.037132,,23.975056,7.58875,107.447708,69.78257,42.728439,38.927441,13.014772,16.366802,36.433231,10.803246 -2007-10-15,308.051422,16.14831,,,90.529999,27.856207,13.98,36.037777,43.487411,,23.918367,7.52125,104.262619,70.78289,42.69939,38.567211,12.592135,16.198332,36.005253,10.708912 -2007-10-16,306.009705,16.399752,,,89.529999,27.822094,13.96,35.580032,42.455627,,23.708603,7.39125,102.534218,70.723175,42.157417,38.081703,12.407937,15.958592,35.102592,10.692505 -2007-10-17,314.693237,16.706318,,,90.550003,27.979055,14.11,35.680897,42.311848,,23.770967,7.13,102.119095,70.76796,42.050961,38.113029,12.448996,15.906761,36.083069,10.827853 -2007-10-18,317.743378,16.778854,,,89.849998,27.835737,14.55,35.603306,41.313896,,23.702936,7.00375,101.175644,70.954582,44.005928,37.463055,12.377336,15.900284,35.717327,10.934491 -2007-10-19,320.271942,16.480991,,,89.760002,27.323929,13.8,34.897289,40.231346,,23.453495,6.7325,98.790604,68.782272,42.476791,36.77393,12.206635,15.595755,35.032543,10.704813 -2007-10-22,323.27243,16.862019,,,91.290001,27.41263,13.75,35.10677,40.408966,,23.340107,6.83,102.873856,67.86409,41.857391,36.820923,11.803244,15.563359,35.304909,10.741723 -2007-10-23,335.701599,18.003176,,,100.82,27.624189,13.73,34.082657,40.408966,,23.821993,7.1475,103.643715,68.192535,41.750931,37.048023,11.943341,15.582795,35.748455,10.721215 -2007-10-24,335.72641,17.98093,,,88.730003,27.453579,13.12,34.03611,40.155239,,23.555534,6.95125,102.141739,68.774803,42.380009,37.322086,11.860405,15.537445,36.005253,10.692505 -2007-10-25,332.095032,17.676302,,,88.209999,27.405811,12.75,34.043861,39.749279,,23.243734,7.10625,102.330429,68.356789,42.844559,37.533531,12.188922,15.738297,35.834042,10.73352 -2007-10-26,335.120361,17.861982,,,90.0,27.555933,12.89,34.633511,40.62038,,23.504511,7.44625,103.047455,68.834526,43.715588,37.815441,12.643854,15.751257,36.822308,10.73352 -2007-10-29,337.42041,17.899696,,,90.099998,27.678789,12.88,34.920563,40.578098,,23.663252,7.34125,103.447472,69.879616,43.163929,38.300972,12.669619,15.880846,36.316505,10.758131 -2007-10-30,345.140198,18.084415,,,88.239998,27.624189,13.0,35.199871,40.586559,,23.476166,7.96375,102.390808,68.035782,41.673531,38.324455,12.653517,15.841969,36.230911,10.72532 -2007-10-31,351.215668,18.369699,,,89.150002,28.088224,13.08,35.075726,40.831825,,23.691595,7.78125,101.734169,68.670288,43.483295,37.995564,15.291306,15.945643,36.573296,10.942698 -2007-11-01,349.332916,18.126963,,,87.650002,27.528654,12.8,34.16024,38.658291,,22.937599,7.28625,99.281197,66.065018,42.747765,36.938377,15.256686,15.518005,34.487831,10.59407 -2007-11-02,353.326935,18.168547,,,85.980003,27.521832,13.17,34.284378,38.150867,,22.914917,7.00875,99.749146,65.639526,42.486469,36.993195,15.301778,15.336584,33.577404,10.471026 -2007-11-05,360.480408,18.005112,,,84.370003,27.433111,13.42,34.16024,37.592674,,22.699486,6.42125,97.598083,65.43795,42.196125,36.585987,14.970842,15.336584,33.281708,10.237242 -2007-11-06,368.49826,18.547644,,,87.269997,27.41947,13.43,34.361973,38.531433,,22.699486,6.1875,98.367935,67.468414,42.728439,36.867912,16.055437,15.505044,34.324432,10.233143 -2007-11-07,364.101868,18.016716,,,87.040001,26.668814,13.01,34.082657,36.628548,,21.917135,6.2075,94.367706,65.347626,41.112183,36.272755,16.061869,15.295162,32.869286,9.888618 -2007-11-08,344.678192,16.96937,,,83.580002,26.627863,12.51,33.842152,36.789223,,22.302649,6.075,93.771446,67.011292,40.618618,36.413723,15.414501,15.157425,33.157204,9.597416 -2007-11-09,329.839722,15.992616,,,78.889999,26.191116,12.37,33.283546,37.195194,,22.22328,5.83375,91.227905,65.085342,39.815327,35.254726,15.54011,14.97378,32.923744,9.256994 -2007-11-12,313.992767,14.869829,,,77.0,26.102404,11.95,33.609394,37.195194,,21.91148,5.69375,92.578926,63.354237,37.724895,35.685455,14.644743,15.098399,32.986,9.490779 -2007-11-13,328.140747,16.436502,,,79.860001,26.757523,12.4,35.665382,39.131905,,22.591774,6.0325,95.084732,65.107834,38.644295,36.687805,15.202742,15.446012,35.055893,9.839401 -2007-11-14,318.766724,16.064178,,,78.510002,26.621038,12.28,36.084332,38.675205,,22.302649,6.375,91.10714,64.680664,38.779789,36.664307,15.03848,15.485368,35.133698,9.946038 -2007-11-15,312.790588,15.889138,,,77.849998,26.143347,12.7,35.843819,37.27977,,22.319649,6.3,89.50705,63.316776,37.908787,36.288422,14.886295,15.275493,33.873104,9.884518 -2007-11-16,314.767731,16.091257,,,78.599998,26.375372,12.64,35.952442,37.525013,,22.421694,6.45,91.303375,63.773876,38.373302,36.679955,14.885491,15.341073,33.530712,9.503081 -2007-11-19,310.902863,15.855286,,,79.18,26.040985,12.07,35.277466,36.21413,,21.401243,5.98125,86.193649,63.031998,38.712044,36.437199,14.646353,14.895075,32.192276,9.380037 -2007-11-20,322.174561,16.329157,,,80.389999,25.959106,11.28,35.300735,36.17186,,21.559975,5.985,84.41996,65.812256,38.276524,37.087166,14.664068,14.901633,32.394608,9.474372 -2007-11-21,328.125854,16.291445,,,79.760002,25.365393,10.83,34.804188,35.639042,,21.231163,5.85125,83.265182,65.227745,37.076469,37.275116,14.567438,14.658955,31.655357,9.355428 -2007-11-23,336.163574,16.589304,,,81.43,25.7066,10.78,35.479176,36.493217,,21.333214,6.0225,84.97094,66.164505,37.502296,37.604008,14.581938,15.072165,32.64362,9.462067 -2007-11-26,330.848145,16.68601,,,81.300003,25.065132,10.27,34.936085,35.419155,,20.607548,5.81875,81.340538,64.208549,37.076469,37.784122,14.590794,14.626164,31.484154,9.097042 -2007-11-27,334.608704,16.90554,,,85.589996,25.556469,10.15,35.556759,36.31562,,20.822987,6.01375,84.20108,64.733109,36.679668,38.449745,14.804167,15.006577,32.954876,9.273403 -2007-11-28,343.893311,17.428728,,,90.300003,26.245699,10.35,36.642937,37.930977,,21.259514,6.05,87.808838,65.887199,37.695854,39.608719,15.749459,15.373872,34.207722,9.416949 -2007-11-29,346.247986,17.82233,,,89.150002,26.027332,10.14,36.883446,37.744892,,21.559975,6.0125,78.563019,66.38929,39.108845,39.54607,15.921772,15.478811,33.966476,9.449765 -2007-11-30,344.260925,17.622145,,,90.559998,26.129702,9.76,37.16275,39.013496,,21.662027,6.21,79.634781,66.816467,39.370155,39.97678,16.156073,15.583753,35.499451,9.593315 -2007-12-03,338.562988,17.297209,,,90.910004,25.201618,9.66,37.139465,38.455315,,21.701712,6.13625,83.370842,66.584129,38.895927,40.509277,16.255116,15.446012,35.180389,9.355428 -2007-12-04,339.869476,17.389078,,,94.410004,24.737577,9.25,37.387737,37.812565,,21.463596,5.9825,82.736847,66.037094,38.808815,39.992439,15.764764,15.393545,34.355545,9.162661 -2007-12-05,346.998108,17.939348,,,93.190002,25.051477,8.91,37.93858,38.807858,,21.781078,6.145,84.782249,67.386002,39.883087,40.579769,16.109383,15.728045,34.939178,9.289807 -2007-12-06,355.319,18.369699,,,94.209999,25.426813,9.07,38.225651,39.434219,,22.007847,5.9575,84.367126,68.525101,41.315426,41.276707,16.588463,15.852665,35.958553,9.371836 -2007-12-07,355.125244,18.790379,,,94.309998,25.406338,9.05,38.031696,38.927979,,21.809423,6.055,86.850288,68.570076,41.838039,41.276707,16.87672,16.003521,35.857395,9.277504 -2007-12-10,356.888794,18.781675,,,93.019997,25.529177,9.18,38.349785,40.017658,,21.486282,6.175,86.420074,68.967224,44.354321,41.433319,17.348562,15.983837,36.900135,9.322618 -2007-12-11,347.340881,18.233341,,,90.75,25.269852,9.07,38.039452,38.310211,,22.370676,6.03875,83.234985,67.655769,43.812355,39.914143,17.512821,15.629665,35.748455,8.982199 -2007-12-12,347.415405,18.457705,,,91.279999,25.419983,8.97,37.587433,37.263447,,23.646236,6.03,83.03875,68.884796,45.622135,39.812321,17.22295,15.616539,35.911873,8.973993 -2007-12-13,344.782532,18.551512,,,92.400002,25.645187,8.84,37.665371,36.937397,,23.697264,5.9375,82.525513,69.484314,45.29282,40.430962,17.971775,15.505046,35.608387,8.818139 -2007-12-14,342.750732,18.412249,,,89.080002,25.187963,8.43,37.119846,36.173771,,23.323099,5.65625,79.430992,68.330261,44.275764,39.420776,17.437134,15.150865,35.17263,8.7156 -2007-12-17,332.452728,17.832968,,,85.089996,24.894524,7.95,37.275688,35.779076,,22.960268,5.37,78.487549,67.363525,43.345882,40.047256,16.5007,15.065601,34.651253,8.264442 -2007-12-18,334.49939,17.695644,,,86.889999,25.112904,7.68,37.59523,35.607471,,23.016962,5.53125,79.770638,68.510124,45.70932,40.42313,16.246256,15.327948,34.161015,8.449009 -2007-12-19,336.496429,17.709183,,,89.379997,24.95594,7.98,37.47052,35.684704,,22.642796,5.78125,79.136642,68.517601,47.171947,40.094234,17.097336,15.262374,34.223282,8.215223 -2007-12-20,342.616608,18.104715,,,90.580002,25.134884,7.97,37.291271,35.530254,,22.824209,5.49375,77.347855,69.042168,48.334282,40.462288,16.647242,15.22957,33.717464,8.420296 -2007-12-21,346.093994,18.752665,,,91.260002,25.5616,7.79,37.571831,35.967854,,23.515856,5.58625,76.985573,70.016396,48.886398,41.0966,17.098146,15.242693,34.324432,8.637675 -2007-12-24,348.100952,19.225567,,,91.010002,25.830017,7.77,37.98489,36.276722,,23.527197,5.435,79.023422,70.188759,49.661297,41.754387,17.07963,15.301725,34.884697,8.703299 -2007-12-26,353.12326,19.240074,,,92.849998,25.843782,7.77,37.704327,36.29388,,23.980722,5.29125,77.755424,71.050568,49.884087,41.80138,16.867054,15.216455,34.970291,8.539238 -2007-12-27,348.105896,19.203323,,,94.25,25.596024,7.53,37.228931,35.573166,,23.821993,5.3825,76.35157,70.196251,49.574139,41.104431,16.911346,15.032811,33.958694,8.391588 -2007-12-28,348.995117,19.325176,,,94.449997,25.699255,7.32,37.47052,35.264278,,24.060097,5.3075,77.06105,71.192963,50.01001,40.947811,16.908937,15.019686,33.663002,8.256237 -2007-12-31,343.505829,19.155935,,,92.639999,25.513428,7.5,37.041893,35.40155,,23.561207,5.45875,77.023308,70.21125,49.748493,41.229717,17.327629,14.90819,33.966476,8.395691 -2008-01-02,340.381134,18.842602,,,96.25,25.300072,7.14,36.550903,34.800957,,23.243734,5.7175,77.740334,70.076347,51.056129,40.109898,17.285753,15.026249,33.102993,7.919919 -2008-01-03,340.450684,18.851307,,,95.209999,25.327602,6.77,36.145653,34.577869,,23.464832,5.50625,80.170662,70.316162,51.298283,38.559372,17.07963,15.20334,32.875343,7.669728 -2008-01-04,326.377228,17.412287,,,88.790001,24.804531,6.25,35.631287,34.191753,,23.18137,5.225,76.547813,69.004707,49.680668,37.282936,16.19956,14.97378,32.129608,7.427742 -2008-01-07,322.527283,17.179222,,,88.82,24.900881,6.08,36.285931,34.234661,,23.487509,5.36875,76.30629,68.360245,49.990631,37.015961,16.144815,15.236135,32.451454,7.538483 -2008-01-08,313.799042,16.561258,,,87.879997,24.364052,6.0,35.82613,32.956226,,22.417027,5.35,72.690987,67.483429,48.431145,35.838112,15.942702,15.393545,31.164074,8.1455 -2008-01-09,324.489502,17.349422,,,85.220001,24.639349,5.53,36.550903,33.239361,,22.325436,5.42125,73.219315,68.615013,48.605503,36.45845,15.949201,15.688689,31.603655,7.981439 -2008-01-10,321.275421,17.215971,,,84.260002,24.721935,5.96,37.719906,33.719845,,22.554424,5.54,75.649643,68.689957,48.741116,36.568371,15.901325,15.793628,32.443607,8.330064 -2008-01-11,317.062805,16.700514,,,81.080002,24.205755,6.25,37.18996,33.03344,,21.867481,5.33125,72.58532,67.670776,51.230469,34.707375,14.536666,15.754276,32.074657,8.116788 -2008-01-14,324.797516,17.289471,,,82.870003,24.405348,6.41,37.151012,33.651218,,22.044931,5.645,68.970016,68.067955,54.349445,35.154968,14.459583,15.721487,32.467159,8.018352 -2008-01-15,316.76474,16.347532,,,80.239998,23.76527,6.12,36.621056,32.501469,,21.541189,5.175,64.9245,66.711533,50.533058,34.628845,14.198338,15.47225,30.748024,7.72715 -2008-01-16,305.984863,15.438476,,,80.349998,23.785917,6.57,37.010723,33.196461,,21.67857,5.35625,68.117134,64.845528,48.712067,35.366978,14.241334,15.347631,32.52211,7.915817 -2008-01-17,298.453857,15.559364,,,80.120003,22.856779,6.34,37.00293,31.669218,,21.352283,4.6325,67.12085,62.882118,46.154888,34.463947,14.350865,15.059049,31.430958,7.81328 -2008-01-18,298.185577,15.604819,,,79.760002,23.613853,7.07,37.080856,30.862675,,20.671066,3.50125,67.49823,63.758888,47.065388,34.746635,14.167502,14.757339,31.077724,7.653323 -2008-01-22,290.286957,15.051647,,,78.480003,23.434904,6.83,38.343395,32.081047,,20.585197,3.91125,75.362839,61.787991,45.447792,35.57114,14.780065,14.580252,32.074657,7.657424 -2008-01-23,272.537415,13.449194,,,73.970001,23.80657,7.56,39.091549,34.809521,,21.003084,4.3675,81.053734,62.537376,44.80851,36.788242,15.625474,14.993459,35.889702,8.190614 -2008-01-24,285.388824,13.113613,,,77.669998,23.847864,7.58,38.117382,34.234661,,20.464987,4.4575,79.264946,64.448364,47.075081,36.906021,15.559752,15.118078,35.29311,8.387486 -2008-01-25,281.369965,12.573018,,,77.599998,23.400496,7.15,37.478329,33.874298,,20.184486,4.35875,74.721291,62.904621,46.445484,35.555416,15.693618,14.829489,34.256927,8.06347 -2008-01-28,276.193634,12.573018,,,75.82,23.896038,7.46,37.961506,35.35009,,20.837078,4.36875,75.687386,63.796379,47.452843,37.738373,15.334207,15.078721,35.771946,8.06347 -2008-01-29,273.481262,12.720983,,,73.949997,23.923567,7.61,38.195316,35.985012,,21.690025,4.54875,78.464905,63.758888,47.08477,38.437244,15.533791,15.20334,37.247726,8.190614 -2008-01-30,272.363525,12.782872,,,74.209999,24.047455,7.61,38.312214,36.21666,,21.380901,4.69875,79.302689,63.908768,50.46526,37.125896,15.334207,15.150865,37.169235,7.883006 -2008-01-31,280.326752,13.090408,,,77.699997,24.336521,7.59,39.543564,37.88121,,22.033489,5.03125,83.393486,64.223534,50.581501,38.264484,16.794601,15.321396,37.208492,7.755863 -2008-02-01,256.283112,12.934709,,,74.629997,24.887123,8.0,39.886478,38.636265,,21.91328,5.3475,81.748108,64.410866,51.404831,38.060322,17.477745,15.47225,37.875721,7.883006 -2008-02-04,246.114258,12.73162,,,73.949997,24.343395,7.92,39.021408,37.778248,,21.844585,5.03625,79.929138,64.028702,52.915882,38.052479,17.524805,15.498488,36.282196,7.8707 -2008-02-05,251.762527,12.510158,,,72.089996,23.545036,7.21,38.623947,36.353943,,21.02599,4.9575,77.211998,61.533195,51.269218,36.254292,16.776751,15.059049,34.453171,7.591801 -2008-02-06,249.233978,11.798387,,,68.489998,23.538147,6.74,38.055042,36.319622,,20.837078,5.1125,73.717461,61.031113,51.811657,36.340652,16.628279,15.025788,34.319717,7.444151 -2008-02-07,250.843506,11.724886,,,70.910004,23.5588,6.59,38.842171,37.211964,,21.180544,5.30375,77.49881,61.633213,53.874805,37.078781,16.298073,15.079002,35.410858,7.600006 -2008-02-08,256.675568,12.134929,,,73.5,23.290377,6.34,38.000477,36.173771,,20.819901,5.58875,74.411835,61.497696,55.08559,36.670464,16.681831,14.832897,34.39822,7.489267 -2008-02-11,258.896118,12.518862,,,75.190002,23.407379,6.28,38.655125,36.156609,,21.106127,5.62375,76.283646,62.634205,57.739609,37.19656,16.722393,14.766379,34.029278,7.595902 -2008-02-12,257.371063,12.07497,,,74.449997,23.655155,6.41,39.161686,36.740051,,21.472485,5.61625,74.774124,63.507236,56.761314,36.827507,16.551208,15.085653,33.997871,7.673831 -2008-02-13,265.582642,12.514024,,,77.730003,24.07498,6.7,39.48122,37.177631,,22.136528,5.625,76.336479,64.342682,57.691177,36.576237,16.612864,15.125558,34.618027,7.731252 -2008-02-14,264.405304,12.326411,,,75.800003,23.668922,6.53,38.943481,36.242413,,21.6614,5.4275,73.551414,64.387848,57.361858,35.940197,16.407598,14.932673,33.44838,7.456455 -2008-02-15,263.108734,12.052728,,,72.959999,23.655155,6.45,38.53043,36.637093,,21.684299,5.3325,74.5326,64.252373,55.792683,35.037174,16.713474,14.852847,33.950783,7.501571 -2008-02-19,252.830582,11.815793,,,72.080002,23.593212,6.5,38.701881,36.611351,,20.545126,5.4,72.690987,65.486687,58.64045,34.55817,16.56743,14.879457,33.621075,7.423644 -2008-02-20,252.855423,11.974393,,,73.639999,23.648268,6.83,38.733051,36.868748,,19.669281,5.34875,74.328812,66.307045,62.098431,34.990055,16.893583,14.94597,33.87228,7.489267 -2008-02-21,249.805252,11.753901,,,69.900002,23.398239,6.96,38.803192,36.21666,,19.732252,5.45625,72.457008,65.418945,59.521881,34.354023,16.590147,14.899411,33.809498,7.312904 -2008-02-22,252.259293,11.552746,,,72.080002,23.301004,6.71,38.943481,36.551281,,20.024199,5.12375,72.864578,65.607101,60.752052,34.723076,16.509012,14.965924,34.484573,7.485163 -2008-02-25,241.648315,11.579824,,,73.269997,23.759392,6.97,39.224052,36.843002,,20.321877,5.005,74.78167,67.082268,62.679581,35.445488,16.100916,15.152161,34.563068,7.587702 -2008-02-26,230.5952,11.522768,,,71.690002,23.571869,7.13,40.057938,36.654259,,20.361944,5.15375,76.502525,67.654266,63.115498,36.51342,15.892397,15.18543,34.319717,7.817382 -2008-02-27,234.902191,11.891223,,,70.870003,23.627434,7.28,40.081326,36.791538,,20.150141,4.82875,76.68367,67.277962,59.928696,36.576237,15.51188,15.132212,34.861382,7.809179 -2008-02-28,236.159012,12.563346,,,67.849998,23.509373,7.02,39.512394,35.538841,,20.585197,4.64375,76.532715,67.270432,61.991871,35.194214,15.79666,14.999185,33.314938,7.616406 -2008-02-29,234.067612,12.090444,,,64.470001,23.016262,7.21,38.647324,34.097389,,19.938337,4.6025,72.170197,65.486687,59.260361,33.77293,15.415339,14.819592,31.909817,7.374425 -2008-03-03,227.033371,11.772271,,,62.43,23.196833,6.76,38.881126,33.61689,,20.070002,4.64375,72.811745,66.04364,60.839214,33.984955,15.298503,14.799639,31.258263,7.321107 -2008-03-04,220.863495,12.051763,,,65.339996,23.280174,6.76,38.865543,33.273685,,19.961233,4.53875,72.41172,65.245865,58.252991,33.451004,15.615736,14.792986,30.76372,7.341615 -2008-03-05,222.403473,12.039188,,,64.989998,23.384356,6.84,38.616161,32.758957,,20.293255,4.59,72.879677,65.622169,59.231304,33.608032,15.496471,14.666609,30.410475,7.440048 -2008-03-06,214.95195,11.694907,,,62.740002,22.821793,6.49,38.951263,31.860386,,20.047098,4.4075,70.562561,63.605114,58.098011,32.068985,15.414529,14.360641,29.335037,7.218568 -2008-03-07,215.274841,11.822563,,,64.089996,22.384253,6.49,38.888927,32.052322,,20.041374,4.3,69.709679,62.084797,56.712875,31.307304,15.618973,14.200998,29.484196,7.013495 -2008-03-10,205.473587,11.57499,,,63.470001,22.016157,6.16,38.070629,30.804777,,19.835289,4.125,68.683205,62.062187,55.434307,31.220936,15.537034,14.067969,28.636408,6.890451 -2008-03-11,218.498871,12.315773,,,67.150002,23.196833,6.48,39.161686,32.907272,,20.659618,4.2425,70.419159,65.238312,59.366909,32.493027,15.889162,14.447109,30.488964,7.275991 -2008-03-12,218.66777,12.188118,,,66.510002,23.585766,6.43,39.378983,32.305309,,20.218836,4.25625,70.668228,64.703964,58.398281,31.684229,16.543087,14.154436,30.308441,7.222671 -2008-03-13,220.073639,12.372832,,,68.32,23.787176,6.73,39.621716,32.401272,,20.321877,4.42375,71.385246,65.516777,61.364239,31.888374,17.015284,14.107879,29.915936,7.230873 -2008-03-14,217.545074,12.244212,,,68.220001,23.488525,6.38,39.010963,31.136284,,20.052826,4.25,71.755081,64.658798,60.608204,31.417236,16.928476,13.728745,28.683508,7.13244 -2008-03-17,208.5784,12.255816,,,66.529999,23.842733,6.34,39.112747,31.371841,,20.487886,4.27,71.906036,64.568459,57.962112,30.9618,16.349993,13.68218,31.642906,7.07912 -2008-03-18,218.161072,12.844766,,,71.699997,25.099812,6.39,39.919266,33.962883,,21.220619,4.4425,74.087288,66.585518,60.666359,32.281006,17.058285,13.968193,33.52689,7.481061 -2008-03-19,214.604202,12.540138,,,70.169998,24.717825,6.15,39.762653,33.640095,,20.636721,4.51875,73.611794,63.544891,56.837761,31.778446,16.907387,13.708787,33.338486,7.177554 -2008-03-20,215.374191,12.888286,,,73.190002,26.037407,6.11,41.681122,36.519047,,21.094673,4.67375,78.396973,63.973877,57.351479,33.301807,17.880173,13.69548,36.085957,7.189858 -2008-03-24,228.791931,13.493679,,,75.949997,25.974895,6.21,41.994324,37.033768,,21.770163,4.905,84.223724,64.688873,59.386929,33.977104,17.565367,13.708787,36.541252,7.337512 -2008-03-25,223.933533,13.633903,,,75.169998,25.884615,6.3,41.540176,35.742607,,21.752995,4.875,81.378281,64.124413,60.33683,33.600189,18.253376,13.821862,36.156612,7.378525 -2008-03-26,227.614594,14.028475,,,73.800003,25.78738,6.22,41.422714,34.756783,,21.615599,4.765,81.234871,64.922203,62.333511,33.199718,18.080568,13.761999,34.62587,7.243178 -2008-03-27,220.605179,13.563308,,,70.800003,25.579021,6.16,41.007706,33.709881,,21.558359,4.70875,79.612137,64.87706,60.51128,33.191868,17.90613,13.675527,33.644627,7.226773 -2008-03-28,217.624557,13.830223,,,69.760002,25.426229,5.91,40.811943,33.21262,,21.558359,4.585,77.13652,64.13945,60.656693,31.849117,17.654615,13.635618,33.52689,6.992987 -2008-03-31,218.811844,13.877611,,,71.300003,25.704039,5.89,41.250458,33.073032,,21.924726,4.575,77.053497,63.65781,61.499931,32.55584,18.091932,13.921633,33.715279,7.177554 -2008-04-01,231.350296,14.460756,,,76.699997,26.690252,6.07,42.34671,35.646629,,22.600216,4.625,82.623634,65.494225,62.333511,34.134151,18.628222,14.220949,36.894489,7.587702 -2008-04-02,231.345322,14.263474,,,77.370003,26.405491,6.19,42.644253,35.158104,,22.165154,4.53625,81.21978,66.623169,63.477226,34.503212,18.153584,14.307424,36.593761,7.628714 -2008-04-03,226.089508,14.661911,,,74.940002,26.280485,6.26,43.012291,35.219166,,22.331161,4.53375,81.136757,66.404915,63.729282,33.396027,18.762089,14.194346,36.625416,7.522076 -2008-04-04,234.022903,14.804071,,,76.870003,26.086027,6.23,42.597275,34.381653,,22.027767,4.40625,79.710258,66.788727,64.931145,33.678719,18.382381,14.200998,36.063526,7.587702 -2008-04-07,236.8694,15.075824,,,76.900002,25.877661,6.34,42.464161,34.460155,,22.331161,4.54125,78.230927,66.924217,65.425446,33.396027,18.478764,14.287472,36.039795,7.509772 -2008-04-08,232.393509,14.780865,,,77.300003,25.662359,6.03,42.636414,33.483074,,22.441053,4.60375,79.370613,67.44355,66.588554,33.129044,18.905102,13.968193,35.501644,7.374425 -2008-04-09,230.5952,14.64547,,,74.389999,25.308157,6.26,42.393677,33.090469,,22.088245,4.45375,78.102615,67.511276,64.262367,32.406628,18.682943,13.895028,35.058472,7.16525 -2008-04-10,233.024399,14.946234,,,74.830002,25.523455,6.27,42.80085,32.881107,,22.09403,4.5025,79.370613,67.398369,65.250999,33.050526,18.696829,13.914987,34.710251,7.198061 -2008-04-11,227.246979,14.229627,,,71.989998,22.259241,6.01,42.91048,32.226791,,21.57349,4.435,77.151619,66.698441,64.233276,32.335968,18.670691,13.602365,33.657715,7.07912 -2008-04-14,224.370682,14.291521,,,72.610001,22.050884,5.86,43.184551,31.040314,,21.515652,4.36125,76.555359,67.511276,64.795433,32.21817,18.548183,13.675527,32.842583,6.960176 -2008-04-15,221.976257,14.349547,,,72.5,22.210621,5.78,44.061554,31.040314,,21.590843,4.1875,76.472336,68.339195,66.94722,32.791393,18.350527,13.7753,33.333229,7.103727 -2008-04-16,226.0448,14.864031,,,74.589996,22.384253,6.07,44.687969,32.261684,,21.752785,4.05125,77.151619,69.91217,68.168472,33.600189,18.823421,14.034714,35.580784,7.25138 -2008-04-17,223.317535,14.94043,,,74.040001,22.238401,6.19,44.374763,32.689175,,21.72965,4.1775,78.31395,70.280945,67.228279,33.364624,18.825882,13.569104,35.707413,7.243178 -2008-04-18,267.962158,15.573868,,,80.099998,22.703726,6.11,44.09288,33.640095,,21.694941,4.29,79.038521,70.747589,69.399452,34.416828,19.088047,13.615663,36.21389,7.497468 -2008-04-21,267.15741,16.262432,,,80.18,22.543989,6.14,44.14769,32.811317,,21.741219,4.50875,73.574051,70.943275,70.107018,34.47197,19.275078,13.436074,35.794464,7.403135 -2008-04-22,275.706787,15.492631,,,79.599998,22.453705,5.96,44.280796,32.279137,,21.868462,4.47625,72.849487,71.041115,69.787155,33.369366,19.162378,13.163363,36.126846,7.259585 -2008-04-23,271.479279,15.752779,,,81.0,22.474541,5.92,44.570526,32.157013,,22.284895,4.23,73.174034,70.913193,68.38176,34.267197,19.106829,13.223227,35.731155,7.321107 -2008-04-24,269.765442,16.337864,,,77.690002,22.787069,6.03,44.985535,33.038139,,22.354303,4.415,73.211769,69.693909,64.204185,34.613724,19.565022,13.329652,37.171482,6.558233 -2008-04-25,270.272125,16.414259,,,80.860001,23.148224,6.06,45.142155,33.41328,,22.313814,4.6225,75.287361,69.588562,67.257362,35.511547,19.388603,13.589058,37.820412,6.504914 -2008-04-28,274.276093,16.657001,,,81.970001,23.03709,6.0,44.907219,33.308575,,22.151865,4.8225,76.411957,69.581017,66.317169,35.692711,19.805956,13.456033,37.464291,6.422885 -2008-04-29,277.430573,16.928749,,,80.739998,22.794016,6.02,45.893867,33.029408,,22.319592,4.3275,77.030861,69.084282,63.42878,34.952385,22.377064,13.462682,37.25853,6.644366 -2008-04-30,285.289459,16.822371,,,78.629997,22.710676,5.96,45.400543,32.75024,,22.389004,4.16625,74.426933,70.047653,64.339882,33.881294,22.718462,13.376209,37.709618,6.65667 -2008-05-01,294.623749,17.407457,,,79.360001,23.002369,6.22,45.471027,34.364193,,23.100407,4.33875,75.672287,67.511276,63.9231,35.283165,24.007277,13.595711,38.975845,6.82893 -2008-05-02,288.766846,17.498358,,,77.309998,23.155163,6.16,45.024685,34.713158,,23.210297,4.32125,77.90638,67.44355,65.512688,35.37767,23.280382,13.708787,38.508911,6.751002 -2008-05-05,295.527863,17.864883,,,75.919998,23.044044,6.53,44.60968,33.997791,,23.048357,4.21625,75.53643,67.368256,67.46093,34.542843,23.750822,13.648922,37.986607,6.701784 -2008-05-06,291.285461,18.051525,,,75.709999,22.919025,7.12,44.124191,34.233345,,22.880632,4.37875,72.087173,67.789726,68.895432,34.999634,24.177155,13.582406,38.144878,6.709988 -2008-05-07,287.629242,17.657928,,,73.18,22.620384,6.91,44.50005,33.151546,,22.452623,4.3375,71.65696,66.848976,67.363998,34.219948,23.767971,13.460777,36.854931,6.541829 -2008-05-08,289.621307,17.896795,,,72.790001,22.634274,6.93,44.758457,32.567032,,22.475756,4.3125,70.532372,67.684372,68.556206,33.117344,23.963989,13.494559,36.443398,6.500814 -2008-05-09,284.747986,17.741095,,,72.410004,22.412029,6.94,44.77412,31.973799,,22.319592,4.27625,70.336128,67.147614,67.528793,33.022835,23.428209,13.372929,36.854931,6.504914 -2008-05-12,290.580048,18.196592,,,74.529999,22.502319,7.16,45.43187,32.663002,,22.620359,4.28375,71.468269,67.427361,67.393082,34.393215,23.706713,13.454017,37.385159,6.578742 -2008-05-13,289.616333,18.370663,,,74.559998,22.453705,7.19,44.359119,31.938902,,22.707109,4.1225,71.204109,67.797783,68.662796,34.361713,23.587469,13.494559,35.992302,6.541829 -2008-05-14,286.287964,18.01285,,,74.199997,22.578718,7.16,45.174931,32.104656,,22.909538,4.32625,71.506012,67.971657,66.220261,35.346165,23.39636,13.555375,36.332611,6.529522 -2008-05-15,288.622772,18.348423,,,76.120003,22.481478,7.41,44.915428,32.026146,,23.054132,4.55,73.098557,69.022484,66.326897,35.645443,23.421677,13.568893,37.211037,6.591046 -2008-05-16,288.160797,18.144367,,,76.459999,22.314806,7.26,44.852531,31.555046,,23.175592,4.5625,71.634323,70.058197,67.46093,35.456429,23.146435,13.535107,36.823254,6.992987 -2008-05-19,286.894043,17.755604,,,82.290001,22.502319,7.1,44.349274,31.493979,,23.430082,4.59375,71.332413,71.335831,69.855011,34.716114,22.868746,13.670259,36.39592,7.00119 -2008-05-20,287.430542,17.978031,,,80.720001,22.030043,7.12,43.99543,30.874561,,22.770727,4.7075,69.370041,71.487015,72.694954,34.133308,22.676805,13.548616,34.583645,6.906858 -2008-05-21,273.217987,17.232416,,,78.300003,21.523052,7.08,43.429268,30.211531,,22.493109,4.6,66.811401,70.814194,70.746719,33.566261,22.758478,13.521594,33.570656,6.841236 -2008-05-22,272.954681,17.122164,,,79.260002,21.536942,7.07,44.074062,30.298773,,22.660841,4.20875,68.003922,69.937248,67.955231,33.715897,22.533875,13.366165,34.069229,7.009395 -2008-05-23,270.550323,17.520603,,,78.349998,21.134125,6.88,43.838158,29.600847,,22.284895,4.27375,66.381187,68.568886,66.607971,34.10181,22.314993,13.197232,33.49152,6.951974 -2008-05-27,278.637726,18.029284,,,80.620003,21.113285,6.92,44.349274,29.810221,,22.458403,4.21875,65.732094,67.888489,65.464218,34.062424,22.767464,13.062088,34.037582,7.181655 -2008-05-28,282.284027,18.085377,,,80.080002,21.217466,6.82,44.89185,29.548504,,22.851702,4.275,67.445396,68.364761,66.656441,34.653103,23.431479,13.041815,33.918865,7.312904 -2008-05-29,289.616333,18.054428,,,80.349998,21.279974,6.77,45.56023,30.185345,,23.250793,4.3725,65.015068,67.548294,63.089516,36.322765,25.237288,13.109388,34.480755,7.517974 -2008-05-30,291.007263,18.253645,,,81.620003,21.335537,6.88,45.402954,29.670631,,23.077261,4.475,63.94331,67.102264,63.738953,36.771664,25.2087,13.08236,34.029663,7.460557 -2008-06-02,285.642181,17.997374,,,80.230003,21.120234,6.8,44.978355,29.295502,,22.759161,4.34625,63.233837,66.384064,63.390022,36.283375,26.135708,12.960725,33.356998,7.353919 -2008-06-03,281.817047,17.926777,,,80.110001,21.154953,6.81,45.426552,29.059948,,22.429487,4.295,64.15464,64.796478,63.225246,36.10223,25.106613,12.84585,33.151218,7.28009 -2008-06-04,284.261169,17.909372,,,81.5,21.148016,7.19,45.355789,28.45509,,22.267546,4.28875,64.350883,64.826714,62.963512,36.614159,24.289865,12.703941,32.94548,7.431845 -2008-06-05,291.255676,18.31941,,,84.510002,21.571667,7.78,47.022812,28.45509,,22.822786,4.26,64.064072,67.518059,68.226631,37.425358,25.005337,12.6161,33.317417,7.595902 -2008-06-06,281.66803,17.952885,,,80.629997,20.849369,7.43,45.898361,27.129734,,22.099817,4.14125,62.162075,65.612946,65.87133,34.952385,24.153477,12.136317,31.726721,7.247279 -2008-06-09,277.132507,17.563152,,,79.43,20.87715,7.68,46.841957,26.338085,,21.723862,4.17,62.448883,67.336639,65.881004,34.794868,23.799824,12.176865,29.68495,7.185758 -2008-06-10,275.294464,17.952885,,,79.620003,21.064671,7.43,47.007092,26.346979,,21.527216,4.29,61.913006,66.444519,63.768024,35.495804,23.362865,12.122805,30.302235,7.317005 -2008-06-11,270.83847,17.485788,,,77.279999,20.717413,6.96,46.016304,25.66206,,20.902578,4.07,60.38084,66.988884,64.049118,34.227818,22.80422,11.859269,29.384216,7.206265 -2008-06-12,274.688416,16.755644,,,76.150002,20.175692,7.14,46.480247,26.186867,,21.047165,3.98625,60.78841,65.817062,62.109394,34.77911,23.228106,11.980898,30.080645,7.308801 -2008-06-13,283.908447,16.669565,,,79.169998,20.245138,7.52,46.535294,26.4893,,21.214897,3.96875,62.463978,66.799843,61.391705,35.99197,23.886398,12.156594,31.323126,7.452351 -2008-06-16,284.55426,17.101858,,,81.699997,20.120134,7.71,46.637512,26.969624,,20.91992,4.06,61.512981,66.520142,62.991974,36.133743,24.050564,12.007928,31.608017,7.526176 -2008-06-17,282.890076,17.545748,,,82.970001,20.04373,7.72,46.149982,26.008965,,20.642303,4.0225,60.282722,66.996414,64.980171,34.227818,23.865976,11.97414,30.895771,7.431845 -2008-06-18,279.372955,17.286566,,,82.519997,19.592293,7.29,45.347916,25.235102,,20.387815,3.81375,58.803391,66.39917,64.495239,33.660778,23.937855,12.007928,30.658352,7.288295 -2008-06-19,278.289978,17.494488,,,84.260002,19.599318,7.33,45.36364,25.030521,,20.329979,3.655,58.305248,64.856934,60.140598,34.267197,23.897839,12.007928,30.58713,7.378525 -2008-06-20,271.449493,16.950022,,,81.099998,19.227131,6.99,44.239189,24.105438,,19.913544,3.5225,56.418346,64.191689,60.712811,33.133087,23.196249,11.710603,29.961933,7.066817 -2008-06-23,270.843414,16.745974,,,80.68,19.241179,6.55,44.538002,23.020248,,19.884626,3.47625,55.588112,66.300888,64.058807,32.424282,23.07456,11.744391,29.178463,6.685379 -2008-06-24,269.397827,16.754671,,,79.639999,19.374603,6.24,45.072712,23.678474,,19.821005,3.3875,55.580563,65.711212,62.225777,32.306156,22.898962,11.953873,29.851145,6.796119 -2008-06-25,273.719727,17.155046,,,80.510002,19.655495,6.43,45.701763,23.669586,,19.936682,3.50375,56.184372,66.225311,60.596432,32.802315,23.668335,12.082258,30.001492,7.017597 -2008-06-26,262.701385,16.272099,,,76.300003,18.630241,6.13,44.687386,22.068485,,19.358303,3.35125,56.154182,65.325668,61.634182,31.573725,22.519991,11.602485,28.743183,6.677177 -2008-06-27,262.328796,16.44908,,,74.660004,18.440626,5.95,44.270641,21.872795,,18.94766,3.26,58.667534,65.431519,62.827091,31.542196,22.192478,11.676816,27.738136,6.705887 -2008-06-30,261.509125,16.192799,,,73.330002,18.742592,5.83,44.192009,21.232353,,19.485542,3.205,55.595657,66.626007,63.564178,31.187801,21.6861,11.80521,27.152508,6.455698 -2008-07-01,265.637299,16.892971,,,73.620003,19.044554,5.65,44.844666,21.178988,,19.259974,3.21875,55.316399,66.792305,65.09655,31.455578,21.508869,11.980898,27.224529,6.406479 -2008-07-02,261.817139,16.264366,,,71.440002,18.61619,5.44,44.427906,20.04932,,19.022842,3.225,55.663586,66.081665,64.427353,31.227175,20.866911,11.906569,27.688673,6.431088 -2008-07-03,266.764954,16.451977,,,72.0,18.897085,5.3,44.506542,19.924791,,18.843548,3.1275,55.68623,66.731842,61.721451,31.28248,20.723986,11.994414,28.256859,6.381872 -2008-07-07,270.197632,16.939388,,,72.489998,19.030508,5.38,44.750301,19.150928,,18.901382,3.1175,55.859825,65.733894,59.306519,31.013828,20.099993,11.751151,27.240538,6.131682 -2008-07-08,275.473297,17.363934,,,75.040001,19.704655,5.53,46.480247,20.93882,,19.299553,3.4925,57.414631,64.970352,59.190136,32.238586,21.582376,12.291741,28.624975,6.291639 -2008-07-09,269.025238,16.851383,,,70.610001,19.093716,5.06,45.347916,19.622351,,18.807695,3.46625,54.750328,63.738083,57.221348,31.487934,20.637762,12.18362,27.432592,6.037349 -2008-07-10,268.538422,17.081547,,,70.629997,19.409719,4.96,44.986202,19.88921,,19.188303,3.22,54.123875,65.061081,60.68372,30.46862,20.797941,12.18362,27.61665,5.893798 -2008-07-11,265.175293,16.68988,,,68.540001,19.423758,4.84,44.262775,19.275455,,19.077049,3.175,53.520069,64.622597,61.265625,29.717962,21.138811,12.034961,26.53631,5.766653 -2008-07-14,259.124634,16.815599,,,66.279999,19.086691,4.82,44.2785,17.923422,,18.954084,3.15375,53.429497,64.577225,63.622368,29.488823,21.151138,11.926839,25.359947,5.742043 -2008-07-15,256.377502,16.40556,,,67.029999,18.714508,4.72,44.223469,16.473534,,18.708155,3.17375,53.172878,62.135357,61.58569,29.409803,20.565474,11.87954,24.823776,5.569781 -2008-07-16,266.069489,16.712122,,,71.839996,19.437805,5.06,44.789619,20.164959,,18.690582,3.38,56.576847,61.092098,59.733269,30.792593,22.276466,12.339041,28.761007,5.881493 -2008-07-17,264.99646,16.615414,,,72.110001,19.662523,5.3,45.355789,23.571735,,18.591047,3.5425,57.520298,60.729225,55.436821,31.116554,23.492132,12.42689,32.650238,5.902 -2008-07-18,239.104858,15.97134,,,69.120003,19.662523,4.65,45.544491,24.452345,,18.807695,3.51125,56.63723,61.643963,57.434704,30.816292,23.069937,12.379587,32.026024,5.881493 -2008-07-21,232.8853,16.081585,,,68.480003,19.44483,4.59,45.064842,25.404106,,18.637888,3.42,57.354252,62.732601,59.093151,30.310593,22.005398,12.224167,30.929686,5.778957 -2008-07-22,237.013458,15.668645,,,67.970001,20.013632,4.41,46.440918,28.775307,,18.632036,3.77875,57.037251,62.641869,56.464863,30.895309,22.494139,12.399858,32.698246,6.205508 -2008-07-23,243.029327,16.078684,,,70.540001,20.596487,4.67,45.678181,29.744864,,19.358109,3.8225,60.395935,61.228161,52.488441,31.377296,22.260033,12.88639,33.578518,6.324451 -2008-07-24,236.27327,15.379481,,,78.720001,20.161102,4.37,44.797478,27.254261,,18.561771,3.61625,60.803505,61.084545,50.054119,30.484426,21.231644,12.710701,31.321814,5.963521 -2008-07-25,244.400406,15.678316,,,78.309998,20.161102,4.36,44.687386,26.311398,,18.386099,3.51,61.120506,61.764927,50.539055,30.255272,21.648087,12.76476,31.625917,5.914306 -2008-07-28,237.018417,14.931727,,,75.980003,19.44483,4.19,44.050472,24.959352,,17.935232,3.32875,57.210846,60.993797,50.907593,30.626652,20.839008,12.406618,30.137438,5.836376 -2008-07-29,239.994064,15.190907,,,78.209999,19.943413,4.21,45.174931,28.659674,,17.976225,3.55,60.780865,61.160122,48.715729,31.969923,21.528976,12.521495,32.610222,6.148088 -2008-07-30,239.79039,15.461688,,,78.209999,20.343685,4.23,46.047764,29.896078,,18.099192,3.79375,59.837414,63.790977,50.830021,31.914623,22.237852,12.758004,33.266422,6.016842 -2008-07-31,235.344315,15.371749,,,76.339996,19.866167,4.21,46.09494,29.264538,,18.040636,3.64375,61.135601,60.80481,47.096069,31.385199,20.054562,12.6161,32.514183,6.025045 -2008-08-01,232.41835,15.150287,,,75.75,19.80999,4.28,45.410824,29.647024,,17.82398,3.8,59.512867,60.268051,47.53249,31.408922,19.489435,12.568797,32.618217,5.914306 -2008-08-04,230.004044,14.818576,,,75.709999,19.7819,4.48,45.945526,29.015472,,17.665884,3.9075,62.479076,57.90934,41.315746,31.440516,18.967846,12.825578,32.12207,5.766653 -2008-08-05,238.374603,15.535182,,,79.110001,20.540306,4.6,47.447426,29.869398,,18.18116,4.2275,69.105873,59.232349,41.60672,32.546741,19.476303,13.318867,33.522503,5.95532 -2008-08-06,241.598633,15.878499,,,78.089996,20.364754,4.8,47.777699,29.753761,,18.075768,4.115,69.505898,59.217213,42.382591,32.744278,19.056559,13.346344,33.122375,6.127581 -2008-08-07,238.011963,15.818543,,,76.949997,20.06279,5.03,44.789619,28.037025,,17.747858,4.11375,66.735924,58.544388,41.063587,31.946224,18.481581,13.195224,31.857977,5.95532 -2008-08-08,245.905624,16.396854,,,80.510002,20.814178,5.13,45.497337,28.686363,,18.134315,4.325,67.852966,59.512062,40.539852,33.803097,19.06724,13.627968,32.866302,6.201407 -2008-08-11,248.801788,16.784651,,,88.089996,21.031874,5.11,46.047764,29.691494,,18.643742,4.44125,69.287018,59.390491,40.927799,35.08316,19.315294,13.655447,33.522503,6.685379 -2008-08-12,249.681061,17.091219,,,87.25,20.884405,5.21,46.590332,27.690123,,18.532492,4.30875,70.004036,58.41785,42.246803,35.486149,18.967846,13.545545,30.345516,6.709988 -2008-08-13,248.399399,17.339762,,,86.690002,20.582445,5.15,45.69622,25.670958,,18.327549,4.21875,68.041656,59.398064,43.847065,35.857513,19.17977,13.49059,29.537251,6.685379 -2008-08-14,251.111755,17.34169,,,88.029999,20.729914,5.3,45.869919,26.845098,,18.222149,4.15125,70.81163,58.850964,42.848114,36.205193,19.375259,13.586752,30.257483,6.93967 -2008-08-15,253.426697,16.99548,,,86.400002,20.926537,5.64,46.87257,27.307638,,18.538345,4.10875,70.21537,58.562229,41.955849,37.011154,19.627436,13.717265,30.465548,6.845336 -2008-08-18,247.539993,16.961628,,,83.110001,20.610531,5.91,46.446255,26.062332,,18.386099,4.13375,68.260544,58.151932,40.714439,36.410641,19.542011,13.49059,29.401217,6.771511 -2008-08-19,243.665192,16.781757,,,81.290001,20.161102,5.58,45.94886,24.977152,,18.034779,4.0475,66.298164,59.2309,42.498966,35.399231,19.59622,13.284525,28.472923,6.541829 -2008-08-20,240.932968,17.005152,,,82.129997,20.118973,5.7,46.075184,26.053448,,17.970369,4.0325,65.090546,59.884377,44.50655,34.964634,19.986387,13.243309,29.609285,6.468003 -2008-08-21,241.693024,16.855251,,,83.260002,20.18919,5.76,46.185703,25.831072,,18.011354,4.07625,65.528305,61.05455,45.505505,35.035755,19.817181,13.305131,29.017096,6.431088 -2008-08-22,243.7099,17.097023,,,85.260002,20.449022,5.81,46.927841,26.871777,,18.251423,4.1675,66.743469,61.016567,44.099232,35.667866,19.848391,13.566152,30.145445,6.578742 -2008-08-25,239.944397,16.686979,,,82.849998,19.887234,5.93,46.225193,25.759907,,17.870819,3.99,65.724548,59.808403,43.0033,34.940933,19.23727,13.401299,28.913055,6.365467 -2008-08-26,235.547989,16.792391,,,81.760002,19.852119,5.93,46.58046,25.813278,,17.929377,3.91,66.132118,60.750603,45.631596,34.925129,19.446724,13.243309,29.297188,6.361364 -2008-08-27,232.776016,16.892,,,81.730003,19.817009,6.07,46.809414,26.373652,,18.268995,4.0475,65.649071,61.145721,46.106823,34.972534,19.464798,13.105929,29.721308,6.394176 -2008-08-28,235.359222,16.802057,,,83.419998,20.245371,6.25,47.275227,27.956972,,18.872107,4.22625,68.3964,61.685242,45.437622,35.873325,19.917383,13.236443,31.11375,6.554132 -2008-08-29,230.148102,16.394918,,,80.809998,19.732738,6.29,46.635715,27.699015,,18.731573,4.21375,69.40023,60.796211,45.02058,35.375515,19.92314,13.12654,30.801661,6.381872 -2008-09-02,231.12178,16.071915,,,81.410004,20.034697,6.34,47.093639,29.024376,,18.883818,4.40375,69.694588,58.752197,41.480621,36.18148,19.64797,13.167753,31.201782,6.455698 -2008-09-03,230.704483,16.146383,,,80.769997,20.06279,6.15,47.204163,29.90444,,18.983364,4.5475,72.00415,59.284096,40.636856,36.347424,18.861889,13.188361,31.777952,6.533625 -2008-09-04,223.675201,15.59128,,,78.029999,19.451855,5.84,47.196281,27.763229,,18.491501,4.2925,69.113419,57.855564,42.886913,35.541454,17.744778,12.824308,30.337488,6.185001 -2008-09-05,220.689621,15.490701,,,79.190002,19.578249,5.96,47.954193,29.242121,,18.44466,4.31375,68.441681,57.460438,42.974194,35.494041,18.189157,12.714402,31.689922,6.226016 -2008-09-08,208.618134,15.27214,,,81.160004,20.427956,6.07,48.948952,31.510363,,19.059481,4.48125,69.354942,58.33427,41.364239,37.082272,18.022411,13.147141,33.25042,6.373669 -2008-09-09,207.97731,14.668682,,,79.040001,19.746788,5.77,48.262093,29.505238,,19.059481,4.46,69.981392,55.667164,36.805927,35.399231,16.978407,12.528942,31.585903,6.168596 -2008-09-10,205.741852,14.661911,,,76.739998,19.725721,5.78,48.964741,29.396358,,18.47394,4.40875,72.766464,57.179279,40.219807,35.723186,17.522177,12.501467,31.529873,6.176798 -2008-09-11,215.473557,14.762487,,,79.510002,19.774874,5.71,49.872669,29.995176,,18.479788,4.36125,74.789215,57.414879,41.121769,36.347424,18.530857,12.631975,33.330448,6.410581 -2008-09-12,217.415924,14.403706,,,78.300003,18.784725,5.75,49.272652,30.612137,,18.468081,4.3425,75.966644,58.888966,42.723549,35.154282,18.384649,12.789958,32.946323,6.287538 -2008-09-15,215.528198,13.573946,,,77.339996,17.274931,5.18,48.656837,24.088678,,17.542919,4.17625,73.513672,55.65958,40.364582,34.530052,17.394861,12.398431,29.609285,6.185001 -2008-09-16,220.03389,13.527525,,,78.730003,17.597954,5.26,49.059483,26.810566,,17.496075,4.405,74.517502,58.075928,42.257584,33.502834,17.644566,12.233578,32.602211,6.574641 -2008-09-17,205.905777,12.362193,,,71.540001,16.425222,4.9,47.085754,24.678429,,16.863689,4.57375,73.513672,57.202091,44.150566,31.440516,16.099508,11.793964,28.624975,6.390074 -2008-09-18,218.121338,12.967584,,,76.5,17.642174,5.3,48.538414,27.745081,,17.027643,5.375,77.740334,59.07893,48.043365,32.578342,17.128729,12.357219,32.250107,6.574641 -2008-09-19,223.123795,13.627137,,,81.0,18.944523,5.42,47.133106,34.005424,,17.818125,4.90375,76.593094,60.492287,50.567375,32.783806,18.496365,12.741877,37.651791,6.619757 -2008-09-22,213.680222,12.673592,,,74.93,18.610041,4.99,46.493614,30.984133,,17.103758,4.56,73.075912,59.937565,48.684074,31.02173,16.62356,12.412168,32.650238,6.258828 -2008-09-23,213.248032,12.266453,,,71.760002,17.756039,4.94,46.106762,30.212921,,16.83441,4.43,73.551414,59.033337,48.383144,29.923409,16.263783,12.370954,32.458172,6.176798 -2008-09-24,216.149155,12.447297,,,69.959999,17.49984,4.88,46.517303,30.004242,,16.969082,4.29,71.324867,59.291702,46.509541,30.113052,15.963972,12.357219,32.410168,6.107074 -2008-09-25,218.379654,12.758695,,,72.080002,18.275553,5.23,47.464706,31.183731,,17.607327,4.255,70.517273,61.297703,46.810486,30.595045,15.636234,12.803695,34.778896,6.12348 -2008-09-26,214.127304,12.401844,,,70.699997,17.96954,5.16,47.930511,33.297729,,17.566338,4.25,72.58532,61.282513,46.23772,30.911112,15.201716,12.817437,38.604095,6.135784 -2008-09-29,189.268982,10.179492,,,63.349998,16.439455,4.29,46.14624,27.445679,,16.248863,3.8525,69.445511,56.275063,38.636608,28.904112,13.802042,12.123672,32.81028,5.811768 -2008-09-30,198.965912,10.99184,,,72.760002,18.147457,5.25,47.283127,31.75532,,16.34841,3.97,70.570107,59.010544,41.616875,29.631044,14.565948,12.66632,37.371723,6.098869 -2008-10-01,204.529724,10.552785,,,69.580002,17.435785,4.74,47.101528,34.595161,,16.44795,3.9125,67.203873,59.709618,40.55872,28.856684,14.073925,13.009767,39.71645,6.070161 -2008-10-02,193.983322,9.680479,,,67.360001,15.763376,4.14,46.462044,32.998322,,16.377686,3.66,66.124565,58.888966,34.161373,27.181549,13.153132,12.906734,40.200298,5.811768 -2008-10-03,192.204895,9.387453,,,67.0,15.350613,4.53,47.156784,31.283543,,16.465517,3.37625,65.905685,59.223301,33.15176,26.72138,13.158882,13.050981,37.014935,5.602594 -2008-10-06,184.405624,9.490932,,,65.230003,15.215392,4.23,45.712009,29.233046,,15.72773,3.64,64.713165,58.752197,28.851255,25.713778,13.751113,13.009767,35.482716,5.319594 -2008-10-07,171.887039,8.622492,,,58.52,14.446796,4.59,43.296143,21.56641,,15.071919,3.3325,59.467579,57.802376,27.220369,24.071457,13.03567,12.123672,31.708647,5.036592 -2008-10-08,167.96257,8.683419,,,61.02,14.695886,4.05,43.067192,20.051226,,14.709098,3.4175,57.535393,58.509048,29.744368,23.05592,13.561411,11.766489,31.692516,4.728982 -2008-10-09,163.427063,8.581876,,,56.0,13.528747,4.04,40.572376,17.810198,,13.680119,3.3125,50.802929,51.670326,28.249384,20.874094,12.911288,10.763624,29.579668,4.515707 -2008-10-10,164.927307,9.361341,,,56.25,15.300795,3.81,40.225002,18.935253,,13.335143,3.53125,53.527615,47.384731,26.074854,20.429796,12.58042,10.39957,33.579552,4.544418 -2008-10-13,189.278915,10.663032,,,62.02,14.944963,4.21,43.027714,20.677259,,15.506113,3.6625,51.225597,55.530399,31.268475,21.524677,14.395629,11.457386,33.861805,4.815114 -2008-10-14,180.18309,10.065377,,,55.860001,14.838212,4.27,42.980339,24.070536,,15.868931,3.375,47.904648,55.059288,32.656662,21.469133,14.434601,11.766489,32.829563,4.63465 -2008-10-15,168.489136,9.472557,,,48.720001,13.699549,3.91,39.514442,21.611771,,14.643678,3.06375,45.542248,47.377117,27.734873,19.501532,12.732999,11.175759,31.039307,4.150678 -2008-10-16,175.369385,9.853585,,,50.290001,14.155017,4.12,43.122463,22.001911,,15.143294,3.23125,45.942272,52.772118,31.501459,19.890289,12.992551,11.656584,32.652172,4.331141 -2008-10-17,185.066315,9.419369,,,50.650002,13.96998,4.21,42.451385,21.085539,,15.042178,3.17,45.964916,51.700726,32.229523,19.63641,12.998357,11.615372,31.7167,4.286025 -2008-10-20,188.434418,9.519943,,,52.970001,14.33293,4.11,42.972446,22.138,,16.05332,3.01125,44.327084,56.981716,36.656239,19.842688,12.450226,11.910732,32.789265,4.564924 -2008-10-21,180.202957,8.847822,,,50.23,14.482379,3.91,42.372425,21.747864,,15.303886,2.85125,42.145828,54.32983,34.365227,19.461859,12.420375,11.910732,32.047348,4.310634 -2008-10-22,176.685822,9.368112,,,49.990002,13.493164,3.62,41.267132,20.559305,,14.144051,2.5525,40.319305,49.064011,31.637375,18.136898,11.686496,11.498597,29.974825,4.097358 -2008-10-23,175.021652,9.499634,,,50.32,13.379293,3.28,41.653988,20.867783,,15.02434,2.30375,37.722931,53.486385,31.676199,17.716398,11.277683,11.74588,30.523201,4.208097 -2008-10-24,168.548752,9.320725,,,48.959999,12.688987,3.03,40.580273,19.116709,,14.679358,2.2625,35.979435,52.460571,33.520668,17.859213,10.831549,11.381826,28.57165,3.970213 -2008-10-27,163.68042,8.905849,,,49.580002,12.617821,2.94,39.214417,18.626764,,14.506868,2.26375,36.688908,50.218987,30.889872,17.065819,10.477462,11.258188,27.418463,3.9333 -2008-10-28,183.183563,9.662104,,,56.040001,13.870345,2.84,43.556667,20.885931,,16.422089,2.86,43.210037,56.882954,32.598427,19.041365,11.278509,12.240441,30.321585,4.454185 -2008-10-29,177.843307,10.110829,,,56.889999,13.663966,2.98,43.438255,20.250826,,15.99979,2.77,46.334747,56.723377,36.423256,18.366982,11.255291,11.807702,28.797441,4.646954 -2008-10-30,178.682846,10.738467,,,56.709999,13.770716,3.56,43.22509,20.668179,,16.11875,2.81875,43.527039,57.027332,38.956959,19.525331,11.614351,12.26792,30.337725,5.176043 -2008-10-31,178.518906,10.40482,,,57.240002,13.884585,3.5,44.061958,21.929321,,15.922469,3.25,43.579872,56.320663,40.985855,21.326326,12.257841,12.164886,33.265045,5.385216 -2008-11-03,172.125488,10.343895,,,55.77,13.73513,3.61,44.188278,21.421238,,16.541048,3.1075,41.292946,56.449814,38.33567,22.024517,11.931952,12.19923,32.845707,5.139127 -2008-11-04,182.284409,10.733629,,,58.450001,14.781279,3.8,44.314606,22.255949,,17.415386,3.24875,43.059086,58.881378,40.034504,21.802364,14.117003,12.645713,34.006954,5.102215 -2008-11-05,170.014221,9.989944,,,51.98,14.183479,3.55,42.7356,19.733664,,16.148491,3.27375,41.458996,55.993916,39.141415,21.104177,12.925384,11.883754,31.628006,4.786404 -2008-11-06,164.539825,9.58377,,,47.220001,13.051934,3.17,42.230328,18.254774,,15.458531,3.05375,38.923,53.159618,36.365013,20.437723,11.883028,11.443357,30.853827,4.548521 -2008-11-07,164.500092,9.500602,,,49.209999,13.422001,3.16,42.940868,18.590471,,16.059269,3.21875,39.949474,56.514595,39.015213,20.302858,12.250381,11.78589,30.442545,4.327039 -2008-11-10,158.360016,9.27237,,,48.459999,13.130218,3.04,43.564571,17.674112,,16.338816,3.08125,39.443783,56.568089,39.209358,20.001366,11.845713,11.604136,29.361946,4.183489 -2008-11-11,154.723679,9.165025,,,46.299999,12.674749,2.96,43.22509,16.957348,,16.25555,3.1175,37.904072,55.521107,38.500694,18.946154,11.733763,11.722973,29.313559,4.097358 -2008-11-12,144.559784,8.715333,,,41.560001,11.593022,2.57,41.543457,15.424016,,15.57154,2.6525,33.873653,52.678177,35.481609,17.43078,11.316654,11.06587,27.878132,3.826662 -2008-11-13,155.031662,9.326526,,,44.93,11.998669,2.7,43.367195,15.514746,,17.052565,3.08375,33.62458,57.630386,39.384102,18.716078,12.189017,11.695015,29.990952,3.818459 -2008-11-14,154.008331,8.726936,,,41.75,11.40087,2.43,41.614506,14.897785,,16.445885,2.8675,28.884686,56.308273,39.432644,17.50219,11.91454,11.380441,27.797485,3.531358 -2008-11-17,149.090317,8.523849,,,39.689999,11.46492,2.5,40.903965,13.636646,,15.922469,2.56,25.526001,56.078995,39.646206,16.478716,11.256122,11.128785,26.426556,3.543662 -2008-11-18,147.749039,8.695023,,,38.439999,11.429338,2.5,41.622406,13.781813,,15.803508,2.34875,22.786221,58.333462,40.549019,16.637398,11.725473,11.387435,25.918507,3.437023 -2008-11-19,139.184738,8.34494,,,35.84,10.283554,2.12,40.264465,11.849275,,15.006495,2.19375,21.510674,56.109554,37.403725,14.741188,10.741993,10.877128,22.958933,3.268863 -2008-11-20,128.94136,7.784034,,,35.029999,9.137776,1.91,39.996037,10.207072,,14.578241,2.275,22.695648,52.357193,30.783087,13.820858,10.041282,10.101194,18.854221,2.940747 -2008-11-21,130.367081,7.986155,,,37.869999,9.984658,1.82,41.780304,10.406676,,14.982704,2.5025,22.974911,57.936058,34.559372,13.987469,10.493218,10.954025,18.321983,3.211443 -2008-11-24,127.888214,8.989016,,,42.5,10.86001,1.86,41.661877,13.237434,,16.023582,2.70125,26.665689,60.221119,38.19006,15.78053,10.902034,11.212671,22.241205,3.465733 -2008-11-25,140.113693,8.781092,,,42.189999,11.222954,1.8,43.169819,13.427966,,16.23176,2.70375,25.201454,59.693771,38.374485,15.867813,11.531428,11.142765,24.00728,3.367298 -2008-11-26,145.101257,9.187268,,,43.959999,11.521857,2.13,44.756725,13.999566,,16.886015,2.8975,28.039352,61.818329,41.296513,16.724663,12.070436,11.233642,24.692743,3.601081 -2008-11-28,145.533447,8.961938,,,42.700001,12.219287,2.36,44.117237,14.743545,,16.987137,2.87375,27.360069,61.2528,40.257797,16.43111,12.048877,11.485299,25.531424,3.662604 -2008-12-01,132.13559,8.600248,,,40.470001,11.030807,2.0,41.851364,11.658743,,16.035473,2.5675,24.031574,56.789734,35.734005,15.090281,10.86223,10.681399,21.063829,3.26066 -2008-12-02,136.666122,8.942599,,,41.189999,12.53242,2.03,42.198738,13.037828,,16.677849,2.7675,27.239307,59.31168,35.957298,15.828134,11.109345,11.198689,23.007315,3.498544 -2008-12-03,138.812164,9.274303,,,45.209999,12.902482,2.2,42.932976,13.965788,,17.296427,2.98125,28.439377,60.320469,37.306656,16.780201,11.43855,11.618119,24.394367,3.543662 -2008-12-04,136.2836,8.840085,,,47.32,12.489718,2.08,43.509312,13.306939,,16.755165,3.04,30.97537,58.287598,30.72484,17.565657,11.051298,11.373451,25.063696,3.531358 -2008-12-05,141.077423,9.090559,,,48.259998,12.70322,2.13,45.956764,14.142101,,16.743275,3.2775,35.186935,58.539803,30.287994,18.287645,11.619327,11.569184,26.894281,3.74053 -2008-12-08,150.078888,9.643728,,,51.41,13.436231,2.1,45.443584,16.554802,,17.831738,3.425,35.677528,60.832489,32.811996,19.263519,12.214725,11.834821,29.426462,3.937402 -2008-12-09,151.996414,9.67661,,,51.25,12.6534,2.27,44.061958,15.728911,,17.344007,3.47125,35.571861,59.762547,33.423599,18.843018,11.875563,11.513261,27.3862,3.802055 -2008-12-10,153.412201,9.497699,,,49.700001,12.809966,2.2,43.619839,15.487652,,16.701637,3.4325,35.149197,61.191677,37.70467,19.691946,12.023997,11.583163,27.03138,3.908691 -2008-12-11,149.139984,9.187268,,,48.25,12.133884,2.2,43.443413,13.835874,,16.618368,3.17,33.903843,61.153461,35.926327,19.120703,11.47338,11.576174,24.144373,3.67901 -2008-12-12,156.859772,9.503502,,,51.25,12.176587,2.28,43.316551,13.854434,,16.761122,3.2475,34.084984,61.482071,35.129475,19.37459,11.510698,11.827827,24.950798,3.830764 -2008-12-15,154.331223,9.163091,,,48.849998,12.062722,2.21,43.379982,13.093507,,16.136587,3.045,30.243254,61.099957,33.390011,18.620863,11.550501,11.625108,23.087952,3.691313 -2008-12-16,161.58902,9.228852,,,52.630001,12.753039,2.25,43.800236,14.012187,,16.790855,3.0725,30.265896,63.537834,34.041088,21.961035,12.28106,12.135411,26.087862,3.986619 -2008-12-17,156.601456,8.622492,,,53.18,12.37585,2.29,43.760586,13.566769,,16.725433,3.065,30.341372,61.948254,33.94392,22.675093,12.329159,12.058517,25.692713,4.031735 -2008-12-18,154.137482,8.648604,,,52.080002,11.358172,2.23,43.935009,12.954313,,16.487514,3.03375,29.722469,58.84549,32.13644,22.445013,12.339936,11.96764,24.362108,3.9333 -2008-12-19,154.08284,8.703729,,,51.560001,11.742469,2.27,44.196678,12.805841,,16.725433,3.11,29.541327,57.332321,33.370571,22.294264,12.63266,12.093464,24.450813,4.052242 -2008-12-22,147.595032,8.291752,,,49.84,11.436455,2.02,44.394901,12.555288,,16.731377,2.9925,27.616688,57.248253,31.048048,21.667482,12.040586,12.009583,24.047606,3.838967 -2008-12-23,148.047104,8.353642,,,51.080002,11.692654,1.96,43.83987,11.831479,,16.487514,2.8775,26.839283,57.393459,30.882845,20.993099,11.743713,11.904728,23.475044,3.769242 -2008-12-24,150.49617,8.224053,,,51.439999,11.6854,1.99,43.958805,12.555288,,16.552938,2.8775,27.714806,57.913151,30.367807,21.183521,11.794299,11.890746,24.071793,3.830764 -2008-12-26,149.209534,8.29852,,,51.779999,11.583852,2.18,43.887455,12.397538,,16.618368,2.84,27.956329,58.990696,31.106356,21.183521,11.686496,11.953656,24.031475,3.834864 -2008-12-29,147.749039,8.375888,,,49.400002,11.358994,2.1,43.697144,12.007796,,16.570789,2.81,27.005331,59.625011,31.942081,20.897896,11.554647,12.086475,24.015345,3.703619 -2008-12-30,150.575653,8.34494,,,50.759998,11.475047,2.21,43.649574,12.286181,,16.790855,2.9325,28.265781,60.060604,32.913849,22.016581,11.533916,12.408037,25.007246,3.838967 -2008-12-31,152.830978,8.254036,,,51.279999,11.750683,2.16,44.450413,13.06567,,16.951452,2.98,29.337542,61.008263,33.419155,22.302204,11.852345,12.380075,25.426582,3.879981 -2009-01-02,159.621811,8.776258,,,54.360001,12.381738,2.38,45.338459,13.29766,,17.498655,3.13625,31.315014,62.391495,36.03323,23.139431,12.420375,12.771542,25.589844,4.035837 -2009-01-05,162.965073,9.146649,,,54.060001,12.062582,2.67,44.815147,12.972872,,16.909815,3.22,31.186705,62.383865,37.957317,23.920837,12.708952,12.694648,23.87569,4.068648 -2009-01-06,165.950653,8.995784,,,57.360001,12.229414,2.78,44.418697,13.251261,,16.832491,3.2675,32.107513,61.367432,37.626926,24.917551,13.435367,12.442992,24.38994,4.191691 -2009-01-07,159.964584,8.8014,,,56.200001,11.6854,2.66,44.038101,12.722325,,16.422089,3.15375,30.605539,59.800785,35.799999,23.562027,12.728109,12.226287,22.928823,4.097358 -2009-01-08,161.544312,8.964839,,,57.16,11.707161,2.74,40.739601,12.56457,,16.403986,3.1325,37.722931,60.442734,36.771782,23.641771,12.787535,12.338132,22.218678,4.15888 -2009-01-09,156.517014,8.759816,,,55.509998,11.605611,2.69,40.89817,12.054193,,16.102219,3.0,35.269958,59.281094,35.799999,22.389908,12.558199,12.191332,21.198347,4.007125 -2009-01-12,155.334702,8.574139,,,51.919998,11.482303,2.52,40.747524,10.606578,,15.655607,2.90125,35.111458,58.493942,33.807873,21.975275,12.390801,12.135411,20.333111,3.9333 -2009-01-13,156.144424,8.482266,,,51.450001,10.83674,2.38,41.326351,9.882767,,15.68578,2.79,34.681244,59.548573,34.818516,21.552681,12.591681,12.29619,21.508524,3.843068 -2009-01-14,149.512558,8.252101,,,48.490002,10.234698,2.15,40.882328,9.465188,,15.33573,2.425,33.481174,57.393459,33.079041,20.827084,12.161469,12.051526,21.149372,3.70772 -2009-01-15,148.528961,8.06352,,,51.439999,9.988079,2.26,40.715813,7.720623,,15.16071,2.46875,35.647339,58.585648,32.321068,21.640388,10.905982,12.156384,19.86784,3.806155 -2009-01-16,148.86676,7.961974,,,51.59,10.125895,2.29,40.882328,6.662749,,15.227098,2.49625,37.141766,59.686153,32.272469,23.394581,10.731888,12.233276,18.627121,3.879981 -2009-01-20,140.461441,7.562572,,,48.439999,9.378787,2.0,40.089428,4.732594,,15.100359,2.3725,32.824535,58.302883,30.542725,21.712152,9.975248,12.023565,14.766196,3.646197 -2009-01-21,150.560745,8.01033,,,50.540001,9.45132,2.25,38.963478,6.198769,,15.565083,2.4575,34.077438,60.572639,33.953632,21.775936,11.056642,12.219298,18.472029,3.711822 -2009-01-22,152.259705,8.545123,,,49.939999,9.777726,2.02,38.74939,5.298647,,15.396089,2.42125,33.050964,59.785496,32.534855,21.720125,10.784619,12.030552,18.855673,3.74053 -2009-01-23,161.300888,8.545123,,,50.630001,8.725966,2.07,38.33709,5.790467,,15.764241,2.34625,33.307583,59.640278,34.254871,22.047035,10.500043,12.198327,19.818859,3.724125 -2009-01-26,160.88858,8.668912,,,49.630001,9.008856,2.01,38.535313,5.567757,,16.192749,2.38125,34.062344,60.068249,34.517269,22.501537,10.305024,10.940042,19.998446,3.691313 -2009-01-27,164.668991,8.774324,,,48.439999,9.473082,2.14,38.685986,6.031735,,15.649574,2.34125,33.609486,60.312801,34.760208,22.53344,10.609687,11.05888,20.455551,3.752835 -2009-01-28,173.20845,9.109901,,,50.360001,9.792236,2.35,38.638401,6.857621,,15.637506,2.43,34.802006,60.565002,35.994358,24.128155,11.18721,10.793244,22.577831,3.957909 -2009-01-29,170.550735,8.993852,,,50.0,9.22646,2.2,37.948566,6.291565,,14.913265,2.375,32.975487,58.84549,35.401577,23.251059,10.804708,10.56955,20.757563,3.957909 -2009-01-30,168.171204,8.716299,,,58.82,8.798505,2.19,37.361809,6.105973,,14.858945,2.3125,30.8848,58.448097,34.828232,22.342066,11.364652,10.192067,20.82287,3.871778 -2009-02-02,169.184616,8.849757,,,61.150002,8.428575,2.15,36.925709,5.567757,,15.18485,2.09875,30.122492,58.608582,34.410378,21.759989,11.46509,10.408772,20.569824,3.871778 -2009-02-03,169.125,8.991918,,,63.59,8.247239,2.21,37.908928,4.918187,,15.311597,2.17,30.039469,59.701424,35.440434,22.772646,11.692754,10.625473,19.631123,4.031735 -2009-02-04,170.391769,9.047039,,,61.060001,8.167447,2.27,36.806774,4.361409,,14.883085,2.12875,29.284708,59.349895,36.276169,22.334093,11.730416,10.404111,19.622965,4.007125 -2009-02-05,175.717133,9.328457,,,63.18,7.870058,2.36,38.503601,4.491325,,15.178816,2.185,30.213062,60.97002,37.937901,23.402561,13.37845,10.354124,20.03109,4.154778 -2009-02-06,184.440399,9.643728,,,66.550003,8.051393,2.41,39.352009,5.688391,,15.740099,2.275,31.26218,61.707409,38.462658,23.793264,13.601089,10.596912,22.553339,4.322938 -2009-02-09,188.161194,9.913547,,,66.709999,9.168432,2.36,39.074493,6.39364,,15.625425,2.1975,30.824419,61.046852,38.99712,24.032471,13.560915,10.504081,22.267649,4.396765 -2009-02-10,178.096649,9.460952,,,63.310001,8.428575,2.11,37.837547,5.159455,,14.822731,2.055,29.775303,58.481472,36.606571,22.884268,13.221933,10.04707,20.096397,4.060445 -2009-02-11,177.863174,9.363276,,,64.349998,8.660687,2.15,38.241943,5.632714,,14.75031,2.055,29.78285,57.283264,36.285881,23.274982,13.724963,10.268435,21.296297,4.097358 -2009-02-12,180.35199,9.600211,,,63.959999,8.472095,2.28,38.162651,5.447121,,14.659781,2.065,30.19042,57.774841,37.131321,24.104231,13.542501,10.461236,21.377928,4.175287 -2009-02-13,177.684341,9.589576,,,63.259998,8.298013,2.42,36.894005,5.168735,,14.599421,1.9775,29.428112,57.290943,37.529758,24.199917,13.550873,10.411252,20.153528,4.154778 -2009-02-17,170.22287,9.141817,,,61.669998,7.841043,2.37,38.249886,4.547001,,14.013997,1.9425,28.273329,54.748596,34.546413,22.46167,12.98088,10.175607,17.672091,3.957909 -2009-02-18,175.414093,9.126338,,,62.349998,7.87731,2.2,39.645393,4.240774,,13.857082,1.92875,28.446924,55.255535,33.166496,22.102856,13.311494,10.111341,17.557821,3.957909 -2009-02-19,170.212936,8.76562,,,61.950001,7.511446,2.12,40.002205,3.646881,,13.995896,1.94375,28.280876,55.424522,33.778728,22.238417,12.935683,10.018509,16.815014,3.904589 -2009-02-20,172.105621,8.819775,,,63.860001,7.003711,2.03,39.66124,3.516966,,14.231273,1.84375,28.703543,54.710224,32.233608,22.246378,13.225281,9.790003,16.243628,3.929198 -2009-02-23,163.963577,8.408767,,,61.709999,6.607982,2.02,38.757328,3.628322,,13.688095,1.765,26.303404,53.227829,30.299786,21.99123,12.770795,9.475813,15.925286,3.756937 -2009-02-24,171.608856,8.727905,,,65.599998,6.779713,2.12,39.653316,4.389247,,14.032108,1.835,28.2054,55.370739,32.097557,22.230434,13.49814,9.704314,17.157845,3.908691 -2009-02-25,169.716156,8.815907,,,63.709999,6.727448,2.22,39.018978,4.78827,,14.30973,1.7875,27.04307,55.340046,34.604725,22.485596,13.606951,9.340135,17.737391,3.863575 -2009-02-26,167.500565,8.625393,,,62.34,6.794647,2.09,38.257801,4.936744,,14.539073,1.8275,26.824188,54.495148,34.653309,22.932112,13.031937,9.068787,18.814856,3.699516 -2009-02-27,167.902954,8.636998,,,64.790001,6.354115,2.18,39.042782,3.66544,,14.345942,1.79875,27.744997,52.152504,34.565857,22.979952,13.226955,8.790295,18.651608,3.752835 -2009-03-02,162.522949,8.504509,,,61.990002,5.674649,2.01,38.091297,3.368493,,13.905366,1.72125,26.605309,49.855957,31.951799,21.385235,12.607582,8.326146,17.27212,3.596981 -2009-03-03,161.68837,8.546093,,,61.700001,5.234118,2.07,37.567966,3.387052,,13.682057,1.59375,26.37888,49.433506,34.245171,21.480919,12.639387,8.476101,17.149681,3.519052 -2009-03-04,158.429565,8.816873,,,64.809998,4.995183,2.3,38.44809,3.340527,,13.881225,1.61125,27.443092,50.447369,36.285881,22.039064,12.595029,8.92597,15.753872,3.621589 -2009-03-05,151.832474,8.591545,,,64.769997,4.972784,2.16,39.447155,2.949713,,13.615673,1.63125,26.771355,47.789829,35.48904,20.747345,12.297059,9.047365,13.549964,3.51085 -2009-03-06,153.28801,8.249201,,,61.689999,5.27145,2.14,38.781105,2.921798,,13.62774,1.54125,26.816641,49.180031,35.936054,19.702801,11.922089,9.090208,13.003069,3.42882 -2009-03-09,144.505127,8.037407,,,60.490002,5.532784,2.14,37.671043,3.489408,,13.108702,1.555,26.424166,49.594799,34.886539,19.718748,11.922089,9.0188,12.978579,3.391907 -2009-03-10,153.089294,8.571237,,,65.709999,6.622913,2.32,38.590824,4.457136,,13.893291,1.71375,27.948782,51.760784,37.228508,22.381929,12.427629,9.347276,15.917125,3.744633 -2009-03-11,157.927826,8.962903,,,68.540001,6.33918,2.31,37.843269,4.587409,,14.092462,1.69875,28.371447,50.516491,36.110954,22.589249,12.374065,9.133055,16.651768,3.781545 -2009-03-12,160.719681,9.317823,,,69.580002,7.145576,2.4,39.023388,5.443475,,14.695989,1.9375,29.654541,51.576447,37.38398,23.522163,13.146603,10.01137,18.937302,4.13017 -2009-03-13,161.161804,9.277207,,,68.629997,7.182912,2.52,39.22274,5.359732,,14.647709,2.0175,30.19042,51.614849,37.753647,23.67366,13.250389,10.382687,19.386244,4.331141 -2009-03-16,158.812088,9.227883,,,66.980003,7.212779,2.48,38.911755,5.750545,,14.702026,1.92625,28.816755,51.438202,38.83342,23.243084,12.863701,10.104199,18.847507,4.421372 -2009-03-17,166.586517,9.637927,,,71.349998,7.466645,2.76,39.868607,5.83429,,15.311597,2.0225,29.81304,53.066517,39.903496,25.300276,13.591046,10.182746,20.520847,4.569026 -2009-03-18,165.473755,9.817803,,,71.25,7.705575,2.97,40.219444,7.137002,,15.510758,2.2125,30.054564,53.127968,40.049408,26.097635,13.370915,10.175607,22.128889,4.716679 -2009-03-19,163.903961,9.827474,,,70.099998,7.563712,2.96,39.828739,6.448426,,15.450405,2.2575,30.258348,52.48278,41.323746,26.775394,12.898018,9.782861,20.365761,4.753591 -2009-03-20,164.013245,9.824572,,,69.959999,7.123177,2.67,39.541687,5.75985,,15.287456,2.15625,30.265896,50.762287,39.913216,25.754774,13.017707,9.732878,18.896484,4.577229 -2009-03-23,173.173676,10.411592,,,75.580002,7.787708,3.02,41.048714,7.257968,,16.247065,2.34125,32.364132,54.172558,44.602024,27.190022,13.633733,10.01137,23.557346,4.94636 -2009-03-24,172.463287,10.299411,,,72.809998,7.772775,3.14,40.729774,6.718274,,15.890979,2.04125,33.209461,53.289249,43.172031,26.504297,13.632894,9.93996,21.549337,4.642853 -2009-03-25,170.923309,10.298442,,,72.400002,7.832509,3.17,41.208195,7.164917,,15.800456,2.04,34.137817,53.888359,42.753735,26.679714,13.770998,10.182746,23.312469,4.577229 -2009-03-26,175.503525,10.625316,,,73.690002,8.138643,3.56,42.069351,7.053257,,15.903049,2.17625,37.18705,54.710224,43.668152,30.036604,14.21879,10.268435,23.753246,5.081709 -2009-03-27,172.726578,10.333258,,,70.519997,8.049043,3.37,41.91785,6.829934,,15.691818,2.08,36.892693,53.750103,41.52803,30.331625,14.017076,10.02565,22.365599,4.827418 -2009-03-30,170.237762,10.105027,,,71.440002,7.41438,3.19,41.27198,5.61097,,15.18485,2.05875,34.213295,52.713203,40.506611,29.478453,13.647121,9.782861,20.284132,4.618243 -2009-03-31,172.905411,10.165953,,,73.440002,7.548778,3.05,41.543095,6.346069,,15.208996,2.05375,34.500103,52.306126,40.039677,30.267828,14.017905,9.725737,21.696268,4.556721 -2009-04-01,175.90094,10.511201,,,73.5,7.593578,3.02,42.117199,6.560088,,15.643538,2.01375,36.296432,53.174049,39.971588,31.073166,13.398539,9.989946,22.969637,4.58133 -2009-04-02,180.078766,10.899968,,,76.339996,8.019172,3.16,42.77103,6.736883,,16.017723,2.16125,39.345665,53.957485,42.851002,31.798779,13.865579,9.832849,23.02688,4.847925 -2009-04-03,183.695236,11.21717,,,78.169998,8.168509,3.43,42.898617,7.071866,,16.192749,2.25875,41.277851,54.103428,43.88216,32.101765,14.56781,9.675749,23.942722,4.794607 -2009-04-06,182.930222,11.455072,,,77.989998,8.355175,3.53,42.6036,6.960205,,16.047903,2.2175,38.658833,53.803883,42.656452,31.113037,14.35689,9.790003,23.059587,4.683867 -2009-04-07,178.166199,11.121428,,,75.510002,7.951974,3.44,41.774334,6.848544,,15.649458,2.1575,36.266243,52.774647,40.564991,30.403385,13.873948,9.647189,22.282753,4.589534 -2009-04-08,179.830383,11.249084,,,76.980003,7.944506,3.68,41.949738,6.569393,,15.563642,2.215,37.738026,52.966667,40.915176,31.45591,14.13325,9.625768,22.429939,4.712578 -2009-04-09,185.046448,11.563387,,,79.769997,8.459709,3.75,40.394871,8.886359,,15.998865,2.36375,39.617378,53.642574,41.557217,32.763577,14.56655,9.675749,26.780191,4.921752 -2009-04-13,187.833328,11.626246,,,78.940002,9.057038,3.61,41.088589,10.254208,,15.949827,2.32375,40.470257,52.244671,41.158382,32.731686,14.870616,9.625768,27.557028,4.925853 -2009-04-14,183.263046,11.441531,,,77.220001,8.59411,3.63,40.76165,9.388834,,15.496214,2.21625,39.798523,51.998886,40.642796,30.483425,14.029364,9.525794,25.10388,4.868433 -2009-04-15,188.523834,11.376736,,,74.709999,8.833041,3.44,40.897217,9.71451,,15.600423,2.275,40.281567,52.336849,40.205055,30.267405,13.975305,9.897114,26.624828,4.782303 -2009-04-16,193.113983,11.745197,,,77.25,9.161571,3.57,40.490559,9.621463,,15.93143,2.3625,43.994991,51.77615,39.796467,30.827477,13.657722,9.92568,27.18088,4.761795 -2009-04-17,194.852676,11.935713,,,78.050003,9.251173,3.56,40.028076,9.863395,,15.906914,2.5025,47.406506,51.269211,41.421017,31.611557,13.772591,10.111341,27.197227,4.94636 -2009-04-20,188.424484,11.653321,,,77.57,8.474639,3.31,39.286526,7.462682,,15.502349,2.295,44.772392,50.14782,38.85289,30.891479,12.825758,9.704314,24.277983,4.66336 -2009-04-21,189.502472,11.775175,,,78.739998,8.735974,3.36,39.733063,8.151257,,15.496214,2.40375,45.957367,50.86982,39.154446,31.9876,13.883241,9.654331,26.600296,4.843823 -2009-04-22,190.689743,11.750999,,,79.199997,8.810637,3.33,39.039349,7.686006,,15.778192,2.59125,45.044106,49.733059,38.424873,31.795584,13.579173,9.311573,26.085133,5.155534 -2009-04-23,191.102066,12.127193,,,80.610001,8.870376,3.53,38.959591,8.207088,,15.631071,2.67375,43.376087,50.470421,38.950161,31.603561,13.957565,9.482948,27.156338,5.47955 -2009-04-24,193.486557,11.982131,,,84.459999,9.042108,3.51,38.170208,8.467628,,15.422656,2.61625,45.972462,51.130966,40.730343,31.419529,14.619761,9.404403,27.295357,5.541072 -2009-04-27,191.727997,12.062397,,,83.120003,9.027173,3.47,38.680519,8.300138,,15.514602,2.7125,44.961082,50.793007,38.687508,30.619453,13.982908,9.632907,26.804726,5.413927 -2009-04-28,190.615234,11.982131,,,82.400002,8.959975,3.41,38.648628,7.583647,,15.723022,3.0625,44.553513,51.522678,40.010494,30.307409,14.150988,9.561496,26.812897,5.536971 -2009-04-29,194.470154,12.102046,,,79.790001,9.124239,3.51,40.227432,8.076816,,15.643331,3.0075,45.308273,52.56728,41.450214,30.027386,15.052211,9.590064,28.194843,5.614899 -2009-04-30,196.705612,12.168778,,,80.519997,9.445304,3.61,40.187572,8.309443,,15.704626,2.9425,47.149887,51.207771,38.882076,30.707449,15.4948,9.540077,26.984623,5.930709 -2009-05-01,195.572983,12.305134,,,78.959999,9.475168,3.82,39.908466,8.095426,,15.943693,3.0,45.489414,52.237022,40.350956,29.763344,14.603712,9.697174,26.567585,5.660015 -2009-05-04,199.691208,12.772235,,,79.769997,9.781303,4.26,40.53841,9.65868,,16.360523,3.14375,47.436699,52.382935,42.948292,32.307636,15.118093,9.982804,29.266045,5.840478 -2009-05-05,200.192932,12.834129,,,81.900002,9.781303,4.32,40.235405,10.086714,,16.244057,3.0625,46.251724,51.960491,41.654491,32.699677,15.491426,10.197031,28.472874,5.832276 -2009-05-06,200.431381,12.813821,,,81.989998,10.206902,4.31,39.477898,11.808155,,16.360523,3.0625,46.093224,52.674809,43.386059,31.603561,15.493109,10.045373,30.435373,5.750247 -2009-05-07,197.023544,12.481143,,,79.279999,10.423435,4.01,39.780888,12.571176,,15.600423,2.87,43.761013,52.943634,42.802368,31.235512,15.269286,10.225915,28.816305,5.746146 -2009-05-08,202.348923,12.493717,,,77.949997,10.849034,3.93,39.98024,13.185309,,15.477827,2.91875,43.142109,54.379936,44.640923,30.347414,15.632472,10.399236,31.841843,5.602594 -2009-05-11,202.671814,12.530466,,,78.610001,10.595169,4.22,40.370953,12.040784,,15.545256,2.8025,41.964684,53.522285,43.113663,30.531446,15.286179,10.218693,29.298756,5.516465 -2009-05-12,198.21579,12.032419,,,77.93,10.21437,4.35,40.58625,11.408037,,15.772057,2.69875,41.2854,54.719894,43.347126,29.651348,15.051372,10.781985,28.914425,5.405725 -2009-05-13,193.511398,11.555651,,,74.190002,9.639436,4.38,40.107246,10.244903,,15.471695,2.5925,38.945641,53.9086,40.263416,28.16317,14.422961,11.027522,27.843225,5.229361 -2009-05-14,192.497986,11.890257,,,75.110001,9.736503,4.24,39.361691,10.524055,,15.312322,2.68375,38.892811,53.900887,40.467712,28.907259,14.641719,11.078077,29.061623,5.221158 -2009-05-15,193.739914,11.839002,,,73.599998,9.602103,4.01,38.600117,9.92853,,15.251019,2.71125,37.639908,53.398666,38.843159,28.331194,14.623136,10.839759,28.546453,5.307288 -2009-05-18,197.137802,12.248078,,,75.949997,10.057569,4.14,40.019066,10.914868,,15.073258,2.83875,39.458878,54.472645,40.331505,29.091265,14.645945,10.969745,30.46809,5.491854 -2009-05-19,198.151215,12.325444,,,77.870003,10.2293,4.39,39.570133,10.468224,,15.122297,2.8175,39.640022,54.488098,40.83736,29.803352,14.082575,10.904755,29.282406,5.504158 -2009-05-20,197.306717,12.172643,,,77.970001,10.28157,4.5,39.233429,10.691546,,14.791286,2.75375,40.341949,53.784992,40.467712,28.963253,14.327517,10.911975,28.252081,5.557476 -2009-05-21,196.968903,12.00921,,,75.959999,9.885836,4.34,39.36972,10.617105,,14.509315,2.6,37.881432,52.842335,39.87431,28.187176,14.501507,10.70977,28.538282,5.508262 -2009-05-22,195.478607,11.846739,,,75.639999,9.781303,4.26,39.481949,10.300734,,14.515438,2.5875,41.813732,53.182316,40.798435,28.147169,14.220247,10.803652,28.137604,5.331898 -2009-05-26,200.873505,12.647485,,,78.389999,9.997836,4.53,40.083199,10.216985,,15.024219,2.8725,43.662895,53.939499,42.082508,29.643343,14.241363,10.846981,29.879339,5.536971 -2009-05-27,201.469635,12.867008,,,77.099998,9.69917,4.71,39.538067,10.151851,,14.754509,2.8925,42.734539,52.772812,42.588364,28.219175,14.137475,10.586999,28.342028,5.495957 -2009-05-28,203.873993,13.062357,,,77.650002,9.848502,4.7,39.722454,10.514746,,15.097777,2.95625,42.840206,53.491375,44.076729,27.955145,14.536984,10.608663,29.969286,5.623102 -2009-05-29,207.266922,13.133924,,,77.989998,10.065038,4.54,39.87476,10.486836,,15.195853,3.0675,42.908134,53.584103,44.563122,28.083164,14.893425,10.969745,30.17371,5.902 -2009-06-01,211.901779,13.476271,,,83.050003,10.348768,4.73,40.556183,10.431003,,15.103907,3.15375,46.666843,55.446198,46.586491,30.107386,14.673818,10.659215,29.527729,6.119377 -2009-06-02,212.815842,13.489809,,,84.93,10.303968,4.56,40.027081,10.617105,,15.22651,3.20875,50.833118,56.342495,46.508682,30.331419,14.22278,10.818094,28.211195,6.078364 -2009-06-03,214.430344,13.631001,,,85.68,10.079966,4.48,40.788658,10.440152,,14.99357,3.1975,49.497192,55.693443,43.570877,30.419422,14.148454,10.753099,27.785982,6.275233 -2009-06-04,218.717453,13.900821,,,85.519997,10.266635,4.65,40.780651,11.054827,,14.93227,3.175,52.327545,56.388874,44.971668,29.627335,14.223628,10.572556,28.906263,6.221915 -2009-06-05,220.724396,13.990758,,,87.559998,10.109836,4.63,40.940971,11.045514,,15.054865,3.14875,52.433212,56.381134,43.998894,29.955378,14.16281,10.478674,28.252081,6.189103 -2009-06-08,217.967331,13.911456,,,86.360001,10.124771,4.61,40.732544,11.231782,,14.95679,3.0075,52.946449,56.535648,44.076729,30.915485,14.018382,10.33424,28.938965,6.139885 -2009-06-09,216.402512,13.802177,,,87.080002,10.132236,4.75,40.572216,11.231782,,14.840325,3.0475,52.380379,56.497028,44.426929,31.619566,14.205045,10.204252,28.832657,6.23422 -2009-06-10,214.902267,13.563308,,,86.589996,10.005301,4.82,40.131287,11.157277,,14.883231,3.09625,52.350189,57.053356,44.261543,30.819469,14.662836,10.146474,28.489223,6.111175 -2009-06-11,213.113907,13.534296,,,85.690002,10.050103,4.7,39.538067,12.079285,,15.195853,3.00125,51.74638,57.215595,46.539852,29.787354,14.354544,10.565332,28.570982,5.84868 -2009-06-12,211.047348,13.246105,,,84.080002,10.087435,4.47,39.954926,12.777779,,15.33071,3.01625,52.025642,57.006989,45.57597,30.843475,14.110443,10.659215,28.726364,5.967623 -2009-06-15,207.038422,13.161006,,,83.18,9.818639,4.26,38.848633,12.414563,,15.097777,2.9125,50.433098,56.257484,45.128078,30.931482,14.060609,10.204252,27.80234,5.791262 -2009-06-16,206.655899,13.186146,,,82.150002,9.54237,4.13,38.680279,11.855768,,14.846456,2.7775,48.153721,55.345768,44.193398,28.675224,13.814828,10.225915,27.393484,5.742043 -2009-06-17,206.238617,13.111682,,,82.650002,9.146639,4.08,38.928799,11.455299,,14.797411,2.78125,47.572556,55.183502,43.988926,28.699232,13.873949,10.529227,26.763842,5.865088 -2009-06-18,205.692169,13.140694,,,81.599998,9.011134,3.85,39.025005,12.014093,,14.791286,2.72625,46.817795,55.198956,44.008392,27.259075,13.800465,10.774763,27.941355,5.787159 -2009-06-19,208.687683,13.48884,,,82.959999,9.108999,3.87,38.616154,12.312116,,14.736116,2.75625,49.595314,54.897617,43.33659,27.507103,13.628161,10.832538,28.620054,5.840478 -2009-06-22,202.358856,13.284788,,,79.150002,8.672369,3.62,38.95285,11.120021,,14.803544,2.655,48.327316,53.190044,40.357262,26.755014,13.242161,10.68088,26.878311,5.623102 -2009-06-23,201.529251,12.959846,,,77.68,8.732593,3.55,38.760456,11.390102,,15.116161,2.69625,47.308388,53.275028,39.802277,26.386969,13.525114,10.637549,27.450718,5.807667 -2009-06-24,203.322586,13.173576,,,79.269997,8.807876,3.66,38.888718,11.501866,,15.110034,2.67,47.972576,52.88868,40.094376,26.378973,13.603669,10.63033,27.360769,5.828174 -2009-06-25,206.541641,13.525594,,,82.199997,8.928323,3.64,39.401783,11.501866,,15.232634,2.7175,49.467003,53.993607,40.785671,27.243073,13.875641,11.070852,27.916815,6.086567 -2009-06-26,211.285797,13.775099,,,83.879997,8.845514,3.62,38.984917,11.874391,,15.214242,2.825,48.983955,53.352291,40.834347,26.867025,14.266706,10.969745,28.170307,5.959422 -2009-06-29,210.6996,13.729645,,,83.029999,8.853042,3.72,39.089127,12.284175,,15.459436,2.81375,51.074642,54.534454,40.736984,27.219069,14.20251,11.0203,28.292969,6.004536 -2009-06-30,209.432846,13.774134,,,83.660004,8.822927,3.87,38.832607,12.293491,,15.22651,2.7975,50.206669,54.016769,40.318317,26.795021,14.131566,10.832538,27.892282,5.696928 -2009-07-01,208.141235,13.812818,,,81.599998,8.868101,3.91,38.776485,12.153794,,15.367489,2.875,49.172646,54.519001,40.035969,27.203066,14.007402,10.760321,27.654802,5.742043 -2009-07-02,202.925171,13.541066,,,79.32,8.627199,3.78,38.311527,11.771949,,15.073258,2.8,47.157436,52.919598,38.380775,25.773016,14.044563,10.457006,26.426426,5.491854 -2009-07-06,203.481552,13.404706,,,78.099998,8.642256,3.55,38.263428,11.315598,,15.201981,2.7025,47.980125,52.618271,36.141418,25.76498,14.089331,10.522004,26.696667,5.495957 -2009-07-07,197.033493,13.094271,,,75.629997,8.288436,3.43,38.351601,11.315598,,14.913883,2.59125,45.096939,51.428352,35.459866,25.186543,13.598599,10.536447,26.868643,5.319594 -2009-07-08,199.94455,13.270282,,,77.360001,8.062594,3.36,38.776485,11.02689,,14.676956,2.61125,44.538418,51.196556,35.459866,25.877462,13.700907,10.550889,26.786753,5.348304 -2009-07-09,203.869034,13.187114,,,78.099998,8.175512,3.48,38.544003,11.147962,,14.577196,2.57875,43.874229,50.9725,36.754814,26.399668,13.87995,10.319795,27.531958,5.594391 -2009-07-10,205.861069,13.396006,,,77.629997,8.11529,3.49,38.135151,11.06414,,14.614606,2.5525,43.285515,50.315735,36.715858,26.327362,13.688972,10.254801,26.483751,5.516465 -2009-07-13,210.779083,13.765426,,,81.470001,8.627199,3.56,38.34359,12.097914,,14.820354,2.72,43.46666,50.763874,36.978745,27.411953,14.111851,10.659215,28.424589,5.762551 -2009-07-14,210.972824,13.758659,,,81.949997,8.762705,3.55,38.584099,12.023404,,14.620839,2.68125,45.051655,51.165661,38.53656,27.644936,14.146806,10.760321,28.416389,5.787159 -2009-07-15,217.669266,14.204482,,,84.550003,9.214389,3.86,38.920784,12.498381,,14.945053,2.73875,47.512173,52.880989,39.850971,28.400124,14.695866,10.846981,29.693903,5.914306 -2009-07-16,219.869965,14.266374,,,86.110001,9.334842,3.92,38.888718,12.26555,,14.782945,2.87625,47.738602,52.89642,41.45747,28.600971,15.198883,10.883087,29.58744,5.910203 -2009-07-17,213.734863,14.675453,,,85.849998,8.770234,4.0,38.872696,12.004779,,14.951289,2.8125,47.338577,52.942787,42.392166,29.066948,15.332742,10.803652,30.20982,5.922508 -2009-07-20,213.695114,14.787627,,,88.230003,8.785289,4.17,39.137241,11.39942,,15.225624,2.86,48.802814,53.267296,43.248966,29.613255,15.467448,11.0203,30.283524,6.119377 -2009-07-21,212.567459,14.65224,,,89.010002,8.634729,4.08,39.169292,11.352854,,15.319154,2.8,48.983955,54.449493,43.677372,29.251719,15.426526,11.338053,30.250776,6.025045 -2009-07-22,212.463135,15.158023,,,88.790001,8.755177,3.55,39.417816,11.390102,,15.487499,2.79375,49.436813,54.07859,43.599476,28.858063,15.472563,11.460822,30.160686,7.13244 -2009-07-23,217.256958,15.262469,,,93.870003,8.996078,3.59,39.089127,11.818511,,15.886525,2.955,51.323715,55.330307,44.874943,29.814104,15.84684,11.663032,31.241655,7.07912 -2009-07-24,221.916641,15.472324,,,86.489998,9.056301,3.77,39.233429,11.650876,,15.867824,3.07,50.757645,55.855713,45.420181,29.364206,15.812739,11.901343,31.053299,7.062716 -2009-07-27,220.962845,15.482966,,,84.239998,9.274615,3.8,39.257477,12.191045,,16.042397,3.2025,50.667072,56.211147,45.27412,28.930368,16.124783,12.002451,31.225277,7.095525 -2009-07-28,218.503845,15.473293,,,84.980003,9.425179,3.77,39.2174,12.423873,,15.911467,3.17875,51.376549,55.546646,44.680218,30.031019,15.938065,11.576371,31.184332,7.120135 -2009-07-29,216.71051,15.476192,,,84.339996,9.229449,3.71,39.578156,12.591513,,16.179565,3.08625,50.267052,55.191246,43.80394,29.701632,16.075335,11.374164,30.93046,7.038104 -2009-07-30,221.380142,15.743109,,,86.089996,9.869337,3.66,40.067162,13.010612,,16.422726,3.09125,50.54631,54.642632,44.874943,29.508812,16.54937,11.511374,31.503708,7.230873 -2009-07-31,220.093506,15.801136,,,85.760002,10.087654,3.66,39.987003,13.774294,,16.354145,3.03625,50.070812,54.387676,45.186504,30.022991,16.542543,11.504151,31.65111,7.259585 -2009-08-03,224.643906,16.095125,,,87.440002,10.328549,3.74,39.954926,14.267898,,16.354145,3.02625,51.353905,54.58857,46.617752,30.866562,17.1078,11.583592,32.429085,7.493367 -2009-08-04,225.399002,16.010021,,,85.800003,10.403832,3.76,39.962944,14.565922,,16.37908,3.01375,52.735115,54.549923,46.812481,30.906725,17.315832,11.605256,32.928619,7.669728 -2009-08-05,224.112366,15.967472,,,84.290001,10.531808,3.75,39.44186,15.515877,,16.042397,3.03625,54.07859,54.10952,45.760944,30.175638,17.305601,11.576081,34.214321,7.587702 -2009-08-06,223.724884,15.851418,,,84.470001,10.77271,3.71,39.265503,15.55313,,15.930174,2.99125,54.886185,53.877712,45.390961,30.239912,17.177719,11.517726,33.370831,7.50567 -2009-08-07,227.073105,16.006153,,,85.32,11.066304,3.7,39.514015,15.292361,,15.97381,3.1275,58.720367,53.676819,45.137825,31.93508,17.421553,11.641727,34.689293,7.805079 -2009-08-10,226.829697,15.929758,,,84.440002,10.968439,3.68,39.858746,15.534506,,15.948874,3.03,58.04863,53.45274,45.634369,30.255972,17.25104,11.605257,34.959545,7.874804 -2009-08-11,225.503311,15.746976,,,83.559998,10.531808,3.59,40.115261,14.761502,,15.811709,3.0,57.052345,52.962975,44.631516,29.540953,17.280876,11.546902,33.772106,7.735355 -2009-08-12,227.808319,15.986814,,,85.959999,10.637203,3.59,40.713753,14.836008,,15.992522,2.98625,58.637344,53.724831,45.03072,29.324036,17.419846,11.568785,34.566456,7.887107 -2009-08-13,229.646378,16.287573,,,84.599998,10.614617,3.68,41.818047,15.832528,,15.886525,3.015,59.150581,53.444969,47.085079,29.733768,17.390009,11.525023,35.131496,8.055266 -2009-08-14,228.513733,16.128973,,,83.580002,10.479111,3.69,41.74551,16.195742,,15.867824,2.99875,58.192036,53.025181,47.124043,29.275826,17.274054,11.503139,34.763004,7.841991 -2009-08-17,221.007553,15.433641,,,81.059998,10.05754,3.55,41.568176,15.422739,,15.599725,2.9475,54.388042,51.734726,46.55933,27.918091,16.705389,11.583375,33.354454,7.636918 -2009-08-18,221.201294,15.860124,,,82.120003,10.230682,3.56,41.398899,15.739391,,15.649601,2.95,56.161728,51.688084,47.58165,28.970535,16.89551,11.656318,34.148804,7.796876 -2009-08-19,220.550537,15.918149,,,83.0,10.185517,3.52,41.648788,15.599688,,15.824178,2.94375,55.671135,52.861916,48.496876,29.171389,16.821337,11.940798,33.911312,7.841991 -2009-08-20,228.717407,16.085459,,,84.089996,10.396303,3.52,41.681019,15.962908,,15.923935,2.945,49.059433,53.320591,48.623447,29.492746,17.30901,11.838677,34.73843,7.883006 -2009-08-21,231.116806,16.364939,,,85.0,10.697431,3.7,41.398899,16.260925,,16.210747,3.02,49.829288,54.354507,50.278622,30.119398,17.669653,12.137742,35.75388,8.083978 -2009-08-24,232.850525,16.349464,,,84.5,10.6899,4.0,41.552052,16.158487,,16.298029,2.955,48.259388,55.427299,50.911491,28.76969,17.412172,12.203391,35.221588,7.891211 -2009-08-25,234.162003,16.382353,,,84.190002,10.765181,4.02,41.648788,16.531019,,16.397787,2.91,49.399075,54.945316,49.908649,29.653427,17.81288,12.254453,35.688374,7.997846 -2009-08-26,232.487885,16.189896,,,84.0,10.622147,4.06,41.753567,16.568274,,16.528725,2.9525,49.263218,55.481716,48.905792,29.958723,17.621908,12.232569,35.459061,7.936325 -2009-08-27,231.524155,16.387182,,,84.309998,10.68237,4.23,41.302174,16.689342,,16.472609,3.00875,49.059433,55.085236,48.516342,30.103321,17.614233,12.29822,35.581905,7.973238 -2009-08-28,230.873398,16.445208,,,82.760002,10.599562,4.47,41.213512,16.74523,,16.341675,3.0375,48.636768,54.509995,49.051849,30.159573,17.355902,12.261744,35.147892,7.92812 -2009-08-31,229.343338,16.267263,,,81.190002,10.464054,4.36,41.003944,16.382006,,16.241917,2.98375,47.889553,53.755917,47.09483,29.147289,17.275763,12.18151,35.590103,7.788671 -2009-09-01,226.40744,15.985846,,,79.160004,10.042484,4.22,41.084545,15.329608,,15.811709,2.90375,46.432865,53.180664,46.286705,28.994638,17.108662,11.948089,34.124249,7.61231 -2009-09-02,225.041321,15.974238,,,78.139999,9.937087,4.28,41.044231,15.16187,,15.817941,2.79,46.183796,53.001858,45.770683,30.07119,17.089901,11.875145,33.460915,7.61231 -2009-09-03,227.281754,16.106731,,,78.459999,10.125288,4.53,41.705204,15.693048,,15.680775,2.815,46.591366,53.064037,45.11834,31.854738,17.34141,11.72926,34.484558,7.665628 -2009-09-04,229.159531,16.470352,,,78.870003,10.441472,4.53,41.656849,15.926019,,15.905231,2.83625,47.081959,53.77924,46.432758,31.661921,17.567339,11.955385,34.672913,7.800976 -2009-09-08,227.828201,16.72373,,,80.900002,10.915742,5.19,41.431149,15.860787,,16.054869,2.90375,47.255554,54.922012,47.523239,33.03574,17.686705,11.82409,34.836697,7.874804 -2009-09-09,230.485916,16.550621,,,82.239998,11.194277,5.2,41.197399,15.879425,,16.173332,3.17625,48.855648,54.805374,47.737419,33.051796,17.93054,11.79491,35.098747,8.239836 -2009-09-10,233.948395,16.687944,,,83.849998,11.141582,5.38,41.132904,16.047169,,16.559898,3.2275,48.18391,54.922012,49.081059,32.9795,18.040524,11.918912,35.229778,8.190614 -2009-09-11,234.54451,16.649267,,,84.540001,11.043719,5.68,40.88303,15.814188,,16.622248,3.29625,48.440529,54.401138,49.071312,31.943108,17.802656,11.853267,34.80394,8.157803 -2009-09-14,236.024887,16.800123,,,83.860001,11.555631,5.72,40.608971,15.832831,,16.541195,3.5175,48.817909,54.416698,49.071312,32.465321,17.732744,11.933501,35.827591,8.235734 -2009-09-15,237.227066,16.939388,,,83.550003,12.044959,5.88,40.246246,15.646457,,16.647184,3.5525,49.051884,54.020222,49.48056,30.786222,18.247702,11.82409,35.368992,8.116788 -2009-09-16,242.567337,17.588299,,,90.699997,12.797768,5.69,40.334911,16.075125,,16.547426,3.62375,49.95005,54.680988,50.532917,30.97904,18.736223,11.977267,36.564606,8.141396 -2009-09-17,244.271255,17.847477,,,90.440002,12.616021,5.67,40.270439,16.410606,,16.441433,3.62875,49.806644,54.292305,50.260094,30.19973,18.773741,11.904323,36.818478,8.235734 -2009-09-18,244.14209,17.892929,,,90.279999,12.494864,5.7,40.391327,16.429235,,16.865408,3.7,51.391644,54.408913,49.948284,30.448801,19.06105,12.042916,36.810291,8.514631 -2009-09-21,246.894196,17.796223,,,90.559998,12.691747,5.81,41.036186,16.075125,,16.753181,3.83375,52.516235,54.082405,49.227215,30.890656,18.980059,12.137742,36.482723,8.477716 -2009-09-22,247.917542,17.840706,,,93.75,12.881065,6.08,41.100666,16.410606,,16.522488,3.71875,51.082191,54.284538,51.029873,30.786222,19.147167,12.254453,38.055031,8.395691 -2009-09-23,247.619476,17.939348,,,92.379997,12.873493,6.02,40.625114,16.30809,,16.915283,3.56,49.995335,53.639305,50.367283,30.770153,18.704683,11.98456,36.900364,8.075774 -2009-09-24,246.779938,17.776882,,,92.110001,12.55544,5.66,40.866909,15.823512,,16.85294,3.51625,49.625504,53.584896,49.159004,30.456829,18.325287,11.991858,36.335304,7.862498 -2009-09-25,244.648788,17.636652,,,90.519997,12.396418,5.83,39.875462,15.46939,,16.809288,3.4975,49.097172,53.406101,48.213833,29.966763,17.452244,11.962678,35.745689,8.133197 -2009-09-28,247.654251,18.002209,,,92.209999,12.691747,5.94,39.899654,16.047169,,17.102333,3.57125,50.033073,54.097984,48.886173,30.312214,17.745535,12.086683,36.695637,8.457211 -2009-09-29,247.654251,17.927746,,,91.720001,12.653885,5.78,39.682014,15.99125,,16.958923,3.5475,49.663242,53.693737,48.535385,30.416653,17.626169,12.232569,36.75296,8.358776 -2009-09-30,246.322906,17.924843,,,93.360001,12.43428,5.66,39.569157,15.767598,,16.840462,3.47875,49.293407,53.33614,48.096905,30.143492,17.23484,12.072092,35.884907,8.469513 -2009-10-01,242.025848,17.490622,,,91.040001,12.093512,5.39,39.496616,15.105954,,16.59107,3.40125,47.534817,52.294422,45.797295,29.733768,17.001238,11.897025,33.878567,8.190614 -2009-10-02,240.724319,17.881325,,,89.849998,11.631579,5.31,39.561115,15.2271,,16.534954,3.405,47.240459,51.758049,45.894726,29.362793,17.025103,11.78032,34.321316,8.096283 -2009-10-05,242.681595,17.989641,,,88.669998,11.987494,5.54,39.544983,15.804874,,16.684593,3.55875,48.689602,52.535435,46.752213,29.919252,17.09672,11.962678,35.911942,8.227528 -2009-10-06,247.758575,18.3755,,,90.910004,12.176811,5.64,39.883522,15.842152,,16.927755,3.54,49.731171,53.374992,49.178493,30.540207,17.115475,12.23986,36.822025,8.420296 -2009-10-07,257.097839,18.398712,,,93.970001,12.237387,5.54,39.89159,16.168312,,16.573246,3.565,50.772739,53.382771,49.061569,30.725693,18.116209,12.174213,37.469753,8.366979 -2009-10-08,255.42868,18.30394,,,95.220001,12.282827,5.51,40.093094,16.149672,,16.421314,3.6275,51.187859,53.678181,51.79966,31.120859,18.121361,12.18151,37.141785,8.395691 -2009-10-09,256.457001,18.419987,,,95.709999,12.252536,5.88,40.278492,16.30809,,16.244057,3.6775,51.323715,53.849205,51.682728,30.999901,18.418573,12.34198,37.592735,8.301355 -2009-10-12,260.326813,18.452868,,,93.599998,12.366127,6.14,39.988308,16.801992,,16.206079,3.65375,52.161499,54.517761,51.994541,31.540209,18.554295,12.473281,37.781326,8.350574 -2009-10-13,261.355133,18.376465,,,94.830002,12.411561,6.08,40.576733,16.596985,,16.39599,3.66625,52.621902,54.618805,52.433018,31.66118,18.671114,12.23986,37.436954,8.280847 -2009-10-14,265.930389,18.499292,,,97.459999,12.752334,6.25,40.455826,17.323856,,16.351679,3.75875,54.659756,55.847065,53.836174,32.757954,18.853222,12.670227,38.666832,8.4244 -2009-10-15,263.242859,18.428694,,,96.010002,12.71447,6.19,41.068436,16.867224,,16.402327,3.785,53.897449,56.702187,55.502426,32.999882,19.358316,12.881761,38.666832,8.498226 -2009-10-16,273.148438,18.185955,,,95.32,12.176811,5.74,41.286068,16.084442,,16.269382,3.74375,52.893616,56.842121,55.638832,32.846664,19.230324,12.961999,37.764927,8.465415 -2009-10-19,274.2612,18.360994,,,94.68,11.995068,5.87,41.826115,15.99125,,16.459301,3.88,54.523899,57.230801,56.895817,32.951496,19.378929,13.115182,37.699333,8.588458 -2009-10-20,274.077393,19.221697,,,94.980003,11.798178,5.98,41.672966,15.851466,,16.452963,3.9475,53.225712,56.764381,57.23687,32.088596,19.327387,13.078709,37.740326,8.420296 -2009-10-21,273.769409,19.817421,,,93.419998,11.760313,5.77,40.810486,15.385526,,16.421314,3.80125,52.976639,56.989811,56.944534,31.298283,19.384943,12.699402,36.608841,8.342369 -2009-10-22,275.25473,19.844498,,,93.449997,11.616434,5.83,40.689575,15.39485,,16.522604,3.91,55.799446,57.868248,55.336765,31.8144,19.695042,12.808819,37.477955,8.473615 -2009-10-23,275.05603,19.722641,,,118.489998,11.510417,5.6,40.657333,15.115276,,16.288372,3.93875,54.931469,57.191944,53.573086,31.588598,19.753448,12.582695,37.084404,8.313659 -2009-10-26,275.314331,19.581457,,,124.639999,11.366537,5.42,40.173698,14.351124,,16.022493,4.13625,54.939018,56.927631,52.462265,31.766006,18.962322,12.48787,35.928329,8.223428 -2009-10-27,272.373474,19.087273,,,122.07,11.305958,5.15,40.197876,14.397719,,16.206079,3.65875,53.535164,58.233643,51.906841,32.153114,18.945137,12.58999,35.993919,7.829684 -2009-10-28,268.404297,18.606634,,,121.639999,10.919749,4.85,40.222061,13.987686,,16.509937,3.19,51.595428,57.401833,49.305164,31.112787,18.94084,12.553518,34.993645,7.686137 -2009-10-29,273.744568,18.988632,,,122.580002,11.260519,4.93,40.625114,14.658649,,16.604902,3.44,53.331379,57.49511,51.643749,31.669239,19.578218,12.801524,36.362885,8.006051 -2009-10-30,266.327789,18.229471,,,118.809998,10.798592,4.6,40.044727,13.586971,,16.250389,3.35625,51.218048,55.714924,48.769234,30.790207,18.813709,12.422223,34.24752,7.784569 -2009-11-02,265.269684,18.307802,,,118.839996,10.957616,4.6,40.528362,13.633569,,16.199745,3.3625,50.667072,56.088058,48.915394,31.362799,19.125523,12.363866,34.91164,7.948632 -2009-11-03,266.909027,18.253645,,,118.370003,10.844025,4.64,40.222061,13.791988,,16.054152,3.4175,51.391644,55.769333,50.016491,31.709568,18.829172,12.3201,35.01004,7.965034 -2009-11-04,268.419189,18.452868,,,117.099998,10.745581,4.69,40.608971,13.6988,,16.161758,3.33125,51.414288,55.427299,49.402618,31.419245,19.325672,12.46738,34.608273,7.878903 -2009-11-05,272.552307,18.764271,,,120.610001,10.927324,4.83,41.334419,14.099515,,16.421314,3.48,50.485931,56.360149,50.289322,32.298271,19.77836,12.533662,35.969322,8.079877 -2009-11-06,273.769409,18.794245,,,126.199997,11.608864,5.04,41.310246,14.024961,,16.414988,3.47,51.059547,56.42234,49.12978,32.4515,20.349594,12.48947,35.649563,8.662281 -2009-11-09,279.437531,19.482807,,,126.669998,12.002638,5.21,41.914776,14.695927,,16.674532,3.52625,53.218163,56.961838,51.390411,33.693417,20.804003,12.835588,36.362885,8.654078 -2009-11-10,281.548798,19.629805,,,130.149994,11.94963,5.14,42.164665,14.938217,,16.687197,3.50875,53.587997,56.774185,50.708309,34.064392,20.50164,12.931321,36.215302,8.781224 -2009-11-11,283.436523,19.655918,,,129.910004,11.987494,5.32,42.696663,15.310969,,16.737837,3.53,52.704926,57.008774,49.889816,34.072468,20.435492,12.975505,36.338284,8.904268 -2009-11-12,282.090271,19.534063,,,130.529999,11.926912,6.48,42.914288,14.966173,,16.642879,3.3975,52.72757,56.219021,47.726624,33.741814,20.34874,12.975505,35.501976,8.891964 -2009-11-13,284.176697,19.771967,,,132.970001,11.858761,6.53,42.882046,14.89162,,16.617561,3.47875,56.25985,56.664719,46.849655,33.774082,20.16234,12.953413,35.174023,8.93298 -2009-11-16,286.278046,19.98279,,,131.589996,12.116229,6.43,42.849804,14.789114,,16.642879,3.68125,58.569416,58.197258,47.707123,34.620853,19.825603,13.211154,35.288807,9.047821 -2009-11-17,286.87912,20.018568,,,131.25,12.131374,6.62,43.252831,14.695927,,16.636557,3.62,57.603321,58.666431,47.473282,34.032143,19.842783,13.211154,35.387188,9.019112 -2009-11-18,286.461853,19.917997,,,131.289993,12.184383,7.32,43.6478,15.236418,,16.655542,3.6475,57.188202,58.854073,46.187054,34.257942,19.523243,13.395255,35.567574,8.90837 -2009-11-19,284.643677,19.390936,,,128.990005,11.934485,7.05,43.962151,14.984809,,16.528934,3.47625,55.05978,58.369286,45.446495,34.636978,19.764616,13.336347,34.887051,8.830446 -2009-11-20,283.138458,19.333876,,,129.660004,11.805752,6.95,43.752583,14.99413,,16.47196,3.41375,54.825802,58.158165,45.300343,34.919243,19.856529,13.520448,34.813255,8.781224 -2009-11-23,289.293427,19.910257,,,133.0,12.131374,7.0,44.075005,15.180508,,16.953075,3.49,54.08614,59.190281,45.787552,35.249874,20.288603,13.645634,35.485592,8.863252 -2009-11-24,289.661041,19.770996,,,132.940002,12.207104,6.95,44.212032,15.003449,,17.155653,3.39625,53.633282,59.401398,45.855755,34.556328,20.414022,13.483622,34.829651,8.748412 -2009-11-25,290.977478,19.746824,,,134.029999,12.252536,7.11,44.300701,14.863665,,17.142988,3.3925,54.689945,59.792351,47.629181,34.886978,20.60214,13.689821,34.56728,8.949385 -2009-11-27,288.006805,19.398668,,,131.740005,12.070793,6.85,44.034695,14.416358,,17.08602,3.30375,54.29747,58.541302,46.703503,34.540211,20.237062,13.439438,33.886761,8.78943 -2009-11-30,289.616333,19.332907,,,135.910004,12.131374,7.01,43.970226,14.770475,,17.054369,3.2,53.550259,58.697666,45.923965,34.540211,20.689753,13.380528,34.837849,8.982199 -2009-12-01,293.029114,19.04859,,,138.5,12.244963,7.2,44.131424,14.817071,,17.206299,3.26875,55.05978,59.456142,46.557327,35.104721,20.872715,13.881288,34.616474,8.912471 -2009-12-02,291.85675,18.97703,,,142.25,12.169238,7.3,43.98634,14.593277,,17.313919,3.305,55.557922,59.260624,46.216274,34.782135,20.823759,13.800281,34.378716,8.891964 -2009-12-03,290.977478,19.001204,,,141.169998,12.116229,8.03,43.88155,14.695847,,17.421534,3.24125,54.501255,58.63512,45.680367,35.112789,20.28603,13.726642,33.944157,8.662281 -2009-12-04,290.614838,18.69561,,,137.580002,12.267685,7.86,43.720341,15.18074,,17.472176,3.405,54.878635,58.056522,44.023861,35.3144,20.730127,13.616179,34.222919,8.859152 -2009-12-07,291.230835,18.272991,,,134.210007,12.176811,8.52,44.27652,14.817072,,17.706409,3.335,54.803162,57.681194,43.741291,35.459557,20.524824,13.29952,33.821178,8.777123 -2009-12-08,291.628235,18.361963,,,134.110001,11.904197,8.67,43.857365,14.369481,,17.478508,3.28625,53.580448,57.040047,42.230949,35.048264,20.496475,13.078603,33.788372,8.703299 -2009-12-09,292.606873,19.128855,,,131.309998,11.858761,8.71,43.802685,14.35083,,17.446852,3.2575,53.829521,56.91494,41.529377,34.701496,20.868431,13.432077,33.771965,8.736108 -2009-12-10,293.838867,18.996367,,,135.380005,11.820894,8.58,44.304947,14.182986,,17.573467,3.24875,55.361683,56.60997,42.913033,34.846645,20.969788,13.490986,33.837574,9.150357 -2009-12-11,293.347046,18.82616,,,134.149994,12.055648,8.64,44.272545,14.574622,,17.731731,3.325,56.0938,56.946209,42.308338,35.757946,20.954327,13.476263,33.583393,9.187268 -2009-12-14,295.940186,19.049559,,,131.380005,12.078364,8.68,43.802685,14.574622,,17.757048,3.33875,57.354252,54.491028,46.121754,36.588577,21.258411,13.549905,34.24752,9.367735 -2009-12-15,294.653564,18.777811,,,130.229996,11.926912,8.82,43.729771,14.164335,,17.472176,3.345,56.712704,54.084435,46.170521,33.491814,21.092621,13.468898,33.501411,9.322618 -2009-12-16,296.948639,18.860981,,,128.360001,11.881474,9.15,43.195107,14.248258,,17.421534,3.3775,57.158012,53.505829,48.169888,33.298279,21.165644,13.557267,33.91135,9.203673 -2009-12-17,295.050964,18.554415,,,126.910004,11.957205,9.12,42.741436,13.856618,,17.231623,3.29,57.293869,53.341621,48.218639,33.016014,21.281601,13.417349,33.017666,9.12575 -2009-12-18,296.282959,18.89966,,,128.479996,11.805752,9.05,42.814354,14.015138,,17.294922,3.30375,57.565582,53.333809,49.857136,31.854731,21.890629,13.476263,33.575199,9.712257 -2009-12-21,297.40567,19.170441,,,132.789993,11.790605,9.53,43.259914,14.248258,,17.434195,3.37125,59.384556,53.568378,50.37405,32.314407,21.935299,13.704545,34.354107,9.490779 -2009-12-22,298.617767,19.376429,,,133.75,11.722454,9.43,43.211311,14.294884,,17.662096,3.38,60.237434,53.615307,50.656887,32.620857,21.957634,13.704545,34.386898,9.728663 -2009-12-23,303.863647,19.544706,,,138.940002,11.745316,9.67,43.195107,14.164335,,17.750723,3.45,61.558266,53.37289,51.154285,32.870846,21.931862,13.682452,34.075344,9.736867 -2009-12-24,307.241699,20.215858,,,138.470001,11.768183,9.91,43.421932,14.220284,,17.7887,3.43875,63.294216,53.68565,51.690697,32.822468,21.940451,13.697187,34.345905,9.704053 -2009-12-28,309.422516,20.464397,,,139.309998,11.691967,9.83,43.729771,14.257584,,17.934305,3.41875,64.48674,54.014065,51.154285,32.975693,22.074461,13.719274,34.206524,9.765575 -2009-12-29,307.69873,20.221659,,,139.410004,11.768183,9.75,43.835106,14.099059,,17.940632,3.47375,63.935764,53.826405,49.818138,32.596664,22.192995,13.667727,34.017944,9.642531 -2009-12-30,309.352966,20.467297,,,136.490005,11.699587,9.72,43.98901,14.052437,,17.927971,3.48375,64.116905,53.771664,49.447529,32.532146,22.160358,13.623544,34.050743,9.560502 -2009-12-31,307.986847,20.379293,,,134.520004,11.531905,9.68,43.300419,14.043112,,17.744387,3.40875,62.984764,53.318165,48.6185,31.933287,21.988552,13.395255,34.165527,9.457965 -2010-01-04,311.349976,20.696493,,,133.899994,11.775804,9.7,43.932304,14.630575,,18.092569,3.51,62.96212,54.068794,51.300568,32.524055,22.062426,13.940202,35.17522,9.453863 -2010-01-05,309.978882,20.732279,,,134.690002,11.836778,9.71,43.49485,15.106135,,18.003942,3.615,65.815117,54.279907,51.993038,33.349487,21.997149,13.741367,35.856571,9.675344 -2010-01-06,302.164703,20.402502,,,132.25,11.775804,9.57,43.397633,15.283308,,17.740501,3.695,67.075569,54.749043,51.690697,33.090542,22.08182,13.697187,36.053574,9.605619 -2010-01-07,295.130463,20.364788,,,130.0,12.385555,9.47,43.421932,15.786848,,17.541315,3.65125,74.857147,54.577045,51.59317,33.616547,21.937523,13.645634,36.767757,9.581012 -2010-01-08,299.06488,20.500179,,,133.520004,12.652324,9.43,43.203213,15.646972,,17.412804,3.64375,74.849602,54.358093,52.597733,32.297466,21.945297,13.756095,36.67746,9.5482 -2010-01-11,298.612823,20.319336,,,130.309998,12.774268,9.14,43.916096,15.786848,,17.329275,3.63625,75.053383,54.967983,50.744671,31.747171,21.584129,13.86656,36.554337,9.519488 -2010-01-12,293.332153,20.088202,,,127.349998,12.781891,8.65,44.33736,15.255336,,17.322847,3.62,75.800598,54.694321,49.476784,31.771444,21.572037,13.822369,35.700603,9.35953 -2010-01-13,291.648102,20.371561,,,129.110001,12.827624,9.15,44.564194,15.497779,,17.117237,3.625,77.830902,54.475391,50.725159,32.151798,22.132799,14.14639,36.324478,9.589214 -2010-01-14,293.019196,20.253574,,,127.349998,12.728539,9.0,43.916096,15.684272,,16.828093,3.6125,76.721405,54.483204,51.963783,31.844273,22.506937,14.271583,36.685677,9.658937 -2010-01-15,288.126007,19.915094,,,127.139999,12.530374,8.84,43.48674,15.162088,,16.571083,3.49875,77.264832,54.037533,51.44688,31.5044,22.694433,14.352585,35.856571,9.544098 -2010-01-19,291.911407,20.796104,,,127.610001,12.60659,9.01,43.770279,15.218036,,16.834518,3.3925,79.966873,54.162628,51.768734,31.641956,22.875889,14.72815,35.528221,9.671244 -2010-01-20,288.329681,20.476,,,125.779999,12.576105,8.87,43.632557,15.376558,,16.596783,3.335,77.400688,53.193066,50.413074,31.374905,22.758379,14.683969,35.62672,9.5523 -2010-01-21,289.606384,20.122047,,,126.620003,12.210253,8.99,42.871048,14.42543,,16.493973,3.4175,74.728836,52.15313,49.25246,30.889351,22.33672,14.168487,33.278976,9.712257 -2010-01-22,273.227905,19.124025,,,121.43,12.278848,7.88,42.887268,13.893915,,16.314064,3.32875,74.192955,51.683975,47.613976,30.063913,21.757803,13.962289,32.146133,9.396443 -2010-01-25,268.255249,19.638506,,,120.309998,12.477018,8.07,42.83865,13.968513,,16.436142,3.3175,72.924957,51.488499,48.647781,30.371429,21.813103,13.881288,32.187191,9.187268 -2010-01-26,269.457428,19.916063,,,119.480003,12.461773,8.09,43.430035,13.772698,,16.275517,3.4275,73.55896,51.54324,46.804466,29.991081,21.48131,13.829736,31.55508,9.244692 -2010-01-27,269.298462,20.103672,,,122.75,12.423663,8.19,43.259914,14.164335,,16.461843,3.48875,73.294792,51.246109,46.180279,29.877785,22.148354,13.991746,32.285694,9.191369 -2010-01-28,265.418701,19.272951,,,126.029999,12.316957,7.88,42.619923,14.332181,,16.41044,3.28125,71.324867,50.792614,45.877937,29.416508,21.553883,13.719274,32.408817,9.056022 -2010-01-29,263.257751,18.573753,,,125.410004,12.255984,7.46,43.284218,14.155013,,16.294788,3.175,70.40406,50.378212,44.863621,29.659275,21.592768,13.741367,31.965544,8.937082 -2010-02-01,264.787811,18.831961,,,118.870003,12.385555,7.98,43.324722,14.378806,,16.307636,3.24625,71.128632,51.746536,46.394836,29.748299,21.896914,13.837097,32.531948,9.117547 -2010-02-02,263.843964,18.941244,,,118.120003,12.842867,7.91,43.332809,14.546651,,16.50683,3.35,71.17392,52.356422,47.555443,30.169107,21.822611,14.168487,33.287174,9.207779 -2010-02-03,268.662598,19.267147,,,119.099998,12.713297,7.81,43.964706,14.481377,,16.436142,3.235,70.139893,52.074936,47.243343,29.966791,21.392307,13.841401,33.073738,9.199574 -2010-02-04,261.687958,18.572784,,,115.940002,12.225496,7.19,42.911556,13.754046,,16.082747,3.05625,67.837875,50.604954,45.107452,28.801474,19.191559,13.402822,31.481203,8.945285 -2010-02-05,263.928406,18.902557,,,117.389999,12.03495,7.35,43.300419,13.987164,,16.21768,3.055,68.924728,50.667507,45.273243,28.987583,19.073179,13.350783,31.440166,8.900167 -2010-02-08,265.011353,18.77297,,,116.830002,11.890131,7.42,42.879158,13.502276,,16.050623,2.9925,67.87561,50.643894,45.292763,28.704363,19.562235,13.26158,30.947628,8.9863 -2010-02-09,266.486755,18.973154,,,118.029999,11.890131,7.54,43.138393,13.492952,,16.230526,3.10625,68.230347,51.312836,46.355827,29.117075,19.307339,13.291315,31.514042,9.10114 -2010-02-10,265.498199,18.869675,,,117.360001,11.958732,7.64,43.130299,13.679445,,16.140575,3.0675,67.49823,51.037392,46.550892,28.647707,19.605442,13.187245,31.908089,9.174968 -2010-02-11,266.466888,19.212997,,,120.089996,12.019705,7.84,43.000679,13.642148,,16.185555,3.16625,68.320923,51.344322,47.584705,28.850021,19.786892,13.28388,32.031216,9.252892 -2010-02-12,264.837494,19.378365,,,119.660004,11.852024,7.87,42.854858,13.474304,,16.108448,3.16,68.28318,50.998055,48.384457,28.939041,19.482746,13.23185,31.973757,9.2693 -2010-02-16,268.901062,19.67042,,,117.529999,12.225496,8.06,43.38953,14.136361,,16.269081,3.20375,69.951202,52.162811,51.622417,29.481239,19.467186,13.172378,32.893158,9.38414 -2010-02-17,267.366028,19.588223,,,116.309998,12.309337,8.03,43.794582,14.602599,,16.320482,3.2275,71.943771,51.753563,51.973545,29.35985,19.426575,13.13521,32.868515,9.494881 -2010-02-18,269.854858,19.624966,,,118.080002,12.377932,7.95,43.316628,14.807744,,16.21768,3.21125,71.24939,51.910984,52.022305,29.254658,19.182053,13.179813,33.172253,9.539997 -2010-02-19,268.632813,19.50312,,,117.519997,12.32458,7.93,43.332809,14.807744,,16.127726,3.22125,71.732437,51.840137,52.56847,29.408419,19.236485,13.373085,32.860313,9.581012 -2010-02-22,269.64621,19.382231,,,118.010002,12.385555,7.9,43.608261,15.115461,,16.07633,3.2425,72.200394,51.470257,51.339596,29.59454,19.375599,13.343352,33.533436,9.392344 -2010-02-23,265.806183,19.057297,,,117.239998,12.156898,7.79,43.438141,14.863694,,15.954238,3.1675,70.796539,51.108234,49.379265,29.456966,19.183777,13.13521,32.73719,9.302112 -2010-02-24,264.017822,19.405443,,,119.720001,12.286471,8.05,43.681171,15.227361,,16.005642,3.23125,72.094727,51.58831,49.184193,29.893963,19.160452,13.239285,33.533436,9.46617 -2010-02-25,261.514099,19.535032,,,118.199997,12.209778,7.89,43.867496,15.432504,,15.915689,3.26125,72.653244,51.265636,49.769367,29.83732,19.137978,13.150079,33.361061,9.392344 -2010-02-26,261.697906,19.788408,,,118.400002,12.317145,7.91,43.802685,15.535085,,15.94139,3.2575,72.207939,51.155453,49.359741,29.537889,19.386833,13.046008,34.452847,9.396443 -2010-03-01,264.623871,20.211018,,,124.540001,12.194437,8.21,43.664974,15.5817,,16.063473,3.355,72.381531,51.470257,49.964428,29.780666,20.11005,13.194678,34.337914,9.5523 -2010-03-02,268.78183,20.197483,,,125.529999,12.194437,8.38,43.413837,15.348582,,15.98637,3.37,73.174034,51.541077,49.262218,29.497427,20.029688,13.083174,34.165524,9.568706 -2010-03-03,270.898071,20.2439,,,125.889999,12.294139,8.35,43.470554,15.273936,,15.992793,3.34375,72.517387,51.493858,49.174442,29.57836,20.059067,12.875029,34.09164,9.457965 -2010-03-04,275.503113,20.377357,,,128.529999,12.355494,8.5,43.71357,15.301929,,16.037769,3.33625,74.215599,51.470257,48.42345,30.063913,20.132513,12.882465,34.411797,9.400543 -2010-03-05,280.282043,21.174236,,,128.910004,12.539561,8.61,43.859394,15.581844,,16.057051,3.5175,76.193069,52.312355,50.188751,31.269712,20.697603,12.993971,35.142403,9.585111 -2010-03-08,279.422638,21.186804,,,130.110001,12.478209,8.64,43.867496,15.619165,,16.243383,3.52125,76.887451,52.320229,49.223198,31.844273,21.22209,12.897334,34.961796,9.564606 -2010-03-09,278.285034,21.567835,,,128.820007,12.646935,8.63,43.794582,15.675146,,16.423296,3.55125,76.238358,52.55632,50.042454,31.488197,21.297258,12.808132,34.822243,9.687647 -2010-03-10,286.362488,21.743849,,,130.509995,12.662277,8.92,43.690716,15.964387,,16.397591,3.625,77.951668,52.902607,50.091209,31.528664,21.566845,12.748661,35.240894,9.937837 -2010-03-11,288.692322,21.807678,,,133.580002,12.639262,8.95,43.967701,15.973725,,16.448997,3.6475,76.698761,52.902607,50.052162,31.941401,21.617825,12.852732,35.446133,9.954245 -2010-03-12,287.897491,21.914051,,,131.820007,13.068756,8.93,43.910683,15.7218,,16.461843,3.55,78.004501,52.572056,50.100979,32.4674,21.598816,12.696626,35.421497,9.958345 -2010-03-15,279.770355,21.647135,,,131.130005,13.260491,8.92,45.148975,15.7218,,16.564653,3.5225,78.540375,52.178566,49.329899,32.046593,21.608324,12.830431,35.355824,10.01576 -2010-03-16,280.773834,21.706127,,,131.789993,13.858713,9.4,45.613323,15.889749,,16.609634,3.58625,79.415901,52.391052,49.398212,32.030403,21.54438,12.830431,35.495377,10.372595 -2010-03-17,280.952667,21.674217,,,131.339996,13.835703,9.67,45.556313,16.11368,,16.641756,3.62125,79.076256,53.012783,49.661751,32.459312,21.484762,12.793262,35.946865,10.483333 -2010-03-18,281.369965,21.72547,,,132.759995,13.950745,9.39,45.572594,15.936398,,16.744564,3.5425,79.129089,53.036396,48.129345,32.734467,21.281708,12.808132,35.823723,10.261851 -2010-03-19,278.190643,21.49337,,,130.350006,13.858713,9.11,45.083797,15.69381,,16.860224,3.5925,78.200737,52.760944,46.616467,33.171463,21.11408,12.570255,35.667759,10.241344 -2010-03-22,276.94873,21.73514,,,130.470001,13.858713,9.31,45.311897,15.824433,,16.963026,3.76125,81.114113,52.705853,46.518845,33.341404,21.349102,12.748661,35.905827,10.352085 -2010-03-23,272.726166,22.084255,,,129.259995,14.058114,9.45,45.531872,15.983057,,17.059406,3.85,82.155678,52.690113,46.391953,33.592274,21.220362,13.038578,36.595371,10.421809 -2010-03-24,276.864258,22.181929,,,128.039993,14.150149,9.23,45.279324,16.393595,,16.873074,3.645,81.84623,52.335964,46.274834,33.325211,21.141727,13.090611,36.890892,10.372595 -2010-03-25,279.621338,21.918886,,,134.729996,14.035107,9.03,45.303761,16.55221,,16.802399,3.77,82.487778,52.178566,44.635052,34.522915,21.263559,12.92707,36.890892,9.929633 -2010-03-26,279.526947,22.329893,,,135.059998,14.065786,9.02,45.222298,16.701492,,16.860224,3.825,82.276443,52.367447,44.5765,34.927547,21.27652,12.741228,36.956566,10.085491 -2010-03-29,279.407715,22.473989,,,135.119995,14.111802,9.11,45.409668,16.832119,,17.033709,3.825,82.827415,52.965569,45.825851,34.798069,21.429464,12.845298,36.825214,10.093696 -2010-03-30,281.523956,22.808598,,,136.580002,14.035107,9.27,45.548161,16.570875,,16.673887,3.78125,82.510422,52.76881,45.659904,34.490543,21.80965,12.830431,36.595371,10.073183 -2010-03-31,281.727631,22.726398,,,135.770004,13.958415,9.27,45.295624,16.654844,,16.603207,3.67625,81.838684,52.713722,45.747757,34.425808,21.947031,12.748661,36.734921,9.954245 -2010-04-01,282.562195,22.820208,,,131.809998,14.058114,9.37,45.205997,16.832119,,16.776693,3.82,82.080208,53.209538,46.401718,34.450089,21.941843,12.696626,37.129383,9.941938 -2010-04-05,283.660065,23.063911,,,131.490005,14.211503,9.53,45.205997,16.916096,,16.905195,3.8675,81.853775,53.666012,47.709633,35.097488,22.083549,12.562821,37.26088,10.177669 -2010-04-06,282.274078,23.165457,,,135.559998,14.26519,9.35,45.238583,17.251995,,16.905195,3.92,81.446205,53.437778,47.729156,35.696342,22.357456,12.607422,37.671783,10.173532 -2010-04-07,279.949188,23.267965,,,134.869995,14.188494,9.66,45.03492,17.373291,,16.748491,3.94375,80.087639,52.997044,46.782391,35.769176,22.219269,12.689192,37.244442,10.301732 -2010-04-08,281.911438,23.205103,,,140.960007,14.234514,9.42,45.116386,17.401276,,16.990084,3.955,80.004616,53.406281,47.172798,36.141418,22.3253,12.741228,37.606049,10.268649 -2010-04-09,281.280548,23.383047,,,140.059998,14.203835,9.3,44.863838,17.345301,,17.264328,4.035,80.782021,54.114601,49.076118,36.327568,22.499125,12.822997,37.786839,10.223159 -2010-04-12,284.514496,23.431398,,,141.199997,14.349554,9.42,44.823101,17.410614,,17.225151,4.11875,80.049896,54.075241,48.968746,36.602707,22.559092,12.852732,37.918331,10.128041 -2010-04-13,291.489136,23.444941,,,140.160004,14.533624,9.56,44.578705,17.419937,,17.107616,4.0725,80.321609,54.035892,48.998028,36.277988,22.466095,12.770964,37.696434,10.227292 -2010-04-14,292.596924,23.76021,,,144.279999,14.840399,9.89,44.513531,18.101067,,17.133738,4.32875,83.016106,53.99654,49.612946,36.992348,22.868486,12.689192,39.224998,10.272785 -2010-04-15,295.726593,24.072575,,,145.820007,14.955439,10.16,44.098061,18.175705,,17.133738,4.17375,82.465134,53.721088,49.817909,37.252121,22.825029,12.629724,39.290749,10.392717 -2010-04-16,273.297455,23.925577,,,142.169998,14.54896,9.81,44.081768,17.177349,,16.931314,4.2175,81.340538,53.461391,48.5588,36.846237,22.552999,12.488484,37.433456,10.322411 -2010-04-19,273.272614,23.893663,,,142.429993,14.525952,9.58,44.30986,17.158688,,17.225151,4.20625,81.340538,53.697472,47.358265,36.440357,22.361803,12.481055,37.301983,10.2976 -2010-04-20,275.726654,23.65383,,,144.199997,14.571966,9.77,44.415775,17.363956,,17.40798,4.235,81.363182,54.279873,47.777966,36.692001,22.717258,12.458751,37.704655,10.44648 -2010-04-21,275.35907,25.068672,,,146.429993,14.594973,9.78,44.375046,17.056055,,17.199028,4.2525,81.778297,54.240505,47.904854,37.487541,22.647734,12.339812,37.269108,10.500242 -2010-04-22,271.762451,25.769798,,,150.089996,14.533624,9.86,44.391331,17.298641,,17.153328,4.3525,85.20491,53.957188,48.148861,38.307419,22.735514,12.250609,36.767799,11.26946 -2010-04-23,270.734131,26.19145,,,143.630005,14.625655,9.76,44.423904,17.196011,,17.140263,4.41875,92.088333,54.492352,49.564144,39.435783,23.223946,12.570255,36.932152,11.273595 -2010-04-26,264.102264,26.06283,,,147.110001,14.802053,9.97,44.024727,16.841457,,17.153328,4.49125,92.443069,54.531704,49.935051,39.216606,23.098793,12.503353,36.069256,11.327356 -2010-04-27,262.820618,25.341383,,,142.020004,14.341887,9.58,44.024727,16.300293,,16.944378,4.275,89.446671,53.728951,47.758434,37.739182,22.148878,12.235744,34.852978,10.9717 -2010-04-28,262.885193,25.298836,,,139.350006,14.533624,9.55,43.674419,16.589537,,16.918261,4.4425,89.974998,54.453014,46.431,37.747307,21.988094,12.287778,35.715885,10.843497 -2010-04-29,264.281097,25.979658,,,141.729996,14.947768,9.72,43.747749,17.074713,,17.068438,4.48125,93.514824,54.035892,45.523266,38.705196,22.194939,12.533088,36.159657,11.000646 -2010-04-30,261.151459,25.24951,,,137.100006,14.464595,9.07,43.698856,16.636181,,17.016203,4.21875,91.288284,53.335453,46.616467,36.951767,21.557024,12.429019,34.992683,10.744239 -2010-05-03,263.585632,25.758198,,,137.490005,14.771372,9.29,43.780327,16.850782,,17.159857,4.3175,92.352493,53.390549,48.334324,37.430721,21.791679,12.570255,35.773396,11.240512 -2010-05-04,251.54892,25.016443,,,129.830002,14.249852,8.68,44.008438,16.384266,,16.911726,4.23375,88.918335,52.312355,48.334324,36.164349,21.835999,12.830431,34.902283,10.764921 -2010-05-05,253.232971,24.756298,,,130.929993,13.881721,8.58,44.619434,16.356272,,16.826843,4.11375,86.986145,52.076244,47.553474,34.824936,20.679239,12.905552,35.033772,10.843497 -2010-05-06,247.723801,23.814365,,,128.710007,13.275828,8.27,43.364841,15.18997,,16.415478,3.91875,82.19342,50.281872,45.123093,33.696571,20.015244,12.575023,33.538086,10.591223 -2010-05-07,244.976669,22.809572,,,124.980003,12.946043,8.38,42.688671,15.096658,,16.389357,3.77375,79.612137,50.132336,42.800072,33.306915,19.388628,12.364692,33.496986,10.525056 -2010-05-10,259.139557,24.562885,,,131.289993,13.835703,8.99,42.835316,16.14167,,16.761545,4.09625,83.167061,51.336468,47.133755,35.352581,20.016115,12.770336,34.474949,11.182615 -2010-05-11,252.880264,24.807554,,,130.460007,13.805021,9.07,42.737545,16.011042,,16.741955,4.175,85.453987,51.074982,46.52861,36.06694,19.401669,12.777851,34.146214,11.042004 -2010-05-12,251.062088,25.34622,,,133.869995,14.14248,9.49,43.001808,15.927068,,16.859491,4.29875,87.023888,51.431541,46.899509,36.618938,20.216883,12.695216,34.261272,11.517594 -2010-05-13,253.789352,24.985498,,,131.470001,13.84337,9.42,42.936253,15.740458,,16.807255,4.25125,83.748222,51.296837,47.592506,35.498707,20.189938,12.439812,33.538086,11.348036 -2010-05-14,252.125168,24.546446,,,128.529999,13.528924,8.8,42.706821,15.245947,,16.585241,4.10125,81.770752,50.393559,46.821419,34.962933,18.463911,12.169377,32.782024,10.963426 -2010-05-17,252.34375,24.585127,,,128.910004,13.467568,8.85,43.20665,15.255275,,16.826843,4.1175,82.19342,50.132092,45.454945,35.100933,18.321381,12.10177,32.740932,11.128853 -2010-05-18,247.574768,24.405256,,,126.279999,13.214476,8.42,44.009663,14.882059,,16.709311,4.02625,76.993118,49.751759,45.103569,34.565166,17.626106,11.876414,32.067043,10.992378 -2010-05-19,245.617493,24.016483,,,124.589996,13.237483,8.47,43.460655,15.217961,,16.696251,3.92375,75.143959,49.482349,44.420334,34.159267,17.59482,11.883924,32.362885,10.831089 -2010-05-20,235.970245,22.993319,,,119.709999,12.470537,8.09,42.03492,14.275581,,16.297941,3.81375,66.947258,47.802574,41.921619,33.079624,17.859892,11.44072,31.089088,10.380308 -2010-05-21,234.499802,23.434292,,,122.720001,12.593248,8.4,42.092278,14.919384,,16.226118,3.8725,66.879326,48.238365,42.429173,33.931976,18.585585,11.568421,32.913506,10.458888 -2010-05-24,237.0383,23.863684,,,122.120003,12.2788,8.09,41.789101,14.368885,,15.951872,3.88125,65.747185,47.691635,41.453121,33.42057,18.237082,11.433206,31.738323,10.367903 -2010-05-25,236.993591,23.714752,,,124.860001,12.232783,8.15,41.199139,14.45286,,15.880046,3.885,66.449112,47.311317,41.189587,33.27446,17.978962,11.313015,32.001293,10.305868 -2010-05-26,236.198761,23.607407,,,123.209999,12.2788,8.22,40.986092,14.434197,,15.755983,4.195,63.588573,46.994373,41.511681,32.925388,17.816439,11.350575,31.869806,10.219023 -2010-05-27,243.645325,24.50099,,,126.699997,12.777318,8.8,41.543282,15.096658,,16.082464,4.33875,66.947258,48.697929,43.873737,34.289165,18.059784,11.545886,33.217579,10.760784 -2010-05-28,241.245926,24.842371,,,125.459999,12.539561,8.57,41.428562,14.686119,,15.866988,4.21125,66.645355,47.905571,43.873737,34.297283,17.535723,11.44072,32.527256,10.707021 -2010-06-01,239.626465,25.224365,,,123.239998,12.255794,8.14,41.723553,14.406205,,15.886579,4.065,62.660217,46.946838,42.653671,33.055264,17.415789,11.260431,31.672577,10.628448 -2010-06-02,245.090927,25.526098,,,126.309998,12.539561,8.54,42.37907,14.835688,,16.180407,4.21625,63.671597,48.151211,46.753101,32.633148,17.470543,11.418184,32.502602,10.992378 -2010-06-03,251.166397,25.445831,,,128.759995,12.616257,8.69,42.37907,14.760998,,16.193464,4.3075,63.181004,48.777164,49.788647,32.689972,17.555712,11.44072,32.132782,11.108174 -2010-06-04,247.748627,24.753403,,,122.769997,12.048717,8.11,41.29747,14.331515,,15.782106,4.08625,60.494053,47.168705,47.143532,31.561634,17.09248,11.087658,30.916504,10.814549 -2010-06-07,241.191284,24.267925,,,122.010002,11.818634,7.71,41.576057,13.846019,,15.880046,3.93375,59.505318,46.986446,46.557884,30.774208,17.387972,10.907369,30.176884,10.562276 -2010-06-08,240.823669,24.112225,,,118.839996,11.87232,7.77,41.608829,14.312844,,16.304468,4.0075,59.633629,48.523613,45.825851,31.423618,17.168093,10.929907,31.047987,10.690477 -2010-06-09,235.478439,23.519402,,,117.910004,11.749611,7.61,41.780907,14.014072,,16.258768,3.99,58.576962,47.564865,45.689201,31.659018,16.987322,10.907369,30.505598,10.880714 -2010-06-10,241.931473,24.226339,,,123.209999,12.025709,8.01,41.969376,14.434214,,16.611364,4.1625,58.637344,49.038643,48.17815,32.665611,17.826866,11.200335,31.467117,11.157801 -2010-06-11,242.671661,24.516464,,,123.029999,11.933674,8.12,41.674381,14.56493,,16.51342,4.2925,59.286438,49.014874,48.500496,33.444927,17.806011,11.613493,31.302755,11.228105 -2010-06-14,240.033813,24.590931,,,123.830002,11.803296,8.28,41.985748,14.387535,,16.435066,4.34125,60.237434,48.626606,48.344208,33.323158,17.744307,11.515839,30.678185,11.356307 -2010-06-15,247.385986,25.114126,,,126.839996,12.110073,8.82,42.313511,14.75166,,16.676659,4.47875,62.071503,49.5299,49.653187,31.301851,18.213617,11.658566,31.434235,11.550679 -2010-06-16,249.015396,25.845232,,,126.900002,12.156089,8.9,41.77272,14.817012,,16.663599,4.62375,60.38084,49.5299,49.545719,30.993378,18.304871,11.628516,31.656128,11.575495 -2010-06-17,248.42424,26.292021,,,125.889999,12.279582,8.91,42.125061,14.770332,,16.696251,4.6075,58.652439,49.601215,48.38327,30.701136,18.598627,11.621004,31.590378,11.57136 -2010-06-18,248.399399,26.504786,,,125.830002,12.310452,8.83,42.239761,14.770332,,16.604836,4.6875,57.248585,49.997387,47.758102,30.709255,18.621222,11.425694,32.198528,11.61685 -2010-06-21,242.701462,26.127619,,,122.550003,12.426226,8.8,41.805492,14.742323,,16.611364,4.58375,56.342873,50.02116,46.996151,30.100435,19.410358,11.343063,31.943775,11.587901 -2010-06-22,241.553925,26.483511,,,122.309998,12.186962,8.58,41.526897,14.546253,,16.55913,4.4875,55.557922,49.078255,44.466118,29.718901,19.201775,11.245406,31.499983,11.261189 -2010-06-23,239.467499,26.204983,,,121.449997,11.878236,8.56,41.633411,14.406205,,16.611364,4.58125,55.87492,48.412674,43.09853,29.73513,19.10704,11.177799,31.960213,11.298409 -2010-06-24,236.014954,26.014471,,,118.330002,11.638974,8.13,40.994286,14.02341,,16.35671,4.385,54.320114,47.596561,42.444046,29.012661,18.675972,10.862299,31.253445,11.029596 -2010-06-25,234.812775,25.792046,,,121.0,11.507765,8.09,39.986439,14.396872,,16.186939,4.4925,54.735233,46.82798,42.776173,28.541834,18.980156,10.997514,32.412197,11.087496 -2010-06-28,234.514709,25.946781,,,117.800003,11.577229,8.05,40.617363,14.228814,,16.291414,4.5225,53.157784,46.328808,40.871319,28.696068,18.383087,10.922393,31.672577,10.9138 -2010-06-29,225.662277,24.773706,,,108.610001,11.175884,7.48,40.068375,13.603269,,15.971462,4.19875,50.206669,45.393829,39.581879,27.730066,17.641748,10.727083,30.456297,10.34309 -2010-06-30,221.037369,24.324986,,,109.260002,11.129573,7.32,39.388271,13.416537,,15.79516,4.14125,48.795265,45.219513,39.220455,27.486542,17.341042,10.712057,30.086483,10.049463 -2010-07-01,218.325012,24.030027,,,110.959999,10.898032,7.39,39.609512,13.089767,,15.893106,4.18625,48.870743,44.855022,39.269291,27.81259,17.749985,10.689521,29.691481,10.198345 -2010-07-02,216.864502,23.881092,,,109.139999,10.712794,7.17,39.330917,12.921706,,15.860458,4.08625,47.278198,44.823326,38.732025,27.600658,17.756113,10.621915,29.485741,10.070138 -2010-07-06,216.626053,24.044535,,,110.059998,10.782259,7.04,39.797989,13.127111,,15.938813,4.06375,45.391296,45.528522,38.487801,27.005598,17.51618,10.734594,29.897203,9.76411 -2010-07-07,223.645401,25.01548,,,113.43,11.283938,7.39,40.084766,13.73398,,16.164715,4.32625,46.946102,46.297108,40.421982,28.065279,18.176435,10.98249,31.394941,10.090819 -2010-07-08,226.804855,24.959379,,,116.220001,11.446018,7.37,40.297802,13.874025,,16.324165,4.425,47.451794,46.598206,40.929928,28.040827,18.360331,11.132729,31.40317,10.272785 -2010-07-09,232.234543,25.107355,,,117.260002,11.538639,7.34,40.502655,14.10744,,16.496902,4.48875,47.844269,46.574436,40.822479,28.016375,18.872601,11.095169,31.970984,10.463021 -2010-07-12,236.377594,24.882019,,,119.510002,11.523203,7.36,41.068027,14.200807,,16.503548,4.49125,47.655579,46.701195,40.666187,27.820742,18.710606,11.215361,32.250797,10.450614 -2010-07-13,243.019394,24.351084,,,123.650002,11.739309,7.52,41.412186,14.630284,,16.576635,4.51875,48.878292,47.081528,40.783401,28.872265,18.794666,11.11019,33.312386,10.727699 -2010-07-14,244.082474,24.441027,,,123.300003,11.731591,7.44,41.256489,14.630284,,16.583277,4.41875,48.885838,46.95475,41.682102,28.489149,18.666819,11.147751,33.205387,10.752513 -2010-07-15,245.413818,24.317242,,,122.059998,11.77018,7.41,41.305656,14.368861,,16.609856,4.4325,50.002884,46.962685,40.939705,28.872265,18.547726,11.170289,33.295918,10.806276 -2010-07-16,228.319992,24.167347,,,118.489998,11.22991,7.37,40.69931,13.052416,,16.403887,4.16625,47.723507,45.924683,39.191147,27.983767,17.270113,10.937418,32.094433,10.483701 -2010-07-19,231.583771,23.749567,,,119.940002,11.283938,7.44,40.576405,12.706968,,16.530128,4.15125,46.787605,46.297108,38.829712,28.016375,17.148396,11.065119,32.127365,10.541597 -2010-07-20,239.238983,24.359797,,,120.099998,11.530922,7.6,41.690777,12.856351,,16.470331,4.19,48.908482,46.709126,39.572105,28.163095,17.977661,10.929907,32.612881,10.657393 -2010-07-21,237.207199,24.587063,,,117.43,11.453736,7.4,41.256489,12.473554,,16.556705,4.2875,47.693317,46.09108,38.399902,27.584351,17.644899,10.892345,31.617132,10.409258 -2010-07-22,240.838577,25.049328,,,120.07,11.739309,7.61,41.674381,12.75365,,16.948696,4.625,50.131191,47.049831,39.445129,28.472851,18.249119,11.125217,32.382462,10.40099 -2010-07-23,243.446609,25.138302,,,118.870003,12.125217,7.82,42.338097,12.828341,,16.968622,4.6775,50.999168,47.319237,39.093456,29.173876,18.646683,10.95244,32.777481,10.496107 -2010-07-26,242.905136,25.074474,,,118.400002,12.457096,8.07,41.895626,13.211136,,17.247671,4.77875,53.014378,47.850121,39.113003,30.078688,18.637047,11.282968,33.188931,10.500242 -2010-07-27,244.723312,25.538671,,,117.129997,12.487971,8.21,41.756332,13.248484,,17.373905,4.74125,53.421947,48.182899,36.377811,28.896719,18.75964,11.470765,33.485195,10.413396 -2010-07-28,240.610062,25.236944,,,117.129997,12.387636,7.98,41.895626,13.061755,,17.407125,4.6375,52.063381,48.262135,37.315605,28.644035,18.39711,11.267941,33.180698,10.334819 -2010-07-29,240.927994,24.961323,,,116.860001,12.464816,7.78,41.838261,13.099097,,17.287533,4.67875,51.912426,47.810497,37.423058,28.163095,18.246494,11.335551,33.090183,10.264512 -2010-07-30,240.858444,24.878157,,,117.889999,12.441662,7.49,41.944786,13.108433,,17.234381,4.695,53.587997,47.28756,36.26059,28.252768,18.392735,11.267941,33.147785,10.276921 -2010-08-02,243.620483,25.323013,,,120.07,12.665488,7.65,42.125061,13.481895,,17.666237,4.77875,55.746613,49.078255,37.344902,29.214621,17.734222,11.628516,34.266983,10.314536 -2010-08-03,243.332352,25.330748,,,122.419998,12.657769,7.51,42.02673,13.388529,,17.732679,4.67125,54.252186,49.696301,37.833324,28.448395,17.593235,12.274547,33.806133,10.331252 -2010-08-04,251.524078,25.432289,,,127.580002,12.719513,7.52,42.280735,13.248484,,17.699459,4.75125,54.418232,49.696301,38.546429,28.66033,17.977661,12.487225,33.978954,10.523498 -2010-08-05,252.408325,25.308504,,,127.830002,12.750387,7.5,42.297115,13.089767,,17.765896,4.6775,54.471066,49.688374,38.399902,28.635885,17.656288,12.297335,33.962502,10.523498 -2010-08-06,248.49379,25.152805,,,128.320007,12.69636,7.45,42.436428,13.033744,,17.633022,4.65875,55.271111,49.102028,37.696568,28.456549,18.163309,12.335312,33.279465,10.586191 -2010-08-09,251.042206,25.313343,,,128.830002,12.642333,7.42,42.65765,12.987062,,17.845629,4.735,55.806992,49.482349,37.911472,29.002695,18.817436,12.472032,32.769241,10.724109 -2010-08-10,250.227509,25.08704,,,130.0,12.541999,6.83,42.788769,12.725638,,17.945286,4.70875,54.29747,49.070332,37.520729,28.179399,18.945286,12.585967,32.234337,10.615446 -2010-08-11,244.281189,24.195393,,,125.889999,12.1175,6.49,42.049061,12.314833,,17.639664,4.56375,52.259617,48.192513,35.615883,27.136021,18.359455,12.153015,31.08223,10.306176 -2010-08-12,244.415314,24.350124,,,126.559998,11.963136,6.57,41.562817,12.19346,,17.712748,4.56125,50.795383,48.064823,35.488888,27.250139,18.549475,12.304929,31.115143,10.222587 -2010-08-13,241.603607,24.089981,,,124.690002,11.87052,6.49,41.53809,12.352178,,17.752609,4.48625,50.229313,47.80946,34.8344,27.01375,18.445272,12.213778,30.860035,10.026164 -2010-08-16,241.226059,23.948786,,,126.07,11.932263,6.62,41.546329,12.314833,,17.706099,4.43375,49.987789,47.785519,34.238522,26.940388,18.427759,12.175801,31.016386,9.955114 -2010-08-17,243.675125,24.367537,,,128.860001,12.024881,6.63,42.049061,12.333506,,17.918711,4.575,50.274597,48.535664,35.078617,26.818113,18.742126,12.358098,30.843576,10.155721 -2010-08-18,239.517166,24.473919,,,129.649994,12.1175,6.57,41.917202,12.436209,,18.124672,4.70625,50.757645,48.000984,34.287365,27.046356,18.639677,12.228972,31.18099,10.239306 -2010-08-19,232.472992,24.165415,,,127.57,11.77018,6.42,41.257877,12.156112,,17.918711,4.53875,46.063034,47.31469,33.769634,26.62249,18.29203,12.175801,30.506176,10.047059 -2010-08-20,229.517212,24.142208,,,127.760002,11.600384,6.25,41.389732,12.016065,,17.573223,4.5975,46.485699,46.995491,32.695095,26.492058,18.071356,12.09225,30.563782,10.051238 -2010-08-23,230.535583,23.770842,,,126.599998,11.492329,6.14,42.147976,12.016065,,17.599798,4.54625,46.500793,47.482277,33.203075,26.263824,17.968025,12.228972,30.349823,9.896606 -2010-08-24,224.236557,23.203169,,,124.529999,11.245349,5.99,42.279839,11.801328,,17.752609,4.44875,46.63665,47.035378,32.616959,25.823641,17.733341,12.016294,29.798445,9.537181 -2010-08-25,225.841125,23.489422,,,126.849998,11.245349,6.13,42.485874,11.819997,,17.865557,4.5625,48.94622,47.01144,32.040611,26.475756,18.04859,12.14542,29.814905,9.762868 -2010-08-26,224.032883,23.237013,,,124.860001,11.19132,5.87,42.007874,11.642606,,17.739317,4.365,47.670673,46.668293,32.167606,26.027433,17.791143,12.077058,29.321146,9.725251 -2010-08-27,227.932526,23.366608,,,126.639999,11.353403,6.08,42.032589,11.801328,,17.898779,4.525,47.149887,47.721684,33.07608,25.970371,18.09325,12.221377,30.119394,9.80884 -2010-08-30,224.882355,23.451712,,,123.790001,11.20676,5.78,41.661705,11.502559,,17.69282,4.36875,46.58382,47.083263,33.242146,25.644312,17.749985,12.046675,29.502195,9.792118 -2010-08-31,223.555984,23.509737,,,124.830002,11.175884,5.61,41.323795,11.633267,,17.958576,4.48375,46.764961,47.171051,33.027225,25.587257,17.369946,12.084656,29.921898,9.604053 -2010-09-01,228.677673,24.208933,,,132.490005,11.584947,5.76,42.197418,12.343411,,18.171185,4.5925,48.704697,48.607483,34.365505,26.62249,17.60813,12.365693,31.057539,9.896606 -2010-09-02,230.09346,24.386875,,,135.210007,11.693001,5.93,42.658958,12.40882,,18.204401,4.655,50.191574,48.727184,34.385048,27.274597,17.92774,12.456841,31.40317,10.306176 -2010-09-03,233.630463,25.02515,,,138.789993,11.878236,6.09,42.889725,12.614388,,18.230976,4.79375,51.618073,48.934669,35.205605,28.016375,18.124773,12.502415,32.234337,10.477528 -2010-09-07,230.699524,24.93231,,,137.220001,11.916829,5.95,42.741371,12.343411,,18.118025,4.795,49.202839,48.320187,34.580425,27.462074,17.559088,12.403672,31.501923,10.393943 -2010-09-08,233.769562,25.426485,,,139.139999,12.1175,5.83,42.716652,12.492914,,18.197754,4.87,49.263218,48.479797,35.391197,27.339804,17.02317,12.578373,32.193199,10.356326 -2010-09-09,236.551468,25.44099,,,140.380005,12.279582,5.86,42.78257,12.614388,,18.476801,4.95,48.991505,48.719204,35.625648,27.356115,16.811258,12.737881,32.999672,10.377226 -2010-09-10,236.531586,25.473871,,,142.440002,12.333609,5.81,42.832039,12.66111,,18.490084,4.98625,50.418003,48.838909,36.182449,27.616953,17.350676,12.904984,32.719856,10.615446 -2010-09-13,239.576782,25.824923,,,145.070007,12.541999,6.18,43.029831,13.03487,,18.556532,5.11375,51.391644,48.679306,35.243664,28.244614,16.903204,12.889791,33.83905,10.76172 -2010-09-14,238.662735,25.923563,,,145.75,12.472531,6.27,43.400707,12.782578,,18.556532,5.27625,52.365284,48.687286,35.224106,29.9401,17.491661,12.973342,33.509872,10.774258 -2010-09-15,238.767044,26.13246,,,145.449997,12.611464,6.22,43.565548,12.810614,,18.60968,5.32,52.387928,48.679306,35.077423,29.964554,18.404993,13.11766,33.72385,10.76172 -2010-09-16,238.975693,26.74655,,,148.130005,12.619235,6.15,43.804546,12.66111,,18.676123,5.50875,51.957714,48.655361,34.431999,30.09498,18.414627,13.041705,33.732082,10.753362 -2010-09-17,243.491318,26.630501,,,148.320007,12.665891,6.12,43.689163,12.520948,,18.715981,5.52125,50.440643,48.503742,34.295086,30.282471,18.710606,12.958153,32.966751,10.669774 -2010-09-20,252.497742,27.390631,,,151.300003,12.868044,6.09,44.125988,12.838645,,18.961807,5.65375,51.399189,49.118217,35.419685,31.236181,19.151947,13.125255,33.89666,10.983224 -2010-09-21,255.071014,27.442846,,,150.729996,12.844717,6.17,44.150707,12.754549,,19.008318,5.635,51.436928,49.110241,35.253441,31.016083,19.001333,13.018919,33.402908,10.933072 -2010-09-22,256.332794,27.827751,,,151.830002,12.829169,6.26,44.356731,12.539636,,18.995028,5.5,54.169163,49.03841,34.539577,31.219877,19.17996,13.079686,32.867989,10.836949 -2010-09-23,255.080948,27.940895,,,152.850006,12.549259,6.4,44.216637,12.306037,,18.941877,5.54875,53.550259,48.799019,34.422218,31.488869,19.214998,12.942965,32.176723,10.63634 -2010-09-24,261.941315,28.269703,,,160.729996,12.953573,6.84,44.571033,12.707829,,18.988384,5.615,56.705158,49.277821,35.263222,32.279552,19.402388,13.216406,32.711639,10.920535 -2010-09-27,263.491241,28.157522,,,159.369995,12.77474,7.02,44.07653,12.371444,,19.181059,5.6525,54.720139,49.245892,34.598248,32.149128,19.472445,13.041705,32.160278,10.928896 -2010-09-28,261.881714,27.74168,,,159.699997,12.782515,6.95,44.356731,12.399477,,19.214277,5.68375,55.112614,49.525208,36.123779,32.752338,19.527611,13.239194,32.053299,10.924711 -2010-09-29,262.140045,27.791,,,158.990005,12.720315,7.28,43.969387,12.24997,,19.074753,5.6875,54.622017,49.150146,37.893776,32.907219,19.495209,13.216406,31.608894,10.782616 -2010-09-30,261.196167,27.440912,,,157.059998,12.634788,7.11,44.109493,12.240629,,19.001673,5.63,54.448421,49.309746,37.287487,33.282177,19.615177,13.041705,31.320879,10.678133 -2010-10-01,261.111725,27.321964,,,153.710007,12.720315,7.05,43.977619,12.427506,,19.14119,5.63125,52.621902,49.908257,36.994122,33.347626,19.683485,13.049301,31.938078,10.841128 -2010-10-04,259.487274,26.946741,,,155.389999,12.518158,6.94,44.150707,12.287352,,19.17441,5.605,52.033188,49.628948,36.299789,32.930367,19.496088,12.836622,32.094639,10.736646 -2010-10-05,267.375977,27.942829,,,160.869995,12.836945,6.98,44.505093,12.670453,,19.506611,5.63875,54.403137,50.482834,36.925652,33.445805,19.781555,13.087279,32.6632,10.970685 -2010-10-06,265.448517,27.967009,,,155.399994,13.14018,6.86,44.966633,12.511603,,19.290916,5.55625,53.754044,51.025497,36.95499,33.396713,19.553885,13.110064,32.877434,10.907999 -2010-10-07,263.292542,27.969906,,,156.270004,13.256804,6.87,44.8018,12.436852,,19.041525,5.57375,53.270996,50.953648,36.045551,33.699432,19.47101,13.201212,32.564308,10.895457 -2010-10-08,266.442047,28.438946,,,155.550003,13.311232,7.05,44.843006,12.315381,,19.021301,5.7775,54.101234,51.376614,35.869522,33.617611,19.623529,13.261979,32.391281,10.895457 -2010-10-11,267.679016,28.5637,,,153.029999,13.18683,7.24,45.007828,12.287352,,19.088709,5.74,54.055946,51.512287,35.106766,33.429443,19.647331,13.201212,32.73735,10.862024 -2010-10-12,268.94577,28.871233,,,156.479996,13.365663,7.3,44.439152,12.633077,,19.135891,5.8,54.67485,51.631977,35.057861,33.32309,19.582975,13.277171,33.289436,11.342644 -2010-10-13,269.894592,29.02597,,,155.169998,13.435636,7.22,44.356731,12.418166,,19.189816,5.84875,55.723969,51.903313,35.898869,33.568531,20.355255,13.467062,32.827991,11.392796 -2010-10-14,268.717255,29.235823,,,155.529999,13.342333,7.14,43.886967,11.77343,,19.210033,5.785,55.693779,52.110794,36.485596,33.527622,20.511301,13.413889,31.905115,11.463844 -2010-10-15,298.781708,30.437901,,,164.639999,12.673664,7.12,43.969387,11.194102,,19.095444,5.7025,56.531563,52.023018,36.759407,34.484863,20.602985,13.482251,30.611444,11.509815 -2010-10-18,306.859192,30.75316,,,163.559998,12.634788,6.96,44.307297,11.530484,,19.290916,5.77875,56.697609,52.892857,37.375504,34.795738,20.757271,13.520233,31.476648,11.430411 -2010-10-19,301.951111,29.930185,,,158.669998,12.494831,6.95,43.944656,11.025909,,19.014565,5.61,56.176826,51.967159,35.673931,34.386681,20.898321,13.208811,31.056406,11.317569 -2010-10-20,302.025604,30.030758,,,158.669998,12.479281,6.82,44.068283,10.979192,,19.28418,5.66375,57.067444,52.677387,36.045551,34.591206,21.204235,13.413889,31.394243,11.472205 -2010-10-21,304.01767,29.933086,,,164.970001,12.518158,6.89,44.529816,10.614775,,19.102184,5.67625,57.369347,52.924786,36.17268,34.656673,21.439619,13.391105,31.064644,11.405335 -2010-10-22,304.285919,29.734837,,,169.130005,12.487059,6.89,44.55455,10.689526,,19.068487,5.88375,57.603321,52.940746,35.937965,34.967564,21.391134,13.29236,31.064644,11.906849 -2010-10-25,306.258087,29.867323,,,169.0,12.487059,7.26,44.463886,10.427895,,19.115667,5.98875,57.150467,52.829006,35.61525,35.245724,21.612415,13.383511,30.545527,11.865056 -2010-10-26,307.3013,29.790922,,,169.949997,12.564807,7.2,44.966633,10.558713,,19.08197,5.9975,57.588226,53.092354,34.940517,35.114819,21.468714,13.284766,30.652653,11.923568 -2010-10-27,306.243195,29.769648,,,167.509995,12.52593,7.35,44.397945,10.782967,,19.108927,5.85,55.68623,52.406063,35.849964,35.065735,21.666195,13.125255,30.932812,11.810729 -2010-10-28,307.291351,29.519169,,,166.839996,12.502609,7.63,44.571033,10.773626,,19.210033,5.87,54.32766,52.844978,35.957539,35.098454,21.116076,13.345529,30.908079,11.798189 -2010-10-29,304.867126,29.107191,,,165.229996,12.455956,7.34,44.645203,10.698869,,19.223515,5.835,54.32766,53.060432,36.563839,35.163925,21.163683,13.231597,31.006968,11.936103 -2010-11-01,305.512939,29.416668,,,162.580002,12.401527,7.36,44.760586,10.745591,,19.358318,5.8125,53.504971,53.427525,37.170128,34.501209,21.069344,13.383511,30.833929,12.040588 -2010-11-02,305.811005,29.917614,,,164.610001,12.393755,7.54,45.156193,10.652151,,19.506607,5.85,54.546543,54.137764,38.079586,34.877567,21.685585,13.254385,30.454889,12.069843 -2010-11-03,308.086182,30.250286,,,168.470001,12.487059,7.64,45.255085,10.764279,,19.587492,5.80375,53.897449,54.24152,37.717762,34.97575,22.201326,13.360722,31.081123,12.161787 -2010-11-04,310.117981,30.77928,,,168.929993,12.836945,8.0,45.625969,11.334263,,19.843626,6.06125,56.0938,55.366726,38.284946,35.736618,22.471102,13.337701,32.795025,12.433445 -2010-11-05,310.520355,30.669037,,,170.770004,13.007998,8.04,45.494099,11.549175,,19.729044,6.2825,55.354137,55.861504,38.529411,36.61203,22.594522,13.184216,33.73439,12.901525 -2010-11-08,311.359894,30.813122,,,171.990005,12.992448,8.14,45.255085,11.77343,,19.668375,6.47,55.165447,56.116859,39.830032,36.677494,22.283316,13.084451,33.380058,12.801224 -2010-11-09,310.391205,30.567488,,,170.270004,12.922468,7.91,45.370476,11.465078,,19.668375,6.4075,54.055946,56.719154,41.648933,36.121151,22.173994,13.038404,32.877434,12.608973 -2010-11-10,309.42746,30.756073,,,173.330002,12.868044,7.75,44.925415,11.745399,,19.580753,6.48125,54.335209,57.120678,41.805397,36.391132,22.354727,12.915621,33.470699,12.734351 -2010-11-11,306.600861,30.622614,,,170.369995,12.712539,7.63,44.785316,11.558516,,19.432472,6.49625,53.904995,57.682804,42.441048,36.325684,22.222483,13.030733,32.976322,12.847197 -2010-11-12,299.69577,29.788988,,,165.679993,12.634788,7.63,44.61224,11.324916,,19.183067,6.31875,52.229427,57.008232,41.140427,35.662971,21.437862,12.930967,32.638474,12.617334 -2010-11-15,295.811035,29.693251,,,158.899994,12.59591,7.57,44.463886,11.306231,,19.297659,6.21375,51.112381,56.59869,40.671032,35.335732,21.416702,12.854229,33.025749,12.868094 -2010-11-16,289.973999,29.166182,,,157.779999,12.331553,7.43,44.719379,11.156727,,19.034788,6.25,48.97641,55.362019,39.898483,34.983929,20.546562,12.739112,32.638474,12.577263 -2010-11-17,289.889557,29.06078,,,158.350006,12.292676,7.33,44.315536,10.857718,,18.84605,6.36375,49.965145,55.418217,40.113628,35.073917,20.679688,12.647023,32.284157,12.64049 -2010-11-18,296.352509,29.827673,,,164.169998,12.471509,7.35,44.488602,10.932473,28.720499,19.169592,6.495,48.078243,56.46217,41.013283,35.245724,21.377911,12.915621,32.679672,12.889166 -2010-11-19,293.506012,29.663261,,,164.820007,12.611462,7.47,44.826519,10.895093,28.779303,19.088709,6.78125,48.115982,56.646885,42.431267,35.622078,21.50046,12.892599,32.473675,12.965036 -2010-11-22,293.699768,30.304449,,,170.389999,12.463732,7.41,44.818279,10.558713,28.628099,19.068487,6.87375,48.772625,56.365807,42.470375,36.70203,21.459023,12.762136,31.732079,13.011398 -2010-11-23,289.621307,29.856676,,,168.199997,12.253799,7.32,44.23312,10.362484,27.930878,18.893238,6.94,48.576385,55.394135,41.287113,36.137505,20.7749,12.716092,31.006968,12.813299 -2010-11-24,295.562653,30.443701,,,177.25,12.393755,7.62,44.513329,10.540021,28.124084,18.967379,7.0725,49.98024,56.116859,42.040108,36.661121,20.963556,12.808182,31.443686,13.268507 -2010-11-26,293.093719,30.463043,,,177.199997,12.284902,7.55,44.290806,10.390519,28.392897,18.825834,7.0625,49.859478,55.594898,41.58049,36.61203,20.730816,12.654698,30.899847,13.125199 -2010-11-29,289.174194,30.643888,,,179.490005,12.417078,7.38,44.381466,10.568056,28.392897,18.670803,7.00375,49.391529,55.771542,41.619591,35.515717,20.76696,12.708416,31.237692,12.977682 -2010-11-30,276.059509,30.090719,,,175.399994,12.308226,7.29,44.579262,10.23167,28.728905,18.731472,7.21625,49.436813,55.859886,41.062195,34.951202,20.896559,12.508887,30.817442,12.897595 -2010-12-01,280.351593,30.598429,,,176.550003,12.673664,7.51,45.082008,10.559011,29.216114,19.061747,7.2375,51.006714,57.281296,41.883629,34.722115,21.880419,12.815859,31.435442,13.361235 -2010-12-02,284.062439,30.767668,,,176.529999,12.969121,7.54,45.123219,10.923759,29.13212,19.243736,7.26125,50.863312,57.401733,43.018009,35.638439,21.968584,12.808182,32.391281,13.808015 -2010-12-03,284.648621,30.699011,,,175.679993,13.046874,7.65,45.016079,11.092106,29.022915,19.203291,7.37875,51.368999,57.168858,44.631546,35.041199,21.958887,12.831205,32.638474,13.791153 -2010-12-06,287.31131,30.961086,,,178.050003,12.984673,7.82,44.908939,10.886347,28.964109,19.075228,7.44375,52.15395,57.265232,44.484848,34.84483,22.318577,12.90027,32.877434,13.791153 -2010-12-07,291.672943,30.773476,,,176.770004,13.241257,8.02,45.403427,10.820881,29.13212,19.236994,7.34,51.368999,57.385689,44.113251,34.026688,21.756123,12.869576,32.341839,13.816445 -2010-12-08,293.361969,31.044254,,,176.289993,13.24903,8.17,45.156895,11.223042,28.93891,19.297659,7.33625,51.421833,57.698872,42.890877,34.067596,22.096411,12.831205,33.174068,13.732148 -2010-12-09,293.838867,30.923376,,,174.850006,13.319006,7.95,45.032589,11.830952,28.342493,19.425726,7.37625,51.361454,57.819321,41.502251,34.362141,22.147545,12.861901,33.627281,13.656281 -2010-12-10,294.191559,31.000738,,,175.619995,13.777746,8.07,44.982853,11.971243,28.401293,19.472908,7.50125,51.459572,57.963863,41.424015,34.198502,22.459633,13.061431,34.138153,13.736362 -2010-12-13,295.388794,31.108082,,,174.25,13.699997,8.23,44.92485,11.728075,28.392897,19.398766,7.46375,51.263332,58.108429,41.384865,34.116684,22.864286,13.191892,34.204075,13.483466 -2010-12-14,295.532837,30.974625,,,173.940002,13.754426,8.05,45.123749,11.597141,28.468489,19.776218,7.09375,51.489761,57.963863,40.983543,29.060543,22.403208,13.130499,33.610786,13.534046 -2010-12-15,293.242737,30.981401,,,175.570007,13.598916,8.02,44.941429,11.494263,28.233286,19.634676,6.8475,51.504856,57.698872,41.101002,28.226034,21.971228,13.107474,33.132862,13.432889 -2010-12-16,293.943176,31.067472,,,178.039993,13.816628,8.03,45.272911,11.709373,28.233286,19.702084,7.01375,51.467117,57.995995,41.365288,28.307854,19.702873,13.214915,32.968067,13.736362 -2010-12-17,293.491119,31.005581,,,177.580002,13.7622,8.1,45.090599,11.756131,28.560896,19.688595,7.16,51.157669,57.955833,41.805759,28.037863,19.506269,13.069105,32.687912,13.820662 -2010-12-20,295.607361,31.160311,,,183.289993,13.7622,8.24,44.560219,11.802895,28.359291,19.634676,7.15375,51.655807,57.995995,42.60841,27.792419,19.707279,13.176541,32.91864,13.879668 -2010-12-21,299.586487,31.352764,,,184.75,13.917703,8.14,44.46077,12.139587,28.434896,19.594234,7.175,51.406738,58.397514,43.264214,27.375164,19.375801,13.337701,33.783829,13.850164 -2010-12-22,300.788666,31.445597,,,184.759995,14.1528,8.11,44.179008,12.513689,29.333714,19.634676,6.81125,51.323715,58.46175,43.753628,27.424253,19.165974,13.475836,34.739666,13.879668 -2010-12-23,300.16272,31.294731,,,182.589996,14.137127,8.04,44.419323,12.214409,29.241322,19.681858,6.85625,51.414288,58.782974,43.616589,28.103312,19.245323,13.514211,34.673744,13.753221 -2010-12-27,299.243713,31.399181,,,182.139999,14.254677,8.05,44.394474,12.410811,29.06492,19.715561,6.8125,51.640713,58.630405,43.822159,27.99696,19.805134,13.422116,35.159904,13.685783 -2010-12-28,297.524902,31.475584,,,181.089996,14.356552,8.09,44.535347,12.476277,29.669731,19.702084,6.68375,52.848331,58.959648,44.096218,27.857876,19.793678,13.498857,35.110466,13.652062 -2010-12-29,298.558167,31.45817,,,183.369995,14.317369,8.08,44.817131,12.448221,30.257759,19.756004,6.825,56.222111,58.919483,43.861309,28.054232,19.876545,13.506531,34.904472,13.702642 -2010-12-30,297.495087,31.300533,,,182.75,14.254677,8.14,44.80883,12.420165,30.929781,19.76948,6.8925,55.965492,58.911461,44.017921,28.062407,19.723148,13.422116,34.797348,13.660493 -2010-12-31,295.065887,31.194164,,,180.0,14.333044,8.18,44.69281,12.476277,30.963377,19.803186,6.855,55.663586,58.718735,44.027699,28.177454,19.757526,13.437464,34.953907,13.542479 -2011-01-03,300.222351,31.872087,,,184.220001,14.325208,8.47,45.214909,13.271243,31.131372,19.998661,6.94625,56.65987,59.867088,44.65414,28.325363,19.470133,13.567921,35.909733,14.014544 -2011-01-04,299.114563,32.038425,,,185.009995,14.583811,8.77,45.388939,13.318007,31.837002,20.140205,6.83125,53.935184,60.148163,43.851521,28.801979,19.721386,13.805824,36.429459,13.689998 -2011-01-05,302.567078,32.300491,,,187.419998,14.60732,8.91,45.090599,13.561172,31.979809,20.207609,6.9425,54.606922,59.987553,43.822159,29.336105,20.302362,13.897916,36.874931,13.635206 -2011-01-06,304.767792,32.27438,,,185.860001,14.544628,8.69,44.71767,13.505057,32.677029,19.934069,6.83,53.248352,60.373005,43.792782,28.966318,20.509121,13.951632,36.693436,13.470821 -2011-01-07,306.228271,32.505524,,,185.490005,14.442752,8.83,44.817131,13.327359,32.744228,19.728912,6.69375,52.969093,60.702248,44.898861,29.064926,20.506456,14.07442,36.000473,13.816445 -2011-01-10,305.120483,33.11768,,,184.679993,14.505445,9.19,44.527061,13.467648,32.391426,19.380157,6.9025,53.286091,60.332855,45.476368,29.508673,20.427483,14.013023,35.802494,13.812229 -2011-01-11,306.014679,33.039349,,,184.339996,14.599485,8.36,44.991146,13.738872,32.551033,19.086102,6.79875,56.629681,60.782566,46.660748,29.327887,20.356489,13.982327,35.967487,13.597271 -2011-01-12,306.441895,33.308197,,,184.080002,14.630827,8.39,45.455231,14.019445,32.441822,19.175001,6.8775,56.712704,61.497292,46.82716,29.311449,20.66086,14.097445,36.883175,13.57198 -2011-01-13,306.352478,33.430058,,,185.529999,14.575974,8.26,45.405506,13.813694,32.14782,19.202358,6.93375,54.969208,61.601673,47.140377,29.204632,20.721205,13.982327,36.668697,13.660493 -2011-01-14,310.073273,33.700829,,,188.75,14.748372,8.2,45.422081,14.262615,32.089008,19.441708,7.0375,55.271111,62.509102,47.394875,29.270363,21.022915,14.07442,37.048157,13.782723 -2011-01-18,317.748352,32.943604,,,191.25,14.575974,8.1,45.695557,14.028798,31.946196,19.373318,7.10375,55.867374,63.207764,46.973976,28.867718,21.086805,14.105116,36.916172,13.909177 -2011-01-19,313.833801,32.768566,,,186.869995,14.364388,7.93,45.604404,13.43959,31.416992,19.373318,6.90125,54.478615,62.830334,46.631382,28.678717,20.885361,14.05907,36.058228,13.913386 -2011-01-20,311.359894,32.172844,,,181.960007,14.442752,8.02,46.399963,13.598584,31.232187,19.304935,6.76125,57.286324,62.43684,44.879276,29.023851,20.862297,13.997679,36.916172,13.985041 -2011-01-21,303.938171,31.596466,,,177.419998,15.469338,7.54,46.184509,13.327359,31.282585,19.373318,6.65625,56.28249,63.424599,44.65414,28.851276,20.722979,14.089768,37.361652,13.993471 -2011-01-24,303.565613,32.63414,,,176.850006,15.704434,7.68,46.449699,13.018725,31.618595,19.475893,6.69,56.720253,63.111389,45.730862,28.982759,21.20837,14.158834,37.138912,14.115705 -2011-01-25,307.952057,33.016144,,,176.699997,15.657421,7.48,47.452438,12.747501,32.257019,19.667372,6.625,58.546772,63.183659,45.554661,28.875937,21.433765,14.174182,37.015156,14.18314 -2011-01-26,306.258087,33.253075,,,175.389999,15.610397,7.49,47.502163,12.672682,31.8286,19.646856,6.735,57.822201,63.970657,46.885883,28.752668,21.313084,14.089768,37.105915,13.938678 -2011-01-27,306.402161,33.191177,,,184.449997,15.892511,7.75,47.709351,12.784913,32.483814,19.236547,7.47375,57.950512,64.147324,46.905457,28.588326,21.218132,14.181858,37.204899,13.921816 -2011-01-28,298.553192,32.503578,,,171.139999,15.829822,7.49,46.98835,12.719447,30.744974,18.798891,7.46875,57.42218,63.432617,46.650963,28.029543,20.841885,13.92861,36.742939,13.373879 -2011-01-31,298.240234,32.814983,,,169.639999,15.782798,7.83,46.466267,12.841027,30.652563,18.819403,7.4825,56.886299,64.789764,48.814175,27.939152,20.987411,13.982327,37.072903,13.289583 -2011-02-01,303.545715,33.367184,,,172.110001,16.300011,8.22,46.681728,13.383475,30.618959,19.05875,7.5225,57.799561,67.383606,48.138779,28.267849,21.132948,14.749743,37.889599,13.593057 -2011-02-02,304.022614,33.298534,,,173.529999,16.229485,8.29,46.292221,13.318007,29.972137,18.921982,7.42625,57.475014,66.982079,48.080048,28.506147,21.242979,14.703219,37.493633,13.57198 -2011-02-03,303.103607,33.213428,,,173.710007,16.260832,8.33,46.341965,13.495705,30.291351,19.140808,7.5325,61.890362,67.006165,48.618412,28.777325,21.775408,14.866072,37.501873,13.639421 -2011-02-04,303.51593,33.509342,,,175.929993,16.111931,8.4,46.433121,13.364769,30.736572,19.127134,7.9625,63.143265,66.877678,48.021317,28.958105,21.939575,14.966882,36.784176,13.732148 -2011-02-07,305.160217,34.029629,,,176.429993,16.354868,8.33,46.466267,13.720168,30.82897,19.120291,8.18875,62.652668,67.399681,47.991962,28.752668,22.182716,14.765257,37.53487,13.744894 -2011-02-08,307.192017,34.350712,,,183.059998,16.676165,8.24,46.723175,13.664048,30.988571,19.086102,8.37375,64.630142,66.987961,48.579258,28.226755,22.149885,14.858315,37.732868,14.072051 -2011-02-09,306.258087,34.636971,,,185.300003,16.699678,8.23,47.013233,13.69211,30.585367,19.127134,8.30875,65.905685,66.640839,46.82716,27.81588,22.051384,14.773009,37.213154,14.016816 -2011-02-10,306.228271,34.286888,,,186.210007,16.668331,8.22,46.068493,13.55182,30.140154,19.311775,8.64,66.766113,67.165558,47.845135,27.988451,22.373499,14.757498,37.559616,14.089045 -2011-02-11,310.232239,34.510273,,,189.25,16.715349,8.28,46.151356,13.813694,30.618959,19.469053,8.72625,68.83416,66.858795,47.747253,27.610449,22.494188,14.602401,38.417561,14.169772 -2011-02-14,312.045441,34.735603,,,190.419998,16.84857,8.63,45.413799,13.92592,30.48456,19.462212,8.62,67.392563,68.546005,48.128986,27.166708,22.624634,14.773009,38.392815,14.267495 -2011-02-15,310.05838,34.805237,,,189.029999,16.817225,8.6,45.538105,13.813694,30.333357,19.311775,8.4175,66.600067,66.979874,47.698303,27.018803,22.725788,14.773009,38.623798,14.097544 -2011-02-16,310.09314,35.117607,,,186.619995,16.801554,8.99,45.206608,13.879158,30.870977,19.352802,8.47125,67.022736,67.561119,48.138779,26.846239,22.573156,14.951371,39.547749,14.263247 -2011-02-17,310.609772,34.650501,,,187.759995,16.864243,9.44,45.372356,13.851104,30.551764,19.489571,8.44125,70.094612,67.714493,47.659145,27.002359,22.345995,15.021167,39.448738,14.233507 -2011-02-18,313.004211,33.901981,,,186.5,16.801554,9.18,45.894455,13.794984,30.669361,19.537441,8.48,70.21537,68.214996,47.287209,27.150278,22.250158,14.881581,39.59724,14.445947 -2011-02-22,303.133423,32.746319,,,180.419998,16.315685,8.85,44.477348,13.261892,30.04775,19.284416,8.26875,68.04921,68.973854,47.629787,27.224237,21.952,14.648932,37.955597,13.923343 -2011-02-23,303.684814,33.134125,,,176.679993,15.96304,8.55,43.94696,13.25254,29.056515,19.168163,8.03125,65.837761,70.289734,51.143784,26.887325,21.662712,14.548118,37.914337,13.557945 -2011-02-24,302.442902,33.159271,,,177.75,16.23922,9.1,43.167973,13.065489,27.737671,19.092939,8.07,62.192265,69.401718,50.987167,26.43536,21.668039,14.65669,37.873104,13.557945 -2011-02-25,303.04895,33.669895,,,177.240005,16.428596,9.29,42.886204,13.280596,27.930878,19.236547,8.2525,62.720596,68.893143,53.130798,26.599709,21.892542,14.625668,38.508305,13.808625 -2011-02-28,304.718109,34.158264,,,173.289993,16.507505,9.21,43.076813,13.364769,28.166082,19.407507,8.27875,62.879097,69.046524,53.150387,26.492882,21.346807,14.920356,38.516563,14.012568 -2011-03-01,298.438934,33.781101,,,169.440002,15.978821,9.03,43.151386,13.028078,27.678871,19.202358,8.05875,62.645123,68.457199,49.274223,26.673666,21.329058,14.842805,37.617367,13.761888 -2011-03-02,298.453857,34.052853,,,172.020004,16.034061,9.17,43.068527,12.943844,27.620068,19.263899,7.985,63.362144,68.683235,48.804379,26.657236,21.845516,14.881581,37.295639,13.689659 -2011-03-03,302.810516,34.772362,,,172.789993,16.373362,9.28,43.101673,13.355653,27.746075,19.236547,8.32,63.777264,69.280617,49.509132,27.142057,22.330908,15.331362,38.013348,14.025313 -2011-03-04,298.369385,34.814915,,,171.669998,16.073511,9.23,43.151386,13.215261,27.208456,19.092939,8.41625,63.973499,68.683235,49.509132,26.862661,22.162304,15.246054,37.551376,14.072051 -2011-03-07,293.918335,34.36618,,,169.080002,16.081402,8.84,43.109955,13.13103,26.628838,19.079268,8.4825,62.826263,68.392616,49.098038,26.139538,21.94224,15.207278,37.27914,14.27599 -2011-03-08,294.241241,34.404865,,,166.889999,16.278671,8.99,43.458012,13.748742,27.485668,19.455383,8.68625,63.430073,68.295731,47.982166,25.983408,22.095753,15.261568,38.277325,14.450192 -2011-03-09,293.972992,34.086693,,,169.050003,16.278671,8.67,43.954563,13.65515,27.090853,19.687889,8.60625,63.72443,68.118149,48.500954,25.704014,22.005241,15.246054,38.409325,14.675384 -2011-03-10,288.275055,33.525787,,,166.139999,15.860461,8.42,43.937885,13.346292,26.393631,19.564798,8.46125,62.879097,65.696304,46.141983,25.399969,21.613022,15.013412,37.559616,16.132723 -2011-03-11,286.491638,34.040283,,,168.070007,16.06562,8.65,43.887806,13.458603,26.822048,19.462212,8.68125,63.543285,66.293694,47.513485,25.901234,22.044285,15.098715,37.732868,15.53364 -2011-03-14,283.153351,34.192108,,,166.729996,15.718426,8.43,43.662483,13.318216,26.536436,19.27758,8.53375,62.539455,66.503586,48.90461,25.999836,22.081556,15.36238,37.369881,15.180993 -2011-03-15,282.939758,33.405872,,,165.080002,15.473816,8.28,43.445492,13.065516,27.174852,19.017719,8.44,62.426243,65.704384,49.12014,25.465712,21.709743,15.323608,36.800674,15.176743 -2011-03-16,276.75,31.914639,,,164.699997,14.953025,8.12,42.878021,12.812817,26.696041,18.689478,8.3925,61.837528,64.025246,50.991276,25.342449,21.678686,14.966882,36.140724,14.870828 -2011-03-17,278.866241,32.362385,,,160.970001,15.16607,8.31,42.869675,13.084236,26.410435,18.969851,8.385,60.539341,65.5187,52.715481,25.367104,21.630766,15.416663,36.759426,14.909064 -2011-03-18,278.717224,31.978468,,,161.820007,15.189745,8.55,42.994865,13.14039,26.754841,19.106615,7.91375,61.746956,65.268463,51.265587,25.909451,21.446192,15.64931,37.732868,14.853831 -2011-03-21,286.387329,32.813061,,,164.520004,15.560612,8.55,43.328663,13.149748,26.276028,19.325447,8.18875,60.199699,66.874924,51.706436,26.213495,22.003466,15.494213,37.64212,15.002542 -2011-03-22,286.794678,32.996803,,,162.600006,15.37912,8.36,43.395435,12.990644,25.822409,19.21603,8.02375,58.969437,66.648888,52.519547,25.819057,21.89698,15.463196,37.510139,14.849583 -2011-03-23,289.199036,32.802418,,,165.320007,15.410687,8.59,43.095001,12.775379,26.175222,19.243389,8.115,59.248699,66.681183,52.578331,26.172409,21.905855,15.447686,37.617367,15.588875 -2011-03-24,291.548767,33.361393,,,171.100006,15.607957,8.83,43.887806,12.616268,26.368427,19.51692,8.15625,60.56953,66.786125,53.881275,24.759016,22.389484,15.742367,37.724606,15.967024 -2011-03-25,287.996857,33.996754,,,170.979996,15.584286,8.88,43.687511,12.485243,26.435633,19.728912,8.22375,60.252533,67.504623,55.566292,24.01123,21.980394,15.781143,37.831844,15.678098 -2011-03-28,285.821014,33.890373,,,169.350006,15.584286,8.69,43.553993,12.51332,25.91482,20.077681,8.13875,59.475128,67.383522,53.959656,24.118055,22.394802,15.719102,37.914337,15.669601 -2011-03-29,288.985443,33.940662,,,174.619995,15.671081,8.68,43.6124,12.494603,26.124821,20.549532,8.54,60.56953,67.205917,54.811958,23.896187,22.336229,15.804405,37.963844,15.661108 -2011-03-30,289.04007,33.71534,,,179.419998,15.86835,8.79,43.695858,12.588194,26.502834,21.000864,8.62875,62.864002,68.20694,56.37941,24.003012,22.509272,15.773392,38.318565,15.601622 -2011-03-31,291.484161,33.703739,,,180.130005,15.821007,8.6,43.437157,12.475881,26.066019,20.932486,8.50625,62.380955,67.916313,57.270912,23.600361,22.337118,15.750128,38.029839,15.699347 -2011-04-01,293.987885,33.321739,,,180.130005,16.049841,8.36,43.503914,12.51332,27.22526,20.939327,9.15375,61.596004,68.360352,56.869247,23.534622,22.49951,15.804405,38.236069,15.82681 -2011-04-04,291.941193,32.995827,,,182.940002,16.199764,8.1,43.937885,12.578835,27.208456,21.041897,9.31875,60.343102,68.51371,57.339489,23.131968,23.182791,15.928487,38.43515,15.605872 -2011-04-05,282.706268,32.773392,,,185.289993,16.041952,8.11,44.012985,12.606914,27.611668,20.994028,9.50625,60.335556,68.957695,57.652981,23.534622,23.331873,15.858693,38.634193,15.46566 -2011-04-06,285.234833,32.691193,,,182.759995,16.215544,8.43,44.213268,12.840893,27.611668,21.132738,9.2375,60.328007,68.763962,56.193279,24.446751,23.693327,15.734619,39.513382,15.461411 -2011-04-07,288.126007,32.695065,,,184.910004,16.057734,8.41,44.229958,12.737943,27.141254,21.181293,9.1375,60.267628,69.232208,56.585144,24.643967,23.665657,15.765632,39.314323,15.253223 -2011-04-08,287.211975,32.403011,,,184.710007,15.931474,8.47,43.846081,12.616268,26.477638,21.299192,8.925,59.037369,69.385582,56.163887,24.405666,23.477346,15.866444,38.84985,15.197985 -2011-04-11,286.819519,31.991028,,,184.039993,15.923587,8.42,44.079731,12.625629,25.847614,21.264521,9.16125,59.075104,68.74781,55.213619,25.07128,23.794172,16.029301,38.866436,15.07902 -2011-04-12,283.461365,32.145763,,,180.479996,15.789449,8.26,44.66391,12.606914,26.166826,21.132738,9.24625,59.580795,67.149414,52.931011,25.096048,23.468424,15.866444,38.68396,15.197985 -2011-04-13,286.278046,32.506481,,,182.289993,15.734209,8.2,44.755711,12.419725,25.92322,20.931608,9.37,58.856224,67.133255,52.735088,24.980438,24.075302,15.866444,38.360493,15.214984 -2011-04-14,287.385834,32.147697,,,181.820007,15.781552,8.19,44.647217,12.288697,25.688009,21.007902,9.17625,59.052464,67.359291,51.716232,24.328054,23.995871,15.889708,37.298843,15.282965 -2011-04-15,263.635315,31.668026,,,180.009995,15.813119,8.27,44.68895,11.998559,25.402401,21.257582,9.23375,59.241154,68.045494,52.16687,23.824318,23.880739,15.920732,37.232483,15.457165 -2011-04-18,261.717773,32.092575,,,178.339996,15.765778,8.2,44.488667,11.624191,25.175591,21.021774,9.26375,59.18832,67.084824,51.50071,24.129862,23.654955,15.819918,36.461121,15.214984 -2011-04-19,259.079926,32.67379,,,178.820007,15.994603,8.27,44.522038,11.549315,24.856384,21.021774,9.725,58.946796,67.64991,51.50071,24.443666,23.834332,15.920732,37.033417,15.36369 -2011-04-20,261.166351,33.113815,,,183.869995,16.097183,8.63,44.805782,11.483803,25.141994,20.896933,9.80625,62.380955,69.143379,51.872982,24.856571,24.098507,15.812163,36.958778,15.67385 -2011-04-21,260.853394,33.91552,,,185.889999,15.742102,8.71,44.713985,11.521239,25.998823,21.278389,9.81625,62.116791,69.716553,53.107349,24.873085,24.389448,15.346873,37.058308,15.720589 -2011-04-25,260.828552,34.138924,,,185.419998,15.694755,8.7,44.538734,11.642907,26.158424,21.188227,9.80875,61.920551,69.603546,52.029728,24.939152,24.22434,15.618292,37.000248,15.665355 -2011-04-26,264.688446,33.888447,,,182.300003,15.860461,8.88,44.989376,11.446362,26.267626,21.458712,8.705,63.837643,70.572273,52.127689,25.352047,24.664333,15.657063,37.423244,15.550631 -2011-04-27,267.142487,33.862331,,,196.630005,16.294458,8.95,45.414986,11.539958,26.696041,21.791618,8.75625,65.67926,70.862869,52.803658,25.352047,24.575087,15.998281,37.738422,15.801315 -2011-04-28,267.246826,33.533527,,,195.070007,16.255001,9.07,45.640308,11.624191,26.805244,21.756943,8.78,65.860405,70.507698,53.802902,25.467659,24.516186,16.153374,38.028717,15.669601 -2011-04-29,270.292023,33.860397,,,195.809998,16.136635,9.1,45.88232,11.493163,26.956448,21.583553,8.5575,64.886765,71.024353,55.301796,25.781462,24.622391,16.26194,37.846256,15.380688 -2011-05-02,267.539917,33.488071,,,201.190002,16.160311,9.03,45.932396,11.549315,27.032053,21.645975,8.35,63.53574,70.208992,55.203819,25.971399,24.568836,16.300716,37.473015,15.584623 -2011-05-03,265.220001,33.673759,,,198.449997,16.286566,8.8,46.282898,11.792659,27.712477,22.096783,8.09375,57.271229,69.119171,53.283691,25.938366,25.201601,15.850935,38.086777,15.423176 -2011-05-04,266.163849,33.80624,,,199.970001,15.994603,8.79,46.207779,11.689704,27.754475,22.048239,8.165,58.229774,68.465279,52.372604,25.855782,25.202494,16.006031,37.738422,15.537888 -2011-05-05,265.408783,33.533527,,,197.110001,15.702645,8.87,45.957424,11.511878,26.897648,21.652908,8.14375,58.931702,66.69735,51.020679,25.525463,24.498331,15.812163,37.464722,15.508144 -2011-05-06,265.920441,33.524822,,,197.600006,15.789449,8.92,45.91571,11.521239,26.805244,21.680651,8.25,58.924152,66.753845,50.952099,25.599789,24.476021,15.936241,37.356895,15.520895 -2011-05-09,267.102753,33.615723,,,200.800003,15.836786,8.94,45.982456,11.39957,26.368427,21.743071,8.21125,58.116558,67.149414,52.715481,25.104307,24.879419,15.975017,37.290543,15.456709 -2011-05-10,269.57666,33.794643,,,203.940002,16.018282,8.94,46.341305,11.493163,26.553234,21.978884,8.425,59.475128,67.278557,53.264103,25.087791,25.087366,16.176643,37.456432,15.503783 -2011-05-11,265.994965,33.579941,,,204.380005,15.852569,8.88,46.345505,11.465082,26.29283,21.763878,8.59125,58.478844,65.857834,50.775768,25.129084,24.822298,16.137491,36.68507,15.315488 -2011-05-12,265.796265,33.516109,,,206.070007,15.892018,8.93,46.807537,11.418286,26.393631,21.944206,8.5075,59.180771,65.801003,51.069656,26.169586,25.176605,16.356724,36.568947,15.59792 -2011-05-13,263.064026,32.9291,,,202.559998,15.694755,8.9,46.807537,11.165588,26.099617,21.784685,8.365,58.139202,65.654839,51.00108,26.681583,24.989189,16.380219,35.789299,15.469548 -2011-05-16,257.534973,32.232796,,,192.509995,15.592179,8.67,47.093155,11.100075,26.124821,21.541941,8.09125,56.878754,65.143387,50.550438,26.532942,24.91333,16.427195,35.565357,15.045897 -2011-05-17,263.516083,32.507458,,,194.809998,15.458033,8.54,46.656334,11.137508,26.124821,21.583553,8.01125,56.757992,65.28141,50.736568,26.392553,25.172152,16.552475,36.336716,15.105805 -2011-05-18,263.193176,32.868176,,,197.089996,15.592179,8.67,46.353912,11.034557,26.477638,21.639038,8.38875,57.248585,66.361168,51.285183,26.607269,25.109678,16.583797,36.560661,15.666386 -2011-05-19,263.908539,32.931999,,,198.800003,15.749987,8.64,46.605923,10.940965,26.435633,21.777744,8.36125,55.746613,66.840164,51.383156,26.260429,25.35154,16.466349,36.494305,15.893188 -2011-05-20,260.321869,32.418484,,,198.649994,15.481701,8.62,46.446323,10.838014,26.192022,21.722265,8.17875,54.372948,66.22316,53.136745,25.872299,24.772324,16.200134,35.77272,15.666386 -2011-05-23,257.520081,32.33918,,,196.220001,15.300214,8.49,46.38752,10.688266,26.007219,21.555813,8.125,54.214447,65.492485,52.264843,26.029202,24.271646,16.121832,35.291649,15.593638 -2011-05-24,257.455505,32.125458,,,193.270004,15.071385,8.39,46.017891,10.725701,25.898016,21.611296,8.025,52.863426,65.995842,52.45097,26.227394,24.104753,16.067026,35.117474,15.529453 -2011-05-25,258.155945,32.56934,,,192.259995,15.16607,8.43,45.833092,10.650827,26.267626,21.500328,8.00625,53.014378,66.539787,53.891071,25.764956,24.496548,16.270601,35.059422,15.456709 -2011-05-26,257.39093,32.397213,,,195.0,15.323887,8.48,45.883488,10.725701,25.772011,21.576616,8.2025,53.014378,66.888885,54.459278,25.674107,25.176605,16.364557,35.20871,15.593638 -2011-05-27,258.766968,32.630272,,,194.130005,15.33967,8.49,45.950684,10.940965,26.276028,21.701454,8.17375,53.459686,67.083725,54.380898,26.087009,25.456848,16.388046,35.4907,15.602201 -2011-05-31,262.80072,33.63797,,,196.690002,15.497484,8.68,46.38752,10.997121,26.721239,21.88872,8.1475,53.587997,67.765678,54.782558,26.227394,25.618387,16.795202,35.86396,15.743418 -2011-06-01,261.101776,33.413605,,,192.399994,15.095056,8.37,45.61467,10.528761,25.394001,21.618233,8.32875,51.580334,66.596619,52.343212,25.575016,25.048094,16.482008,34.63641,15.396795 -2011-06-02,262.323822,33.470676,,,193.649994,15.063492,8.24,44.984631,10.575596,24.864779,21.479525,8.27,51.542595,66.028305,52.872234,25.219923,25.234623,16.442856,34.512001,15.371124 -2011-06-03,259.849915,33.213428,,,188.320007,14.850439,7.97,45.077042,10.566227,24.461569,21.257582,8.32,50.485931,65.906525,53.322872,25.294241,24.726803,16.317577,34.478821,15.045897 -2011-06-06,258.846466,32.691193,,,185.690002,14.566373,7.8,45.161037,10.144704,23.991158,21.056448,8.14125,50.19912,65.183975,51.412544,24.674894,24.26808,16.239279,33.61623,15.294096 -2011-06-07,257.838013,32.11095,,,187.550003,14.582154,7.71,45.219845,9.976091,24.175962,21.021774,8.0825,50.259502,64.94854,51.882774,23.890383,24.471563,16.239279,33.773815,15.3754 -2011-06-08,257.907562,32.130283,,,188.050003,14.605825,7.62,45.102249,9.873054,24.243162,21.042578,7.81375,50.153835,65.565559,52.754673,23.675673,24.096722,16.192297,33.500103,15.294096 -2011-06-09,256.695435,32.057766,,,189.679993,14.661065,7.64,45.043434,9.976091,24.738777,21.035639,8.15875,50.908596,65.906525,52.940804,23.923409,24.248438,16.247108,33.989479,15.204231 -2011-06-10,253.108765,31.517162,,,186.529999,14.455903,7.59,44.287392,10.116603,24.23476,21.042578,8.015,51.587879,64.769928,51.706436,23.477476,23.831663,15.745995,34.047523,15.028775 -2011-06-13,250.734222,31.584856,,,186.289993,14.511139,7.54,44.203377,10.275846,24.016356,21.188227,8.49625,54.320114,64.323418,50.25655,23.799545,23.866459,16.020042,34.561764,14.934635 -2011-06-14,252.54245,32.149628,,,189.960007,14.676845,7.67,44.446995,10.116603,24.453171,21.354681,8.71,53.965378,65.257057,51.08926,24.881344,24.464426,16.114,34.512001,15.09297 -2011-06-15,249.84996,31.599361,,,185.979996,14.511139,7.5,43.951366,9.835587,24.318764,21.049517,8.50875,51.806763,63.860668,50.471603,25.112568,24.13867,15.808632,33.74065,14.917519 -2011-06-16,248.568298,31.445597,,,183.649994,14.670251,7.19,44.379803,9.929256,24.016356,21.104998,8.5025,53.859711,64.315269,51.099052,24.782248,23.800417,15.847785,33.475235,15.037335 -2011-06-17,240.942902,30.971725,,,186.369995,14.710024,7.0,44.371395,10.004194,24.360769,21.340807,8.50875,55.867374,64.152924,50.991207,25.608047,23.747768,15.863441,33.840176,15.165717 -2011-06-20,240.724319,30.49398,,,187.720001,14.702073,6.89,44.556206,9.929256,24.797583,21.472586,8.98375,56.705158,64.713097,51.157879,26.045723,24.09226,15.871268,33.57476,15.332608 -2011-06-21,244.90712,31.459139,,,194.229996,14.964614,7.22,44.766209,10.144704,24.856384,21.576616,9.2025,55.482445,65.411293,52.422619,26.739393,24.456388,15.996552,33.931416,15.717739 -2011-06-22,241.931473,31.198994,,,191.630005,14.76572,7.06,44.531006,10.107231,25.175591,21.417105,9.035,53.595543,64.802414,52.569672,26.235647,24.198462,15.879106,33.748932,15.953101 -2011-06-23,238.558411,32.032619,,,194.160004,14.622517,7.06,44.766209,10.032295,25.318394,21.306128,9.2025,53.965378,63.682049,51.726513,26.524685,24.376068,16.168808,33.234695,16.145666 -2011-06-24,235.905655,31.560675,,,192.550003,14.296336,6.9,44.026978,9.854321,25.133595,21.111935,9.29625,52.463402,62.334362,51.255928,26.82197,24.471563,15.722507,32.753639,15.983053 -2011-06-27,239.840073,32.11095,,,201.25,14.542964,6.92,43.926163,10.163439,25.419201,21.333872,9.2875,53.097401,63.259872,51.04023,25.864044,24.328764,15.792978,33.077106,16.256929 -2011-06-28,245.230011,32.422352,,,202.350006,14.670251,6.95,44.127781,10.135337,25.620808,21.5142,9.7,53.210617,64.64814,52.765755,26.359522,24.831226,16.090511,32.795113,16.796114 -2011-06-29,247.177353,32.304359,,,204.179993,14.76572,6.89,44.220184,10.435086,25.452799,21.680651,9.63625,52.599258,65.15152,53.844208,26.153074,27.639832,16.184469,33.549873,16.873142 -2011-06-30,251.553879,32.462002,,,204.490005,15.004388,6.99,44.640221,10.266476,25.503202,21.784685,9.66375,53.92009,66.068909,54.412849,26.061802,26.893728,16.129662,33.956291,16.898819 -2011-07-01,258.831543,33.196014,,,209.490005,15.274885,7.11,44.951023,10.38825,25.688009,21.971947,9.90375,54.440876,66.580368,55.295223,26.551344,28.065538,16.247108,34.699009,17.198364 -2011-07-05,264.499695,33.792706,,,213.190002,15.147588,7.14,44.850227,10.303945,25.92322,21.937263,10.155,53.414402,66.247505,55.442284,26.750481,28.198524,16.270601,34.240021,17.52359 -2011-07-06,265.950256,34.018036,,,214.190002,15.155546,7.0,45.127441,10.060396,26.200428,21.958363,9.96375,53.580448,66.22316,55.657974,26.551344,28.058628,16.270601,33.847813,17.296787 -2011-07-07,271.533936,34.544117,,,216.740005,15.354441,7.15,45.774281,10.229009,26.712839,21.958363,9.9475,56.018326,66.864525,55.961891,26.783663,28.60743,15.839952,34.482025,17.253996 -2011-07-08,264.276154,34.786854,,,218.279999,15.107812,6.95,45.429855,10.022928,26.528036,21.895077,9.94375,56.365513,66.913239,55.050121,26.401989,28.272947,15.785146,33.998016,17.266834 -2011-07-11,261.936371,34.234661,,,212.550003,14.821409,6.76,45.253448,9.695078,25.830812,21.656023,9.65,54.750328,66.491081,52.824574,25.796293,27.570808,15.691184,32.9048,17.005802 -2011-07-12,265.279602,34.21048,,,211.229996,14.622517,6.43,45.312244,9.563935,25.772011,21.634928,9.775,56.342873,66.482941,53.804985,25.846075,27.252468,15.659864,32.871422,16.933046 -2011-07-13,267.390869,34.623417,,,213.5,14.72594,6.48,45.379467,9.554567,25.830812,21.670082,9.91625,56.803276,66.961952,54.903046,25.92905,27.430021,15.652032,33.063358,16.93733 -2011-07-14,262.760986,34.599255,,,210.380005,14.741851,6.44,45.051834,9.432794,25.284796,21.501339,9.7825,55.957943,66.76712,54.020683,24.443829,27.411192,15.589395,33.67255,16.744762 -2011-07-15,296.879089,35.29071,,,212.869995,14.64638,6.43,45.051834,9.367221,24.999191,21.311495,9.74125,56.025871,67.384102,60.569839,24.568295,27.578876,15.464119,33.363785,17.031475 -2011-07-18,295.54776,36.149475,,,211.529999,14.55092,6.18,44.791409,9.104942,24.444769,21.177904,9.71,55.625851,67.099976,59.805103,24.028963,27.578876,15.377989,33.238613,16.860312 -2011-07-19,299.328156,36.444435,,,218.059998,14.781632,6.48,45.337456,8.964434,24.637978,21.32555,10.3,57.278774,67.895569,62.275745,24.078753,27.923227,15.612884,33.705933,17.253996 -2011-07-20,295.751434,37.416355,,,215.550003,14.9487,6.6,45.270248,9.226716,24.56237,21.255243,10.14875,55.942848,67.627655,61.716915,23.995777,27.643446,15.581563,34.18161,17.044315 -2011-07-21,301.533813,37.454082,,,213.210007,15.243064,6.5,45.757477,9.582669,25.167191,21.2904,10.0525,57.074989,69.024055,61.81496,24.642967,27.845207,15.738166,35.291512,17.279675 -2011-07-22,307.117493,38.035282,,,216.520004,15.147588,7.75,45.799492,9.488995,25.284796,21.318525,9.95875,57.437275,69.18644,63.167919,24.5268,28.169827,15.714676,35.208065,17.266834 -2011-07-25,307.490082,38.53817,,,213.490005,15.083944,7.63,45.337456,9.376592,24.780781,21.030249,9.82375,56.335323,68.658714,62.540462,24.311066,28.368,15.511095,34.790802,17.288233 -2011-07-26,309.248627,39.013004,,,214.179993,14.76572,7.66,45.018234,9.367221,24.436373,21.051346,9.43125,54.501255,68.496346,63.324783,24.692753,28.046074,15.37016,34.582172,17.19409 -2011-07-27,301.648071,37.966629,,,222.520004,14.407718,7.51,44.732609,9.06747,23.638342,21.065401,9.00625,53.444592,67.635788,63.040474,23.87961,27.178938,15.111767,33.939594,16.676296 -2011-07-28,303.496063,37.892162,,,223.899994,14.407718,7.42,44.514202,9.170511,23.604744,20.573221,9.3125,52.735115,66.133865,64.020889,23.18264,27.520596,15.15875,33.947941,17.108505 -2011-07-29,299.89447,37.762566,,,222.520004,14.2486,7.34,44.278992,9.095573,23.251934,20.573221,9.17625,52.584164,64.778053,63.883633,22.900537,27.193289,15.072621,33.756016,17.155567 -2011-08-01,301.42453,38.368927,,,221.320007,14.296336,7.22,44.203377,9.189247,23.579542,20.756031,9.10875,52.72757,64.623787,65.030716,22.369501,27.271305,14.884697,33.747662,17.031475 -2011-08-02,294.28595,37.610733,,,211.699997,13.691706,7.11,43.413734,8.889498,22.722717,20.516972,8.6475,51.384094,63.194923,63.314987,22.311426,26.766445,14.203497,33.246948,16.522242 -2011-08-03,298.642609,37.964691,,,209.960007,13.898551,7.16,43.077713,8.936333,22.823521,20.741972,8.76625,50.833118,63.097507,63.138508,22.386101,30.351563,14.274755,33.297028,16.808952 -2011-08-04,286.894043,36.494724,,,201.479996,13.102983,6.5,42.086456,8.271259,21.832287,20.235729,8.09875,50.470837,59.94751,58.31488,20.676857,28.928452,13.744299,31.644693,15.790487 -2011-08-05,287.649109,36.132069,,,202.699997,13.134809,6.56,42.716503,7.653022,22.101097,20.341196,7.83,50.568954,60.743114,56.010914,21.174698,29.281763,13.847224,31.377649,15.713462 -2011-08-08,271.245819,34.158264,,,193.699997,12.275596,5.94,41.095211,6.098063,20.639452,19.476357,6.99125,44.213871,56.98423,50.883366,19.872021,26.18088,13.190093,28.423475,14.674807 -2011-08-09,284.852325,36.169788,,,205.089996,12.697248,6.18,42.691303,7.11909,21.454277,20.284937,7.66,48.833004,58.161411,55.393261,20.842804,28.947285,13.934314,30.376238,15.532451 -2011-08-10,272.73114,35.171764,,,194.130005,12.005103,5.85,40.960976,6.341611,20.093433,19.602917,7.385,44.855415,55.59536,54.197147,19.979885,27.234535,13.498862,28.682175,14.980799 -2011-08-11,279.248749,36.139805,,,198.360001,12.474486,6.17,42.07785,6.791237,21.681084,19.996668,7.8675,47.036674,58.496498,58.716854,20.70175,29.357985,14.100575,30.618246,15.993603 -2011-08-12,280.063446,36.457977,,,202.300003,12.633601,6.21,42.094776,6.735034,21.630682,19.841976,7.96625,45.8517,58.83971,58.863918,19.647999,29.418966,14.14016,29.967321,16.101345 -2011-08-15,276.814575,37.07885,,,202.949997,13.03934,6.43,42.289387,7.268965,22.193497,20.256817,8.245,46.764961,60.711151,61.295345,20.344967,30.040398,14.520187,30.776796,16.558182 -2011-08-16,267.758484,36.79549,,,197.679993,12.848403,6.34,43.93087,6.931745,21.697882,20.24276,7.93,46.621555,60.065525,61.158085,20.635374,30.040398,14.496431,30.067459,16.760738 -2011-08-17,264.852386,36.791618,,,195.929993,12.91205,6.14,43.617805,6.987949,20.95026,20.509941,7.3925,45.391296,60.604885,61.491413,20.58559,29.253073,14.638943,30.518097,16.678852 -2011-08-18,250.808731,35.399994,,,182.520004,12.203993,5.79,43.820881,6.566423,19.824623,20.010723,6.97875,41.685421,57.973457,56.912903,19.930103,27.34214,14.021401,29.36647,14.976488 -2011-08-19,243.87384,34.430969,,,178.929993,12.005103,5.98,44.252392,6.528954,18.614986,19.68026,6.5975,39.662666,57.041836,56.32465,19.963293,26.916203,13.989733,28.665483,15.127333 -2011-08-22,247.475418,34.470623,,,177.539993,12.021012,6.05,44.159325,6.013757,18.236971,20.003698,6.99875,39.421143,57.352371,55.393261,19.872021,27.439884,13.997647,27.881044,15.036827 -2011-08-23,257.733704,36.130146,,,193.550003,12.363107,6.5,45.022381,5.901352,18.530983,20.376347,7.82875,41.323139,60.196304,58.040359,20.228804,28.909628,14.441011,29.024326,15.829824 -2011-08-24,259.954254,36.379642,,,193.729996,12.50631,6.34,45.157761,6.547688,18.791393,20.692749,7.865,41.836376,60.098236,59.197254,20.784721,29.161612,14.559773,29.900562,16.105652 -2011-08-25,258.339752,36.141747,,,192.029999,12.291507,6.37,44.590855,7.165926,18.732592,20.432592,7.45125,41.021233,58.651749,57.167809,20.029669,28.951773,14.219328,29.808765,15.696218 -2011-08-26,261.727722,37.095287,,,199.270004,12.363107,6.49,44.760086,7.268965,19.211403,20.418537,8.4375,42.017517,59.362736,58.58939,20.568995,29.173267,14.417268,30.217676,16.114269 -2011-08-29,267.798218,37.713242,,,206.529999,12.760892,6.83,45.005451,7.859101,19.98423,20.573221,8.76375,45.044106,60.572212,61.550247,21.100025,29.35619,14.94772,31.411026,16.398714 -2011-08-30,268.602997,37.715183,,,210.919998,12.824539,6.84,44.692375,7.606185,19.807819,20.826345,9.045,45.202606,60.400597,64.020889,20.934076,29.567823,14.94772,30.927017,16.592655 -2011-08-31,268.732147,37.216175,,,215.229996,12.975694,6.83,45.005451,7.662457,20.185839,20.024788,8.8575,45.202606,60.490482,63.491451,21.23278,29.566027,15.026888,31.344273,16.644375 -2011-09-01,264.52948,36.848671,,,212.539993,12.888183,6.68,44.548553,7.418611,19.345812,19.877132,8.71625,44.191227,60.057377,63.883633,20.568995,29.59742,14.97147,30.292782,16.459051 -2011-09-02,260.724243,36.173656,,,210.0,12.538131,6.32,44.023956,6.799612,18.539383,19.722443,8.42,41.149544,58.954117,62.373787,19.996477,28.756289,14.615191,28.899153,16.157368 -2011-09-06,259.402832,36.723927,,,216.179993,12.132394,6.27,43.727802,6.555763,18.010166,19.56776,8.49875,40.606113,58.145073,62.638493,19.332699,28.964325,14.76562,27.906073,16.269424 -2011-09-07,265.289551,37.129128,,,219.899994,12.569956,6.76,44.353931,7.015324,19.203009,19.778696,8.895,42.198662,60.188129,64.707146,20.369858,30.40806,15.050637,29.057707,16.885721 -2011-09-08,265.751556,37.149448,,,217.259995,12.402884,6.81,44.17625,6.752717,18.883797,19.659164,8.84625,41.081615,59.50983,64.109123,20.079451,30.30135,14.900214,27.964497,16.773666 -2011-09-09,260.729218,36.505352,,,211.389999,12.005103,6.52,43.457035,6.546385,18.278975,19.363857,8.4425,40.432522,58.03067,61.569851,20.328371,28.876448,14.472685,26.771141,16.079792 -2011-09-12,263.347168,36.743263,,,216.559998,11.941456,6.71,43.846256,6.612034,18.371378,19.602917,8.6725,40.93821,58.708958,61.569851,20.710047,28.878242,14.448927,27.054878,16.226324 -2011-09-13,263.049133,37.195854,,,219.529999,12.259682,6.96,43.651653,6.565142,18.480579,19.771667,8.89625,41.564663,58.553684,62.168285,19.374184,29.489805,14.512268,27.113291,16.459051 -2011-09-14,264.315887,37.648449,,,222.570007,12.562001,7.21,44.167789,6.612034,18.631783,19.870102,9.405,44.138393,59.362736,61.069523,19.921806,30.240368,14.575604,27.371986,16.614208 -2011-09-15,269.526978,38.002407,,,226.779999,12.915405,7.34,44.430077,6.874641,19.0686,20.066977,9.6025,46.976295,60.482327,62.07019,21.307451,31.200766,14.638943,28.214851,16.838314 -2011-09-16,271.573669,38.73159,,,239.300003,13.116206,7.2,44.548553,6.780853,18.992998,20.348219,9.86,46.093224,60.923622,62.236954,21.100025,31.111986,14.369759,27.897728,16.894341 -2011-09-19,271.568695,39.807945,,,241.690002,12.995724,6.92,44.37933,6.555763,19.362612,20.0951,9.82375,44.719559,60.228981,64.581635,20.82621,31.204353,14.298506,27.113291,17.739059 -2011-09-20,271.548828,39.983952,,,233.25,12.88328,6.74,44.243942,6.471355,18.841793,20.284937,9.56625,44.06292,60.482327,63.659473,20.568995,31.724461,14.441011,26.91301,17.704584 -2011-09-21,267.857849,39.857265,,,231.869995,12.353168,6.48,43.423199,5.983659,17.875763,19.898228,9.21,41.69297,58.815201,66.671242,20.013079,30.575747,14.124326,25.319088,17.196024 -2011-09-22,258.647736,38.859249,,,223.229996,12.080081,6.12,42.543232,5.683538,17.002134,19.511517,8.815,39.277737,56.584179,64.846497,20.120937,29.678123,13.847224,24.426165,16.640064 -2011-09-23,261.057068,39.099064,,,223.610001,12.216622,6.17,42.983208,5.918007,17.640556,19.581827,9.08375,39.662666,56.641396,57.420071,20.06286,30.222433,13.815552,24.693207,16.683165 -2011-09-26,264.226471,38.989799,,,229.850006,12.505775,6.4,43.854721,6.189991,17.707758,19.926352,9.5275,40.734425,58.610882,58.862186,20.925776,29.986599,14.068902,26.412304,17.019325 -2011-09-27,267.927399,38.611664,,,224.210007,12.658381,6.49,44.023956,6.077446,17.800163,20.158381,9.4425,43.406277,59.583382,62.207512,20.486023,30.319281,14.053072,26.345545,17.174475 -2011-09-28,262.711304,38.39407,,,229.710007,12.409391,6.15,43.41473,5.777325,17.144938,20.074007,9.13125,42.236397,58.896923,58.18528,20.303476,29.575893,13.902643,25.427576,16.993467 -2011-09-29,262.045654,37.771275,,,222.440002,12.738702,5.31,43.939331,5.955523,17.438948,20.27791,8.8125,43.30061,60.376076,58.744465,20.228804,29.445868,14.235166,26.19533,16.450434 -2011-09-30,255.855911,36.876728,,,216.229996,12.224657,5.08,43.913956,5.73981,16.951736,20.052914,8.30125,43.413826,59.354557,57.351402,19.460411,28.440634,13.997647,25.135496,16.071173 -2011-10-03,246.158966,36.226849,,,211.979996,11.79896,4.53,43.964722,5.186462,16.573723,19.799789,8.07125,43.210037,58.145073,54.663349,18.474863,27.877493,13.720548,23.90877,15.601409 -2011-10-04,249.328354,36.023754,,,212.5,11.935503,4.72,44.743153,5.402174,17.993364,19.905258,8.5075,48.259388,59.518009,55.64439,19.026098,27.588743,13.926393,25.474623,16.053936 -2011-10-05,250.719315,36.579826,,,219.5,12.264816,4.83,44.548553,5.411551,18.707388,20.212261,8.65625,46.712128,60.433285,59.03878,19.343483,28.234854,14.235166,25.962898,16.398714 -2011-10-06,255.691971,36.494724,,,221.509995,12.473649,4.85,44.633156,5.88987,18.774593,20.283655,9.0325,47.934841,60.384258,59.558735,20.262217,28.49888,14.433094,27.259359,16.592655 -2011-10-07,255.895645,35.76265,,,224.740005,12.449551,4.73,45.436977,5.533476,18.488981,20.305079,8.745,46.885723,60.114574,58.842567,20.688171,28.066336,14.59936,25.845041,16.9202 -2011-10-10,266.849396,37.601063,,,231.320007,12.963598,4.84,46.376183,5.88987,19.001396,20.826269,9.30625,48.983955,62.337406,62.099613,20.955439,29.359449,14.979386,27.192013,17.635624 -2011-10-11,269.834991,38.711277,,,235.479996,12.963598,4.86,46.300026,5.974279,18.900597,20.540682,9.40875,50.538765,62.329235,61.736633,21.540087,29.692865,14.923965,27.192013,17.812326 -2011-10-12,272.477783,38.895023,,,236.809998,13.172425,4.93,46.706169,6.171234,19.665018,20.697754,9.28125,52.91626,63.056557,61.72681,21.56514,29.555897,14.900214,27.949684,17.889898 -2011-10-13,277.688904,39.498478,,,236.149994,13.027853,4.97,46.553864,5.833598,19.446613,20.776293,9.1875,52.493595,62.410973,67.142143,21.339634,30.276789,14.852707,26.602715,17.708891 -2011-10-14,293.928284,40.81081,,,246.710007,13.333071,4.92,46.926155,5.805462,20.29504,20.826269,9.33,53.995567,63.832909,71.085899,21.431511,30.780519,15.074393,26.846849,18.195894 -2011-10-17,289.323242,40.616421,,,242.330002,13.035885,4.67,46.350788,5.6554,19.471813,20.719175,9.06,54.757874,63.309891,71.556816,20.771694,30.198391,14.797288,26.131271,17.739059 -2011-10-18,293.347046,40.834023,,,243.880005,13.421419,4.83,47.290001,6.227505,19.774221,20.854826,9.15125,56.184372,64.470337,72.989128,21.197655,30.628231,15.018969,27.671867,18.295019 -2011-10-19,288.473755,38.54977,,,231.529999,13.268815,4.73,47.594601,6.002415,19.39621,20.769152,8.91125,56.380611,64.094444,69.928284,20.913677,29.175621,14.892296,27.149923,17.635624 -2011-10-20,289.949158,38.229656,,,233.610001,13.357162,4.54,47.696136,6.068067,19.287006,20.697754,8.95875,55.429611,64.323242,71.252686,21.489977,29.347736,14.828956,27.89076,17.665794 -2011-10-21,293.337128,37.993706,,,234.779999,13.100142,4.72,48.161499,6.058689,20.454645,20.797707,9.13875,56.569302,65.483704,72.577087,21.782293,30.043409,15.090226,28.134895,18.139872 -2011-10-24,296.282959,39.241238,,,237.610001,13.212586,5.06,48.043049,6.302536,20.983862,20.619219,9.54125,56.524014,65.516388,72.596687,22.074621,30.700321,15.327744,29.103033,18.333809 -2011-10-25,289.695801,38.467571,,,227.149994,13.027853,4.91,47.983822,6.058689,20.883057,20.283655,10.01875,56.524014,64.919807,69.035553,21.757238,29.512638,14.939797,28.193829,17.790773 -2011-10-26,291.26062,38.741261,,,198.399994,13.13227,5.1,48.542255,6.180612,20.992262,20.526403,10.36125,58.244869,66.251884,68.692177,22.258366,29.652317,15.264408,28.774702,17.842497 -2011-10-27,297.400696,39.136787,,,206.779999,13.95153,5.54,48.914562,6.771475,22.109497,21.040457,10.75,62.214909,66.913826,69.800743,22.592447,31.462671,15.707768,31.165583,18.562231 -2011-10-28,298.130951,39.161938,,,217.320007,13.855148,5.94,48.356117,6.8934,22.218702,21.233229,10.72875,59.392105,66.586937,71.860931,22.133087,31.951979,15.691935,30.887774,18.316572 -2011-10-31,294.405182,39.1455,,,213.509995,13.421419,5.83,47.992283,6.405703,21.714685,20.926226,10.55125,59.007175,63.816586,67.534538,21.907576,31.290556,15.24857,29.262987,18.256235 -2011-11-01,287.455383,38.345722,,,212.100006,12.867215,5.3,47.577675,6.002415,19.59782,20.490707,10.25625,58.893963,62.059551,67.416847,21.657017,30.124504,15.303991,27.537174,17.769224 -2011-11-02,290.520447,38.432758,,,215.619995,13.051949,5.46,48.110741,6.302536,19.488613,20.762011,10.475,59.935532,63.228176,68.819702,22.208252,32.229527,15.462336,28.320103,17.747675 -2011-11-03,296.819489,38.980118,,,218.289993,13.389293,5.73,48.584568,6.480732,20.185839,21.019041,10.72,59.769485,64.445831,69.898849,22.55904,33.034229,15.739435,28.943079,17.842497 -2011-11-04,296.14386,38.70644,,,216.479996,13.164397,5.67,48.65226,6.086824,19.833025,20.81913,10.5375,58.984535,64.167961,70.615005,22.809607,32.448498,15.565261,28.597918,19.044922 -2011-11-07,302.199493,38.657127,,,217.0,13.164397,5.68,49.024548,6.04931,20.169035,21.019041,10.4375,57.85994,64.84626,69.614334,22.099676,32.972931,15.889869,28.825218,19.06216 -2011-11-08,304.191528,39.285725,,,217.990005,13.236686,5.75,50.192207,6.124339,21.03426,21.033321,10.47125,58.576962,65.56971,69.771317,22.417061,33.167591,16.057806,29.481873,19.118189 -2011-11-09,298.533325,38.226772,,,211.220001,12.730669,5.38,49.11763,5.777325,18.740988,20.640646,10.11125,55.135254,63.621349,66.386749,22.734438,32.209705,15.466033,27.394062,18.510511 -2011-11-10,295.61731,37.25388,,,210.789993,12.899343,5.66,49.185314,5.6554,19.0686,20.81913,10.125,54.946564,64.69828,69.839981,22.80126,32.450298,15.825891,27.562431,18.756165 -2011-11-11,302.209412,37.195854,,,217.389999,13.092109,5.95,50.090664,5.82422,18.908995,21.004763,10.4875,56.108894,65.536819,71.537193,23.461071,33.355022,15.985829,28.017035,19.109571 -2011-11-14,304.519409,36.677509,,,218.929993,12.931471,5.79,49.828373,5.674159,19.31221,20.840549,10.36875,54.531448,64.912025,69.457382,23.085222,33.095501,15.825891,27.402477,18.807882 -2011-11-15,306.287903,37.603004,,,217.830002,13.011788,5.76,48.618412,5.749189,19.61462,20.883389,10.41,52.855877,65.018898,69.898849,23.436016,33.461357,15.889871,27.528755,19.124971 -2011-11-16,303.759338,37.210361,,,211.990005,12.810991,5.68,47.958431,5.533476,19.026594,20.547829,10.10625,51.550144,64.328346,68.9963,23.436016,32.530499,15.649958,26.493271,18.686268 -2011-11-17,298.493591,36.498611,,,204.520004,12.562,5.44,48.000748,5.439689,18.304176,20.426453,9.825,49.202839,64.007744,67.201012,22.984999,32.385414,15.569994,25.668247,18.256245 -2011-11-18,295.517944,36.259727,,,197.139999,12.570031,5.47,48.423798,5.420931,18.211773,20.44787,9.61125,48.508457,64.040627,68.437111,22.600803,32.47823,15.617969,25.777691,18.251902 -2011-11-21,288.592987,35.686245,,,189.25,12.240721,5.42,47.941513,5.148946,17.682558,20.247963,9.46125,48.334862,63.226742,66.386749,22.057915,31.701468,15.162148,25.179976,18.104221 -2011-11-22,288.126007,36.411564,,,192.339996,12.039922,5.3,48.102272,5.036402,17.413748,20.048052,9.3825,46.968746,62.503311,65.700027,21.865822,31.949278,15.114165,24.759043,18.364838 -2011-11-23,283.212982,35.490906,,,188.990005,11.831088,5.05,47.924595,4.82069,17.002134,19.669645,9.55375,44.644085,61.311295,63.325916,21.47327,31.27343,14.754305,23.89193,17.917442 -2011-11-25,279.680939,35.160156,,,182.399994,11.806994,4.99,48.136127,4.848828,17.086134,19.569698,9.33625,44.078014,60.752266,62.688236,21.406456,31.196838,14.754305,23.97612,17.739355 -2011-11-28,292.19455,36.373844,,,194.149994,11.887316,5.3,48.440727,4.923856,17.422144,19.955236,9.95125,43.6478,62.347115,65.611717,22.124737,32.372795,15.266108,24.548578,18.178062 -2011-11-29,289.581543,36.091457,,,188.389999,11.983698,5.32,49.219166,4.764416,17.060934,20.033773,9.78875,43.383633,63.243191,67.27948,23.268976,32.231331,15.514013,24.043461,18.334431 -2011-11-30,297.758362,36.961819,,,192.289993,12.778862,5.69,49.836838,5.112116,17.884167,20.690615,10.16625,45.534702,66.128708,70.350113,22.62586,33.751522,16.049807,26.072342,18.886072 -2011-12-01,304.901917,37.515961,,,197.130005,12.778862,5.7,49.591461,5.196691,17.606955,20.590666,10.2325,43.383633,65.594368,70.075424,22.609156,34.329136,16.017818,25.642996,18.933846 -2011-12-02,308.175629,37.687134,,,196.029999,12.923436,5.65,49.15147,5.300061,17.875763,20.67634,10.23,44.198776,65.594368,69.192505,23.051823,34.096649,15.905857,27.217276,19.072845 -2011-12-05,310.803528,38.007248,,,196.240005,13.116206,5.76,49.362995,5.44102,18.136169,20.811991,10.50625,44.757298,66.136948,69.290596,23.694937,33.597427,15.865876,28.210663,19.198812 -2011-12-06,309.869598,37.808014,,,191.990005,13.429449,5.66,49.735302,5.431623,18.211773,20.826269,10.32875,45.278084,66.441116,69.398521,23.49448,33.458652,16.177753,27.974947,18.994661 -2011-12-07,309.680817,37.628132,,,195.320007,13.445518,5.72,49.816177,5.534993,18.430183,20.99048,10.2775,45.655464,66.654846,66.749718,23.486132,33.733486,16.369678,28.623175,19.05982 -2011-12-08,306.034546,37.779972,,,190.479996,13.100142,5.47,49.364941,5.253075,17.623755,20.60494,9.9875,44.032726,65.660133,66.661423,22.901482,33.279316,16.145769,27.124666,18.616764 -2011-12-09,311.6828,38.066238,,,193.029999,13.525837,5.54,49.654411,5.37524,17.766556,20.726315,10.3375,42.991158,66.868599,66.838005,23.477776,34.010136,16.441648,27.932846,19.094566 -2011-12-12,310.674377,37.894093,,,189.520004,13.220621,5.3,49.458588,5.121514,17.472553,20.712038,9.89,42.726994,65.808121,63.688889,23.444366,33.456844,16.305706,26.973135,19.111937 -2011-12-13,310.793579,37.601063,,,180.509995,13.188495,5.18,49.041397,4.999348,16.892933,20.733458,9.31,40.538185,66.202705,60.775223,19.819551,33.245991,16.601595,26.34173,18.942537 -2011-12-14,307.038025,36.767441,,,180.210007,13.341101,5.07,49.083973,4.914774,16.355314,20.569241,9.24875,38.621094,65.306625,58.664612,19.502174,32.541313,16.681562,26.526947,18.716669 -2011-12-15,307.76825,36.646553,,,181.259995,13.485676,5.04,49.339401,4.942965,16.884535,20.55497,9.26625,38.017288,65.791656,58.615528,19.510525,32.369205,16.905474,26.73741,18.851324 -2011-12-16,310.95752,36.84771,,,181.259995,13.662376,5.13,49.611847,4.886582,16.926537,20.597799,9.26625,34.839745,65.898544,59.096558,19.368534,32.635033,16.817507,26.846849,18.886072 -2011-12-19,308.905853,36.962795,,,179.330002,13.541903,4.86,49.194656,4.689239,16.002501,20.519266,9.00375,34.107628,65.38063,58.360298,18.842356,32.326851,16.905474,25.845041,18.946882 -2011-12-20,313.148285,38.291569,,,182.520004,13.879241,5.19,50.395149,4.858391,16.540127,20.790571,9.0425,34.771816,67.411163,61.364212,19.259956,33.693848,17.161373,27.116243,19.572361 -2011-12-21,310.88797,38.33992,,,174.350006,14.208554,5.08,50.565434,4.914774,17.06934,20.919088,8.89,33.873653,68.331924,61.305305,19.109621,33.718178,17.337305,27.208853,19.650549 -2011-12-22,312.81543,38.543007,,,179.029999,14.638374,5.45,50.395149,5.140308,17.38855,21.176109,8.82375,34.583126,69.29377,62.326256,19.393597,33.454159,17.297321,28.160143,19.546303 -2011-12-23,314.524323,39.005264,,,177.279999,14.784351,5.41,51.076275,5.262472,17.220539,21.326044,9.1475,34.60577,70.058296,61.472195,19.443708,34.075912,17.457258,28.261173,19.741764 -2011-12-27,318.056335,39.314739,,,176.270004,14.605938,5.38,50.940048,5.149706,16.876131,21.447418,9.2125,25.193905,70.10762,61.953217,19.568989,33.769539,17.409283,27.80657,19.954601 -2011-12-28,317.783142,38.938545,,,173.889999,14.459958,5.28,50.8549,4.971156,16.682926,21.38316,9.06875,25.156168,69.203331,60.677048,19.209845,33.682129,17.217356,27.486666,19.885105 -2011-12-29,319.12439,39.178375,,,173.860001,14.654599,5.34,51.076275,5.130911,16.976933,21.540236,8.98,24.831621,70.099419,61.344582,19.436932,34.086739,17.361298,28.134895,20.176126 -2011-12-30,320.863098,39.166779,,,173.100006,14.524837,5.4,50.880447,5.224885,17.027336,21.590206,8.97375,23.986288,69.680153,60.804661,19.655605,33.595627,17.305319,27.991774,19.985006 -2012-01-03,330.555054,39.769264,,,179.029999,14.889787,5.48,51.365761,5.450418,17.682558,21.690165,9.0225,23.722122,70.699532,60.05859,19.91634,33.194614,17.569216,29.448193,19.672262 -2012-01-04,331.980774,39.98299,,,177.509995,15.051982,5.46,50.837868,5.459815,17.766556,21.725863,9.0825,23.246624,70.715958,60.068409,19.537865,32.102463,17.409283,29.634733,20.054508 -2012-01-05,327.375732,40.426876,,,177.610001,15.043873,5.46,50.590973,5.92968,18.623383,21.704445,9.15625,22.733387,70.502251,60.264748,19.714487,31.890711,17.273331,30.253721,20.137035 -2012-01-06,322.90979,40.849491,,,182.610001,15.124972,5.43,50.233372,5.807515,19.253405,21.501595,9.26875,22.039007,69.97612,59.626652,20.370514,31.031929,17.24934,29.982372,20.293402 -2012-01-09,309.218842,40.784691,,,178.559998,15.295279,5.59,50.386627,5.89209,19.186203,21.487108,9.29625,22.40884,70.288483,57.574966,20.706938,31.294359,17.449263,29.931501,20.236937 -2012-01-10,309.556641,40.930733,,,179.339996,15.181737,5.71,50.267441,6.230392,19.522217,21.559553,9.39375,22.990005,70.469337,56.956516,20.791046,31.566744,17.545225,30.567448,20.336843 -2012-01-11,310.95752,40.863998,,,178.899994,15.311501,5.81,50.57394,6.455927,20.555447,21.726175,9.47,24.831621,69.943199,53.363602,20.866735,30.900719,17.513239,31.084679,20.46715 -2012-01-12,312.785645,40.751816,,,175.929993,15.352051,5.82,50.659088,6.380748,20.723452,21.820354,9.7075,25.661858,69.663727,53.363602,20.824684,31.066317,17.585211,31.245783,20.675648 -2012-01-13,310.475647,40.599018,,,178.419998,15.279063,5.66,50.693138,6.211597,20.404242,21.78413,9.64625,25.329763,69.778793,53.167263,20.429388,30.684429,17.465258,30.457218,20.571392 -2012-01-17,312.259064,41.071915,,,181.660004,15.197958,5.73,50.957077,6.089432,20.32864,21.914534,9.53375,27.737448,70.444687,53.530495,20.572367,31.307938,17.545225,29.600817,20.723425 -2012-01-18,314.410065,41.498398,,,189.440002,15.42504,5.97,51.093304,6.390146,20.589048,21.972486,9.155,29.805492,71.06945,55.336754,21.169525,31.888002,17.569216,30.982918,20.866762 -2012-01-19,317.718536,41.366879,,,194.449997,15.530462,6.22,51.604149,6.5405,20.849453,22.037685,9.1175,32.718868,71.546257,53.069115,21.110649,31.935051,17.465258,31.313612,20.858076 -2012-01-20,291.101654,40.646404,,,190.929993,15.530462,6.42,51.944721,6.643871,21.000666,22.102888,9.2025,36.983265,71.924423,53.029827,21.026541,30.827408,17.513239,31.678209,20.914541 -2012-01-23,290.868195,41.334,,,186.089996,15.360161,6.52,51.859577,6.813022,20.93346,22.023199,9.47125,35.768101,71.908005,57.918549,21.606876,30.682629,17.361298,31.932596,20.562704 -2012-01-24,288.588013,40.657047,,,187.0,15.279063,6.53,52.268261,6.850612,20.824253,21.798622,9.55,34.552937,71.669594,56.151539,21.329325,31.010218,17.321316,31.932596,20.697361 -2012-01-25,282.904968,43.195625,,,187.800003,15.514246,6.73,52.336365,6.906995,20.93346,21.885557,9.68625,33.866104,71.702484,58.762783,21.623693,31.561312,17.369297,31.881716,20.749485 -2012-01-26,282.214478,42.999313,,,193.320007,15.465584,6.77,51.910667,6.860009,20.765453,21.334976,9.175,33.46608,71.33255,54.895,21.043364,31.47625,17.297321,31.788446,20.997072 -2012-01-27,288.116089,43.255596,,,195.369995,15.433144,6.82,51.689293,6.850612,20.471443,21.124886,9.615,33.254749,70.559799,56.377331,21.39661,31.563129,17.17737,31.551031,20.784231 -2012-01-30,286.978485,43.809715,,,192.149994,15.327717,6.74,52.191631,6.643871,20.353838,21.255287,9.6325,33.232105,70.280266,56.701279,21.346146,31.850895,17.257339,31.381451,21.057878 -2012-01-31,288.180664,44.145302,,,194.440002,15.173633,6.71,52.242706,6.700255,20.177435,21.305994,9.9525,31.805609,68.841621,56.465691,20.143429,32.176666,17.113392,31.62734,20.814634 -2012-02-01,288.53833,44.117256,,,179.460007,15.222293,6.9,52.940868,6.916392,20.471443,21.443644,9.805,31.662203,69.030693,57.457169,20.33687,32.362183,17.218433,31.881716,20.953636 -2012-02-02,290.66452,44.013775,,,181.720001,15.206069,6.93,52.736538,7.000968,20.421041,21.581289,9.6975,31.677298,68.668976,57.309917,20.437798,34.529491,17.056837,31.839327,20.701704 -2012-02-03,296.238251,44.454769,,,187.679993,15.42504,7.08,52.813156,7.367462,21.991894,21.697197,10.0575,33.617035,69.811676,58.114883,20.06773,35.321304,17.129555,32.458298,20.988386 -2012-02-06,302.577026,44.869652,,,183.139999,15.449369,6.92,52.68544,7.489626,22.428707,21.711683,10.1,33.62458,70.494019,59.69537,20.748987,35.410889,16.927553,32.339596,21.123991 -2012-02-07,301.42453,45.339649,,,184.190002,15.554797,7.13,52.523678,7.376859,22.02549,21.7624,10.12875,35.700172,70.979042,61.089352,21.346146,35.555683,17.00835,32.110653,21.176485 -2012-02-08,302.954559,46.098801,,,185.479996,15.603458,7.25,52.464077,7.639983,21.630682,21.747908,10.2,36.832314,70.524399,60.549438,21.362965,35.736679,16.976032,32.475254,21.312088 -2012-02-09,303.754364,47.693527,,,184.979996,15.514246,7.24,52.753555,7.686967,21.622282,21.726175,10.3525,36.522861,70.160721,62.188816,21.320915,35.871502,17.081074,32.102188,21.522064 -2012-02-10,300.997314,47.717701,,,185.539993,15.311501,7.05,52.702477,7.583598,21.420679,21.617508,10.25625,35.903957,69.268005,61.66853,21.09383,35.847973,17.00835,31.890202,21.355835 -2012-02-13,304.121979,48.605473,,,191.589996,15.465584,7.29,52.608826,7.75275,21.28627,21.7624,10.31,35.632244,69.780487,62.129921,21.203163,35.894131,17.21035,32.475254,21.543934 -2012-02-14,302.909851,49.268894,,,191.300003,15.360161,7.32,52.974907,7.499023,21.336672,21.78413,10.59375,36.809669,69.987129,62.090656,21.43866,35.794579,17.234594,32.153049,21.487064 -2012-02-15,300.823425,48.128704,,,184.470001,15.214181,7.3,52.583279,7.311077,20.94186,21.63924,10.50625,39.775879,69.532516,61.953217,21.320915,35.560211,17.056837,31.712137,21.207104 -2012-02-16,301.300323,48.567768,,,179.929993,15.416928,7.59,52.821678,7.602393,22.823521,21.747908,10.70375,41.406162,70.598808,62.208454,21.758268,35.577408,17.234594,32.220882,21.224606 -2012-02-17,300.366394,48.559055,,,182.5,15.635901,7.42,53.196289,7.536613,22.966326,21.740667,10.60875,41.157089,70.772392,64.515366,21.623693,35.835308,17.121471,32.619404,21.193983 -2012-02-21,305.016174,49.790154,,,182.259995,15.741325,7.28,51.144382,7.62119,22.731117,21.979734,10.315,38.447502,71.557632,63.091961,21.791912,36.156559,17.145712,32.61092,21.110867 -2012-02-22,302.005737,49.615108,,,180.580002,15.725103,7.14,49.892807,7.470831,22.302696,21.936266,10.35125,39.307926,71.846954,64.888405,21.09383,36.815342,17.258833,32.280247,21.141493 -2012-02-23,301.096649,49.939079,,,178.889999,15.798741,7.29,49.841728,7.536613,22.504313,22.066666,10.3,46.644199,71.929596,64.858955,21.186344,36.749287,16.992193,32.636368,21.198353 -2012-02-24,302.979401,50.521259,,,179.130005,15.74147,7.46,50.054577,7.405051,21.89949,21.979734,10.72875,51.55769,72.194138,64.731346,21.018127,37.609882,17.113396,32.458298,21.128365 -2012-02-27,302.68631,50.845245,,,178.529999,15.602381,7.47,49.773609,7.555407,22.227098,21.994223,10.895,51.897331,72.103203,62.92506,21.034952,38.133835,17.178034,33.11969,21.097748 -2012-02-28,307.196991,51.778473,,,183.800003,15.676021,7.52,50.173786,7.630585,21.95829,22.117376,10.965,51.874691,72.028801,62.552044,21.480709,38.366394,17.145712,33.246864,21.395203 -2012-02-29,307.127441,52.458332,,,179.690002,15.586025,7.35,50.301498,7.498862,21.857492,22.160845,11.155,52.576618,71.499794,62.512764,20.774227,38.007141,17.072994,33.272305,21.242104 -2012-03-01,309.189026,52.654652,,,180.039993,15.64329,7.51,50.080128,7.639995,22.235498,22.189821,11.515,52.259617,71.772552,63.415909,20.774227,38.046062,17.363874,34.230446,21.307711 -2012-03-02,308.617737,52.723312,,,179.300003,15.520563,7.46,50.24189,7.649403,22.218702,22.363693,11.5275,57.331608,71.359268,61.599819,20.446205,37.353783,17.299232,34.450905,21.386457 -2012-03-05,305.14035,51.560883,,,180.259995,15.422383,7.07,50.57394,7.498862,21.840689,22.450624,11.49,56.214561,71.921349,62.316429,20.723763,37.791779,17.371954,34.255894,21.452072 -2012-03-06,300.52536,51.280418,,,181.089996,15.070568,6.9,50.207851,7.25423,20.64785,22.262268,11.105,55.414516,70.970779,61.413303,20.235941,36.952003,17.186111,33.340134,21.141493 -2012-03-07,301.439423,51.322006,,,183.770004,15.356932,7.17,50.965591,7.545907,20.899857,22.370934,11.3775,55.776802,70.945999,62.188816,20.513493,37.259666,17.266914,33.874325,21.648918 -2012-03-08,301.608337,52.414803,,,187.639999,15.569654,7.47,51.229156,7.583541,21.378675,22.45787,11.60625,58.59206,70.119385,63.111584,20.648064,37.759197,17.339632,34.289806,22.033865 -2012-03-09,298.185577,52.722347,,,184.320007,15.577834,7.58,51.494865,7.574133,21.521477,22.588272,11.8675,60.743126,69.681313,62.345879,20.833097,37.963707,17.355795,34.790073,22.676905 -2012-03-12,300.619751,53.382858,,,183.389999,15.65147,7.5,52.009121,7.517678,21.328272,22.776625,11.91875,58.652439,70.714531,60.912647,20.656473,37.994469,17.404268,34.374584,22.357574 -2012-03-13,306.893951,54.939865,,,184.589996,16.027826,7.76,52.283398,7.988123,21.89949,22.914265,12.2125,60.335556,71.797371,60.922466,20.681705,38.298534,17.784031,36.791161,22.895628 -2012-03-14,306.00473,57.017155,,,182.259995,16.191458,7.76,52.351967,8.317432,22.109497,22.783873,12.19625,60.350651,71.103027,59.763351,20.118195,38.135639,17.719393,36.952267,23.04435 -2012-03-15,308.558136,56.628376,,,184.429993,16.494181,8.25,52.48053,8.693787,21.882689,22.921515,12.00375,62.969669,71.160896,59.517776,21.194754,37.966423,17.703232,37.901936,23.214954 -2012-03-16,310.500488,56.629353,,,185.050003,16.526907,8.2,52.146252,9.220685,21.479473,22.885294,11.78875,62.305481,71.450188,61.207336,21.463888,38.022526,17.72747,37.79171,23.276192 -2012-03-19,314.94162,58.131226,,,185.520004,16.535088,8.18,52.060551,8.966644,21.328272,22.928762,11.9725,60.275173,71.9048,62.336983,21.968531,38.467751,17.678989,38.156322,23.424925 -2012-03-20,314.698181,58.601227,,,192.330002,16.420544,8.06,51.94054,9.230093,21.076265,23.030182,12.0725,60.38084,71.582428,61.354687,22.111513,37.914845,17.614353,38.478519,23.503666 -2012-03-21,317.922211,58.266613,,,191.729996,16.420544,8.04,51.906265,9.239498,21.244268,23.066402,12.20625,57.882584,71.094765,61.344856,22.826414,37.820721,17.590115,38.25806,23.538666 -2012-03-22,320.937622,57.961025,,,192.399994,16.240549,8.03,51.983402,9.032507,21.042658,22.972225,12.2175,55.618301,70.532684,57.857681,22.675016,37.721188,17.557789,37.859531,24.151073 -2012-03-23,319.218781,57.64286,,,195.039993,16.183275,8.09,52.069115,9.267728,21.143471,22.834583,12.1375,54.614471,70.714531,57.985374,23.137608,38.370018,17.630508,38.291977,24.212322 -2012-03-26,322.567017,58.699856,,,202.869995,16.404181,8.24,52.454807,9.342999,21.487877,23.030182,12.37,54.169163,71.937859,58.221127,23.019859,39.426075,17.905231,39.148373,24.457285 -2012-03-27,321.419464,59.425175,,,205.440002,16.395998,8.19,52.360531,9.032507,21.29467,22.921515,12.2,55.474895,71.598961,57.533512,22.649792,38.971809,18.179949,38.910957,24.610392 -2012-03-28,325.76123,59.728844,,,201.160004,16.371454,8.08,52.446243,9.17364,21.126661,22.718674,11.985,52.070927,70.970779,56.521751,22.389069,38.687649,18.107231,39.23317,24.509775 -2012-03-29,322.109985,58.978386,,,204.610001,16.322363,8.12,52.129116,8.966644,21.261068,22.610001,11.755,50.984074,71.152611,55.952026,20.833097,38.750996,18.115309,38.724415,24.378546 -2012-03-30,318.548157,57.981327,,,202.509995,16.420544,8.02,52.454807,9.004278,21.54668,22.624493,11.75,50.002884,71.689903,57.111122,19.91634,38.056019,18.301153,38.98727,24.448538 -2012-04-02,321.369812,59.826511,,,198.050003,16.379635,8.2,52.591942,9.107777,22.479105,22.783873,12.02375,50.33498,71.970963,57.690693,19.882696,39.097595,18.252674,39.114464,24.78974 -2012-04-03,319.233704,60.860321,,,199.660004,16.330545,7.98,51.983402,8.929007,21.454277,22.769377,12.26125,51.368999,70.945999,57.130779,19.807001,39.637833,18.212269,38.76453,24.894728 -2012-04-04,315.522827,60.375832,,,193.990005,16.150541,7.81,51.649128,8.65615,21.084665,22.870804,11.80625,47.565006,70.243378,56.590515,19.30237,39.266071,18.091068,37.902531,24.916595 -2012-04-05,314.116974,61.281975,,,194.389999,15.946007,7.87,52.000549,8.684376,20.841055,22.731211,11.94125,46.938557,70.111122,56.629803,19.050047,40.077934,18.050669,37.842796,25.450272 -2012-04-09,313.381744,61.52858,,,191.869995,15.708742,7.75,51.537712,8.40211,20.32864,22.510801,11.90875,46.319653,69.334129,55.490334,19.050047,40.026905,17.816353,37.458721,25.117819 -2012-04-10,311.404602,60.775227,,,186.979996,15.332389,7.53,51.366287,8.035166,19.917025,22.136114,11.53125,44.704464,67.920662,55.785027,17.93144,38.700233,17.767868,36.665001,24.837856 -2012-04-11,315.925201,60.558601,,,187.970001,15.553291,7.64,51.25486,8.336251,20.185839,22.37122,11.77625,44.27425,68.358757,54.046345,18.469717,39.184071,17.735552,37.561153,25.935833 -2012-04-12,323.401581,60.226887,,,190.690002,15.790561,7.92,51.546276,8.627923,20.412642,22.657745,11.885,44.417656,69.102699,55.303688,18.70521,39.543064,17.711306,38.269527,26.522003 -2012-04-13,310.281921,58.53064,,,188.460007,15.446927,7.73,51.229156,8.166891,19.99263,22.43734,12.0325,43.527039,68.565392,54.871475,18.537001,40.133507,17.654753,36.878384,26.976942 -2012-04-16,301.076782,56.103264,,,185.5,15.463294,7.7,51.923412,8.27039,19.673422,22.48877,11.885,43.700634,69.441582,54.272266,18.377199,39.422783,17.759792,36.980782,26.093313 -2012-04-17,302.815491,58.96291,,,188.389999,15.823285,7.94,53.029076,8.392704,20.194237,22.694479,12.04875,43.308159,70.631874,55.578732,18.572065,39.948536,18.026426,37.467255,25.660248 -2012-04-18,301.762329,58.831383,,,191.070007,15.626925,7.97,53.191933,8.392704,20.28664,22.591625,12.1275,42.274136,70.879852,55.686787,18.690683,39.790905,18.139553,36.946644,26.390776 -2012-04-19,297.713654,56.810188,,,191.100006,15.659653,7.97,52.926224,8.25157,20.169035,22.584276,12.0625,42.009972,70.491348,57.543343,18.639847,39.801838,18.050669,36.886909,25.725861 -2012-04-20,296.104126,55.411781,,,189.979996,15.839645,7.76,53.526188,7.865807,19.824623,22.672436,12.69125,40.092876,70.507904,56.669098,18.190796,40.131687,18.228434,36.460167,25.878967 -2012-04-23,296.869141,55.288006,,,188.240005,15.602381,7.39,51.032024,7.696448,19.278605,22.48877,12.55625,39.247547,70.830254,57.042374,18.428036,39.204121,18.082993,36.571121,25.616505 -2012-04-24,298.692291,54.183609,,,190.330002,15.986917,7.31,49.51495,7.724675,19.228205,23.304266,11.9175,38.183334,71.342735,57.504055,18.38567,39.207756,18.284986,36.938118,25.393406 -2012-04-25,302.889984,58.991924,,,194.419998,15.913278,7.39,49.163525,7.771719,19.58102,23.318962,12.0825,39.436237,71.789101,59.095383,18.707628,40.55265,18.486992,36.835697,26.027693 -2012-04-26,305.746429,58.769508,,,195.990005,16.052372,7.45,50.526325,7.781129,19.925428,23.833244,12.19875,39.602283,71.144348,61.531494,18.733055,41.36541,18.632435,37.38192,26.535128 -2012-04-27,305.502991,58.314972,,,226.850006,16.183275,7.33,50.594891,7.76231,19.765827,24.002218,12.36125,41.006138,71.152611,62.779034,18.919441,41.693432,18.648586,36.989326,25.1222 -2012-04-30,300.470734,56.475586,,,231.899994,16.019646,7.36,50.492043,7.630585,19.320608,24.178547,12.24125,40.591019,71.367538,65.48037,18.699163,41.209602,18.503147,36.682072,25.095949 -2012-05-01,300.262085,56.29668,,,230.039993,16.199644,7.59,50.629173,7.818764,19.58102,24.288752,12.28875,46.83289,71.946136,67.13063,19.021118,41.540363,18.406189,37.373383,25.222809 -2012-05-02,301.667938,56.668999,,,230.25,16.175095,7.63,50.577751,7.677632,19.261808,24.274055,12.63875,46.847984,71.251816,63.967625,18.724575,41.134884,18.309233,36.869839,25.33654 -2012-05-03,303.535797,56.266693,,,229.449997,16.044184,7.41,50.560619,7.527089,18.791393,24.325489,12.42125,43.730824,70.797211,63.525566,18.292475,40.313007,18.260748,36.707676,24.780993 -2012-05-04,296.556183,54.664246,,,223.990005,15.823285,7.18,50.312057,7.282458,18.782993,24.141815,12.06625,41.745804,69.904472,62.553089,17.640079,40.063347,18.082993,35.632313,24.304184 -2012-05-07,301.812012,55.073318,,,225.160004,15.806922,7.18,50.732029,7.489453,18.824989,24.244665,12.10125,41.602398,69.83007,62.435215,17.470621,39.738064,18.139553,35.657906,24.418612 -2012-05-08,304.41507,54.947582,,,223.899994,15.749648,7.03,50.612026,7.329501,18.67379,24.274055,11.585,41.421257,69.449837,63.751507,17.046986,39.329868,18.115309,35.316528,23.850842 -2012-05-09,302.606842,55.044308,,,222.979996,15.471476,6.86,50.937794,7.273049,18.850191,24.105083,11.7425,41.489185,68.862968,66.629669,17.030041,38.527119,18.319311,34.684959,23.811232 -2012-05-10,304.84726,55.173878,,,226.690002,15.618744,6.78,51.075855,7.244822,18.791393,24.340178,11.73375,41.481636,68.946198,66.030434,16.894484,38.540775,18.629393,34.770302,24.141329 -2012-05-11,300.659485,54.805424,,,227.679993,15.553291,6.78,51.274319,7.10369,18.480579,24.678135,11.8525,41.270306,69.162582,65.85363,16.335287,38.487934,18.482512,31.54418,24.21175 -2012-05-14,300.048462,53.984375,,,222.929993,15.217841,6.75,50.972309,6.915512,18.169773,24.634052,11.7575,39.783428,68.346947,64.890984,16.572521,37.762642,18.433552,30.545639,23.621979 -2012-05-15,303.580505,53.496014,,,224.389999,15.054214,6.6,51.213921,6.868468,17.993364,24.501806,11.825,39.93438,68.072311,62.98531,16.199726,37.765381,18.196909,30.929699,23.476728 -2012-05-16,312.432922,52.810341,,,224.059998,15.545108,6.39,51.075855,6.6897,18.404978,24.384262,11.84125,38.394669,68.388565,63.142487,16.03027,37.300674,18.474352,30.263988,23.335888 -2012-05-17,309.511932,51.26688,,,218.360001,15.446927,6.13,53.224506,6.567384,18.152971,24.457729,11.25375,39.564545,68.172188,61.452915,15.62358,36.317528,18.409077,28.958181,22.741703 -2012-05-18,298.260101,51.292034,38.23,,213.850006,15.5042,6.01,53.871693,6.605019,17.791763,24.729563,11.125,39.421143,67.805969,60.372387,15.267731,35.951229,18.417227,28.582663,22.68009 -2012-05-21,305.070801,54.280315,34.029999,,218.110001,15.64329,6.3,54.398067,6.426252,18.094172,24.707518,11.65125,42.243946,68.280365,62.002995,15.394824,37.410919,18.392754,27.746256,23.63518 -2012-05-22,298.458801,53.863503,31.0,,215.330002,15.692376,6.16,54.993477,6.567384,18.06057,24.641397,11.795,42.840206,68.20546,62.700443,15.640525,37.671524,18.254032,29.026459,23.489935 -2012-05-23,302.760834,55.177753,32.0,,217.279999,15.692376,6.08,55.726952,6.746152,18.589787,24.509153,11.86,42.89304,68.280365,63.211239,15.733727,38.004101,18.025555,29.23982,24.334991 -2012-05-24,299.879578,54.671013,33.029999,,215.240005,15.749648,6.02,56.149796,6.717925,18.514189,24.714869,12.16125,42.711899,68.754776,61.069813,15.945543,38.253769,18.066347,28.992323,24.101719 -2012-05-25,293.85376,54.377983,31.91,,212.889999,15.708742,6.22,56.356892,6.727334,18.850191,24.751606,12.27375,42.900589,68.313683,59.930336,16.242088,37.718906,18.058193,28.591194,24.013693 -2012-05-29,295.249695,55.343136,28.84,,214.75,15.831466,6.46,56.676151,7.000191,19.194605,24.935276,12.595,43.398727,68.188835,59.773167,16.335287,37.909336,18.098991,28.702147,24.462633 -2012-05-30,292.214417,56.010418,28.190001,,209.229996,15.577834,6.15,56.469059,6.783497,18.791393,24.861811,12.5875,39.504166,66.407738,57.641575,16.267506,37.502041,17.984753,28.130322,24.088516 -2012-05-31,288.553253,55.871166,29.6,,212.910004,15.618744,6.08,56.796963,6.924819,18.648586,25.104254,12.59125,37.285168,65.442307,56.423519,15.860815,37.040085,17.846027,28.29248,24.158932 -2012-06-01,283.645172,54.252254,27.719999,,208.220001,15.168756,5.73,56.56398,6.61391,18.488981,24.905886,11.96875,36.568146,64.851372,53.604317,15.504963,35.697922,17.658348,27.251247,22.952972 -2012-06-04,287.425568,54.571404,26.9,,214.570007,14.849674,5.63,56.943661,6.500851,17.73296,25.089558,12.16375,36.153027,64.776466,53.663239,15.437181,36.4706,17.633865,26.457523,23.723206 -2012-06-05,283.362,54.43021,25.870001,,213.210007,14.923306,5.83,56.520836,6.689281,17.850563,25.023441,12.3825,36.115292,64.585045,54.753605,16.242088,37.194061,17.625706,27.302452,23.067404 -2012-06-06,288.40918,55.264805,26.809999,,217.639999,15.446927,6.02,56.891899,7.198043,18.337778,25.390778,12.66875,38.100311,66.732338,57.553169,16.852121,38.267433,17.878668,28.224199,23.533949 -2012-06-07,287.246735,55.28994,26.309999,,218.800003,15.545108,5.76,56.840126,6.990771,18.35458,25.096901,12.4775,38.017288,67.156784,55.647507,16.691137,37.878361,17.903152,28.002296,23.520742 -2012-06-08,288.349579,56.121635,27.1,,218.479996,15.708742,5.91,58.867958,7.122671,18.522583,25.383434,12.91375,39.458878,67.281631,55.598377,17.066988,37.954895,18.066347,28.744816,23.586761 -2012-06-11,282.413177,55.236752,27.01,,216.5,15.635103,5.69,58.272545,6.85887,18.41338,25.412817,12.8425,37.322906,66.807228,54.439262,16.656971,37.707958,18.033709,28.010832,23.25226 -2012-06-12,280.724152,55.719334,27.4,,216.419998,15.93783,5.91,58.436508,7.056721,18.623383,25.699348,13.22875,38.236168,67.631195,55.185802,17.118242,38.064232,18.107151,28.821632,23.344688 -2012-06-13,278.732117,55.332497,27.27,,214.729996,15.847832,5.76,57.875607,7.066142,18.371378,25.699348,12.61625,36.862503,67.106865,54.31094,16.571554,37.3353,18.107151,29.27397,22.565655 -2012-06-14,277.718719,55.271564,28.290001,,214.449997,16.134186,5.76,58.358841,7.216888,18.312572,26.220976,12.71,37.436123,68.355278,56.257275,16.921774,38.182693,18.409077,29.572683,23.032198 -2012-06-15,280.431061,55.522999,30.01,,218.350006,16.40904,5.87,58.462395,7.443002,18.262175,26.235666,13.21875,38.553165,69.262459,56.041042,17.109699,38.878822,18.449877,29.896997,23.124622 -2012-06-18,283.580566,56.649654,31.41,,222.660004,16.203928,5.93,58.781681,7.311101,18.001764,26.176897,13.26,38.990929,69.170898,57.751457,16.913235,38.78133,18.458033,29.547073,23.846441 -2012-06-19,288.886078,56.807301,31.91,,224.029999,16.40904,5.81,58.514168,7.640855,18.262175,26.059341,13.305,41.089161,70.311142,59.22596,17.280531,38.959007,18.531469,30.195705,24.260164 -2012-06-20,286.889069,56.645786,31.6,,223.020004,16.491083,6.06,59.126846,7.66912,18.043766,26.015263,13.1475,41.043877,70.718971,58.321602,17.348871,39.071991,18.498829,31.108921,24.48904 -2012-06-21,280.778809,55.865345,31.84,,220.570007,16.160105,5.72,58.41925,7.367631,17.338144,25.736092,12.30875,39.813618,68.338631,55.952557,16.639887,38.375862,18.441711,30.306667,23.798025 -2012-06-22,283.893555,56.293774,33.049999,,222.160004,16.391787,5.73,58.074085,7.48069,17.304544,25.838936,12.47,40.130615,68.338631,58.223301,16.392166,39.643299,18.547791,30.716328,24.048906 -2012-06-25,278.538391,55.198074,32.060001,,220.070007,16.151831,5.41,58.833454,7.160357,16.724928,25.677309,12.14875,39.504166,67.614555,57.102673,15.811309,39.045567,18.33563,30.144499,23.454721 -2012-06-26,280.515503,55.319916,33.099998,,225.610001,16.383512,5.44,59.178608,7.1792,16.674524,25.699348,12.07375,41.72316,68.579979,58.675468,16.545927,39.382706,18.311152,30.477354,23.745213 -2012-06-27,282.810577,55.5588,32.23,,225.619995,16.656574,5.5,59.187244,7.320524,16.514919,25.853632,11.65375,42.742088,69.245819,61.56551,16.913235,39.35537,18.449877,31.39057,23.217051 -2012-06-28,280.331726,55.031734,31.360001,,221.309998,16.714491,5.41,58.937,7.292258,16.649323,26.000566,11.31375,43.096825,69.162582,60.326912,17.835775,38.387711,18.384594,30.622448,22.926563 -2012-06-29,288.160797,56.477512,31.1,,228.350006,17.244068,5.73,60.162342,7.706805,16.565321,26.198933,11.81,45.059204,71.218323,60.818428,17.904108,39.190456,18.768116,30.494425,23.467926 -2012-07-02,288.359497,57.301468,30.77,,229.320007,16.954456,5.75,59.84306,7.584326,16.439314,26.595667,11.47125,45.262989,71.026901,59.855083,18.963324,40.082489,18.768116,30.963839,23.234653 -2012-07-03,292.015717,57.967781,31.200001,,229.529999,16.904808,6.03,61.051125,7.593749,17.363348,26.44873,11.455,45.459225,71.809242,61.624485,18.578928,40.252876,18.662035,30.877777,22.860542 -2012-07-05,296.034576,58.986118,31.469999,,227.059998,16.822063,5.88,61.335899,7.367631,17.254147,26.279749,11.735,46.651749,71.218323,60.5825,18.570391,40.737274,18.498829,29.586899,23.063004 -2012-07-06,291.09671,58.593494,31.73,,225.050003,16.549007,5.75,61.577507,7.216888,17.060934,26.361572,11.4775,46.063034,70.577484,59.766609,18.442257,40.515247,18.392754,29.173824,22.873749 -2012-07-09,291.111603,59.368118,32.169998,,225.050003,16.582102,5.62,61.922676,7.122671,16.985331,26.435959,11.53625,44.032726,69.620354,60.543194,18.092033,39.564823,18.482512,29.225456,23.058599 -2012-07-10,288.97052,58.818813,31.469999,,219.5,16.234573,4.99,62.224701,7.0473,16.632523,26.361572,11.7325,43.504395,69.170898,58.734459,18.057859,38.553848,18.311152,29.475019,23.036592 -2012-07-11,283.749481,58.45327,30.969999,,218.369995,16.28422,4.89,62.354141,7.188622,16.716524,26.227682,11.3675,42.553398,70.227913,57.76128,16.545927,38.520809,18.229551,29.767628,22.957365 -2012-07-12,283.39679,57.918476,30.809999,,215.360001,16.085632,4.88,62.397278,7.0473,16.237709,25.937586,11.58,40.364594,70.011536,56.522694,16.24695,38.920803,18.498829,29.294302,23.186239 -2012-07-13,286.397247,58.505486,30.719999,,218.389999,16.358694,4.9,63.148006,7.367631,16.481319,26.294626,11.85,40.440067,71.135086,57.948055,16.229868,39.411613,18.613073,31.041288,23.595564 -2012-07-16,285.602417,58.693089,28.25,,216.009995,16.209749,4.83,62.975437,7.35821,16.279713,26.346693,11.7625,41.262756,70.785545,59.039185,16.144447,40.080414,18.874197,30.197914,23.283072 -2012-07-17,286.501587,58.696003,28.09,,216.929993,16.317314,4.87,63.078972,7.461847,16.46452,26.644228,12.16,40.613663,71.351494,61.437717,16.076111,39.969398,19.27404,30.111864,23.648382 -2012-07-18,288.503571,58.630234,29.110001,,217.470001,16.416613,4.89,62.863255,7.094408,16.859331,26.919445,12.36,41.164639,71.750984,61.722782,16.101736,40.073978,19.314837,30.086037,23.45912 -2012-07-19,294.613831,59.409706,29.0,,226.169998,16.383512,4.86,61.724213,6.840025,16.918129,26.391325,12.6325,40.802353,71.750984,60.553024,16.024858,39.259335,19.420921,29.655745,23.855246 -2012-07-20,303.436432,58.440685,28.76,,228.289993,16.441437,4.22,62.345493,6.661017,16.262913,26.249996,12.3975,38.689022,71.534599,60.906895,15.572135,38.819881,19.339317,29.173824,22.869345 -2012-07-23,305.766296,58.395226,28.75,,226.009995,16.623478,4.15,62.000343,6.679861,16.212511,26.31694,12.095,37.421024,70.918709,60.454704,15.956523,38.162109,19.257715,29.638531,22.270763 -2012-07-24,301.82193,58.113811,28.450001,,223.039993,16.524181,4.06,62.25058,6.632753,15.977305,25.759068,13.1975,36.500217,70.394363,59.59951,15.461082,37.603409,19.078197,29.888105,22.217943 -2012-07-25,302.030579,55.604248,29.34,,217.050003,16.549007,4.01,62.198795,6.661017,15.792495,26.279751,13.48,36.832314,70.943695,59.501198,14.811892,37.827267,19.037397,30.266762,22.187136 -2012-07-26,304.698242,55.595539,26.85,,220.009995,17.012375,4.04,63.570839,6.755233,16.052902,27.00127,13.8275,37.866333,72.008995,60.130318,14.71793,38.876762,19.167953,30.817539,23.063004 -2012-07-27,315.428436,56.589703,23.709999,,237.320007,17.310265,4.09,64.304306,6.887133,16.523321,27.626102,13.785,39.134331,72.783028,61.624485,15.170652,40.067562,19.445395,31.746969,20.893145 -2012-07-30,314.107025,57.544212,23.15,,236.089996,17.210962,4.1,64.701271,6.85887,16.262913,27.84181,13.8525,37.707836,72.87455,63.197292,15.426915,40.471222,19.347479,31.101519,20.633471 -2012-07-31,314.43988,59.065426,21.709999,,233.300003,17.169592,4.06,64.226639,6.915399,16.556919,28.206285,13.61,37.353096,72.283653,61.536018,15.452542,40.051041,19.616762,30.981043,19.929249 -2012-08-01,314.295807,58.683437,20.879999,,232.089996,17.153044,4.05,63.527691,6.802341,16.514919,27.998018,13.375,36.636074,72.333603,62.479694,15.435455,39.191437,19.715588,30.981043,19.269051 -2012-08-02,312.343506,58.778202,20.040001,,230.809998,16.979277,3.97,63.898754,6.764653,16.078102,27.923628,13.5275,36.613434,71.476318,60.120487,14.854601,38.845573,19.699114,30.266762,18.996168 -2012-08-03,318.592865,59.543167,21.09,,234.970001,17.343357,4.09,64.330208,7.000191,16.834129,27.953384,14.0275,37.224789,72.866249,62.106159,15.068152,38.909801,19.995594,31.058506,19.326267 -2012-08-06,319.333038,60.205616,21.92,,233.990005,17.351629,4.01,64.097229,7.198043,16.674524,27.975697,14.4175,38.024834,72.783028,62.076672,17.075527,38.517155,19.979115,31.239218,19.286346 -2012-08-07,318.200409,60.047009,20.719999,,236.559998,17.475754,4.02,63.846977,7.226308,17.153339,27.849243,14.1875,39.760784,73.174179,64.101654,16.99865,38.200645,19.550875,31.850241,20.098076 -2012-08-08,319.039948,59.945457,20.719999,,234.380005,17.384731,4.4,64.469452,7.226308,17.119738,27.84181,14.1725,39.534355,73.473808,64.013199,16.964483,38.939156,19.624994,31.979321,20.089205 -2012-08-09,319.099579,61.881474,21.01,,234.059998,17.426098,4.37,64.070366,7.273417,17.346548,27.693041,14.3375,38.243713,73.884285,65.015846,16.392166,39.075848,19.657934,31.772785,20.009363 -2012-08-10,318.92569,61.978176,21.809999,,232.75,17.4592,4.34,63.922886,7.292258,17.254147,27.886435,14.19,38.809784,74.085335,65.00602,16.409252,39.084103,19.715588,31.815813,20.213406 -2012-08-13,327.872498,62.805603,21.6,,232.440002,17.368179,4.26,63.679974,7.273417,17.195339,27.812057,14.22,41.028782,73.834023,65.46804,16.639887,39.047405,19.534403,31.833019,20.452934 -2012-08-14,332.169556,62.974106,20.379999,,233.190002,17.326805,4.12,64.209206,7.329945,16.976933,27.707909,14.105,41.640137,73.884285,65.09449,16.528839,39.272167,19.748526,31.927691,20.594873 -2012-08-15,331.61319,62.888348,21.200001,,237.419998,17.343357,4.19,64.590927,7.414739,16.918129,27.596346,13.99,42.719444,73.716751,65.497528,16.537378,39.181332,19.797937,31.901873,21.335634 -2012-08-16,334.260956,63.437672,19.870001,,241.550003,17.417828,4.17,62.59552,7.471267,17.917761,27.70048,14.125,45.504513,74.277992,67.73877,17.434296,39.312531,19.781469,31.927691,21.468704 -2012-08-17,336.382172,64.611038,19.049999,,241.169998,17.376455,4.1,62.456676,7.537218,18.488981,27.648409,14.4325,44.900703,74.051804,68.476036,17.314709,39.155659,19.592052,31.824411,21.388863 -2012-08-20,335.587341,66.309761,20.01,,240.350006,17.318531,4.09,62.725647,7.678541,18.371378,27.440134,14.1875,43.262871,73.67485,66.795074,15.512333,39.191437,19.690878,32.160053,21.313457 -2012-08-21,332.591797,65.403557,19.16,,239.449997,17.252337,4.07,61.970856,7.716228,18.169773,27.21698,14.1475,42.560944,73.264389,65.989014,15.298786,38.834568,19.509699,32.736641,21.3312 -2012-08-22,336.402039,66.680618,19.440001,,243.100006,17.194418,4.01,62.265823,7.744492,18.253775,27.194666,14.2075,42.221302,73.49057,65.861214,15.13649,38.641003,19.517935,32.55592,21.344503 -2012-08-23,336.213257,66.058533,19.440001,,241.199997,17.078571,3.9,62.083633,7.678541,17.926167,27.194666,14.2975,41.074066,73.138733,64.544006,15.384207,38.377708,19.550875,32.039562,21.246923 -2012-08-24,337.122345,66.117378,19.41,,245.740005,17.210962,3.94,62.560802,7.687963,17.791763,27.484764,13.9675,42.651516,73.758636,65.143646,14.786266,38.755669,19.773232,31.987926,21.601774 -2012-08-27,332.447754,67.359528,19.15,,243.919998,17.252337,3.85,62.899151,7.603169,17.825359,27.425262,13.8875,41.677876,73.498947,65.143646,15.264622,38.844669,19.674412,32.039562,21.796949 -2012-08-28,336.436798,67.271805,19.34,,246.110001,17.219236,3.79,62.82106,7.499532,17.590153,27.254179,14.3475,41.481636,73.800499,64.789757,15.256079,38.952904,19.641468,31.95351,21.894529 -2012-08-29,341.782043,67.139198,19.1,,247.119995,17.227514,3.77,63.133389,7.537218,17.892561,27.388062,14.39,43.360992,73.63298,64.30806,15.555045,39.064842,19.732056,32.099804,21.810253 -2012-08-30,338.637482,66.182175,19.09,,246.220001,17.078571,3.7,62.682266,7.452425,17.73296,27.291361,14.42,39.92683,73.0466,63.452873,15.204823,38.618069,19.633228,31.755573,22.04978 -2012-08-31,340.331482,66.318748,18.059999,,248.270004,17.136494,3.72,62.985889,7.527797,17.934561,27.254179,14.5525,39.813618,73.130363,64.081993,15.153571,38.796955,19.6497,31.962114,22.005423 -2012-09-04,338.31955,67.288727,17.73,,247.880005,16.971004,3.64,63.775402,7.537218,17.900959,27.38063,14.675,40.107975,72.979584,64.298241,15.39275,38.932732,19.583822,31.850241,21.961061 -2012-09-05,338.160583,66.816208,18.58,,246.220001,17.086849,3.51,63.810089,7.499485,18.278975,27.469889,14.3625,39.33057,73.155487,64.170479,15.298786,38.723572,19.699114,31.936296,22.089697 -2012-09-06,347.440247,67.418343,18.959999,,251.380005,17.632965,3.66,64.903252,7.876817,18.858591,27.849243,14.8325,43.30061,74.546051,64.720924,15.580674,39.686832,20.045002,33.296009,22.55101 -2012-09-07,350.793427,67.834045,18.98,,259.140015,17.864649,3.45,64.044357,8.301314,19.631416,27.745106,14.91,43.911968,75.325104,66.264267,15.718632,40.017105,19.962646,33.820969,22.697386 -2012-09-10,348.120819,66.069496,18.809999,,257.089996,17.77363,3.47,63.775402,8.093784,19.303804,27.834368,14.9,43.134563,74.956535,66.59848,15.675516,40.135445,19.847351,33.356258,22.546577 -2012-09-11,343.858521,65.855186,19.43,,255.669998,17.864649,3.75,64.252541,8.518286,19.29541,27.983137,14.805,42.689255,75.073807,69.370552,16.020418,40.629002,19.905003,34.079155,22.502218 -2012-09-12,343.207764,66.772331,20.93,,255.630005,18.112888,3.89,64.261238,8.461682,19.429811,28.057528,14.8775,45.964916,75.015167,69.547501,16.020418,40.953777,19.822641,34.35453,22.697386 -2012-09-13,350.73877,68.087257,20.709999,,260.23999,18.220451,3.92,65.18956,8.867314,19.765827,28.377371,14.825,45.149773,76.422493,69.537674,15.796237,41.765671,19.970884,35.628201,22.941347 -2012-09-14,352.547028,68.914711,22.0,,261.269989,18.294926,3.9,64.634285,9.008817,20.278234,27.715353,15.0075,46.576271,77.318825,68.947525,16.020418,41.666592,19.60029,35.77449,22.382454 -2012-09-17,352.696045,69.762085,21.52,,258.0,18.245275,4.01,64.191841,8.772986,19.99263,27.968256,14.7625,46.795151,76.992111,68.298386,15.485826,41.60421,19.781469,35.447472,22.027599 -2012-09-18,356.819244,69.974426,21.870001,,258.75,18.402491,3.62,64.157127,8.706948,20.521849,28.01289,14.4875,46.04039,76.774315,67.836105,15.227157,41.556503,19.773232,35.507717,21.845737 -2012-09-19,361.399445,69.993362,23.290001,,261.679993,18.559708,3.66,64.521515,8.763551,20.790653,28.087267,14.535,46.493248,75.869606,67.836105,15.468584,41.456509,19.896763,35.576561,22.227201 -2012-09-20,361.707428,69.654419,22.59,,260.809998,18.701448,3.59,64.851212,8.669218,20.513447,28.221165,14.2625,43.368538,76.665405,68.081993,15.59792,41.666592,20.102648,35.499119,22.706264 -2012-09-21,364.623474,69.793007,22.860001,,257.470001,18.78483,3.6,64.590927,8.593751,20.832657,28.325306,14.135,43.745918,77.000488,68.416397,15.35649,42.156487,20.193237,35.180702,22.653034 -2012-09-24,372.268738,68.86586,20.790001,,254.800003,18.643085,3.46,64.842506,8.584317,20.463045,28.451763,14.1125,42.900589,76.966972,67.000092,15.184046,41.768425,20.382652,35.481907,22.692957 -2012-09-25,372.159454,67.146172,20.280001,,252.460007,18.601391,3.28,64.426071,8.423952,19.757418,28.310427,13.655,41.70052,76.849724,65.97718,14.597726,41.422573,20.45677,34.896706,22.413502 -2012-09-26,374.295563,66.312752,20.620001,,249.669998,18.426308,3.32,64.365356,8.320184,19.648216,28.325306,13.665,41.391068,76.422493,66.636169,15.1668,40.901482,20.448536,34.62994,22.222769 -2012-09-27,375.805756,67.921783,20.32,,256.589996,18.951584,3.43,64.183151,8.461682,19.471813,28.258356,14.0,42.538303,76.899979,68.927834,15.158175,41.482189,20.555601,35.008579,22.639729 -2012-09-28,374.812195,66.504158,21.66,,254.320007,18.934902,3.37,64.026985,8.329619,19.110605,28.042645,13.9575,41.88166,76.606781,68.721313,14.830525,41.418888,20.465006,34.836464,22.493343 -2012-10-01,378.42868,65.73555,21.99,,252.009995,19.018282,3.28,64.243919,8.45225,19.39621,28.079828,13.875,41.738255,76.899979,69.242577,14.649456,41.915211,20.621485,35.258148,22.244949 -2012-10-02,376.049164,65.926949,22.27,,250.600006,19.001612,3.27,63.983612,8.423952,19.891827,28.124466,13.97,41.813732,76.83297,68.859009,14.63221,41.984932,20.687366,35.215118,21.867912 -2012-10-03,378.786346,66.937828,21.83,,255.919998,19.101656,3.12,64.374016,8.593751,20.488239,28.392242,13.7225,42.613777,76.816185,67.836105,15.313377,43.462872,20.85207,35.423183,21.952194 -2012-10-04,381.543427,66.474251,21.950001,,260.470001,19.135012,3.22,64.82515,8.876751,20.706652,28.518698,14.095,43.013802,77.251816,69.409775,15.865211,43.565617,20.876774,36.255459,21.779203 -2012-10-05,381.344727,65.057655,20.91,,258.51001,19.276756,3.22,65.180855,8.791848,20.832657,28.488602,14.015,42.855301,77.528244,67.895103,15.546186,43.878586,21.016783,36.16008,21.619518 -2012-10-08,376.471405,63.620106,20.4,,259.059998,19.109995,3.19,65.284966,8.754116,20.639452,28.338108,13.9025,44.213871,77.637123,69.075386,15.442716,43.570229,20.917957,36.116745,21.628391 -2012-10-09,369.640839,63.388824,20.23,,250.960007,18.859869,3.25,64.321991,8.688082,20.471443,27.946827,13.53,44.455395,77.176414,68.70163,15.382359,42.91935,20.843842,35.873997,21.00296 -2012-10-10,369.874329,63.893253,19.639999,,244.990005,18.701448,3.15,65.432449,8.688082,20.353838,27.781277,13.575,44.802586,76.254951,69.104904,15.347868,42.66177,20.720304,36.212105,20.825533 -2012-10-11,373.311951,62.616199,19.75,,244.220001,18.76815,3.2,65.076767,8.810715,20.715048,27.284639,13.6475,45.980011,76.372238,72.075241,15.382359,43.629318,20.687366,36.498196,20.918678 -2012-10-12,369.968719,62.776707,19.52,,242.360001,18.743143,2.74,65.770813,8.603181,20.530247,26.810591,13.64,45.22525,76.254951,70.550728,15.227157,43.702248,20.687366,36.082054,20.927551 -2012-10-15,368.095886,63.280163,19.52,,244.179993,18.876539,2.75,66.933365,8.905048,20.563845,26.494545,13.995,45.527153,76.657028,69.517975,15.071957,43.929367,21.057957,36.740944,21.144897 -2012-10-16,369.943878,64.778511,19.48,,243.940002,18.876539,2.68,66.725159,8.923914,20.824253,26.637518,14.52,46.923462,77.385826,70.029427,15.184046,44.223885,21.247374,37.131062,21.7171 -2012-10-17,375.304016,64.262115,19.879999,,247.490005,19.101656,2.77,66.829269,8.905048,21.051062,26.878313,14.65,46.39513,78.231903,69.409775,15.1668,44.592251,21.280315,37.555866,21.464264 -2012-10-18,345.254456,63.06879,18.98,,244.850006,19.018282,2.62,66.421509,8.933352,21.471077,27.104046,14.8175,46.047939,78.307297,69.340935,15.08058,43.93029,21.445021,37.287106,21.02957 -2012-10-19,338.692139,60.79583,19.0,,240.0,18.367945,2.18,65.60598,8.905048,20.656246,26.577324,14.6875,44.319538,77.193176,67.69841,14.873635,43.397587,21.214432,36.688915,20.266632 -2012-10-22,337.142212,63.207367,19.32,,233.779999,18.092798,2.1,65.631996,9.008817,20.681454,26.532175,14.4375,44.893154,77.226669,67.649223,14.744304,43.10862,21.082663,36.489529,20.093645 -2012-10-23,337.976776,61.146751,19.5,,234.309998,17.742619,2.14,64.859879,8.829584,20.051435,26.336525,14.36,45.715843,75.542915,66.685333,14.545987,42.455894,20.745014,35.830647,19.947268 -2012-10-24,336.461639,61.492683,23.23,,228.490005,17.725941,2.08,64.911919,8.782417,19.900227,26.118311,14.155,46.546082,75.291595,65.603416,14.589099,41.964725,20.843842,36.16008,20.075895 -2012-10-25,336.690155,60.765934,22.559999,,222.919998,17.725941,2.12,65.345711,8.716383,19.849823,25.960293,13.2325,47.489532,75.75235,65.357529,13.080178,41.486485,21.0909,36.125408,20.515032 -2012-10-26,335.393585,60.213634,21.940001,,238.240005,17.600874,2.07,65.163513,8.603181,19.555817,26.058115,13.0375,50.33498,75.911499,65.013283,12.899108,41.820705,20.942663,35.683266,20.346476 -2012-10-31,337.951935,59.34832,21.110001,,232.889999,17.559183,2.05,65.085419,8.791848,21.420679,26.028013,13.065,47.300842,76.372238,64.285446,13.11467,42.554672,20.481482,36.134087,20.359787 -2012-11-01,341.573395,59.469944,21.209999,,232.139999,17.792645,2.14,63.723331,9.188049,21.571878,26.404251,13.28,48.712242,76.732437,64.393639,12.97671,43.271103,20.217943,37.139729,20.679155 -2012-11-02,341.737335,57.502033,21.18,,232.419998,17.767628,2.1,63.133389,9.291817,21.66428,26.283855,13.17,48.259388,75.618294,64.029716,12.666304,43.341274,20.217943,36.775612,22.55101 -2012-11-05,339.273346,58.28162,21.25,,234.330002,17.851006,2.11,63.454376,9.19748,21.479473,26.208611,13.25,49.097172,75.919884,65.446045,12.476612,42.990448,20.242649,36.64558,22.626415 -2012-11-06,338.657349,58.105164,21.17,,237.559998,18.001081,2.07,63.992287,9.376715,22.000296,26.186031,13.4,50.38781,76.740807,65.967339,12.890484,43.556389,20.349709,37.174404,22.936911 -2012-11-07,331.404541,57.456463,20.469999,,232.059998,17.617548,2.01,63.42836,8.706948,21.025862,25.313168,13.215,48.425434,74.329994,65.16082,13.338852,42.902729,20.083811,35.093754,22.981274 -2012-11-08,324.037445,55.371349,19.99,,227.350006,17.417442,1.98,62.881813,8.857883,20.765453,24.982082,12.6275,46.674389,73.394371,64.669044,13.157781,42.634998,20.075504,35.024395,22.559879 -2012-11-09,329.372742,56.329979,19.209999,,226.309998,17.509161,2.03,62.734291,8.895617,21.03426,25.237917,12.4725,47.18008,73.512367,65.210007,13.192268,42.89904,20.083811,35.215118,22.604237 -2012-11-12,330.798462,55.894417,20.07,,226.470001,17.417442,1.99,62.881813,8.857883,21.219065,25.486235,12.405,46.372486,73.60508,65.5149,13.666501,43.392052,20.033955,35.180447,22.480042 -2012-11-13,327.395599,55.901646,19.860001,,226.600006,17.242353,2.09,62.300522,8.801283,20.849453,25.546438,12.785,45.210155,72.888596,66.891876,13.537165,43.504688,19.984095,34.712292,22.502405 -2012-11-14,324.166595,55.281765,22.360001,,222.949997,16.683729,1.93,61.866722,8.480549,20.303438,25.418514,12.4475,44.093109,72.551422,66.498436,13.218138,42.774399,19.784672,34.062092,21.844915 -2012-11-15,321.538696,54.122337,22.17,,220.600006,16.725416,1.87,59.61972,8.574883,20.05983,25.147619,12.54,44.138393,72.61042,66.223076,13.149159,42.206612,19.660036,34.148777,21.661528 -2012-11-16,321.498962,54.334457,23.559999,,225.229996,16.800455,1.86,59.021091,8.603181,20.034632,24.936928,12.69,35.843578,72.871735,65.987,11.855797,42.892582,19.826221,34.270153,21.809128 -2012-11-19,331.946014,58.252415,22.92,,229.710007,17.225679,1.92,59.879982,8.952217,20.94186,25.448608,12.815,36.122837,73.900108,66.586967,11.855797,44.193417,20.058884,35.189114,22.247458 -2012-11-20,332.820313,57.756104,23.1,,233.779999,17.192331,1.88,59.862621,9.084283,20.66465,25.343267,12.9825,37.353096,73.756828,67.029572,10.312388,44.090935,20.175215,35.284477,22.390587 -2012-11-21,330.783569,57.837444,24.32,,238.029999,17.242353,1.87,59.767197,9.21635,20.66465,25.471188,13.085,35.843578,74.186722,67.659042,9.976114,44.262657,20.233377,35.310478,22.591858 -2012-11-23,331.826782,58.846531,24.0,,239.880005,17.542513,1.95,60.903725,9.338982,21.177069,25.854952,13.185,35.866219,75.097076,68.583603,10.088206,44.429768,20.382952,35.622578,22.896008 -2012-11-26,328.438812,60.70306,25.940001,,243.619995,17.559183,1.87,60.652119,9.28238,21.193865,25.561481,13.41,35.405815,74.70089,66.429588,10.760754,44.318062,20.349709,35.440525,22.761824 -2012-11-27,333.187927,60.213966,26.15,,243.399994,17.40077,1.88,60.296432,9.112584,21.009064,25.29812,13.525,34.756721,73.630386,65.721436,11.114272,44.175873,20.150286,35.327827,22.457674 -2012-11-28,339.626068,60.024498,26.360001,,247.110001,17.625891,1.96,61.216045,9.206918,21.23587,25.29812,13.685,33.571747,74.262566,66.321449,11.510902,44.454693,20.499283,35.397179,22.976517 -2012-11-29,343.709503,60.685558,27.32,,251.270004,17.617548,2.04,61.450306,9.272949,21.916288,25.531384,13.4575,32.530178,74.279434,64.590347,11.166006,44.888607,20.648848,35.735291,23.168842 -2012-11-30,346.928558,60.26545,28.0,,252.050003,17.617548,2.2,62.4827,9.30125,21.739883,25.681879,12.9575,31.707489,74.296295,62.967476,11.303963,45.11665,20.79011,35.613926,23.200151 -2012-12-03,345.378632,60.359154,27.040001,,250.330002,17.359079,2.36,61.892746,9.24465,21.429071,25.689404,13.16,31.782965,73.849541,62.977314,11.140139,44.929226,20.848278,35.379848,23.164371 -2012-12-04,343.282288,59.294453,27.459999,,252.490005,17.392429,2.26,62.569462,9.348416,21.34507,25.523857,13.0275,32.364132,73.495499,62.170799,10.476213,44.631031,20.914753,35.171776,22.864697 -2012-12-05,341.687653,55.478436,27.709999,,253.960007,17.700924,2.29,62.506222,9.877216,21.000666,25.516329,12.9775,31.10368,73.950706,63.547764,10.415857,44.13063,21.30529,35.717945,22.717096 -2012-12-06,343.33197,56.348511,26.969999,,253.369995,17.817654,2.34,62.453876,9.877216,20.639452,25.320698,13.1825,30.37911,74.178291,63.518284,10.657284,44.396526,21.280361,35.952023,24.018661 -2012-12-07,339.894318,54.90799,27.49,,253.270004,17.892694,2.36,63.064533,10.047186,21.160265,25.388418,13.04,32.424511,74.684036,63.616638,10.48243,43.954304,21.238817,36.896988,23.991829 -2012-12-10,340.495392,54.554806,27.84,,247.770004,17.834324,2.32,62.942402,9.981089,21.23587,25.38089,12.5325,33.186821,74.523903,62.692081,10.832138,44.278351,21.114178,36.680248,23.687683 -2012-12-11,346.188385,55.746155,27.98,,250.690002,17.934381,2.33,61.843216,9.92443,21.378675,25.696928,12.8275,32.832081,75.012772,63.646141,10.587345,44.455608,21.30529,36.966335,23.790554 -2012-12-12,346.526184,55.500069,27.58,,251.759995,18.159498,2.37,60.142067,10.018857,21.529877,25.95277,12.64,31.98675,75.400543,64.797607,10.648541,44.632889,21.197269,37.079037,23.973938 -2012-12-13,349.079559,54.54142,28.24,,251.25,18.0261,2.41,60.229309,9.952756,21.101467,25.82485,12.115,32.009392,74.667168,62.553711,12.344616,44.724274,21.047701,37.087708,23.786077 -2012-12-14,348.711975,52.492355,26.809999,,249.190002,18.0261,2.39,59.976307,9.99053,20.67305,25.591583,12.0525,31.896179,74.24572,61.136509,10.534887,44.527626,20.923058,37.113724,23.866596 -2012-12-17,358.061157,53.423187,26.75,,253.860001,18.284567,2.46,60.368893,10.38713,20.874657,25.757128,11.9725,33.262295,74.911644,62.514343,10.727225,45.175739,21.072626,37.694569,24.412271 -2012-12-18,358.205231,54.974922,27.709999,,260.399994,18.084459,2.52,60.630611,10.72707,21.412271,25.839899,12.4675,33.43589,75.493256,63.449314,10.596087,45.504406,21.30529,38.032688,24.30492 -2012-12-19,357.728333,54.19339,27.41,,257.98999,17.517496,2.52,59.775658,10.566542,22.831919,25.516329,12.2525,33.420795,74.549171,62.317513,10.403749,45.182186,21.064318,37.737911,24.273613 -2012-12-20,358.846039,53.721798,27.360001,,261.5,17.711014,2.4,60.194408,10.878156,22.966326,25.711977,11.8675,33.383057,74.928505,62.376556,10.464947,46.026039,21.1308,38.604855,24.246775 -2012-12-21,355.502808,53.474663,26.26,,256.920013,17.567978,2.59,59.889076,10.660971,22.949522,25.335739,12.265,30.816872,73.529236,62.711178,10.202665,45.568108,20.839966,38.145382,23.973938 -2012-12-24,352.457611,53.561169,26.93,,258.619995,17.517496,2.48,59.819279,10.6232,23.23513,25.388418,12.3125,30.469681,73.267906,62.337193,10.11524,45.701981,20.839966,38.076019,24.014194 -2012-12-26,352.144653,52.822868,26.51,,248.630005,17.475428,2.43,59.313313,10.897044,23.201536,25.418514,11.9125,29.730017,73.394371,61.85495,10.027816,44.887684,20.972914,38.11071,23.763721 -2012-12-27,350.862976,53.034992,26.049999,,248.309998,17.408117,2.39,59.487778,10.830944,23.487141,25.32822,12.0125,29.662088,73.217339,61.973057,10.062785,45.041874,20.889822,37.824623,23.812918 -2012-12-28,347.743256,52.471752,25.91,,245.179993,17.197773,2.28,58.981796,10.72707,23.394735,25.072378,11.855,29.81304,71.733772,61.038097,9.870444,44.599632,20.682089,37.486507,23.54455 -2012-12-31,351.404449,54.796783,26.620001,,250.869995,17.660528,2.4,59.522678,10.963142,24.217964,25.365841,12.1325,31.216894,72.956024,61.835278,10.360037,45.356693,20.839966,38.11937,23.98736 -2013-01-02,359.288177,56.532833,28.0,,257.309998,17.955017,2.53,60.40379,11.359742,24.469967,26.336525,12.0825,31.473513,74.776772,61.067612,10.325065,47.109921,21.529644,38.983536,24.600126 -2013-01-03,359.496826,55.819256,27.77,,258.480011,17.753088,2.49,60.019928,11.293642,25.049587,26.351578,12.415,31.896179,74.641907,62.396248,10.48243,47.177319,21.47979,38.904976,24.765615 -2013-01-04,366.600616,54.264439,28.76,,259.149994,17.837227,2.59,60.246738,11.435286,25.083187,26.509596,12.3375,31.843346,74.987495,64.108681,10.587345,47.175465,21.571192,39.59457,24.908741 -2013-01-07,365.001007,53.94524,29.42,,268.459991,17.778324,2.67,59.670986,11.416398,24.915186,26.629992,12.1075,32.394321,74.119278,64.177589,10.674769,48.248104,21.587812,39.638206,24.922157 -2013-01-08,364.280701,54.090424,29.059999,,266.380005,17.58481,2.67,59.836731,11.312524,24.671577,26.180311,12.16,30.311182,74.582886,63.154049,10.333805,48.089291,21.621046,39.716778,24.877434 -2013-01-09,366.67514,53.245052,30.59,,266.350006,17.626881,2.63,59.819279,10.793172,25.175591,26.096481,11.6625,30.771585,74.296295,62.553711,10.132729,49.44239,21.994972,39.690601,24.434631 -2013-01-10,368.344269,53.905075,31.299999,,265.339996,17.811981,2.62,59.63607,11.123671,25.57041,26.195566,11.92,31.17161,75.105515,62.819443,10.674769,49.002186,22.235945,40.284161,24.394379 -2013-01-11,367.604095,53.574554,31.719999,,267.940002,17.778324,2.67,59.871628,10.982027,25.503202,26.119345,12.0225,30.907442,75.535408,63.370571,12.4233,49.097855,22.036518,40.275421,24.604593 -2013-01-14,359.288177,51.664474,30.950001,,272.730011,17.769911,2.64,59.583748,10.830944,25.478003,25.928802,12.085,33.662319,75.510109,63.734718,12.659349,48.617706,22.219326,40.04847,24.452526 -2013-01-15,360.122742,50.034496,30.1,,271.899994,17.837227,2.68,60.176964,10.906486,25.704809,25.730637,11.8625,33.375511,75.467964,64.886185,12.606895,48.551781,22.119608,40.458733,24.36754 -2013-01-16,355.28421,52.11137,29.85,,268.929993,17.769911,2.72,60.377594,11.123671,24.621178,25.349556,11.765,34.364246,75.417412,65.830986,12.82546,48.411549,22.111303,40.868992,24.309393 -2013-01-17,353.361725,51.760242,30.139999,,270.480011,17.921358,2.74,60.063553,10.651528,24.772383,25.303829,11.7375,34.424625,76.03273,66.391983,12.781748,48.602848,22.294111,40.537292,24.37649 -2013-01-18,349.978729,51.484287,29.66,,272.119995,18.543982,2.46,60.368893,10.519327,24.595978,25.486748,11.565,35.217125,76.53849,67.189148,13.009058,48.384609,22.053141,40.554752,24.515142 -2013-01-22,349.164032,51.975445,30.73,,270.190002,18.518736,2.45,60.700401,10.717628,24.049957,25.61632,11.86,34.575581,76.639656,67.474533,13.454933,48.269455,22.16947,40.62458,24.59565 -2013-01-23,368.354218,52.926884,30.82,,268.109985,18.459845,2.73,60.621876,10.783729,23.999556,25.745884,11.9225,34.00951,76.454201,66.913567,13.463673,48.065155,22.144541,40.353981,24.358595 -2013-01-24,374.668152,46.387341,31.08,,273.459991,18.552393,2.79,60.883587,10.887598,24.175962,25.723022,11.465,34.266129,77.002106,67.425339,13.411216,48.501625,22.310726,40.476189,24.407795 -2013-01-25,374.399902,45.293816,31.540001,,283.98999,18.75432,2.85,60.194408,10.972589,24.419569,25.928802,12.065,34.054794,77.322441,67.61235,13.795893,48.237881,22.435369,41.165779,25.409691 -2013-01-28,372.939392,46.318348,32.470001,,276.040009,18.931015,2.82,60.499744,10.840385,24.217964,26.012638,11.9775,36.168125,76.799812,66.283699,14.040688,47.745678,22.302418,40.711872,25.056341 -2013-01-29,374.404846,47.187405,30.790001,,260.350006,18.931015,2.74,60.970837,10.849827,23.898754,26.431833,12.0775,35.768101,77.34771,66.952942,13.97949,48.150581,23.017029,41.130867,24.86849 -2013-01-30,374.47937,47.039143,31.24,,272.76001,18.703836,2.65,60.84869,10.745956,23.470339,26.279394,12.0325,35.01334,76.428925,67.405655,13.900805,47.920269,23.058937,41.139591,25.047403 -2013-01-31,375.403351,46.901154,30.98,,265.5,18.745909,2.6,61.023163,10.689298,23.596346,26.515673,12.7175,35.436005,75.838882,66.106552,14.215543,48.143154,22.866152,41.069752,25.10107 -2013-02-01,385.294037,46.708603,29.73,,265.0,19.031982,2.6,61.494247,11.05757,23.663544,27.064423,12.625,35.888863,75.897888,66.697044,14.084404,48.171932,23.159521,41.768074,25.43206 -2013-02-04,377.057617,45.545055,28.110001,,259.980011,18.771145,2.52,60.744011,10.840385,23.487141,26.851019,12.49,34.998245,75.147659,66.283699,13.778409,47.754971,22.773949,41.619682,25.087652 -2013-02-05,380.395905,47.143135,28.639999,,266.890015,18.964672,2.6,61.738514,11.218099,24.016356,26.942486,12.6175,35.753006,75.645004,68.409508,13.927035,48.35582,23.058937,42.5886,25.326494 -2013-02-06,382.596588,47.092674,29.049999,,262.220001,18.880533,2.6,62.209606,11.265313,23.957554,27.003456,12.525,35.775646,75.687126,69.629875,13.909549,48.621429,22.899679,42.431477,25.2589 -2013-02-07,384.474365,50.250072,28.65,,260.230011,18.91419,2.57,62.139828,11.180326,23.915552,26.88151,12.485,35.571861,74.864273,69.875908,13.621041,48.249958,22.597927,42.099777,25.173277 -2013-02-08,390.147461,50.975567,28.549999,,261.950012,18.931015,2.59,62.357922,11.104784,23.999556,26.88151,12.55,35.790745,75.169655,71.007721,13.367504,48.706871,22.530869,42.448936,25.403105 -2013-02-11,388.682007,51.506813,28.26,,257.209991,18.888947,2.67,62.288139,11.199212,23.965954,26.851019,12.455,36.20586,74.889717,69.560989,13.734696,48.370678,22.748802,42.475128,25.299459 -2013-02-12,387.827545,50.215736,27.370001,,258.700012,18.998323,2.77,62.288139,11.567486,23.982756,27.13302,12.43,36.039814,75.042397,69.905449,13.489903,48.258324,22.623072,42.894123,25.353533 -2013-02-13,388.900574,50.120209,27.91,,269.470001,19.679844,2.75,62.279396,11.491941,24.083559,26.995832,12.175,35.941696,75.220573,70.181015,13.218881,48.21838,22.631454,42.49258,25.159758 -2013-02-14,391.364563,50.075142,28.5,,269.23999,19.696667,2.75,61.782146,11.45417,23.310734,26.896755,12.225,36.575695,75.093307,70.594368,13.734696,48.492348,22.681744,42.963943,25.033575 -2013-02-15,393.883179,49.385067,28.32,,265.089996,19.595703,2.71,60.456127,11.359742,23.31913,26.950102,12.3875,35.722816,74.957565,69.246056,14.748845,48.58242,22.874529,42.667168,24.488289 -2013-02-19,400.818054,49.366829,28.93,,269.75,19.982737,2.82,59.985023,11.510825,23.251934,27.186365,12.44,36.636074,75.771973,71.342331,15.151005,48.557346,23.22658,43.164711,24.537863 -2013-02-20,393.669556,48.171265,28.459999,,266.410004,19.696667,2.7,60.377594,11.142554,22.764717,27.033939,12.19,36.153027,75.47506,69.137794,15.081061,47.633305,23.109226,42.431477,24.024118 -2013-02-21,395.194641,47.871834,27.280001,,265.940002,19.730597,2.6,61.293617,10.783729,22.269104,27.003456,11.935,35.745457,75.152687,69.039375,15.220948,48.253666,22.975119,42.117233,24.042143 -2013-02-22,397.271149,48.381615,27.129999,,265.420013,19.840874,2.61,61.415737,10.802613,22.773123,27.193998,11.8125,35.617149,75.670158,70.574661,14.879985,48.647438,22.949968,42.693344,24.411678 -2013-02-25,392.830017,47.521954,27.27,,259.869995,19.348883,2.53,61.450638,10.415456,22.117891,26.820538,11.6725,34.741627,74.39769,69.354324,14.862498,47.446636,22.497341,41.637138,23.979055 -2013-02-26,392.512085,48.184139,27.389999,,259.359985,19.552462,2.46,62.035133,10.509885,22.537907,27.049192,11.8825,34.288769,75.084831,70.230232,14.390395,47.335194,22.656601,41.549854,24.010599 -2013-02-27,397.305908,47.711926,26.870001,,263.25,19.82391,2.53,62.514965,10.680009,23.016726,27.323565,12.0525,35.82848,75.950119,73.035095,14.512794,47.845058,22.975119,43.016315,24.591936 -2013-02-28,398.011322,47.371716,27.25,,264.269989,19.696669,2.49,61.74725,10.613852,22.806719,27.369295,12.32,33.964222,75.967079,75.584084,14.346681,48.089291,22.941591,42.702068,24.718119 -2013-03-01,400.490204,46.198692,27.780001,,265.73999,19.671223,2.42,62.584736,10.717814,22.857119,27.445503,12.365,33.481174,75.86528,76.164734,15.002378,48.133865,22.958353,42.693344,24.727127 -2013-03-04,408.095734,45.080402,27.719999,,273.109985,19.739084,2.4,63.91077,10.783974,22.756317,27.613182,12.4925,33.337772,75.458084,76.026978,15.535685,48.422691,23.209816,42.8592,25.101171 -2013-03-05,416.590485,46.270596,27.52,,275.589996,20.010519,2.43,64.31205,10.916292,23.167931,27.895182,12.4775,35.194481,76.017982,77.286705,16.086468,48.951107,23.528328,43.199619,25.4662 -2013-03-06,413.003815,45.682476,27.450001,,273.790009,20.078384,2.43,64.015427,11.265993,23.445141,27.658915,12.5525,34.930317,75.975563,76.40097,16.39246,48.995686,23.570244,43.670982,25.73208 -2013-03-07,413.609863,46.210495,28.58,,273.880005,20.086872,2.55,63.963097,11.587338,23.419941,27.73513,12.625,36.900242,75.254501,77.591797,16.838335,48.911175,23.695969,44.19474,26.250326 -2013-03-08,413.073364,46.332844,27.959999,,274.190002,20.163214,2.56,64.121132,11.407761,23.520739,27.95616,12.285,37.496502,75.47506,77.591797,17.633915,49.148926,23.628918,43.819378,26.439598 -2013-03-11,414.712708,46.992863,28.139999,,271.23999,20.035973,2.59,64.077248,11.483372,23.781149,27.895182,12.17,38.575809,75.636246,78.064194,17.555231,49.303093,23.679205,44.063797,26.412561 -2013-03-12,411.130981,45.979752,27.83,,274.130005,19.857838,2.61,64.621597,11.351052,23.831549,27.986641,12.1275,37.75312,75.636246,78.044518,17.738825,48.585213,23.419367,43.889217,26.263845 -2013-03-13,409.988434,45.971157,27.08,,275.100006,19.925699,2.6,64.665512,11.398313,23.579542,27.895182,12.4275,38.500332,75.721069,78.527,18.324585,48.986412,23.48642,43.784458,26.403549 -2013-03-14,408.115601,46.416542,27.040001,,265.73999,20.095352,2.63,64.287956,11.445568,23.655146,28.093348,12.77,39.617378,76.204613,80.811424,18.796692,48.958534,23.561861,44.517708,25.993462 -2013-03-15,404.518982,47.614262,26.65,,261.820007,19.883284,2.6,63.655807,11.880327,23.697145,27.765617,12.665,39.111691,75.814392,80.742493,18.752975,48.233238,23.48642,43.662254,25.984447 -2013-03-18,401.285034,48.908558,26.49,,257.890015,19.722113,2.65,63.436287,11.870879,23.554346,27.552214,12.5525,39.323021,75.305374,80.939438,19.347475,47.828323,23.503183,43.217075,25.655476 -2013-03-19,403.038635,48.776543,26.549999,,256.410004,19.781494,2.67,63.611904,12.012647,23.604744,27.54459,12.12,39.058857,75.144188,79.37381,19.602972,47.511654,23.461273,42.946487,25.610405 -2013-03-20,404.722656,48.517902,25.860001,,257.279999,19.900248,2.75,64.086014,12.078806,24.528774,27.582699,12.4025,39.473976,75.186607,79.619987,20.325422,48.163586,23.712732,42.876659,25.880796 -2013-03-21,403.00882,48.587666,25.74,,253.389999,19.756046,2.64,64.208939,11.880327,24.049957,27.552214,12.0925,39.006023,74.79641,80.486481,19.787992,47.735458,23.561861,42.204517,25.709549 -2013-03-22,402.536896,49.572872,25.73,,257.75,19.82391,2.54,65.218643,11.870879,23.705545,27.765617,12.65,39.285286,75.746513,79.521523,20.069921,48.059574,23.788174,42.579872,25.858265 -2013-03-25,402.204041,49.752098,25.129999,,256.019989,19.713633,2.51,65.719116,11.719655,23.655146,27.73513,12.6775,38.794689,75.517448,79.915375,20.439957,48.290817,23.603769,42.352921,25.547314 -2013-03-26,403.585083,49.490242,25.209999,,260.309998,19.611843,2.54,65.64888,11.606241,23.646742,28.00189,12.6625,38.409763,76.459106,81.19545,19.999441,49.728436,23.97258,42.457664,25.709549 -2013-03-27,398.736603,48.517902,26.09,,265.299988,19.594873,2.55,65.657654,11.558986,23.571142,27.910431,12.7425,38.243713,76.840851,80.821266,19.51487,49.966164,24.006104,41.698246,25.646461 -2013-03-28,394.528961,47.506943,25.58,,266.48999,19.611843,2.55,65.701553,11.511727,23.369537,27.963778,12.8,37.715382,76.442162,79.797211,19.51487,50.254055,24.190506,41.42765,25.664486 -2013-04-01,398.006348,46.031269,25.530001,,261.609985,19.577909,2.44,66.228371,11.483372,23.352737,28.390585,12.64,38.19088,77.002029,79.107941,19.100786,49.891876,24.173744,41.750622,25.628433 -2013-04-02,403.893066,46.12571,25.42,,263.320007,19.79846,2.39,66.746399,11.483372,23.461935,28.634485,12.905,38.175785,76.840851,77.886971,19.065544,50.203915,24.500643,42.143421,26.254837 -2013-04-03,400.495178,46.361816,26.25,,259.029999,19.510046,2.32,66.728821,11.162027,23.352737,28.413456,13.3125,37.383289,76.289452,75.316978,19.074358,49.522251,24.333004,41.150883,26.002476 -2013-04-04,394.966125,45.903553,27.07,,259.079987,19.577909,2.33,66.904434,11.284894,23.302334,28.893616,13.3075,38.107857,76.153709,75.336685,22.14035,49.612343,24.441973,41.713032,26.187237 -2013-04-05,388.994965,45.418461,27.389999,,255.479996,19.45067,2.29,67.071266,11.313251,23.117529,28.977463,13.26,37.300262,75.508972,77.90667,22.422279,49.929802,24.391682,42.081936,26.047537 -2013-04-08,384.921448,45.741501,26.85,,258.950012,19.611843,2.59,67.861473,11.540084,23.176331,29.016018,13.505,37.904072,75.161163,79.403358,22.871607,50.189972,24.441973,42.670437,26.191744 -2013-04-09,386.312408,45.824142,26.59,,261.140015,19.560949,2.63,68.590218,11.577887,23.125931,29.124001,13.5525,38.213524,75.305374,78.861778,22.677776,49.557865,24.400057,42.758266,25.871782 -2013-04-10,392.536926,46.758904,27.57,,264.769989,20.002047,2.61,67.931717,11.644045,23.831549,29.447943,13.7425,39.843807,75.22905,78.635307,21.867229,50.19561,25.079004,43.258938,26.047537 -2013-04-11,392.641235,46.612953,28.02,,269.850006,20.010519,2.52,68.300476,11.596789,24.965586,29.725613,14.0075,39.594738,75.687134,79.058701,21.241695,50.835232,25.682507,43.31163,26.399042 -2013-04-12,392.472351,46.126785,27.4,,272.869995,19.900248,2.48,68.97654,11.502276,24.881582,29.764175,14.25,39.428688,75.492004,77.699867,21.224075,50.060352,25.707657,43.048134,26.628872 -2013-04-15,388.438568,45.058937,26.52,,267.720001,19.348883,2.4,68.897545,11.322701,24.285166,29.270548,14.0975,36.756836,73.371223,72.855324,20.210892,49.0009,25.523249,42.099503,26.006977 -2013-04-16,394.121613,45.74472,26.92,,272.339996,19.594873,2.44,69.081909,11.606241,24.755579,29.262835,14.1925,36.817219,73.47303,73.771057,20.845232,49.927925,25.933968,42.591389,26.390032 -2013-04-17,388.751556,43.229103,26.629999,,267.399994,19.306469,2.4,68.932632,11.058064,24.58758,29.139431,14.205,35.511482,73.023407,70.67923,20.598543,49.381283,25.875294,41.098179,26.214275 -2013-04-18,380.480347,42.075397,25.690001,,259.420013,19.23012,2.51,67.747337,10.812327,24.343969,29.108582,13.9175,34.718983,73.481499,73.406761,20.237316,48.934208,25.640602,40.966427,26.011486 -2013-04-19,397.350616,41.91227,25.73,,260.320007,18.449722,2.47,68.739471,11.020256,24.486769,29.52508,14.1025,34.854839,74.1856,74.391418,20.484009,49.024376,26.034554,41.484657,26.317924 -2013-04-22,397.469849,42.78587,25.969999,,263.549988,18.110418,2.46,68.458511,11.076964,24.570774,29.872158,13.815,35.186935,74.728531,74.164932,20.862852,49.038467,25.925589,41.590057,26.426083 -2013-04-23,401.339661,43.586483,25.98,,268.899994,18.237658,2.53,69.441872,11.407761,25.074791,30.080406,13.8675,36.054909,75.754997,74.66713,21.259312,49.87344,26.051319,42.310303,26.764067 -2013-04-24,404.096741,43.514576,26.110001,,268.779999,18.627857,2.61,68.511185,11.634594,25.578804,28.56868,13.9925,36.485123,75.86528,74.036934,20.942146,49.96925,25.648981,42.793407,26.962357 -2013-04-25,401.935791,43.827953,26.139999,,274.700012,18.619373,2.68,69.055565,11.757462,25.797207,28.753782,14.1125,38.130501,74.711555,76.272118,21.268126,50.262287,25.363995,43.039349,27.264286 -2013-04-26,398.120605,44.774532,26.85,,254.809998,18.83992,2.64,69.397995,11.73856,25.620808,28.56868,13.94,38.749405,74.652184,72.865173,20.704264,50.280136,25.221493,42.933941,27.038969 -2013-04-29,406.883606,46.161125,26.98,,249.740005,18.890818,2.68,68.827263,11.700754,25.864414,28.769199,13.98,37.677643,74.830322,73.032562,21.32099,50.625774,25.506485,42.96907,27.300341 -2013-04-30,409.620819,47.519817,27.77,,253.809998,18.907785,2.82,68.239014,11.634594,25.906414,28.892618,14.27,38.749405,75.492004,72.392532,22.898039,51.933189,24.366531,43.048134,27.417511 -2013-05-01,407.564178,47.14526,27.43,,248.229996,18.789028,3.22,68.537529,11.473922,25.351999,28.969748,14.09,37.768215,74.236519,70.748161,22.818743,50.701851,24.224037,42.169773,27.102058 -2013-05-02,412.124542,47.813877,28.969999,,252.550003,18.933231,3.41,68.888741,11.521177,26.175222,28.969748,14.235,38.605999,75.186607,71.378365,23.135914,51.238163,24.534172,42.23127,27.210215 -2013-05-03,420.127472,48.29253,28.309999,,258.049988,19.145298,3.6,69.582375,11.568436,26.964849,28.800056,14.4275,38.832428,76.365776,73.288589,23.364985,51.991425,24.274328,41.783295,27.88168 -2013-05-06,427.991333,49.444092,27.57,,255.720001,19.15378,3.61,69.213608,12.17332,26.729637,28.607241,14.4125,39.307926,76.840851,73.022728,23.206394,51.44479,24.07316,42.319096,28.156576 -2013-05-07,425.845276,49.224079,26.889999,,257.730011,19.238602,3.54,69.213608,12.192222,26.586838,28.938898,14.465,39.579639,77.324409,74.243683,23.012573,51.77634,24.333004,43.162319,28.215555 -2013-05-08,433.99231,49.780014,27.120001,,258.679993,19.518532,3.83,69.116455,12.305638,26.948048,29.177998,14.5525,39.723045,77.79097,73.180267,22.475143,52.007393,24.28229,43.70689,28.315371 -2013-05-09,432.924255,51.386501,27.040001,,260.160004,19.323427,3.86,69.248932,12.201676,26.586838,28.792353,14.6625,39.994759,77.756805,74.79512,22.554434,51.834568,24.172417,43.074482,28.292686 -2013-05-10,437.270966,50.959003,26.68,,263.630005,19.425219,3.95,69.68174,12.305638,26.393631,28.815493,14.9625,42.89304,76.996567,75.011749,22.351797,52.139832,24.27384,43.0042,28.628422 -2013-05-13,435.929688,51.158127,26.82,,264.51001,19.382805,4.17,69.337265,12.267834,26.040821,28.537819,14.8575,42.168468,76.962402,74.135399,22.298933,52.206509,24.823212,43.627838,28.501385 -2013-05-14,440.683777,49.934139,27.07,,268.329987,19.518532,4.26,69.584579,12.608081,26.502834,28.715221,15.1525,43.119469,77.825134,74.79512,23.558807,53.506413,24.84857,44.11972,28.818975 -2013-05-15,454.985748,48.245518,26.6,,266.559998,19.713633,4.38,70.538513,12.702596,27.141254,28.946608,15.345,43.904419,77.93618,74.568649,23.25926,53.945965,24.983799,44.875103,29.06851 -2013-05-16,449.014587,48.890141,26.129999,,264.119995,19.739084,3.83,69.337265,12.626986,27.208456,28.830908,15.3475,43.428921,77.474907,73.711975,22.818743,53.549606,24.721792,44.769699,28.832586 -2013-05-17,451.652435,48.741634,26.25,,269.899994,19.900248,4.07,68.780785,12.693144,28.073685,28.877193,15.6275,43.413826,78.380356,75.326836,23.699776,54.92466,24.476685,45.937904,29.095732 -2013-05-20,451.329529,49.829506,25.76,,267.630005,19.993559,4.1,68.365662,12.768754,28.308893,28.707508,15.52,43.761013,79.029533,76.193336,23.620481,54.789417,24.256935,45.929123,28.959621 -2013-05-21,450.554565,49.461632,25.66,,268.859985,20.069902,4.02,68.356834,12.702596,28.056883,28.491541,16.075001,45.127132,79.2687,77.404488,22.589672,54.93124,24.324554,46.570313,29.150177 -2013-05-22,441.836273,49.65176,25.16,,262.959991,20.239555,3.96,68.038849,12.579728,27.914082,28.244734,15.89,44.05537,78.74765,76.075188,22.598484,54.166691,24.764046,47.106125,29.104805 -2013-05-23,438.542694,49.740639,25.059999,,261.799988,20.069902,4.01,67.420547,12.485214,27.59487,28.337288,15.7525,43.904419,78.405975,76.833359,23.16235,53.511101,24.603462,46.86018,28.818975 -2013-05-24,433.838287,50.079258,24.309999,,261.73999,19.959629,4.05,68.286163,12.51357,27.611668,28.344994,15.635,37.926716,78.183891,75.8881,22.933277,53.673592,24.5443,47.132465,28.746384 -2013-05-28,437.787628,49.661888,24.1,,267.290009,20.019009,4.05,68.294983,12.617534,28.5273,27.905359,15.8225,36.96817,78.909966,76.42968,23.549999,54.075596,24.518942,47.958126,29.154716 -2013-05-29,431.349487,50.056763,23.32,,265.529999,20.05294,3.98,67.332237,12.740401,28.602898,27.697115,15.685,37.911621,78.653687,75.622246,23.823122,53.819176,23.901958,48.019611,28.868879 -2013-05-30,432.566559,50.80262,24.549999,,266.829987,20.019009,4.04,66.802254,13.071198,29.098513,27.380882,15.685,36.500217,78.662239,75.051132,24.439842,54.115036,23.876596,48.854046,28.796289 -2013-05-31,432.795074,50.594505,24.35,,269.200012,19.781494,4.0,66.104462,12.910525,28.468489,26.98753,15.5,36.854954,77.278458,74.027077,24.272449,53.559948,23.014505,47.949348,28.646568 -2013-06-03,431.011688,50.705879,23.85,,266.880005,20.05294,3.96,66.855255,12.806561,28.913708,27.049227,15.4375,37.171955,78.124107,73.475662,24.105047,54.091549,23.454008,47.861507,28.791756 -2013-06-04,426.774231,50.547253,23.52,,265.700012,20.069902,4.01,67.076088,12.626986,29.367331,27.511993,15.385,36.258694,77.551796,73.249199,24.140293,53.369278,23.377941,47.466236,28.732773 -2013-06-05,427.072296,50.074749,22.9,,267.170013,19.781494,3.91,66.466621,12.381067,28.577703,27.195768,14.91,35.730362,76.578026,72.038063,23.867172,52.556839,23.225801,46.579109,28.283613 -2013-06-06,429.526337,49.32663,22.969999,,267.829987,19.832388,3.94,66.802254,12.485107,28.930513,27.619982,14.8625,35.549221,77.073456,73.081795,24.386984,53.062149,23.758276,46.99194,28.592129 -2013-06-07,437.022583,49.703495,23.290001,,276.869995,20.239555,3.91,67.420547,12.655359,29.426126,27.342325,14.955,35.896408,78.115555,74.992043,24.254007,53.18425,23.885056,47.668278,29.508596 -2013-06-10,442.233704,49.375011,24.33,,281.070007,20.171694,4.06,66.908264,12.579693,29.18252,27.758821,15.01,35.254864,77.833679,75.120056,24.856813,53.140106,23.978024,47.747318,29.994057 -2013-06-11,437.062317,49.229885,24.030001,,274.779999,20.002047,3.96,66.466621,12.409441,28.502098,27.581421,14.9,34.82465,77.269913,73.564285,24.723843,52.638557,24.020287,46.98315,29.681004 -2013-06-12,433.172638,48.621258,23.77,,271.670013,19.934183,3.9,66.104462,12.352692,28.098885,27.473442,14.76,34.017056,76.654892,72.401764,23.828503,52.407505,24.028732,46.710865,29.240913 -2013-06-13,435.666412,49.045383,23.73,,275.790009,20.086872,3.95,66.245811,12.494567,28.980913,27.997915,14.8475,35.632244,78.013062,73.682518,24.431305,53.885857,24.57811,47.580421,29.930542 -2013-06-14,434.692749,48.380501,23.629999,,273.98999,19.951143,3.94,66.130981,12.362148,28.804508,27.697115,14.795,35.111458,77.372421,72.283554,23.819637,53.645416,24.586559,46.666939,29.76268 -2013-06-17,440.261536,48.599888,24.02,,278.059998,20.163214,4.05,66.201622,12.494567,28.334097,27.581421,14.8675,35.352982,78.166817,76.224312,24.298332,54.305698,24.645725,47.299362,29.957762 -2013-06-18,447.400085,48.574013,24.209999,,281.76001,20.638233,4.09,66.890594,12.551319,28.569302,27.897646,15.015,35.519028,78.525581,78.283379,24.874542,54.889912,24.84857,47.527729,30.443216 -2013-06-19,447.429901,47.587383,24.309999,,278.160004,20.341347,4.07,65.768829,12.475651,28.27529,27.188059,14.92,35.058624,77.731171,78.066628,24.519955,55.073997,24.595015,47.035851,30.130169 -2013-06-20,439.511414,46.894386,23.9,,273.440002,19.879627,3.87,64.50573,12.191899,27.351265,26.493891,14.43,33.450985,76.065514,76.372086,23.571421,53.791946,24.206223,46.096008,29.590265 -2013-06-21,437.618713,46.518639,24.530001,,273.359985,19.973684,4.0,64.929703,12.002728,27.057249,26.586451,14.205,33.21701,76.432808,76.15535,23.730991,53.845474,24.054089,45.639271,29.3498 -2013-06-24,432.084717,45.285645,23.940001,,270.609985,19.606014,4.05,65.539177,11.633851,26.393631,26.578735,14.17,32.522629,75.578613,77.505043,23.332073,52.841423,23.420197,44.725777,29.041288 -2013-06-25,430.3013,45.295761,24.25,,272.089996,19.759924,4.15,65.689323,11.983811,26.729637,27.018379,14.375,32.681129,76.116753,78.500114,23.704391,53.027405,23.656855,45.744675,29.372488 -2013-06-26,434.002228,44.782761,24.16,,277.570007,19.879627,4.14,66.254623,12.068939,27.342861,27.249765,14.4375,32.86982,76.706146,78.155281,24.183092,53.536472,23.749823,46.113583,29.853415 -2013-06-27,435.701172,44.300152,24.66,,277.549988,19.939476,4.08,66.475456,12.305399,27.804874,27.481148,14.615,32.281105,76.911163,77.771065,24.679522,53.600338,23.817436,46.684513,29.803505 -2013-06-28,437.340515,44.60952,24.879999,,277.690002,19.828325,4.08,65.795326,12.163522,27.981277,27.303751,14.9275,31.760323,77.175957,76.175041,24.227413,53.959126,23.673754,46.368309,29.721834 -2013-07-01,441.071259,46.037144,24.809999,,282.100006,19.956583,4.1,65.883644,12.229732,28.560896,27.22662,15.02,31.707489,77.133232,75.948448,26.363827,54.777206,23.479361,46.104797,30.053041 -2013-07-02,438.30426,47.080013,24.41,,283.730011,19.58036,3.97,65.989639,12.201356,28.644905,27.40402,15.005,31.881084,77.423676,77.101135,25.433022,54.763115,23.411745,46.715282,30.302567 -2013-07-03,440.350952,47.339897,24.52,,284.029999,19.588913,4.06,66.033806,12.135147,28.678509,27.473442,15.19,31.881084,77.466377,76.32283,26.080153,55.056152,23.369484,46.688732,30.533957 -2013-07-05,443.858124,46.959633,24.370001,,285.880005,19.871075,4.07,66.43129,12.352692,29.123709,27.635412,15.305,31.798059,78.218063,76.470612,26.354963,56.465343,23.639952,47.768143,30.724518 -2013-07-08,449.620636,46.693024,24.709999,,290.589996,19.939476,4.0,67.756218,12.560775,29.098513,27.79163,15.395,31.782965,78.798912,77.75135,26.612038,55.92065,23.775177,48.396324,30.983133 -2013-07-09,449.69516,47.514259,25.48,,291.529999,20.195988,4.05,68.038849,12.797236,29.333714,27.807251,15.42,32.779247,79.729973,78.79567,26.354963,56.328701,23.961119,48.56443,30.910532 -2013-07-10,450.067749,47.332016,25.799999,,292.329987,20.127588,3.98,67.809196,12.645903,29.678135,27.643221,15.4525,33.745342,79.285797,77.918839,25.237997,56.074379,24.037186,48.511341,30.896925 -2013-07-11,457.146698,48.070007,25.809999,,299.660004,20.469604,4.45,68.56881,12.778319,30.358555,28.018147,15.0875,34.303864,79.670174,76.578987,26.044687,57.033768,24.316103,48.785622,31.459507 -2013-07-12,458.517792,47.982258,25.91,,307.549988,20.315701,4.32,68.56881,13.033698,30.57696,27.971283,15.2,33.171722,79.781227,76.15535,26.354963,56.8288,24.349911,48.635208,31.631912 -2013-07-15,459.35733,48.086895,26.280001,,306.570007,20.204538,4.4,68.038849,13.128283,30.660959,27.768194,15.215,33.2472,79.653107,76.480476,26.239716,56.545067,24.333002,48.56443,31.604694 -2013-07-16,456.83374,48.397388,26.32,,306.869995,20.033533,4.43,68.339165,13.166115,30.392157,28.025959,14.955,33.330223,79.695793,75.879486,25.831936,55.968086,24.240026,48.670593,31.541166 -2013-07-17,456.307159,48.40976,26.65,,308.690002,20.127588,4.38,68.188995,13.534992,30.54336,28.088444,15.085,32.990582,79.832466,74.579041,25.300053,56.305923,24.240026,48.900642,30.942286 -2013-07-18,452.397583,48.572884,26.18,,304.109985,20.204538,4.64,68.312653,13.960621,30.946575,27.916605,15.2775,32.884914,80.618324,76.352402,25.5394,56.644703,24.079443,49.873867,31.069334 -2013-07-19,445.403076,47.806759,25.879999,,305.230011,21.13653,4.03,68.966293,13.951162,30.753366,27.971283,15.3825,33.496273,81.293137,77.386833,25.68124,56.304024,24.586559,49.688068,31.209978 -2013-07-22,452.407532,47.959751,26.049999,,303.480011,21.256237,3.9,68.780785,14.111957,30.879374,27.79163,15.3675,33.677414,81.002716,76.825264,26.062422,57.183697,24.806309,50.041969,31.314323 -2013-07-23,448.979828,47.136261,26.129999,,301.059998,21.127985,3.66,69.381424,14.130872,30.753366,27.971283,15.475,32.311298,81.318764,75.55439,26.000368,56.747181,24.865471,50.139294,30.697296 -2013-07-24,448.532715,49.557259,26.51,,298.940002,21.051023,3.63,69.098785,13.913327,31.198584,27.651028,15.4575,31.790512,81.139381,74.923851,26.000368,56.081974,24.747149,50.103912,30.220911 -2013-07-25,440.981842,49.331131,34.360001,,303.399994,21.11088,3.7,68.904457,14.026831,31.148182,27.697891,17.344999,32.281105,81.122314,80.184776,26.532255,56.840176,24.67108,49.988888,30.92868 -2013-07-26,439.814423,49.611259,34.009998,,312.01001,21.076681,3.82,68.89563,13.932247,30.803768,27.807251,17.1325,32.741512,80.968544,79.268555,26.28404,56.76141,24.823212,49.590752,33.283379 -2013-07-29,438.284393,50.376263,35.43,,306.100006,20.939873,3.75,68.886787,13.73362,30.560169,28.025959,16.915001,33.239655,80.319359,78.214394,25.583725,56.654186,24.966894,49.272228,32.870506 -2013-07-30,442.581421,50.998383,37.630001,,302.410004,20.931324,3.82,68.798462,13.73362,30.660959,27.666653,16.9575,33.481174,80.131447,78.677444,26.009237,57.071716,25.076767,48.953724,32.634586 -2013-07-31,441.006683,50.909496,36.799999,,301.220001,20.837269,3.77,68.842628,13.809286,30.131748,27.549488,16.782499,34.568031,80.080193,77.928688,26.674089,57.943802,24.906353,49.307621,32.344227 -2013-08-01,449.188477,51.376381,37.490002,,305.570007,21.051023,3.81,69.089943,14.14033,30.635767,27.90098,17.375,35.096363,79.208916,79.31781,27.223703,61.338196,24.804106,50.024284,33.337811 -2013-08-02,450.355865,52.035625,38.049999,,304.209991,21.119432,3.8,69.55809,14.036289,31.03898,27.940037,17.282499,34.779366,78.542648,80.15522,27.746727,61.261326,25.025644,49.980042,33.678097 -2013-08-05,449.575928,52.812996,39.189999,,300.98999,20.965521,3.82,69.575729,13.998454,30.870977,27.861921,17.317499,33.737793,78.235123,80.568985,27.693539,60.965267,24.872272,49.634987,33.560135 -2013-08-06,445.388184,52.3405,38.549999,,300.75,20.785971,3.72,68.780785,13.84712,30.20735,27.713514,17.51,31.949013,78.132629,80.312851,27.826511,62.061302,25.000082,49.095287,33.217915 -2013-08-07,442.447296,52.310131,38.869999,,296.910004,20.811621,3.69,68.75415,13.743078,29.804136,27.799437,17.375,31.533894,78.021591,78.05677,26.984358,61.332512,24.931919,48.927174,32.939579 -2013-08-08,443.445801,54.359474,38.540001,,295.73999,20.803062,3.71,68.647514,13.818745,30.249346,27.565111,17.995001,31.639561,78.39743,78.746391,27.507383,61.286964,24.821148,48.511341,33.281792 -2013-08-09,442.328094,53.585949,38.5,,297.26001,20.734667,3.65,68.336479,13.667411,30.257759,27.182365,18.172501,31.209347,78.027596,78.322777,27.152792,60.539177,24.889315,48.237068,33.217915 -2013-08-12,439.893921,55.108223,38.220001,,296.690002,20.751766,3.65,68.496437,13.629578,30.224157,27.276098,18.4825,32.024487,77.313721,77.633133,27.356678,59.852135,24.872272,47.856621,33.277233 -2013-08-13,437.777679,57.727097,37.02,,293.970001,20.691914,3.69,68.300934,13.724163,30.10655,27.119879,18.5175,31.828251,76.892265,77.859726,27.356678,60.099815,24.940439,48.033573,33.144909 -2013-08-14,432.094635,58.780064,36.650002,,291.339996,20.580763,3.82,67.892166,13.809286,29.87974,27.158932,18.325001,31.496157,76.505241,77.16024,28.074726,59.781925,24.735939,47.909706,32.784435 -2013-08-15,427.052429,58.710487,36.560001,,286.470001,20.520908,3.69,66.123764,13.544452,29.022915,26.830866,17.65,31.496157,75.82579,76.923782,27.312357,58.715302,24.539957,47.148808,32.277954 -2013-08-16,425.68631,59.231678,37.080002,,284.820007,20.478153,3.66,65.857147,13.639037,28.88011,26.698086,17.2325,31.081038,75.610748,76.510025,26.922306,58.665005,24.173563,47.148808,32.264275 -2013-08-19,430.028076,59.869579,37.810001,,285.570007,20.392649,3.6,65.386185,13.383657,28.972509,26.393457,17.6675,30.280993,74.759224,74.549492,27.241434,58.824425,24.250252,45.857056,32.072624 -2013-08-20,429.913818,59.083099,38.41,,287.089996,20.281492,3.63,65.075172,13.516075,29.224525,26.455946,17.877501,31.39049,74.681831,75.485428,30.849401,59.063568,24.309898,46.113644,32.241463 -2013-08-21,431.856201,59.235214,38.32,,284.570007,20.187441,3.61,65.359535,13.563368,29.006115,26.151314,18.112499,32.658485,74.329216,74.825333,29.918591,58.769394,24.062792,45.680122,32.264275 -2013-08-22,434.032043,59.305954,38.549999,,289.730011,20.332798,3.63,65.279549,13.780911,29.392527,26.416885,18.049999,29.979088,74.81086,76.135651,31.203991,58.937359,23.994627,46.193275,32.807255 -2013-08-23,432.293335,59.077213,40.549999,,290.01001,20.332798,3.65,65.26178,13.780911,29.451328,26.784006,18.290001,29.888515,75.275307,75.918892,31.09762,59.41468,24.148001,46.290596,32.839191 -2013-08-26,430.395691,59.307129,41.34,,286.209991,20.187441,3.58,64.89743,13.705244,29.333714,26.416885,18.465,29.692278,74.905457,76.09623,31.744743,58.377476,23.875334,45.830524,32.798122 -2013-08-27,422.328156,57.611534,39.639999,,280.929993,19.819777,3.39,64.746376,13.345825,28.300488,26.315342,18.0175,30.628181,74.673241,75.022377,31.044426,57.688541,23.858294,44.768814,32.013313 -2013-08-28,421.533325,57.883915,40.549999,,281.579987,19.836876,3.42,64.319832,13.355283,28.493698,26.229429,18.0875,30.847061,76.410637,75.583931,31.744743,57.943802,24.03723,44.751114,32.378349 -2013-08-29,424.951111,57.978252,41.279999,,283.980011,19.759924,3.38,64.364243,13.402575,28.93891,26.284105,18.33,31.367847,75.060272,74.450958,32.223434,58.129803,23.943501,44.857285,32.478729 -2013-08-30,420.713654,57.449997,41.290001,,280.980011,19.785566,3.27,64.853012,13.355283,28.628099,26.424702,18.16,33.390606,74.965668,73.869705,31.913162,57.513931,24.03723,44.706882,32.177574 -2013-09-03,427.410095,57.610352,41.869999,,288.799988,19.717169,3.27,64.586418,13.478243,28.678509,26.026337,18.532499,33.84346,74.957062,75.406593,32.790783,59.162258,23.866816,45.237732,32.670376 -2013-09-04,432.998749,58.80246,41.779999,,293.640015,19.811224,3.31,64.790802,13.553965,30.114944,26.354397,18.6975,34.062344,75.48175,75.219398,32.923752,59.157509,24.173563,45.892448,32.916767 -2013-09-05,436.938141,58.3992,42.66,,294.100006,19.802673,3.41,64.577522,13.601287,30.518167,26.041956,19.2225,36.198315,75.129074,75.327797,33.234028,59.688919,24.088356,46.104794,32.875694 -2013-09-06,436.948059,58.74704,43.950001,,295.859985,19.802673,3.57,64.506424,13.591823,30.366964,26.096634,19.299999,35.511482,75.04306,75.367195,32.966862,60.412025,24.09688,46.502941,32.656681 -2013-09-09,441.155701,59.684471,44.040001,,299.709991,19.999331,3.69,65.323982,13.705403,30.644161,26.26848,19.827499,40.055141,75.722565,77.229195,33.091545,60.770729,24.113916,46.76836,33.053654 -2013-09-10,441.463715,58.324917,43.599998,,300.359985,20.40975,3.87,65.723885,13.828449,31.080978,26.534052,20.014999,42.749634,75.53334,77.219345,33.76833,61.824059,24.241735,47.48502,33.865845 -2013-09-11,445.199402,55.14949,45.040001,,299.640015,20.597855,3.82,65.803848,13.866309,30.534962,26.534052,20.2925,42.115635,76.410637,78.509972,33.750519,62.484543,24.429188,47.122265,34.399712 -2013-09-12,443.644531,55.736706,44.75,,298.859985,20.392649,3.75,65.679436,13.705403,30.551764,26.854307,20.147499,44.402561,75.670952,77.859398,33.510086,63.344273,24.122437,46.219826,34.527466 -2013-09-13,441.662415,54.818153,44.310001,,297.920013,20.332798,3.83,66.079323,13.714869,30.291351,26.80744,19.625,45.602631,76.032188,77.51442,34.088917,63.238937,24.292856,46.52948,34.481838 -2013-09-16,441.011658,53.075386,42.509998,,296.059998,20.640608,3.82,66.452553,13.752729,30.425762,27.002718,18.860001,46.304558,76.26442,77.494698,34.124531,63.6745,24.463272,47.016102,34.331268 -2013-09-17,440.191986,53.688541,45.07,,304.170013,20.905674,3.85,66.781357,13.77166,30.837372,27.143318,19.205,46.817795,76.496643,77.997398,34.685562,64.449806,24.403625,46.971863,34.696293 -2013-09-18,448.741364,54.79221,45.23,,312.029999,21.256237,3.93,67.90992,13.9231,31.568195,27.299536,19.49,44.998821,77.047104,78.549377,34.774609,65.253563,24.744455,47.254986,35.28492 -2013-09-19,446.292297,55.690716,45.98,,312.059998,21.075291,3.95,67.723328,13.828449,31.274189,27.190182,19.41,43.859135,76.78907,77.701683,34.819138,65.133041,24.574041,46.671043,34.837746 -2013-09-20,448.637054,55.114117,47.490002,,316.339996,20.687563,3.83,67.38562,13.667545,30.938175,26.799635,19.469999,44.130848,76.255806,77.553833,34.10672,65.073265,24.684814,46.715282,34.732796 -2013-09-23,440.385712,57.85326,47.189999,,311.48999,20.920206,3.79,67.90992,13.383592,31.190186,26.729334,19.295,43.655346,75.473145,77.070847,34.632126,64.812317,24.539957,45.529705,34.386013 -2013-09-24,440.554626,57.671673,48.450001,,314.130005,20.954666,3.8,67.314552,13.336267,31.45059,26.627781,19.397499,43.685539,75.137695,76.371017,34.10672,65.038155,24.463272,44.521076,34.929012 -2013-09-25,435.78067,56.77906,49.459999,,312.649994,20.877127,3.91,66.337036,13.383592,31.232187,26.596542,19.452499,45.074299,74.948456,74.675644,33.839569,63.76371,24.275812,45.742054,34.833183 -2013-09-26,436.24762,57.332073,50.389999,,318.119995,20.89436,3.89,66.310371,13.326798,31.03898,26.737141,19.7775,45.572441,74.888275,76.972267,34.311546,64.29892,24.30138,45.910149,35.216465 -2013-09-27,435.363373,56.922916,51.240002,,316.01001,20.722029,3.86,66.079323,13.15643,30.551764,26.541862,19.997499,44.568607,74.742035,76.203423,33.821758,64.704124,24.608124,46.219826,35.28492 -2013-09-30,435.124939,56.215424,50.23,,312.640015,20.584171,3.81,65.723885,13.061779,30.215752,26.416885,19.862499,44.900703,74.002373,74.80378,33.394318,63.843437,24.480312,45.733204,35.120644 -2013-10-01,440.634094,57.537251,50.419998,,320.950012,20.825426,3.86,65.395073,13.15643,30.165346,26.604349,20.672501,48.123531,73.967949,74.862915,33.795048,64.31884,24.616644,45.972088,35.20734 -2013-10-02,441.125916,57.72591,50.279999,,320.51001,20.963282,3.9,65.51059,13.307872,30.190552,26.51062,20.6,48.727337,74.036781,74.62635,33.536797,64.178391,24.718895,46.426636,35.221035 -2013-10-03,435.214355,57.00074,49.18,,314.76001,20.76511,3.9,65.012939,13.251081,29.644535,26.276285,20.219999,48.297127,73.53791,74.143364,33.563503,63.490421,24.514399,46.292946,35.075016 -2013-10-04,433.356445,56.955944,51.040001,,319.040009,20.722029,3.91,64.693054,13.298405,29.988943,26.362213,20.2775,48.38015,74.243195,75.464195,33.973148,63.895615,24.710377,46.943569,35.31686 -2013-10-07,430.072784,57.512489,50.52,,310.029999,20.627254,3.86,63.866615,13.071244,29.552135,26.557489,19.8475,48.516006,73.88195,74.4785,32.957962,63.774979,24.386585,46.194904,35.070457 -2013-10-08,424.076782,56.709492,47.139999,,303.230011,20.394615,3.72,64.781914,12.957663,28.737305,26.209192,19.0875,47.58765,73.546516,72.77327,31.764671,62.606861,24.062792,45.339272,34.463589 -2013-10-09,425.164703,57.375713,46.77,,298.230011,20.308453,3.65,64.870773,13.099642,28.695309,26.715803,19.385,44.961082,73.245476,73.926506,32.290081,62.928555,24.105396,45.232319,34.340389 -2013-10-10,431.314728,57.735344,49.049999,,305.170013,20.89436,3.79,66.461426,13.468777,29.274927,27.032431,19.75,41.715614,74.002373,76.863869,34.73008,64.973755,24.514399,46.809879,35.189095 -2013-10-11,433.177612,58.109135,49.110001,,310.890015,21.0236,3.83,66.488098,13.430917,29.694935,27.072014,19.592501,41.428802,74.785042,77.770691,34.961617,65.508972,24.471792,46.800964,35.508492 -2013-10-14,435.224274,58.489994,49.509998,,310.700012,21.006363,3.97,66.363686,13.582358,29.678135,26.85037,19.815001,41.323139,75.344116,78.194534,35.273304,65.980057,25.008602,46.979221,35.63625 -2013-10-15,438.155212,58.801285,49.5,,306.399994,20.842661,4.02,66.088219,13.478242,29.14892,26.684137,20.139999,40.711781,74.647438,77.790398,36.172722,65.720581,24.846706,46.622715,35.00201 -2013-10-16,446.113464,59.087814,51.139999,,310.48999,20.989134,4.09,67.181236,13.781123,29.51013,27.072014,20.555,40.892925,75.094673,79.949059,37.045425,66.59285,25.392042,48.128979,35.608883 -2013-10-17,441.523315,59.487545,52.209999,,310.769989,21.264849,4.09,67.341202,13.875774,29.955349,27.26199,20.530001,41.134449,75.240906,77.415848,38.131847,67.467964,25.783998,48.316143,35.928272 -2013-10-18,502.437134,60.005184,54.220001,,328.929993,22.014469,3.53,67.278999,13.847381,30.148548,27.396561,21.3225,42.560944,75.301109,76.725861,38.26543,68.478127,25.997017,48.396351,36.188358 -2013-10-21,498.408325,61.475567,53.849998,,326.440002,22.522825,3.37,66.781357,13.743264,29.820942,27.879421,20.995001,42.387352,75.025879,75.769753,38.122948,68.731865,25.90329,48.369617,36.256805 -2013-10-22,500.246368,61.29987,52.68,,332.540009,22.419428,3.18,67.821068,13.743264,29.745338,27.887339,20.807501,42.379803,75.670952,74.025085,38.363392,68.812279,26.141872,47.790287,36.913864 -2013-10-23,512.372498,61.900055,51.900002,,326.76001,22.143709,3.14,67.447838,13.449847,29.442924,27.926916,20.995001,42.002422,75.352707,73.098541,37.891407,68.074059,26.073706,47.014881,36.526012 -2013-10-24,509.461456,62.71957,52.450001,,332.209991,22.350496,3.23,67.90992,13.411987,29.930141,27.412394,19.995001,42.13073,76.049393,72.152267,38.060612,69.387756,26.082228,46.774239,36.069725 -2013-10-25,504.319885,62.017982,51.950001,,363.390015,22.298798,3.34,67.607788,13.497174,29.896545,27.855675,20.045,42.183563,75.662354,73.660393,38.087334,69.300598,26.082228,47.032703,36.484955 -2013-10-28,504.22052,62.480202,50.23,,358.160004,22.479744,3.32,68.549751,13.468777,30.072947,28.156473,20.25,41.934494,75.885971,72.556419,38.17638,69.890419,26.192997,46.952488,35.914585 -2013-10-29,514.771912,60.923729,49.400002,,362.700012,22.583136,3.33,68.478653,13.393056,30.291351,28.710573,20.2675,46.863079,76.488052,73.571655,38.220905,70.129768,26.627563,46.997059,36.329815 -2013-10-30,511.880707,61.892994,49.009998,,361.079987,22.720997,3.3,68.345375,13.411987,31.274189,28.702665,20.365,44.281799,76.384834,76.292168,38.05172,69.482521,26.354893,46.881187,36.88192 -2013-10-31,511.960205,61.633568,50.209999,,364.029999,22.522825,3.34,68.203178,13.222687,31.03898,28.65518,20.2875,43.836491,77.081505,74.62635,38.114033,68.661011,26.150393,45.936428,36.982311 -2013-11-01,510.20163,61.318752,49.75,,359.0,22.867474,3.31,68.487541,13.27001,31.408587,28.686834,20.065001,43.904419,77.253532,74.301079,38.229805,70.61235,26.559393,46.800964,36.672035 -2013-11-04,509.739624,62.111134,48.220001,,358.73999,22.772694,3.32,68.718597,13.28894,31.475796,28.853065,20.0975,45.934723,79.214539,75.493752,38.541485,69.742943,26.636082,46.382069,36.672035 -2013-11-05,507.459473,61.957836,50.110001,,358.890015,22.764076,3.33,68.798561,13.184824,31.156584,28.124807,20.047501,45.466774,79.119911,73.857529,39.236088,70.507019,26.619038,46.301853,37.411221 -2013-11-06,508.070496,64.025131,49.119999,,356.179993,23.17765,3.32,69.456169,13.213221,30.736572,28.35437,19.815001,43.625156,80.177841,73.256241,37.143379,70.266693,26.593277,46.435539,37.01881 -2013-11-07,500.718323,62.989044,47.560001,,343.559998,22.919167,3.28,68.87854,13.061779,30.173746,27.792347,19.0875,42.553398,79.632301,72.871826,36.413158,69.065063,26.541759,46.034473,36.078854 -2013-11-08,504.732208,63.980896,47.529999,,350.309998,23.306898,3.27,69.278435,13.553965,30.795366,27.839842,19.735001,42.810017,80.299072,74.695351,37.766735,70.324135,26.893816,48.093327,37.050751 -2013-11-11,502.029785,63.795311,46.200001,,354.380005,23.272436,3.34,70.211517,13.62968,30.812168,27.729021,20.07,45.270535,80.498238,73.778656,39.476536,70.964699,26.825121,48.218105,36.954933 -2013-11-12,502.620941,63.913284,46.610001,,349.529999,23.306898,3.44,69.944931,13.553965,30.795366,27.839842,20.0175,46.568722,80.247108,73.551949,38.97784,70.631508,26.945339,48.102242,37.019226 -2013-11-13,512.899109,63.98951,48.709999,,356.220001,23.393064,3.54,70.11377,13.856845,32.290623,27.760683,20.66,48.221649,80.177834,73.7491,39.173752,70.420853,27.366089,48.25375,37.40958 -2013-11-14,514.270142,64.915001,48.990002,,367.399994,23.255201,3.52,70.273712,14.008286,32.341022,27.831928,20.8825,48.063148,80.723373,73.029533,38.586014,71.191635,27.47772,48.485481,37.262619 -2013-11-15,513.440552,64.525375,49.009998,,369.170013,23.43614,3.5,70.398125,14.121867,32.567829,28.045652,20.887501,48.59903,82.498573,73.581512,38.906597,72.027534,27.649454,48.904381,37.285583 -2013-11-18,512.442078,63.743679,45.830002,,366.179993,23.453375,3.47,70.398125,14.121867,32.399822,28.180225,20.377501,47.557461,82.654434,72.743698,38.790836,72.24678,27.486303,49.679794,36.987087 -2013-11-19,509.287567,63.85675,46.360001,,364.940002,23.289671,3.42,70.424774,14.386889,31.929401,28.275219,19.995001,46.500793,82.628464,74.468651,34.534168,71.519096,27.18577,50.045223,36.702347 -2013-11-20,507.851898,63.297546,46.43,,362.570007,23.229357,3.42,70.11377,14.330099,31.660593,28.021908,19.7775,46.568722,81.987656,76.440002,34.47184,71.421425,27.409025,50.00066,36.596722 -2013-11-21,513.693909,64.052185,46.700001,,368.920013,23.186272,3.37,70.078201,14.756024,32.021809,27.942745,20.1675,45.232796,81.996315,77.967827,34.792427,71.523895,27.451958,50.998886,37.441727 -2013-11-22,512.610962,63.887493,46.23,,372.309998,23.332745,3.34,70.922432,14.803349,31.610203,28.037735,20.120001,46.297009,82.273422,77.691841,35.05957,72.237213,27.580759,51.212788,37.359066 -2013-11-25,519.585571,64.371765,44.82,,376.640015,23.031179,3.39,71.473389,14.964257,31.542994,27.998159,20.077499,49.663242,82.342712,78.312836,35.380154,72.432549,27.597933,51.382141,37.065151 -2013-11-26,525.785278,65.559044,45.889999,,381.369995,23.074261,3.45,71.695534,15.030512,31.643793,27.926916,20.280001,48.719791,81.632614,77.356712,35.282215,72.485191,27.383263,50.954315,37.432533 -2013-11-27,528.120117,67.102768,46.490002,,386.709991,23.11734,3.56,71.917709,14.983186,32.635021,28.029825,20.4825,48.063148,81.225632,77.080704,35.273304,72.806908,27.374674,51.230618,37.483055 -2013-11-29,526.37146,68.34536,47.009998,,393.619995,22.970865,3.64,71.9888,14.973719,32.534229,27.87151,20.174999,47.949936,80.948524,76.538574,36.11039,72.846176,27.245874,50.998886,37.40958 -2013-12-02,523.832947,67.750488,47.060001,,392.299988,22.970865,3.66,72.077652,14.888536,32.853436,27.546963,20.2925,45.436584,80.983147,75.690895,36.582355,72.397095,27.331745,50.784981,37.23048 -2013-12-03,523.226929,69.605171,46.73,,384.660004,22.884705,3.62,72.166512,14.708699,32.038605,27.499468,20.2775,41.926945,81.736542,75.345901,37.401634,72.20369,26.807945,50.678024,36.991669 -2013-12-04,525.671021,69.442917,48.619999,,385.959991,22.953632,3.57,71.701744,14.803411,32.517426,27.388645,20.122499,38.432404,81.978996,75.503586,38.114033,71.63591,26.850882,50.972149,36.509468 -2013-12-05,525.253723,69.799377,48.34,,384.48999,22.789927,3.64,71.00457,14.613987,32.836636,27.111589,20.4925,37.722931,81.511383,78.263535,37.045425,71.954742,26.833708,49.751091,36.610508 -2013-12-06,531.478271,68.830841,47.939999,,386.950012,23.212122,3.66,71.451469,14.737113,33.743866,27.333229,20.522499,36.296432,82.827637,77.928391,36.705647,72.622108,27.082727,49.965004,36.711536 -2013-12-09,535.586548,69.618683,48.84,,384.890015,23.427528,3.63,71.460403,14.756055,34.35709,27.459885,20.540001,36.01717,82.992149,80.905197,36.982834,72.659454,27.117071,50.36607,36.615105 -2013-12-10,538.825439,69.510536,50.25,,387.779999,23.384445,3.72,70.682777,14.737113,33.937065,27.230335,20.7675,35.368076,82.879593,80.313759,37.143787,73.114258,26.91099,50.535423,35.535881 -2013-12-11,535.164246,68.995529,49.380001,,382.190002,22.901937,3.68,70.691711,14.443507,33.735455,26.874117,21.1175,34.952961,81.623978,78.874664,36.22279,75.695641,26.318495,49.973911,35.085831 -2013-12-12,531.522949,68.894753,51.830002,,381.25,22.867474,3.69,70.164368,14.443507,33.643059,26.82662,21.045,35.179386,82.5765,79.170509,35.97242,74.926765,25.975031,50.187828,35.12257 -2013-12-13,526.96759,68.143784,53.32,,384.23999,23.125956,3.69,69.788971,14.377209,33.634663,26.79496,20.922501,34.235935,82.533195,78.588669,36.22279,75.446671,25.975031,50.063046,35.062874 -2013-12-16,533.023193,68.521141,53.810001,,388.970001,23.246586,3.59,69.485085,14.434036,34.810692,27.032431,21.1425,33.284939,84.187157,79.062027,37.313679,76.287338,25.975031,50.285866,35.113384 -2013-12-17,531.473267,68.212624,54.860001,,387.649994,23.289671,3.65,69.047112,14.377209,34.886295,26.79496,21.155001,33.549103,83.780159,78.6577,36.857647,76.40226,25.880577,49.66198,34.943474 -2013-12-18,538.870178,67.693947,55.57,,395.959991,23.617086,3.65,69.663841,14.86024,34.667889,27.214504,21.5825,33.171722,86.196152,79.998901,37.519341,76.795769,26.421545,51.016716,35.67366 -2013-12-19,539.600403,66.918411,55.049999,,395.190002,23.73,3.65,69.038177,14.917065,33.853073,27.269911,21.512501,34.334057,86.100899,80.649788,36.973892,77.113663,26.370022,51.007797,35.43026 -2013-12-20,546.753906,67.478859,55.119999,,402.200012,23.764748,3.69,69.208,14.774997,34.43269,27.151169,21.51,34.673698,85.451431,81.310516,35.462746,78.231026,25.975031,51.426701,35.664471 -2013-12-23,553.947083,70.068535,57.77,,402.920013,23.79949,3.75,69.601265,14.86024,34.684696,27.459885,21.4825,34.447269,85.304237,81.931824,36.312206,78.044327,26.0609,51.907986,35.967564 -2013-12-24,552.327637,69.77108,57.959999,,399.200012,23.981892,3.77,69.72641,14.869709,34.340282,27.665697,21.5625,35.096363,85.919044,82.276978,35.963486,77.862411,26.009378,51.916901,36.082378 -2013-12-26,555.119507,69.307716,57.73,,404.390015,24.172981,3.8,70.066055,14.822353,34.877895,27.831928,21.6175,35.436005,87.37384,82.424911,36.696693,78.695419,26.232634,51.872345,36.224743 -2013-12-27,555.586426,68.839447,55.439999,,398.079987,24.172981,3.78,70.137573,14.841296,34.390678,27.847761,21.495001,34.839745,87.902061,82.405197,35.918777,79.267029,26.309916,51.818867,36.082378 -2013-12-30,551.145325,68.154846,53.709999,,393.369995,24.225101,3.85,70.280571,14.71817,34.180676,27.863596,21.737499,36.002075,86.862923,82.474228,35.775703,79.786949,26.352846,51.649517,36.073189 -2013-12-31,556.734009,68.953743,54.650002,,398.790009,24.346701,3.87,70.334198,14.746585,34.331879,27.831928,21.825001,37.013454,87.633614,83.144821,35.659462,79.993752,26.301329,52.121895,35.999718 -2014-01-02,552.963501,67.984016,54.709999,,397.970001,23.886345,3.95,70.530853,15.248556,34.39909,27.665697,21.745001,35.534126,86.377991,80.610329,36.213848,79.867363,26.155352,52.220573,35.439445 -2014-01-03,548.929749,66.490685,54.560001,,396.440002,23.868975,4.0,70.298462,15.542161,33.239849,27.546963,21.747499,34.817101,86.170174,79.417061,36.37479,79.548523,26.206875,52.624275,35.338409 -2014-01-06,555.049927,66.853249,57.200001,,393.630005,23.677885,4.13,69.905159,15.77894,33.937065,27.673613,21.6525,33.798176,86.300056,79.929893,35.239208,79.154053,26.232634,52.929283,34.980206 -2014-01-07,565.750366,66.375145,57.919998,,398.029999,23.703943,4.18,70.11969,15.627398,33.76907,27.665697,21.695,33.081154,87.521049,81.290817,34.318207,81.230682,26.395782,52.319256,35.457813 -2014-01-08,566.927673,66.795509,58.23,,401.920013,23.634459,4.18,69.565521,15.70317,33.953865,27.465168,21.725,33.186821,87.235291,81.379547,33.835361,81.206444,26.576107,52.812668,35.834385 -2014-01-09,561.468201,65.942513,57.220001,,401.01001,23.643141,4.09,69.797913,15.939947,34.012672,26.903667,21.9725,32.130154,86.386673,80.107399,33.558163,81.862419,26.558928,52.713985,35.636921 -2014-01-10,561.438354,65.50251,57.939999,,397.660004,23.417307,4.17,69.753242,15.883121,33.626255,26.967834,22.1875,27.707258,87.044769,80.580742,33.808533,81.004593,26.352846,52.471764,35.669056 -2014-01-13,557.861633,65.845413,55.91,,390.980011,23.217531,4.13,69.261612,15.561103,33.248249,26.711153,21.2325,26.763807,85.338875,78.568947,32.95908,78.601898,26.224047,51.76305,34.498001 -2014-01-14,570.986267,67.155609,57.740002,,397.540009,23.425991,4.3,69.681725,15.883121,33.617855,26.855536,21.272499,26.914761,85.832458,81.034393,33.128963,79.738213,26.619038,51.798939,34.654156 -2014-01-15,570.598816,68.503906,57.599998,,395.869995,23.747374,4.47,69.413589,16.243025,33.080254,27.104204,21.2575,27.699711,85.538025,82.562981,33.593929,79.899307,26.773598,53.368877,34.989391 -2014-01-16,574.374268,68.121674,57.189999,,395.799988,23.625769,4.38,68.609146,16.176731,32.761044,27.240562,20.605,28.960161,85.67659,82.809494,23.990561,80.10601,26.765013,52.920326,34.576073 -2014-01-17,571.547607,66.452576,56.299999,,399.609985,23.08724,4.18,68.099655,16.110424,32.425022,27.032011,20.497499,28.363899,85.867104,81.497902,21.844555,79.418968,26.696323,52.130859,34.396969 -2014-01-21,578.090088,67.485001,58.509998,,407.049988,22.835348,4.17,67.786835,16.110424,32.206619,26.927725,21.195,28.567686,85.29557,83.756248,21.880316,79.424782,26.816536,52.184685,33.822922 -2014-01-22,578.745789,67.784882,57.509998,,404.540009,22.57477,3.67,67.348862,16.243025,32.593025,26.743242,20.997499,28.371447,84.758675,86.211845,23.257338,80.833824,26.850882,51.664371,33.799969 -2014-01-23,576.301697,68.358871,56.630001,,399.869995,22.427107,3.62,67.000275,15.968357,32.273808,27.112223,20.975,28.197853,83.970665,85.482071,23.310986,79.921631,26.627628,50.659611,33.703518 -2014-01-24,558.283875,67.116272,54.450001,,387.600006,21.671434,3.47,66.517616,15.580045,30.938175,26.807413,20.872499,28.794113,82.134872,84.959396,22.372112,76.1856,25.837641,49.4216,34.433708 -2014-01-27,547.056946,67.660751,53.549999,,386.279999,21.775663,3.41,66.276276,15.447448,30.879374,26.879599,20.7325,28.975256,82.195473,83.095528,21.996561,73.798454,25.468414,49.4216,34.08009 -2014-01-28,557.876526,62.252819,55.139999,,394.429993,22.11441,3.54,66.741081,15.845235,30.92137,27.032011,21.445,28.990351,82.827637,85.324272,22.103861,76.496147,26.121006,50.00473,33.933136 -2014-01-29,549.883545,61.546089,53.529999,,384.200012,21.966753,3.48,66.23159,15.797884,30.534962,26.719175,21.305,27.443092,82.360008,84.081688,21.433237,75.399597,25.854816,49.816334,32.863121 -2014-01-30,564.02655,61.426872,61.080002,,403.01001,22.14916,3.48,66.812592,16.034657,30.946575,26.751261,26.190001,27.548759,81.39016,84.278923,20.315523,77.398598,26.464476,50.237972,33.023853 -2014-01-31,586.669312,61.527653,62.57,,358.690002,21.827778,3.43,66.75,15.864179,30.308153,26.727198,27.0275,27.45064,79.805481,84.99884,21.04874,73.439415,26.103828,49.663826,32.661053 -2014-02-03,563.052856,61.641956,61.48,,346.149994,21.150274,3.33,64.944511,15.485335,29.610929,25.628271,26.41,26.590212,77.978348,83.815414,20.628487,71.721817,26.27557,48.72187,31.673687 -2014-02-04,565.402588,62.534294,62.75,,347.950012,21.34136,3.37,65.00708,15.485335,30.089752,26.029335,26.1625,25.65431,77.95237,86.43866,20.369175,70.955193,26.996861,49.296013,32.691692 -2014-02-05,567.906311,63.00132,62.189999,,346.450012,21.297939,3.31,65.132202,15.532688,29.602528,25.732544,26.217501,25.926023,77.571327,84.939667,20.673193,70.683464,26.537962,49.529255,32.617645 -2014-02-06,576.232178,65.729195,62.16,,354.589996,21.671434,3.41,65.087517,15.807348,29.594135,25.668377,26.5425,27.035521,78.312614,82.829239,21.200748,72.682495,26.702471,50.668591,33.482952 -2014-02-07,584.91571,66.64875,64.32,,361.079987,21.879898,3.47,65.918755,15.930477,30.333357,25.909016,27.295,26.793999,78.992836,82.86869,21.951849,74.050743,27.031488,50.794178,34.260342 -2014-02-10,582.675232,67.842743,63.549999,,360.869995,21.758289,3.63,65.927719,15.835769,29.316923,26.021317,27.057501,26.960045,78.068428,83.223717,22.568832,74.089546,27.247948,50.901836,34.612011 -2014-02-11,591.244507,68.736633,64.849998,,361.790009,22.088358,3.7,66.857277,15.987307,29.610929,26.430408,27.0625,29.224327,79.219559,83.716797,22.729776,73.934303,27.602943,51.520836,34.47319 -2014-02-12,589.510803,68.731514,64.449997,,349.25,22.053616,3.69,67.000275,15.864179,29.871347,26.422386,26.99,30.484777,79.428864,83.361778,22.255867,73.72081,27.369167,51.601574,34.200176 -2014-02-13,596.07312,69.822906,67.330002,,357.200012,22.097048,3.7,67.357796,15.864179,29.568926,26.863562,27.145,32.771702,79.734093,83.046204,22.068096,74.264229,27.447094,52.059097,34.561104 -2014-02-14,597.513733,69.76651,67.089996,,357.350006,22.35762,3.69,67.742149,15.816827,30.198948,26.590836,26.5,31.277275,82.071266,84.308502,22.157513,75.098755,27.654894,52.166759,34.718433 -2014-02-18,601.527649,70.022995,67.300003,,353.649994,22.279444,3.7,67.330994,15.598988,30.50136,26.32613,26.865,31.07349,82.036392,85.600403,22.345289,75.195808,27.602943,52.471764,34.227943 -2014-02-19,597.285217,68.917488,68.059998,,347.380005,22.0623,3.72,66.901955,15.343267,30.266155,26.350193,26.7575,30.930086,81.931709,86.369621,22.246925,74.380669,27.256609,51.368313,33.92717 -2014-02-20,598.16449,68.119759,69.629997,,349.799988,22.009727,3.69,65.713188,15.437977,30.669361,26.614899,26.797501,31.058395,83.170097,86.310463,22.211157,73.614067,27.317215,51.655403,34.0336 -2014-02-21,598.005554,67.363091,68.589996,,346.76001,21.852018,3.69,65.355659,15.428508,30.82057,26.310087,28.17,30.892347,82.873581,84.486008,22.032328,73.458809,27.239292,51.682316,33.575497 -2014-02-24,602.337402,67.658081,70.779999,,351.779999,22.158678,3.71,65.561241,15.655817,30.702972,26.045385,28.807501,28.718637,84.103203,86.32032,22.506235,73.711113,27.698187,52.059097,33.575497 -2014-02-25,606.058167,66.953979,69.849998,,358.320007,22.141159,3.69,65.561241,15.475863,30.324957,25.804735,29.174999,29.428112,83.98983,85.699013,22.631422,74.468002,27.611603,51.161987,32.64542 -2014-02-26,606.142639,66.349915,69.260002,,359.799988,22.167437,3.7,66.839386,15.466393,30.938175,25.668377,29.025,30.492325,83.536346,83.766106,23.087444,75.069672,27.698187,50.910797,33.214573 -2014-02-27,605.66571,67.673462,68.940002,,360.130005,22.342678,3.71,66.642746,15.61793,30.88777,25.852865,29.0875,32.46225,83.579948,85.560959,22.863903,75.457825,27.905985,50.856976,33.404285 -2014-02-28,603.897217,67.490059,68.459999,,362.100006,22.316393,3.71,66.767876,15.655817,30.408957,25.61223,28.2875,33.775532,83.954956,84.860779,23.81172,75.418991,27.80209,50.973598,32.83514 -2014-03-03,597.459106,67.684998,67.410004,,359.779999,22.009727,3.67,66.249481,15.437977,30.417358,25.556078,28.407499,34.900127,83.283455,83.736534,23.382521,74.458298,27.689526,50.426357,32.608395 -2014-03-04,603.529602,68.13131,68.800003,,363.899994,22.474104,3.7,67.152229,15.845235,31.022177,25.788696,29.295,34.598221,84.172966,84.278923,23.069567,76.175896,28.304277,51.368313,33.159042 -2014-03-05,605.193787,68.274956,71.57,,372.369995,22.719435,3.71,66.857277,16.347511,31.517796,25.772657,29.014999,33.420795,81.800919,82.257263,22.83708,75.884796,28.356226,52.17572,32.992466 -2014-03-06,605.864441,68.068459,70.839996,,372.160004,22.97353,3.73,66.928764,16.442272,31.534592,25.941103,28.950001,33.405701,81.766029,83.065918,22.747663,75.331665,28.105127,52.839584,33.635654 -2014-03-07,603.470032,68.028717,69.800003,,372.059998,22.894672,3.95,67.090706,16.423323,31.660593,26.10153,29.102501,34.152912,82.838699,83.904205,23.069567,75.632492,28.079161,53.288139,33.811485 -2014-03-10,601.870422,68.090263,72.029999,,370.529999,22.815821,3.81,66.955772,16.556002,31.156584,26.077463,29.35,36.20586,83.283455,85.560959,23.462997,75.098755,28.044521,53.108711,34.038227 -2014-03-11,596.117798,68.753296,70.099998,,368.820007,22.693151,3.85,67.396538,16.366461,29.552135,25.852865,29.125,35.383171,81.984055,85.738495,23.221569,75.593666,28.070496,52.202629,34.718433 -2014-03-12,599.749207,68.820023,70.879997,,370.640015,22.570484,3.91,67.945305,16.37594,29.283318,25.973192,29.355,35.39827,82.15847,84.978767,23.015913,76.020638,27.689526,51.960423,34.996067 -2014-03-13,590.688171,68.055641,68.830002,,371.51001,22.202486,3.86,67.405556,16.262217,28.636501,25.949125,29.102501,34.38689,81.661385,85.43261,22.613533,74.351585,26.944908,51.511868,34.440792 -2014-03-14,582.610657,67.291275,67.720001,,373.73999,22.000965,3.85,66.820808,15.921048,28.890747,26.061424,29.3375,33.21701,81.51313,86.547516,22.980148,74.079849,27.040152,50.955654,34.36676 -2014-03-17,592.198303,67.554192,68.739998,,375.040009,22.281345,3.8,67.180649,16.214832,29.348389,26.382275,29.9175,33.84346,82.254387,87.04084,23.257338,75.525749,27.20466,51.655403,34.325111 -2014-03-18,601.716431,68.15184,69.190002,,378.769989,22.474104,3.89,67.261627,16.290649,29.806023,26.454472,31.110001,34.62841,82.594521,87.474953,23.293341,76.583466,27.646238,52.086018,34.519466 -2014-03-19,595.750244,68.133865,68.239998,,373.230011,22.149916,3.98,66.910759,16.527573,29.585684,26.438427,30.502501,36.454933,81.739876,86.073914,23.176332,75.991539,27.45575,52.301319,35.125637 -2014-03-20,594.711975,67.805557,66.970001,,368.970001,22.141159,4.05,67.810356,16.982456,29.882301,27.344845,30.4625,36.605885,82.481155,86.379784,23.257338,76.088562,27.628918,53.925076,35.6115 -2014-03-21,587.697571,68.340347,67.239998,,360.619995,22.255062,4.04,68.458061,16.641285,29.670424,27.513288,30.040001,36.18322,82.245674,85.995003,24.265396,73.740211,27.862696,53.978901,35.495819 -2014-03-24,575.223694,69.150902,64.099998,,351.850006,22.263821,4.05,69.051788,16.461229,29.780602,27.641634,29.66,36.349266,82.533455,85.176102,23.716366,75.098755,27.265265,54.786301,35.060856 -2014-03-25,575.61615,69.894737,64.889999,,354.709991,22.517914,4.05,69.150726,16.309603,29.246687,27.850183,28.635,36.20586,82.768929,84.988632,23.572355,73.051239,27.550995,54.660698,34.524086 -2014-03-26,562.327576,69.22657,60.389999,,343.410004,22.447821,4.05,68.575012,16.281172,29.000917,27.761953,28.395,35.20203,82.585793,83.498802,23.194338,71.52774,27.862696,53.736694,34.028973 -2014-03-27,555.406067,68.929016,60.970001,,338.470001,22.614294,3.91,68.494041,16.120066,29.246687,28.042702,28.65,35.141647,83.928795,84.110519,23.158333,71.168678,27.79343,53.754635,33.964191 -2014-03-28,556.927734,68.852074,60.009998,,338.290009,22.675627,3.88,68.377098,16.091635,29.433136,28.130932,28.805,35.179386,85.202026,84.090805,23.46435,71.052238,27.602943,53.862282,34.103001 -2014-03-31,553.924255,68.836693,60.240002,,336.369995,22.684387,4.01,68.754921,16.300125,29.170416,28.130932,28.66,36.047363,85.184586,81.861008,23.770369,72.488419,27.810745,54.463348,33.954929 -2014-04-01,564.058533,69.466385,62.619999,,342.98999,22.666866,4.07,69.06076,16.4328,29.102615,28.146982,29.0,36.696457,85.228172,82.916695,23.743366,72.595154,27.663555,54.427456,34.246452 -2014-04-02,563.899353,69.581795,62.720001,,341.959991,22.815821,4.06,69.429611,16.328558,29.560266,28.371576,29.719999,37.775764,85.420029,84.712387,24.121391,72.488419,27.957943,54.59898,34.089127 -2014-04-03,566.62439,69.099594,59.490002,,333.619995,22.98229,4.0,69.68148,16.252741,30.034851,28.58013,28.165001,37.881432,85.402596,86.646179,24.094383,72.323441,28.053181,54.761482,33.82074 -2014-04-04,540.169861,68.205704,56.75,,323.0,22.79829,4.01,69.546547,15.845235,29.500938,28.515965,26.0825,37.896526,84.90551,85.373413,24.931435,70.043022,27.845377,53.994141,33.108147 -2014-04-07,535.207153,67.134804,56.950001,,317.76001,22.649343,3.88,69.546547,15.523026,28.907694,28.467836,25.627501,35.485367,84.399712,84.278236,24.47241,69.323868,27.014174,53.262894,32.589893 -2014-04-08,551.86554,67.130959,58.189999,,327.070007,22.561724,3.99,70.32917,15.579887,29.263641,28.662874,26.465,34.451542,84.984009,87.455208,24.634417,69.508492,26.728447,53.12748,33.075756 -2014-04-09,561.054993,68.013313,62.41,,331.809998,22.736958,3.98,70.140266,15.750472,28.492428,28.378441,27.157499,33.501541,84.879364,87.129623,24.62542,71.491119,27.040152,53.506638,33.538486 -2014-04-10,537.991821,67.136108,59.16,,317.109985,22.412773,3.85,69.168747,15.276628,28.221235,28.540977,25.559999,32.03928,84.399712,86.952034,23.590363,69.16832,26.503328,51.818481,32.492722 -2014-04-11,527.698425,66.639763,58.529999,,311.730011,22.281345,3.65,68.817894,14.944938,27.060179,28.605991,25.469999,30.381435,84.347397,86.744827,22.960323,66.74836,25.853949,49.922684,31.803261 -2014-04-14,529.60791,66.905251,58.889999,,315.910004,22.526674,3.71,69.609528,15.162908,27.585621,28.736012,25.540001,29.533884,85.341568,86.744827,23.131334,69.178055,25.862612,49.615738,32.071629 -2014-04-15,533.50647,66.428162,59.09,,316.079987,22.623055,3.79,69.159729,15.532503,28.272081,28.996071,26.225,31.266241,86.056648,88.145844,22.501295,70.120789,25.879927,49.471298,31.877283 -2014-04-16,553.496582,66.56282,59.720001,,323.679993,22.885914,3.76,69.465599,15.286104,28.789051,29.337391,26.875,31.294182,87.155472,89.517281,22.024267,71.8507,26.053093,49.886566,32.756466 -2014-04-17,533.168335,67.323341,58.939999,,324.910004,23.271431,3.69,69.861404,15.305058,28.797522,29.288633,26.530001,35.699585,87.574074,91.668137,22.033266,72.045082,26.191628,49.850464,32.460331 -2014-04-21,525.729248,68.12233,61.240002,,330.869995,23.297716,4.12,69.807419,15.248198,28.797522,29.304878,26.504999,36.882427,88.018829,92.230537,21.709249,72.220024,26.719788,49.678936,32.613026 -2014-04-22,531.885437,68.1903,63.029999,,329.320007,23.288954,4.3,69.771439,15.437736,29.009396,29.4918,26.934999,37.962822,87.530487,91.421478,22.042269,72.433823,26.841007,50.383083,32.923061 -2014-04-23,524.058472,67.298973,61.360001,,324.579987,23.148762,4.25,70.203255,15.513549,29.144987,28.378441,27.219999,40.281944,87.643845,91.78653,21.844254,71.296745,26.771738,50.599758,32.571377 -2014-04-24,522.288208,72.816269,60.869999,,337.149994,23.183815,4.28,70.446114,15.485117,28.95854,28.037123,25.209999,40.254005,87.216522,92.309464,21.772253,72.258896,26.589912,50.726135,32.895283 -2014-04-25,513.3573,73.351059,57.709999,,303.829987,23.306482,4.05,70.725014,15.115522,28.577175,28.028997,24.209999,38.940765,87.565361,90.503906,21.943258,68.672668,26.624548,50.283787,33.061859 -2014-04-28,514.32196,76.191788,56.139999,,296.579987,23.464191,3.96,71.750534,14.16784,28.611078,28.508469,23.370001,40.51479,88.228119,90.25724,22.996325,69.236351,27.741482,50.094204,32.821243 -2014-04-29,524.81427,75.966095,58.150002,,300.380005,23.446671,4.03,71.669556,14.442668,28.806,28.784773,23.584999,41.399593,88.472321,89.221298,23.212337,70.004135,27.499044,50.64489,32.687065 -2014-04-30,523.779968,75.678802,59.779999,,304.130005,23.560568,4.09,71.705559,14.347899,29.221264,29.012325,24.445,40.803516,89.309509,89.24102,23.338345,71.4814,27.083443,50.536556,32.677811 -2014-05-01,528.444336,75.857063,61.150002,,307.890015,23.455435,4.2,71.696548,14.300517,29.577211,28.914804,24.59,41.474106,88.437447,88.037338,23.419348,72.132538,26.970879,50.301842,32.909172 -2014-05-02,525.04303,75.998154,60.459999,,308.01001,23.376579,4.12,71.174789,14.452147,29.636536,28.955435,24.42,40.999104,88.960663,88.767441,23.536354,71.704926,26.624548,50.175453,32.668552 -2014-05-05,524.923706,77.072868,61.220001,,310.049988,23.288954,4.09,70.725014,14.291041,29.450089,29.061081,24.290001,39.741749,89.745552,89.398888,23.320345,72.715675,25.940529,48.947704,32.816624 -2014-05-06,512.322998,76.232849,58.529999,,297.380005,22.947241,4.01,70.17627,13.959351,29.450089,28.841669,23.860001,37.795177,89.53624,89.093025,22.663305,71.734108,25.481642,48.153271,32.434387 -2014-05-07,507.171295,75.966095,57.389999,,292.709991,23.245148,3.97,70.565475,14.02569,29.721281,29.061081,23.120001,38.875568,89.919968,89.073296,22.726307,71.792412,25.350607,48.794231,32.508965 -2014-05-08,508.205627,78.460022,56.759998,,288.320007,23.16629,3.93,71.226242,14.148888,29.534828,29.581194,23.285,38.894199,89.231018,86.873108,22.960323,72.151985,25.481642,49.074085,32.434387 -2014-05-09,515.893311,78.13311,57.240002,,292.23999,23.148762,3.87,71.687851,13.968826,29.009396,29.613701,23.395,39.993221,89.511963,87.198715,23.32934,72.288048,25.359343,48.758121,32.765347 -2014-05-12,527.022156,79.105858,59.830002,,302.859985,23.525524,3.97,71.642586,14.281562,29.509405,29.719351,24.475,40.486847,89.757813,87.721596,23.62636,72.910057,25.446699,49.335892,33.166237 -2014-05-13,530.174805,79.229965,59.830002,,304.640015,23.586855,4.03,71.633545,14.243655,29.789082,29.418665,24.049999,40.263317,89.871964,88.037338,23.446348,72.725403,25.507847,49.308807,33.170898 -2014-05-14,523.77002,79.244629,59.23,,297.619995,23.446671,3.98,71.271492,14.063598,29.611101,29.573067,23.66,37.90694,89.810493,87.889343,23.419348,72.015923,25.420492,49.074085,32.709412 -2014-05-15,517.136536,78.570778,57.919998,,295.190002,23.306482,3.96,69.542671,13.788769,29.119572,29.678709,23.16,36.630959,88.484734,88.293846,22.924318,71.02462,25.385546,48.306744,32.560246 -2014-05-16,517.782959,79.73037,58.02,,297.700012,23.367811,4.02,69.705574,13.75086,28.814476,29.857492,23.334999,37.385372,88.449608,87.317101,22.942318,71.675781,25.437962,48.126183,33.068344 -2014-05-19,525.967957,80.675102,59.209999,,296.76001,23.315241,4.09,69.343513,13.90249,29.02634,29.564939,23.700001,36.91037,88.563744,88.066933,23.509354,71.782677,25.577732,48.595623,33.105621 -2014-05-20,526.872986,80.691116,58.560001,,301.190002,23.043619,4.05,68.510773,13.769814,28.026306,28.849791,23.395,35.345661,88.388138,87.396034,22.195274,71.57859,25.551525,48.496319,32.737377 -2014-05-21,535.992798,80.904617,60.490002,,305.01001,23.210098,4.1,68.483643,13.845629,28.356833,28.662874,23.559999,34.051052,89.582222,89.467941,22.816315,73.502907,25.831064,48.857422,32.816631 -2014-05-22,542.079346,81.032692,60.52,,304.910004,23.227625,4.01,68.239243,13.940398,28.322931,28.752266,23.945,35.485367,89.116882,87.721596,23.599358,73.619514,25.909681,49.245609,33.282772 -2014-05-23,549.677551,81.948097,61.349998,,312.23999,23.227625,4.02,68.43837,13.949875,28.500906,28.703508,24.184999,35.056934,88.958832,87.494682,24.310402,74.299835,25.761177,49.227554,33.553131 -2014-05-27,562.855103,83.48262,63.48,,310.820007,23.280191,4.04,68.420273,14.423717,28.763626,28.614119,24.924999,35.056934,88.993958,89.704735,24.364399,74.86351,25.866005,49.77824,34.336262 -2014-05-28,558.608459,83.266472,63.509998,,310.160004,23.359049,4.0,68.365944,14.347899,29.314489,28.719759,25.075001,35.615761,88.73056,89.112747,24.247398,74.766342,25.866005,50.058094,34.154461 -2014-05-29,557.017212,84.783646,63.830002,,313.779999,23.429144,4.03,68.773285,14.357378,29.195847,28.760395,25.395,38.326057,88.914955,90.701241,24.724421,74.630249,25.857271,50.301842,34.07988 -2014-05-30,556.828247,84.466072,63.299999,,312.549988,23.472958,4.0,69.488335,14.347899,29.306017,28.825403,25.395,39.173611,88.265228,91.707596,24.89543,74.299835,25.883476,50.166428,34.140476 -2014-06-02,550.900879,83.88562,63.080002,,308.839996,23.507999,3.97,69.479286,14.461622,29.54331,28.801031,25.735001,36.658897,87.747208,91.460953,24.715424,74.882942,25.95336,49.967827,34.424835 -2014-06-03,541.960022,85.071877,62.869999,,307.190002,23.472958,3.94,69.434044,14.414238,29.882301,28.605991,25.549999,36.230465,88.142288,92.043076,25.255453,74.202629,25.848536,50.19352,34.578651 -2014-06-04,541.681519,86.043304,63.34,,306.779999,23.262674,4.04,69.814186,14.414238,30.950132,28.484087,26.809999,37.413311,87.834999,91.78653,25.69648,74.173477,25.892214,50.265728,34.807064 -2014-06-05,550.871033,86.38089,63.189999,,323.570007,23.455435,4.08,69.986176,14.622727,30.73826,28.524719,27.525,37.338802,88.282776,92.447586,25.804485,74.678848,25.997038,51.123352,34.830379 -2014-06-06,553.28772,86.143372,62.5,,329.670013,23.814669,4.06,69.886612,14.774357,31.233906,28.459713,28.004999,38.00008,89.204689,92.112129,26.128502,75.291145,25.700029,51.430298,35.114723 -2014-06-09,559.046082,87.521774,62.880001,,327.5,24.042473,4.07,69.705574,15.011277,31.191175,28.451574,27.93,38.167725,89.134453,91.007095,26.074501,74.698296,25.638884,51.836529,35.0448 -2014-06-10,557.484619,88.035522,65.769997,,332.410004,24.01619,4.2,69.352585,15.087092,31.105722,28.394688,28.094999,37.273605,89.081764,88.303711,26.699205,75.184235,25.769915,52.269859,34.774441 -2014-06-11,555.783997,87.671242,65.779999,,335.200012,23.78838,4.29,68.936195,14.774357,30.866444,28.289051,28.014999,36.398113,89.511963,88.205078,26.101662,74.708031,25.708765,51.701126,34.867668 -2014-06-12,548.334961,86.20475,64.290001,,325.910004,23.621902,4.29,68.546997,14.613251,30.353708,28.305298,28.305,35.867229,89.257362,86.596138,25.748569,73.590355,25.726238,51.493484,34.476101 -2014-06-13,548.742737,85.261345,64.5,,326.269989,23.692001,4.28,68.139671,14.632204,30.447714,28.467831,28.754999,36.41674,90.126587,87.050186,25.92964,73.804192,25.796122,51.493484,34.816391 -2014-06-16,541.30365,86.120667,64.190002,,327.619995,23.499241,4.44,68.19397,14.480576,30.815168,28.4272,29.254999,36.50988,90.36364,87.178505,26.038284,72.99752,25.866005,51.340012,35.002842 -2014-06-17,540.040588,86.008591,64.400002,,325.619995,23.543051,4.47,67.877167,14.774357,31.071537,28.459713,29.795,36.854488,89.924652,86.66523,26.264622,72.871178,25.752439,51.836529,35.105392 -2014-06-18,550.343933,86.102005,65.599998,,334.380005,23.560568,4.4,68.519836,14.831219,31.02026,28.605991,29.825001,36.835861,90.196823,86.714561,26.355162,73.007248,25.95336,52.161526,35.221943 -2014-06-19,551.86554,85.803108,64.339996,,327.0,23.790258,4.36,68.673706,14.736448,31.080084,28.736012,29.370001,38.167725,90.109016,87.158752,26.183144,72.181129,25.848536,51.728203,36.000397 -2014-06-20,553.317566,84.915749,64.5,,324.200012,23.825596,4.1,68.501732,14.651105,30.951906,28.760395,29.440001,38.204979,91.162613,86.823166,25.630871,71.734108,26.014509,51.953892,35.706726 -2014-06-23,561.860596,84.840996,65.370003,,327.23999,23.569407,4.01,68.601295,14.831279,31.336449,28.760395,29.225,37.003506,91.645515,86.88237,25.866268,72.054794,25.726238,52.531658,35.767323 -2014-06-24,561.53241,84.327286,65.720001,,324.160004,23.481064,3.94,68.764236,14.689035,31.259544,28.679127,28.91,36.128017,90.196823,84.562729,26.309896,70.655296,25.595203,51.836529,36.09362 -2014-06-25,575.485657,84.402016,67.440002,,327.440002,23.339716,3.96,68.447426,14.67007,31.695362,28.654747,29.58,36.183899,89.678802,84.908226,27.667938,70.985748,26.031979,51.935841,36.415264 -2014-06-26,572.850159,84.906403,67.129997,,325.690002,23.224874,4.03,67.804756,14.613171,31.532997,28.654747,29.584999,35.513309,89.582222,85.510338,27.450653,70.723335,25.848536,51.809452,36.387291 -2014-06-27,574.083374,85.915199,67.599998,,324.570007,23.348549,4.11,68.19397,14.537309,31.293716,28.776651,29.745001,35.541248,88.862274,84.839142,28.102518,71.335602,25.918421,51.935841,36.331356 -2014-06-30,572.134094,86.802567,67.290001,,324.779999,23.21604,4.19,67.949593,14.575239,31.02026,28.736012,29.745001,37.217724,88.396927,85.826202,28.075359,71.403656,25.927153,52.017082,36.070316 -2014-07-01,579.483704,87.353638,68.059998,,332.390015,23.32205,4.22,68.139671,14.793346,32.122639,28.833544,30.139999,37.636841,88.993958,84.266617,28.039141,73.405708,26.276575,52.335255,36.396614 -2014-07-02,579.150513,87.316299,66.449997,,332.850006,23.507566,4.34,68.447426,15.030421,32.250816,28.987942,29.629999,38.596157,89.178345,84.513397,28.464664,74.056862,26.529909,51.789825,36.447895 -2014-07-03,581.53241,87.830032,66.290001,,337.48999,23.72842,4.24,68.565086,15.201113,32.250816,29.126097,30.125,38.111843,90.073898,84.681221,29.062202,74.581665,26.66968,51.862545,36.853443 -2014-07-07,579.065979,89.64212,65.290001,,333.549988,23.631243,4.26,68.854736,15.115765,31.994452,29.272375,29.665001,37.366745,90.126587,82.943954,28.763432,74.1437,26.634737,51.517097,36.680969 -2014-07-08,567.967041,89.062981,62.759998,,323.809998,23.295549,4.22,69.379707,14.774379,32.114098,29.272375,29.110001,36.249096,90.284615,82.983421,28.202106,73.666809,26.337723,50.689846,36.620373 -2014-07-09,572.929749,89.100349,64.970001,,329.970001,23.251377,4.23,69.886612,14.793346,32.447372,29.346464,29.955,36.267723,90.916794,83.575668,28.509932,74.581657,26.250368,50.926201,37.03524 -2014-07-10,567.976929,88.773422,64.870003,,327.920013,23.14537,4.29,69.750839,14.641619,32.259357,29.387619,29.094999,35.718212,90.056335,81.038895,27.604567,73.452698,26.206688,50.50803,36.75555 -2014-07-11,576.012756,88.941559,66.339996,,346.200012,23.454561,4.37,69.533592,14.584724,32.430275,29.437012,29.370001,36.258408,89.327599,80.199875,27.061344,73.803055,26.267839,50.726204,36.639023 -2014-07-14,581.671631,90.090462,67.900002,,355.320007,23.551735,4.64,69.2892,14.764897,32.21664,29.519337,29.49,36.742722,90.152924,80.920441,26.672041,75.262978,26.416346,51.17165,36.620373 -2014-07-15,581.582153,89.034958,67.169998,,354.440002,23.507566,4.53,69.551704,14.992488,32.114098,29.83214,29.184999,36.23978,89.898315,79.489182,26.898384,76.226517,26.564852,52.971619,36.7742 -2014-07-16,579.473755,88.530579,67.660004,,355.899994,23.869764,4.66,69.569794,14.708003,32.028633,30.005007,28.67,36.575077,91.10994,79.814911,27.785639,76.216774,27.045305,53.371597,36.699604 -2014-07-17,570.59259,86.951996,66.410004,,352.450012,23.507566,4.57,69.343513,14.41403,31.703905,29.659267,28.5,34.805466,89.828064,76.389763,26.762579,74.348091,26.687147,52.598896,36.005054 -2014-07-18,591.825806,88.203636,68.419998,,358.660004,23.375051,3.83,69.778,14.689035,31.968815,29.774515,29.305,35.951054,90.196823,76.942543,27.242422,75.428421,26.844387,52.935249,36.331356 -2014-07-21,586.246521,87.745972,69.400002,,359.76001,22.951014,3.78,69.488335,14.717485,31.985912,29.601648,29.48,35.252525,90.504105,75.708664,27.278631,75.282417,26.512436,52.944336,36.17754 -2014-07-22,591.487671,88.474541,69.269997,,360.839996,22.986353,3.8,69.370674,14.717485,32.267906,29.585186,30.129999,35.653015,90.908012,75.580376,27.957659,76.177841,26.634737,53.335239,36.704273 -2014-07-23,592.720886,90.781677,71.290001,,358.140015,22.889181,3.76,69.687477,14.717485,31.968815,29.535793,30.315001,35.848602,91.53138,76.281189,27.975763,75.66201,26.547379,53.635231,36.890732 -2014-07-24,590.105286,90.632233,74.980003,,358.609985,22.915682,3.73,69.10817,14.812313,30.541714,29.222982,34.775002,36.500565,91.557724,76.399643,28.473719,75.496567,26.503698,53.789776,37.501385 -2014-07-25,585.79895,91.230019,75.190002,,324.01001,22.783171,3.76,68.764236,14.783864,29.969168,29.255911,34.555,36.053505,90.591919,75.718559,28.093466,73.725197,26.372667,53.644325,36.704273 -2014-07-28,587.3703,92.490997,74.919998,,320.410004,22.606487,3.73,68.528885,14.69852,29.823891,29.346464,34.814999,35.746151,91.636734,75.284241,28.564253,74.153435,26.294046,53.807957,36.527142 -2014-07-29,582.407593,91.893211,73.709999,,320.0,22.482811,3.79,68.284508,14.546792,29.439346,30.120253,34.424999,35.997623,90.916794,77.139954,28.002924,73.86145,25.970831,53.307961,36.662323 -2014-07-30,584.207703,91.67836,74.68,,322.51001,22.650654,3.82,67.687096,14.774379,29.319702,29.930927,34.610001,36.724094,90.653374,75.076942,27.984819,73.880943,25.785767,53.553425,36.778858 -2014-07-31,568.474243,89.296494,72.650002,,312.98999,22.217789,3.91,66.600929,14.461445,28.90097,29.297066,33.375,35.531937,86.869209,74.613029,26.916491,72.167969,25.292261,52.426163,36.210171 -2014-08-01,562.974487,89.791557,72.360001,,307.059998,22.394472,3.97,66.56472,14.205408,28.576241,29.083046,33.720001,34.712326,86.746284,74.32679,26.409487,72.975784,25.433258,51.344376,35.883865 -2014-08-04,570.015747,89.287148,73.510002,,313.649994,22.323799,4.0,66.56472,14.271788,28.721516,29.190056,34.139999,35.103504,87.914024,75.738312,26.889332,73.657082,25.336321,51.498917,36.14024 -2014-08-05,561.979919,88.84816,72.690002,,312.320007,22.102942,4.08,66.383682,14.224373,28.507881,28.901943,34.174999,34.526051,86.219482,74.593285,26.762579,73.189888,25.036694,50.962555,36.036995 -2014-08-06,563.276794,88.698708,72.470001,,313.890015,22.473976,4.12,67.604553,14.41403,28.542063,28.498581,34.119999,34.805466,86.90432,74.099747,26.771629,73.345627,24.922129,51.117096,36.196556 -2014-08-07,560.279297,88.689323,73.169998,,311.450012,22.526981,4.1,67.376785,14.338168,28.294243,28.161081,33.869999,34.507423,86.280945,73.319962,26.282738,72.080368,24.710623,50.826202,35.999451 -2014-08-08,565.659729,88.93338,73.059998,,316.799988,22.668329,4.12,68.032791,14.41403,28.653152,28.375107,34.244999,35.233894,87.571594,74.84993,26.853113,73.160698,24.975002,51.217106,36.426514 -2014-08-11,564.774536,90.10675,73.440002,,318.329987,22.783171,4.14,67.750351,14.432995,28.883879,28.375107,34.450001,35.038307,87.288696,74.228081,26.835003,73.608414,24.895689,51.198917,36.543827 -2014-08-12,559.65271,90.087997,72.830002,,319.320007,22.624157,4.08,67.622795,14.423512,28.798429,28.515049,34.18,33.650558,87.076492,73.616089,26.672041,73.608414,24.745876,51.226185,36.520359 -2014-08-13,571.636841,91.280159,73.769997,,326.279999,22.818504,4.11,67.449692,14.461445,29.012062,28.556204,34.544998,33.380463,87.606956,73.803635,26.771629,74.260513,24.860441,51.56255,36.248173 -2014-08-14,571.507568,91.524223,74.300003,,333.209991,22.862675,4.08,67.777679,14.527825,29.012062,28.737301,34.400002,33.25938,87.606956,74.711739,26.73542,74.017189,25.318695,51.798912,35.957214 -2014-08-15,570.343933,91.974808,73.629997,,333.630005,22.650654,4.13,67.331245,14.432995,28.918066,28.597372,34.419998,32.747128,87.553925,74.948639,26.427591,73.199638,25.239382,51.589825,36.093311 -2014-08-18,578.976501,93.082481,74.589996,,334.529999,23.030525,4.21,67.86879,14.651105,29.396616,28.523277,35.09,32.747128,87.987129,74.257698,27.079453,74.717926,25.415634,52.02618,36.412422 -2014-08-19,583.650757,94.368507,75.290001,,335.130005,23.012854,4.27,68.224121,14.651105,29.541887,28.383335,35.060001,33.063793,87.960602,76.064026,27.83996,74.357826,25.503767,52.326176,36.661156 -2014-08-20,581.293762,94.406067,74.809998,,335.779999,23.286715,4.28,68.297005,14.717485,29.507708,28.424498,35.279999,33.482914,88.146278,75.955452,28.374123,74.348091,25.459698,52.398891,36.618912 -2014-08-21,580.179871,94.415451,74.57,,332.910004,23.348549,4.24,68.834579,15.324389,29.567528,28.515049,34.720001,31.089279,87.774963,76.192345,28.184,74.93206,25.398014,53.180702,36.356121 -2014-08-22,579.374268,95.1101,74.57,,331.589996,23.101198,4.25,68.998573,15.295941,29.259888,28.399807,35.310001,30.819181,87.085342,75.767906,28.247379,74.435699,25.486139,53.1716,36.266953 -2014-08-25,577.027222,95.316612,75.019997,,334.019989,23.14537,4.18,68.96212,15.447668,29.627342,28.408031,35.275002,31.135849,87.306374,77.830902,28.962614,74.387009,25.477329,53.944324,36.590763 -2014-08-26,574.700012,94.706451,75.959999,,341.829987,22.977518,4.19,68.807251,15.4856,29.781157,28.399807,35.41,32.290752,88.093224,77.75193,26.979862,74.941788,25.741705,54.307941,36.506287 -2014-08-27,567.877502,95.870453,74.629997,,343.179993,23.083525,4.16,69.10791,15.362322,29.66152,28.605598,35.029999,33.473598,87.995987,77.01162,28.691006,74.591415,25.988457,54.171585,36.567291 -2014-08-28,566.087341,95.983078,73.860001,,340.019989,22.977518,4.14,69.153481,15.182145,29.635893,28.597372,34.84,33.026539,88.031342,77.238655,29.188957,74.124245,25.891518,53.780685,36.515671 -2014-08-29,568.474243,96.217773,74.82,,339.040009,22.951014,4.17,68.789009,15.25801,29.738432,28.778471,34.18,32.411831,87.93409,77.574249,28.87208,73.783615,25.900328,54.044315,36.515671 -2014-09-02,574.172913,96.968727,76.68,,342.380005,22.836174,4.16,69.016808,15.4287,29.738432,28.679689,35.564999,31.741241,87.076492,75.284241,28.383179,73.559746,25.785767,54.244312,36.360806 -2014-09-03,574.779541,92.875954,75.830002,,339.0,22.924515,4.19,69.253685,15.314558,29.456436,28.786699,35.169998,30.092709,87.624641,75.165802,28.274538,73.910126,25.909147,54.27158,36.036995 -2014-09-04,578.797485,92.106224,75.949997,,345.950012,22.933355,4.15,69.754784,15.32407,29.593161,28.761995,35.985001,30.707417,86.961571,73.24099,29.116526,74.338348,25.882708,54.28067,36.210636 -2014-09-05,582.875061,92.904121,77.260002,,346.380005,23.057024,4.15,70.620354,15.238461,29.550434,28.934872,36.264999,31.135849,87.757271,74.228081,29.324759,74.805519,26.129461,54.46249,36.581379 -2014-09-08,586.495117,92.33152,77.889999,,342.339996,23.039362,4.13,69.727478,15.55236,28.653923,28.81962,36.345001,31.052025,86.439926,73.645706,29.098417,74.19236,25.909147,54.444309,36.44997 -2014-09-09,577.832764,91.984192,76.669998,,329.75,22.880344,4.08,69.918777,15.352606,28.507374,28.531509,35.299999,30.64222,86.103966,74.060249,28.961803,74.036636,25.759329,53.689777,36.19186 -2014-09-10,579.911316,94.8097,77.43,,331.329987,22.924515,4.08,69.709244,15.561873,28.697021,28.564438,35.060001,31.266241,85.591179,73.685188,29.426287,74.601143,25.944397,53.835228,36.2341 -2014-09-11,578.170898,95.213348,77.919998,,330.519989,22.986353,4.08,69.335678,15.761628,28.972868,28.687916,34.959999,32.281441,85.78569,72.727196,29.599335,73.598663,26.111832,54.326126,35.722572 -2014-09-12,572.472229,95.42926,77.480003,,331.190002,22.853844,3.96,69.035011,15.970898,28.679783,28.399807,34.619999,31.918203,84.680557,71.581581,30.61937,73.452698,25.935581,54.571579,35.417526 -2014-09-15,569.966003,95.401093,74.580002,,323.890015,22.898014,3.91,69.071465,15.923336,28.990114,28.556204,33.595001,31.219671,85.131447,71.897614,30.974564,73.228836,26.367401,54.489758,35.15942 -2014-09-16,576.778564,94.678284,76.080002,,327.76001,23.154202,3.81,69.536125,15.894796,29.059072,28.770233,33.875,28.285843,86.139351,72.421036,31.694054,74.542755,26.48196,54.53521,35.239189 -2014-09-17,581.572205,95.354164,76.43,,324.0,23.207209,3.82,69.463242,15.951868,29.17976,28.827862,34.544998,27.531429,85.829918,72.302544,31.439047,74.182632,26.746346,54.826118,35.356518 -2014-09-18,586.047607,95.551292,77.0,,325.0,23.349743,3.88,69.445023,16.208696,29.334921,28.943106,34.785,26.078485,85.41436,70.979149,31.839767,75.720406,26.949036,55.744282,35.539547 -2014-09-19,592.820374,94.772141,77.910004,93.889999,331.320007,23.421017,3.81,70.009918,16.123091,29.257343,29.198288,34.205002,25.780445,85.865265,70.663109,31.521009,75.214302,26.790411,55.553379,35.699104 -2014-09-22,584.157959,94.866035,76.800003,89.889999,324.5,23.233936,3.76,69.527008,16.199184,28.826324,29.222982,33.235001,25.519661,85.352486,69.379227,30.664898,74.124245,26.596525,55.371559,35.009247 -2014-09-23,577.952087,96.34919,78.290001,87.169998,323.630005,23.180481,3.69,68.880135,16.218208,28.636683,29.025425,33.439999,25.780445,84.901581,69.112587,30.382578,73.491615,26.48196,55.398842,34.708897 -2014-09-24,584.774597,95.513741,78.540001,90.57,328.209991,23.1003,3.7,70.228569,16.341869,29.007357,29.140667,34.34,24.597599,84.715904,68.085464,30.956347,74.990425,26.711092,56.026096,35.347137 -2014-09-25,571.915283,91.871544,77.220001,88.919998,321.929993,22.76177,3.63,69.353905,16.027971,28.33497,28.877253,33.775002,23.899069,83.327873,66.47567,30.291498,72.722725,26.420275,54.680668,34.783981 -2014-09-26,573.944153,94.575012,78.790001,90.459999,323.209991,22.833036,3.6,69.691017,16.199184,28.593575,29.04188,34.91,23.144655,84.371124,66.86084,30.000057,73.053642,26.191147,55.053383,35.276741 -2014-09-29,573.208191,93.974258,79.0,88.75,321.820007,22.645958,3.55,69.317467,16.180162,27.774649,29.000725,35.060001,24.197109,83.487,67.818802,30.64669,72.528069,26.235212,54.844299,35.323669 -2014-09-30,574.202698,94.575012,79.040001,88.849998,322.440002,22.824135,3.41,69.672798,16.218208,27.533279,29.008961,34.549999,23.498577,83.151024,66.96946,30.592043,71.944107,26.058954,54.762486,35.412842 -2014-10-01,565.162415,93.101265,76.550003,86.099998,317.459991,22.41433,3.35,69.353905,15.999428,28.007402,28.778471,33.185001,23.452009,82.09893,66.613937,29.70862,71.360153,25.688829,54.335224,35.013931 -2014-10-02,566.962524,93.77713,77.080002,87.059998,318.410004,22.3787,3.39,69.454132,16.056503,28.602201,28.786699,33.395,25.202993,82.487946,67.117615,29.799698,71.457466,25.60951,53.85017,34.938847 -2014-10-03,572.134094,93.514275,77.440002,88.099998,322.73999,22.628139,3.4,70.447227,16.446501,29.102179,29.107735,33.919998,26.283388,83.036095,65.942352,30.391678,72.34317,25.750511,55.186356,35.614632 -2014-10-06,574.192749,93.514275,77.559998,88.309998,322.200012,22.467779,3.36,70.474579,16.446501,29.093561,29.214758,33.400002,27.121624,83.566559,65.06337,29.326107,72.518356,25.706455,55.076523,35.267357 -2014-10-07,560.657227,92.697601,76.290001,87.669998,316.980011,22.102524,3.28,70.429016,16.056503,27.386738,29.083046,33.005001,28.220646,82.549828,63.631363,27.531929,71.095276,25.371572,54.243698,34.751133 -2014-10-08,569.369324,94.621971,77.519997,88.300003,322.700012,22.494511,3.28,71.285461,16.284794,27.740166,29.316576,33.755001,26.870153,83.646141,64.757248,28.697687,72.186928,25.891518,55.277874,35.318981 -2014-10-09,557.812866,94.828468,75.910004,88.790001,315.369995,22.075802,2.95,70.939247,15.78065,26.748831,28.907894,32.685001,24.551031,81.179459,62.643764,28.105703,70.013336,25.547823,54.069817,34.952934 -2014-10-10,541.512451,94.556252,72.910004,85.879997,311.390015,21.621456,2.72,71.331009,15.676017,26.110931,28.565937,31.860001,23.07946,80.98494,62.624008,27.768723,68.71698,25.6712,53.557304,34.943542 -2014-10-13,530.294128,93.692642,72.989998,85.120003,306.450012,21.336376,2.74,70.665909,15.59992,25.679911,28.2073,30.82,23.95495,80.313019,61.1031,27.06745,68.015182,25.089565,53.227829,33.878242 -2014-10-14,534.998291,92.697601,73.589996,84.949997,308.309998,21.470005,2.62,71.048584,15.714067,25.955763,28.223984,30.855,26.534859,80.056625,62.179596,27.358891,69.204338,25.080757,53.07225,34.136356 -2014-10-15,527.131531,91.561768,73.209999,85.599998,305.970001,21.630363,2.61,68.515678,14.991144,25.59371,28.249001,31.504999,27.531429,79.764862,64.895485,28.133022,69.496758,24.842817,50.820866,33.967407 -2014-10-16,521.641724,90.360229,72.629997,88.849998,302.859985,21.60364,2.64,67.258347,15.295533,25.809219,28.057173,32.314999,27.941235,80.10083,68.282974,28.488218,69.067879,24.410999,50.409027,34.089428 -2014-10-17,508.374695,91.683792,75.949997,87.910004,303.640015,22.111433,2.72,67.513451,15.419189,26.067825,28.424152,32.564999,26.751413,80.640137,66.485535,28.542858,69.750183,24.525558,51.43404,34.511795 -2014-10-20,517.991821,93.645706,76.949997,88.260002,306.209991,22.298517,2.67,68.461014,15.466756,26.154032,28.590965,32.555,32.919022,81.135246,65.468323,29.316992,70.218033,24.613688,51.827579,35.056168 -2014-10-21,523.660645,96.189606,78.690002,90.900002,315.329987,22.672684,2.77,69.262787,15.790166,26.585045,28.874533,33.724998,32.758945,82.797401,67.729935,29.690405,72.284416,24.922129,53.017338,34.89661 -2014-10-22,529.796875,96.677719,78.370003,91.629997,312.970001,22.441061,2.64,69.271904,15.59992,26.9902,28.77445,33.025002,32.410545,82.337646,65.86335,29.908985,71.368172,24.939753,52.578045,35.009247 -2014-10-23,541.005249,98.404984,80.040001,94.449997,313.179993,22.663776,2.69,69.472343,15.790166,26.662628,28.073853,32.169998,33.851223,83.204071,67.759567,30.163994,72.216179,25.20413,53.136311,35.121872 -2014-10-24,536.828247,98.771049,80.669998,95.760002,287.059998,22.841944,2.68,69.590805,15.904309,25.895422,28.249001,32.125,36.694916,83.540031,65.79422,30.15489,72.128456,25.653576,53.75864,35.577091 -2014-10-27,537.812805,98.667801,80.279999,97.790001,289.970001,22.735044,2.66,69.782127,15.78065,25.929901,28.449169,32.355,36.723164,82.850426,64.342445,30.045597,72.23568,25.583078,53.667118,35.65218 -2014-10-28,545.898376,100.197884,80.769997,99.68,295.589996,23.055759,2.72,69.563454,15.980405,26.869514,28.632662,32.150002,35.235405,84.079353,66.55468,29.745047,74.077866,25.63595,54.573177,36.159019 -2014-10-29,546.325989,100.761108,75.860001,98.309998,294.119995,22.85977,2.77,69.599907,16.161139,26.4816,28.69105,32.134998,34.830509,83.628464,66.070755,29.462719,74.068115,25.988457,54.262001,35.919666 -2014-10-30,547.300659,100.423187,74.110001,98.730003,299.070007,22.868677,2.75,69.654564,16.199184,26.533327,28.782787,32.115002,34.595104,83.504677,65.24115,30.61937,81.02755,26.2969,54.353531,36.285725 -2014-10-31,556.022705,101.380669,74.989998,98.599998,305.459991,22.993399,2.8,69.490562,16.322844,27.067781,29.058027,32.790001,32.881355,85.502777,67.552155,31.092957,81.631882,26.393837,55.351086,35.45977 -2014-11-03,552.183777,102.69487,73.879997,101.800003,305.720001,22.895401,2.87,69.499702,16.427475,26.878134,29.058027,32.994999,33.25,84.22081,65.942352,31.338863,82.002258,26.605339,55.717175,35.713181 -2014-11-04,551.079895,101.943901,75.760002,106.07,302.809998,22.895401,2.83,70.39257,16.370405,26.567806,29.016323,32.395,35.830002,83.566559,66.446037,31.293324,81.865799,26.684656,55.140591,35.999451 -2014-11-05,542.934631,102.187965,74.830002,108.669998,296.519989,23.002308,2.8,70.793465,16.494062,26.490221,29.124748,32.125,33.259998,84.052818,69.211327,31.548332,83.815208,26.702436,55.964264,35.975983 -2014-11-06,539.075867,102.480217,75.260002,111.57,296.640015,23.483379,2.76,70.893684,16.513088,27.041922,28.957933,33.139999,32.669998,85.104912,71.897614,32.067459,83.581291,26.702436,56.037483,36.346729 -2014-11-07,538.051514,102.772491,75.599998,114.559998,299.859985,23.52792,2.78,71.768356,16.513088,27.231569,29.1164,33.490002,42.810001,86.013229,72.184036,32.040142,82.655327,26.595766,56.257137,36.506287 -2014-11-10,544.496094,102.602768,75.0,119.150002,305.109985,23.581373,2.76,72.378792,16.522598,26.826414,29.291555,34.169998,38.720001,85.737183,71.482819,31.612082,82.704056,26.844656,56.67812,36.742882 -2014-11-11,547.280762,103.423004,74.610001,114.540001,312.01001,23.501196,2.73,71.987038,16.47504,27.024679,29.274874,34.16,37.07,85.852951,73.072876,31.72138,82.450623,26.951323,56.165611,36.780739 -2014-11-12,544.317078,104.884315,74.720001,118.199997,311.51001,23.625914,2.71,72.160126,16.446501,27.085024,29.525084,34.575001,37.759998,84.935722,71.403809,32.058346,82.216698,27.040213,55.424301,36.837517 -2014-11-13,542.397583,106.364471,74.25,114.839996,316.480011,23.536827,2.66,75.567696,16.379915,27.283293,29.700237,34.525002,37.799999,84.294579,69.833519,32.322468,82.070488,27.040213,55.122288,36.856445 -2014-11-14,541.422974,107.646667,74.879997,115.099998,327.820007,23.572464,2.61,75.585915,16.303818,27.403976,29.94211,34.575001,37.310001,84.67749,71.028526,32.322468,81.924271,26.969101,55.168053,36.965279 -2014-11-17,533.576111,107.467529,74.239998,114.25,323.049988,23.706095,2.67,76.141693,16.25626,27.85223,29.900402,34.445,35.619999,84.69529,71.482819,32.14032,81.095772,26.951323,55.259571,36.828056 -2014-11-18,532.104187,108.862846,74.339996,110.809998,324.929993,24.062443,2.65,76.34214,16.303818,27.817751,29.791985,34.685001,35.91,84.48159,70.574226,31.785126,81.778084,27.191326,55.396843,36.705025 -2014-11-19,534.053467,108.10862,73.330002,108.82,326.540009,23.982267,2.63,77.435471,16.227724,27.714308,29.500065,35.240002,35.200001,85.140541,72.095131,32.368011,82.14846,27.057991,55.460907,36.823318 -2014-11-20,531.905273,109.65477,73.599998,109.82,330.540009,23.919909,2.69,77.06192,16.170649,27.697067,29.424997,35.205002,36.450001,85.327545,72.193901,34.626663,82.460358,27.057991,55.02161,37.003132 -2014-11-21,534.560669,109.805626,73.75,110.730003,332.630005,24.04463,2.77,77.12571,16.284794,27.697067,29.424997,34.650002,36.310001,86.209145,71.305038,34.635765,82.577347,27.066877,55.323635,37.741306 -2014-11-24,536.321045,111.842026,74.010002,113.919998,335.640015,24.053534,2.83,77.809044,16.341869,27.748787,28.941257,35.0,38.360001,85.238495,69.705139,35.428127,82.840523,26.862438,55.790379,38.100929 -2014-11-25,538.121094,110.870972,75.629997,113.470001,335.040009,23.928814,2.83,77.39904,16.265772,27.783268,29.041342,35.334999,38.0,84.401436,68.055832,34.98185,84.156364,27.084658,55.186356,37.954243 -2014-11-26,537.414978,112.190865,77.620003,112.669998,333.570007,23.937723,2.84,77.426376,16.275284,27.645342,29.2999,35.740002,36.09,84.134285,67.907684,35.291512,84.370796,27.644663,55.222961,37.712914 -2014-11-28,538.867004,112.124863,77.699997,111.639999,338.640015,23.599194,2.79,79.758827,16.208696,28.817701,29.508402,36.244999,36.099998,80.625725,64.836243,35.892605,85.082329,27.689106,55.058224,38.427429 -2014-12-01,530.88092,108.485748,75.099998,105.989998,326.0,23.180481,2.67,78.556145,15.970898,28.395313,29.24151,34.889999,35.470001,82.237526,64.539963,33.93449,85.248032,27.786888,54.911789,38.257076 -2014-12-02,530.831177,108.070908,75.459999,109.889999,326.309998,23.207205,2.68,78.720139,16.313332,28.671156,28.599297,34.735001,33.939999,83.876045,63.285709,33.879845,85.472221,28.062443,55.900208,38.029945 -2014-12-03,528.41449,109.296516,74.879997,110.639999,316.5,23.501196,2.74,77.822289,16.494589,28.998735,28.357431,34.939999,34.25,84.552818,63.680748,32.823383,86.086288,28.222443,56.321198,38.077259 -2014-12-04,534.371765,108.881706,75.239998,109.169998,316.929993,23.242844,2.69,77.657356,16.418272,28.524616,28.282366,34.794998,32.75,84.036339,59.799465,32.85981,86.524918,28.151333,56.174759,38.474743 -2014-12-05,522.387634,108.419731,76.360001,107.900002,312.630005,23.17157,2.66,77.070976,16.866652,29.248722,28.307383,34.715,33.310001,83.546555,58.199535,32.449974,86.827072,28.435776,57.38282,39.544144 -2014-12-08,524.098206,105.968506,76.519997,105.07,306.640015,22.886496,2.58,77.171776,16.847569,28.422487,28.257347,34.314999,32.880001,81.658707,54.61454,33.324295,85.813377,28.418003,57.35537,39.652977 -2014-12-09,530.453308,107.590111,76.839996,107.480003,312.5,22.788498,2.59,76.557915,16.752171,28.535557,27.431637,34.169998,34.110001,81.373741,54.851563,33.388382,85.618431,28.400225,57.15403,39.28862 -2014-12-10,523.183228,105.544258,76.18,103.879997,305.839996,22.512331,2.48,76.026527,16.58045,27.804987,27.098024,33.900002,32.290001,78.960487,51.631973,32.958088,84.146622,28.320223,55.534122,39.113541 -2014-12-11,525.450806,105.233162,77.730003,104.970001,307.359985,22.637053,2.49,76.805283,16.666309,27.996321,27.281513,34.264999,32.150002,79.432457,52.363354,33.534859,85.472221,28.133553,55.95512,39.331207 -2014-12-12,515.82373,103.451302,77.830002,105.110001,307.320007,22.173794,2.52,76.786942,16.341955,27.457096,26.822792,34.415001,32.299999,77.117165,53.549389,33.736263,82.002258,27.511326,54.948402,39.392723 -2014-12-15,510.990295,102.037148,76.989998,104.699997,306.070007,21.906536,2.47,76.906067,16.074839,26.961357,26.897856,34.27,31.139999,77.384315,54.755192,33.791199,82.470116,27.431328,54.143028,38.276009 -2014-12-16,492.680969,100.641792,74.690002,105.769997,295.059998,21.81745,2.5,76.008186,15.950813,26.726528,26.80611,33.224998,30.870001,76.947975,57.54237,32.74752,80.549942,27.262434,53.474937,37.443195 -2014-12-17,502.129028,103.149605,76.110001,109.019997,298.880005,21.968899,2.55,77.171776,16.465973,27.091814,27.24815,34.575001,32.02,79.272148,61.189423,34.303886,82.587097,27.662443,54.701305,38.063068 -2014-12-18,508.305054,106.204208,78.400002,109.25,297.730011,22.607367,2.55,78.738464,16.723553,27.613647,27.948746,35.470001,33.290001,81.177834,59.390598,35.228535,84.721695,28.418003,56.266281,37.869057 -2014-12-19,513.526367,105.38398,79.879997,110.650002,299.899994,23.039011,2.57,78.023842,16.80941,28.535557,27.973768,34.544998,33.040001,83.386261,59.173168,35.713757,84.253838,28.391335,56.67812,37.589893 -2014-12-22,521.999756,106.477615,81.449997,108.769997,306.540009,23.119944,2.66,79.141602,16.895271,28.900831,28.232323,34.029999,33.959999,83.110207,56.40575,35.915165,84.633972,28.524672,56.687283,38.110394 -2014-12-23,527.688477,106.10051,80.610001,105.519997,306.290009,23.272818,2.67,79.398148,17.105148,29.187843,28.382446,33.895,32.93,84.232246,56.336567,36.3363,85.413734,27.955776,57.18148,38.531525 -2014-12-24,525.878418,105.600815,80.769997,105.949997,303.029999,23.227858,2.65,79.187408,17.152849,29.074776,28.324064,33.985001,32.560001,83.510933,55.081352,35.603889,85.550194,27.92911,57.18148,38.455814 -2014-12-26,531.10968,107.467529,80.779999,105.949997,309.089996,23.182894,2.65,79.627197,17.152849,29.335693,28.499214,34.044998,32.529999,83.003349,53.934849,35.832771,85.550194,28.133553,57.245552,38.720798 -2014-12-29,527.429932,107.392105,80.019997,105.980003,312.040009,23.110954,2.66,79.379814,17.276867,30.092352,28.449169,34.400002,32.560001,82.878693,55.348206,35.777843,85.462479,27.902439,57.620777,38.981052 -2014-12-30,527.519409,106.081635,79.220001,105.75,310.299988,22.994051,2.63,79.517235,17.29595,30.518517,28.424152,34.165001,32.240002,82.834152,53.025562,36.052494,84.770447,27.893555,57.794666,38.70187 -2014-12-31,523.521423,104.064095,78.019997,103.940002,310.350006,22.724274,2.67,78.683487,17.066988,30.361969,28.015471,33.950001,32.98,82.326553,52.827885,35.686287,83.980934,27.689106,57.273003,38.824898 -2015-01-02,521.937744,103.074188,78.449997,103.599998,308.519989,22.535427,2.67,78.70182,17.07653,30.301085,28.249001,33.445,32.740002,82.66494,54.755192,35.512337,83.513062,27.849112,57.55854,38.536259 -2015-01-05,511.057617,100.170403,77.190002,101.0,302.190002,22.121767,2.66,78.472778,16.58045,29.857527,27.982115,32.650002,32.009998,80.403084,51.355232,34.596844,81.163986,27.697996,55.771641,37.798084 -2015-01-06,499.212799,100.179832,76.150002,103.32,295.290009,21.645164,2.63,79.077461,16.08437,30.30978,28.023809,32.110001,31.129999,79.975655,50.001183,34.285576,80.988564,27.92911,54.325531,37.490513 -2015-01-07,498.357513,101.584587,76.150002,102.129997,298.420013,21.654154,2.58,81.175575,16.160694,31.170799,28.057644,33.279999,32.0,80.786003,48.548286,35.274311,82.248367,28.311335,54.408432,38.413227 -2015-01-08,499.928864,105.487694,78.18,105.029999,300.459991,21.914942,2.61,82.888878,16.494589,31.483906,28.336786,34.134998,35.330002,82.130669,49.467461,35.805309,83.52771,28.889114,55.62426,39.0331 -2015-01-09,493.454498,105.600815,77.739998,103.019997,296.929993,21.609188,2.63,81.862724,16.198851,30.953379,28.252195,33.825001,34.299999,82.014908,49.70467,34.844032,82.463219,29.022453,54.657124,37.755501 -2015-01-12,489.854309,102.998756,76.720001,101.620003,291.410004,21.564224,2.63,82.476578,15.912654,31.170799,28.328325,33.564999,35.330002,80.438721,47.065735,35.786999,81.408508,29.12912,54.187378,37.963703 -2015-01-13,493.464447,103.913254,76.449997,100.769997,294.73999,21.456318,2.66,81.826065,15.693234,30.657673,28.328325,33.299999,34.77,80.144859,46.472733,35.79615,81.594055,28.835781,54.196583,38.266548 -2015-01-14,498.128784,103.517303,76.279999,99.580002,293.269989,21.384375,2.63,79.352333,15.302097,29.831436,28.192989,32.875,34.77,79.913307,47.391899,36.537708,81.506149,28.871338,52.326786,38.053608 -2015-01-15,499.043732,100.707787,74.050003,96.309998,286.950012,21.204527,2.52,80.0578,14.500738,29.074776,28.133766,32.325001,33.98,79.218735,46.403542,31.401737,80.324486,28.800228,50.650402,37.656124 -2015-01-16,505.299316,99.925301,75.18,96.889999,290.73999,21.213518,2.39,79.498924,14.672461,29.292208,28.590548,32.599998,34.18,81.142204,49.002934,32.033436,81.838196,29.155787,51.516232,38.143513 -2015-01-20,504.125763,102.499077,76.239998,100.040001,289.440002,21.447327,2.24,79.425629,14.55798,29.509636,28.717428,32.735001,33.599998,81.115494,47.767479,31.163708,82.287437,29.422451,51.313591,38.432152 -2015-01-21,515.204773,103.281609,76.739998,103.290001,297.25,21.618183,2.45,79.379814,14.701077,29.474852,28.759726,33.290001,33.709999,81.810081,49.180836,31.218634,81.760063,29.013563,51.479389,38.465282 -2015-01-22,531.465332,105.968506,77.650002,104.0,310.320007,21.834005,2.47,80.900719,15.349796,29.413963,28.58209,34.709999,33.52,82.700584,48.459324,31.941887,82.404617,29.164673,53.045227,39.15139 -2015-01-23,536.994873,106.515327,77.830002,103.110001,312.390015,22.013859,2.45,81.093132,15.006358,29.35309,28.226822,34.91,34.150002,80.937401,48.073864,32.051743,82.414391,28.844671,52.207043,41.744457 -2015-01-26,532.280823,106.628448,77.5,103.989998,309.660004,22.112778,2.61,81.203056,15.120838,29.309608,28.066107,35.805,35.169998,81.712128,48.94363,32.802456,81.642883,29.155787,52.289936,41.69714 -2015-01-27,515.791565,102.89505,75.779999,102.940002,306.75,21.923935,2.7,80.195251,14.910956,29.066082,27.753132,35.98,34.200001,80.990829,48.696537,32.408794,79.855705,28.978003,51.764915,41.801239 -2015-01-28,507.208801,108.712013,76.239998,98.449997,303.910004,21.438334,2.63,79.544731,14.500738,28.561642,27.643167,35.435001,32.66,78.319328,46.433193,32.161606,78.849838,28.400225,50.429344,41.436886 -2015-01-29,507.865204,112.096588,78.0,89.809998,311.779999,21.654154,2.61,80.369316,14.720159,28.839952,27.880011,36.400002,32.169998,77.989845,44.960541,33.040489,79.474838,28.293558,51.276745,42.137199 -2015-01-30,531.594604,110.456161,75.910004,89.080002,354.529999,21.483297,2.57,77.858925,14.453041,28.370302,27.846174,36.040001,31.84,77.847374,45.731461,32.225693,80.109642,27.778,50.088547,41.417957 -2015-02-02,525.587646,111.842026,74.989998,90.129997,364.470001,21.771057,2.67,78.52774,14.748778,28.796467,28.387539,35.974998,31.969999,79.770844,47.253532,32.015125,81.037392,28.133553,51.092533,41.63562 -2015-02-03,526.343506,111.860893,75.400002,90.610001,363.549988,22.004864,2.76,78.967529,15.158997,29.553123,29.047319,36.415001,32.849998,82.148468,50.791859,32.912315,81.847961,28.462448,52.243881,42.179008 -2015-02-04,519.898987,112.718803,75.629997,90.0,364.75,21.726093,2.85,79.388977,15.063598,31.162109,29.106529,36.785,33.740002,81.444969,49.358734,33.150349,82.209297,28.758369,51.930714,42.279102 -2015-02-05,524.692566,113.523354,75.610001,87.0,373.890015,22.031841,3.31,79.966179,15.235316,31.527384,29.216496,36.650002,33.360001,82.246429,51.108139,33.040489,83.810898,29.58337,52.289936,42.727154 -2015-02-06,528.093872,112.567368,74.470001,85.68,374.279999,22.049828,3.03,80.012001,15.731397,31.309961,29.49563,37.055,32.98,82.093887,51.058723,34.203175,82.189774,29.744778,53.32156,42.422104 -2015-02-09,524.941223,113.315125,74.440002,86.0,370.559998,22.157736,3.04,78.710991,15.597835,31.309961,29.301085,36.34,32.939999,82.147736,50.248257,33.937687,82.609703,29.655109,53.257072,42.336296 -2015-02-10,534.001343,115.492058,75.190002,87.260002,373.0,22.229679,3.04,79.975349,15.664615,32.631935,29.478712,36.685001,33.75,81.654289,51.839523,34.853184,82.258125,30.623585,53.846569,43.461201 -2015-02-11,533.036682,118.199066,76.510002,86.0,375.140015,22.274643,3.07,79.10495,15.607376,32.762402,29.089613,36.889999,33.75,81.286423,50.693024,35.017971,82.482742,30.713257,53.763676,43.275307 -2015-02-12,539.958557,119.694534,76.230003,87.099998,377.170013,22.382557,3.12,78.692665,15.903113,33.066803,29.275705,36.974998,33.380001,82.874474,50.179081,35.878548,85.471107,31.269234,54.868969,43.771027 -2015-02-13,546.00531,120.281372,75.739998,89.050003,381.829987,22.616364,3.15,78.619362,15.845874,32.718906,29.317997,36.880001,35.700001,83.77166,50.248257,35.805309,85.100006,31.062988,54.961079,43.651867 -2015-02-17,539.86908,120.991257,75.599998,86.849998,375.429993,22.634344,3.11,78.75679,15.864952,32.38842,29.360287,36.450001,37.450001,83.484573,51.829639,35.960941,85.471107,31.009184,55.357147,43.866364 -2015-02-18,536.746277,121.833633,76.709999,86.739998,373.369995,22.706285,3.08,79.059143,15.550135,32.344925,29.174202,37.060001,37.549999,81.654289,51.286045,35.814457,85.676193,30.919502,54.684746,44.328712 -2015-02-19,539.901306,121.578079,79.419998,86.889999,379.0,22.69721,3.06,76.521248,15.464274,32.623234,28.835848,36.915001,36.240002,80.245682,51.414528,35.82362,87.111794,30.856735,54.555809,44.409744 -2015-02-20,536.000366,122.571892,79.900002,86.639999,383.660004,22.878716,3.06,77.235901,15.626453,32.745003,28.827394,37.514999,36.66,80.676323,51.236629,35.960941,88.664566,30.991249,55.080826,44.571808 -2015-02-23,528.998901,125.884659,78.839996,85.470001,380.140015,22.842413,3.06,77.510765,15.454736,32.779785,28.632841,37.935001,37.75,79.859863,50.752327,35.695442,88.986839,30.838799,54.666332,44.605167 -2015-02-24,533.156006,125.09906,78.449997,84.690002,378.589996,23.04207,3.11,77.483269,15.626453,32.831978,28.802015,37.775002,38.41,80.227707,50.643608,35.027126,89.182137,30.793968,56.020321,44.543209 -2015-02-25,540.893433,121.899872,79.559998,86.190002,385.369995,23.513985,3.1,76.56707,15.731397,32.927643,28.937355,38.224998,37.900002,80.389206,53.282532,35.063747,90.500534,31.080919,56.315079,44.929298 -2015-02-26,552.43988,123.44268,80.410004,85.370003,384.799988,23.495831,3.08,76.777802,15.302097,32.666729,29.182661,38.505001,36.049999,79.53688,50.2285,34.377125,89.123566,31.018147,56.720348,45.067524 -2015-02-27,555.343933,121.58754,78.970001,85.120003,380.160004,23.586588,3.11,76.896904,15.082677,32.449299,29.23341,38.505001,37.599998,79.438194,48.96339,34.880642,88.019997,30.776026,56.444027,44.562267 -2015-03-02,568.213074,122.18383,79.75,84.0,385.660004,23.69549,3.21,76.924393,15.273476,32.710213,29.301085,38.52,37.400002,78.989594,48.854675,35.365868,89.865761,31.179567,56.895359,44.914993 -2015-03-03,570.500488,122.439384,79.599998,81.580002,384.609985,23.468609,3.14,76.383842,15.302097,32.875462,29.106529,38.220001,38.119999,78.612762,49.684891,35.869389,88.840355,30.991249,57.079575,44.805367 -2015-03-04,570.231995,121.663254,80.900002,85.489998,382.720001,23.287106,3.05,75.660042,15.158549,32.675426,28.759726,37.755001,38.860001,78.217995,49.526764,36.427845,89.563011,31.062988,57.226948,44.357311 -2015-03-05,572.181274,119.647224,81.209999,86.099998,387.829987,23.432308,2.98,76.56707,15.311666,32.710213,28.759726,37.895,39.240002,77.823219,49.180836,36.281368,90.637276,30.910543,57.107204,44.629005 -2015-03-06,564.578125,119.827042,80.010002,84.400002,380.089996,23.069298,2.92,75.669182,15.522202,32.04052,28.319864,37.400002,39.009998,76.827339,48.182594,36.354607,88.664566,30.462173,56.084801,43.956924 -2015-03-09,565.736694,120.338158,79.440002,82.529999,378.559998,23.268953,2.93,75.934891,15.474352,33.022617,28.2099,37.900002,37.209999,76.405655,46.067497,36.46447,88.986839,30.515972,56.646667,44.347775 -2015-03-10,551.972473,117.848854,77.550003,82.970001,369.51001,22.842413,2.92,75.192772,15.110701,32.926163,27.727755,37.299999,36.77,75.598167,45.444828,36.592636,86.760208,30.291788,55.228199,43.937859 -2015-03-11,548.163452,115.70031,77.57,81.989998,366.369995,22.860567,2.84,74.372452,15.416935,33.127827,27.592415,37.305,37.240002,75.382843,46.541912,36.821514,84.93399,30.157278,55.486092,43.575603 -2015-03-12,552.469727,117.792061,78.93,81.919998,374.23999,23.051146,2.76,75.487717,15.397795,33.697796,28.023811,38.345001,37.779999,75.562279,44.909733,37.398273,87.160614,30.489075,56.526928,44.509838 -2015-03-13,544.324585,116.978073,78.050003,81.860001,370.579987,22.724438,2.75,75.487717,15.397795,33.364586,27.710836,38.025002,38.209999,75.248268,44.800915,37.105312,85.695732,30.489075,56.186123,44.466942 -2015-03-16,551.47522,118.26532,78.07,84.0,373.350006,23.096525,2.76,76.76889,15.436073,33.82933,27.964602,38.645,38.470001,76.046776,45.572495,38.112377,86.63327,30.883633,56.96904,44.829201 -2015-03-17,547.825317,120.243484,79.360001,84.5,371.920013,22.969469,2.77,76.151352,15.397795,33.575035,27.829262,39.404999,39.790001,75.436668,46.166004,38.121517,85.910576,30.64152,56.747982,44.991264 -2015-03-18,556.437866,121.597,80.910004,84.589996,375.140015,23.268953,2.75,76.06839,15.292524,33.759174,28.41291,40.014999,40.099998,77.222107,48.490635,38.240543,86.799255,30.82984,56.876934,45.682404 -2015-03-19,554.936157,120.678909,82.75,85.739998,373.23999,22.987619,2.74,75.137466,14.938442,33.890709,28.083023,40.505001,41.369999,75.73275,47.135441,38.084908,86.935982,30.623585,56.370338,46.59758 -2015-03-20,557.293213,119.164497,83.800003,85.199997,378.48999,23.051146,2.8,76.722816,15.158549,34.083607,28.108398,40.715,41.630001,75.84938,48.81707,37.550957,87.717262,30.713257,56.876934,46.454586 -2015-03-23,555.751648,120.404419,84.43,84.25,375.109985,23.114672,2.84,76.787315,15.043712,33.838089,28.150692,40.919998,41.919998,76.647888,47.837765,37.615414,87.238739,31.430651,56.315079,46.41169 -2015-03-24,567.069397,119.912239,85.309998,83.629997,374.089996,22.933168,2.79,76.547691,14.938442,33.18922,27.973053,40.75,41.66,75.831429,49.09404,37.606201,87.394974,30.955381,55.688732,46.673843 -2015-03-25,555.726807,116.77932,82.919998,83.75,370.959991,22.606457,2.63,74.95314,14.747047,32.777092,27.592415,39.724998,41.5,76.136497,50.350342,36.289753,85.324615,30.758087,54.905823,45.649036 -2015-03-26,552.131592,117.5933,83.010002,84.169998,367.350006,22.506632,2.65,75.4785,14.756618,32.750782,27.761589,39.314999,41.77,75.652,50.567955,35.35075,85.871498,30.632547,54.841339,45.320156 -2015-03-27,545.338989,116.656258,83.300003,84.580002,370.559998,22.561083,2.72,74.980782,14.651352,32.71571,27.702375,39.849998,42.400002,74.988083,51.05267,35.424393,85.207428,30.964346,54.850548,45.31538 -2015-03-30,549.008789,119.609352,83.199997,83.900002,374.589996,22.797041,2.7,76.06839,14.852317,33.04015,27.888468,39.955002,42.470001,76.827339,51.151592,35.672958,85.617599,31.385813,56.149277,45.749138 -2015-03-31,545.000854,117.773132,82.220001,83.239998,372.100006,22.515705,2.68,75.810333,14.727909,32.882317,27.617786,40.375,41.380001,76.2621,51.478027,34.789185,84.367546,31.197493,55.799267,45.139023 -2015-04-01,539.590576,117.602776,81.669998,82.360001,370.26001,22.542933,2.69,74.390877,14.747047,32.2159,27.820799,39.400002,41.330002,75.777603,51.072449,34.255238,84.709366,30.784996,55.586006,44.338245 -2015-04-02,532.59906,118.615524,81.559998,82.279999,372.25,22.633686,2.69,74.409317,14.871454,32.005455,28.023811,39.705002,41.279999,75.634048,53.189339,35.185047,84.992577,30.82984,56.114517,44.991264 -2015-04-06,533.827332,120.536926,82.440002,81.82,377.040009,22.851492,2.7,74.648964,14.842748,32.145756,28.192989,40.125,41.59,76.378731,54.07962,35.175838,85.295326,30.919502,56.068165,45.053223 -2015-04-07,534.080933,119.268608,82.32,82.209999,374.410004,22.706284,2.7,74.197327,14.794897,31.330267,28.049191,40.419998,41.889999,76.934998,55.662346,35.037746,86.019333,30.973314,56.420494,44.838734 -2015-04-08,538.645813,118.880547,82.279999,85.389999,381.200012,22.69721,2.71,74.685829,14.938442,31.663477,28.014864,41.360001,42.98,75.418724,54.643467,35.313931,87.389069,31.062988,56.605938,45.391644 -2015-04-09,537.820374,119.789177,82.169998,86.139999,383.540009,23.35063,2.72,74.510712,15.034142,31.82131,28.049187,42.095001,43.419998,75.948082,55.266663,35.636131,87.134689,31.412714,56.995361,45.720539 -2015-04-10,537.054565,120.300293,82.040001,84.580002,382.649994,25.873549,2.76,74.335579,15.043712,32.066826,28.11783,41.875,42.93,76.764526,54.653355,35.516457,86.655273,31.780378,57.208626,45.920731 -2015-04-13,536.219177,120.063667,83.010002,84.279999,382.359985,25.074928,2.78,74.003777,15.12027,31.91777,28.212214,42.555,43.240002,76.567131,54.495087,35.295509,86.342194,31.466516,57.551685,46.235325 -2015-04-14,527.487183,119.543106,83.519997,85.0,385.109985,25.165682,2.67,73.874733,15.13941,31.987913,28.049187,42.005001,43.5,77.724541,57.106579,34.798386,87.193382,31.412714,58.45108,46.044662 -2015-04-15,529.617859,119.997421,82.709999,84.669998,383.450012,24.920647,2.7,73.496826,14.967154,32.39127,28.220791,42.105,43.950001,79.025482,60.736946,34.568241,87.320587,31.574123,59.535908,45.892132 -2015-04-16,530.87854,119.420044,82.309998,84.059998,386.040009,24.757296,2.87,73.035973,15.110701,32.51403,28.100666,42.855,43.630001,78.711464,60.301697,34.23682,86.802032,31.556185,59.165031,45.996994 -2015-04-17,521.181885,118.076035,80.779999,81.900002,375.559998,24.730066,2.58,71.782448,14.890595,32.128216,27.894735,42.57,42.599998,77.993683,60.074181,33.564793,85.050735,31.421679,58.265629,45.39642 -2015-04-20,532.44989,120.773537,83.089996,82.199997,389.51001,24.521338,2.49,72.02211,14.900165,32.54034,28.169312,43.880001,42.700001,78.271843,59.757633,33.675274,85.442085,31.394772,58.636524,45.730076 -2015-04-21,531.049988,120.120476,83.620003,82.419998,391.179993,24.158329,2.35,71.920708,14.833179,32.584183,28.023445,41.759998,41.77,77.948845,59.144341,33.555599,85.872574,31.287172,57.77422,46.111389 -2015-04-22,536.413086,121.738968,84.629997,82.050003,389.799988,24.421513,2.28,72.289391,15.062852,32.584183,28.195053,41.134998,42.16,78.469215,60.064285,33.307034,89.228424,31.323038,58.358356,46.082787 -2015-04-23,544.006287,122.732803,82.410004,82.279999,389.98999,24.367058,2.33,72.980682,15.015003,31.496878,29.370558,41.630001,41.650002,78.540985,61.271107,33.260994,88.915329,31.70863,58.22855,47.121891 -2015-04-24,561.967468,123.310173,81.529999,84.57,445.100006,24.321682,2.3,73.588997,14.967154,31.207506,29.181793,41.279999,41.130001,78.029587,60.697376,32.579762,88.758797,31.627924,58.04311,49.419361 -2015-04-27,555.369995,125.553368,81.910004,84.900002,438.559998,24.394285,2.34,73.1558,14.890595,31.374109,29.250433,40.724998,39.470001,78.065483,60.618244,32.524536,87.809761,31.018147,57.802029,48.494652 -2015-04-28,553.679993,123.575188,80.68,85.080002,429.309998,24.612091,2.31,72.906937,14.976723,31.321503,29.911119,40.244999,39.419998,78.774269,61.627232,32.883568,88.279396,30.919502,58.191467,48.246803 -2015-04-29,549.080017,121.757904,80.470001,82.449997,429.369995,24.584866,2.28,71.782448,15.292524,31.137354,29.825323,39.450001,39.09,78.837067,61.389816,32.091854,88.29895,30.749125,58.970314,48.284931 -2015-04-30,537.340027,118.45462,78.769997,81.290001,421.779999,24.575788,2.26,71.93914,15.244679,30.742769,29.722353,38.775002,39.939999,78.388458,62.873623,31.898533,88.259827,30.426302,58.655064,47.264893 -2015-05-01,537.900024,122.051331,78.989998,81.169998,422.869995,24.784519,2.31,72.446098,15.416935,31.058439,29.533587,38.98,40.52,79.716301,64.050758,32.386444,89.277344,30.560812,58.979588,47.941738 -2015-05-04,540.780029,121.814697,78.809998,80.589996,423.040009,24.74822,2.31,72.980682,15.732736,31.040903,29.627968,38.555,41.66,79.9496,63.407787,32.80991,89.208855,30.776026,60.008789,48.094276 -2015-05-05,530.799988,119.069847,77.559998,79.540001,421.190002,24.430584,2.28,72.012894,15.646608,30.698925,28.932968,38.540001,41.349998,79.500984,62.092155,32.653416,88.817497,30.596682,59.712074,47.252693 -2015-05-06,524.219971,118.322113,78.099998,80.0,419.100006,24.330757,2.29,72.022171,15.58919,30.48848,28.641232,38.369999,41.330002,79.124176,61.389816,32.51532,88.612038,30.253101,59.267014,46.793648 -2015-05-07,530.700012,119.053955,78.43,86.0,426.880005,24.539488,2.32,72.374611,15.541342,30.584934,28.63265,38.880001,41.799999,78.59481,60.143421,33.251797,90.060051,30.361601,59.804798,47.195305 -2015-05-08,538.219971,121.297028,78.510002,87.059998,433.690002,24.829897,2.31,72.838387,15.742307,30.970758,28.907219,39.540001,42.130001,79.841919,63.595737,33.702888,91.48848,30.759434,60.722725,47.606533 -2015-05-11,535.700012,120.061455,78.010002,86.720001,432.850006,24.430584,2.32,72.439545,15.780588,30.883074,28.735615,39.130001,42.200001,78.503098,62.240528,34.034306,90.519897,30.705177,60.685635,47.338757 -2015-05-12,529.039978,119.633736,77.459999,86.769997,431.019989,24.530413,2.35,73.237221,15.723169,30.462175,28.881481,38.959999,42.25,78.7202,63.120926,33.8778,90.3927,30.542429,60.602188,47.539593 -2015-05-13,529.619995,119.7668,78.440002,87.529999,426.869995,24.693769,2.37,72.495193,15.761446,30.514788,29.08741,38.685001,42.209999,78.304054,62.022907,33.325447,90.519897,30.316389,60.750542,47.424831 -2015-05-14,538.400024,122.561157,81.370003,88.400002,432.279999,24.875271,2.33,73.01461,15.809295,30.383261,29.284761,39.044998,42.110001,78.674973,60.380836,32.055027,91.81134,30.687092,61.241962,48.352482 -2015-05-15,533.849976,122.390053,80.419998,88.459999,426.0,24.74822,2.32,73.496918,15.646608,30.611246,29.456369,38.91,41.93,79.018723,60.499531,31.843287,91.20475,30.732307,61.084343,48.582008 -2015-05-18,532.299988,123.739716,80.879997,87.110001,425.23999,24.784519,2.35,74.127617,15.799726,30.734001,29.919706,39.43,42.439999,78.566422,59.134438,32.303581,91.067787,30.723265,61.585033,48.945412 -2015-05-19,537.359985,123.625671,80.629997,88.209999,421.709991,24.820822,2.28,70.890579,16.048538,30.795378,29.490686,39.290001,41.240002,78.693047,57.719887,32.20232,91.772209,30.931219,62.13208,49.174931 -2015-05-20,539.27002,123.616135,80.550003,90.699997,423.859985,25.084002,2.32,70.398994,16.019833,30.707699,29.705193,39.294998,41.009998,78.819695,57.630852,31.097609,91.224319,31.012587,61.640656,48.801956 -2015-05-21,542.51001,124.880234,80.480003,93.879997,431.630005,25.156605,2.28,70.593781,16.010263,31.198738,30.091305,39.099998,41.470001,78.892082,58.095776,32.321999,90.89167,31.066845,61.798298,49.08886 -2015-05-22,540.109985,125.973274,80.540001,93.269997,427.630005,25.120306,2.28,70.361893,16.029398,31.303961,29.782415,39.235001,40.77,78.267876,58.006744,31.603941,90.686226,30.994514,61.631401,49.232307 -2015-05-26,532.320007,123.197929,79.330002,92.519997,425.470001,24.975101,2.22,69.471481,15.790155,31.146124,29.748095,38.860001,43.439999,77.209473,56.414139,31.208084,89.903519,30.840805,60.945263,48.620255 -2015-05-27,539.789978,125.498032,80.550003,92.599998,431.420013,24.975101,2.28,69.740448,16.019833,31.400419,29.988348,38.459999,43.73,76.992363,56.661446,31.631557,90.588379,31.012587,61.631401,49.337513 -2015-05-28,539.780029,125.250931,80.150002,90.949997,426.570007,25.074928,2.27,69.415817,15.952842,31.908998,29.85964,39.189999,44.310001,76.992363,54.880871,31.465851,90.813408,31.13917,61.38105,49.547905 -2015-05-29,532.109985,123.825249,79.190002,89.32,429.230011,24.74822,2.28,68.887123,15.790155,31.540712,29.636551,39.205002,42.950001,77.073776,54.811634,31.944559,90.265511,31.41946,60.991619,49.691353 -2015-06-01,533.98999,124.072357,80.290001,90.779999,430.920013,24.757296,2.25,69.313797,15.838004,31.724857,29.473524,39.310001,42.09,77.01046,54.376392,31.640762,90.559013,31.247677,61.269787,49.940002 -2015-06-02,539.179993,123.521095,80.440002,90.510002,430.98999,24.802668,2.3,69.128288,16.00069,31.759933,29.482105,38.950001,42.529999,77.019516,54.979794,32.008999,91.15583,31.184385,61.214149,49.471397 -2015-06-03,540.309998,123.673164,82.440002,90.790001,436.589996,24.984179,2.28,69.462189,16.250252,31.514414,30.056988,39.189999,43.650002,76.847626,54.979794,32.285175,91.478706,31.112051,61.844658,49.844364 -2015-06-04,536.700012,122.950821,82.050003,90.589996,430.779999,24.739147,2.33,68.775833,16.106276,31.163668,30.262915,39.02,43.52,76.187256,54.910553,31.788055,90.56881,30.958347,61.501583,49.46183 -2015-06-05,533.330017,122.276001,82.139999,90.709999,426.950012,24.766371,2.33,67.764839,16.499817,30.795378,29.662291,40.919998,40.740002,76.241524,54.109299,31.788055,90.617729,30.82272,62.512234,49.911312 -2015-06-08,526.830017,121.468132,80.669998,88.290001,423.5,24.720995,2.31,67.347443,16.39423,30.999151,29.679455,40.48,39.009998,76.757164,53.565235,31.567116,89.913292,30.723265,62.020821,49.280132 -2015-06-09,526.690002,121.106941,80.669998,87.580002,425.480011,24.802668,2.29,67.21759,16.614992,31.23835,29.610807,40.334999,36.610001,76.512932,53.782864,31.353951,90.099182,30.750385,62.289711,49.289692 -2015-06-10,536.690002,122.494598,82.160004,88.900002,430.769989,25.074928,2.32,67.644249,16.883753,31.530714,29.790998,40.779999,29.52,77.082832,52.35841,31.715399,92.134201,31.021641,63.291088,50.389481 -2015-06-11,534.609985,122.218971,81.830002,87.209999,432.970001,24.966026,2.32,67.653534,16.787767,31.495275,29.928288,40.630001,28.549999,76.974274,52.13089,31.696869,92.457077,31.157263,63.532154,50.198215 -2015-06-12,532.330017,120.869331,81.529999,86.629997,429.920013,24.857126,2.31,67.180489,16.787767,31.637026,29.730942,40.645,28.07,76.006332,52.309086,31.696869,91.742882,30.931219,63.281815,50.332104 -2015-06-15,527.200012,120.631714,80.709999,86.120003,423.670013,24.693769,2.32,66.716743,16.76857,31.415543,29.525005,40.595001,27.09,75.734955,51.982395,31.622719,91.283028,30.777512,63.040741,49.987823 -2015-06-16,528.150024,121.278015,81.059998,86.089996,427.26001,24.702843,2.35,67.106277,16.845356,31.548435,29.748095,41.389999,27.209999,76.603394,53.358444,31.872957,92.114655,30.777512,63.393089,50.657257 -2015-06-17,529.26001,120.992889,81.790001,86.800003,427.809998,24.74822,2.47,67.458748,16.672586,31.725626,29.85964,41.32,27.1,76.648621,52.210091,31.520769,92.408157,30.723265,63.179821,50.915466 -2015-06-18,536.72998,121.544144,82.910004,86.75,439.390015,25.050247,2.52,67.690628,16.682182,32.07114,30.04841,41.849998,28.15,77.32708,50.685566,32.447586,93.973557,31.075882,63.773239,51.747478 -2015-06-19,536.690002,120.32756,82.510002,85.739998,434.920013,24.931269,2.58,67.468018,16.480616,31.991409,30.022671,41.59,29.23,77.082832,49.804508,32.391972,92.760384,30.904095,63.124195,51.575336 -2015-06-22,538.190002,121.287521,84.739998,85.68,436.290009,25.09601,2.62,67.514412,16.76857,32.062279,30.065567,42.450001,28.370001,77.046654,50.081703,32.364166,93.357193,31.021641,63.94014,51.546658 -2015-06-23,540.47998,120.736267,87.879997,85.080002,445.98999,25.214994,2.61,67.310341,16.960541,32.159733,30.812059,42.695,28.809999,76.956184,49.804508,32.317829,93.631134,31.193426,64.67263,51.757046 -2015-06-24,537.840027,121.762756,88.860001,85.169998,440.839996,24.949575,2.62,67.134102,16.787767,31.149757,30.700516,42.169998,28.799999,76.603394,50.378674,31.446629,93.445251,30.949303,63.99577,51.364956 -2015-06-25,535.22998,121.182983,87.980003,85.239998,440.100006,24.74822,2.58,66.651794,16.672586,30.742228,31.043732,42.575001,28.280001,75.924919,50.527172,31.353951,92.417931,30.759434,63.65271,51.709229 -2015-06-26,531.690002,120.470123,88.010002,83.279999,438.100006,24.793982,2.47,66.892967,16.710981,30.458723,30.992241,42.965,28.120001,75.86158,49.121441,31.4837,92.466866,30.669012,63.93087,52.235218 -2015-06-29,521.52002,118.36013,85.800003,81.07,429.859985,24.38212,2.34,66.243683,16.211857,29.43989,30.691936,41.465,27.02,74.920784,48.12159,30.334459,90.519897,30.370646,62.30825,51.211933 -2015-06-30,520.51001,119.215553,85.769997,82.269997,434.089996,24.318054,2.4,65.789207,16.336641,29.528484,30.477425,41.720001,26.700001,75.264534,48.883854,30.223242,91.459137,30.316389,62.827484,51.278866 -2015-07-01,521.840027,120.32756,86.910004,82.459999,437.390015,24.400423,2.42,66.670349,16.528605,29.271563,30.52033,42.130001,26.530001,74.513702,47.33952,31.0203,92.457077,30.46106,63.527443,51.53709 -2015-07-02,523.400024,120.175491,87.290001,82.07,437.709991,24.510256,2.53,66.651794,16.346237,29.43989,30.657614,42.294998,25.530001,75.210251,47.488022,31.0481,92.202698,30.171726,63.014149,51.871811 -2015-07-06,522.859985,119.757301,87.550003,80.230003,436.040009,24.080088,2.47,67.273239,16.259853,28.926048,30.554651,42.290001,24.84,74.65844,46.69606,30.890545,92.476654,30.063231,62.836819,51.938751 -2015-07-07,525.02002,119.462669,87.220001,79.620003,436.720001,24.22653,2.09,68.441925,16.019888,29.112091,30.691936,42.470001,25.34,74.966034,46.369377,31.326141,92.016022,30.497225,62.34219,52.005692 -2015-07-08,516.830017,116.497238,85.650002,77.940002,429.700012,23.695684,2.01,67.764839,15.597555,27.632565,30.248512,42.195,24.129999,74.151855,44.844841,31.066637,90.643974,30.244057,61.063618,51.058918 -2015-07-09,520.679993,114.121101,85.879997,79.040001,434.390015,23.814671,1.98,67.505127,15.818319,27.473097,29.900726,42.244999,23.23,73.817154,45.824898,31.205652,91.182999,30.614771,61.698238,51.690098 -2015-07-10,530.130005,117.172066,87.949997,80.300003,443.51001,24.043482,1.96,67.82048,16.029488,27.818613,30.126787,43.119999,23.75,74.378014,44.815147,31.446629,92.731476,31.066845,62.575516,52.187397 -2015-07-13,546.549988,119.434151,90.099998,81.860001,455.570007,24.22653,1.96,68.525391,16.336641,28.066679,30.326763,44.674999,23.68,74.558929,45.646713,31.845152,93.59391,31.482754,63.546101,53.268063 -2015-07-14,561.099976,119.386612,89.68,81.5,465.570007,24.400423,2.05,68.441925,16.442225,28.146414,30.535435,44.400002,23.84,75.183128,47.230637,32.049053,93.368492,31.71784,64.432716,53.315876 -2015-07-15,560.219971,120.536682,89.760002,80.730003,461.190002,24.501104,1.96,68.31208,16.97014,27.84519,30.196342,44.139999,22.940001,74.866508,45.904091,31.900763,93.348877,31.627422,64.572708,52.923779 -2015-07-16,579.849976,122.142929,90.849998,81.529999,475.480011,24.74822,1.87,68.479027,17.229298,27.118717,30.570215,42.674999,22.360001,75.002197,45.745701,32.345631,93.907501,31.735914,64.918007,53.30632 -2015-07-17,672.929993,123.197929,94.970001,83.360001,483.01001,24.931269,1.79,68.070915,17.373276,27.154156,30.439795,43.610001,22.15,74.730812,42.686752,30.473473,94.162331,31.708792,64.591362,53.258499 -2015-07-20,663.02002,125.526573,97.910004,82.669998,488.100006,24.839746,1.8,67.801933,17.392473,27.021265,30.344154,44.474998,22.0,73.961891,40.340569,30.464209,95.318771,31.862505,64.638031,53.755795 -2015-07-21,662.299988,124.271957,98.389999,82.540001,488.0,24.574327,1.8,67.468018,17.354076,26.923811,30.05723,44.169998,22.02,73.871437,40.776134,30.334459,94.779739,31.772087,64.488708,53.746235 -2015-07-22,662.099976,119.015938,97.040001,84.150002,488.269989,24.372967,1.79,67.85759,17.709225,26.844076,29.796392,44.685001,21.959999,73.989021,40.984032,30.621771,94.946358,31.537008,65.403297,54.214828 -2015-07-23,644.280029,118.958923,95.440002,83.879997,482.179993,24.03433,1.76,67.254692,17.450062,27.907209,29.500776,47.965,22.08,73.401024,42.518459,30.454941,93.260681,31.446589,64.992668,54.090519 -2015-07-24,623.559998,118.331612,96.949997,83.019997,529.419983,23.567556,1.67,66.39209,17.181305,27.517393,29.813782,48.025002,22.190001,72.315475,41.894787,30.084217,93.91732,30.976425,64.311378,54.788635 -2015-07-27,627.26001,116.687317,94.169998,81.400002,531.409973,23.750603,1.62,66.206589,16.960541,27.508532,29.839867,48.215,21.440001,71.700325,41.815594,29.713501,92.506042,31.048763,63.471455,54.49218 -2015-07-28,628.0,117.267105,95.290001,80.559998,526.030029,23.88789,1.77,66.874413,17.162107,27.747736,29.848557,48.924999,21.809999,74.61322,43.508408,29.77837,93.260681,31.961956,63.508778,54.645187 -2015-07-29,631.929993,116.896423,96.989998,80.260002,529.0,24.03433,1.96,66.994987,17.430868,28.305885,30.161564,49.41,21.860001,75.210251,42.211571,29.769098,94.799355,32.332664,64.339378,54.999031 -2015-07-30,632.590027,116.307167,95.209999,79.959999,536.76001,23.906197,1.93,66.930061,17.402071,28.270447,30.257208,49.639999,21.290001,75.092667,39.449604,29.769098,96.445808,32.305542,64.432716,55.525024 -2015-07-31,625.609985,115.290161,94.010002,78.339996,536.150024,23.88789,1.93,66.763115,17.162107,27.916069,30.205042,49.665001,21.549999,71.655113,38.944725,29.926661,95.455978,32.603909,63.956753,55.4007 -2015-08-03,631.210022,112.571854,94.139999,77.989998,535.030029,23.677387,2.2,66.948608,17.056528,28.066679,30.135481,49.130001,19.389999,70.614777,37.835987,29.630085,95.495171,32.685284,63.956753,55.649338 -2015-08-04,629.25,108.960129,94.059998,78.870003,531.900024,23.704838,2.13,67.013542,17.08532,27.924925,30.065929,49.674999,20.809999,69.809662,37.5093,29.620813,95.357979,32.649124,63.891403,56.291859 -2015-08-05,643.780029,109.682457,96.440002,79.82,537.01001,23.88789,2.16,68.647789,17.15251,27.995806,30.05723,50.52,21.34,69.809662,36.113461,29.657885,96.308601,32.640007,64.143387,56.589138 -2015-08-06,642.679993,109.921165,95.120003,78.959999,529.460022,23.823822,2.11,67.975418,17.094921,28.226149,29.770309,49.095001,23.34,70.641922,37.568699,28.833027,95.220772,32.047714,63.695423,54.882164 -2015-08-07,635.299988,110.293526,94.300003,78.82,522.619995,23.604164,2.09,66.53727,17.037329,28.119833,29.74423,48.965,24.389999,69.502098,35.361103,28.508646,95.818581,32.065929,63.508778,54.853397 -2015-08-10,633.72998,114.303505,94.150002,80.470001,524.0,24.016024,1.93,66.752052,17.315683,28.297024,30.239815,49.375,24.469999,71.238968,37.22221,28.999855,96.122398,32.220837,64.292725,53.961544 -2015-08-11,660.780029,108.355354,93.620003,77.339996,527.460022,23.530943,1.9,67.172295,17.075727,27.313629,30.126787,49.544998,25.18,70.755051,38.162666,29.175945,95.259972,32.002144,63.676758,54.038269 -2015-08-12,659.559998,110.026184,94.190002,73.379997,525.909973,23.66823,1.9,67.779305,16.816561,27.34907,29.579027,48.884998,25.370001,71.942055,38.271561,29.389112,95.103157,32.229958,62.752823,54.067036 -2015-08-13,656.450012,109.940262,93.43,75.110001,529.659973,23.604164,1.79,67.340385,16.91255,27.517393,29.396439,49.700001,25.0,71.814224,36.568844,29.389112,95.289375,32.220837,63.042145,54.517746 -2015-08-14,657.119995,110.713615,94.419998,74.760002,531.52002,23.869585,1.84,67.592529,16.989334,27.89835,29.605112,50.125,25.18,71.549408,36.133263,30.251041,95.936188,32.184399,63.359455,54.757492 -2015-08-17,660.869995,111.859322,93.93,75.190002,535.219971,23.988564,1.8,67.153625,17.056528,28.004663,29.761608,50.369999,25.370001,71.923782,36.182762,30.010075,95.906799,32.348419,63.527443,55.37125 -2015-08-18,656.130005,111.229187,95.169998,73.879997,535.02002,23.860432,1.8,64.884354,16.979738,28.093256,29.865948,50.18,24.08,71.129402,36.648033,30.047142,95.651985,32.366642,63.658108,55.45755 -2015-08-19,660.900024,109.806602,95.309998,73.120003,532.919983,23.549246,1.8,64.034515,16.75897,28.022381,29.874645,50.029999,23.34,69.604553,35.618492,29.871052,94.671944,32.138828,63.088818,55.227394 -2015-08-20,646.830017,107.553375,90.559998,70.32,515.780029,23.055017,1.7,63.90379,16.048681,27.322485,29.518166,48.325001,22.969999,68.088814,35.123512,29.129604,92.672661,31.48275,61.539589,53.52042 -2015-08-21,612.47998,100.975098,86.059998,68.18,494.470001,22.505869,1.78,62.138805,15.453578,26.223915,29.022573,45.014999,22.639999,65.860901,35.281906,27.971094,88.870079,30.56242,59.35574,50.672256 -2015-08-24,589.609985,98.454536,82.089996,65.800003,463.369995,21.846893,1.75,59.720116,14.6761,24.629221,28.144417,42.720001,21.98,62.747272,32.866428,27.127701,86.076973,29.277592,56.229298,48.274826 -2015-08-25,582.059998,99.046486,83.0,68.57,466.369995,21.297747,1.66,58.926338,14.647304,24.16853,27.648827,43.509998,23.25,62.738152,33.4604,30.538361,85.087143,28.557728,55.911991,48.994053 -2015-08-26,628.619995,104.727287,87.190002,68.660004,500.769989,21.975027,1.72,60.541904,15.415182,24.895,28.422644,45.380001,24.0,66.198746,34.460243,32.670013,89.879539,29.550961,58.711781,51.746315 -2015-08-27,637.609985,107.81115,89.730003,70.839996,518.369995,22.890274,1.78,61.709229,15.779925,25.320255,29.074736,47.845001,26.93,68.344482,37.62809,33.179764,92.172844,30.30727,60.177025,53.654671 -2015-08-28,630.380005,108.164413,91.010002,70.07,518.01001,23.027557,1.85,60.644634,15.70314,25.69235,28.944324,48.205002,27.299999,68.54538,37.944878,33.337315,92.202248,29.760542,59.850368,53.347809 -2015-08-31,618.25,107.658394,89.43,66.120003,512.890015,22.716377,1.81,60.448528,15.683941,26.082169,28.86607,47.764999,26.68,68.700592,38.231956,34.050964,90.526375,29.359608,59.82238,52.465546 -2015-09-01,597.789978,102.846413,87.230003,64.830002,496.540009,21.856043,1.71,59.598717,14.954454,25.373411,28.100945,46.580002,26.15,65.815231,37.578594,32.846107,87.272629,28.575951,57.349216,51.30518 -2015-09-02,614.340027,107.257393,89.889999,65.540001,510.549988,22.487566,1.77,60.177708,15.262595,25.878395,28.535677,47.82,26.690001,66.865303,37.697392,33.763657,88.625092,29.1318,58.394478,52.992985 -2015-09-03,606.25,105.376534,88.150002,66.470001,504.720001,22.432652,1.79,60.569927,15.349258,25.789804,28.726961,47.814999,27.139999,67.37661,37.984478,34.032425,89.82074,29.058897,58.497135,52.446369 -2015-09-04,600.700012,104.326286,88.260002,63.91,499.0,21.965878,1.82,59.664085,15.070006,25.586037,28.309618,47.5,27.200001,66.162224,36.133263,33.939751,88.723076,28.585066,57.395874,52.053192 -2015-09-08,614.659973,107.228752,89.529999,60.91,517.539978,22.844507,1.88,61.989384,15.561107,26.471979,28.8139,48.535,26.809999,67.111832,35.796684,34.940701,91.045792,29.64208,58.945107,52.945034 -2015-09-09,612.719971,105.166473,90.440002,64.040001,516.890015,22.469261,1.85,60.812729,15.310741,26.241634,28.500896,47.555,25.75,65.742195,35.578896,34.773872,88.174271,29.122686,58.030502,52.446369 -2015-09-10,621.349976,107.477005,91.980003,63.830002,522.23999,22.588245,1.84,59.878876,15.445556,26.905296,28.47481,48.084999,25.74,66.217003,35.687782,34.588512,87.890053,29.724091,58.478474,53.098473 -2015-09-11,625.77002,109.042786,92.050003,64.629997,529.440002,22.83536,2.01,60.373814,15.445556,27.039825,28.44873,48.294998,25.780001,66.372223,36.153572,35.446468,89.526726,30.043022,58.385139,54.21088 -2015-09-14,623.23999,110.093018,92.309998,62.599998,521.380005,22.670612,1.82,60.02829,15.36852,27.551023,28.300917,48.075001,25.27,66.189613,35.727425,35.884762,89.124908,29.806105,58.217155,53.980728 -2015-09-15,635.140015,111.01915,92.900002,64.849998,522.369995,23.155695,1.86,60.065643,15.705545,27.793175,28.570454,49.34,25.0,66.527443,36.282413,35.875431,90.271561,30.225262,59.337074,54.575291 -2015-09-16,635.97998,111.14325,93.449997,67.230003,527.390015,23.732296,1.89,60.411175,15.724808,27.981514,28.640009,51.68,25.4,67.8423,38.522198,36.332394,90.879189,30.234375,59.859703,54.910931 -2015-09-17,642.900024,108.765907,94.339996,66.0,538.869995,23.409096,1.89,60.205727,15.272225,28.080164,28.500896,52.049999,25.719999,67.988403,38.631207,35.65163,91.349625,30.507744,58.469131,54.930115 -2015-09-18,629.25,108.317177,94.400002,65.75,540.26001,22.901205,1.87,59.150459,14.983343,27.362688,28.300917,50.900002,25.379999,66.363098,35.727425,34.998833,90.310776,29.93367,56.873245,54.508167 -2015-09-21,635.440002,109.997559,95.550003,63.900002,548.390015,23.169003,1.81,59.505329,15.118155,27.461342,28.309618,51.535,26.0,67.011383,35.588676,35.02681,91.192795,29.541845,57.349216,55.179443 -2015-09-22,622.690002,108.269447,92.959999,61.900002,538.400024,23.187468,1.73,59.383934,14.992972,26.932205,28.057472,50.945,25.59,66.417885,34.776016,34.476604,90.232353,29.396049,56.845249,54.776672 -2015-09-23,622.359985,109.147812,93.970001,60.0,536.070007,23.21517,1.7,59.505329,15.137414,26.654181,27.996611,50.715,25.139999,66.016129,34.339951,34.364697,90.300957,29.724091,56.593273,55.419186 -2015-09-24,625.799988,109.79705,94.410004,59.919998,533.75,23.002779,1.72,59.608055,14.973715,26.403069,27.918358,51.095001,25.040001,66.408745,34.54808,34.140888,89.301315,29.796989,56.201302,55.975395 -2015-09-25,611.969971,109.520172,92.769997,59.240002,524.25,23.012018,1.71,59.561356,15.301114,26.376162,28.10964,51.855,24.67,66.865303,34.676918,34.066277,89.477737,29.058897,57.367878,55.610985 -2015-09-28,594.890015,107.352859,89.209999,57.389999,504.059998,22.448719,1.66,59.449295,14.896679,25.613844,27.735769,50.395,23.42,66.290047,31.56501,33.124401,86.586601,28.083891,55.977318,53.482063 -2015-09-29,594.969971,104.125793,86.669998,57.82,496.070007,22.688816,1.67,59.561356,14.781124,26.142981,27.883581,46.98,23.719999,66.627884,30.791988,33.544048,86.988426,28.266136,55.846661,53.434113 -2015-09-30,608.419983,105.309692,89.900002,58.970001,511.890015,23.289047,1.72,60.551235,15.002602,26.923237,28.327007,48.389999,22.6,67.887947,31.832592,34.616497,88.321266,28.62151,56.901245,54.508167 -2015-10-01,611.289978,104.622276,90.949997,58.869999,520.719971,23.261347,1.74,60.018948,14.973715,27.506184,28.283531,49.419998,23.950001,67.623154,31.267693,34.65379,88.919098,29.013342,57.32122,55.121906 -2015-10-02,626.909973,105.38607,92.07,63.200001,532.539978,23.519907,1.83,60.681988,14.810015,28.456837,28.379171,50.125,24.799999,69.284966,32.466862,35.231972,90.232353,30.143259,57.161419,55.6973 -2015-10-05,641.469971,105.76799,94.010002,63.93,543.679993,24.766542,1.8,61.513126,15.108524,28.483746,29.066046,50.93,24.42,70.13414,34.012905,35.138729,92.44725,30.507744,58.29882,56.617905 -2015-10-06,645.440002,106.273987,92.800003,63.919998,537.47998,25.200563,1.83,61.335682,15.108524,28.896292,28.96171,49.93,25.299999,71.12027,35.885994,34.802998,92.045425,29.879002,58.327015,56.282261 -2015-10-07,642.359985,105.76799,92.400002,66.279999,541.940002,25.643808,1.86,61.970718,15.166301,29.640673,29.208639,49.529999,25.540001,72.316414,36.302235,34.775024,93.439461,30.33461,58.402214,56.368576 -2015-10-08,639.159973,104.545883,92.470001,67.699997,533.159973,25.883904,1.93,62.456314,15.166301,29.981472,29.455574,50.57,26.16,73.07428,37.075253,34.737717,94.116852,30.152369,58.402214,57.020683 -2015-10-09,643.609985,107.04734,93.239998,68.709999,539.799988,25.920839,1.96,62.278877,15.002602,29.550989,29.22628,51.16,25.610001,72.371193,35.727425,34.457954,94.067764,30.289053,58.214218,57.605648 -2015-10-12,646.669983,106.550873,94.260002,70.300003,550.190002,25.939308,1.87,62.50301,14.944825,29.61377,29.367386,51.674999,25.42,72.407722,34.171478,34.65379,94.872765,30.270823,58.016819,58.05637 -2015-10-13,652.299988,106.732285,94.120003,69.68,548.900024,25.736153,1.92,62.316238,14.944825,29.712423,29.296829,50.650002,25.17,72.279877,33.11105,34.541885,94.175751,30.052132,57.857018,57.691959 -2015-10-14,651.159973,105.223763,94.07,68.540001,544.830017,25.486824,1.95,56.059399,15.06038,29.891788,29.340931,48.639999,24.41,73.19297,33.913799,32.480942,93.292206,30.106802,56.390614,56.406933 -2015-10-15,661.73999,106.799118,95.959999,71.779999,562.440002,25.883904,1.97,55.405704,15.589996,29.88282,29.534948,49.744999,25.360001,74.398247,34.50843,33.087097,95.383255,31.054478,58.17662,57.241241 -2015-10-16,662.200012,106.016212,97.540001,71.989998,570.76001,26.761164,1.94,54.994808,15.522591,29.730356,29.834795,50.040001,23.879999,75.31134,34.676918,32.359707,95.854477,31.355183,58.684223,57.471397 -2015-10-19,666.099976,106.674995,98.470001,72.650002,573.150024,26.770401,2.01,54.957443,15.541849,29.811075,29.658413,50.224998,24.34,73.950836,34.181389,32.70475,95.95266,31.437193,58.48682,58.468723 -2015-10-20,650.280029,108.622688,97.0,71.790001,560.880005,26.576481,2.02,54.864063,15.599626,30.026316,29.764238,49.985001,24.65,73.804733,35.558945,32.928562,95.883934,30.981581,58.768818,58.382427 -2015-10-21,642.609985,108.613159,97.110001,69.480003,555.77002,26.641119,2.1,54.761337,15.310741,31.766188,29.631956,49.575001,24.02,73.238625,33.002033,32.490265,94.833504,30.489521,58.336418,58.04678 -2015-10-22,651.789978,110.274422,99.669998,70.989998,563.909973,27.315228,2.14,55.004143,15.561107,31.766188,29.949442,46.904999,23.83,75.685692,32.020893,32.788673,96.227524,30.371063,59.398609,58.967396 -2015-10-23,702.0,113.692459,102.190002,75.620003,599.030029,27.250586,2.21,54.443832,15.907764,32.241512,29.755428,46.009998,23.18,75.767883,31.039751,32.825981,97.965172,31.027142,60.037815,60.041451 -2015-10-26,712.780029,110.064369,103.769997,76.349998,608.609985,27.287521,2.15,54.182346,15.898134,31.9904,29.684874,47.029999,22.73,74.160835,28.760332,32.40633,97.808075,31.127373,60.066021,60.827812 -2015-10-27,708.48999,109.367401,103.699997,79.440002,611.01001,27.204412,2.15,53.678066,15.792211,31.362616,29.288012,47.365002,22.41,74.042145,28.512568,32.182514,96.630028,31.883688,59.821613,60.137348 -2015-10-28,712.950012,113.873856,104.199997,82.349998,617.099976,27.139772,2.18,53.827484,16.639603,31.586824,29.473215,48.27,23.4,75.128723,28.572031,32.369026,98.259666,32.302849,61.570015,60.904522 -2015-10-29,716.919983,115.076851,104.879997,82.220001,626.549988,27.093603,2.13,54.126316,16.456644,31.165306,29.58786,48.18,23.6,75.083084,29.374781,32.135887,98.750526,31.683228,61.297417,59.935959 -2015-10-30,710.809998,114.093452,101.970001,83.830002,625.900024,26.705761,2.12,53.453941,16.158133,31.308802,29.552582,47.540001,23.370001,75.548744,30.167627,32.66745,97.179794,30.817558,60.395012,60.00309 -2015-11-02,721.109985,115.697449,103.309998,84.349998,628.349976,27.149008,2.19,53.799469,16.427753,31.900713,29.640779,47.849998,23.530001,77.867973,31.079391,33.040466,97.562675,31.947483,61.607616,59.686638 -2015-11-03,722.159973,117.024551,102.580002,83.440002,625.309998,27.324461,2.28,54.266396,16.543306,32.08905,29.658413,48.200001,23.950001,79.301529,30.712702,33.329563,98.289131,31.865459,61.833218,60.223648 -2015-11-04,728.109985,116.480339,103.940002,85.400002,640.950012,27.278292,2.2,54.509201,16.379604,31.766188,29.526127,47.650002,23.9,78.507141,33.775063,32.154541,98.681801,31.360247,61.899025,59.418121 -2015-11-05,731.25,115.94339,108.760002,85.379997,655.650024,27.370634,2.2,54.733326,16.668488,31.784122,29.402664,48.014999,23.530001,77.438828,35.063423,32.658119,98.848701,31.369434,62.453625,59.724987 -2015-11-06,733.76001,116.077629,107.099998,83.610001,659.369995,27.629196,2.15,54.892078,17.284767,32.062149,29.243919,48.005001,24.09,77.12838,34.102104,33.021816,99.643883,31.167347,64.352409,59.427711 -2015-11-09,724.890015,115.607796,106.489998,81.379997,655.48999,27.472214,2.11,54.621262,17.024778,31.9904,28.961708,46.755001,24.790001,75.479706,32.992123,32.975193,98.632721,30.910147,63.346622,59.014015 -2015-11-10,728.320007,111.964195,107.910004,81.43,659.679993,27.813885,2.02,54.798695,17.188475,31.945555,28.917612,47.740002,24.809999,75.848122,31.852407,32.322411,98.809441,31.038746,63.619228,59.822163 -2015-11-11,735.400024,111.331345,109.010002,79.849998,673.25,28.321774,2.07,53.771454,17.09218,31.882778,29.032261,46.785,24.790001,75.175766,29.761293,32.033302,99.035225,30.992821,63.309013,59.523911 -2015-11-12,731.22998,110.957413,108.019997,78.760002,665.599976,27.850821,2.0,53.183121,16.726265,31.470232,28.82942,46.18,23.52,73.140251,29.394602,31.69759,96.482765,30.671316,62.040028,58.75425 -2015-11-13,717.0,107.716499,103.949997,75.849998,642.349976,27.961634,1.99,52.688175,16.562565,30.770697,28.494299,43.715,22.17,71.933678,31.436171,29.879105,95.088753,30.561085,61.626423,57.474682 -2015-11-16,728.960022,109.480782,104.040001,78.300003,647.809998,28.035509,1.99,54.042267,16.784042,31.541973,29.138094,45.0,22.92,74.512611,34.310223,29.496754,96.502411,30.460037,62.519421,58.379044 -2015-11-17,725.299988,109.010956,105.129997,78.129997,643.299988,27.998568,1.98,55.956673,16.77441,31.577854,29.332108,42.494999,22.370001,73.646828,32.70472,28.6388,96.276611,30.193653,62.16222,58.253963 -2015-11-18,740.0,112.462791,107.769997,77.690002,663.539978,28.183258,2.12,56.899872,17.178843,32.698902,29.579041,43.650002,21.860001,74.365234,31.753309,29.216988,97.346687,30.597828,63.403019,59.45657 -2015-11-19,738.409973,113.891464,106.260002,77.870003,661.27002,27.952398,2.14,56.685081,17.034407,32.411911,29.64959,44.625,20.440001,73.959976,31.416351,28.601501,97.120895,29.660881,63.600414,59.129459 -2015-11-20,756.599976,114.390068,107.32,79.949997,668.450012,28.312536,2.22,56.096752,16.99589,32.591286,29.684874,46.005001,19.959999,73.490242,30.137894,28.45229,97.680466,29.559837,63.487617,59.639359 -2015-11-23,755.97998,112.903854,106.949997,81.309998,678.98999,28.2479,2.22,56.274185,16.822561,32.358105,29.50849,46.080002,20.370001,73.941544,30.544226,28.704079,97.552841,28.779047,62.86721,60.264717 -2015-11-24,748.280029,113.98735,105.739998,80.860001,671.150024,28.312536,2.34,55.956673,16.822561,32.483665,29.446754,46.040001,20.5,75.415245,30.504583,29.4035,96.698753,29.366936,62.77322,59.610504 -2015-11-25,748.150024,113.172325,105.410004,81.709999,675.340027,28.035509,2.38,56.255508,16.793673,32.591286,29.499672,46.049999,22.459999,74.834961,30.009056,29.79517,96.364983,30.193653,62.848408,59.831779 -2015-11-27,750.26001,112.961395,105.449997,81.379997,673.26001,28.035509,2.33,55.928654,16.832184,32.618198,29.605499,44.84,22.15,74.816559,28.244984,29.356871,96.865639,30.120169,63.139809,59.822163 -2015-11-30,742.599976,113.431229,104.239998,84.080002,664.799988,27.647665,2.36,54.948109,16.784042,32.465725,29.693686,43.110001,22.129999,75.212616,28.324268,29.636637,96.129364,30.101799,62.679218,59.062115 -2015-12-01,767.039978,112.510719,107.120003,84.0,679.059998,27.860054,2.34,55.088188,17.14996,32.519539,29.781881,43.59,21.719999,75.424446,28.294533,29.254292,96.139168,30.882593,63.553417,59.04287 -2015-12-02,762.380005,111.494362,106.07,85.0,676.01001,27.675369,2.27,54.946941,17.014767,32.044209,29.596682,43.459999,20.41,73.269211,28.601761,28.815989,95.324356,30.221209,62.660416,58.898563 -2015-12-03,752.539978,110.458809,104.379997,82.589996,666.25,27.730774,2.23,55.596691,16.705757,31.811028,29.191002,42.075001,19.0,72.219215,27.908026,29.189011,94.2052,29.752737,61.852028,57.291889 -2015-12-04,766.809998,114.131172,106.18,84.849998,672.640015,28.155554,2.28,56.180538,17.188583,32.510567,30.081726,43.654999,19.969999,72.633682,27.491783,28.927896,96.895096,30.129354,63.816624,59.408463 -2015-12-07,763.25,113.412041,105.610001,84.760002,669.830017,28.044743,2.36,56.971546,16.937513,32.402954,30.22283,43.290001,19.98,70.73632,25.51959,28.825312,96.031197,30.000753,62.980011,59.543156 -2015-12-08,762.369995,113.364113,106.489998,84.379997,677.330017,27.878521,2.39,56.133457,16.599539,31.82,29.85243,43.615002,20.129999,68.737648,25.51959,28.994432,96.384605,29.881338,62.002422,59.802921 -2015-12-09,751.609985,110.861519,104.599998,83.419998,664.789978,28.137085,2.35,55.681446,16.512629,31.7931,29.605499,43.154999,20.76,69.658707,25.906101,28.674986,96.031197,29.660881,61.532425,58.860081 -2015-12-10,749.460022,111.388885,105.419998,84.330002,662.320007,28.303301,2.45,56.086372,16.609194,31.954523,29.693686,42.834999,21.700001,69.713966,25.182634,28.487078,95.825027,29.72518,61.673412,59.523911 -2015-12-11,738.869995,108.521942,102.120003,79.739998,640.150024,27.943165,2.36,55.898037,16.155336,30.985937,29.252733,41.279999,22.15,68.470551,22.581982,27.989119,93.095871,29.449608,60.225819,57.551643 -2015-12-14,747.77002,107.850754,104.660004,80.57,657.909973,27.943165,2.34,56.867962,16.222931,30.842436,29.631956,41.580002,21.02,70.027115,21.698555,28.092466,94.538979,29.559837,60.413818,57.647858 -2015-12-15,743.400024,105.94265,104.550003,82.489998,658.640015,27.998568,2.36,56.161701,16.821636,30.976969,29.817156,40.759998,20.83,73.158676,21.519884,28.224003,96.630028,29.63332,62.134007,57.705589 -2015-12-16,758.090027,106.757668,106.790001,84.629997,675.77002,28.608036,2.54,56.783211,17.140299,31.847004,30.337484,41.555,20.51,72.900787,21.470253,28.844105,98.210587,29.927271,63.478222,58.06155 -2015-12-17,749.429993,104.494812,106.220001,83.559998,670.650024,28.421967,2.56,55.540188,16.705757,30.913532,30.011173,40.634998,19.360001,71.804733,21.013653,27.998508,97.513588,29.697628,62.303219,57.263023 -2015-12-18,739.309998,101.666206,104.040001,82.650002,664.140015,28.170776,2.45,55.417774,16.184305,30.514759,29.631956,40.435001,19.459999,71.178429,21.17247,27.28446,94.529175,29.385303,60.536015,56.397156 -2015-12-21,747.77002,102.912712,104.769997,82.870003,664.51001,28.282415,2.53,56.076954,16.387093,30.659771,30.064091,40.485001,19.66,71.160004,21.251875,27.387808,95.26545,29.817038,61.607616,57.282272 -2015-12-22,750.0,102.816826,105.510002,84.839996,663.150024,28.366144,2.77,57.009216,16.493317,31.076662,30.346298,40.185001,20.940001,71.519226,21.678705,28.33675,95.75631,29.872154,61.739223,57.715206 -2015-12-23,750.309998,104.14003,104.629997,84.800003,663.700012,28.794106,2.83,57.527138,16.744383,31.520746,30.672602,40.994999,21.0,73.858665,24.001421,28.750151,96.924553,29.908897,62.726227,58.051937 -2015-12-24,748.400024,103.583885,105.019997,83.709999,662.789978,28.682465,2.92,57.282295,16.676788,31.357607,30.566772,40.599998,20.790001,73.066574,24.219797,28.656197,96.787102,29.964008,62.604019,58.032688 -2015-12-28,762.51001,102.423691,105.93,82.139999,675.200012,28.747585,3.0,57.206966,16.541601,31.276039,30.654964,40.610001,20.709999,72.523148,24.120531,28.684383,96.72821,29.780293,62.397221,57.907619 -2015-12-29,776.599976,104.264664,107.260002,83.260002,693.969971,29.10112,3.0,58.016815,16.686445,31.266979,30.804892,41.125,20.98,72.909973,24.378614,28.891083,97.896454,30.156912,63.045822,58.811974 -2015-12-30,771.0,102.903107,106.220001,81.68,689.070007,28.887138,2.98,58.082729,16.464344,31.112911,30.637327,40.48,20.290001,71.942894,22.77058,28.618612,97.061989,30.083426,62.594608,58.513733 -2015-12-31,758.880005,100.927902,104.660004,81.269997,675.890015,28.980173,2.87,57.724888,16.2519,30.822895,30.346298,40.305,20.559999,71.795525,24.428246,28.609221,95.57959,29.651691,62.068218,57.753689 -2016-01-04,741.840027,101.014191,102.220001,76.690002,636.98999,28.57082,2.77,57.875557,15.865644,30.188498,30.293383,39.830002,19.790001,71.344215,25.559826,28.797127,93.076225,29.348564,60.203999,56.050804 -2016-01-05,742.580017,98.482849,102.730003,78.629997,633.789978,28.598732,2.75,59.250404,15.865644,29.390961,30.505043,40.075001,19.950001,71.952095,25.480415,29.266901,93.252945,29.559837,60.308086,56.426018 -2016-01-06,743.619995,96.555565,102.970001,77.330002,632.650024,28.142862,2.51,59.843666,15.527665,28.339664,30.460325,39.935001,19.02,71.353432,23.852531,28.139446,91.826599,29.036251,59.437489,55.925739 -2016-01-07,726.390015,92.480484,97.919998,72.720001,607.940002,26.952024,2.28,61.23735,14.967588,27.179615,29.968452,39.0,18.360001,70.211327,23.922014,28.402519,90.144508,28.843346,57.033875,54.540333 -2016-01-08,714.469971,92.969498,97.330002,70.800003,607.049988,26.468248,2.14,59.834251,14.677892,26.762726,29.995281,37.5,18.030001,68.792915,25.559826,27.199896,88.423058,28.475916,55.756355,54.482613 -2016-01-11,716.030029,94.474884,97.510002,69.919998,617.73999,26.589195,2.34,60.47459,14.784116,27.415253,30.361952,34.98,17.98,67.871872,24.785583,27.650881,89.101807,28.540215,55.671188,55.627491 -2016-01-12,726.070007,95.846008,99.370003,72.68,617.890015,26.645014,2.39,59.909588,14.784116,27.460564,30.31724,36.075001,18.76,69.26265,23.078291,28.308565,89.947777,28.475916,55.794209,57.205303 -2016-01-13,700.559998,93.381798,95.440002,70.290001,581.809998,26.272875,2.25,58.308731,14.388197,27.632763,30.174149,35.935001,18.700001,69.677116,23.733412,27.491158,87.734489,27.897211,54.261192,55.675591 -2016-01-14,714.719971,95.424126,98.370003,72.25,593.0,27.035759,2.21,59.382244,14.475106,27.460564,30.674959,34.935001,17.74,72.873146,22.969099,24.832239,89.229675,28.576958,55.075016,56.743507 -2016-01-15,694.450012,93.132484,94.970001,69.589996,570.179993,26.505463,2.03,58.318142,13.96331,26.798973,30.397724,34.314999,17.139999,71.454735,21.688629,25.47113,87.262321,28.301384,53.977306,55.800659 -2016-01-19,701.789978,92.681847,95.260002,70.129997,574.47998,26.505463,1.95,58.911411,13.750866,26.644905,30.862762,33.555,16.84,70.367912,20.298971,24.306091,84.812965,28.191153,53.94891,56.3298 -2016-01-20,698.450012,92.806503,94.349998,68.709999,571.77002,26.049597,1.8,57.291714,13.219758,26.663029,30.31724,33.669998,16.790001,67.40213,21.827599,24.926193,83.740746,28.163595,52.529449,54.761616 -2016-01-21,706.590027,92.336662,94.160004,70.720001,575.02002,26.598492,2.09,58.271061,12.901095,26.780848,30.889595,34.529999,17.02,68.249496,25.837755,25.630854,84.7146,28.090113,52.283409,56.791607 -2016-01-22,725.25,97.245934,97.940002,70.370003,596.380005,26.272875,2.02,59.033825,13.094224,26.53615,31.426182,35.395,18.030001,70.524483,26.304285,25.621458,86.563904,28.209526,53.892136,56.926292 -2016-01-25,711.669983,95.347427,97.010002,69.720001,596.530029,26.086807,2.12,59.749504,12.514835,26.490833,31.30098,34.080002,16.870001,68.138977,24.716105,25.433546,85.353981,28.016624,52.671398,55.521656 -2016-01-26,713.039978,95.874786,97.339996,69.769997,601.25,26.337999,2.07,60.267422,12.852814,26.871475,31.658709,33.68,16.85,70.644218,27.177788,26.34491,85.580223,28.172783,54.01516,56.387531 -2016-01-27,699.98999,89.57518,94.449997,69.540001,583.349976,26.049597,2.13,60.220333,12.901095,26.472706,31.730253,34.290001,17.41,69.345543,27.038826,25.621458,83.425972,28.034998,53.977306,55.444698 -2016-01-28,730.960022,90.217606,109.110001,66.919998,635.349976,26.244965,2.08,60.47459,13.065255,26.300514,31.774965,42.035,17.4,70.911316,27.64432,25.339594,82.068489,27.741051,54.204418,57.041748 -2016-01-29,742.950012,93.333855,112.209999,67.029999,587.0,27.072971,2.2,62.489784,13.654304,26.862411,32.248951,42.715,16.950001,71.703415,29.341684,26.241558,87.577103,28.007442,56.305214,58.465622 -2016-02-01,752.0,92.461311,115.089996,67.029999,574.809998,26.645014,2.14,63.563297,13.480485,27.288368,32.356277,42.564999,17.67,70.266586,28.051289,26.842869,87.183624,27.713495,55.699574,59.071735 -2016-02-02,764.650024,90.59156,114.610001,65.089996,552.099976,26.272875,1.99,62.960621,12.77556,26.871475,32.248951,41.0,16.889999,68.700806,26.790668,26.598583,84.527695,27.685936,53.967838,58.589123 -2016-02-03,726.950012,92.384598,112.690002,63.439999,531.070007,26.672924,2.07,62.405033,12.58243,26.209887,32.839203,40.450001,17.43,72.283684,28.507893,26.617374,85.058884,27.52821,54.327435,57.459808 -2016-02-04,708.01001,93.1269,110.489998,64.860001,536.26001,27.1474,2.09,62.546288,12.794873,25.956125,32.669281,40.27,17.690001,73.527092,29.599768,26.645565,84.921165,26.906574,55.264275,56.262932 -2016-02-05,683.570007,90.639664,104.07,62.639999,502.130005,26.551979,1.98,63.092453,12.505178,25.865498,32.982292,38.665001,17.4,73.757355,30.334301,26.495235,81.409424,26.93441,54.649181,52.595081 -2016-02-08,682.73999,91.594078,99.75,61.099998,488.100006,26.207754,1.93,62.998287,11.848535,25.992376,33.187984,36.279999,16.73,74.75209,30.433563,26.889849,79.333847,26.498339,53.50415,52.257252 -2016-02-09,678.109985,91.574799,99.540001,61.389999,482.070007,26.310087,1.9,61.971859,11.780939,25.258282,32.776604,36.174999,15.25,74.426788,27.832914,26.232164,80.632324,26.999357,53.182404,52.527515 -2016-02-10,684.119995,90.880684,101.0,61.779999,490.480011,26.328697,1.84,61.95303,11.568496,25.113276,32.579845,37.240002,15.01,73.748314,26.800594,25.649643,81.950439,27.361202,52.53891,53.222477 -2016-02-11,683.109985,90.331177,101.910004,60.57,503.820007,25.537907,1.86,61.510441,10.776662,24.379179,32.383099,36.290001,15.05,73.980682,26.711262,25.302011,80.770042,27.027187,50.220467,53.010128 -2016-02-12,682.400024,90.610756,102.010002,60.889999,507.079987,26.291485,1.83,62.320282,11.539526,25.113276,32.615623,38.145,15.45,75.309723,27.227417,26.420076,83.504669,27.240587,54.403141,53.917439 -2016-02-16,691.0,93.165482,101.610001,66.290001,521.099976,26.849688,1.83,62.056606,11.829223,25.901749,32.776604,39.970001,16.190001,75.486298,25.847683,27.716648,84.773621,27.658102,55.216961,54.448318 -2016-02-17,708.400024,94.592262,105.199997,66.379997,534.099976,27.296253,1.9,62.254372,12.128574,26.527086,32.767654,41.485001,18.049999,76.21125,26.641775,28.2334,85.786804,27.491095,55.61441,55.625885 -2016-02-18,697.349976,92.799126,103.470001,66.519997,525.0,27.054363,1.91,60.380428,11.819566,26.30958,33.080666,40.514999,17.24,76.629478,25.847683,28.891083,84.635902,27.416872,54.705956,54.979187 -2016-02-19,700.909973,92.587059,104.57,67.279999,534.900024,26.998541,1.91,60.888927,11.713344,26.083006,32.705059,40.32,16.709999,76.675957,23.564671,28.139446,85.373665,27.361202,54.71542,55.664497 -2016-02-22,706.460022,93.396843,107.160004,68.839996,559.5,27.361378,2.01,61.802361,12.109261,26.853352,32.964405,40.544998,17.040001,76.573708,24.706175,28.872292,86.386848,27.880775,55.425148,56.822765 -2016-02-23,695.849976,91.285568,105.459999,66.970001,552.940002,27.184612,1.97,62.602795,11.742313,26.626778,32.857086,40.25,17.52,75.495613,22.443018,29.050804,84.803123,27.797274,53.106689,56.427017 -2016-02-24,699.559998,92.644897,106.879997,67.230003,554.039978,26.942724,2.02,63.205463,11.713344,26.137381,33.179043,41.075001,16.969999,75.765137,23.187479,29.567556,85.009697,27.852943,53.125622,56.089195 -2016-02-25,705.75,93.281166,108.07,66.660004,555.150024,27.411617,2.03,64.071815,11.896818,26.735533,33.420502,41.529999,17.52,76.220535,23.177551,30.291012,85.993378,28.381796,53.94891,56.706947 -2016-02-26,705.070007,93.425774,107.919998,66.910004,555.22998,27.571043,2.07,62.631027,12.263763,26.853352,33.205872,41.904999,18.26,75.978905,23.713562,30.488314,86.14093,28.047785,54.450459,56.311195 -2016-02-29,697.77002,93.213684,106.919998,68.809998,552.52002,27.327215,2.14,62.470943,12.089949,26.681158,33.044891,41.845001,17.469999,74.491859,23.554743,30.43194,85.501549,27.52821,53.277031,56.185719 -2016-03-01,718.809998,96.915619,109.82,70.860001,579.039978,28.021181,2.18,62.58395,12.736934,27.197741,33.438385,42.465,17.17,75.542076,25.549898,31.042646,88.629631,27.871502,56.021317,57.952068 -2016-03-02,718.849976,97.127716,109.949997,71.25,580.210022,28.302521,2.32,62.348537,12.998652,27.324621,33.70668,41.965,17.709999,76.861832,28.249813,31.099016,88.423058,27.815832,56.55125,57.488766 -2016-03-03,712.419983,97.850739,109.580002,71.019997,577.48999,28.340033,2.46,62.282608,13.085892,28.158407,33.974979,41.544998,18.09,76.583008,30.503044,31.493629,88.27552,27.732327,56.74052,56.986847 -2016-03-04,710.890015,99.306458,108.389999,72.220001,575.140015,28.565098,2.37,62.885281,13.124662,28.430296,33.921318,42.0,18.049999,76.480774,32.081303,31.540604,88.58046,27.565321,56.825684,56.658676 -2016-03-07,695.159973,98.207436,105.730003,72.889999,562.799988,28.405678,2.47,63.93055,13.114969,28.629679,34.100182,41.599998,18.290001,78.497574,33.500736,32.273453,86.859009,27.639547,56.721588,55.983025 -2016-03-08,693.969971,97.397629,105.93,71.07,560.26001,28.189983,2.3,64.071815,12.659389,27.804956,34.064411,40.650002,18.02,76.796776,29.679176,31.982195,85.432678,27.240587,55.623871,55.596928 -2016-03-09,705.23999,97.484413,107.510002,72.43,559.469971,28.180607,2.26,64.062309,12.736933,28.025192,33.966034,40.150002,17.059999,76.583008,29.33176,32.076149,85.757286,27.593157,55.94561,55.085361 -2016-03-10,712.820007,97.5326,107.32,71.970001,558.929993,28.07745,2.26,63.948479,12.862947,28.282135,34.261162,40.514999,16.82,76.378532,29.808216,32.282848,85.472031,27.453983,55.463005,55.519707 -2016-03-11,726.820007,98.58342,109.410004,74.010002,569.609985,28.452566,2.52,63.72081,13.366997,28.685907,34.305878,41.224998,16.76,76.387833,30.90082,32.057354,87.134445,28.298294,56.153805,55.58728 -2016-03-14,730.48999,98.834068,109.889999,73.349998,573.369995,28.386921,2.72,63.901051,13.221598,28.612492,34.2701,40.904999,16.66,76.592316,30.453848,31.42786,87.419716,27.927172,55.94561,56.610416 -2016-03-15,728.330017,100.820015,110.669998,72.230003,577.02002,28.396299,2.49,64.593559,13.153744,28.493195,34.448963,40.509998,15.54,76.973358,31.615978,30.120338,87.901703,27.407595,56.021317,57.025471 -2016-03-16,736.090027,102.160034,112.18,73.5,574.27002,28.293142,2.63,64.498703,12.90172,29.080496,34.672539,40.5,15.09,77.019844,33.215149,30.35721,88.541115,26.943689,55.756355,57.594944 -2016-03-17,737.780029,101.996147,111.019997,74.25,559.440002,29.033997,2.8,63.986416,12.988958,29.32826,34.98555,41.57,15.29,78.163002,33.393944,30.546707,89.918266,27.222031,55.595486,57.479118 -2016-03-18,737.599976,102.111832,111.449997,76.25,552.080017,28.996487,2.93,63.512093,13.366997,29.32826,34.484737,42.139999,16.09,78.255936,33.721725,30.812,90.803574,27.324091,57.232594,57.623898 -2016-03-21,742.090027,102.102196,111.849998,78.110001,553.97998,29.15591,2.8,64.479729,13.415462,29.438383,34.80669,42.755001,15.25,77.716888,32.708588,30.518278,90.842918,27.899332,57.213665,57.044769 -2016-03-22,740.75,102.883064,112.25,78.18,560.47998,29.127773,2.79,64.38485,13.337916,29.273203,34.547344,42.224998,14.81,78.181595,32.559593,30.110865,90.26255,28.186958,57.005478,57.315029 -2016-03-23,738.059998,102.31427,112.540001,76.559998,569.630005,29.13715,2.68,63.995911,13.20221,28.731787,34.466854,41.439999,14.96,77.837715,30.97035,29.769772,90.626503,28.01067,56.721588,56.784157 -2016-03-24,735.299988,101.870819,113.050003,75.860001,582.950012,29.174664,2.79,64.508179,13.260369,28.410608,34.77092,41.080002,15.0,78.051476,30.513443,29.646603,90.41011,27.908613,56.286282,56.330502 -2016-03-28,733.530029,101.408089,113.690002,76.480003,579.869995,29.531023,2.78,64.622025,13.20221,28.465666,34.940842,41.470001,14.77,78.274529,31.625916,29.731873,89.751038,27.63027,56.210587,56.90963 -2016-03-29,744.77002,103.808548,116.139999,78.080002,593.859985,29.521645,2.86,64.536636,13.008346,28.621664,35.28067,41.755001,14.97,78.562637,32.927105,30.035069,91.2659,27.880775,55.860451,57.479118 -2016-03-30,750.530029,105.620964,114.699997,78.860001,598.690002,29.849874,2.86,65.267097,13.066504,28.438137,35.209129,42.82,15.12,78.553345,32.142422,29.911894,92.279091,27.899332,56.503933,57.923115 -2016-03-31,744.950012,105.071449,114.099998,79.029999,593.640015,29.812363,2.85,64.973015,13.105277,28.841908,35.03027,42.415001,15.31,77.689011,32.162285,30.736202,92.957832,27.500378,56.040249,57.623898 -2016-04-01,749.909973,106.035492,116.059998,78.730003,598.5,29.943653,2.83,65.513748,13.14405,27.960955,34.922951,42.349998,14.9,77.103462,32.231812,30.433008,94.305473,27.871502,56.655346,58.897999 -2016-04-04,745.289978,107.12487,112.550003,79.080002,593.190002,29.287201,2.83,65.551697,13.095584,27.437891,35.200191,41.689999,14.78,77.289368,32.817844,30.224564,93.498856,28.502413,56.436085,58.154774 -2016-04-05,737.799988,105.861961,112.220001,77.32,586.140015,29.05275,2.76,65.115303,12.7854,27.162596,35.048153,41.77,14.58,76.406425,31.427256,29.580276,92.810287,29.096214,55.635307,57.952068 -2016-04-06,745.690002,106.970627,113.709999,78.68,602.080017,28.977728,2.8,65.494774,12.862947,27.474598,34.984779,42.919998,14.7,77.428772,31.566317,29.513954,93.39183,30.552879,56.064293,58.714607 -2016-04-07,740.280029,104.63765,113.639999,77.610001,591.429993,28.724524,2.64,64.716881,12.45583,26.997421,34.93951,42.985001,14.34,76.55513,32.609261,28.632801,92.169601,30.395149,54.643856,59.042778 -2016-04-08,739.150024,104.753319,110.629997,77.470001,594.599976,28.874575,2.74,64.565102,12.484908,26.951536,34.858021,43.540001,14.45,77.335823,34.6852,28.528578,92.445595,30.153917,55.044247,58.917305 -2016-04-11,736.099976,105.100372,108.989998,77.709999,595.929993,28.799547,2.76,63.938992,12.572148,27.098364,34.75843,41.150002,14.44,77.438057,34.566013,28.935993,92.130188,29.587952,55.482769,58.782169 -2016-04-12,743.090027,106.469322,110.610001,77.860001,603.169983,28.893326,2.81,65.267097,12.862947,27.263536,35.011948,41.400002,14.95,78.395355,37.754425,29.201283,92.51458,29.652901,56.512352,57.430851 -2016-04-13,751.719971,108.011795,110.510002,79.639999,614.820007,29.05275,2.8,65.599129,13.366997,28.245432,34.631676,42.959999,16.440001,78.841469,37.496178,30.470909,94.377495,30.191032,58.905163,58.116165 -2016-04-14,753.200012,108.069633,110.839996,79.610001,620.75,29.090263,2.72,65.267097,13.70626,28.190369,34.785587,43.48,16.860001,79.399101,36.73135,30.631979,94.791481,30.293093,59.667812,58.038948 -2016-04-15,759.0,105.900528,109.639999,78.970001,625.890015,29.099644,2.7,65.513748,13.570554,28.043545,34.839916,43.080002,16.9,78.971581,36.949871,30.698299,95.294159,30.153917,58.98143,58.405727 -2016-04-18,766.609985,103.615738,110.449997,79.010002,635.349976,29.127773,2.76,66.272659,13.735338,28.731787,34.993832,43.709999,16.540001,79.724403,36.830685,31.058338,96.269974,30.255981,59.362755,58.772514 -2016-04-19,753.929993,103.066238,112.290001,79.459999,627.900024,29.212175,2.62,66.187286,14.006748,29.337437,35.238285,43.950001,17.02,80.124054,38.02261,31.172037,95.84613,30.515768,60.363728,58.782169 -2016-04-20,752.669983,103.278313,112.419998,81.209999,632.98999,29.212175,2.7,65.656044,14.472027,29.539324,35.057213,43.950001,18.65,80.672401,38.161667,31.380484,96.496666,30.831228,61.240772,58.782169 -2016-04-21,759.140015,102.160034,113.440002,80.779999,631.0,29.05275,2.62,64.954048,14.442945,29.970623,34.278557,46.93,18.01,80.663101,36.920071,31.134148,96.141838,30.840502,60.630657,58.531208 -2016-04-22,718.77002,101.880455,110.559998,79.889999,620.5,28.846436,3.99,65.1912,14.646504,29.530149,34.4687,46.990002,18.120001,81.350861,39.482723,31.475241,96.053108,30.868334,60.983379,55.674152 -2016-04-25,723.150024,101.302032,110.099998,78.839996,626.200012,28.771414,3.45,65.902702,14.501106,29.319084,34.595451,46.59,17.629999,81.164993,38.73777,30.764626,95.589859,30.81267,60.630657,55.761013 -2016-04-26,708.140015,100.598267,108.760002,78.610001,616.880005,28.977728,3.66,65.741432,14.627117,29.539324,34.486805,46.75,17.809999,81.443802,39.46286,31.408911,95.87571,30.664215,60.945251,55.712753 -2016-04-27,705.840027,94.303047,108.889999,77.650002,606.570007,29.005861,3.73,65.855263,14.559265,29.511793,35.057213,44.799999,18.15,82.215195,41.598404,31.721581,96.969795,30.617826,61.116848,54.921276 -2016-04-28,691.02002,91.42054,116.730003,76.400002,602.0,28.977728,3.61,65.37146,14.336322,29.768738,34.984779,44.66,18.059999,81.815567,40.476002,30.935169,95.786995,30.534321,60.630657,54.457962 -2016-04-29,693.01001,90.369743,117.580002,76.940002,659.590027,28.837061,3.55,63.436207,14.113376,29.181437,35.147751,43.939999,16.379999,82.159439,43.813419,30.395109,95.599724,30.348763,60.249332,54.274574 -2016-05-02,698.210022,90.273331,118.57,76.610001,683.849976,28.968348,3.74,64.119232,14.316935,29.135555,35.40126,43.740002,16.32,82.837898,43.247242,30.57513,96.368538,30.432262,60.811783,55.365273 -2016-05-03,692.359985,91.757965,117.43,75.910004,671.320007,28.724524,3.6,63.559532,13.919509,28.676727,35.22924,42.73,15.49,81.889908,41.886459,30.072966,95.067467,31.267296,59.639214,54.483845 -2016-05-04,695.700012,90.803558,118.059998,75.82,670.900024,28.199362,3.6,63.739777,13.696567,28.071077,35.20208,39.509998,14.72,81.731934,41.489143,29.845572,94.870331,30.988947,58.695431,54.619453 -2016-05-05,701.429993,90.43499,117.809998,78.830002,659.090027,28.030556,3.66,63.758751,13.619019,28.025192,35.075317,39.75,13.99,81.82486,42.134773,29.949793,94.811188,31.146681,58.38084,54.483845 -2016-05-06,711.119995,89.930634,119.489998,79.199997,673.950012,28.246256,3.68,64.745331,13.677179,28.410608,35.301674,38.700001,13.48,82.261688,41.628201,30.30036,95.294159,31.15596,58.724037,54.541962 -2016-05-09,712.900024,89.998535,119.239998,79.410004,679.75,28.011805,3.65,65.409401,13.560861,28.245432,35.183964,38.700001,13.68,82.317436,41.419617,30.944645,95.333595,31.378632,58.352242,54.861599 -2016-05-10,723.179993,90.609573,120.5,79.720001,703.070007,28.583857,3.64,65.257607,13.861351,28.768492,35.591396,39.080002,13.47,83.637199,42.83007,31.238369,96.240395,31.360077,59.14349,55.684921 -2016-05-11,715.289978,89.726952,119.519997,79.800003,713.22998,28.452566,3.65,63.46109,13.76442,28.520727,35.473686,37.380001,12.75,83.234192,42.859867,29.873995,95.028046,31.041792,58.924225,54.464478 -2016-05-12,713.309998,87.622231,120.279999,79.160004,717.929993,28.218119,3.59,63.881554,13.70626,28.612492,35.808693,37.66,11.39,84.040199,41.975849,29.608702,94.476067,31.069878,58.886097,54.532276 -2016-05-13,710.830017,87.796814,119.809998,77.160004,709.919983,27.796114,3.67,62.05637,13.454234,28.00684,35.446533,37.150002,11.13,83.093613,41.727528,29.324459,93.99308,31.069878,58.342712,54.067348 -2016-05-16,716.48999,91.05574,118.669998,79.290001,710.659973,28.096205,3.79,63.088409,13.502702,28.144487,35.56424,37.119999,11.08,83.94648,37.436577,30.054016,94.771774,31.247747,58.781235,53.786457 -2016-05-17,706.22998,90.677467,117.349998,79.349998,695.27002,27.861757,3.79,62.209263,13.580248,28.10778,35.41032,36.889999,11.31,83.908989,39.015888,30.215088,94.229637,30.920094,58.781235,53.15686 -2016-05-18,706.630005,91.715279,117.650002,79.029999,697.450012,27.767979,3.84,60.34586,14.239387,28.217901,34.812756,36.57,10.7,83.740295,38.469585,29.134962,94.259193,31.051151,61.050114,53.079376 -2016-05-19,700.320007,91.366112,116.809998,78.32,698.52002,27.533531,3.77,66.127213,14.084295,27.823307,34.803696,37.439999,11.17,84.452568,39.681385,29.873995,93.342545,31.247747,60.430466,52.837227 -2016-05-20,709.73999,92.355431,117.349998,78.790001,702.799988,27.72109,3.87,66.757896,14.074602,28.052723,34.812756,37.889999,11.99,84.105804,40.108494,30.641455,94.101509,31.584749,60.544861,52.905025 -2016-05-23,704.23999,93.529022,115.970001,79.0,696.75,27.655443,4.04,66.413895,14.026136,28.071077,34.695045,37.27,11.82,83.974602,40.972641,31.266794,93.717094,31.519213,60.497196,52.885654 -2016-05-24,720.090027,94.954796,117.699997,81.120003,704.200012,27.993046,4.2,67.121017,14.229695,28.493195,34.858021,38.220001,11.97,84.040199,41.042175,28.945465,95.097023,31.921753,61.526775,53.69928 -2016-05-25,725.27002,96.623062,117.889999,75.589996,708.349976,28.218119,4.18,67.350365,14.462333,29.043789,34.966667,38.310001,12.52,84.593163,42.710869,30.385635,95.067467,32.155777,62.461021,53.418385 -2016-05-26,724.119995,97.389297,119.470001,78.349998,714.909973,28.152472,4.35,67.703941,14.249082,28.713434,35.165855,37.759998,13.34,84.162041,41.330219,30.271936,94.998466,32.230667,61.993896,53.553989 -2016-05-27,732.659973,97.331093,119.379997,80.970001,712.23999,28.246256,4.6,67.608391,14.423559,28.805201,35.301674,37.919998,13.3,84.358864,41.081902,30.347734,95.786995,32.399174,62.375225,53.418385 -2016-05-31,735.719971,96.855843,118.809998,82.0,722.789978,28.349407,4.57,67.637039,14.336322,28.704258,35.446533,37.73,13.26,83.431015,42.303627,30.480381,94.525345,32.483421,62.222683,53.16655 -2016-06-01,734.150024,95.497955,118.779999,76.690002,719.440002,28.236874,4.43,67.369484,14.453034,27.731543,35.066265,36.25,12.5,83.637199,42.8102,30.527754,95.028046,32.530228,62.623081,53.098743 -2016-06-02,730.400024,94.780228,118.93,77.300003,728.23999,28.180607,4.24,67.799492,14.530843,27.768248,35.165855,36.560001,13.44,82.971779,42.969124,30.75515,95.491287,32.642563,62.73748,52.905025 -2016-06-03,722.340027,94.97419,118.470001,76.620003,725.539978,28.07745,4.16,67.723045,14.025084,27.162596,35.500851,36.400002,13.02,82.821823,42.949261,30.650928,94.653473,32.47406,61.622101,52.895344 -2016-06-06,716.549988,95.662834,118.790001,78.059998,726.72998,28.246256,4.47,67.895058,14.122347,27.520481,35.618553,36.810001,13.32,83.730919,44.737156,29.6845,95.25473,32.698734,62.232224,53.844566 -2016-06-07,716.650024,96.050804,117.760002,77.839996,723.73999,28.265007,4.51,67.875938,13.957002,27.740719,36.02599,37.77,13.5,85.014908,45.909229,29.930843,95.294159,32.614475,62.022488,53.563683 -2016-06-08,728.280029,95.963524,118.389999,77.639999,726.640015,28.424431,4.46,68.114845,14.034811,27.480505,36.089371,39.040001,13.5,85.089874,44.170994,29.769772,96.585373,32.998291,62.203617,53.486187 -2016-06-09,728.580017,96.652153,118.559998,77.559998,727.650024,28.358786,4.52,67.933273,13.801382,27.285347,36.297611,38.66,12.83,84.977417,45.899288,28.519102,95.629288,33.054459,61.726967,53.834881 -2016-06-10,719.409973,95.856819,116.620003,75.919998,717.909973,28.171228,4.32,67.981064,13.451242,27.006542,36.514912,38.380001,12.5,84.330742,42.919464,28.15568,93.84523,33.035736,60.859459,53.147179 -2016-06-13,718.359985,94.411652,113.949997,75.449997,715.23999,27.974291,4.4,67.39814,13.227541,27.025131,36.388153,37.450001,12.01,84.902443,43.267269,28.060038,92.839859,32.520874,60.316063,53.311836 -2016-06-14,718.27002,94.52803,114.940002,77.769997,719.299988,28.546345,4.39,67.799492,12.896852,26.792795,36.560181,37.189999,12.2,84.752487,42.91946,27.897457,92.761002,32.754898,59.181625,53.825195 -2016-06-15,718.919983,94.217667,114.599998,78.389999,714.26001,28.687012,4.42,67.961952,12.974662,26.820677,36.478691,37.759998,13.19,84.499443,42.790279,28.060038,92.002045,32.567673,59.076763,53.612103 -2016-06-16,710.359985,94.615334,114.389999,78.269997,717.51001,28.95158,4.75,68.133965,12.945484,26.969372,36.659775,36.419998,13.41,85.492889,42.571655,28.375645,92.731445,32.530228,59.315094,53.786457 -2016-06-17,691.719971,92.46212,113.019997,77.0,706.390015,28.913788,5.26,67.799492,13.033018,27.16453,36.877068,37.220001,14.24,85.024269,44.022507,28.978159,91.952751,32.034084,59.372284,53.573364 -2016-06-20,693.710022,92.239037,113.370003,78.150002,714.01001,29.131113,5.1,67.942841,13.169185,27.55485,36.922337,38.110001,13.96,85.399162,44.946682,29.05467,92.997574,32.2962,59.458084,53.641163 -2016-06-21,695.940002,93.024666,114.379997,78.620003,715.820007,29.235052,5.45,68.286858,13.246994,27.424747,37.18491,38.360001,14.06,85.783432,46.159042,28.748629,93.746666,32.530228,60.011005,54.057663 -2016-06-22,697.460022,92.675507,113.910004,78.730003,710.599976,29.083868,5.02,68.56398,13.237267,27.248171,37.39315,37.689999,13.71,85.44603,45.165302,28.739067,92.711708,32.268116,59.782207,53.863941 -2016-06-23,701.869995,93.208954,115.080002,79.139999,722.080017,29.471273,5.21,68.89843,13.65549,27.712839,37.918282,38.32,13.84,86.036469,45.155369,29.102491,94.338066,32.380447,61.05965,54.367611 -2016-06-24,675.219971,90.590187,112.080002,76.290001,698.960022,28.176767,4.88,68.764648,12.643973,26.346712,37.592339,37.380001,13.49,83.777779,43.048645,28.834705,90.158852,31.800056,56.81741,52.963139 -2016-06-27,668.26001,89.271095,108.970001,74.230003,691.359985,27.704323,4.72,68.325073,11.846431,25.566074,38.054096,35.919998,12.56,83.281059,42.22385,28.088736,87.793243,31.640913,54.920322,52.004227 -2016-06-28,680.039978,90.774452,112.699997,76.279999,707.950012,28.290157,5.12,68.334633,12.352189,25.779816,38.045044,37.52,12.97,85.202347,44.241131,28.710377,89.123894,32.240028,56.741142,53.127804 -2016-06-29,684.109985,91.560097,114.160004,78.040001,715.599976,28.866541,5.13,69.242447,12.82877,26.179432,38.51585,39.75,13.34,86.655037,43.714451,29.169437,90.80938,32.773617,58.342712,54.958466 -2016-06-30,692.099976,92.723991,114.279999,79.529999,715.619995,29.745291,5.14,69.777573,12.906579,26.300247,39.122467,40.130001,13.61,87.85466,42.86977,29.265072,86.797714,32.960846,59.238819,55.326527 -2016-07-01,699.210022,93.005264,114.190002,79.650002,725.679993,29.75474,5.07,69.576904,12.741235,26.848555,39.35788,40.43,13.89,87.948395,44.201382,29.991919,87.576385,33.297848,58.854523,55.200611 -2016-07-05,694.950012,92.132347,114.199997,78.970001,728.099976,29.716949,4.96,69.892258,12.391093,26.179432,39.249226,39.200001,12.98,87.179863,41.985352,29.035543,86.975151,33.522518,57.211674,54.987522 -2016-07-06,697.77002,92.656097,116.699997,78.639999,737.609985,29.990965,5.04,70.542061,12.507806,26.393183,39.459801,39.849998,13.14,88.182701,42.750519,29.293766,85.770035,33.569321,57.826542,54.968147 -2016-07-07,695.359985,93.053764,115.849998,79.349998,736.570007,30.066559,5.02,70.264938,12.6537,26.709154,38.727364,40.52,13.4,87.12365,42.283466,29.265072,86.738068,33.485073,58.201229,55.123123 -2016-07-08,705.630005,93.771507,117.239998,78.989998,745.809998,30.425621,5.1,70.561157,12.809318,27.564144,39.011181,40.43,14.06,87.667229,43.853573,29.599806,87.478912,33.81271,59.402145,54.735683 -2016-07-11,715.090027,94.062469,117.870003,81.459999,753.780029,30.435066,5.01,70.7714,12.848221,28.000933,38.919624,40.299999,14.48,87.995255,43.167889,29.886717,87.666588,33.840801,59.824867,54.551651 -2016-07-12,720.640015,94.48925,117.93,81.739998,748.210022,30.482313,5.14,70.016472,13.169185,28.437721,38.828072,41.799999,14.85,88.988693,44.469681,30.154503,88.901337,33.925053,60.718349,55.675232 -2016-07-13,716.97998,93.955788,116.779999,80.57,742.630005,30.576801,5.09,70.350929,13.071922,28.465603,38.99287,41.509998,14.05,88.923096,43.813824,30.030174,89.237183,33.990582,60.67992,54.706623 -2016-07-14,720.950012,95.818039,117.290001,81.739998,741.200012,30.831926,5.17,70.427376,13.276172,28.586416,39.157669,41.540001,13.71,88.988693,42.750519,30.37447,90.333633,34.561615,61.60223,55.781776 -2016-07-15,719.849976,95.808319,116.860001,81.25,735.440002,31.068153,5.14,70.398712,13.285899,28.595711,39.267532,41.68,14.1,89.148026,42.830021,30.011044,89.819984,34.421196,61.659866,55.607426 -2016-07-18,733.780029,96.826736,119.370003,82.650002,736.070007,31.096497,5.51,70.561157,13.723575,28.688644,39.230915,41.689999,14.84,88.866875,43.287148,30.584869,90.481812,34.299492,61.448509,55.132813 -2016-07-19,736.960022,96.865524,120.610001,82.769997,739.950012,31.115395,5.41,70.38916,13.869467,29.041794,39.157669,41.919998,14.08,88.538834,43.118214,30.307522,91.252296,34.299492,61.352436,54.977833 -2016-07-20,741.190002,96.952835,121.919998,84.419998,745.719971,30.973658,5.41,70.51339,14.005631,29.264832,39.102737,42.16,14.9,88.032753,41.717041,30.403158,92.161049,34.336941,61.419685,55.733341 -2016-07-21,738.630005,96.438766,120.610001,84.18,744.429993,30.79413,5.22,70.255371,13.879192,29.766672,38.928787,42.639999,14.73,87.957771,40.445057,30.87178,91.331314,34.365025,61.189106,55.791458 -2016-07-22,742.73999,95.691956,121.0,84.489998,744.859985,30.293335,5.84,70.284035,13.986178,29.887489,39.46896,42.849998,14.98,88.107727,40.872364,30.737888,92.51667,34.393112,61.525368,56.082043 -2016-07-25,739.77002,94.411652,121.629997,83.190002,739.609985,29.896477,6.7,70.475166,13.976454,29.794556,39.313309,43.59,15.63,86.411369,40.763058,31.053495,91.864723,34.430557,61.362045,56.130474 -2016-07-26,738.419983,93.761803,121.220001,83.589996,735.590027,29.735842,6.98,70.45607,14.132071,29.878201,38.800613,41.360001,15.02,85.783432,41.607727,31.742088,92.289467,34.477364,61.611828,56.479172 -2016-07-27,741.77002,99.852875,123.339996,83.099998,736.669983,29.556316,6.85,70.064262,14.229333,29.757383,39.148518,39.720001,15.05,85.202347,40.226437,31.694267,92.605568,34.496082,61.803982,56.033611 -2016-07-28,745.909973,101.201065,125.0,83.120003,752.609985,29.527967,6.82,69.987801,14.277964,28.800165,38.983723,39.650002,15.05,84.536926,40.494747,31.828156,94.837975,34.327579,61.583012,56.382309 -2016-07-29,768.789978,101.074974,123.940002,82.480003,758.809998,29.42403,6.86,69.729797,14.093166,29.311298,39.633755,39.459999,15.41,83.365402,40.057503,32.134197,94.07737,34.533527,61.458115,56.227329 -2016-08-01,772.880005,102.859627,124.309998,84.339996,767.73999,29.433479,6.64,70.503838,13.937549,29.088257,39.533043,39.439999,14.8,80.469414,38.874954,32.009872,93.909447,34.926697,61.294785,55.820515 -2016-08-02,771.070007,101.336853,123.089996,83.800003,760.580017,29.338985,6.26,69.88269,13.743028,27.815067,39.514732,37.970001,14.87,81.575317,38.686142,31.426485,94.08725,34.065475,61.150684,55.140137 -2016-08-03,773.179993,102.607445,122.510002,83.669998,754.640015,29.414579,6.3,69.701134,14.083441,28.103161,39.496422,38.91,14.79,81.99707,40.385437,31.952484,93.919319,33.310349,62.121021,54.372276 -2016-08-04,771.609985,103.241302,124.360001,84.75,760.77002,29.452375,6.47,70.045151,14.083441,28.196093,39.44149,38.950001,14.79,81.987701,39.858753,31.990738,94.739197,33.1782,62.024944,53.866848 -2016-08-05,782.219971,104.811317,125.150002,84.589996,765.97998,29.556316,6.61,70.484726,14.637831,28.623589,39.514732,40.029999,16.139999,82.062675,39.759384,32.755833,95.69735,33.451931,63.696632,54.333397 -2016-08-08,781.76001,105.679222,125.260002,85.0,766.559998,29.546865,6.68,70.083374,14.71564,28.697937,39.304157,39.740002,15.73,83.028,40.435116,32.650635,95.598572,32.970539,63.504475,53.808529 -2016-08-09,784.26001,106.108307,125.059998,85.239998,768.309998,29.575209,6.6,70.274483,14.773996,28.87451,39.44149,39.310001,16.790001,83.131104,38.59671,32.095947,95.519539,33.112129,63.283504,53.653011 -2016-08-10,784.679993,105.318413,124.879997,87.330002,768.559998,29.546865,6.49,71.150024,14.404404,29.041794,39.551353,39.09,16.809999,81.675484,37.920975,32.258526,95.114555,33.159321,62.716675,54.061245 -2016-08-11,784.849976,105.250153,124.900002,91.769997,771.23999,29.565763,6.58,71.005714,14.472486,29.50646,39.725304,40.939999,17.08,81.968491,38.26878,33.109699,95.351631,33.1782,62.889603,53.915447 -2016-08-12,783.219971,105.493942,124.879997,98.25,772.559998,29.518518,6.73,71.0923,14.501665,29.33918,39.624596,41.09,17.59,83.036583,38.507271,33.348793,94.946632,33.017735,62.755108,53.915447 -2016-08-15,782.440002,106.761665,123.900002,97.169998,768.48999,29.518518,6.95,70.543892,14.608652,29.608686,39.386555,42.240002,17.66,82.998772,38.894825,33.004501,95.262726,33.140442,63.139393,53.701614 -2016-08-16,777.140015,106.664139,123.300003,96.660004,764.039978,29.471273,6.78,70.130165,14.754544,29.469286,38.416084,42.330002,17.790001,83.102745,38.944519,32.813229,94.452736,32.83839,63.129791,53.818249 -2016-08-17,779.909973,106.508125,124.370003,97.0,764.630005,29.565763,6.68,70.168648,14.735092,29.599394,38.324524,41.669998,16.629999,83.282349,38.59671,31.847282,94.423103,33.168762,63.302723,54.236195 -2016-08-18,777.5,106.371605,123.910004,97.0,764.460022,29.698051,7.04,71.486786,14.744818,29.320591,37.903381,42.060001,16.940001,84.038506,40.534492,31.751648,94.107002,33.215954,63.360371,53.973766 -2016-08-19,775.419983,106.644638,123.559998,96.860001,757.309998,29.527967,7.62,70.0532,14.803176,29.580807,37.546314,43.009998,16.02,82.989319,40.146942,31.168257,94.057617,33.017735,63.273907,53.400303 -2016-08-22,772.150024,105.81575,124.150002,95.650002,759.47998,29.59411,7.58,69.947357,14.764271,29.617979,37.454765,42.98,15.91,83.168907,39.18301,31.369097,94.620659,32.885593,63.216267,54.284798 -2016-08-23,772.080017,106.147301,124.370003,95.790001,762.450012,29.509069,7.67,69.245003,14.929614,29.645863,37.399834,43.59,15.74,82.913712,41.001549,37.518593,95.114555,33.121563,63.187431,54.819386 -2016-08-24,769.640015,105.347672,123.480003,93.879997,757.25,29.49962,7.43,69.495155,14.978246,29.534344,37.41814,43.150002,14.7,83.197266,40.166809,37.77681,94.363831,32.866711,63.360371,55.490044 -2016-08-25,769.409973,104.899086,123.889999,93.940002,759.219971,29.490171,7.47,68.523407,15.104684,29.311298,37.601254,42.23,14.07,82.667946,39.868687,37.786373,94.423103,32.819515,63.475647,55.684444 -2016-08-26,769.539978,104.284737,124.959999,95.059998,769.0,29.509069,7.67,68.446434,15.357565,29.302006,37.24419,42.119999,14.11,82.488358,39.401638,37.757683,95.292358,32.866711,63.619759,55.684444 -2016-08-29,772.150024,104.167717,126.540001,94.879997,771.289978,29.631905,7.59,68.696594,15.406196,29.562222,37.537159,42.110001,14.38,83.027122,39.530819,37.317749,95.598572,33.140442,64.321091,55.208176 -2016-08-30,769.090027,103.368065,125.839996,96.0,767.580017,29.641357,7.49,68.609993,15.746613,29.432114,37.436459,41.560001,14.15,82.724655,39.471195,37.202988,95.904785,32.923347,64.849503,54.819386 -2016-08-31,767.049988,103.465576,126.120003,97.190002,769.159973,29.518518,7.4,68.735085,15.771036,29.664448,37.427303,39.630001,13.77,82.365479,38.328403,36.801311,95.450394,32.847836,64.849503,54.654148 -2016-09-01,768.780029,104.079948,126.169998,97.419998,770.619995,29.480724,7.35,70.082062,15.614696,29.552927,37.500538,39.75,13.49,82.081917,38.825264,36.858692,96.428322,32.73457,64.570885,54.731907 -2016-09-02,771.460022,105.055122,126.510002,99.25,772.440002,29.565763,7.51,69.754929,15.634239,29.887489,37.491386,38.560001,13.33,82.630135,40.216496,37.059528,96.69503,32.819515,64.839905,54.605549 -2016-09-06,780.080017,105.025856,129.729996,103.779999,788.869995,29.338985,7.34,70.236008,15.419268,29.850313,37.747734,38.93,13.1,83.717133,41.319542,36.571781,97.584038,32.819515,64.791862,54.450035 -2016-09-07,780.349976,105.669479,131.050003,102.32,784.47998,29.348436,6.84,69.331589,15.341097,29.991385,37.784363,39.919998,13.0,83.405212,41.548103,36.906509,98.354507,32.885593,64.522858,54.741623 -2016-09-08,775.320007,102.900002,130.270004,102.57,784.059998,29.32954,6.23,69.110313,15.497439,29.822104,37.711117,39.349998,12.74,84.17083,42.800213,36.265739,98.759514,32.772324,64.609322,53.75021 -2016-09-09,759.659973,100.569328,127.099998,99.620003,760.140015,28.450788,5.9,67.638245,15.38018,28.665331,36.356121,38.360001,12.32,82.081917,41.975414,35.523857,96.951859,32.187099,64.03289,52.826836 -2016-09-12,769.02002,102.821976,128.690002,100.800003,771.48999,28.809847,5.94,69.216141,15.536524,29.323658,37.271652,39.259998,12.43,82.507263,42.65115,35.928513,98.887924,32.706253,64.426781,53.176746 -2016-09-13,759.690002,105.269653,127.209999,100.279999,761.01001,28.205114,5.74,68.754318,15.36064,29.097946,36.594154,38.330002,12.06,80.541237,41.160542,36.101944,98.176704,32.13047,63.917591,52.467201 -2016-09-14,762.48999,108.994804,127.769997,102.400002,761.090027,28.063381,6.04,68.812035,15.272696,28.881638,36.520916,38.25,11.89,79.964653,39.062756,36.285007,97.505013,32.036072,63.79269,52.38945 -2016-09-15,771.76001,112.700455,128.350006,104.449997,769.690002,28.330019,6.02,69.658722,15.311784,29.267229,37.033619,38.560001,12.06,80.41835,39.142288,36.304279,98.255745,32.224857,64.023277,52.593563 -2016-09-16,768.880005,112.066589,129.070007,104.639999,778.52002,28.263359,6.05,70.110931,15.135898,29.126158,36.804733,38.91,12.12,79.42588,37.163803,36.612591,98.147064,32.036072,63.23547,52.233932 -2016-09-19,765.700012,110.759865,128.649994,103.029999,775.099976,28.02529,6.16,69.360451,15.233609,29.831507,36.676556,38.740002,11.77,79.236839,36.935135,36.747482,98.463173,31.762346,63.590946,51.524391 -2016-09-20,771.409973,110.750114,128.639999,101.360001,780.219971,28.253838,6.17,69.245003,15.243382,29.765671,36.584999,38.610001,11.39,78.017525,36.368427,36.439167,99.26329,31.91337,63.850346,51.806259 -2016-09-21,776.219971,110.730614,129.940002,106.0,789.73999,28.425243,6.29,69.45668,15.292238,30.198286,37.143478,39.610001,11.74,78.735886,38.038708,36.872734,100.023888,32.357002,64.215424,52.467201 -2016-09-22,787.210022,111.77404,130.080002,109.360001,804.700012,28.606174,6.37,69.533646,15.243382,30.461618,37.637871,39.900002,11.71,78.962723,38.108307,37.06543,100.873383,32.234299,64.743813,52.865715 -2016-09-23,786.900024,109.911469,127.959999,107.709999,805.75,28.463335,6.55,69.610619,15.165212,30.207691,37.793514,39.450001,11.54,78.877655,37.939293,36.602962,100.418999,32.338127,64.609322,52.904594 -2016-09-26,774.210022,110.077232,127.309998,105.889999,799.159973,28.130043,6.32,68.908257,14.745041,29.906742,37.665337,38.599998,10.99,78.509026,38.307148,36.140484,99.925117,31.752905,63.197037,52.525524 -2016-09-27,783.01001,110.282028,128.690002,108.260002,816.109985,28.453812,6.54,69.59137,14.94047,29.718651,37.958309,39.189999,11.2,78.679176,36.756168,36.853466,100.211555,31.932249,63.754265,52.671318 -2016-09-28,781.559998,111.120674,129.229996,108.75,828.719971,28.472857,6.59,69.071831,15.028413,30.00079,37.399834,39.380001,11.01,82.138641,38.396622,36.304279,100.270836,32.083275,64.09053,52.467201 -2016-09-29,775.01001,109.394623,128.089996,105.550003,829.049988,28.120518,6.67,68.051956,14.813439,29.605793,37.289967,38.599998,11.0,81.722733,37.342758,36.044136,99.381821,31.450853,63.072151,51.952065 -2016-09-30,777.289978,110.243034,128.270004,105.790001,837.309998,28.206224,6.91,69.38932,15.292238,29.878531,37.180107,38.68,11.46,82.49781,38.525875,36.786026,100.527657,31.969995,63.975239,52.622719 -2016-10-03,772.559998,109.726181,128.770004,105.379997,836.73999,28.225267,6.95,69.283485,15.272696,30.132456,37.326591,38.630001,11.37,82.280418,38.883793,36.786026,100.636314,31.790661,63.89838,52.331127 -2016-10-04,776.429993,110.194267,128.190002,105.449997,834.030029,28.091949,6.97,69.033333,15.43881,30.254713,36.530071,38.490002,12.1,81.524254,38.824135,36.593323,99.984375,31.828423,64.449982,52.029816 -2016-10-05,776.469971,110.243034,128.470001,106.959999,844.359985,28.091949,6.78,68.95636,15.741725,30.734352,36.289131,38.41,12.51,82.233154,38.774429,36.506611,101.340195,31.998325,65.504799,51.854858 -2016-10-06,776.859985,111.062164,128.740005,107.080002,841.659973,27.872927,6.96,66.733826,15.849208,30.593281,36.242798,37.82,11.95,82.270958,38.227612,36.786026,101.874611,31.762346,65.678978,51.650745 -2016-10-07,775.080017,111.227943,128.990005,106.0,839.429993,27.691996,6.75,66.098808,15.761266,30.414593,36.020386,37.779999,11.67,81.987396,39.032921,37.47974,101.19175,31.677395,65.911224,51.961777 -2016-10-10,785.940002,113.168541,130.240005,108.410004,841.710022,27.482496,6.84,65.406082,15.927381,30.235907,36.150131,38.279999,11.33,83.594261,39.013046,37.489368,101.587608,31.724588,66.42411,51.806259 -2016-10-11,783.070007,113.412331,128.880005,105.230003,831.0,27.539635,6.5,64.838417,15.741725,29.991385,36.233532,38.119999,11.04,82.932602,38.555702,36.93055,100.301064,31.271517,66.104759,51.436905 -2016-10-12,786.140015,114.426506,129.050003,103.620003,834.090027,27.520586,6.62,64.905769,15.663552,29.793886,36.446671,38.52,10.87,82.356018,37.819977,38.317966,100.310951,31.214878,65.93058,51.670181 -2016-10-13,778.190002,114.075439,127.82,102.150002,829.280029,27.396793,6.49,65.646614,15.468124,29.634012,36.48373,38.18,10.58,81.817261,39.182056,38.375782,99.608307,30.922266,65.553169,51.466072 -2016-10-14,778.530029,114.709312,127.879997,101.849998,822.960022,27.511066,6.75,65.858276,15.634239,29.972576,36.34473,38.490002,10.72,81.798355,37.76033,37.874767,99.83593,30.827877,65.340263,51.592426 -2016-10-17,779.960022,114.631294,127.540001,102.839996,812.950012,27.472973,6.67,65.636986,15.683094,29.681032,36.391064,37.630001,10.79,81.798355,37.531662,38.028931,99.806236,30.676857,65.001572,51.281395 -2016-10-18,795.26001,114.553284,128.570007,103.339996,817.650024,27.596771,6.73,66.262375,15.888294,29.530558,36.474468,38.299999,10.99,82.015755,37.849812,37.980747,100.677132,30.856195,65.51445,51.135601 -2016-10-19,801.5,114.211975,130.110001,103.93,817.690002,27.672951,6.77,66.281616,16.093494,29.953766,36.493008,38.82,11.3,82.393837,37.998943,38.105999,101.666786,30.771246,66.143478,51.660465 -2016-10-20,796.969971,114.153458,130.0,103.849998,810.320007,27.682476,6.96,66.127686,16.181435,29.85972,35.816525,38.41,11.89,82.431641,38.366802,38.038559,101.48864,30.714613,66.056381,52.088139 -2016-10-21,799.369995,113.70488,132.070007,103.940002,818.98999,27.596771,6.52,65.752449,16.288923,30.132456,34.741562,37.939999,11.6,81.873978,36.984837,38.019287,101.78553,30.374807,66.278961,52.127014 -2016-10-24,813.109985,114.728798,133.279999,104.5,838.090027,27.539635,7.01,66.570259,16.386637,31.016489,34.157745,37.900002,11.4,82.148094,35.940914,38.019287,102.122032,30.327612,66.646698,52.661598 -2016-10-25,807.669983,115.313919,132.289993,104.220001,835.179993,27.282518,7.5,66.733826,16.33778,29.718651,34.009476,32.889999,11.21,81.968491,35.682415,37.826591,101.815216,30.469196,66.578957,52.165894 -2016-10-26,799.070007,112.719963,131.039993,102.779999,822.590027,27.49202,7.29,66.955116,16.484348,29.699841,33.759274,31.809999,10.94,82.318214,34.747856,37.855499,102.151711,30.582468,66.898293,52.127014 -2016-10-27,795.349976,111.63752,129.690002,102.379997,818.359985,27.263475,7.11,67.186035,16.523436,29.464725,33.84267,31.4,11.17,82.157539,35.44381,37.075066,102.527771,30.657978,66.995079,52.088139 -2016-10-28,795.369995,110.896393,131.289993,101.93,776.320007,27.825314,7.2,67.339973,16.298691,29.45532,33.833405,30.940001,11.35,80.134796,34.310398,37.364113,105.793617,30.138828,66.878937,52.029816 -2016-10-31,784.539978,110.720856,130.990005,101.690002,789.820007,27.711042,7.23,67.368828,16.122807,29.718651,34.09288,31.1,11.11,78.754791,33.594566,37.489368,105.912376,29.931173,67.024101,51.58271 -2016-11-01,783.609985,108.721756,129.5,101.150002,785.409973,27.501543,7.09,66.676109,16.230297,29.605793,33.879742,30.52,11.1,79.066719,32.391563,37.258129,103.873703,29.327074,66.743462,51.028679 -2016-11-02,768.700012,108.819275,127.169998,98.510002,765.559998,27.130159,6.76,66.820419,16.103268,29.577581,33.703671,30.790001,11.55,78.877655,31.73538,36.988354,102.923637,28.911755,66.462822,51.495232 -2016-11-03,762.130005,107.652863,120.0,97.75,767.030029,26.930182,6.7,66.993599,16.103268,29.220203,33.944607,30.299999,11.06,79.076164,31.775146,36.718575,102.70591,28.213268,66.172516,50.319138 -2016-11-04,762.02002,106.68248,120.75,97.57,755.049988,27.082544,6.56,66.541412,16.171665,29.304844,33.824139,30.799999,11.08,78.991089,31.834805,36.795654,101.963676,28.317097,65.572525,51.271675 -2016-11-07,782.52002,108.221375,122.150002,99.349998,784.929993,27.911018,6.96,67.137917,16.621151,30.113646,34.111412,31.26,11.38,80.768074,33.425545,37.643524,104.86335,28.675779,67.624084,52.96291 -2016-11-08,790.51001,108.858475,124.220001,99.849998,787.75,28.01577,7.0,67.147537,16.611378,29.84091,34.278225,31.33,11.52,81.349762,31.655844,36.602962,104.606041,28.599516,67.769249,53.089268 -2016-11-09,785.309998,108.682053,123.18,96.669998,771.880005,28.215744,6.94,68.407944,17.559202,29.116751,34.695225,31.59,11.82,82.246132,33.167049,37.103973,105.090973,30.620546,70.885284,53.050392 -2016-11-10,762.559998,105.653305,120.800003,94.339996,742.380005,28.958517,6.3,68.686966,18.331144,30.781372,33.889004,31.57,12.24,83.008995,32.262314,38.520306,103.418465,31.926594,74.175537,52.068695 -2016-11-11,754.02002,106.280617,119.019997,92.989998,739.01001,29.244196,6.69,68.533028,18.585199,31.994574,33.833405,31.82,12.67,81.693039,31.804974,36.959446,103.537239,31.068611,74.214249,52.418606 -2016-11-14,736.080017,103.614532,115.080002,89.769997,719.070007,29.053741,6.79,67.82103,19.620968,31.298632,33.481262,31.17,12.82,81.321159,33.415607,38.481758,100.093239,30.868412,76.943207,52.700478 -2016-11-15,758.48999,104.986778,117.199997,91.0,743.23999,29.282288,6.97,68.715836,19.699142,31.439701,34.074345,31.940001,12.32,82.789665,34.489361,38.423954,101.419365,30.725414,76.79805,53.305893 -2016-11-16,764.47998,107.809685,116.339996,92.860001,746.48999,29.272764,7.67,68.686966,19.298513,31.251604,34.426487,32.099998,13.11,81.769341,34.191093,38.973145,102.923637,30.468019,74.901321,54.135899 -2016-11-17,771.22998,107.770493,117.790001,94.07,756.400024,29.320381,8.46,66.570259,19.620968,31.430292,34.667423,32.310001,12.44,81.273476,33.833168,44.310875,103.368973,30.248755,75.501297,54.536255 -2016-11-18,760.539978,107.878304,117.019997,93.389999,760.159973,29.206106,8.71,65.944878,19.542797,31.035303,34.806435,30.950001,12.2,81.321159,33.823231,43.154686,103.695564,30.010426,75.201317,54.458138 -2016-11-21,769.200012,109.515205,121.769997,93.410004,780.0,29.396561,8.94,66.743446,19.865255,31.044701,34.973236,30.870001,12.55,82.474991,36.189468,43.983288,104.843559,30.096222,75.530334,54.780376 -2016-11-22,768.27002,109.583809,121.470001,93.209999,785.330017,29.691763,8.69,67.465057,19.835938,31.797081,35.72385,30.83,12.92,82.656166,35.433861,44.898602,104.833664,29.86743,75.994835,55.776382 -2016-11-23,760.98999,109.025116,120.839996,93.029999,780.119995,29.844128,8.8,68.14817,20.089996,31.844099,35.890652,30.709999,13.3,82.885025,36.567268,45.245457,103.477844,29.953228,76.314194,56.235329 -2016-11-25,761.679993,109.574013,120.379997,93.010002,780.369995,29.939354,8.77,68.533028,20.383137,32.210876,36.335461,30.6,13.0,83.075745,36.07016,44.879337,104.635735,30.210625,76.285156,56.07909 -2016-11-28,768.23999,109.358368,120.410004,93.760002,766.77002,29.758419,8.83,68.494537,19.835938,32.022785,36.641273,31.17,12.6,82.45591,36.298828,43.674973,102.29026,30.067627,75.791634,56.235329 -2016-11-29,770.840027,109.250565,120.870003,94.989998,762.52002,29.567966,8.93,68.667732,19.82617,32.511829,36.585667,30.9,13.0,81.912376,36.159641,43.95438,102.745499,30.429886,76.372246,56.801682 -2016-11-30,758.039978,108.329185,118.419998,94.019997,750.570007,29.291809,8.91,67.763313,20.713762,32.474205,35.797989,30.799999,12.88,83.247398,34.976521,44.031464,101.142258,30.639614,77.581894,56.606392 -2016-12-01,747.919983,107.319611,115.099998,89.860001,743.650024,29.891741,8.39,67.994232,21.086451,34.261089,36.029659,30.469999,13.2,83.19017,36.378368,43.790588,99.143166,29.99136,79.149612,57.133686 -2016-12-02,750.5,107.721481,115.400002,90.480003,740.340027,29.844128,8.53,68.196274,20.821644,33.301819,35.779453,30.030001,12.51,82.999451,36.149704,44.002552,100.053658,30.153423,78.965729,55.864262 -2016-12-05,762.52002,106.947144,117.43,90.989998,759.359985,29.625105,8.68,67.291862,21.41991,33.216255,35.797989,30.43,11.84,83.419037,38.197781,45.110565,102.478294,30.11529,80.572151,56.147442 -2016-12-06,759.109985,107.770493,117.309998,90.400002,764.719971,29.68224,9.45,67.695961,21.733757,33.339844,36.465199,30.940001,11.78,83.495316,38.167957,45.48859,100.944344,30.086691,80.988266,56.088856 -2016-12-07,771.190002,108.829071,117.949997,91.07,770.419983,30.091717,9.56,68.41304,22.135872,34.509163,37.484558,32.27,12.12,83.981644,37.998943,47.029758,104.160706,29.733963,81.356003,57.3778 -2016-12-08,776.419983,109.897469,118.910004,92.309998,767.330017,30.025057,10.34,68.161087,22.508562,34.623238,37.447491,32.939999,12.76,84.220032,38.138134,47.795494,103.735146,29.495634,82.372101,57.270393 -2016-12-09,789.289978,111.691193,119.68,93.279999,768.659973,30.263126,10.34,67.909149,22.64587,35.802067,37.419689,32.990002,11.93,84.868469,38.555702,47.495014,103.329399,30.220158,82.730141,57.368042 -2016-12-12,789.27002,111.054092,117.769997,92.470001,760.119995,30.339306,10.68,69.449898,22.1751,35.269695,38.105438,32.259998,11.51,86.756554,35.761955,47.272076,102.211082,30.88748,81.994682,57.387566 -2016-12-13,796.099976,112.906616,120.309998,92.160004,774.340027,30.225035,10.54,69.575874,22.1751,35.516872,38.327847,32.27,11.4,88.28228,36.080109,47.165455,102.250679,31.297407,82.02372,57.914871 -2016-12-14,797.070007,112.906616,120.209999,91.190002,768.820007,29.996487,10.55,69.130112,22.233946,34.17643,38.086903,31.67,10.53,86.37513,34.667538,46.729275,102.211082,31.287872,81.994682,57.368042 -2016-12-15,797.849976,113.524132,120.57,88.849998,761.0,29.767944,10.86,68.878166,22.714521,34.452126,38.457581,31.0,10.31,86.670731,34.478531,46.680817,103.27002,31.22114,83.223686,56.352497 -2016-12-16,790.799988,113.671158,119.870003,88.669998,757.77002,30.234556,10.66,68.781265,22.224138,34.57571,38.615116,30.389999,10.41,86.947266,34.110474,45.556442,102.359535,31.306934,82.197914,56.303677 -2016-12-19,794.200012,114.327881,119.239998,88.93,766.0,30.396442,10.95,69.362686,22.0476,34.604233,39.032127,30.110001,10.03,86.222549,33.792145,45.129955,102.468399,31.297407,82.672096,56.293915 -2016-12-20,796.419983,114.631729,119.089996,89.839996,771.219971,30.710691,11.51,69.595245,22.273176,34.803871,39.356472,30.01,10.07,86.232086,33.065968,45.808453,103.458054,31.316465,83.73658,56.342739 -2016-12-21,794.559998,114.739555,119.040001,89.25,770.599976,30.596418,11.47,69.033218,22.194715,34.623238,39.254532,30.049999,9.89,86.089043,34.030891,45.381966,103.091873,30.88748,83.949478,56.088856 -2016-12-22,791.26001,113.984818,117.400002,86.800003,766.340027,30.529257,11.6,67.434326,22.106447,33.929256,39.588142,29.389999,9.4,86.651665,34.040836,43.714794,103.230415,30.830278,84.084961,55.766624 -2016-12-23,789.909973,114.210243,117.269997,86.790001,760.590027,30.586824,11.58,67.385872,22.165297,33.929256,39.597404,29.290001,8.79,86.499084,34.518326,43.394936,103.626289,30.963743,84.239799,55.668968 -2016-12-27,791.549988,114.935585,118.010002,87.540001,771.400024,30.606014,12.07,67.540909,22.1751,33.786655,39.523277,29.309999,8.29,86.537231,34.587955,43.375553,103.715355,31.011408,84.317207,55.522499 -2016-12-28,785.049988,114.445503,116.919998,87.370003,772.130005,30.414125,11.55,67.162994,21.900486,33.415901,39.402802,29.42,8.18,86.108124,34.140312,42.367489,102.606956,30.839811,83.70755,55.024494 -2016-12-29,782.789978,114.416092,116.349998,87.330002,765.150024,30.423721,11.59,67.114555,21.576832,33.406387,39.532539,29.23,9.0,86.1558,34.080624,41.747147,102.696007,30.973278,83.117233,54.995201 -2016-12-30,771.820007,113.524132,115.050003,87.809998,749.869995,30.318184,11.34,66.978882,21.67491,33.121193,39.412067,29.049999,9.29,86.069984,34.180103,41.359432,102.181396,30.963743,83.504333,54.21402 -2017-01-03,786.140015,113.847588,116.860001,88.599998,753.669983,30.404533,11.43,66.533134,22.096642,33.415901,39.86615,29.870001,9.72,86.670731,32.429317,41.446667,104.299248,31.459467,84.413986,54.048016 -2017-01-04,786.900024,113.720169,118.690002,90.510002,757.179993,30.414125,11.43,66.920738,22.508562,35.260189,39.634476,30.540001,10.36,85.717155,33.374344,42.425648,105.288902,31.735929,84.569679,54.672962 -2017-01-05,794.02002,114.29847,120.669998,94.370003,780.450012,30.241426,11.24,67.066093,22.243753,34.594723,39.523277,30.290001,10.39,84.439362,34.020943,41.330357,106.102089,32.040993,83.791222,55.131905 -2017-01-06,806.150024,115.572701,123.410004,93.889999,795.98999,30.327776,11.32,66.145531,22.243753,34.214458,38.735809,30.469999,9.56,84.391678,34.050785,41.456364,106.865707,31.917057,83.800941,55.786144 -2017-01-09,806.650024,116.631287,124.900002,94.720001,796.919983,30.183859,11.49,66.581581,22.116253,34.233471,38.248329,30.469999,9.1,82.999451,32.588478,42.008858,106.657455,31.907528,83.859329,56.830975 -2017-01-10,804.789978,116.748909,124.349998,96.75,795.900024,30.097513,11.44,66.116455,22.498756,35.507362,38.257702,30.709999,9.14,81.940979,33.185337,42.512886,106.429359,31.878929,84.102608,56.518505 -2017-01-11,807.909973,117.376228,126.089996,96.940002,799.02002,30.193455,11.2,66.407158,22.626253,36.077759,38.07021,30.549999,9.11,82.780128,33.354446,42.086399,106.915291,31.297407,84.7351,56.73333 -2017-01-12,806.359985,116.886131,126.620003,95.900002,813.640015,30.116699,10.76,65.86451,22.479137,35.659466,38.445194,30.379999,8.81,82.331947,33.812042,42.871517,107.807816,31.07814,83.917709,56.66497 -2017-01-13,807.880005,116.680298,128.339996,96.269997,817.140015,30.087919,10.58,65.050529,22.567408,35.497852,38.398319,30.08,8.74,82.341484,33.463871,42.483807,107.797897,31.001877,84.365318,56.489212 -2017-01-17,804.609985,117.621277,127.870003,96.120003,809.719971,30.00157,9.82,66.30056,21.625872,35.469334,38.53894,30.139999,8.92,83.304596,33.583241,43.501556,107.500397,30.563351,81.300156,56.635685 -2017-01-18,806.070007,117.611465,127.919998,96.0,807.47998,29.963192,9.88,66.000175,22.194715,35.621441,38.248329,29.35,8.87,82.274727,34.170155,43.394936,107.758232,30.53475,81.679665,57.0751 -2017-01-19,802.174988,117.405624,127.550003,96.169998,809.039978,29.944002,9.77,65.52536,22.096642,35.459831,38.435822,29.200001,8.94,80.7967,34.289524,42.289948,107.629318,30.220158,81.056892,56.528271 -2017-01-20,805.02002,117.621277,127.040001,96.059998,808.330017,29.291586,9.75,65.098976,22.204523,35.184139,38.857674,29.02,9.33,81.90284,34.359161,42.028244,109.047455,30.286886,81.416916,56.303677 -2017-01-23,819.309998,117.699692,128.929993,98.410004,817.880005,28.543226,9.91,64.585396,22.126062,34.841896,39.37328,28.450001,9.33,81.025551,33.961254,42.202713,108.720184,29.99136,81.455841,56.401325 -2017-01-24,823.869995,117.591873,129.369995,101.43,822.440002,28.783085,10.44,65.312172,22.508562,35.174625,38.773312,28.540001,9.43,81.139969,33.881676,42.813362,109.007774,29.695829,82.438652,57.065327 -2017-01-25,835.669983,119.464005,131.479996,104.059998,836.52002,29.138079,10.35,64.817963,22.920483,36.391479,38.80143,29.299999,8.77,81.378365,33.652882,43.298008,109.275551,29.829296,83.713371,57.319218 -2017-01-26,832.150024,119.52282,132.779999,102.75,839.150024,29.090103,10.52,64.662918,22.989138,35.668972,39.157661,29.129999,7.96,81.626305,34.259682,43.840805,108.47226,29.819761,84.413986,57.084862 -2017-01-27,823.309998,119.532608,132.179993,102.07,835.77002,28.792681,10.67,63.626064,22.910675,35.184139,39.382652,29.129999,7.42,81.540489,35.523037,42.134865,108.928436,29.953228,84.589142,54.799904 -2017-01-30,802.320007,119.218956,130.979996,101.019997,830.380005,28.744707,10.61,64.362526,22.508562,34.537685,39.204536,28.940001,6.86,80.920662,33.165447,42.861824,108.392937,29.84836,83.713371,54.585079 -2017-01-31,796.789978,118.944504,130.320007,101.309998,823.47998,28.495253,10.37,64.672615,22.204523,34.803871,39.523273,21.49,6.98,79.995682,32.170677,43.152611,105.447578,30.248755,82.351067,53.921074 -2017-02-01,795.695007,126.197807,133.229996,101.57,832.349976,28.485659,12.06,64.178413,22.449715,34.357056,39.429531,21.440001,6.65,79.089783,31.643452,43.133228,104.128609,30.499144,82.662445,52.632126 -2017-02-02,798.530029,125.982185,130.839996,100.839996,839.950012,28.476065,12.28,64.63385,22.282986,33.967281,38.604565,20.65,6.6,79.576103,32.608376,42.949066,104.267448,30.556925,82.312149,52.602829 -2017-02-03,801.48999,126.521278,130.979996,100.389999,810.200012,28.495253,12.24,64.440041,22.84202,34.537685,38.670185,20.700001,6.88,79.661919,33.294769,43.356159,105.695496,30.903616,84.832413,53.764839 -2017-02-06,801.340027,127.707291,132.059998,100.900002,807.640015,28.456879,13.63,64.343147,22.675291,35.013016,38.492065,20.6,6.52,79.442604,33.73246,42.60981,105.705414,31.038439,84.433441,54.419075 -2017-02-07,806.969971,128.922699,131.839996,100.830002,812.5,28.360931,13.29,64.817963,22.459524,33.368366,38.548313,20.469999,5.66,78.927681,32.97644,42.19302,105.715324,30.893986,84.384789,54.18367 -2017-02-08,808.380005,129.422607,134.199997,103.57,819.710022,28.236206,13.56,65.709457,22.233946,33.406387,38.63269,21.08,5.73,78.408043,32.717796,42.522575,105.834343,30.951767,83.645248,54.164047 -2017-02-09,809.559998,130.357819,134.139999,103.339996,821.359985,28.389717,13.42,66.940125,22.675291,33.349354,38.726437,21.709999,5.54,78.754463,33.632984,43.356159,106.409523,31.182896,84.851868,54.742767 -2017-02-10,813.669983,130.062485,134.190002,102.360001,827.460022,28.514442,13.58,65.912956,22.636061,33.43491,38.792057,21.6,6.96,79.408821,32.966492,43.307697,106.379768,31.154001,84.657257,55.144928 -2017-02-13,819.23999,131.214249,134.050003,103.099998,836.530029,28.821463,13.49,65.670692,22.949905,33.767647,38.107712,21.32,6.4,79.870728,32.359676,42.619511,107.381386,31.40439,85.776283,55.037033 -2017-02-14,820.450012,132.917313,133.850006,101.589996,836.390015,29.051729,13.26,66.533134,23.597212,35.40279,38.201454,21.76,7.1,79.697517,32.638218,43.898964,107.976418,31.539219,87.148308,55.498051 -2017-02-15,818.97998,133.399689,133.440002,101.550003,842.700012,29.118887,13.3,66.56221,24.107208,35.250683,38.548313,21.889999,7.58,80.024696,32.827221,44.509609,108.749947,32.271118,88.150566,55.77269 -2017-02-16,824.159973,133.242172,133.839996,100.82,844.140015,29.214832,12.97,66.736633,24.107208,35.203148,38.670185,21.639999,7.39,79.197121,31.076437,43.976505,108.392937,32.377048,88.092194,55.645172 -2017-02-17,828.070007,133.60643,133.529999,100.519997,845.070007,29.138079,13.13,67.221138,24.048363,35.383778,38.885799,21.879999,7.54,78.67749,31.106283,43.850506,108.511925,32.377048,87.800278,56.253319 -2017-02-21,831.659973,134.571167,133.720001,102.120003,856.440002,29.281992,14.0,69.23671,24.30336,35.944668,39.120167,21.780001,8.06,78.802574,30.260733,44.567768,109.245796,32.377048,88.559273,56.439686 -2017-02-22,830.76001,134.974777,136.119995,104.199997,855.609985,29.099699,14.28,69.488655,24.313169,35.973186,38.988918,21.870001,8.33,77.878769,29.773298,44.315758,108.531769,32.34816,88.607918,56.469112 -2017-02-23,831.330017,134.403809,135.360001,102.459999,852.190002,29.032001,14.32,69.101044,24.107208,35.412296,39.326408,21.67,7.91,78.696724,28.788479,42.949066,109.820976,32.800785,88.676033,56.537773 -2017-02-24,828.640015,134.531784,135.440002,102.949997,845.23999,29.196407,14.12,70.147598,23.763941,35.079567,39.710762,21.809999,7.74,78.023125,27.495287,44.160671,110.078819,32.993385,87.897583,56.380836 -2017-02-27,829.280029,134.797562,136.410004,103.599998,848.640015,28.954636,15.2,69.517723,24.097401,35.431309,39.204536,21.5,8.04,78.465782,27.574865,44.732548,109.65239,33.01265,87.994888,55.694218 -2017-02-28,823.210022,134.856659,135.539993,102.900002,845.039978,28.828911,14.46,68.732826,24.205284,35.022522,39.176411,20.620001,7.84,78.254066,27.475391,42.774593,109.543289,32.858566,88.179779,55.782494 -2017-03-01,835.23999,137.613022,137.419998,104.040001,853.080017,29.196407,14.96,68.267685,25.085745,35.583416,39.410774,20.6,7.66,79.889977,27.78377,40.845715,111.377953,33.147472,91.079529,56.047333 -2017-03-02,830.630005,136.795959,136.759995,103.190002,848.909973,29.196407,13.9,68.568085,24.820133,35.897133,39.4389,20.93,7.77,80.159431,27.326174,43.472473,110.406075,33.234146,89.658836,56.027718 -2017-03-03,829.080017,137.603195,137.169998,103.309998,849.880005,29.128712,13.03,67.860695,25.026718,36.343945,39.382652,20.59,7.62,79.351089,27.196859,43.278618,110.812668,33.243778,90.301071,56.008099 -2017-03-06,827.780029,137.170029,137.419998,102.309998,846.609985,29.012661,13.04,67.71534,24.839804,36.039738,39.335781,20.049999,7.52,79.707146,28.32094,42.541962,110.435829,33.080059,89.444763,55.596127 -2017-03-07,831.909973,137.347229,137.300003,102.629997,846.02002,28.87727,13.05,67.70565,24.800455,35.668972,39.260784,19.690001,7.43,79.408821,27.763872,43.18169,110.039146,32.733376,88.948502,55.125305 -2017-03-08,835.369995,136.835342,137.720001,103.220001,850.5,28.819241,13.22,68.135155,24.849644,35.793823,39.157661,19.139999,7.49,77.975006,27.395811,43.714794,110.058998,32.65633,88.753891,54.674107 -2017-03-09,838.679993,136.520309,138.240005,103.239998,853.0,28.683851,13.33,68.193718,24.938183,35.371254,39.317032,19.15,8.01,78.590874,27.654448,43.46278,109.87056,32.791153,89.104195,54.134617 -2017-03-10,843.25,136.973145,138.789993,103.389999,852.460022,29.283445,13.91,68.427994,24.89883,35.371254,39.701385,19.26,9.23,78.533142,27.385862,43.424015,110.287079,32.848938,88.821999,53.487244 -2017-03-13,845.539978,137.032211,139.600006,105.18,854.590027,28.87727,14.28,68.281578,24.888992,35.409672,39.720139,19.049999,9.22,78.350296,27.953289,43.472473,110.604408,32.848938,88.899841,53.585335 -2017-03-14,845.619995,136.825485,139.320007,104.25,852.530029,28.567799,14.1,69.033218,24.908669,35.496105,39.457649,19.02,8.8,77.936508,27.326132,43.007217,109.573051,32.954868,89.045807,53.232216 -2017-03-15,847.200012,138.272614,139.720001,103.690002,852.969971,28.780558,13.98,68.896561,24.770945,35.620956,39.92638,19.459999,8.76,78.908432,27.9732,43.04599,111.090347,33.349709,89.259888,53.497051 -2017-03-16,848.780029,138.499023,139.990005,105.629997,853.419983,28.770887,13.65,68.759888,24.810293,35.611351,39.785759,19.82,8.96,78.975792,27.565052,43.133228,111.734962,33.157108,89.17231,53.752079 -2017-03-17,852.119995,137.809906,139.839996,105.610001,852.309998,28.896608,13.49,68.223007,24.456144,34.89106,39.945129,19.379999,9.05,78.908432,27.385862,44.33514,111.893639,33.051167,88.238159,54.713337 -2017-03-20,848.400024,139.257034,139.940002,107.25,856.969971,28.761215,14.4,68.31086,24.042965,34.295612,39.76701,19.59,9.18,78.908432,27.594913,44.481621,111.477119,33.108959,87.605652,54.742767 -2017-03-21,830.460022,137.662262,138.509995,105.089996,843.200012,28.422735,13.82,68.232773,22.646034,33.181553,39.448277,18.99,9.1,78.744843,27.296268,43.026573,109.791229,32.983757,85.036743,54.477932 -2017-03-22,829.590027,139.217636,139.589996,106.089996,848.059998,28.558128,14.1,68.574425,22.567335,33.027893,39.04517,19.09,7.98,78.67749,26.679064,43.964054,110.525085,33.195625,85.172974,54.821236 -2017-03-23,817.580017,138.725433,139.529999,108.25,847.380005,28.645166,13.79,68.193718,22.695221,32.903042,39.04517,18.98,8.19,78.773712,27.107124,43.573433,110.673836,33.022282,85.036743,54.782001 -2017-03-24,814.429993,138.449783,140.339996,108.040001,845.609985,28.741875,13.7,67.949692,22.74441,33.191166,39.073296,19.66,8.5,78.167465,27.555096,43.798038,111.050682,32.743,84.939438,55.723644 -2017-03-27,819.51001,138.68605,140.320007,108.080002,846.820007,28.47109,13.7,67.998497,22.655872,33.33522,38.89518,19.860001,9.43,78.186707,27.694462,45.116379,111.011017,32.916344,84.890793,56.135612 -2017-03-28,820.919983,141.560593,141.759995,107.800003,856.0,28.645166,13.69,68.642754,23.09856,34.151554,38.960796,19.91,11.3,78.754463,27.6646,45.868317,111.536613,32.897083,86.214157,56.253319 -2017-03-29,831.409973,141.875595,142.649994,109.510002,874.320007,28.703192,13.71,69.052727,22.970671,34.132347,38.857674,20.620001,11.5,78.927681,28.819363,46.649551,111.13002,33.060802,85.893051,56.439686 -2017-03-30,831.5,141.688553,142.410004,108.849998,876.340027,28.88694,14.05,69.882462,23.482225,34.007496,39.148285,20.09,11.75,80.544334,28.480898,47.450321,111.734962,33.080059,86.632591,57.047825 -2017-03-31,829.559998,141.42276,142.050003,107.830002,886.539978,28.819241,14.55,70.360771,23.206774,33.959476,38.951424,19.780001,11.49,78.918053,28.968687,47.997185,111.536613,32.945236,85.474625,57.27343 -2017-04-03,838.549988,141.462143,142.279999,108.089996,891.51001,28.896608,14.64,70.116745,23.206774,32.816612,38.970173,19.65,11.76,78.975792,28.441078,47.391724,111.308525,32.974129,85.163246,57.322472 -2017-04-04,834.570007,142.515488,141.729996,107.519997,906.830017,29.032001,14.16,70.29245,23.059212,32.912643,39.082668,19.309999,11.36,79.264481,29.625711,47.508911,111.159767,33.070435,85.447052,57.204765 -2017-04-05,831.409973,141.777161,141.850006,107.440002,909.280029,28.983644,14.17,69.941025,22.793596,32.653339,38.913921,19.620001,11.39,79.418457,29.267334,46.844864,111.358505,32.925976,84.350967,57.106686 -2017-04-06,827.880005,141.42276,141.169998,108.040001,898.280029,28.944965,13.27,69.72628,22.882135,32.807003,38.515488,20.27,11.65,79.880356,29.765078,46.864395,111.716217,32.848938,84.634773,56.81242 -2017-04-07,824.669983,141.107742,140.779999,108.989998,894.880005,29.002987,13.52,71.161209,22.783758,32.374828,38.506001,19.860001,11.34,79.639778,29.337019,47.088997,111.527428,32.839302,84.341171,56.910507 -2017-04-10,824.72998,140.940399,141.039993,111.699997,907.039978,29.022331,13.1,71.317398,22.646034,32.624531,38.306786,19.73,11.92,79.995827,29.745169,47.411259,111.606918,32.781528,84.047569,56.841843 -2017-04-11,823.349976,139.424393,139.919998,110.440002,902.359985,29.051342,13.1,71.678574,22.547657,32.576508,38.240376,19.42,13.24,79.716759,29.267334,47.508911,111.398247,32.675587,83.900772,56.773186 -2017-04-12,824.320007,139.591721,139.580002,110.629997,896.22998,28.790228,12.76,71.688339,22.282043,32.595718,38.477547,19.280001,13.35,79.841858,28.411215,47.225712,110.762321,32.665962,83.577812,56.47892 -2017-04-13,823.559998,138.853424,139.389999,110.209999,884.669983,28.587141,12.31,71.405258,21.977079,32.067501,38.211918,19.26,13.04,78.610123,27.64469,47.137825,110.513893,32.627438,82.599159,56.410259 -2017-04-17,837.169983,139.621262,141.419998,111.760002,901.98999,28.664509,12.79,71.737144,22.439442,32.557304,38.230892,19.209999,13.47,78.504272,27.74424,47.225712,111.954697,32.743,84.028,56.96936 -2017-04-18,836.820007,139.001068,140.960007,111.230003,903.780029,28.857925,12.95,72.127602,22.341068,32.355621,38.18346,19.1,13.99,77.994255,27.296268,47.381958,111.805641,32.588917,83.342934,57.234192 -2017-04-19,838.210022,138.489166,142.270004,110.760002,899.200012,29.012661,12.84,72.303299,22.370581,32.45166,38.18346,19.190001,13.96,77.45536,27.216629,48.22179,111.57711,32.36742,82.657867,57.911007 -2017-04-20,841.650024,140.221771,143.800003,112.959999,902.059998,29.273771,13.11,73.0159,22.695221,32.749382,38.287815,19.389999,13.64,77.95575,27.485413,49.344814,113.862503,32.492619,83.724617,58.931114 -2017-04-21,843.190002,140.054413,143.679993,113.110001,898.530029,28.577469,13.0,73.152557,22.341068,32.413242,37.87989,18.99,13.39,77.64782,27.346043,49.452236,113.544533,32.396309,82.716591,59.450981 -2017-04-24,862.76001,141.403061,145.470001,114.860001,907.409973,28.577469,13.13,72.996376,23.246122,32.566902,37.965267,19.440001,12.45,78.051987,27.107124,49.950279,114.965454,32.492619,85.633003,59.941418 -2017-04-25,872.299988,142.279205,146.490005,115.480003,907.619995,28.480762,13.49,73.259941,23.590437,32.643738,37.889374,19.530001,11.28,78.648621,27.435637,50.555729,115.392723,32.511875,86.376793,59.794285 -2017-04-26,871.72998,141.442444,146.559998,114.970001,909.289978,28.297014,13.41,73.630867,23.5019,33.018291,38.363701,19.709999,10.83,78.331047,27.485413,51.024471,115.432465,32.598545,86.543159,60.382813 -2017-04-27,874.25,141.550735,147.699997,115.43,918.380005,28.12294,13.62,73.640633,23.265797,33.171955,37.860916,21.67,10.46,78.196335,27.226583,51.122128,116.35656,32.608177,85.740662,60.127785 -2017-04-28,905.960022,141.412918,150.25,115.5,924.98999,28.0359,13.3,73.386833,22.960836,33.26799,37.595291,21.49,10.22,78.571632,26.370464,50.594795,115.581528,32.665962,85.143677,58.911495 -2017-05-01,912.570007,144.297287,152.460007,116.68,948.22998,27.987547,13.62,73.435638,23.22645,32.845425,37.092503,21.17,10.22,78.966171,26.410286,50.252998,115.63121,32.531136,85.202393,59.029202 -2017-05-02,916.440002,145.212799,152.779999,118.089996,946.940002,28.0359,10.32,73.718719,23.147749,31.885027,36.950207,21.049999,10.71,78.956551,26.410286,50.301823,117.370102,32.36742,84.65435,59.343086 -2017-05-03,927.039978,144.769821,151.800003,116.57,941.030029,28.268,10.39,73.953003,23.38385,32.153934,36.428448,20.34,10.43,79.582031,25.902586,50.438545,116.585114,32.232597,85.143677,59.431358 -2017-05-04,931.659973,144.248062,150.850006,115.860001,937.530029,28.238989,10.1,74.519165,23.462551,31.837008,36.058464,20.42,10.38,78.562004,25.355068,49.676842,117.171364,32.213337,85.241539,59.666771 -2017-05-05,927.130005,146.640228,150.240005,116.040001,934.150024,28.258331,10.19,74.675346,23.354336,32.432453,36.580231,20.59,10.76,78.927681,26.101683,50.409248,116.754028,32.242226,85.143677,59.784481 -2017-05-08,934.299988,150.627167,151.059998,116.860001,949.039978,28.113266,10.04,74.304413,23.570761,32.624531,36.589714,20.530001,10.55,79.76487,25.703491,50.545963,115.869682,32.213337,85.241539,59.774666 -2017-05-09,932.169983,151.591904,150.479996,120.0,952.820007,27.977873,10.18,74.890106,23.590437,32.903042,36.257683,21.389999,10.52,79.206734,25.016602,50.604561,115.670959,32.14592,84.89901,60.060295 -2017-05-10,928.780029,150.87326,150.289993,119.980003,948.950012,27.755444,10.79,75.371605,23.757675,32.874233,36.47588,21.18,11.24,79.566162,25.374975,50.780334,115.909431,32.116753,85.564507,59.745121 -2017-05-11,930.599976,152.178055,150.039993,120.160004,947.619995,27.919851,11.07,74.811485,23.678976,32.758984,36.466393,20.99,10.16,80.246124,25.325205,50.751041,115.790176,32.126476,85.300262,59.361004 -2017-05-12,932.219971,154.303329,150.330002,120.339996,961.349976,27.339598,11.26,74.398766,23.610113,32.288391,36.513824,20.58,9.49,80.187843,25.494436,49.911213,116.386375,32.097305,85.065384,59.026134 -2017-05-15,937.080017,153.907913,150.190002,121.400002,957.969971,27.25256,11.42,74.968712,23.669138,32.480473,36.608688,20.290001,8.31,80.430695,25.205744,49.960041,117.459526,32.204262,85.476418,59.538292 -2017-05-16,943.0,153.680573,149.779999,124.019997,966.070007,27.117168,12.75,73.809151,23.600275,32.09631,36.229221,19.48,8.32,80.187843,25.046465,50.604561,117.737747,31.698641,85.740662,59.075378 -2017-05-17,919.619995,148.52066,144.850006,120.720001,944.76001,26.5079,11.2,73.818977,22.203344,31.13592,35.536705,18.940001,7.96,79.643867,24.897142,49.422939,116.058479,31.338871,82.471924,58.829147 -2017-05-18,930.23999,150.784286,147.660004,121.269997,958.48999,26.575596,11.28,76.197067,22.370581,31.183943,36.001545,18.889999,7.72,79.410736,24.628363,49.442471,115.502029,31.329151,82.168541,58.917786 -2017-05-19,934.01001,151.298294,148.059998,123.220001,959.840027,27.126837,11.41,77.405754,22.675545,31.424038,36.276661,19.1,7.84,79.585587,25.434706,50.126057,116.833527,31.562511,82.971046,60.434563 -2017-05-22,941.859985,152.217621,148.240005,124.75,970.669983,27.25256,11.04,77.189575,22.665709,31.616117,36.286148,19.280001,7.85,79.93528,25.195789,50.536201,118.244514,31.231911,82.892746,60.306522 -2017-05-23,948.820007,152.029785,148.070007,122.93,971.539978,27.349268,10.89,77.130615,23.010023,31.90424,36.343063,19.49,7.78,80.21698,24.976784,50.340889,118.840698,31.25136,83.930138,60.22773 -2017-05-24,954.960022,151.575073,150.039993,122.809998,980.349976,26.914078,10.89,76.796501,22.980511,31.885027,36.191277,19.559999,7.47,79.93528,24.031071,49.237392,119.933716,31.163849,83.881195,60.95657 -2017-05-25,969.539978,152.098969,151.960007,123.629997,993.380005,26.585266,10.98,76.953728,22.872297,31.308792,36.267174,19.49,8.48,79.410736,23.682652,59.813377,121.145973,31.270805,83.528877,61.95134 -2017-05-26,971.469971,151.84198,152.130005,123.989998,995.780029,26.546581,11.0,76.776848,22.862459,31.760176,36.162819,19.690001,7.78,79.216454,24.090799,57.586861,120.857811,31.25136,83.538666,62.345306 -2017-05-30,975.880005,151.901291,152.380005,123.910004,996.700012,26.459545,11.12,76.796501,22.537821,32.201954,36.570744,19.559999,7.39,78.779335,23.294409,57.889584,120.877686,31.241638,82.109818,62.305908 -2017-05-31,964.859985,151.00177,151.460007,122.459999,994.619995,26.478886,11.19,77.238708,22.118349,32.586117,36.551765,19.16,7.39,78.19651,22.955942,57.997002,122.099869,31.747261,80.397171,62.650631 -2017-06-01,966.950012,151.416931,151.529999,123.970001,995.950012,26.807695,10.93,78.42775,22.335487,33.066311,36.87431,19.719999,7.55,78.390778,23.035582,58.885658,122.61657,31.805599,81.287743,62.788521 -2017-06-02,975.599976,153.660797,153.610001,124.129997,1006.72998,26.962433,10.9,78.241043,22.157831,33.085522,36.87431,20.110001,7.2,77.225113,22.139643,58.270435,124.405144,31.640301,80.876701,63.596146 -2017-06-05,983.679993,152.158295,153.630005,125.370003,1011.340027,27.059139,11.24,78.869957,22.118349,33.095119,36.817398,20.280001,6.78,77.827377,21.840996,58.123955,125.1007,31.455553,81.023506,63.300674 -2017-06-06,976.570007,152.672302,152.809998,124.620003,1003.0,27.010786,12.03,77.562988,21.940695,33.066311,36.741501,20.219999,6.61,78.886185,22.428333,57.157177,124.444885,31.183296,81.18988,63.192337 -2017-06-07,980.940002,153.581711,153.119995,125.639999,1010.070007,26.769014,12.38,77.779182,22.305878,33.347935,36.769958,20.540001,7.02,78.59478,22.189419,57.98724,124.39521,31.115232,82.119614,62.54229 -2017-06-08,983.409973,153.2061,154.710007,142.339996,1010.27002,26.681974,12.9,77.562988,22.671062,33.124577,36.523308,21.16,6.9,78.313072,22.089867,57.723572,123.967949,30.872143,83.137413,61.301292 -2017-06-09,949.830017,147.265274,149.600006,139.440002,978.309998,27.020456,12.28,78.04451,23.361952,33.347935,36.79842,21.879999,7.06,79.779861,23.065445,56.76656,122.25885,31.863939,85.10453,61.252045 -2017-06-12,942.900024,143.746246,148.440002,139.080002,964.909973,27.987547,12.09,77.867622,23.470522,33.678108,37.064041,23.139999,7.03,80.556969,23.075401,55.780247,119.99334,31.795876,85.1241,60.365623 -2017-06-13,953.400024,144.902771,150.679993,136.600006,980.789978,27.513674,11.96,78.142776,23.460651,33.51302,36.694065,22.950001,6.85,80.586113,23.852552,56.831406,121.543427,31.679195,85.407913,60.001198 -2017-06-14,950.76001,143.489243,150.25,136.669998,976.469971,27.745775,11.77,78.516197,23.450781,33.610134,36.732018,22.700001,7.02,79.721573,23.095329,56.467918,121.72229,31.78615,85.231758,59.361004 -2017-06-15,942.309998,142.629257,149.800003,135.080002,964.169983,28.223644,11.5,77.543343,23.233644,33.600418,36.845852,21.709999,6.86,79.906143,23.015621,55.554298,120.649139,31.902836,84.722855,59.183716 -2017-06-16,939.780029,140.632507,150.639999,134.869995,987.710022,28.28216,11.44,73.936897,23.125076,33.299377,36.95969,20.99,6.67,81.100945,23.294598,54.670143,121.185715,32.058414,84.341171,59.232964 -2017-06-19,957.369995,144.655655,152.869995,139.470001,995.169983,28.087109,11.93,74.192406,23.598827,33.357643,36.912258,21.02,6.37,80.391838,22.108944,54.807678,122.308533,32.301502,86.190849,59.981503 -2017-06-20,950.630005,143.340973,152.25,138.380005,992.590027,27.433693,12.64,74.231705,23.184296,33.4062,36.675095,20.48,6.8,79.954712,22.019274,53.962822,122.149559,32.632099,85.652573,58.957188 -2017-06-21,959.450012,144.191055,153.910004,143.289993,1002.22998,27.092358,13.98,74.919579,22.828979,33.144001,36.191277,20.309999,6.43,79.109612,21.142488,54.198593,122.318474,32.943249,85.261124,59.055676 -2017-06-22,957.090027,143.953827,153.399994,142.270004,1001.299988,26.868052,14.38,74.212044,22.631584,33.202263,36.143845,20.65,6.82,78.759911,21.351721,54.247715,122.517212,33.118275,85.163246,58.612465 -2017-06-23,965.590027,144.596344,155.070007,143.009995,1003.73999,26.887556,14.17,73.543823,22.523014,33.211979,36.001545,21.200001,6.95,79.274742,22.17869,54.20842,123.222702,33.225231,85.00666,58.907944 -2017-06-26,952.27002,144.141663,153.589996,142.729996,993.97998,26.926569,14.08,74.192406,22.592104,33.522732,36.191277,21.559999,7.36,78.915329,22.826313,55.298878,122.735809,33.098831,85.378555,58.740505 -2017-06-27,927.330017,142.075699,150.580002,141.529999,976.780029,26.536465,13.4,74.693558,22.967159,33.221684,35.764385,21.77,7.72,78.789047,22.567265,55.190811,121.960762,32.836292,86.171272,58.070759 -2017-06-28,940.48999,144.15152,153.240005,143.949997,990.330017,26.409685,13.23,75.184906,23.56922,33.581001,35.992058,21.629999,8.01,79.197029,22.766535,55.77042,124.017616,32.816845,87.903503,58.287441 -2017-06-29,917.789978,142.02626,151.039993,140.809998,975.929993,26.351171,12.6,74.614952,24.003492,33.852909,35.688488,21.309999,8.5,78.390778,23.50383,56.251793,120.738571,32.700165,89.205132,57.479809 -2017-06-30,908.72998,142.36235,150.979996,140.899994,968.0,26.341419,12.48,74.369278,23.944275,33.920887,35.792843,21.76,8.86,78.419922,23.085363,56.320564,120.678947,32.66127,89.449791,57.430565 -2017-07-03,898.700012,141.848328,148.429993,140.990005,953.659973,26.770527,12.15,74.054825,24.358809,34.542397,36.153336,22.280001,9.19,79.750717,23.404196,58.177288,120.013214,32.884911,91.270287,57.371471 -2017-07-05,911.710022,142.431564,150.339996,144.869995,971.400024,26.673002,13.19,74.015511,24.595684,33.998573,36.162819,22.139999,8.69,78.536484,22.089018,57.126125,121.426773,32.709885,92.18544,57.066143 -2017-07-06,906.690002,141.087204,148.820007,142.199997,965.140015,25.658745,13.02,74.162918,24.388418,33.862621,35.730366,20.65,7.93,77.827377,21.610773,56.408974,120.252121,32.301502,91.890228,56.731274 -2017-07-07,918.590027,142.520523,151.440002,142.429993,978.76001,25.502707,13.36,74.025345,24.506855,33.930595,35.538166,20.639999,7.78,77.924515,21.252087,56.851048,121.645767,32.427906,92.352722,57.164635 -2017-07-10,928.799988,143.390381,153.5,143.809998,996.469971,25.39543,13.81,71.961708,24.566074,34.173374,35.394012,20.6,7.46,77.866234,21.690479,53.275143,122.17337,32.486244,91.703262,56.938107 -2017-07-11,930.090027,143.85498,155.270004,145.809998,994.130005,25.727011,13.89,72.197563,24.27985,34.377312,35.172977,20.25,7.6,78.29364,22.059126,52.744652,123.666573,32.25288,91.349007,57.026752 -2017-07-12,943.830017,144.062576,158.899994,149.0,1006.51001,25.922062,14.29,72.659409,24.033104,34.474419,35.394012,19.959999,7.64,78.643349,21.700443,52.361515,124.7118,32.301502,91.034111,57.657097 -2017-07-13,947.159973,146.069214,159.259995,149.520004,1000.630005,26.126863,13.53,73.750191,24.299591,34.82402,34.798183,19.93,8.19,78.653061,22.148798,53.697575,124.900948,32.35984,91.614693,57.499512 -2017-07-14,955.98999,147.32457,159.970001,151.830002,1001.809998,26.117113,13.92,75.017845,23.894924,35.299858,34.884674,20.389999,8.06,78.954185,22.228506,54.287006,126.433968,32.505695,90.778259,57.873775 -2017-07-17,953.419983,147.838593,159.729996,151.229996,1010.039978,26.156122,13.8,75.047333,23.707399,35.329002,34.971165,20.450001,9.04,78.546211,22.407848,55.013981,126.852043,32.330669,89.931976,57.450264 -2017-07-18,965.400024,148.352615,162.860001,153.75,1024.449951,26.224386,13.48,74.880272,23.588961,35.377552,34.586761,20.219999,9.01,78.29364,22.059126,54.807678,127.150696,32.43763,89.617081,57.332073 -2017-07-19,970.890015,149.281784,164.139999,153.149994,1026.869995,26.273151,13.55,74.555984,23.746876,35.416401,34.721302,20.49,8.68,78.536484,22.497522,55.180984,127.459282,32.690437,89.745003,57.233582 -2017-07-20,968.150024,148.609619,164.529999,152.110001,1028.699951,26.029339,13.8,74.703392,23.628439,35.358131,35.0961,20.639999,9.6,78.546211,21.560953,53.009899,127.887337,32.612652,89.745003,57.154785 -2017-07-21,972.919983,148.540421,164.429993,151.889999,1025.670044,25.268646,13.88,74.831139,23.490261,35.02795,35.086487,20.639999,8.83,77.827377,20.933254,53.186729,128.683716,32.55431,89.439957,57.105541 -2017-07-24,980.340027,150.339478,166.0,152.259995,1038.949951,24.800528,14.16,75.558327,23.598827,34.785175,34.817406,20.27,8.4,77.584534,20.345409,53.835106,128.932571,32.398735,89.82373,57.144939 -2017-07-25,950.700012,150.981995,165.279999,152.440002,1039.869995,24.810282,14.11,77.160095,24.161411,34.542397,34.807796,20.110001,8.81,77.973083,21.740295,54.345951,129.390472,32.184814,91.319481,57.666943 -2017-07-26,947.799988,151.69371,165.610001,155.789993,1052.800049,24.956568,14.76,77.533516,23.894924,34.590954,36.547222,19.65,8.76,78.070229,21.780149,54.591553,130.39592,31.980621,90.463364,57.066143 -2017-07-27,934.090027,148.827087,170.440002,154.149994,1046.0,25.151617,14.12,78.39827,23.796228,34.901707,37.873413,19.42,9.3,78.517059,22.138834,56.04549,128.34523,32.087578,90.089424,58.602615 -2017-07-28,941.530029,147.779297,172.449997,157.559998,1020.039978,24.898052,13.95,78.42775,23.717268,34.736618,37.479408,19.440001,9.21,77.32225,21.790115,56.625103,127.32988,32.233433,89.82373,53.18557 -2017-07-31,930.5,147.018143,169.25,154.949997,987.780029,24.976074,13.61,78.604637,23.806099,34.940552,37.479408,20.02,8.72,77.749664,21.03289,57.312778,127.220367,32.24316,90.335442,53.165867 -2017-08-01,930.830017,148.322952,169.860001,154.729996,996.190002,24.810282,13.71,79.105797,24.131802,33.755795,37.364082,18.299999,8.48,77.875946,20.225847,58.432705,128.90271,32.165371,91.545807,53.904556 -2017-08-02,930.390015,155.331345,169.300003,151.910004,995.890015,24.888302,13.37,79.135277,24.269979,33.814064,36.777866,18.559999,8.14,78.29364,17.834616,58.334469,130.017639,32.322464,91.624527,54.594002 -2017-08-03,923.650024,153.779419,168.589996,153.320007,986.919983,25.12236,13.24,79.469391,24.052843,33.765511,36.787476,18.309999,8.67,78.18679,17.715054,58.639008,129.300903,32.823212,91.024269,54.840229 -2017-08-04,927.960022,154.589981,169.619995,153.330002,987.580017,25.141865,13.12,79.086151,24.645033,34.251068,36.931625,18.389999,8.33,77.914803,17.814686,59.218616,129.231216,33.029396,92.165771,54.603848 -2017-08-07,929.359985,156.982132,171.979996,158.839996,992.27002,24.995577,13.43,79.872292,24.635164,34.280197,37.018116,18.559999,8.59,77.866234,17.286625,60.672562,129.788666,32.705387,92.520012,54.790981 -2017-08-08,926.789978,158.237503,171.229996,157.5,989.840027,24.927309,13.11,80.176926,24.575945,34.367596,36.864357,19.25,8.87,77.671959,16.908012,60.397488,129.251129,32.675934,92.18544,53.940128 -2017-08-09,922.900024,159.206223,171.179993,157.490005,982.01001,25.073597,12.83,80.701019,24.418028,34.260773,36.864357,19.1,9.35,77.914803,16.768524,59.994709,129.131668,32.842846,92.037842,53.16843 -2017-08-10,907.23999,154.135223,167.399994,151.770004,956.919983,24.673744,12.12,79.761597,23.806099,33.872337,36.700981,18.709999,8.75,77.453827,16.858194,58.727425,127.090965,32.813389,90.719215,52.50555 -2017-08-11,914.390015,156.278748,168.080002,151.699997,967.98999,24.576221,12.23,79.504494,23.549482,33.920887,36.614494,18.549999,8.88,76.70842,16.748594,59.012314,127.96698,32.646477,89.961494,52.614384 -2017-08-14,922.669983,158.630661,170.75,154.610001,983.299988,24.732264,12.76,79.801147,24.102192,34.44529,36.998898,18.83,8.61,76.728043,16.858194,59.641045,130.495438,32.705387,91.01442,52.653957 -2017-08-15,922.219971,160.36731,171.0,157.75,982.73999,24.517706,13.02,79.870369,24.151541,34.513268,36.672153,18.219999,8.63,76.541679,17.545677,57.931686,130.983231,32.774117,91.250603,52.584702 -2017-08-16,926.960022,159.72226,170.0,159.5,978.179993,24.478697,12.63,80.078041,23.875187,34.717197,36.739426,18.18,8.55,75.982628,17.465967,59.601753,131.769653,32.754482,90.620804,52.930977 -2017-08-17,910.97998,156.655838,166.910004,163.919998,960.570007,24.13736,12.34,78.812286,23.332344,33.988865,36.133987,17.809999,8.2,74.795853,17.396221,59.090908,130.286423,32.351921,89.203781,52.475868 -2017-08-18,910.669983,156.298584,167.410004,167.5,958.469971,23.94231,12.37,78.426636,23.312605,33.82378,35.912956,17.120001,8.65,75.168564,17.87447,58.422886,130.545212,32.077003,89.292343,52.139488 -2017-08-21,906.659973,156.010803,167.779999,169.25,953.289978,23.883795,12.05,78.822174,23.075727,33.901466,36.114769,16.59,8.55,74.913551,17.535711,59.385628,131.341599,32.165371,89.184097,52.584702 -2017-08-22,924.690002,158.561203,169.639999,174.460007,966.900024,23.991074,12.17,79.128723,23.519871,34.280197,36.499172,16.780001,9.03,75.26664,17.894396,60.702034,133.193161,32.548294,90.099266,53.870872 -2017-08-23,927.0,158.759674,168.710007,175.800003,958.0,23.78627,12.48,79.069397,23.450781,34.46471,36.441513,16.99,8.57,75.139137,18.312862,61.006573,132.466476,32.636662,90.207512,53.504814 -2017-08-24,921.280029,158.055084,167.740005,175.0,952.450012,23.698498,12.5,77.467438,23.529739,34.493843,36.210869,17.049999,8.55,74.86451,18.532057,60.711853,132.356979,32.626839,90.059898,53.366299 -2017-08-25,915.890015,158.640594,166.320007,171.740005,945.26001,23.883795,12.43,77.754204,23.460651,34.571529,36.508785,17.18,8.52,75.247032,18.103628,60.780621,132.147919,32.783936,90.423996,53.781834 -2017-08-28,913.809998,160.238312,167.240005,168.300003,946.02002,23.864292,12.23,77.160889,23.411301,34.484131,36.460728,16.93,8.62,75.001823,17.525745,61.37006,133.24295,32.862488,90.138626,53.821407 -2017-08-29,921.289978,161.667328,168.050003,167.410004,954.059998,23.835033,12.15,77.892639,23.273125,34.493843,36.374241,16.43,8.46,74.982208,17.336441,54.051239,133.232986,32.891937,89.646606,53.524593 -2017-08-30,929.570007,162.103973,169.919998,171.25,967.590027,23.678995,12.67,77.665215,23.679859,34.785175,36.201256,16.23,8.29,74.638931,17.296589,53.235847,133.193161,32.842846,89.853249,53.940128 -2017-08-31,939.330017,162.749008,171.970001,171.740005,980.599976,23.94231,13.0,77.200447,23.699697,35.484375,35.999447,16.15,8.21,74.86451,17.296589,53.304615,132.695419,33.304314,89.439957,54.276516 -2017-09-01,937.340027,162.798615,172.020004,171.039993,978.25,24.517706,13.19,77.497108,23.898106,36.280685,36.018665,16.370001,7.85,75.099907,17.784798,53.520744,132.635712,33.34359,90.237022,54.345772 -2017-09-05,928.450012,160.843658,170.720001,169.919998,965.27002,24.13736,12.92,78.911179,23.124319,36.154442,35.643875,16.76,7.54,75.698196,17.884432,54.287006,132.058334,33.186493,88.081963,54.543644 -2017-09-06,927.809998,160.674957,172.089996,168.139999,967.799988,24.303152,12.86,79.188065,23.223522,36.581726,35.14415,17.030001,7.73,77.267479,18.253082,54.67997,132.287277,33.373047,88.672394,53.732365 -2017-09-07,935.950012,160.029892,173.210007,170.479996,979.469971,23.42543,12.63,79.227615,22.787027,36.208946,34.211964,17.33,7.89,77.512672,17.844578,55.023804,135.910767,33.373047,87.117599,52.901299 -2017-09-08,926.5,157.419983,170.949997,169.0,965.900024,23.230379,12.25,78.001419,22.707664,36.297237,34.202358,17.42,7.63,77.306709,16.519438,54.522781,136.597656,33.481045,87.009354,52.921085 -2017-09-11,929.080017,160.268082,173.509995,174.059998,977.960022,23.132854,12.55,78.199203,23.17392,36.640587,34.346508,17.42,7.52,77.728455,16.908012,54.974682,141.346024,33.697056,88.357498,53.44545 -2017-09-12,932.070007,159.63295,172.960007,175.309998,982.580017,23.318151,12.3,78.723297,23.759222,37.170334,34.846233,17.540001,7.62,77.973648,17.854542,55.79007,141.774063,34.727997,89.439957,52.970554 -2017-09-13,935.090027,158.432175,173.050003,178.970001,999.599976,23.513203,12.22,78.970512,24.136192,37.484257,35.124928,18.120001,7.69,78.238464,18.183336,57.568195,139.464584,34.423626,89.695808,53.712578 -2017-09-14,925.109985,157.072632,170.960007,177.100006,992.210022,23.659489,12.26,78.792519,24.046911,38.053242,34.903896,17.950001,7.58,78.552322,18.73193,57.352074,140.828384,35.081463,89.518684,53.95002 -2017-09-15,920.289978,158.660431,171.639999,176.699997,986.789978,23.570841,12.52,79.484718,24.185795,38.141529,35.653481,17.790001,7.65,78.532707,18.492544,57.578022,140.937866,34.718178,90.15831,54.088531 -2017-09-18,915.0,157.459656,170.009995,179.979996,974.190002,24.092884,13.08,79.108948,24.503246,37.85704,35.961006,17.370001,7.52,78.552322,19.091007,56.668949,140.758682,34.904728,91.437561,54.108318 -2017-09-19,921.809998,157.519196,172.520004,180.070007,969.859985,23.836788,13.12,79.158394,24.661972,37.964951,36.720207,16.809999,7.26,78.679832,18.991264,52.133457,141.84375,34.806545,92.441292,54.039066 -2017-09-20,931.580017,154.879501,172.169998,177.949997,973.210022,23.954987,13.74,79.603386,24.860378,38.141529,36.931625,16.540001,7.21,79.003494,19.210701,51.965477,141.594894,35.336746,93.090759,54.563431 -2017-09-21,932.450012,152.21994,171.110001,177.389999,964.650024,24.378532,13.41,79.118835,24.959581,38.357349,36.729816,16.49,7.05,78.356163,18.751877,53.30933,141.077225,35.317104,93.513908,54.424919 -2017-09-22,928.530029,150.731384,170.539993,178.139999,955.099976,24.496731,13.3,78.64418,24.820698,38.671272,37.085392,16.41,7.11,78.385582,18.871571,53.259922,141.246475,35.307285,93.317093,54.504066 -2017-09-25,920.969971,149.401596,162.869995,169.589996,939.789978,24.73313,12.61,78.268417,24.562769,39.534557,37.594723,16.74,7.14,79.42524,19.180777,53.526711,137.941528,34.865452,92.618431,54.365555 -2017-09-26,924.859985,151.971832,164.210007,167.020004,938.599976,24.555832,12.45,78.505745,24.612371,39.495319,37.210323,16.540001,7.16,79.336967,19.72937,53.991135,137.742432,34.659267,92.205116,54.543644 -2017-09-27,944.48999,153.053528,167.679993,170.990005,950.869995,24.004236,12.74,78.40686,25.207592,39.809246,37.258373,16.42,7.28,79.8666,20.357756,55.997025,139.03653,34.806545,93.661507,54.405132 -2017-09-28,949.5,152.110779,168.729996,170.240005,956.400024,23.876186,12.74,78.070648,25.247272,39.809246,37.517841,16.459999,7.59,80.612007,19.669521,56.155128,139.564133,34.953823,93.858315,53.920345 -2017-09-29,959.109985,152.944366,170.869995,172.710007,961.349976,23.817087,12.75,77.269669,25.138147,39.613041,37.642773,16.48,7.3,80.406036,19.519907,56.283581,140.559601,35.052006,93.986244,53.138744 -2017-10-02,953.27002,152.636734,169.470001,173.610001,959.190002,24.201235,12.71,77.57621,25.41592,41.349422,37.585117,16.6,7.08,80.062752,20.367731,56.738117,141.176788,35.415291,95.295029,53.237686 -2017-10-03,957.789978,153.30162,169.960007,178.559998,957.099976,24.427782,13.42,78.337639,25.654007,42.624733,37.940689,16.709999,7.08,80.190262,19.948805,56.234173,142.371353,35.48402,95.796883,53.415768 -2017-10-04,951.679993,152.30925,168.419998,178.710007,965.450012,24.112583,13.31,78.209084,25.505199,42.94846,37.959908,16.469999,7.19,80.219688,20.158268,56.471329,141.445557,35.307285,94.822685,53.356407 -2017-10-05,969.960022,154.204681,171.240005,178.889999,980.849976,24.171686,13.34,78.52552,25.921854,43.017128,37.969517,16.530001,7.29,80.445259,20.527321,56.807289,143.319931,35.346561,96.099518,54.019276 -2017-10-06,978.890015,154.115372,172.229996,179.199997,989.580017,24.023935,13.23,78.120087,26.001217,44.076618,37.551098,17.02,7.11,80.14122,19.938831,58.062202,143.090637,35.395653,95.931252,54.583214 -2017-10-09,977.0,154.651245,172.5,182.089996,990.98999,23.078344,13.47,79.633041,25.644087,44.469025,37.268902,16.65,7.08,80.45507,19.679497,58.338882,144.117554,35.48402,95.42646,54.434811 -2017-10-10,972.599976,154.710785,171.589996,183.119995,987.200012,23.009396,13.7,83.192947,25.72345,44.351299,37.46352,16.84,6.7,80.680664,19.559805,56.491085,145.214249,35.739304,96.139114,54.830555 -2017-10-11,989.25,155.355835,172.740005,184.690002,995.0,22.723745,13.88,84.775131,25.624245,44.606365,37.161861,16.52,6.24,81.01413,19.878986,54.811279,146.41066,35.788395,95.852074,55.048218 -2017-10-12,987.830017,154.810028,172.550003,180.529999,1000.929993,22.704046,14.2,85.140999,25.247272,44.03738,34.894592,16.549999,6.2,80.847397,19.749317,54.475315,146.300995,35.690205,95.010742,55.37471 -2017-10-13,989.679993,155.792496,173.740005,178.449997,1002.940002,22.635098,14.22,85.655212,25.624245,45.008579,34.738899,16.190001,6.77,80.827789,19.390242,54.445671,146.8992,35.680389,94.882072,55.127365 -2017-10-16,992.0,158.660431,174.520004,179.559998,1006.340027,23.009396,14.26,84.785011,26.030979,44.89085,35.196243,16.25,5.99,81.2201,19.46006,54.257927,145.782547,35.326923,96.841866,54.325981 -2017-10-17,992.179993,159.245941,176.110001,175.320007,1009.130005,22.841946,14.16,85.022346,25.991299,44.164909,35.254631,16.309999,5.79,81.367226,19.400215,54.001019,145.493408,35.542934,96.624115,53.930237 -2017-10-18,992.809998,158.541336,176.029999,179.610001,997.0,22.772999,14.07,85.259674,26.269066,44.263008,34.748631,16.33,6.05,81.171066,18.951365,54.801392,145.75264,35.179649,96.990334,54.622791 -2017-10-19,984.450012,154.790176,174.559998,177.929993,986.609985,23.226093,13.95,85.437668,26.368271,44.48864,34.729168,16.450001,6.06,81.151443,18.951365,54.801392,144.546249,35.582207,97.109116,54.810772 -2017-10-20,988.200012,155.058121,174.979996,177.320007,982.909973,23.47234,13.81,86.466087,26.953571,44.743706,34.583206,17.48,6.55,81.514343,18.811726,55.167004,144.945053,35.758934,98.494835,53.989597 -2017-10-23,968.450012,154.978729,171.270004,173.130005,966.299988,21.985004,14.1,87.662613,26.943649,44.292442,34.301014,16.85,6.56,81.641846,18.402775,55.354744,145.124512,35.739304,98.326561,53.692791 -2017-10-24,970.539978,155.901642,171.800003,173.699997,975.900024,21.561457,14.25,87.000069,27.459509,45.597179,33.921513,16.299999,5.99,81.867432,18.542416,55.977264,145.3638,35.61166,99.89045,53.702682 -2017-10-25,973.330017,155.216904,170.600006,170.220001,972.909973,21.177311,12.33,87.494507,27.409906,44.263008,32.588398,16.01,5.76,81.573189,18.03372,54.514839,145.80249,35.503654,99.989426,53.583961 -2017-10-26,972.559998,156.209274,170.630005,170.320007,972.429993,21.000011,12.01,87.632942,27.51903,44.390541,32.773281,16.379999,6.06,81.867432,17.674643,55.285576,146.151428,35.091282,100.70208,54.325981 -2017-10-27,1019.27002,161.806259,177.880005,176.149994,1100.949951,20.477968,11.84,87.18795,27.578552,43.792126,33.055473,16.040001,5.75,82.102821,18.013771,54.544483,148.075668,34.953823,100.731773,54.296299 -2017-10-30,1017.109985,165.448257,179.869995,181.580002,1110.849976,20.10367,10.89,85.981537,27.380146,42.546249,32.637051,16.41,5.64,81.936081,17.904053,54.722343,148.504379,34.511993,100.375458,54.583214 -2017-10-31,1016.640015,167.750549,180.059998,184.889999,1105.280029,19.857422,10.99,86.337532,27.171818,42.163654,32.744091,12.52,5.51,81.749733,18.063644,55.31522,148.324921,34.423626,99.583618,54.256725 -2017-11-01,1025.5,165.616959,182.660004,186.080002,1103.680054,19.719524,10.8,86.960518,27.310703,42.31081,32.646782,12.05,5.13,82.259758,18.382826,55.34486,148.44455,34.619991,99.89045,54.543644 -2017-11-02,1025.579956,166.827652,178.919998,184.809998,1094.219971,19.640724,10.85,87.810936,27.647995,41.790874,32.277008,11.78,5.43,81.92627,17.824259,56.659069,147.806473,34.81636,100.553604,54.286407 -2017-11-03,1032.47998,171.184174,178.919998,183.210007,1111.599976,19.837723,11.12,88.681129,27.598392,41.535812,32.403511,11.61,5.17,81.583,18.083591,56.244053,148.843353,34.904728,100.375458,55.434067 -2017-11-06,1025.900024,172.920822,180.169998,187.839996,1120.660034,19.827871,11.93,87.712044,27.528952,41.339611,31.975357,12.02,5.24,82.142052,19.130905,55.720348,149.640961,34.678902,99.751877,55.968323 -2017-11-07,1033.329956,173.476532,180.25,188.509995,1123.170044,19.906672,12.05,87.959267,26.963491,40.90797,32.179703,11.88,5.0,81.975319,18.921442,54.475315,149.521317,34.718178,97.742592,56.611412 -2017-11-08,1039.849976,174.895645,179.559998,185.899994,1132.880005,19.818024,11.71,89.254677,26.576599,41.310184,32.539742,11.97,4.7,81.867432,18.572338,55.878452,149.521317,34.69854,96.643913,57.294071 -2017-11-09,1031.26001,174.538391,179.300003,185.130005,1129.130005,19.689974,11.12,89.294235,26.278988,41.310184,33.084667,12.01,4.6,82.357834,18.851622,55.265816,148.843353,34.876888,96.63401,56.749924 -2017-11-10,1028.069946,173.960739,178.460007,186.410004,1125.349976,20.18247,11.26,89.907318,26.29883,41.849735,33.298744,12.52,4.57,82.100464,19.180777,56.006908,149.092606,34.857071,96.515244,56.433331 -2017-11-13,1025.75,173.26358,178.770004,184.539993,1129.170044,18.734533,11.09,89.97654,26.189703,42.742451,33.250088,12.17,4.12,82.050964,18.53244,56.293465,149.242172,34.975971,96.861664,56.037579 -2017-11-14,1026.0,170.644257,178.070007,181.789993,1136.839966,17.631342,11.12,90.075424,26.030979,42.183277,32.812206,12.15,3.81,81.407547,17.30559,56.520733,149.501373,35.055237,96.277679,56.324497 -2017-11-15,1020.909973,168.393448,177.949997,181.479996,1126.689941,17.985939,11.07,88.829468,26.576599,42.045937,32.89978,12.41,4.17,80.38797,17.03628,56.619541,147.88623,35.035419,97.188301,56.394123 -2017-11-16,1032.5,170.405243,179.589996,185.429993,1137.290039,17.976089,11.25,98.510422,26.546837,42.771877,33.590668,12.76,4.57,79.744553,17.155973,54.593887,149.880249,35.233585,97.465446,56.93121 -2017-11-17,1019.090027,169.459091,179.0,185.130005,1129.880005,17.936689,11.38,96.384369,26.407953,43.046562,33.580933,13.08,4.23,79.427788,17.98385,55.167004,148.574173,35.045326,97.138809,56.622879 -2017-11-20,1018.380005,169.28978,178.740005,188.0,1126.310059,17.710142,11.34,96.394257,26.526997,44.027569,33.707436,13.44,4.01,79.734657,17.255716,55.680828,149.112549,35.025509,97.999939,56.503529 -2017-11-21,1034.48999,172.436951,181.860001,190.899994,1139.48999,17.562393,11.4,95.444946,26.517075,44.11586,33.405785,12.85,3.89,80.051414,17.136024,55.394272,152.053726,35.213768,97.920753,56.951099 -2017-11-22,1035.959961,174.249573,180.869995,189.839996,1156.160034,17.877588,11.37,95.336182,26.447634,43.448776,33.931244,13.09,3.8,80.279083,17.64472,55.819168,150.797485,35.104778,97.633705,56.831745 -2017-11-24,1040.609985,174.259521,182.779999,191.190002,1186.0,17.916992,11.38,95.543831,26.378193,43.615547,33.87286,12.99,3.82,80.595848,17.325539,56.323109,152.283035,35.16423,97.316971,56.49358 -2017-11-27,1054.209961,173.383087,183.029999,188.029999,1195.829956,17.848042,11.55,95.543831,26.378193,43.331051,33.746361,12.68,3.9,80.288986,17.604822,56.342869,152.51236,35.16423,96.930954,55.608383 -2017-11-28,1047.410034,172.367249,182.419998,186.690002,1193.599976,18.133688,11.17,95.692162,27.419827,44.066811,34.466434,12.88,4.17,80.843315,17.933977,57.360638,153.728699,35.52092,100.325966,56.354336 -2017-11-29,1021.659973,168.791809,175.130005,179.910004,1161.27002,18.202637,10.83,96.473358,28.054729,42.977894,35.497902,13.57,4.21,81.437241,17.953926,58.131378,147.906174,35.877617,102.671783,57.199749 -2017-11-30,1021.409973,171.152191,177.179993,177.080002,1176.75,18.01549,10.89,96.147049,28.064692,42.271568,35.400593,13.29,4.08,82.446922,17.973875,58.902115,150.019836,35.927158,103.45372,57.50808 -2017-12-01,1010.169983,170.355438,175.100006,174.610001,1162.349976,17.611641,10.73,96.265701,27.994953,41.977268,35.517361,13.15,3.87,82.615196,18.452646,59.633324,149.242172,36.016331,103.72097,57.010777 -2017-12-04,998.679993,169.110519,171.470001,169.580002,1133.949951,17.680593,10.03,95.929489,28.951363,42.232327,36.266632,13.35,3.93,82.724083,17.824259,61.807198,143.000885,35.728996,105.858932,58.443005 -2017-12-05,1005.150024,168.951172,172.830002,168.960007,1141.569946,17.493444,9.91,96.740356,28.82185,41.987076,35.566013,13.01,4.08,82.050964,17.235769,61.243965,144.695816,35.302944,104.641479,59.019878 -2017-12-06,1018.380005,168.323715,176.059998,172.630005,1152.349976,17.394945,10.0,96.196487,28.532932,41.349422,35.137863,12.89,4.14,81.447144,16.457764,60.578274,146.978943,35.233585,103.859543,58.960201 -2017-12-07,1030.930054,168.632477,180.139999,174.470001,1159.790039,17.444193,10.04,96.206421,28.672411,41.596905,35.196243,13.28,4.42,81.714409,15.909173,61.094933,149.002884,35.174133,103.552711,58.820957 -2017-12-08,1037.050049,168.682251,179.0,177.619995,1162.0,17.444193,9.94,95.977791,28.941401,41.596905,35.741169,13.63,4.29,81.823296,16.038839,63.380157,149.441559,35.411934,104.849335,58.293816 -2017-12-11,1041.099976,171.968857,179.039993,179.289993,1168.920044,17.385094,10.16,96.355537,28.831814,41.250427,35.906597,13.5,4.25,82.189552,16.657253,63.211246,150.428619,35.877617,104.542503,58.751335 -2017-12-12,1040.47998,171.002792,176.960007,174.639999,1165.079956,17.641191,9.9,96.126892,29.210392,41.111839,37.074284,13.59,4.0,81.922287,16.308149,63.111889,152.043762,36.244225,105.759949,58.950256 -2017-12-13,1040.609985,171.570496,178.300003,176.470001,1164.130005,17.493444,10.11,97.180618,28.732187,40.98315,37.015903,13.62,4.01,82.278641,16.198431,63.976299,151.236176,36.303669,104.433624,59.169071 -2017-12-14,1049.150024,171.520691,178.389999,171.75,1174.26001,17.375244,10.13,96.554344,28.622597,40.39909,36.72398,13.82,3.87,82.060867,15.968737,63.340412,151.475464,36.12532,103.5923,59.377937 -2017-12-15,1064.189941,173.26358,180.179993,173.550003,1179.140015,17.552544,10.29,96.53447,28.93144,40.537678,37.210518,15.17,3.83,82.189552,15.609216,64.900322,152.941055,36.858532,105.05719,57.975544 -2017-12-18,1077.140015,175.703629,180.820007,173.369995,1190.579956,17.493444,10.98,97.319786,29.369793,41.725597,37.424595,15.65,3.92,82.100464,15.888843,66.579468,152.661896,36.789173,105.868828,57.716946 -2017-12-19,1070.680054,173.831268,179.509995,171.279999,1187.380005,17.325996,10.95,98.214455,29.339907,42.062176,37.025631,15.43,3.86,81.605522,15.679122,65.377243,151.226196,36.600914,105.423424,57.697052 -2017-12-20,1064.949951,173.642044,177.889999,172.639999,1177.619995,17.188097,10.98,98.164749,29.369793,42.091869,37.512173,15.17,3.8,82.031174,15.788977,66.30127,150.996902,36.12532,105.05719,57.418564 -2017-12-21,1063.630005,174.299362,177.449997,175.320007,1174.76001,17.207796,10.89,97.478836,29.708523,41.735497,37.83329,15.51,3.78,83.001251,16.478058,66.649017,150.079651,35.907345,106.729958,57.269375 -2017-12-22,1060.119995,174.299362,177.199997,176.289993,1168.359985,17.237345,10.54,97.627945,29.768297,41.596905,37.89167,15.5,3.76,83.120033,16.43811,66.678825,150.398697,35.808258,106.353828,56.990883 -2017-12-26,1056.73999,169.877396,175.990005,172.330002,1176.76001,17.286936,10.46,98.572319,29.668673,41.37912,38.008446,15.66,3.77,83.129936,16.967407,67.582977,150.827393,35.877617,105.928223,56.831745 -2017-12-27,1049.369995,169.907272,177.619995,172.970001,1182.26001,17.237345,10.53,98.67173,29.618858,40.894054,37.843018,15.73,3.72,83.050743,16.937447,67.920792,150.947037,35.996517,106.126175,56.961044 -2017-12-28,1048.140015,170.385315,177.919998,172.300003,1186.099976,17.21751,10.55,98.810898,29.688597,40.963348,38.12521,15.52,3.6,83.169525,17.586584,67.980408,151.315948,36.036148,106.690361,57.498135 -2017-12-29,1046.400024,168.542831,176.460007,172.429993,1169.469971,17.306772,10.28,98.164749,29.409645,40.577278,37.83329,14.43,3.58,82.793373,17.037313,68.03009,150.907166,35.887527,105.849037,57.120182 -2018-01-02,1065.0,171.560516,181.419998,183.649994,1189.01001,17.83242,10.98,98.005692,29.788223,41.37912,37.502445,15.03,3.78,84.169304,17.89617,68.71566,151.455536,36.105507,106.848724,57.319103 -2018-01-03,1082.47998,171.53064,184.669998,184.0,1204.199951,18.001026,11.55,98.860596,29.688597,42.388851,36.636406,15.72,3.76,85.822395,17.786316,67.960541,153.359818,36.373028,106.957611,58.393276 -2018-01-04,1086.400024,172.327393,184.330002,185.710007,1209.589966,18.377909,12.12,98.950066,30.077141,43.695557,36.976978,15.92,3.58,85.941185,17.376862,66.847733,155.343842,36.452293,108.489845,58.612091 -2018-01-05,1102.22998,174.289398,186.850006,190.699997,1229.140015,18.387827,11.88,99.536568,30.216616,43.566868,37.113209,15.87,3.48,85.871895,16.737713,68.427521,158.564178,36.521652,107.793373,59.288422 -2018-01-08,1106.939941,173.642044,188.279999,190.330002,1246.869995,18.129959,12.28,101.007797,30.007402,43.774754,37.220249,15.98,3.42,86.25795,16.827593,69.242249,159.043518,36.115414,107.952568,58.990044 -2018-01-09,1106.26001,173.622116,187.869995,190.800003,1252.699951,18.407661,11.82,99.795029,30.156841,43.606464,36.963898,15.11,3.13,85.891693,17.037313,69.331673,159.273178,36.075783,108.499794,58.860741 -2018-01-10,1102.609985,173.582275,187.839996,189.789993,1254.329956,18.774624,11.96,99.079292,30.435793,42.567039,36.106106,15.06,3.29,85.208679,16.757687,69.888069,159.632675,36.135231,109.693733,59.497288 -2018-01-11,1105.52002,174.568268,187.770004,188.75,1276.680054,18.863886,12.14,99.427216,30.545382,43.745052,35.968071,15.3,3.32,86.050072,17.247036,71.249268,160.691162,36.224407,110.280754,59.676319 -2018-01-12,1122.26001,176.370911,179.369995,187.789993,1305.199951,18.60602,12.02,100.272186,31.073402,43.626263,36.382179,15.12,3.6,86.634102,17.556622,72.779373,162.099167,36.20459,112.101524,60.074162 -2018-01-16,1121.76001,175.474579,178.389999,182.399994,1304.859985,18.060534,11.91,100.093254,31.123215,43.745052,36.204704,13.81,3.52,86.089668,16.757687,71.934837,162.059204,36.264038,111.703545,60.233299 -2018-01-17,1131.97998,178.372757,177.600006,183.830002,1295.0,17.207594,12.18,102.091331,31.063438,43.586666,36.332878,13.83,3.51,87.109245,16.757687,73.78289,164.086334,36.838715,112.419907,60.332756 -2018-01-18,1129.790039,178.532104,179.800003,184.399994,1293.319946,16.632353,12.47,103.681854,31.362316,43.418381,36.62867,13.7,3.67,86.545013,16.448097,74.210129,165.244675,36.650459,112.688553,60.760437 -2018-01-19,1137.51001,177.735352,181.289993,184.050003,1294.579956,16.126539,12.59,103.970131,31.601419,42.71553,36.687824,14.21,3.63,86.267845,16.058617,76.36618,166.592758,36.600914,112.439812,60.92952 -2018-01-22,1155.810059,176.281281,185.369995,184.020004,1327.310059,16.037277,12.65,104.825035,31.820599,42.854118,37.338566,14.55,3.45,87.356712,16.527992,77.558472,168.040695,36.591007,113.753151,61.078712 -2018-01-23,1169.969971,176.321106,189.350006,192.279999,1362.540039,16.751368,12.94,105.272377,31.800673,42.943211,36.668106,14.99,3.41,87.406212,17.306955,77.021935,166.952255,36.482018,113.633759,61.357201 -2018-01-24,1164.23999,173.512573,186.550003,195.529999,1357.51001,16.305063,12.71,105.163025,31.970037,43.715359,36.500492,14.93,3.13,87.633881,16.977394,76.296631,166.772491,36.591007,115.086388,60.501842 -2018-01-25,1170.369995,170.415192,187.479996,198.330002,1377.949951,16.047195,12.41,105.968224,31.970037,42.725426,36.924461,14.57,2.78,87.475502,15.299627,75.779968,168.35025,36.888256,115.116234,60.223351 -2018-01-26,1175.839966,170.813568,190.0,205.220001,1402.050049,15.997605,12.95,107.747612,32.079628,43.052105,37.289265,14.62,2.54,88.099121,15.279655,77.349823,170.097763,38.651913,115.733109,57.677162 -2018-01-29,1175.579956,167.278,185.979996,203.009995,1417.680054,16.146376,13.32,108.900742,32.159325,42.586838,36.737125,14.53,2.57,87.119141,15.069934,76.097916,168.310318,38.661823,115.613716,56.712395 -2018-01-30,1163.689941,166.292007,187.119995,199.660004,1437.819946,15.819083,12.87,107.09153,31.76082,42.270058,36.914597,14.11,2.66,85.901588,14.610545,75.799843,166.952255,37.453022,114.529213,56.881477 -2018-01-31,1169.939941,166.750137,186.889999,204.289993,1450.890015,16.037277,13.74,105.968224,31.880373,41.982979,36.924461,13.86,2.57,86.416328,14.23105,72.590591,168.759674,36.700001,115.086388,56.503529 -2018-02-01,1167.699951,167.098724,193.089996,192.220001,1390.0,15.88851,13.25,104.894623,32.378506,42.002777,38.610462,13.95,2.49,88.168411,13.911476,72.630341,172.684082,36.830002,116.280334,55.697899 -2018-02-02,1111.900024,159.848282,190.279999,187.309998,1429.949951,15.511628,12.45,103.860794,31.830561,40.587173,37.535759,13.65,2.35,83.674362,13.531981,70.782288,170.30748,36.610001,113.7034,55.469139 -2018-02-05,1055.800049,155.854568,181.259995,180.529999,1390.0,14.78762,11.57,99.496803,30.146877,39.141876,36.115967,12.92,2.22,78.913055,13.082581,67.582977,164.355942,34.669998,108.251053,54.394962 -2018-02-06,1080.599976,162.368011,185.309998,185.169998,1442.839966,15.144666,11.65,100.30201,31.083364,41.438519,36.31316,13.1,2.28,77.556923,13.771663,69.848335,169.039276,35.279999,111.54435,55.310001 -2018-02-07,1048.579956,158.892166,180.179993,180.300003,1416.780029,15.124829,11.6,102.240448,31.133177,41.963181,36.411755,13.26,2.26,76.161194,13.102553,70.802162,168.490051,34.98,112.300522,54.459999 -2018-02-08,1001.52002,154.520004,171.580002,173.699997,1350.5,14.331395,11.22,99.427216,29.628822,40.339691,35.070843,13.14,2.11,75.300003,12.802952,68.34803,160.391586,33.630001,107.335693,53.77 -2018-02-09,1037.780029,156.410004,176.110001,176.669998,1339.599976,14.817373,11.31,98.781075,30.216616,41.042542,35.544106,13.75,2.15,75.779999,12.693098,70.305374,164.965073,34.16,109.484795,54.580002 -2018-02-12,1051.939941,162.710007,176.410004,177.440002,1386.22998,14.698359,11.68,98.960007,31.003664,41.577106,35.859615,14.23,2.07,76.419998,13.032646,69.89801,167.950821,34.66,111.176216,55.380001 -2018-02-13,1052.099976,164.339996,173.149994,179.25,1414.51001,14.54959,11.78,100.381531,31.063438,40.98315,36.086384,16.700001,2.27,76.300003,12.713072,69.649612,169.878082,34.939999,111.86274,55.669998 -2018-02-14,1069.699951,167.369995,179.520004,186.759995,1451.050049,14.777701,12.2,101.09726,31.880373,41.389023,35.899052,17.76,2.3,76.459999,13.122527,72.054062,172.274673,35.189999,114.449615,55.990002 -2018-02-15,1089.52002,172.990005,179.960007,187.449997,1461.76001,14.728113,12.19,102.618202,32.089588,41.428616,36.480774,18.41,2.63,76.209999,13.611876,72.848923,174.441589,35.709999,114.9272,56.580002 -2018-02-16,1094.800049,172.429993,177.360001,183.679993,1448.689941,14.926471,11.82,104.159012,31.850485,40.67627,36.618809,17.360001,2.61,76.540001,13.262341,72.709824,175.400208,36.259998,114.101387,56.48 -2018-02-20,1102.459961,171.850006,176.009995,187.190002,1468.349976,14.619015,12.02,93.552246,31.810635,40.359493,36.254002,17.139999,2.33,75.75,13.062607,71.457916,175.100647,36.009998,114.131233,55.970001 -2018-02-21,1111.339966,171.070007,177.910004,188.820007,1482.920044,14.371067,11.72,90.977592,31.75086,40.151608,35.800457,17.030001,2.36,74.889999,12.90282,70.335182,172.074966,35.759998,114.608818,56.099998 -2018-02-22,1106.630005,172.5,178.990005,188.75,1485.339966,14.5,11.84,92.220184,31.571533,40.498081,35.958214,16.620001,2.33,75.860001,12.982713,70.83197,172.704056,35.740002,114.399872,55.400002 -2018-02-23,1126.790039,175.5,183.289993,193.289993,1500.0,14.49,12.07,92.339478,31.910259,40.498081,36.204704,17.02,2.43,77.529999,13.432115,72.69989,175.510056,36.259998,116.718117,56.139999 -2018-02-26,1143.75,178.970001,184.929993,194.190002,1521.949951,14.65,12.42,92.568115,32.298801,41.121738,36.934319,17.25,2.58,78.839996,13.531981,72.103745,177.61705,37.09,118.170746,57.169998 -2018-02-27,1118.290039,178.389999,181.460007,188.259995,1511.97998,14.5,12.53,90.977592,32.209141,39.76553,36.352596,16.75,2.57,77.5,13.1425,71.030678,175.67981,36.799999,116.76786,56.57 -2018-02-28,1104.72998,178.119995,178.320007,186.139999,1512.449951,14.11,12.11,89.476547,31.979998,38.953789,35.790596,16.58,2.42,75.739998,13.272327,71.974579,175.510056,36.310001,114.917252,57.099998 -2018-03-01,1069.52002,175.0,175.940002,181.990005,1493.449951,14.02,11.9,88.552063,31.48,37.409496,35.494808,16.139999,2.47,75.199997,13.751689,74.816208,173.243301,35.630001,112.857689,56.169998 -2018-03-02,1078.920044,176.210007,176.619995,179.759995,1500.25,14.12,11.81,88.243889,31.629999,37.053123,35.839893,17.02,2.73,75.550003,14.630518,72.570724,174.771118,35.950001,112.748245,56.93 -2018-03-05,1090.930054,176.820007,180.399994,181.600006,1523.609985,14.42,11.91,89.446724,32.130001,37.360001,36.184986,17.42,2.55,76.269997,15.089907,74.577744,178.276123,36.119999,114.479462,56.990002 -2018-03-06,1095.060059,176.669998,179.779999,187.369995,1537.640015,14.64,11.76,88.532173,32.110001,37.548088,36.352596,17.620001,2.46,76.18,15.199761,76.276756,177.277542,35.880001,114.578964,57.029999 -2018-03-07,1109.640015,175.029999,183.710007,189.050003,1545.0,14.51,12.24,87.219994,32.18,37.360001,36.392036,17.379999,2.42,74.260002,15.239708,73.16687,178.955154,35.93,114.151138,57.029999 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deletions(-) diff --git a/pypfopt/plotting.py b/pypfopt/plotting.py index 7321d00b..4828675b 100644 --- a/pypfopt/plotting.py +++ b/pypfopt/plotting.py @@ -8,8 +8,8 @@ - ``plot_efficient_frontier`` – plot the efficient frontier from an EfficientFrontier or CLA object - ``plot_weights`` - bar chart of weights """ -import warnings +import warnings import numpy as np import scipy.cluster.hierarchy as sch @@ -17,16 +17,22 @@ try: import matplotlib.pyplot as plt - - plt.style.use("seaborn-v0_8-deep") except (ModuleNotFoundError, ImportError): # pragma: no cover raise ImportError("Please install matplotlib via pip or poetry") -try: - import plotly.graph_objects as go - from plotly.subplots import make_subplots -except (ModuleNotFoundError, ImportError): # pragma: no cover - raise ImportError("Please install plotly via pip or poetry") + +def _get_plotly(): + """Helper function to import plotly only when needed""" + try: + import plotly.graph_objects as go + from plotly.subplots import make_subplots + + return go, make_subplots + except (ModuleNotFoundError, ImportError): + raise ImportError( + "Please install plotly via pip or poetry to use interactive plots" + ) + def _plot_io(**kwargs): """ @@ -128,6 +134,9 @@ def _plot_cla(cla, points, ax, show_assets, show_tickers, interactive): """ Helper function to plot the efficient frontier from a CLA object """ + if interactive: + go, _ = _get_plotly() + if cla.weights is None: cla.max_sharpe() optimal_ret, optimal_risk, sharpe_max = cla.portfolio_performance() @@ -137,48 +146,56 @@ def _plot_cla(cla, points, ax, show_assets, show_tickers, interactive): mus, sigmas, weights = cla.frontier_values - # Create the label - hovertemplate = 'Risk: %{x}
Return: %{y}' - # Loop over each asset and append its information - for i, ticker in enumerate(cla.tickers): - hovertemplate += f'{ticker}: %{{customdata[{i}]:.4%}}
' - hovertemplate += '' - if interactive: - ax.add_trace(go.Scatter( - x=sigmas, - y=mus, - mode='lines', - line=dict(color='lightskyblue', width=2), - name="Efficient frontier", - customdata=weights, - hovertemplate=hovertemplate - )) - ax.add_trace(go.Scatter( - x=[optimal_risk], - y=[optimal_ret], - customdata=[opt_weights, [sharpe_max]], - mode='markers', - name="Max Sharpe Portfolio", - marker=dict(size=12, symbol='x', color='coral'), - hovertemplate=f'Sharpe: %{{customdata[1]:.4}}
'+hovertemplate - )) + # Create the label + hovertemplate = "Risk: %{x}
Return: %{y}" + # Loop over each asset and append its information + for i, ticker in enumerate(cla.tickers): + hovertemplate += f"{ticker}: %{{customdata[{i}]:.4%}}
" + hovertemplate += "" + + ax.add_trace( + go.Scatter( + x=sigmas, + y=mus, + mode="lines", + line=dict(color="lightskyblue", width=2), + name="Efficient frontier", + customdata=weights, + hovertemplate=hovertemplate, + ) + ) + ax.add_trace( + go.Scatter( + x=[optimal_risk], + y=[optimal_ret], + customdata=[opt_weights, [sharpe_max]], + mode="markers", + name="Max Sharpe Portfolio", + marker=dict(size=12, symbol="x", color="coral"), + hovertemplate=f"Sharpe: %{{customdata[1]:.4}}
" + hovertemplate, + ) + ) else: ax.plot(sigmas, mus, label="Efficient frontier") - ax.scatter(optimal_risk, optimal_ret, marker="x", s=100, color="r", label="optimal") + ax.scatter( + optimal_risk, optimal_ret, marker="x", s=100, color="r", label="optimal" + ) asset_mu = cla.expected_returns asset_sigma = np.sqrt(np.diag(cla.cov_matrix)) if show_assets: if interactive: - ax.add_trace(go.Scatter( - x=asset_sigma, - y=asset_mu, - mode='markers', - name='Assets', - marker=dict(size=10, symbol='star-diamond', color='silver'), - hovertemplate='Risk: %{x}
Return: %{y}' - )) + ax.add_trace( + go.Scatter( + x=asset_sigma, + y=asset_mu, + mode="markers", + name="Assets", + marker=dict(size=10, symbol="star-diamond", color="silver"), + hovertemplate="Risk: %{x}
Return: %{y}", + ) + ) else: ax.scatter( asset_sigma, @@ -211,6 +228,9 @@ def _plot_ef(ef, ef_param, ef_param_range, ax, show_assets, show_tickers, intera """ Helper function to plot the efficient frontier from an EfficientFrontier object """ + if interactive: + go, _ = _get_plotly() + mus, sigmas = [], [] # Create a portfolio for each value of ef_param_range @@ -240,13 +260,15 @@ def _plot_ef(ef, ef_param, ef_param_range, ax, show_assets, show_tickers, intera sigmas.append(sigma) if interactive: - ax.add_trace(go.Scatter( - x=sigmas, - y=mus, - mode='lines', - name='Efficient frontier', - line=dict(width=2, color='lightskyblue') - )) + ax.add_trace( + go.Scatter( + x=sigmas, + y=mus, + mode="lines", + name="Efficient frontier", + line=dict(width=2, color="lightskyblue"), + ) + ) else: ax.plot(sigmas, mus, label="Efficient frontier") @@ -254,12 +276,14 @@ def _plot_ef(ef, ef_param, ef_param_range, ax, show_assets, show_tickers, intera asset_sigma = np.sqrt(np.diag(ef.cov_matrix)) if show_assets: if interactive: - ax.add_trace(go.Scatter( - x=asset_sigma, - y=asset_mu, - mode='markers', - marker=dict(size=10, symbol='star-diamond', color='silver'), - )) + ax.add_trace( + go.Scatter( + x=asset_sigma, + y=asset_mu, + mode="markers", + marker=dict(size=10, symbol="star-diamond", color="silver"), + ) + ) else: ax.scatter( asset_sigma, @@ -283,7 +307,7 @@ def plot_efficient_frontier( show_assets=True, show_tickers=False, interactive=False, - **kwargs + **kwargs, ): """ Plot the efficient frontier based on either a CLA or EfficientFrontier object. @@ -313,13 +337,19 @@ def plot_efficient_frontier( :rtype: matplotlib.axes object """ if interactive: + go, _ = _get_plotly() ax = go.Figure() else: ax = ax or plt.gca() if isinstance(opt, CLA): ax = _plot_cla( - opt, points, ax=ax, show_assets=show_assets, show_tickers=show_tickers, interactive=interactive + opt, + points, + ax=ax, + show_assets=show_assets, + show_tickers=show_tickers, + interactive=interactive, ) elif isinstance(opt, EfficientFrontier): if ef_param_range is None: @@ -332,16 +362,15 @@ def plot_efficient_frontier( ax=ax, show_assets=show_assets, show_tickers=show_tickers, - interactive=interactive + interactive=interactive, ) else: raise NotImplementedError("Please pass EfficientFrontier or CLA object") if interactive: ax.update_layout( - #title='Efficient Frontier', - xaxis_title='Volatility', - yaxis_title='Return', + xaxis_title="Volatility", + yaxis_title="Return", ) else: ax.legend() From 388acf6ccd59302f872de2ff823293d8b890d01c Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sun, 1 Dec 2024 12:55:30 -0500 Subject: [PATCH 15/23] default risk free rate to 0.0, fixes #594 --- pypfopt/base_optimizer.py | 10 +- pypfopt/black_litterman.py | 24 +-- pypfopt/cla.py | 5 +- pypfopt/efficient_frontier/efficient_cdar.py | 2 +- pypfopt/efficient_frontier/efficient_cvar.py | 2 +- .../efficient_frontier/efficient_frontier.py | 10 +- .../efficient_semivariance.py | 11 +- pypfopt/expected_returns.py | 4 +- pypfopt/hierarchical_portfolio.py | 4 +- pypfopt/objective_functions.py | 4 +- tests/test_black_litterman.py | 29 +-- tests/test_cla.py | 16 +- tests/test_custom_objectives.py | 12 +- tests/test_discrete_allocation.py | 28 +-- tests/test_efficient_frontier.py | 188 ++++++++++-------- tests/test_efficient_semivariance.py | 70 ++++--- tests/test_expected_returns.py | 12 +- tests/test_hrp.py | 2 +- tests/test_objective_functions.py | 2 +- tests/test_plotting.py | 8 +- 20 files changed, 244 insertions(+), 199 deletions(-) diff --git a/pypfopt/base_optimizer.py b/pypfopt/base_optimizer.py index 60921796..f988409c 100644 --- a/pypfopt/base_optimizer.py +++ b/pypfopt/base_optimizer.py @@ -6,6 +6,7 @@ Additionally, we define a general utility function ``portfolio_performance`` to evaluate return and risk for a given set of portfolio weights. """ + import collections import copy import json @@ -22,7 +23,6 @@ class BaseOptimizer: - """ Instance variables: @@ -62,6 +62,9 @@ def _make_output_weights(self, weights=None): if weights is None: weights = self.weights + # Convert numpy float64 to plain Python float + weights = [float(w) for w in weights] + return collections.OrderedDict(zip(self.tickers, weights)) def set_weights(self, input_weights): @@ -120,7 +123,6 @@ def save_weights_to_file(self, filename="weights.csv"): class BaseConvexOptimizer(BaseOptimizer): - """ The BaseConvexOptimizer contains many private variables for use by ``cvxpy``. For example, the immutable optimization variable for weights @@ -511,7 +513,7 @@ def nonconvex_objective( def portfolio_performance( - weights, expected_returns, cov_matrix, verbose=False, risk_free_rate=0.02 + weights, expected_returns, cov_matrix, verbose=False, risk_free_rate=0.0 ): """ After optimising, calculate (and optionally print) the performance of the optimal @@ -526,7 +528,7 @@ def portfolio_performance( :type weights: list, np.array or dict, optional :param verbose: whether performance should be printed, defaults to False :type verbose: bool, optional - :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.02 + :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.0 :type risk_free_rate: float, optional :raises ValueError: if weights have not been calculated yet :return: expected return, volatility, Sharpe ratio. diff --git a/pypfopt/black_litterman.py b/pypfopt/black_litterman.py index f4d7cdeb..5d113af7 100644 --- a/pypfopt/black_litterman.py +++ b/pypfopt/black_litterman.py @@ -6,6 +6,7 @@ - market-implied prior estimate of returns - market-implied risk-aversion parameter """ + import sys import warnings @@ -16,7 +17,7 @@ def market_implied_prior_returns( - market_caps, risk_aversion, cov_matrix, risk_free_rate=0.02 + market_caps, risk_aversion, cov_matrix, risk_free_rate=0.0 ): r""" Compute the prior estimate of returns implied by the market weights. @@ -33,7 +34,7 @@ def market_implied_prior_returns( :type risk_aversion: positive float :param cov_matrix: covariance matrix of asset returns :type cov_matrix: pd.DataFrame - :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.02. + :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.0. You should use the appropriate time period, corresponding to the covariance matrix. :type risk_free_rate: float, optional @@ -51,7 +52,7 @@ def market_implied_prior_returns( return risk_aversion * cov_matrix.dot(mkt_weights) + risk_free_rate -def market_implied_risk_aversion(market_prices, frequency=252, risk_free_rate=0.02): +def market_implied_risk_aversion(market_prices, frequency=252, risk_free_rate=0.0): r""" Calculate the market-implied risk-aversion parameter (i.e market price of risk) based on market prices. For example, if the market has excess returns of 10% a year @@ -67,7 +68,7 @@ def market_implied_risk_aversion(market_prices, frequency=252, risk_free_rate=0. :param frequency: number of time periods in a year, defaults to 252 (the number of trading days in a year) :type frequency: int, optional - :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.02. + :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.0. The period of the risk-free rate should correspond to the frequency of expected returns. :type risk_free_rate: float, optional @@ -84,7 +85,6 @@ def market_implied_risk_aversion(market_prices, frequency=252, risk_free_rate=0. class BlackLittermanModel(base_optimizer.BaseOptimizer): - """ A BlackLittermanModel object (inheriting from BaseOptimizer) contains requires a specific input format, specifying the prior, the views, the uncertainty in views, @@ -168,7 +168,7 @@ def __init__( :param market_caps: (kwarg) market caps for the assets, required if pi="market" :type market_caps: np.ndarray, pd.Series, optional :param risk_free_rate: (kwarg) risk_free_rate is needed in some methods - :type risk_free_rate: float, defaults to 0.02 + :type risk_free_rate: float, defaults to 0.0 """ if sys.version_info[1] == 5: # pragma: no cover warnings.warn( @@ -268,7 +268,7 @@ def _set_pi(self, pi, **kwargs): "Please pass a series/array of market caps via the market_caps keyword argument" ) market_caps = kwargs.get("market_caps") - risk_free_rate = kwargs.get("risk_free_rate", 0) + risk_free_rate = kwargs.get("risk_free_rate", 0.0) market_prior = market_implied_prior_returns( market_caps, self.risk_aversion, self._raw_cov_matrix, risk_free_rate @@ -407,7 +407,7 @@ def bl_returns(self): try: solution = np.linalg.solve(self._A, b) except np.linalg.LinAlgError as e: - if 'Singular matrix' in str(e): + if "Singular matrix" in str(e): solution = np.linalg.lstsq(self._A, b, rcond=None)[0] else: raise e @@ -433,7 +433,7 @@ def bl_cov(self): try: M_solution = np.linalg.solve(self._A, b) except np.linalg.LinAlgError as e: - if 'Singular matrix' in str(e): + if "Singular matrix" in str(e): M_solution = np.linalg.lstsq(self._A, b, rcond=None)[0] else: raise e @@ -466,7 +466,7 @@ def bl_weights(self, risk_aversion=None): try: weight_solution = np.linalg.solve(A, b) except np.linalg.LinAlgError as e: - if 'Singular matrix' in str(e): + if "Singular matrix" in str(e): weight_solution = np.linalg.lstsq(self._A, b, rcond=None)[0] else: raise e @@ -480,7 +480,7 @@ def optimize(self, risk_aversion=None): """ return self.bl_weights(risk_aversion) - def portfolio_performance(self, verbose=False, risk_free_rate=0.02): + def portfolio_performance(self, verbose=False, risk_free_rate=0.0): """ After optimising, calculate (and optionally print) the performance of the optimal portfolio. Currently calculates expected return, volatility, and the Sharpe ratio. @@ -488,7 +488,7 @@ def portfolio_performance(self, verbose=False, risk_free_rate=0.02): :param verbose: whether performance should be printed, defaults to False :type verbose: bool, optional - :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.02. + :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.0. The period of the risk-free rate should correspond to the frequency of expected returns. :type risk_free_rate: float, optional diff --git a/pypfopt/cla.py b/pypfopt/cla.py index 6f13e866..910d5984 100644 --- a/pypfopt/cla.py +++ b/pypfopt/cla.py @@ -11,7 +11,6 @@ class CLA(base_optimizer.BaseOptimizer): - """ Instance variables: @@ -444,14 +443,14 @@ def set_weights(self, _): # Overrides parent method since set_weights does nothing. raise NotImplementedError("set_weights does nothing for CLA") - def portfolio_performance(self, verbose=False, risk_free_rate=0.02): + def portfolio_performance(self, verbose=False, risk_free_rate=0.0): """ After optimising, calculate (and optionally print) the performance of the optimal portfolio. Currently calculates expected return, volatility, and the Sharpe ratio. :param verbose: whether performance should be printed, defaults to False :type verbose: bool, optional - :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.02 + :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.0 :type risk_free_rate: float, optional :raises ValueError: if weights have not been calculated yet :return: expected return, volatility, Sharpe ratio. diff --git a/pypfopt/efficient_frontier/efficient_cdar.py b/pypfopt/efficient_frontier/efficient_cdar.py index 40526e88..febd6e35 100644 --- a/pypfopt/efficient_frontier/efficient_cdar.py +++ b/pypfopt/efficient_frontier/efficient_cdar.py @@ -107,7 +107,7 @@ def _validate_beta(beta): def min_volatility(self): raise NotImplementedError("Please use min_cdar instead.") - def max_sharpe(self, risk_free_rate=0.02): + def max_sharpe(self, risk_free_rate=0.0): raise NotImplementedError("Method not available in EfficientCDaR.") def max_quadratic_utility(self, risk_aversion=1, market_neutral=False): diff --git a/pypfopt/efficient_frontier/efficient_cvar.py b/pypfopt/efficient_frontier/efficient_cvar.py index 9c559253..d456f799 100644 --- a/pypfopt/efficient_frontier/efficient_cvar.py +++ b/pypfopt/efficient_frontier/efficient_cvar.py @@ -107,7 +107,7 @@ def _validate_beta(beta): def min_volatility(self): raise NotImplementedError("Please use min_cvar instead.") - def max_sharpe(self, risk_free_rate=0.02): + def max_sharpe(self, risk_free_rate=0.0): raise NotImplementedError("Method not available in EfficientCVaR.") def max_quadratic_utility(self, risk_aversion=1, market_neutral=False): diff --git a/pypfopt/efficient_frontier/efficient_frontier.py b/pypfopt/efficient_frontier/efficient_frontier.py index 63536898..bec2fe0d 100644 --- a/pypfopt/efficient_frontier/efficient_frontier.py +++ b/pypfopt/efficient_frontier/efficient_frontier.py @@ -2,6 +2,7 @@ The ``efficient_frontier`` submodule houses the EfficientFrontier class, which generates classical mean-variance optimal portfolios for a variety of objectives and constraints """ + import warnings import cvxpy as cp @@ -12,7 +13,6 @@ class EfficientFrontier(base_optimizer.BaseConvexOptimizer): - """ An EfficientFrontier object (inheriting from BaseConvexOptimizer) contains multiple optimization methods that can be called (corresponding to different objective @@ -222,7 +222,7 @@ def _max_return(self, return_value=True): else: return res - def max_sharpe(self, risk_free_rate=0.02): + def max_sharpe(self, risk_free_rate=0.0): """ Maximise the Sharpe Ratio. The result is also referred to as the tangency portfolio, as it is the portfolio for which the capital market line is tangent to the efficient frontier. @@ -230,7 +230,7 @@ def max_sharpe(self, risk_free_rate=0.02): This is a convex optimization problem after making a certain variable substitution. See `Cornuejols and Tutuncu (2006) `_ for more. - :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.02. + :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.0. The period of the risk-free rate should correspond to the frequency of expected returns. :type risk_free_rate: float, optional @@ -421,14 +421,14 @@ def efficient_return(self, target_return, market_neutral=False): self._make_weight_sum_constraint(market_neutral) return self._solve_cvxpy_opt_problem() - def portfolio_performance(self, verbose=False, risk_free_rate=0.02): + def portfolio_performance(self, verbose=False, risk_free_rate=0.0): """ After optimising, calculate (and optionally print) the performance of the optimal portfolio. Currently calculates expected return, volatility, and the Sharpe ratio. :param verbose: whether performance should be printed, defaults to False :type verbose: bool, optional - :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.02. + :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.0. The period of the risk-free rate should correspond to the frequency of expected returns. :type risk_free_rate: float, optional diff --git a/pypfopt/efficient_frontier/efficient_semivariance.py b/pypfopt/efficient_frontier/efficient_semivariance.py index a110af79..89d520c7 100644 --- a/pypfopt/efficient_frontier/efficient_semivariance.py +++ b/pypfopt/efficient_frontier/efficient_semivariance.py @@ -3,7 +3,6 @@ generates portfolios along the mean-semivariance frontier. """ - import cvxpy as cp import numpy as np @@ -104,7 +103,7 @@ def __init__( def min_volatility(self): raise NotImplementedError("Please use min_semivariance instead.") - def max_sharpe(self, risk_free_rate=0.02): + def max_sharpe(self, risk_free_rate=0.0): raise NotImplementedError("Method not available in EfficientSemivariance") def min_semivariance(self, market_neutral=False): @@ -184,9 +183,7 @@ def efficient_risk(self, target_semideviation, market_neutral=False): update_existing_parameter = self.is_parameter_defined("target_semivariance") if update_existing_parameter: self._validate_market_neutral(market_neutral) - self.update_parameter_value( - "target_semivariance", target_semideviation**2 - ) + self.update_parameter_value("target_semivariance", target_semideviation**2) else: self._objective = objective_functions.portfolio_return( self._w, self.expected_returns @@ -249,14 +246,14 @@ def efficient_return(self, target_return, market_neutral=False): self._make_weight_sum_constraint(market_neutral) return self._solve_cvxpy_opt_problem() - def portfolio_performance(self, verbose=False, risk_free_rate=0.02): + def portfolio_performance(self, verbose=False, risk_free_rate=0.0): """ After optimising, calculate (and optionally print) the performance of the optimal portfolio, specifically: expected return, semideviation, Sortino ratio. :param verbose: whether performance should be printed, defaults to False :type verbose: bool, optional - :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.02. + :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.0. The period of the risk-free rate should correspond to the frequency of expected returns. :type risk_free_rate: float, optional diff --git a/pypfopt/expected_returns.py b/pypfopt/expected_returns.py index ac7fb70c..b9ab02e2 100644 --- a/pypfopt/expected_returns.py +++ b/pypfopt/expected_returns.py @@ -199,7 +199,7 @@ def capm_return( prices, market_prices=None, returns_data=False, - risk_free_rate=0.02, + risk_free_rate=0.0, compounding=True, frequency=252, log_returns=False, @@ -221,7 +221,7 @@ def capm_return( :type market_prices: pd.DataFrame, optional :param returns_data: if true, the first arguments are returns instead of prices. :type returns_data: bool, defaults to False. - :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.02. + :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.0. You should use the appropriate time period, corresponding to the frequency parameter. :type risk_free_rate: float, optional diff --git a/pypfopt/hierarchical_portfolio.py b/pypfopt/hierarchical_portfolio.py index 84bbdb4d..52bfa177 100644 --- a/pypfopt/hierarchical_portfolio.py +++ b/pypfopt/hierarchical_portfolio.py @@ -173,7 +173,7 @@ def optimize(self, linkage_method="single"): self.set_weights(weights) return weights - def portfolio_performance(self, verbose=False, risk_free_rate=0.02, frequency=252): + def portfolio_performance(self, verbose=False, risk_free_rate=0.0, frequency=252): """ After optimising, calculate (and optionally print) the performance of the optimal portfolio. Currently calculates expected return, volatility, and the Sharpe ratio @@ -181,7 +181,7 @@ def portfolio_performance(self, verbose=False, risk_free_rate=0.02, frequency=25 :param verbose: whether performance should be printed, defaults to False :type verbose: bool, optional - :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.02. + :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.0. The period of the risk-free rate should correspond to the frequency of expected returns. :type risk_free_rate: float, optional diff --git a/pypfopt/objective_functions.py b/pypfopt/objective_functions.py index 361aa11c..38ea9ece 100644 --- a/pypfopt/objective_functions.py +++ b/pypfopt/objective_functions.py @@ -89,7 +89,7 @@ def portfolio_return(w, expected_returns, negative=True): return _objective_value(w, sign * mu) -def sharpe_ratio(w, expected_returns, cov_matrix, risk_free_rate=0.02, negative=True): +def sharpe_ratio(w, expected_returns, cov_matrix, risk_free_rate=0.0, negative=True): """ Calculate the (negative) Sharpe ratio of a portfolio @@ -99,7 +99,7 @@ def sharpe_ratio(w, expected_returns, cov_matrix, risk_free_rate=0.02, negative= :type expected_returns: np.ndarray :param cov_matrix: covariance matrix :type cov_matrix: np.ndarray - :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.02. + :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.0. The period of the risk-free rate should correspond to the frequency of expected returns. :type risk_free_rate: float, optional diff --git a/tests/test_black_litterman.py b/tests/test_black_litterman.py index d2b8c349..2b778473 100644 --- a/tests/test_black_litterman.py +++ b/tests/test_black_litterman.py @@ -158,7 +158,7 @@ def test_bl_equal_prior(): bl.bl_weights() np.testing.assert_allclose( - bl.portfolio_performance(), + bl.portfolio_performance(risk_free_rate=0.02), (0.1877432247395778, 0.3246889329226965, 0.5166274785827545), ) @@ -244,18 +244,18 @@ def test_market_risk_aversion(): prices = pd.read_csv( resource("spy_prices.csv"), parse_dates=True, index_col=0 ).squeeze("columns") - delta = market_implied_risk_aversion(prices) + delta = market_implied_risk_aversion(prices, risk_free_rate=0.02) assert np.round(delta, 5) == 2.68549 # check it works for df prices = pd.read_csv(resource("spy_prices.csv"), parse_dates=True, index_col=0) - delta = market_implied_risk_aversion(prices) + delta = market_implied_risk_aversion(prices, risk_free_rate=0.02) assert np.round(delta.iloc[0], 5) == 2.68549 # Check it raises for other types. list_invalid = [100.0, 110.0, 120.0, 130.0] with pytest.raises(TypeError): - delta = market_implied_risk_aversion(list_invalid) + delta = market_implied_risk_aversion(list_invalid, risk_free_rate=0.02) def test_bl_weights(): @@ -321,10 +321,10 @@ def test_market_implied_prior(): prices = pd.read_csv( resource("spy_prices.csv"), parse_dates=True, index_col=0 ).squeeze("columns") - delta = market_implied_risk_aversion(prices) + delta = market_implied_risk_aversion(prices, risk_free_rate=0.02) mcaps = get_market_caps() - pi = market_implied_prior_returns(mcaps, delta, S) + pi = market_implied_prior_returns(mcaps, delta, S, risk_free_rate=0.02) assert isinstance(pi, pd.Series) assert list(pi.index) == list(df.columns) assert pi.notnull().all() @@ -358,7 +358,7 @@ def test_market_implied_prior(): ) mcaps = pd.Series(mcaps) - pi2 = market_implied_prior_returns(mcaps, delta, S) + pi2 = market_implied_prior_returns(mcaps, delta, S, risk_free_rate=0.02) pd.testing.assert_series_equal(pi, pi2, check_exact=False) # Test alternate syntax @@ -368,8 +368,9 @@ def test_market_implied_prior(): market_caps=mcaps, absolute_views={"AAPL": 0.1}, risk_aversion=delta, + risk_free_rate=0.02, ) - pi = market_implied_prior_returns(mcaps, delta, S, risk_free_rate=0) + pi = market_implied_prior_returns(mcaps, delta, S, risk_free_rate=0.02) np.testing.assert_array_almost_equal(bl.pi, pi.values.reshape(-1, 1)) @@ -381,14 +382,14 @@ def test_bl_market_prior(): resource("spy_prices.csv"), parse_dates=True, index_col=0 ).squeeze("columns") - delta = market_implied_risk_aversion(prices) + delta = market_implied_risk_aversion(prices, risk_free_rate=0.02) mcaps = get_market_caps() with pytest.warns(RuntimeWarning): market_implied_prior_returns(mcaps, delta, S.values) - prior = market_implied_prior_returns(mcaps, delta, S) + prior = market_implied_prior_returns(mcaps, delta, S, risk_free_rate=0.02) viewdict = {"GOOG": 0.40, "AAPL": -0.30, "FB": 0.30, "BABA": 0} bl = BlackLittermanModel(S, pi=prior, absolute_views=viewdict) @@ -401,11 +402,11 @@ def test_bl_market_prior(): ) with pytest.raises(ValueError): - bl.portfolio_performance() + bl.portfolio_performance(risk_free_rate=0.02) bl.bl_weights(delta) np.testing.assert_allclose( - bl.portfolio_performance(), + bl.portfolio_performance(risk_free_rate=0.02), (0.2580693114409672, 0.265445955488424, 0.8968654692926723), ) # Check that bl.cov() has been called and used @@ -657,11 +658,11 @@ def test_idzorek_with_priors(): np.testing.assert_almost_equal(rets["AAPL"], -0.3) with pytest.raises(ValueError): - bl.portfolio_performance() + bl.portfolio_performance(risk_free_rate=0.02) bl.bl_weights() np.testing.assert_allclose( - bl.portfolio_performance(), + bl.portfolio_performance(risk_free_rate=0.02), (0.943431295405105, 0.5361412623208567, 1.722365653051476), ) # Check that bl.cov() has been called and used diff --git a/tests/test_cla.py b/tests/test_cla.py index 2f17ded9..c5f69e23 100644 --- a/tests/test_cla.py +++ b/tests/test_cla.py @@ -28,7 +28,7 @@ def test_cla_max_sharpe_long_only(): np.testing.assert_almost_equal(cla.weights.sum(), 1) np.testing.assert_allclose( - cla.portfolio_performance(), + cla.portfolio_performance(risk_free_rate=0.02), (0.2994470912768992, 0.21764331657015668, 1.283968171780824), ) @@ -40,14 +40,14 @@ def test_cla_max_sharpe_short(): assert set(w.keys()) == set(cla.tickers) np.testing.assert_almost_equal(cla.weights.sum(), 1) np.testing.assert_allclose( - cla.portfolio_performance(), + cla.portfolio_performance(risk_free_rate=0.02), (0.44859872371106785, 0.26762066559448255, 1.601515797589826), ) - sharpe = cla.portfolio_performance()[2] + sharpe = cla.portfolio_performance(risk_free_rate=0.02)[2] cla_long_only = setup_cla() cla_long_only.max_sharpe() - long_only_sharpe = cla_long_only.portfolio_performance()[2] + long_only_sharpe = cla_long_only.portfolio_performance(risk_free_rate=0.02)[2] assert sharpe > long_only_sharpe @@ -78,7 +78,7 @@ def test_cla_min_volatility(): assert set(w.keys()) == set(cla.tickers) np.testing.assert_almost_equal(cla.weights.sum(), 1) np.testing.assert_allclose( - cla.portfolio_performance(), + cla.portfolio_performance(risk_free_rate=0.02), (0.1505682139948257, 0.15915084514118688, 0.8204054077060994), ) @@ -105,7 +105,7 @@ def test_cla_max_sharpe_semicovariance(): assert set(w.keys()) == set(cla.tickers) np.testing.assert_almost_equal(cla.weights.sum(), 1) np.testing.assert_allclose( - cla.portfolio_performance(), + cla.portfolio_performance(risk_free_rate=0.02), (0.2721798377099145, 0.07258537193305141, 3.474251505420551), atol=1e-4, rtol=1e-4, @@ -121,7 +121,7 @@ def test_cla_max_sharpe_exp_cov(): assert set(w.keys()) == set(cla.tickers) np.testing.assert_almost_equal(cla.weights.sum(), 1) np.testing.assert_allclose( - cla.portfolio_performance(), + cla.portfolio_performance(risk_free_rate=0.02), (0.32971891062187103, 0.17670121760851704, 1.7527831149871063), ) @@ -135,7 +135,7 @@ def test_cla_min_volatility_exp_cov_short(): assert set(w.keys()) == set(cla.tickers) np.testing.assert_almost_equal(cla.weights.sum(), 1) np.testing.assert_allclose( - cla.portfolio_performance(), + cla.portfolio_performance(risk_free_rate=0.02), (0.23215576461823062, 0.1325959061825329, 1.6000174569958052), ) diff --git a/tests/test_custom_objectives.py b/tests/test_custom_objectives.py index a7c27624..36f47505 100644 --- a/tests/test_custom_objectives.py +++ b/tests/test_custom_objectives.py @@ -134,7 +134,7 @@ def logarithmic_barrier(w, cov_matrix, k=0.1): np.testing.assert_almost_equal(ef.weights.sum(), 1) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.17261881638711316, 0.21100848889958182, 0.7232828270702603), rtol=1e-4, ) @@ -231,14 +231,14 @@ def test_custom_nonconvex_sharpe(): ef = setup_efficient_frontier() w1 = ef.nonconvex_objective( objective_functions.sharpe_ratio, - objective_args=(ef.expected_returns, ef.cov_matrix), + objective_args=(ef.expected_returns, ef.cov_matrix, 0.02), weights_sum_to_one=True, ) - p1 = ef.portfolio_performance() + p1 = ef.portfolio_performance(risk_free_rate=0.02) ef = setup_efficient_frontier() - w2 = ef.max_sharpe() - p2 = ef.portfolio_performance() + w2 = ef.max_sharpe(risk_free_rate=0.02) + p2 = ef.portfolio_performance(risk_free_rate=0.02) np.testing.assert_allclose(list(w1.values()), list(w2.values()), atol=2e-4) assert p2[2] >= p1[2] @@ -321,7 +321,7 @@ def test_custom_nonconvex_objective_market_neutral_efficient_risk(): constraints=constraints, ) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.2591296227818582, target_risk, 1.258574109251818), atol=1e-6, ) diff --git a/tests/test_discrete_allocation.py b/tests/test_discrete_allocation.py index 7f3de6c5..3feca96d 100644 --- a/tests/test_discrete_allocation.py +++ b/tests/test_discrete_allocation.py @@ -30,7 +30,7 @@ def test_remove_zero_positions(): def test_greedy_portfolio_allocation(): ef = setup_efficient_frontier() - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -61,7 +61,7 @@ def test_greedy_portfolio_allocation(): def test_greedy_allocation_rmse_error(): ef = setup_efficient_frontier() - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -75,7 +75,7 @@ def test_greedy_allocation_rmse_error(): def test_greedy_portfolio_allocation_short(): ef = setup_efficient_frontier(weight_bounds=(-1, 1)) - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -122,7 +122,7 @@ def test_greedy_portfolio_allocation_short(): def test_greedy_allocation_rmse_error_short(): ef = setup_efficient_frontier(weight_bounds=(-1, 1)) - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -136,7 +136,7 @@ def test_greedy_allocation_rmse_error_short(): def test_greedy_portfolio_allocation_short_different_params(): ef = setup_efficient_frontier(weight_bounds=(-1, 1)) - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -180,7 +180,7 @@ def test_greedy_portfolio_allocation_short_different_params(): def test_greedy_portfolio_allocation_short_different_params_reinvest(): ef = setup_efficient_frontier(weight_bounds=(-1, 1)) - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -225,7 +225,7 @@ def test_greedy_portfolio_allocation_short_different_params_reinvest(): def test_lp_portfolio_allocation(): ef = setup_efficient_frontier() - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -267,7 +267,7 @@ def test_lp_portfolio_allocation(): def test_lp_allocation_rmse_error(): ef = setup_efficient_frontier() - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -278,7 +278,7 @@ def test_lp_allocation_rmse_error(): def test_lp_portfolio_allocation_short(): ef = setup_efficient_frontier(weight_bounds=(-1, 1)) - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -326,7 +326,7 @@ def test_lp_portfolio_allocation_short(): def test_lp_portfolio_allocation_short_reinvest(): ef = setup_efficient_frontier(weight_bounds=(-1, 1)) - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -370,7 +370,7 @@ def test_lp_portfolio_allocation_short_reinvest(): def test_lp_allocation_rmse_error_short(): ef = setup_efficient_frontier(weight_bounds=(-1, 1)) - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -381,7 +381,7 @@ def test_lp_allocation_rmse_error_short(): def test_lp_portfolio_allocation_different_params(): ef = setup_efficient_frontier() - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -411,7 +411,7 @@ def test_lp_portfolio_allocation_different_params(): def test_rmse_decreases_with_value(): # As total_portfolio_value increases, rmse should decrease. ef = setup_efficient_frontier() - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) @@ -429,7 +429,7 @@ def test_rmse_decreases_with_value(): def test_allocation_errors(): ef = setup_efficient_frontier() - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) df = get_data() latest_prices = get_latest_prices(df) diff --git a/tests/test_efficient_frontier.py b/tests/test_efficient_frontier.py index ccd77c2f..580f2dd5 100644 --- a/tests/test_efficient_frontier.py +++ b/tests/test_efficient_frontier.py @@ -40,7 +40,9 @@ def test_returns_dataframe(): def test_ef_example(): ef = setup_efficient_frontier() ef.efficient_return(0.2) - np.testing.assert_almost_equal(ef.portfolio_performance()[0], 0.2) + np.testing.assert_almost_equal( + ef.portfolio_performance(risk_free_rate=0.02)[0], 0.2 + ) def test_ef_example_weekly(): @@ -50,7 +52,9 @@ def test_ef_example_weekly(): S = risk_models.sample_cov(prices_weekly, frequency=52) ef = EfficientFrontier(mu, S) ef.efficient_return(0.2) - np.testing.assert_almost_equal(ef.portfolio_performance()[0], 0.2) + np.testing.assert_almost_equal( + ef.portfolio_performance(risk_free_rate=0.02)[0], 0.2 + ) def test_efficient_frontier_inheritance(): @@ -71,15 +75,18 @@ def test_efficient_frontier_expected_returns_list(): expected_returns=ef.expected_returns.tolist(), cov_matrix=ef.cov_matrix ) ef_r.min_volatility() - np.testing.assert_equal(ef.portfolio_performance(), ef_r.portfolio_performance()) + np.testing.assert_equal( + ef.portfolio_performance(risk_free_rate=0.02), + ef_r.portfolio_performance(risk_free_rate=0.02), + ) def test_portfolio_performance(): ef = setup_efficient_frontier() with pytest.raises(ValueError): - ef.portfolio_performance() + ef.portfolio_performance(risk_free_rate=0.02) ef.min_volatility() - perf = ef.portfolio_performance() + perf = ef.portfolio_performance(risk_free_rate=0.02) assert isinstance(perf, tuple) assert len(perf) == 3 assert isinstance(perf[0], float) @@ -94,7 +101,7 @@ def test_min_volatility(): assert all([i >= 0 for i in w.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.15056821399482578, 0.15915084514118694, 0.8204054077060996), ) @@ -107,15 +114,21 @@ def test_min_volatility_different_solver(): np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in w.values()]) test_performance = (0.150567, 0.159150, 0.820403) - np.testing.assert_allclose(ef.portfolio_performance(), test_performance, atol=1e-5) + np.testing.assert_allclose( + ef.portfolio_performance(risk_free_rate=0.02), test_performance, atol=1e-5 + ) ef = setup_efficient_frontier(solver="OSQP") w = ef.min_volatility() - np.testing.assert_allclose(ef.portfolio_performance(), test_performance, atol=1e-5) + np.testing.assert_allclose( + ef.portfolio_performance(risk_free_rate=0.02), test_performance, atol=1e-5 + ) ef = setup_efficient_frontier(solver="SCS") w = ef.min_volatility() - np.testing.assert_allclose(ef.portfolio_performance(), test_performance, atol=1e-3) + np.testing.assert_allclose( + ef.portfolio_performance(risk_free_rate=0.02), test_performance, atol=1e-3 + ) def test_min_volatility_no_rets(): @@ -128,7 +141,9 @@ def test_min_volatility_no_rets(): assert set(w.keys()) == set(ef.tickers) np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in w.values()]) - np.testing.assert_almost_equal(ef.portfolio_performance()[1], 0.15915084514118694) + np.testing.assert_almost_equal( + ef.portfolio_performance(risk_free_rate=0.02)[1], 0.15915084514118694 + ) def test_min_volatility_tx_costs(): @@ -155,12 +170,12 @@ def test_min_volatility_short(): assert set(w.keys()) == set(ef.tickers) np.testing.assert_almost_equal(ef.weights.sum(), 1) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.1516319319875544, 0.1555915367269669, 0.8460095886741129), ) # Shorting should reduce volatility - volatility = ef.portfolio_performance()[1] + volatility = ef.portfolio_performance(risk_free_rate=0.02)[1] ef_long_only = setup_efficient_frontier() ef_long_only.min_volatility() long_only_volatility = ef_long_only.portfolio_performance()[1] @@ -187,7 +202,7 @@ def test_min_volatility_L2_reg(): ) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.17356099329164965, 0.1955254118258614, 0.785376140408869), ) @@ -225,7 +240,7 @@ def test_min_volatility_L2_reg_increases_vol(): ef = setup_efficient_frontier() ef.add_objective(objective_functions.L2_reg, gamma=2) ef.min_volatility() - vol = ef.portfolio_performance()[1] + vol = ef.portfolio_performance(risk_free_rate=0.02)[1] assert vol > vol_no_reg @@ -237,7 +252,7 @@ def test_min_volatility_tx_costs_L2_reg(): ef.min_volatility() np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.17363446634404042, 0.1959773703677164, 0.7839398296638683), ) @@ -390,7 +405,7 @@ def test_max_sharpe_error(): v = cp.Variable((2, 2), PSD=True) ef.add_constraint(lambda _: v >> np.zeros((2, 2))) with pytest.raises(TypeError): - ef.max_sharpe() + ef.max_sharpe(risk_free_rate=0.02) with pytest.raises(ValueError): ef.max_sharpe(risk_free_rate=max(ef.expected_returns + 0.01)) @@ -400,33 +415,33 @@ def test_max_sharpe_risk_free_warning(): ef = setup_efficient_frontier() with pytest.warns(UserWarning): ef.max_sharpe(risk_free_rate=0.03) - ef.portfolio_performance() + ef.portfolio_performance(risk_free_rate=0.02) def test_max_sharpe_long_only(): ef = setup_efficient_frontier() - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) assert isinstance(w, dict) assert set(w.keys()) == set(ef.tickers) np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in w.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(0.02), (0.3047768672819914, 0.22165566922402932, 1.2847714127003216), ) def test_max_sharpe_long_weight_bounds(): ef = setup_efficient_frontier(weight_bounds=(0.03, 0.13)) - ef.max_sharpe() + ef.max_sharpe(risk_free_rate=0.02) np.testing.assert_almost_equal(ef.weights.sum(), 1) assert ef.weights.min() >= 0.03 assert ef.weights.max() <= 0.13 bounds = [(0.01, 0.13), (0.02, 0.11)] * 10 ef = setup_efficient_frontier(weight_bounds=bounds) - ef.max_sharpe() + ef.max_sharpe(risk_free_rate=0.02) assert (0.01 <= ef.weights[::2]).all() and (ef.weights[::2] <= 0.13).all() assert (0.02 <= ef.weights[1::2]).all() and (ef.weights[1::2] <= 0.11).all() @@ -437,7 +452,7 @@ def test_max_sharpe_explicit_bound(): ef.add_constraint(lambda w: w[2] == 0.15) ef.add_constraint(lambda w: w[3] + w[4] <= 0.10) - ef.max_sharpe() + ef.max_sharpe(risk_free_rate=0.02) np.testing.assert_almost_equal(ef.weights.sum(), 1) assert ef.weights[0] >= 0.2 - 1e-5 np.testing.assert_almost_equal(ef.weights[2], 0.15) @@ -446,15 +461,15 @@ def test_max_sharpe_explicit_bound(): def test_max_sharpe_short(): ef = setup_efficient_frontier(weight_bounds=(None, None)) - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) assert isinstance(w, dict) assert set(w.keys()) == set(ef.tickers) np.testing.assert_almost_equal(ef.weights.sum(), 1) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.4937195216716211, 0.29516576454651955, 1.6049270564945908), ) - sharpe = ef.portfolio_performance()[2] + sharpe = ef.portfolio_performance(risk_free_rate=0.02)[2] ef_long_only = setup_efficient_frontier() ef_long_only.max_sharpe() @@ -468,7 +483,7 @@ def test_max_sharpe_L2_reg(): ef.add_objective(objective_functions.L2_reg, gamma=5) with pytest.warns(UserWarning) as w: - weights = ef.max_sharpe() + weights = ef.max_sharpe(risk_free_rate=0.02) assert len(w) == 1 assert isinstance(weights, dict) @@ -476,7 +491,7 @@ def test_max_sharpe_L2_reg(): np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in weights.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.2516854357026833, 0.22043282695478603, 1.051047790401043), ) @@ -495,13 +510,13 @@ def test_max_sharpe_L2_reg_many_values(): warnings.filterwarnings("ignore") ef = setup_efficient_frontier() - ef.max_sharpe() + ef.max_sharpe(risk_free_rate=0.02) # Count the number of weights more 1% initial_number = sum(ef.weights > 0.01) for i in range(1, 20, 2): ef = setup_efficient_frontier() ef.add_objective(objective_functions.L2_reg, gamma=0.05 * i) - ef.max_sharpe() + ef.max_sharpe(risk_free_rate=0.02) np.testing.assert_almost_equal(ef.weights.sum(), 1) new_number = sum(ef.weights > 0.01) # Higher gamma should reduce the number of small weights @@ -512,7 +527,7 @@ def test_max_sharpe_L2_reg_many_values(): def test_max_sharpe_L2_reg_different_gamma(): ef = setup_efficient_frontier() ef.add_objective(objective_functions.L2_reg, gamma=1) - ef.max_sharpe() + ef.max_sharpe(risk_free_rate=0.02) ef2 = setup_efficient_frontier() ef2.add_objective(objective_functions.L2_reg, gamma=0.01) @@ -533,8 +548,8 @@ def test_max_sharpe_L2_reg_reduces_sharpe(): sharpe_no_reg = ef_no_reg.portfolio_performance()[2] ef = setup_efficient_frontier() ef.add_objective(objective_functions.L2_reg, gamma=2) - ef.max_sharpe() - sharpe = ef.portfolio_performance()[2] + ef.max_sharpe(risk_free_rate=0.02) + sharpe = ef.portfolio_performance(risk_free_rate=0.02)[2] assert sharpe < sharpe_no_reg @@ -545,12 +560,12 @@ def test_max_sharpe_L2_reg_with_shorts(): ef = setup_efficient_frontier(weight_bounds=(None, None)) ef.add_objective(objective_functions.L2_reg) - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) assert isinstance(w, dict) assert set(w.keys()) == set(ef.tickers) np.testing.assert_almost_equal(ef.weights.sum(), 1) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.2995338981166366, 0.2234696161770517, 1.2508810052063901), ) new_number = sum(ef.weights > 0.01) @@ -559,8 +574,8 @@ def test_max_sharpe_L2_reg_with_shorts(): def test_max_sharpe_risk_free_rate(): ef = setup_efficient_frontier() - ef.max_sharpe() - _, _, initial_sharpe = ef.portfolio_performance() + ef.max_sharpe(risk_free_rate=0.02) + _, _, initial_sharpe = ef.portfolio_performance(risk_free_rate=0.02) ef = setup_efficient_frontier() ef.max_sharpe(risk_free_rate=0.10) _, _, new_sharpe = ef.portfolio_performance(risk_free_rate=0.10) @@ -578,7 +593,7 @@ def test_max_sharpe_risk_free_portfolio_performance(): ef = setup_efficient_frontier() ef.max_sharpe(risk_free_rate=0.05) with pytest.warns(UserWarning): - res = ef.portfolio_performance() + res = ef.portfolio_performance(risk_free_rate=0.02) res2 = ef.portfolio_performance(risk_free_rate=0.05) np.testing.assert_allclose(res, res2) @@ -596,12 +611,12 @@ def test_min_vol_pair_constraint(): def test_max_sharpe_pair_constraint(): ef = setup_efficient_frontier() - ef.max_sharpe() + ef.max_sharpe(risk_free_rate=0.02) old_sum = ef.weights[:2].sum() ef = setup_efficient_frontier() ef.add_constraint(lambda w: (w[1] + w[0] <= old_sum / 2)) - ef.max_sharpe() + ef.max_sharpe(risk_free_rate=0.02) new_sum = ef.weights[:2].sum() assert new_sum <= old_sum / 2 + 1e-4 @@ -648,7 +663,7 @@ def test_max_sharpe_sector_constraints_manual(): is_sector = [sector_mapper[t] == sector for t in ef.tickers] ef.add_constraint(lambda w: cp.sum(w[is_sector]) >= sector_lower[sector]) - weights = ef.max_sharpe() + weights = ef.max_sharpe(risk_free_rate=0.02) for sector in list(set().union(sector_upper, sector_lower)): sector_sum = 0 @@ -695,7 +710,7 @@ def test_max_sharpe_sector_constraints_auto(): ef = setup_efficient_frontier() ef.add_sector_constraints(sector_mapper, sector_lower, sector_upper) - weights = ef.max_sharpe() + weights = ef.max_sharpe(risk_free_rate=0.02) for sector in list(set().union(sector_upper, sector_lower)): sector_sum = 0 @@ -813,11 +828,11 @@ def test_max_quadratic_utility(): np.testing.assert_almost_equal(ef.weights.sum(), 1) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.3677732711751504, 0.2921342197778279, 1.1904571516463793), ) - ret1, var1, _ = ef.portfolio_performance() + ret1, var1, _ = ef.portfolio_performance(risk_free_rate=0.02) # increasing risk_aversion should lower both vol and return ef2 = setup_efficient_frontier() ef2.max_quadratic_utility(10) @@ -831,7 +846,7 @@ def test_max_quadratic_utility_with_shorts(): np.testing.assert_almost_equal(ef.weights.sum(), 1) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (1.4170505733098597, 1.0438577623242156, 1.3383533884915872), ) @@ -841,7 +856,7 @@ def test_max_quadratic_utility_market_neutral(): ef.max_quadratic_utility(market_neutral=True) np.testing.assert_almost_equal(ef.weights.sum(), 0) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (1.248936321062371, 1.0219175004907117, 1.2025787996313317), ) @@ -866,7 +881,7 @@ def test_max_quadratic_utility_L2_reg(): np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in weights.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.19774277217586125, 0.2104822672707046, 0.8444548535162986), ) @@ -897,7 +912,7 @@ def test_efficient_risk(): np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in w.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.2552422849133517, 0.19, 1.2381172871434818), atol=1e-6, ) @@ -918,7 +933,7 @@ def test_efficient_risk_limit(): def test_efficient_risk_error(): ef = setup_efficient_frontier() ef.min_volatility() - min_possible_vol = ef.portfolio_performance()[1] + min_possible_vol = ef.portfolio_performance(risk_free_rate=0.02)[1] ef = setup_efficient_frontier() assert ef.efficient_risk(min_possible_vol + 0.01) @@ -939,7 +954,7 @@ def test_efficient_risk_many_values(): ef = setup_efficient_frontier() ef.efficient_risk(target_risk) np.testing.assert_almost_equal(ef.weights.sum(), 1) - volatility = ef.portfolio_performance()[1] + volatility = ef.portfolio_performance(risk_free_rate=0.02)[1] assert abs(target_risk - volatility) < 1e-5 @@ -951,11 +966,11 @@ def test_efficient_risk_short(): assert set(w.keys()) == set(ef.tickers) np.testing.assert_almost_equal(ef.weights.sum(), 1) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.30035471606347336, 0.19, 1.4755511348079207), atol=1e-6, ) - sharpe = ef.portfolio_performance()[2] + sharpe = ef.portfolio_performance(risk_free_rate=0.02)[2] ef_long_only = setup_efficient_frontier() ef_long_only.efficient_risk(0.19) @@ -974,7 +989,7 @@ def test_efficient_risk_L2_reg(): np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in weights.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.1931352562313653, 0.18999999989010993, 0.9112381912184281), rtol=1e-4, ) @@ -998,11 +1013,11 @@ def test_efficient_risk_market_neutral(): np.testing.assert_almost_equal(ef.weights.sum(), 0) assert (ef.weights < 1).all() and (ef.weights > -1).all() np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.28640632960825885, 0.21, 1.2686015698590967), atol=1e-6, ) - sharpe = ef.portfolio_performance()[2] + sharpe = ef.portfolio_performance(risk_free_rate=0.02)[2] ef_long_only = setup_efficient_frontier() ef_long_only.efficient_risk(0.21) @@ -1021,7 +1036,7 @@ def test_efficient_risk_market_neutral_L2_reg(): assert (ef.weights < 1).all() and (ef.weights > -1).all() np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.12790320789339854, 0.1175336636355454, 0.9180621496492316), atol=1e-6, ) @@ -1047,7 +1062,7 @@ def test_efficient_return(): np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in w.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (target_return, 0.18723269942026335, 1.2284179030274036), atol=1e-6, ) @@ -1079,7 +1094,7 @@ def test_efficient_return_many_values(): ef.efficient_return(target_return) np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in ef.weights]) - mean_return = ef.portfolio_performance()[0] + mean_return = ef.portfolio_performance(risk_free_rate=0.02)[0] np.testing.assert_allclose(target_return, mean_return) @@ -1101,17 +1116,22 @@ def test_efficient_return_short(): objective_functions.portfolio_variance(w_expected, ef.cov_matrix) ) sharpe_expected = objective_functions.sharpe_ratio( - w_expected, ef.expected_returns, ef.cov_matrix, negative=False + w_expected, + ef.expected_returns, + ef.cov_matrix, + risk_free_rate=0.02, + negative=False, ) np.testing.assert_allclose( - ef.portfolio_performance(), (target_return, vol_expected, sharpe_expected) + ef.portfolio_performance(risk_free_rate=0.02), + (target_return, vol_expected, sharpe_expected), ) - sharpe = ef.portfolio_performance()[2] + sharpe = ef.portfolio_performance(risk_free_rate=0.02)[2] ef_long_only = setup_efficient_frontier() ef_long_only.efficient_return(target_return) - long_only_sharpe = ef_long_only.portfolio_performance()[2] + long_only_sharpe = ef_long_only.portfolio_performance(risk_free_rate=0.02)[2] assert sharpe > long_only_sharpe @@ -1127,7 +1147,7 @@ def test_efficient_return_longshort_target(): np.testing.assert_almost_equal(ef.weights.sum(), 0) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.08, 0.16649041068958137, 0.3603811159542937), atol=1e-6, ) @@ -1142,7 +1162,8 @@ def test_efficient_return_L2_reg(): np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in w.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), (0.25, 0.20961660883459776, 1.0972412981906703) + ef.portfolio_performance(risk_free_rate=0.02), + (0.25, 0.20961660883459776, 1.0972412981906703), ) @@ -1154,12 +1175,13 @@ def test_efficient_return_market_neutral(): np.testing.assert_almost_equal(ef.weights.sum(), 0) assert (ef.weights < 1).all() and (ef.weights > -1).all() np.testing.assert_almost_equal( - ef.portfolio_performance(), (0.25, 0.1833060046337015, 1.2547324920403273) + ef.portfolio_performance(risk_free_rate=0.02), + (0.25, 0.1833060046337015, 1.2547324920403273), ) - sharpe = ef.portfolio_performance()[2] + sharpe = ef.portfolio_performance(risk_free_rate=0.02)[2] ef_long_only = setup_efficient_frontier() ef_long_only.efficient_return(0.25) - long_only_sharpe = ef_long_only.portfolio_performance()[2] + long_only_sharpe = ef_long_only.portfolio_performance(risk_free_rate=0.02)[2] assert long_only_sharpe < sharpe @@ -1178,15 +1200,20 @@ def test_efficient_return_market_neutral_unbounded(): objective_functions.portfolio_variance(w_expected, ef.cov_matrix) ) sharpe_expected = objective_functions.sharpe_ratio( - w_expected, ef.expected_returns, ef.cov_matrix, negative=False + w_expected, + ef.expected_returns, + ef.cov_matrix, + risk_free_rate=0.02, + negative=False, ) np.testing.assert_allclose( - ef.portfolio_performance(), (target_return, vol_expected, sharpe_expected) + ef.portfolio_performance(risk_free_rate=0.02), + (target_return, vol_expected, sharpe_expected), ) - sharpe = ef.portfolio_performance()[2] + sharpe = ef.portfolio_performance(risk_free_rate=0.02)[2] ef_long_only = setup_efficient_frontier() ef_long_only.efficient_return(target_return) - long_only_sharpe = ef_long_only.portfolio_performance()[2] + long_only_sharpe = ef_long_only.portfolio_performance(risk_free_rate=0.02)[2] assert long_only_sharpe < sharpe @@ -1206,13 +1233,13 @@ def test_max_sharpe_semicovariance(): df = get_data() ef = setup_efficient_frontier() ef.cov_matrix = risk_models.semicovariance(df, benchmark=0) - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) assert isinstance(w, dict) assert set(w.keys()) == set(ef.tickers) np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in w.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.2762965426962885, 0.07372667096108301, 3.476307004714425), ) @@ -1221,12 +1248,12 @@ def test_max_sharpe_short_semicovariance(): df = get_data() ef = setup_efficient_frontier(weight_bounds=(-1, 1)) ef.cov_matrix = risk_models.semicovariance(df, benchmark=0) - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) assert isinstance(w, dict) assert set(w.keys()) == set(ef.tickers) np.testing.assert_almost_equal(ef.weights.sum(), 1) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.42444834528495234, 0.0898263632679403, 4.50255727350929), ) @@ -1246,7 +1273,7 @@ def test_min_volatility_shrunk_L2_reg(): np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in w.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.17358178582309983, 0.19563960638632416, 0.7850239972361532), ) @@ -1263,7 +1290,8 @@ def test_efficient_return_shrunk(): np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in w.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), (0.22, 0.08892163937693882, 2.2491713085967766) + ef.portfolio_performance(risk_free_rate=0.02), + (0.22, 0.08892163937693882, 2.2491713085967766), ) @@ -1271,13 +1299,13 @@ def test_max_sharpe_exp_cov(): df = get_data() ef = setup_efficient_frontier() ef.cov_matrix = risk_models.exp_cov(df) - w = ef.max_sharpe() + w = ef.max_sharpe(risk_free_rate=0.02) assert isinstance(w, dict) assert set(w.keys()) == set(ef.tickers) np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in w.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.33700887443850647, 0.1807332515488447, 1.7540152225548384), ) @@ -1293,7 +1321,7 @@ def test_min_volatility_exp_cov_L2_reg(): np.testing.assert_almost_equal(ef.weights.sum(), 1) assert all([i >= 0 for i in w.values()]) np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.1829496087575576, 0.17835412793427002, 0.9136295898775636), ) @@ -1308,7 +1336,7 @@ def test_efficient_risk_exp_cov_market_neutral(): np.testing.assert_almost_equal(ef.weights.sum(), 0) assert (ef.weights < 1).all() and (ef.weights > -1).all() np.testing.assert_allclose( - ef.portfolio_performance(), + ef.portfolio_performance(risk_free_rate=0.02), (0.3934093962620499, 0.18999999989011893, 1.9653126130421081), atol=1e-6, ) diff --git a/tests/test_efficient_semivariance.py b/tests/test_efficient_semivariance.py index 7d6dc7e8..7abab366 100644 --- a/tests/test_efficient_semivariance.py +++ b/tests/test_efficient_semivariance.py @@ -22,14 +22,15 @@ def test_es_example(): assert all([i >= -1e-5 for i in w.values()]) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.20, 0.091287, 1.971794), rtol=1e-4, atol=1e-4, ) # Cover verbose param case np.testing.assert_equal( - es.portfolio_performance(verbose=True), es.portfolio_performance() + es.portfolio_performance(verbose=True, risk_free_rate=0.02), + es.portfolio_performance(risk_free_rate=0.02), ) @@ -51,14 +52,15 @@ def test_es_return_sample(): assert all([i >= -1e-5 for i in w.values()]) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.2, 0.091287, 1.971794), rtol=1e-4, atol=1e-4, ) # Cover verbose param case np.testing.assert_equal( - es.portfolio_performance(verbose=True), es.portfolio_performance() + es.portfolio_performance(verbose=True, risk_free_rate=0.02), + es.portfolio_performance(risk_free_rate=0.02), ) @@ -108,7 +110,7 @@ def test_es_example_weekly(): es = EfficientSemivariance(mu, historical_rets, frequency=52) es.efficient_return(0.2) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.2000000562544616, 0.07667633475531543, 2.3475307841574087), rtol=1e-4, atol=1e-4, @@ -124,7 +126,7 @@ def test_es_example_monthly(): es.efficient_return(0.3) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.3, 0.04746519522734184, 5.899059271933824), rtol=1e-4, atol=1e-4, @@ -155,7 +157,7 @@ def test_min_semivariance(): assert all([i >= -1e-5 for i in w.values()]) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.091059, 0.084974, 0.836243), rtol=1e-3, atol=1e-3, @@ -183,19 +185,25 @@ def test_min_semivariance_different_solver(): assert all([i >= 0 for i in w.values()]) test_performance = (0.091159, 0.08496, 0.837566) np.testing.assert_allclose( - es.portfolio_performance(), test_performance, rtol=1e-2, atol=1e-2 + es.portfolio_performance(risk_free_rate=0.02), + test_performance, + rtol=1e-2, + atol=1e-2, ) es = setup_efficient_semivariance(solver="OSQP") w = es.min_semivariance() np.testing.assert_allclose( - es.portfolio_performance(), test_performance, rtol=1e-2, atol=1e-2 + es.portfolio_performance(risk_free_rate=0.02), + test_performance, + rtol=1e-2, + atol=1e-2, ) # SCS is way off. # es = setup_efficient_semivariance(solver="SCS") # w = es.min_semivariance() - # np.testing.assert_allclose(es.portfolio_performance(), test_performance, atol=1e-3) + # np.testing.assert_allclose(es.portfolio_performance(risk_free_rate=0.02), test_performance, atol=1e-3) def test_min_semivariance_tx_costs(): @@ -235,7 +243,7 @@ def test_min_semivariance_L2_reg(): ) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.089844, 0.112864, 0.618832), rtol=1e-4, atol=1e-4, @@ -297,7 +305,7 @@ def test_max_quadratic_utility(): np.testing.assert_almost_equal(es.weights.sum(), 1) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.50857, 0.17469, 2.796777), rtol=1e-4, atol=1e-4, @@ -316,10 +324,10 @@ def test_max_quadratic_utility_range(): solver_options={"warm_start": False}, ) es.max_quadratic_utility(risk_aversion=0.01) - prev_ret, prev_semivar, _ = es.portfolio_performance() + prev_ret, prev_semivar, _ = es.portfolio_performance(risk_free_rate=0.02) for delta in [0.1, 0.5, 1, 3, 5, 10]: es.max_quadratic_utility(risk_aversion=delta) - ret, semivar, _ = es.portfolio_performance() + ret, semivar, _ = es.portfolio_performance(risk_free_rate=0.02) assert ret < prev_ret and semivar < prev_semivar prev_ret = ret prev_semivar = semivar @@ -331,7 +339,7 @@ def test_max_quadratic_utility_with_shorts(): np.testing.assert_almost_equal(es.weights.sum(), 1) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (3.380009, 1.021973, 3.287767), rtol=1e-4, atol=1e-4, @@ -343,7 +351,7 @@ def test_max_quadratic_utility_market_neutral(): es.max_quadratic_utility(market_neutral=True) np.testing.assert_almost_equal(es.weights.sum(), 0) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (3.20978, 0.968704, 3.292832), rtol=1e-4, atol=1e-4, @@ -360,7 +368,7 @@ def test_max_quadratic_utility_L2_reg(): np.testing.assert_almost_equal(es.weights.sum(), 1) assert all([i >= 0 for i in weights.values()]) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.090208, 0.112854, 0.62212), rtol=1e-4, atol=1e-4, @@ -387,7 +395,7 @@ def test_efficient_risk(): assert all([i >= -1e-5 for i in w.values()]) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.508571, 0.174691, 2.796777), rtol=1e-4, atol=1e-4, @@ -397,7 +405,7 @@ def test_efficient_risk(): def test_efficient_risk_low_risk(): es = setup_efficient_semivariance() es.min_semivariance() - min_value = es.portfolio_performance()[1] + min_value = es.portfolio_performance(risk_free_rate=0.02)[1] # Should fail below with pytest.raises(SolverError): @@ -407,7 +415,7 @@ def test_efficient_risk_low_risk(): es = setup_efficient_semivariance() es.efficient_risk(min_value + 0.01) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.228096, min_value + 0.01, 2.191091), rtol=1e-4, ) @@ -421,7 +429,7 @@ def test_efficient_risk_market_neutral(): np.testing.assert_almost_equal(es.weights.sum(), 0) assert (es.weights < 1).all() and (es.weights > -1).all() np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (1.020958, 0.210008, 4.766278), rtol=1e-4, atol=1e-4, @@ -438,7 +446,7 @@ def test_efficient_risk_L2_reg(): np.testing.assert_almost_equal(es.weights.sum(), 1) np.testing.assert_array_less(np.zeros(len(weights)), es.weights + 1e-4) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.288996, 0.131377, 2.047509), rtol=1e-4, atol=1e-4, @@ -464,7 +472,7 @@ def test_efficient_return(): assert all([i >= -1e-5 for i in w.values()]) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.25, 0.098453, 2.33615), rtol=1e-4, atol=1e-4, @@ -478,16 +486,16 @@ def test_efficient_return_short(): assert set(w.keys()) == set(es.tickers) np.testing.assert_almost_equal(es.weights.sum(), 1) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.25, 0.090188, 2.550234), rtol=1e-4, atol=1e-4, ) - sortino = es.portfolio_performance()[2] + sortino = es.portfolio_performance(risk_free_rate=0.02)[2] ef_long_only = setup_efficient_semivariance() ef_long_only.efficient_return(0.25) - long_only_sortino = ef_long_only.portfolio_performance()[2] + long_only_sortino = ef_long_only.portfolio_performance(risk_free_rate=0.02)[2] assert sortino > long_only_sortino @@ -501,7 +509,7 @@ def test_efficient_return_L2_reg(): np.testing.assert_almost_equal(es.weights.sum(), 1) assert all([i >= 0 for i in w.values()]) np.testing.assert_allclose( - es.portfolio_performance(), + es.portfolio_performance(risk_free_rate=0.02), (0.25, 0.121407, 1.894448), rtol=1e-4, atol=1e-4, @@ -512,7 +520,7 @@ def test_efficient_semivariance_vs_heuristic(): benchmark = 0 es = setup_efficient_semivariance() es.efficient_return(0.20) - mu_es, semi_deviation, _ = es.portfolio_performance() + mu_es, semi_deviation, _ = es.portfolio_performance(risk_free_rate=0.02) np.testing.assert_almost_equal(mu_es, 0.2) mean_return, historic_returns = setup_efficient_semivariance(data_only=True) @@ -522,7 +530,7 @@ def test_efficient_semivariance_vs_heuristic(): ) ef = EfficientFrontier(mean_return, pairwise_semivariance) ef.efficient_return(0.20) - mu_ef, _, _ = ef.portfolio_performance() + mu_ef, _, _ = ef.portfolio_performance(risk_free_rate=0.02) # mu_ef *= 252 portfolio_returns = historic_returns @ ef.weights @@ -543,14 +551,14 @@ def test_efficient_semivariance_vs_heuristic_weekly(): es = EfficientSemivariance(mean_weekly_returns, weekly_returns, frequency=52) es.efficient_return(0.20 / 52) - mu_es, semi_deviation, _ = es.portfolio_performance() + mu_es, semi_deviation, _ = es.portfolio_performance(risk_free_rate=0.02) pairwise_semivariance = risk_models.semicovariance( weekly_returns, returns_data=True, benchmark=0, frequency=1 ) ef = EfficientFrontier(mean_weekly_returns, pairwise_semivariance) ef.efficient_return(0.20 / 52) - mu_ef, _, _ = ef.portfolio_performance() + mu_ef, _, _ = ef.portfolio_performance(risk_free_rate=0.02) portfolio_returns = historic_returns @ ef.weights drops = np.fmin(portfolio_returns - benchmark, 0) T = weekly_returns.shape[0] diff --git a/tests/test_expected_returns.py b/tests/test_expected_returns.py index 39b8626f..4e16583b 100644 --- a/tests/test_expected_returns.py +++ b/tests/test_expected_returns.py @@ -169,7 +169,7 @@ def test_ema_historical_return_limit(): def test_capm_no_benchmark(): df = get_data() - mu = expected_returns.capm_return(df) + mu = expected_returns.capm_return(df, risk_free_rate=0.02) assert isinstance(mu, pd.Series) assert list(mu.index) == list(df.columns) assert mu.notnull().all() @@ -201,7 +201,7 @@ def test_capm_no_benchmark(): np.testing.assert_array_almost_equal(mu.values, correct_mu) # Test the (warning triggering) case that input is not a dataFrame with pytest.warns(RuntimeWarning): - mu_np = expected_returns.capm_return(df.to_numpy()) + mu_np = expected_returns.capm_return(df.to_numpy(), risk_free_rate=0.02) mu_np.name = mu.name # These will differ. mu_np.index = mu.index # Index labels would be tickers. pd.testing.assert_series_equal(mu_np, mu) @@ -210,7 +210,9 @@ def test_capm_no_benchmark(): def test_capm_with_benchmark(): df = get_data() mkt_df = get_benchmark_data() - mu = expected_returns.capm_return(df, market_prices=mkt_df, compounding=True) + mu = expected_returns.capm_return( + df, market_prices=mkt_df, compounding=True, risk_free_rate=0.02 + ) assert isinstance(mu, pd.Series) assert list(mu.index) == list(df.columns) @@ -242,7 +244,9 @@ def test_capm_with_benchmark(): ) np.testing.assert_array_almost_equal(mu.values, correct_mu) - mu2 = expected_returns.capm_return(df, market_prices=mkt_df, compounding=False) + mu2 = expected_returns.capm_return( + df, market_prices=mkt_df, compounding=False, risk_free_rate=0.02 + ) assert (mu2 >= mu).all() diff --git a/tests/test_hrp.py b/tests/test_hrp.py index 5baa1eae..369a1727 100644 --- a/tests/test_hrp.py +++ b/tests/test_hrp.py @@ -47,7 +47,7 @@ def test_portfolio_performance(): hrp.portfolio_performance() hrp.optimize(linkage_method="single") np.testing.assert_allclose( - hrp.portfolio_performance(), + hrp.portfolio_performance(risk_free_rate=0.02), (0.21353402380950973, 0.17844159743748936, 1.084579081272277), ) diff --git a/tests/test_objective_functions.py b/tests/test_objective_functions.py index 8d74114c..f641b707 100644 --- a/tests/test_objective_functions.py +++ b/tests/test_objective_functions.py @@ -51,7 +51,7 @@ def test_sharpe_ratio(): S = sample_cov(df) w = np.array([1 / len(e_rets)] * len(e_rets)) - sharpe = objective_functions.sharpe_ratio(w, e_rets, S) + sharpe = objective_functions.sharpe_ratio(w, e_rets, S, risk_free_rate=0.02) assert isinstance(sharpe, float) assert sharpe < 0 diff --git a/tests/test_plotting.py b/tests/test_plotting.py index 2aea15bb..21db2d3b 100644 --- a/tests/test_plotting.py +++ b/tests/test_plotting.py @@ -75,7 +75,7 @@ def test_dendrogram_plot(): assert len(w) <= 2 # the second is FutureWarning if exists assert ( str(w[0].message) - == "hrp param has not been optimized. Attempting optimization." + == "hrp param has not been optimized. Attempting optimization." ) assert len(ax.findobj()) > 60 assert type(ax.findobj()[0]) == matplotlib.collections.LineCollection @@ -304,3 +304,9 @@ def test_plotting_edge_case(): ax=ax, show_assets=False, ) + + +def test_plot_efficient_frontier(): + ef = setup_efficient_frontier() + ef.min_volatility() + optimal_ret, optimal_risk, _ = ef.portfolio_performance(risk_free_rate=0.02) From e21c5d9fbcfdaef6a6b2bfb1da075b13345addbd Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sun, 1 Dec 2024 13:14:12 -0500 Subject: [PATCH 16/23] improved docs on risk_free_rate (#574) --- pypfopt/black_litterman.py | 4 +--- pypfopt/risk_models.py | 2 +- 2 files changed, 2 insertions(+), 4 deletions(-) diff --git a/pypfopt/black_litterman.py b/pypfopt/black_litterman.py index 5d113af7..dbf5a545 100644 --- a/pypfopt/black_litterman.py +++ b/pypfopt/black_litterman.py @@ -68,9 +68,7 @@ def market_implied_risk_aversion(market_prices, frequency=252, risk_free_rate=0. :param frequency: number of time periods in a year, defaults to 252 (the number of trading days in a year) :type frequency: int, optional - :param risk_free_rate: risk-free rate of borrowing/lending, defaults to 0.0. - The period of the risk-free rate should correspond to the - frequency of expected returns. + :param risk_free_rate: annualised risk-free rate of borrowing/lending, defaults to 0.0. :type risk_free_rate: float, optional :raises TypeError: if market_prices cannot be parsed :return: market-implied risk aversion diff --git a/pypfopt/risk_models.py b/pypfopt/risk_models.py index d42af1ba..9d1ff85a 100644 --- a/pypfopt/risk_models.py +++ b/pypfopt/risk_models.py @@ -199,7 +199,7 @@ def semicovariance( :type benchmark: float :param frequency: number of time periods in a year, defaults to 252 (the number of trading days in a year). Ensure that you use the appropriate - benchmark, e.g if ``frequency=12`` use the monthly risk-free rate. + benchmark, e.g if ``frequency=12`` use monthly benchmark returns :type frequency: int, optional :param log_returns: whether to compute using log returns :type log_returns: bool, defaults to False From ec767a540aa60067535eea0ee807819b84470cca Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sun, 1 Dec 2024 13:26:46 -0500 Subject: [PATCH 17/23] cast to python int --- pypfopt/discrete_allocation.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/pypfopt/discrete_allocation.py b/pypfopt/discrete_allocation.py index ac64e5c3..11d00ee7 100644 --- a/pypfopt/discrete_allocation.py +++ b/pypfopt/discrete_allocation.py @@ -328,7 +328,9 @@ def lp_portfolio(self, reinvest=False, verbose=False, solver="ECOS_BB"): vals = np.rint(x.value).astype(int) self.allocation = self._remove_zero_positions( - collections.OrderedDict(zip([i[0] for i in self.weights], vals)) + collections.OrderedDict( + zip([i[0] for i in self.weights], [int(v) for v in vals]) + ) ) if verbose: From e67ba22997d657783e4f0a3e50a63fdcb4ed0456 Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sun, 1 Dec 2024 13:27:10 -0500 Subject: [PATCH 18/23] squeeze df to series --- pypfopt/black_litterman.py | 1 + tests/test_black_litterman.py | 5 ----- 2 files changed, 1 insertion(+), 5 deletions(-) diff --git a/pypfopt/black_litterman.py b/pypfopt/black_litterman.py index dbf5a545..f24df06d 100644 --- a/pypfopt/black_litterman.py +++ b/pypfopt/black_litterman.py @@ -76,6 +76,7 @@ def market_implied_risk_aversion(market_prices, frequency=252, risk_free_rate=0. """ if not isinstance(market_prices, (pd.Series, pd.DataFrame)): raise TypeError("Please format market_prices as a pd.Series") + market_prices = market_prices.squeeze() rets = market_prices.pct_change().dropna() r = rets.mean() * frequency var = rets.var() * frequency diff --git a/tests/test_black_litterman.py b/tests/test_black_litterman.py index 2b778473..25bdff39 100644 --- a/tests/test_black_litterman.py +++ b/tests/test_black_litterman.py @@ -247,11 +247,6 @@ def test_market_risk_aversion(): delta = market_implied_risk_aversion(prices, risk_free_rate=0.02) assert np.round(delta, 5) == 2.68549 - # check it works for df - prices = pd.read_csv(resource("spy_prices.csv"), parse_dates=True, index_col=0) - delta = market_implied_risk_aversion(prices, risk_free_rate=0.02) - assert np.round(delta.iloc[0], 5) == 2.68549 - # Check it raises for other types. list_invalid = [100.0, 110.0, 120.0, 130.0] with pytest.raises(TypeError): From 74d2dd716792493deb61ac4df45609f38997122a Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sun, 1 Dec 2024 13:28:09 -0500 Subject: [PATCH 19/23] update cookbooks --- cookbook/1-RiskReturnModels.ipynb | 223 +- cookbook/2-Mean-Variance-Optimisation.ipynb | 6408 ++++-- ...-Advanced-Mean-Variance-Optimisation.ipynb | 870 +- cookbook/4-Black-Litterman-Allocation.ipynb | 763 +- cookbook/5-Hierarchical-Risk-Parity.ipynb | 731 +- cookbook/data/spy_prices.csv | 1746 +- cookbook/data/stock_prices.csv | 17594 ++++++++-------- 7 files changed, 15827 insertions(+), 12508 deletions(-) diff --git a/cookbook/1-RiskReturnModels.ipynb b/cookbook/1-RiskReturnModels.ipynb index 38edbf78..1c74e858 100644 --- a/cookbook/1-RiskReturnModels.ipynb +++ b/cookbook/1-RiskReturnModels.ipynb @@ -24,70 +24,44 @@ }, { "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ajpb4cfuzzCd", + "outputId": "c075b649-0764-4b2d-cd48-65d6a85e7003" + }, + "outputs": [], "source": [ "!pip install pandas numpy matplotlib PyPortfolioOpt\n", "import os\n", "if not os.path.isdir('data'):\n", " os.system('git clone https://github.com/robertmartin8/PyPortfolioOpt.git')\n", " os.chdir('PyPortfolioOpt/cookbook')" - ], - "metadata": { - "id": "ajpb4cfuzzCd", - "outputId": "c075b649-0764-4b2d-cd48-65d6a85e7003", - "colab": { - "base_uri": "https://localhost:8080/" - } - }, - "execution_count": 17, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (1.3.5)\n", - "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (1.19.5)\n", - "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (3.2.2)\n", - "Requirement already satisfied: PyPortfolioOpt in /usr/local/lib/python3.7/dist-packages (1.5.1)\n", - "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2.8.2)\n", - "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2018.9)\n", - "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas) (1.15.0)\n", - "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (0.11.0)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (1.3.2)\n", - "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (3.0.7)\n", - "Requirement already satisfied: scipy<2.0,>=1.3 in /usr/local/lib/python3.7/dist-packages (from PyPortfolioOpt) (1.4.1)\n", - "Requirement already satisfied: cvxpy<2.0.0,>=1.1.10 in /usr/local/lib/python3.7/dist-packages (from PyPortfolioOpt) (1.1.18)\n", - "Requirement already satisfied: osqp>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (0.6.2.post0)\n", - "Requirement already satisfied: ecos>=2 in /usr/local/lib/python3.7/dist-packages (from cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (2.0.10)\n", - "Requirement already satisfied: scs>=1.1.6 in /usr/local/lib/python3.7/dist-packages (from cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (3.1.0)\n", - "Requirement already satisfied: qdldl in /usr/local/lib/python3.7/dist-packages (from osqp>=0.4.1->cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (0.1.5.post0)\n" - ] - } ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 2, "metadata": { - "id": "3aAcuLOKzwIT", - "outputId": "456251e3-a9fd-4e83-8847-44cb43dbb422", "colab": { "base_uri": "https://localhost:8080/", "height": 35 - } + }, + "id": "3aAcuLOKzwIT", + "outputId": "456251e3-a9fd-4e83-8847-44cb43dbb422" }, "outputs": [ { - "output_type": "execute_result", "data": { - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - }, "text/plain": [ - "'1.5.1'" + "'1.5.6'" ] }, + "execution_count": 2, "metadata": {}, - "execution_count": 18 + "output_type": "execute_result" } ], "source": [ @@ -101,39 +75,44 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "plt.style.use(\"seaborn-v0_8-deep\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, "metadata": { - "id": "7qZAgKeXzwIV", - "outputId": "ab5103ba-600c-4a48-9133-651831294447", "colab": { "base_uri": "https://localhost:8080/", "height": 577 - } + }, + "id": "7qZAgKeXzwIV", + "outputId": "ab5103ba-600c-4a48-9133-651831294447" }, "outputs": [ { - "output_type": "display_data", "data": { - "image/png": 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\n", + "image/png": 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", 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\n", + "image/png": 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - } + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -158,27 +137,25 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 5, "metadata": { - "id": "Ig1n6qISzwIW", - "outputId": "69e03da8-4df2-44a2-ad9e-ede97215ca9b", "colab": { "base_uri": "https://localhost:8080/", "height": 265 - } + }, + "id": "Ig1n6qISzwIW", + "outputId": "69e03da8-4df2-44a2-ad9e-ede97215ca9b" }, "outputs": [ { - "output_type": "display_data", "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - } + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -218,39 +195,35 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 6, "metadata": { - "id": "y4PjMrS0zwIX", - "outputId": "ef412b6e-8bc5-4a62-a26f-6e9932bc8453", "colab": { "base_uri": "https://localhost:8080/", "height": 577 - } + }, + "id": "y4PjMrS0zwIX", + "outputId": "ef412b6e-8bc5-4a62-a26f-6e9932bc8453" }, "outputs": [ { - "output_type": "display_data", "data": { - "image/png": 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\n", + "image/png": 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", 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\n", + "image/png": 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - } + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -273,27 +246,25 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 7, "metadata": { - "id": "bgQNHK4bzwIY", - "outputId": "b1230c6a-aeb7-4011-b7f9-636a888eca20", "colab": { "base_uri": "https://localhost:8080/", "height": 265 - } + }, + "id": "bgQNHK4bzwIY", + "outputId": "b1230c6a-aeb7-4011-b7f9-636a888eca20" }, "outputs": [ { - "output_type": "display_data", "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - } + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -317,20 +288,20 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 8, "metadata": { - "id": "yNwdw7oszwIZ", - "outputId": "c91a5204-20fe-4e0c-fd26-31d67ab46818", "colab": { "base_uri": "https://localhost:8080/" - } + }, + "id": "yNwdw7oszwIZ", + "outputId": "c91a5204-20fe-4e0c-fd26-31d67ab46818" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ - "[0.2732675295106071, 0.29740354389638524, 0.28701847303235856]\n" + "[np.float64(0.2882364468648248), np.float64(0.29381479725985077), np.float64(0.2559298526725975)]\n" ] } ], @@ -349,27 +320,25 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 9, "metadata": { - "id": "zJsV7D2vzwIa", - "outputId": "8ec9fe02-0ee3-4069-a42b-4e81c7ffb8ed", "colab": { "base_uri": "https://localhost:8080/", "height": 607 - } + }, + "id": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - } + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -389,33 +358,31 @@ "source": [ "The good news is that we see a good degree of agreement (apart from the `ema` method)." ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "id": "Z16KgK6czwIb" - }, - "outputs": [], - "source": [ - "" - ] } ], "metadata": { + "colab": { + "collapsed_sections": [], + "name": "1-RiskReturnModels.ipynb", + "provenance": [] + }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { - "name": "python" - }, - "colab": { - "name": "1-RiskReturnModels.ipynb", - "provenance": [], - "collapsed_sections": [] + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 0 -} \ No newline at end of file +} diff --git a/cookbook/2-Mean-Variance-Optimisation.ipynb b/cookbook/2-Mean-Variance-Optimisation.ipynb index eccf818a..4b3404f6 100644 --- a/cookbook/2-Mean-Variance-Optimisation.ipynb +++ b/cookbook/2-Mean-Variance-Optimisation.ipynb @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -52,38 +52,7 @@ "id": "69vaYVwZ-Cxz", "outputId": "dee1bf4a-82ee-4909-e26b-217899258cf2" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (1.3.5)\n", - "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (1.19.5)\n", - "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (3.2.2)\n", - "Requirement already satisfied: yfinance in /usr/local/lib/python3.7/dist-packages (0.1.70)\n", - "Requirement already satisfied: PyPortfolioOpt in /usr/local/lib/python3.7/dist-packages (1.5.1)\n", - "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2018.9)\n", - "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2.8.2)\n", - "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas) (1.15.0)\n", - "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (0.11.0)\n", - "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (3.0.7)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (1.3.2)\n", - "Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from yfinance) (0.0.10)\n", - "Requirement already satisfied: requests>=2.26 in /usr/local/lib/python3.7/dist-packages (from yfinance) (2.27.1)\n", - "Requirement already satisfied: lxml>=4.5.1 in /usr/local/lib/python3.7/dist-packages (from yfinance) (4.7.1)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2021.10.8)\n", - "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2.10)\n", - "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2.0.11)\n", - "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (1.24.3)\n", - "Requirement already satisfied: cvxpy<2.0.0,>=1.1.10 in /usr/local/lib/python3.7/dist-packages (from PyPortfolioOpt) (1.1.18)\n", - "Requirement already satisfied: scipy<2.0,>=1.3 in /usr/local/lib/python3.7/dist-packages (from PyPortfolioOpt) (1.4.1)\n", - "Requirement already satisfied: osqp>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (0.6.2.post0)\n", - "Requirement already satisfied: scs>=1.1.6 in /usr/local/lib/python3.7/dist-packages (from cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (3.1.0)\n", - "Requirement already satisfied: ecos>=2 in /usr/local/lib/python3.7/dist-packages (from cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (2.0.10)\n", - "Requirement already satisfied: qdldl in /usr/local/lib/python3.7/dist-packages (from osqp>=0.4.1->cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (0.1.5.post0)\n" - ] - } - ], + "outputs": [], "source": [ "!pip install pandas numpy matplotlib yfinance PyPortfolioOpt\n", "import os\n", @@ -94,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 2, "metadata": { "id": "shuJGGeo9ny8" }, @@ -108,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 3, "metadata": { "id": "c4r8LJdC9ny8" }, @@ -121,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -131,7 +100,7 @@ }, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ "[*********************100%***********************] 15 of 15 completed\n" @@ -139,12 +108,12 @@ } ], "source": [ - "ohlc = yf.download(tickers, period=\"max\")" + "ohlc = yf.download(tickers, period=\"max\").loc[\"1990\":]" ] }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -157,10 +126,7 @@ { "data": { "text/html": [ - "\n", - "
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" ], "text/plain": [ - " ACN AMZN ... UNH XOM\n", - "Date ... \n", - "2022-02-07 343.959991 3158.709961 ... 483.700012 81.486641\n", - "2022-02-08 345.070007 3228.270020 ... 493.410004 79.379997\n", - "2022-02-09 355.529999 3223.790039 ... 498.100006 79.000000\n", - "2022-02-10 342.390015 3180.070068 ... 486.720001 78.239998\n", - "2022-02-11 329.179993 3065.870117 ... 478.130005 80.209999\n", + "Ticker ACN AMZN COST DIS F GILD \\\n", + "Date \n", + "2024-11-22 358.660004 197.119995 964.010010 115.650002 11.18 90.190002 \n", + "2024-11-25 361.290009 201.449997 960.890015 116.000000 11.40 90.489998 \n", + "2024-11-26 363.179993 207.860001 971.500000 115.449997 11.10 91.349998 \n", + "2024-11-27 362.160004 205.740005 961.549988 117.599998 11.10 92.410004 \n", + "2024-11-29 362.369995 207.889999 971.880005 117.470001 11.13 92.580002 \n", "\n", - "[5 rows x 15 columns]" + "Ticker JPM KO LUV MA MSFT \\\n", + "Date \n", + "2024-11-22 248.550003 63.438839 31.969999 520.859985 417.000000 \n", + "2024-11-25 250.289993 63.895374 32.430000 526.599976 418.790009 \n", + "2024-11-26 249.970001 64.064102 31.959999 528.479980 427.989990 \n", + "2024-11-27 249.789993 63.945000 32.360001 532.380005 422.989990 \n", + "2024-11-29 249.720001 64.080002 32.360001 532.940002 423.459991 \n", + "\n", + "Ticker PFE TSLA UNH XOM \n", + "Date \n", + "2024-11-22 25.650000 352.559998 590.869995 121.790001 \n", + "2024-11-25 26.170000 338.589996 605.830017 119.970001 \n", + "2024-11-26 25.770000 338.230011 606.789978 117.970001 \n", + "2024-11-27 25.830000 332.890015 608.380005 117.660004 \n", + "2024-11-29 26.209999 345.160004 610.200012 117.959999 " ] }, - "execution_count": 60, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -408,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -420,14 +324,12 @@ "outputs": [ { "data": { - "image/png": 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TSLA UNH XOM\n", - "ACN 0.090509 0.044122 0.027093 ... 0.038706 0.030231 0.030277\n", - "AMZN 0.044122 0.333174 0.046653 ... 0.056317 0.034517 0.026534\n", - "COST 0.027093 0.046653 0.101307 ... 0.023795 0.027244 0.020258\n", - "DIS 0.039862 0.053939 0.031453 ... 0.036409 0.031974 0.025565\n", - "F 0.042294 0.050742 0.030889 ... 0.049889 0.028910 0.027745\n", - "GILD 0.028876 0.058897 0.026991 ... 0.031860 0.034024 0.021151\n", - "JPM 0.048031 0.065846 0.038500 ... 0.038669 0.038593 0.033223\n", - "KO 0.020089 0.019743 0.020990 ... 0.017915 0.022867 0.020719\n", - "LUV 0.035989 0.046568 0.030894 ... 0.036126 0.032550 0.023492\n", - "MA 0.044941 0.055070 0.031610 ... 0.045800 0.043067 0.042364\n", - "MSFT 0.040171 0.071108 0.036822 ... 0.046543 0.033904 0.029044\n", - "PFE 0.025456 0.031008 0.025182 ... 0.017701 0.028095 0.023014\n", - "TSLA 0.038706 0.056317 0.023795 ... 0.318528 0.030380 0.028871\n", - "UNH 0.030231 0.034517 0.027244 ... 0.030380 0.163641 0.022321\n", - "XOM 0.030277 0.026534 0.020258 ... 0.028871 0.022321 0.051663\n", + "Ticker ACN AMZN COST DIS F GILD JPM \\\n", + "Ticker \n", + "ACN 0.088054 0.045189 0.027374 0.039340 0.042970 0.027646 0.045489 \n", + "AMZN 0.045189 0.313743 0.046452 0.053927 0.051560 0.054243 0.062432 \n", + "COST 0.027374 0.046452 0.093867 0.028146 0.030343 0.025661 0.036096 \n", + "DIS 0.039340 0.053927 0.028146 0.089183 0.043055 0.030505 0.049734 \n", + "F 0.042970 0.051560 0.030343 0.043055 0.151577 0.028940 0.059820 \n", + "GILD 0.027646 0.054243 0.025661 0.030505 0.028940 0.221503 0.040250 \n", + "JPM 0.045489 0.062432 0.036096 0.049734 0.059820 0.040250 0.135392 \n", + "KO 0.019521 0.019021 0.018067 0.022074 0.022821 0.016294 0.025540 \n", + "LUV 0.035910 0.045982 0.029142 0.040683 0.049839 0.029794 0.052707 \n", + "MA 0.043481 0.053417 0.030567 0.047357 0.058375 0.029609 0.063572 \n", + "MSFT 0.040580 0.071207 0.034214 0.037138 0.038814 0.033363 0.046057 \n", + "PFE 0.024653 0.029460 0.022687 0.024407 0.024145 0.031454 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0.030200 \n", + "MA 0.024244 0.045297 0.108692 0.046492 0.029314 0.046513 0.038744 \n", + "MSFT 0.021402 0.033217 0.046492 0.099156 0.026546 0.050785 0.030382 \n", + "PFE 0.021532 0.023841 0.029314 0.026546 0.070447 0.016356 0.028272 \n", + "TSLA 0.016071 0.042262 0.046513 0.050785 0.016356 0.328652 0.028375 \n", + "UNH 0.022337 0.030200 0.038744 0.030382 0.028272 0.028375 0.127669 \n", + "XOM 0.019908 0.022661 0.038239 0.023950 0.021650 0.025871 0.023130 \n", + "\n", + "Ticker XOM \n", + "Ticker \n", + "ACN 0.028225 \n", + "AMZN 0.024862 \n", + "COST 0.017536 \n", + "DIS 0.027840 \n", + "F 0.030198 \n", + "GILD 0.020288 \n", + "JPM 0.034489 \n", + "KO 0.019908 \n", + "LUV 0.022661 \n", + "MA 0.038239 \n", + "MSFT 0.023950 \n", + "PFE 0.021650 \n", + "TSLA 0.025871 \n", + "UNH 0.023130 \n", + "XOM 0.061806 " ] }, - "execution_count": 63, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -915,7 +788,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -927,14 +800,12 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -953,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -965,14 +836,12 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -996,7 +865,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1008,25 +877,26 @@ { "data": { "text/plain": [ - "ACN 0.208954\n", - "AMZN 0.357918\n", - "COST 0.195447\n", - "DIS 0.225500\n", - "F 0.225823\n", - "GILD 0.256957\n", - "JPM 0.254209\n", - "KO 0.149553\n", - "LUV 0.228889\n", - "MA 0.262448\n", - "MSFT 0.240114\n", - "PFE 0.179743\n", - "TSLA 0.281222\n", - "UNH 0.222502\n", - "XOM 0.142792\n", + "Ticker\n", + "ACN 0.205386\n", + "AMZN 0.360796\n", + "COST 0.179589\n", + "DIS 0.208873\n", + "F 0.245274\n", + "GILD 0.247475\n", + "JPM 0.268588\n", + "KO 0.121785\n", + "LUV 0.224938\n", + "MA 0.251706\n", + "MSFT 0.220046\n", + "PFE 0.155214\n", + "TSLA 0.303789\n", + "UNH 0.197618\n", + "XOM 0.142450\n", "Name: mkt, dtype: float64" ] }, - "execution_count": 66, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1040,7 +910,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1052,14 +922,12 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1080,7 +948,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 13, "metadata": { "id": "LTjcmcmK9nzI" }, @@ -1091,7 +959,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1103,24 +971,24 @@ { "data": { "text/plain": [ - "OrderedDict([('ACN', 0.23365),\n", - " ('AMZN', 0.00898),\n", - " ('COST', 0.09927),\n", - " ('DIS', -0.01671),\n", - " ('F', -0.01694),\n", - " ('GILD', 0.04402),\n", - " ('JPM', -0.04977),\n", - " ('KO', 0.12552),\n", - " ('LUV', 0.02447),\n", - " ('MA', 0.23242),\n", - " ('MSFT', 0.00184),\n", - " ('PFE', 0.06605),\n", - " ('TSLA', 0.14038),\n", - " ('UNH', 0.03111),\n", - " ('XOM', 0.07571)])" + "OrderedDict([('ACN', 0.15965),\n", + " ('AMZN', 0.00164),\n", + " ('COST', 0.08412),\n", + " ('DIS', 0.00532),\n", + " ('F', -0.01799),\n", + " ('GILD', 0.03099),\n", + " ('JPM', -0.06449),\n", + " ('KO', 0.26104),\n", + " ('LUV', 0.02504),\n", + " ('MA', 0.17178),\n", + " ('MSFT', -0.00689),\n", + " ('PFE', 0.10442),\n", + " ('TSLA', 0.09418),\n", + " ('UNH', 0.02521),\n", + " ('XOM', 0.12599)])" ] }, - "execution_count": 69, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1137,7 +1005,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1149,14 +1017,12 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", - " " - ], - "text/plain": [ - " ACN AMZN ... UNH XOM\n", - "Date ... \n", - "1962-01-02 NaN NaN ... NaN 0.101854\n", - "1962-01-03 NaN NaN ... NaN 0.103367\n", - "1962-01-04 NaN NaN ... NaN 0.103619\n", - "1962-01-05 NaN NaN ... NaN 0.101350\n", - "1962-01-08 NaN NaN ... NaN 0.101098\n", - "... ... ... ... ... ...\n", - "2022-02-07 343.959991 3158.709961 ... 483.700012 81.486641\n", - "2022-02-08 345.070007 3228.270020 ... 493.410004 79.379997\n", - "2022-02-09 355.529999 3223.790039 ... 498.100006 79.000000\n", - "2022-02-10 342.390015 3180.070068 ... 486.720001 78.239998\n", - "2022-02-11 329.179993 3065.870117 ... 478.130005 80.209999\n", - "\n", - "[15134 rows x 15 columns]" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "prices" - ] - }, { "cell_type": "markdown", "metadata": { @@ -1587,7 +1075,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1600,28 +1088,28 @@ "name": "stdout", "output_type": "stream", "text": [ - "Discrete allocation performed with $35.89 leftover\n" + "Discrete allocation performed with $65.59 leftover\n" ] }, { "data": { "text/plain": [ - "{'ACN': 13,\n", - " 'COST': 4,\n", - " 'DIS': -8,\n", - " 'F': -70,\n", - " 'GILD': 13,\n", - " 'JPM': -23,\n", - " 'KO': 38,\n", - " 'LUV': 10,\n", - " 'MA': 12,\n", - " 'PFE': 25,\n", - " 'TSLA': 3,\n", - " 'UNH': 1,\n", - " 'XOM': 17}" + "{'ACN': np.int64(8),\n", + " 'COST': np.int64(2),\n", + " 'DIS': np.int64(1),\n", + " 'GILD': np.int64(6),\n", + " 'KO': np.int64(75),\n", + " 'LUV': np.int64(14),\n", + " 'MA': np.int64(6),\n", + " 'PFE': np.int64(74),\n", + " 'TSLA': np.int64(5),\n", + " 'XOM': np.int64(20),\n", + " 'F': np.int64(-114),\n", + " 'JPM': np.int64(-17),\n", + " 'MSFT': np.int64(-1)}" ] }, - "execution_count": 73, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1651,7 +1139,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 18, "metadata": { "id": "mJcyi2-E9nzK" }, @@ -1703,7 +1191,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 19, "metadata": { "id": "FRjwf0wN9nzL" }, @@ -1729,7 +1217,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1741,24 +1229,24 @@ { "data": { "text/plain": [ - "OrderedDict([('ACN', 0.17008),\n", + "OrderedDict([('ACN', 0.15332),\n", " ('AMZN', 0.1),\n", - " ('COST', 0.05561),\n", + " ('COST', 0.04244),\n", " ('DIS', 0.0),\n", - " ('F', 0.0),\n", - " ('GILD', 0.06237),\n", - " ('JPM', 0.0),\n", - " ('KO', 0.04439),\n", - " ('LUV', 0.0232),\n", - " ('MA', 0.38482),\n", + " ('F', 0.01498),\n", + " ('GILD', 0.06199),\n", + " ('JPM', 0.00824),\n", + " ('KO', 0.05756),\n", + " ('LUV', 0.03723),\n", + " ('MA', 0.34662),\n", " ('MSFT', 0.05),\n", - " ('PFE', 0.02564),\n", + " ('PFE', 0.03744),\n", " ('TSLA', 0.05),\n", - " ('UNH', 0.0339),\n", + " ('UNH', 0.04018),\n", " ('XOM', 0.0)])" ] }, - "execution_count": 76, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1769,7 +1257,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1781,9 +1269,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1805,7 +1293,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1818,16 +1306,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Consumer Discretionary: 0.100\n", - "Financial Services: 0.385\n", - "Misc: 0.170\n", - "Consumer Staples: 0.100\n", "Tech: 0.050\n", + "Aerospace: 0.037\n", + "Media: 0.000\n", + "Consumer Staples: 0.100\n", + "Misc: 0.153\n", + "Financial Services: 0.355\n", "Energy: 0.000\n", - "Aerospace: 0.023\n", - "Auto: 0.050\n", - "Healthcare: 0.122\n", - "Media: 0.000\n" + "Auto: 0.065\n", + "Healthcare: 0.140\n", + "Consumer Discretionary: 0.100\n" ] } ], @@ -1854,7 +1342,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1866,24 +1354,24 @@ { "data": { "text/plain": [ - "OrderedDict([('ACN', 0.0),\n", - " ('AMZN', 0.18686),\n", + "OrderedDict([('ACN', 0.01923),\n", + " ('AMZN', 0.15319),\n", " ('COST', 0.1),\n", " ('DIS', 0.0),\n", " ('F', 0.0),\n", - " ('GILD', 0.0642),\n", - " ('JPM', 0.0),\n", + " ('GILD', 0.06686),\n", + " ('JPM', 0.06198),\n", " ('KO', 0.0),\n", - " ('LUV', 0.0),\n", - " ('MA', 0.44753),\n", + " ('LUV', 0.01155),\n", + " ('MA', 0.38719),\n", " ('MSFT', 0.05),\n", " ('PFE', 0.0),\n", " ('TSLA', 0.15),\n", - " ('UNH', 0.00141),\n", + " ('UNH', 0.0),\n", " ('XOM', 0.0)])" ] }, - "execution_count": 79, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1891,14 +1379,14 @@ "source": [ "ef = EfficientFrontier(mu, S)\n", "ef.add_sector_constraints(sector_mapper, sector_lower, sector_upper)\n", - "ef.efficient_risk(target_volatility=0.15)\n", + "ef.efficient_risk(target_volatility=0.20)\n", "weights = ef.clean_weights()\n", "weights" ] }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1911,7 +1399,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "8/15 tickers have zero weight\n" + "6/15 tickers have zero weight\n" ] } ], @@ -1922,7 +1410,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1935,9 +1423,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expected annual return: 27.5%\n", - "Annual volatility: 15.0%\n", - "Sharpe Ratio: 1.70\n" + "Expected annual return: 26.7%\n", + "Annual volatility: 20.0%\n", + "Sharpe Ratio: 1.33\n" ] } ], @@ -1956,7 +1444,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1968,24 +1456,24 @@ { "data": { "text/plain": [ - "OrderedDict([('ACN', 0.04658),\n", - " ('AMZN', 0.20432),\n", - " ('COST', 0.08843),\n", - " ('DIS', 0.01432),\n", + "OrderedDict([('ACN', 0.06766),\n", + " ('AMZN', 0.17041),\n", + " ('COST', 0.08584),\n", + " ('DIS', 0.0024),\n", " ('F', 0.0),\n", - " ('GILD', 0.0832),\n", - " ('JPM', 0.04714),\n", - " ('KO', 0.01157),\n", - " ('LUV', 0.03085),\n", - " ('MA', 0.23886),\n", + " ('GILD', 0.07689),\n", + " ('JPM', 0.09414),\n", + " ('KO', 0.01416),\n", + " ('LUV', 0.04312),\n", + " ('MA', 0.22189),\n", " ('MSFT', 0.05),\n", " ('PFE', 0.0),\n", " ('TSLA', 0.15),\n", - " ('UNH', 0.03473),\n", + " ('UNH', 0.02351),\n", " ('XOM', 0.0)])" ] }, - "execution_count": 82, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1997,14 +1485,14 @@ "ef = EfficientFrontier(mu, S)\n", "ef.add_sector_constraints(sector_mapper, sector_lower, sector_upper)\n", "ef.add_objective(objective_functions.L2_reg, gamma=0.1) # gamma is the tuning parameter\n", - "ef.efficient_risk(0.15)\n", + "ef.efficient_risk(0.2)\n", "weights = ef.clean_weights()\n", "weights" ] }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2037,7 +1525,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2049,24 +1537,24 @@ { "data": { "text/plain": [ - "OrderedDict([('ACN', 0.05538),\n", - " ('AMZN', 0.12987),\n", - " ('COST', 0.06147),\n", - " ('DIS', 0.06366),\n", - " ('F', 0.06115),\n", - " ('GILD', 0.07939),\n", - " ('JPM', 0.07801),\n", - " ('KO', 0.03853),\n", - " ('LUV', 0.06535),\n", - " ('MA', 0.08213),\n", - " ('MSFT', 0.07096),\n", - " ('PFE', 0.04078),\n", - " ('TSLA', 0.08885),\n", - " ('UNH', 0.06216),\n", - " ('XOM', 0.0223)])" + "OrderedDict([('ACN', 0.05801),\n", + " ('AMZN', 0.13571),\n", + " ('COST', 0.06445),\n", + " ('DIS', 0.05975),\n", + " ('F', 0.06037),\n", + " ('GILD', 0.07905),\n", + " ('JPM', 0.08961),\n", + " ('KO', 0.03555),\n", + " ('LUV', 0.06778),\n", + " ('MA', 0.08117),\n", + " ('MSFT', 0.06534),\n", + " ('PFE', 0.03292),\n", + " ('TSLA', 0.08963),\n", + " ('UNH', 0.05412),\n", + " ('XOM', 0.02654)])" ] }, - "execution_count": 84, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -2075,14 +1563,14 @@ "ef = EfficientFrontier(mu, S)\n", "ef.add_sector_constraints(sector_mapper, sector_lower, sector_upper)\n", "ef.add_objective(objective_functions.L2_reg, gamma=1) # gamma is the tuning parameter\n", - "ef.efficient_risk(0.15)\n", + "ef.efficient_risk(0.2)\n", "weights = ef.clean_weights()\n", "weights" ] }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2094,9 +1582,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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('TSLA', 0.09499),\n", - " ('UNH', -0.00931),\n", - " ('XOM', -0.15554)])" + "OrderedDict([('ACN', -0.02186),\n", + " ('AMZN', 0.1691),\n", + " ('COST', -0.05621),\n", + " ('DIS', -0.01695),\n", + " ('F', 0.03174),\n", + " ('GILD', 0.03354),\n", + " ('JPM', 0.06534),\n", + " ('KO', -0.13622),\n", + " ('LUV', 0.00524),\n", + " ('MA', 0.04403),\n", + " ('MSFT', -0.00338),\n", + " ('PFE', -0.08792),\n", + " ('TSLA', 0.10838),\n", + " ('UNH', -0.02754),\n", + " ('XOM', -0.10729)])" ] }, - "execution_count": 87, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -2199,7 +1687,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2213,8 +1701,8 @@ "output_type": "stream", "text": [ "Expected annual return: 7.0%\n", - "Annual volatility: 10.6%\n", - "Sharpe Ratio: 0.47\n" + "Annual volatility: 11.0%\n", + "Sharpe Ratio: 0.63\n" ] } ], @@ -2224,7 +1712,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2236,14 +1724,12 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -2253,7 +1739,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2289,7 +1775,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2301,14 +1787,12 @@ "outputs": [ { "data": { - "image/png": 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", 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" ], "text/plain": [ - " ACN AMZN COST ... TSLA UNH XOM\n", - "Date ... \n", - "2010-06-30 0.000000 0.005985 -0.014381 ... -0.002512 -0.008034 -0.003840\n", - "2010-07-01 -0.009573 0.015559 0.001277 ... -0.078472 -0.019366 -0.008060\n", - "2010-07-02 -0.008882 -0.016402 -0.012204 ... -0.125683 0.016158 -0.000707\n", - "2010-07-06 0.012388 0.008430 -0.004241 ... -0.160938 0.020848 0.015733\n", - "2010-07-07 0.022130 0.030620 0.005370 ... -0.019243 0.010731 0.016882\n", + "Ticker ACN AMZN COST DIS F GILD \\\n", + "Date \n", + "2010-06-30 0.000000 0.005985 -0.014381 -0.024768 0.020243 -0.019731 \n", + "2010-07-01 -0.009573 0.015559 0.001277 -0.000318 0.048611 -0.004084 \n", + "2010-07-02 -0.008882 -0.016402 -0.012204 -0.003493 -0.027436 0.021382 \n", + "2010-07-06 0.012388 0.008430 -0.004241 0.010835 -0.011673 -0.002868 \n", + "2010-07-07 0.022129 0.030620 0.005370 0.044767 0.042323 0.004889 \n", + "\n", + "Ticker JPM KO LUV MA MSFT PFE \\\n", + "Date \n", + "2010-06-30 -0.012143 -0.004172 0.000000 -0.017045 -0.012870 -0.001400 \n", + "2010-07-01 -0.013130 -0.001796 -0.010801 0.016651 0.006519 -0.002104 \n", + "2010-07-02 -0.006929 0.000400 -0.021838 0.000346 0.004749 -0.006325 \n", + "2010-07-06 0.013955 0.007593 -0.011163 -0.013513 0.023635 0.010608 \n", + "2010-07-07 0.050096 0.020622 0.062088 0.037694 0.020151 0.023093 \n", "\n", - "[5 rows x 15 columns]" + "Ticker TSLA UNH XOM \n", + "Date \n", + "2010-06-30 -0.002511 -0.008034 -0.003840 \n", + "2010-07-01 -0.078473 -0.019366 -0.008060 \n", + "2010-07-02 -0.125683 0.016158 -0.000707 \n", + "2010-07-06 -0.160937 0.020848 0.015733 \n", + "2010-07-07 -0.019243 0.010731 0.016881 " ] }, - "execution_count": 97, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -2758,7 +2177,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2771,9 +2190,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expected annual return: 25.3%\n", - "Annual volatility: 12.9%\n", - "Sharpe Ratio: 1.81\n" + "Expected annual return: 24.6%\n", + "Annual volatility: 17.6%\n", + "Sharpe Ratio: 1.39\n" ] } ], @@ -2786,7 +2205,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 43, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2798,14 +2217,12 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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QAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjtCugPPnkk7IsS2vXrg312e125efnq6qqSn6/Xzt27FBqamrY4wYOHKjdu3ervr5ePp9Pubm5SkxMbM9UAABAHGlzQBk7dqwWLlyo48ePh/WvXbtWM2fO1KxZszRp0iQNGDBAu3bt+uqACQnas2ePbDabJk6cqLlz52revHlatWpV21cBAADiSpsCSnJysrZt26b77rtPNTU1of5evXppwYIFeuyxx3To0CF9+OGHmj9/vn7wgx8oIyNDkjR16lQNHz5cP/nJT3T8+HHt379fy5Yt0wMPPKCkpKSOWRUAAIhpPdvyoPXr12vPnj06ePCgnnnmmVB/enq6bDabCgsLQ30lJSU6ffq03G63vF6v3G63Tpw4ocrKytCYgoICvfDCCxoxYoSOHTvW7Hg2m012uz103+FwhN3GonhYQ7ygFl3LltDyy7lJCQlht+1BTduP88MssV6PSOYdcUCZPXu2xowZo3HjxjXb5nK51NDQoNra2rB+n88nl8sVGuPz+Zptb9p2JUuXLlV2dnaz/rKyskinb5x4WEO8oBZmWTgsvd37yKqr64CZQOL8ME13qEdEAeV73/ue/u3f/k1TpkxRQ0NDZ82pmZycHOXl5YXuOxwOlZWVKS0tTX6/v8vm0ZHiYQ3xglp0rTVHDra4PSkhQQuHpevFU0VqDAbbdaxfTMhs1+PB+WGaWK9H0/xbI6KAkp6eLqfTqQ8//PCrHfTsqRtvvFFZWVm65ZZbZLfblZKSEnYVxel0qqKiQpJUUVGh8ePHh+3X6XSGtl1JIBBQIBBo1u/3+2OyQF8XD2uIF9SiawSCl1s1rjEYbPXYq6GeHYfzwyzdoR4Rvch78OBBjRw5Utdff32o/eEPf9C2bdt0/fXX6+jRowoEAsrM/OpfLUOGDNGgQYPk8XgkSR6PR6NGjVK/fv1CY6ZMmaLa2loVFxd30LIAAEAsi+gKyrlz5/TnP/85rK++vl5ffPFFqH/Tpk3Ky8tTdXW16urqtG7dOh0+fFher1eSdODAARUXF2vr1q1asmSJXC6XVq9erfXr11/xKgkAAOh+2vQpnpY8+uijCgaD2rlzp+x2uwoKCrR48eLQ9mAwqBkzZmjjxo3yeDyqr6/Xli1btHz58o6eCgAAiFHtDig//OEPw+43NDQoKytLWVlZV33Mp59+qunTp7f30AAAIE7xt3gAAIBxCCgAAMA4BBQAAGAcAgoAADBOh3+KB0D39dwJT7SnACBOcAUFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxukZ7QkAQGd57oTnG8c8PsrdBTMBECmuoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACME1FAWbRokY4fP67a2lrV1tbq8OHDuvXWW0Pb7Xa78vPzVVVVJb/frx07dig1NTVsHwMHDtTu3btVX18vn8+n3NxcJSYmdsxqAABAXIgooHz++ed66qmnlJ6errFjx+q9997Tf//3f2v48OGSpLVr12rmzJmaNWuWJk2apAEDBmjXrl1fHSwhQXv27JHNZtPEiRM1d+5czZs3T6tWrerYVQEAgJjWM5LBu3fvDrv/zDPP6Gc/+5kmTJigzz//XAsWLNCcOXN06NAhSdL8+fN16tQpZWRkyOv1aurUqRo+fLgmT56syspKHT9+XMuWLdOzzz6r7OxsNTY2dtzKAABAzGrze1ASEhI0e/ZsJScny+PxKD09XTabTYWFhaExJSUlOn36tNxutyTJ7XbrxIkTqqysDI0pKChQSkqKRowY0Y5lAACAeBLRFRRJGjlypDwej771rW/p3LlzuuOOO3Ty5Eldf/31amhoUG1tbdh4n88nl8slSXK5XPL5fM22N227GpvNJrvdHrrvcDjCbmNRPKwhXlCLjmNLaP/7yZISEsJuOxt1bxnnh1livR6RzDvigFJSUqLrr79eKSkpuuuuu7RlyxZNmjQp0t1EZOnSpcrOzm7WX1ZW1qnH7QrxsIZ4QS3MsnBYepccJ6uurkuOE+s4P8zSHeoRcUBpbGzUX//6V0nShx9+qHHjxunhhx/W9u3bZbfblZKSEnYVxel0qqKiQpJUUVGh8ePHh+3P6XSGtl1NTk6O8vLyQvcdDofKysqUlpYmv98f6RKMEA9riBfUouOsOXKw3ftISkjQwmHpevFUkRqDwQ6YVct+MSGz048Ryzg/zBLr9Wiaf2tEHFD+XkJCgux2u4qKihQIBJSZmRn65M6QIUM0aNAgeTweSZLH49HTTz+tfv366ezZs5KkKVOmqLa2VsXFxVc9RiAQUCAQaNbv9/tjskBfFw9riBfUov0Cwcsdtq/GYLBD93c11Lx1OD/M0h3qEVFAWbNmjfbt26dPP/1UDodDc+bM0U033aRbbrlFdXV12rRpk/Ly8lRdXa26ujqtW7dOhw8fltfrlSQdOHBAxcXF2rp1q5YsWSKXy6XVq1dr/fr1VwwgAACge4oooKSmpuq1115T//79VVtbq48++ki33HJL6JM7jz76qILBoHbu3Cm73a6CggItXrw49PhgMKgZM2Zo48aN8ng8qq+v15YtW7R8+fKOXRUAAIhpEQWUf/3Xf21xe0NDg7KyspSVlXXVMZ9++qmmT58eyWEBAEA3w9/iAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADG6RntCQCIDc+d8ER7CgC6Ea6gAAAA4xBQAACAcQgoAADAOLwHBUC31pr31jw+yt0FMwHwdVxBAQAAxiGgAAAA4xBQAACAcSIKKE899ZR+//vfq66uTj6fT2+99ZaGDBkSNsZutys/P19VVVXy+/3asWOHUlNTw8YMHDhQu3fvVn19vXw+n3Jzc5WYmNj+1QAAgLgQUUCZNGmS1q9frwkTJmjKlClKSkrSgQMH9O1vfzs0Zu3atZo5c6ZmzZqlSZMmacCAAdq1a9dXB0xI0J49e2Sz2TRx4kTNnTtX8+bN06pVqzpuVQAAIKZF9CmeadOmhd2fN2+ezp49q/T0dP3ud79Tr169tGDBAs2ZM0eHDh2SJM2fP1+nTp1SRkaGvF6vpk6dquHDh2vy5MmqrKzU8ePHtWzZMj377LPKzs5WY2Njx60OAADEpHZ9zDglJUWSVF1dLUlKT0+XzWZTYWFhaExJSYlOnz4tt9str9crt9utEydOqLKyMjSmoKBAL7zwgkaMGKFjx441O47NZpPdbg/ddzgcYbexKB7WEC+oRevYErrmZdikhISwWxN0598Nzg+zxHo9Ipl3mwNKjx499Pzzz+v999/Xn//8Z0mSy+VSQ0ODamtrw8b6fD65XK7QGJ/P12x707YrWbp0qbKzs5v1l5WVtXX6xoiHNcQLamGWhcPSoz2FkKy6umhPIeo4P8zSHerR5oCyfv16jRw5UjfccENHzueKcnJylJeXF7rvcDhUVlamtLQ0+f3+Tj9+Z4iHNcQLatE6a44c7JLjJCUkaOGwdL14qkiNwWCXHPOb/GJCZrSnEDWcH2aJ9Xo0zb812hRQ1q1bpxkzZujGG28MO1BFRYXsdrtSUlLCrqI4nU5VVFSExowfPz5sf06nM7TtSgKBgAKBQLN+v98fkwX6unhYQ7ygFi0LBC936fEag8EuP+bV8HvB+WGa7lCPiF/kXbdune644w7dfPPN+uSTT8K2FRUVKRAIKDPzq39tDBkyRIMGDZLH839fJ+3xeDRq1Cj169cvNGbKlCmqra1VcXFxG5cBAADiSURXUNavX685c+botttuk9/vD135qK2t1cWLF1VXV6dNmzYpLy9P1dXVqqur07p163T48GF5vV5J0oEDB1RcXKytW7dqyZIlcrlcWr16tdavX3/FqyQAAKD7iSigLF68WJL029/+Nqx/3rx52rJliyTp0UcfVTAY1M6dO2W321VQUBB6nCQFg0HNmDFDGzdulMfjUX19vbZs2aLly5e3dy0AACBORBRQevTo8Y1jGhoalJWVpaysrKuO+fTTTzV9+vRIDg0AALoRc75oAAAA4P8RUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYp2e0JwAg+p474Yn2FAAgDFdQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4/SM9gQAwHTPnfB845jHR7m7YCZA9xHxFZR//ud/1jvvvKOysjJZlqXbbrut2ZiVK1eqvLxc58+f17vvvqvBgweHbe/Tp49ef/111dbWqqamRq+88oqSk5PbvgoAABBXIg4oycnJOn78uB544IErbl+yZIkeeughLVq0SBkZGaqvr1dBQYHsdntozLZt2zRixAhNmTJFM2bM0I033qiXXnqp7asAAABxJeKXePbv36/9+/dfdfsjjzyi1atX65133pEk3XvvvfL5fLr99tu1fft2DRs2TNOmTdPYsWNVVFQkSXrwwQe1d+9ePfHEEzpz5kwblwIAAOJFh74H5ZprrlH//v1VWFgY6qurq5PX65Xb7db27dvldrtVU1MTCieSVFhYqGAwqIyMDL399tvN9muz2cKuwDgcjrDbWBQPa4gX1EKyJSRGewohSQkJYbexIl5/fzg/zBLr9Yhk3h0aUFwulyTJ5/OF9ft8vtA2l8ulysrKsO2XL19WdXV1aMzfW7p0qbKzs5v1l5WVdcCsoyse1hAvqIVZFg5Lj/YUIpJVVxftKXQqzg+zdId6xMSneHJycpSXlxe673A4VFZWprS0NPn9/ijOrO3iYQ3xglpIa44cjPYUQpISErRwWLpePFWkxmAw2tNptV9MyIz2FDoF54dZYr0eTfNvjQ4NKBUVFZIkp9MZ+rnp/rFjx0JjUlNTwx6XmJiovn37hj3m6wKBgAKBQLN+v98fkwX6unhYQ7zozrUIBC9HewrNNAaDRs7rauL9d6c7nx8m6g716NAXeUtLS3XmzBllZn71LwmHw6GMjAx5PP/3PQIej0d9+vTRmDFjQmNuvvlmJSQkyOv1duR0AABAjIr4CkpycnLY95pcc801Gj16tKqrq/XZZ5/p+eef1zPPPKOPP/5YpaWl+uUvf6ny8vLQm19PnTqlffv26eWXX9aiRYuUlJSk/Px8vfHGG3yCBwAASGpDQBk7dqz+53/+J3R/7dq1kqRXX31V8+fPV25urpKTk/XSSy+pd+/eev/993XrrbeqoaEh9Jh77rlH+fn5OnjwoILBoHbu3KmHHnqo/asBAABxIeKA8tvf/lY9evRoccyKFSu0YsWKq26vqanRPffcE+mhAbRBa76mHQBME1tfNAAAALoFAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOPExN/iAQDTtebj3I+PcnfBTID4wBUUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBx+B4UIIa15rs3ACAWcQUFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMbhb/EAhuLv7ADozriCAgAAjENAAQAAxuElHgDoIh31st3jo9wdsh/AZFxBAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHD7FA0QBX8IGAC0joABAjGlNwOWjyIh1vMQDAACMwxUUIAL8yxWxgt9VxDquoAAAAONE9QrK4sWL9fOf/1wul0vHjx/Xgw8+qD/84Q/RnBLQbrwBFgDaL2oB5e6771ZeXp4WLVokr9erRx55RAUFBRo6dKjOnj0brWkhTrUUGmwJiV04EwBAa0TtJZ7HHntML7/8sl599VWdPHlSixYt0vnz5/XTn/40WlMCAACGiMoVlKSkJKWnpysnJyfUZ1mWCgsL5XY3f9OWzWaT3W4P3Xc4HJKk/v37h36ONd/5znckxfYausLyg+90+jGSEv4vpz9/9LdqDAY7/XhoWVM9vt2zp5KCvE2uM71w8ug3jmnN+bEq80cdMp/WnO8ddaxYFev/72iaf2v0kGR13lSurH///iovL5fb7daRI0dC/c8++6wmTZqkCRMmhI1fsWKFsrOzu3iWAACgM6Slpam8vLzFMTHxMeOcnBzl5eWF9fXt21fV1dVRmlH7ORwOlZWVKS0tTX6/P9rT6daohVmoh1moh1nioR4Oh+Mbw4kUpYBSVVWlS5cuyel0hvU7nU5VVFQ0Gx8IBBQIBML6YrUwf8/v98fNWmIdtTAL9TAL9TBLLNejtfOOygu8jY2NKioqUmZmZqivR48eyszMlMfDRzQBAOjuovYST15enrZs2aKjR4/q97//vR555BElJydr8+bN0ZoSAAAwRNQCyptvvql+/fpp1apVcrlcOnbsmG699VZVVlZGa0pdqqGhQdnZ2WpoaIj2VLo9amEW6mEW6mGW7lSPqHyKBwAAoCV8yQAAADAOAQUAABiHgAIAAIxDQAEAAMYhoHSSPn366PXXX1dtba1qamr0yiuvKDk5ucXH3HfffTp06JBqa2tlWZZSUlI6ZL9o2/Nmt9uVn5+vqqoq+f1+7dixQ6mpqWFjLMtq1mbPnt2ZS4lJixcvVmlpqS5cuKAjR45o3LhxLY6/6667dPLkSV24cEEfffSRpk2b1mzMypUrVV5ervPnz+vdd9/V4MGDO2v6caej67F58+Zm58G+ffs6cwlxJZJ6DB8+XDt27FBpaaksy9LDDz/c7n2azKJ1fNu7d6/1xz/+0Ro/frz1gx/8wPrLX/5ibdu2rcXHPPzww9aTTz5pPfnkk5ZlWVZKSkqH7JfWtudtw4YN1unTp60f/vCH1pgxY6zDhw9b77//ftgYy7KsuXPnWk6nM9TsdnvU12tSu/vuu62LFy9a8+bNs/7pn/7JevHFF63q6mqrX79+VxzvdrutxsZG64knnrCGDRtmrVq1ympoaLBGjBgRGrNkyRKrpqbG+tGPfmSNGjXKevvtt62//vWvPPdRqsfmzZutvXv3hp0HvXv3jvpaY6FFWo+xY8daubm51uzZs63y8nLr4Ycfbvc+DW5Rn0DctWHDhlmWZVnp6emhvltuucW6fPmy1b9//298/KRJk64YUNq73+7a2vK89erVy2poaLDuvPPOUN/QoUMty7KsjIyMUJ9lWdZtt90W9TWa3I4cOWKtW7cudL9Hjx7W559/bj355JNXHP/GG29Yv/nNb8L6PB6PtXHjxtD98vJy6/HHHw+r14ULF6zZs2dHfb2mt86ox+bNm6233nor6muLxRZpPb7eSktLrxhQ2rNPkxov8XQCt9utmpoaFRUVhfoKCwsVDAaVkZFh3H7jXVuet/T0dNlsNhUWFob6SkpKdPr0abnd7rCx69ev19mzZ+X1ejV//vzOWUSMSkpKUnp6etjzaFmWCgsLmz2PTdxud9h4SSooKAiNv+aaa9S/f/+wMXV1dfJ6vVfdJ/5PZ9SjyU033SSfz6dTp05pw4YN6tu3b8cvIM60pR7R2Ge0xMRfM441Lper2TfiXr58WdXV1XK5XMbtN9615XlzuVxqaGhQbW1tWL/P5wt7zLJly/Tee+/p/Pnzmjp1qjZs2KDvfOc7WrduXccvJAb9wz/8g3r27CmfzxfW7/P5NGzYsCs+xuVyXXF80/PedNvSGFxZZ9RDkvbv369du3aptLRU1157rdasWaN9+/bJ7XYrGAx2/ELiRFvqEY19RgsBJQI5OTl66qmnWhwTa78AscyEeqxevTr087Fjx5ScnKyf//znBBR0K9u3bw/9/Kc//UkfffSR/va3v+mmm27Se++9F8WZIZYRUCLw3HPP6dVXX21xzN/+9jdVVFQ0+7RHYmKi+vbtq4qKijYfv7P2G6s6sx4VFRWy2+1KSUkJu4ridDpbfK69Xq+WL18um82mQCDQ+sXEqaqqKl26dElOpzOsv6XnsaKiosXxTbd/vw+n06ljx4514OzjT2fU40pKS0t19uxZDR48mIDSgrbUIxr7jBbegxKBqqoqlZSUtNgaGxvl8XjUp08fjRkzJvTYm2++WQkJCfJ6vW0+fmftN1Z1Zj2KiooUCASUmZkZ6hsyZIgGDRokj8dz1Tldf/31qq6uJpz8v8bGRhUVFYU9jz169FBmZuZVn0ePxxM2XpKmTJkSGl9aWqozZ86EjXE4HMrIyGixNuicelxJWlqavvvd7+rMmTMdM/E41ZZ6RGOf0RT1d+rGY9u7d69VVFRkjRs3zpo4caJVUlIS9rHWAQMGWCdPnrTGjRsX6nM6ndbo0aOtBQsWWJZlWTfccIM1evRoq0+fPq3eL63j6rFhwwbrk08+sW666SZrzJgx1gcffGB98MEHoe0zZsywFixYYI0YMcK69tprrUWLFlnnzp2zsrOzo75ek9rdd99tXbhwwbr33nutYcOGWS+88IJVXV1tpaamWpKsLVu2WGvWrAmNd7vdViAQsB577DFr6NCh1ooVK674MePq6mpr5syZ1siRI6233nqLjxlHqR7JyclWbm6ulZGRYQ0aNMi6+eabraNHj1olJSWWzWaL+npNb5HWIykpyRo9erQ1evRoq6yszMrNzbVGjx5tXXvtta3eZwy1qE8gLlufPn2sbdu2WXV1ddaXX35pbdq0yUpOTg5tHzRokGVZljVp0qRQ34oVK6wrmTt3bqv3S+u4etjtdis/P9/64osvrHPnzlk7d+60nE5naPstt9xiffjhh1ZdXZ3l9/utP/7xj9b9999v9ejRI+rrNa098MAD1ieffGJdvHjROnLkiDV+/PjQtkOHDlmbN28OG3/XXXdZp06dsi5evGidOHHCmjZtWrN9rly50jpz5ox14cIF691337Wuu+66qK8zVlpH1uNb3/qWtX//fsvn81kNDQ1WaWmp9eKLL8bi/wxjoh5N/636e4cOHWr1PmOl9fj/HwAAAIzBe1AAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMM7/Ap86GzSSNoMHAAAAAElFTkSuQmCC", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -2817,7 +2234,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2830,8 +2247,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "VaR: -2.13%\n", - "CVaR: -3.24%\n" + "VaR: -2.12%\n", + "CVaR: -3.14%\n" ] } ], @@ -2856,7 +2273,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 45, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2869,8 +2286,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expected annual return: 18.1%\n", - "Conditional Value at Risk: 2.11%\n" + "Expected annual return: 15.6%\n", + "Conditional Value at Risk: 2.09%\n" ] } ], @@ -2893,7 +2310,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 46, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2906,7 +2323,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expected annual return: 25.0%\n", + "Expected annual return: 23.7%\n", "Conditional Value at Risk: 2.50%\n" ] } @@ -2941,7 +2358,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 47, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2954,9 +2371,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expected annual return: 25.1%\n", - "Annual volatility: 12.8%\n", - "Sharpe Ratio: 1.81\n" + "Expected annual return: 24.6%\n", + "Annual volatility: 17.6%\n", + "Sharpe Ratio: 1.39\n" ] } ], @@ -2970,7 +2387,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 48, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2982,14 +2399,12 @@ "outputs": [ { "data": { - "image/png": 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", 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}, @@ -3033,6 +6788,42 @@ "ef.add_constraint(lambda w: cp.sum(w[big_tech_indices]) <= 0.3)" ] }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Ticker\n", + "ACN 0.205386\n", + "AMZN 0.360796\n", + "COST 0.179589\n", + "DIS 0.208873\n", + "F 0.245274\n", + "GILD 0.247475\n", + "JPM 0.268588\n", + "KO 0.121785\n", + "LUV 0.224938\n", + "MA 0.251706\n", + "MSFT 0.220046\n", + "PFE 0.155214\n", + "TSLA 0.303789\n", + "UNH 0.197618\n", + "XOM 0.142450\n", + "Name: mkt, dtype: float64" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mu" + ] + }, { "cell_type": "markdown", "metadata": { @@ -3044,7 +6835,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 52, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3056,20 +6847,18 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plotting.plot_efficient_frontier(ef, ef_param=\"risk\", \n", - " ef_param_range=np.linspace(0.12, 0.4, 50), \n", + " ef_param_range=np.linspace(0.2, 0.5, 50), \n", " showfig=False);" ] }, @@ -3090,7 +6879,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 53, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -3103,18 +6892,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "Sample portfolio returns: [0.23543194 0.23507301 0.22410885 ... 0.22769761 0.21848404 0.24754775]\n", - "Sample portfolio volatilities: 0 0.149765\n", - "1 0.159008\n", - "2 0.141414\n", - "3 0.169300\n", - "4 0.151457\n", + "Sample portfolio returns: [0.2237915 0.22173136 0.21968847 ... 0.19190574 0.21576692 0.21962956]\n", + "Sample portfolio volatilities: 0 0.179384\n", + "1 0.174740\n", + "2 0.190086\n", + "3 0.214345\n", + "4 0.188124\n", " ... \n", - "9995 0.154257\n", - "9996 0.152824\n", - "9997 0.158934\n", - "9998 0.144248\n", - "9999 0.160539\n", + "9995 0.180551\n", + "9996 0.169346\n", + "9997 0.183431\n", + "9998 0.173361\n", + "9999 0.172951\n", "Length: 10000, dtype: float64\n" ] } @@ -3141,7 +6930,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 54, "metadata": { "id": "H3nL43aM9nzT" }, @@ -3163,7 +6952,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 55, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3175,14 +6964,12 @@ "outputs": [ { "data": { - "image/png": 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9+Hy+H4Qnmjp1Kvfffz9XXnklsbGx7Nixw4QwMrR7VJXCkkoyg2KUu4/M3H2hbjq3q7YYpSfHk9qj43EjRvXRbAIlIm7gSeBMIA/4XkQ+UNX1YcVeVdV/OuXPAx4Fpjl5Wao6kh/yFHA98B22QE0DPm2es2he6o5BTZs2LeRq3hReeuklbrjhBn7zm9/g9Xp56623anm1XXfddWRnZzN69GhUlS5duvDee+81WOesWbOYNm0aPXv2rOUk0Rg///nPuemmmxg2bBgej4fZs2fXajkd7FjDhw9n9OjRvPLKK6H0s846iw0bNnDSSScB9hjcyy+/fEy8GA2G1kJxqSNGjhBtydvHvlLHgcElpHbvGOqm658cT1qPTkS0wm66I6HZ3MxF5CTgAVWd6mzfC6CqfzxI+cuBq1X1R04L6iNVHVqnTA9gnqoODNtnoqreULe+cFqrm7nh6GLuqeF4pbS8upYQZeYUU+C4drsEkrt1pH9yPOm94+nfO54+rXTM6HBpCTfzXkBu2HYeML4ew24G7gAigMlhWX1EZAWwH7hPVRc4debVqbPePisRmQXMAkhJSTn8szAYDIajSGW133Fg2EdmbjGZOfvYVXgglN8jKYbBfRNJ7x1Peu8E+vaKI7qFvelaihY/a1V9EnhSRK4A7gNmAruAFFUtdMac3hORIYdY79PA02C3oI6y2QaDwdAogYDF9t2lbM4pZnNOMZm5+8jZU4pl2Y+kpLgo0lMSOHN8it06So4ntkNEC1vdemhOgdoBhPsSJztpB+N17PElVLUKqHLeLxORLGCAs3/yIdRpMBgMx4Sge7ctRvvYnFNM1o4Sqn2281JstJcBKQmMH9Ldbh2lJNC50w+nhxhqaE6B+h5IF5E+2CJyGXBFeAERSVfVTGdzOpDppHcBilQ1ICJ9gXRgq6oWich+ETkR20niauDxZjwHg8FgqJfS8mpbjLYXsznXFqT9B2yPugiPi37J8Uw7KZUBvRNIT4mnR2KMibp/iDSbQKmqX0RuAT7DdjN/XlXXiciDwFJV/QC4RUSmAD6gGLt7D+A04EER8QEWcKOqFjl5P6fGzfxTjlMPPoPBcPzg8wfYtnM/m7bbXXWbcorZVWCPG4lASreOjB/SnQEpCQxISSCle0c8bhOL+0hp1jEoVf0E2xU8PO03Ye9vP8h+7wDvHCRvKTC0vjyDwWA4UoKTXzdvL2ZjThGbttvRGIIRuzt3imRASgJnjkshIzWB/snxdIgy8/SagxZ3kjiuKCmBk0+GRYvACd1zJIgIV155JS+//DJgRwXv0aMH48eP56OPPjqiusvLy7n++utZvXo1qkp8fDz//e9/KSgoCAWTNRgMUFnlJzNvHxuzbTHalFMcmm8U4XHRv3c855zSh4zUBDJSOpMUH2W66o4RRqAOhY8+gvXr4eOP4YorGi/fCDExMaxdu5aKigqio6P5/PPPG4300FQee+wxunXrxpo1awDYtGnTUYnGcLhLaxgMrQFVZVfhATZtL2ZjdhEbtxeTvWt/yKuuZ1IMowZ0ISO1MxmpCaT16GS66loQ86Q5FF54oebvURAogLPPPpuPP/6Yiy++mNdee43LL7+cBQsWALBkyRJuv/12KisriY6O5t///jcZGRn89a9/Zc2aNTz//POsWbOGyy+/nCVLltChQ4dQvbt27aq1FEVGRkbofSAQ4Prrr2fRokX06tWL999/n+joaJ555hmefvppqqur6d+/Py+99BIdOnTgmmuuISoqihUrVjBhwgQ6depEVlYWW7ZsoaCggLvvvpvrr78eqH+ZDIOhpais9rMldx8bQ4JUREmZ7cgQHelhQEo8l0xOt1tHqZ3pFGNcvFsTRqAa4j//gfnza7a//tr++9VXcNttNekTJ8KFFx7WIS677DIefPBBzjnnHFavXs21114bEqiBAweyYMECPB4PX3zxBb/+9a955513uP3225k4cSLvvvsuv//97/nXv/5VS5wArr32Ws466yzefvttzjjjDGbOnEl6ejoAmZmZvPbaazzzzDP8+Mc/5p133uGqq67iwgsvDAnNfffdx3PPPReKUJ6Xl8eiRYtwu9088MADrF69msWLF3PgwAFGjRrF9OnTWbt2bb3LZJx22mmHdW0MhkOlYF8FG7YVsWF7ERuyi9i2o4SA0zrq1SWGsYO6MTC1MwPTOtO7W0fcLtNV15oxAtUQPh889RTUjb5dVQWPO97tHg8c4jIV4QwfPpzs7Gxee+01zj777Fp5JSUlzJw5k8zMTEQEn8+OUOxyuZg9ezbDhw/nhhtuYMKECT+od+TIkWzdupU5c+bwxRdfcMIJJ/Dtt98SHR1Nnz59QjEAx4wZQ3Z2NgBr167lvvvuY9++fZSVldWKgn7JJZfUioV3/vnnEx0dTXR0NJMmTWLJkiV888039S6TYQTK0BwEAhbZu/azIbso9NpbXAFAhNfNgJR4LpzUn4FpnclISTjiVV8Nxx4jUA1x6aUwbBicey7s2gUVFTV50dHQowd8+CEMHnxEhznvvPO48847mT9/PoWFhaH0+++/n0mTJvHuu++SnZ3NxIkTQ3mZmZnExsayc+fOg9YbGxvLhRdeyIUXXojL5eKTTz7hoosu+sHyFxXOeV1zzTW89957jBgxgtmzZzM/rPVYd5mLuoPEInLQZTIMhqNBZZWfTTnFrN9WxPpthWzaXkRFlT0JtnOnKAb16cwFp/VjUJ/O9OkZZ8aO2gBGoBpj8GBYtgzqLj9RXQ3Llx8Vb75rr72W+Ph4hg0bVksUSkpKQk4Ts2fPrpV+22238fXXX3PLLbfw9ttvh1bfDbJw4UIGDx5MQkIC1dXVrF+/vpbA1UdpaSk9evTA5/PxyiuvNOiw8f7773Pvvfdy4MAB5s+fz8MPP0x0dHS9y2R07dr1kK+JwVBSVsX6bYWs22oLUtaOEixLEYHU7p2YOKY3g/skMjitM10Soo1nXRvECFRTWLAAOnSwW1Cq9sy86Gg7/Zxzjrj65ORkbgsf03K4++67mTlzJg899BDTp08Ppf/iF7/g5ptvZsCAATz33HNMmjSJ0047rZYQZGVlcdNNN6GqWJbF9OnTueiii9i+fftB7fjd737H+PHj6dKlC+PHj6e0tPSgZYcPH86kSZMoKCjg/vvvp2fPnvTs2bPeZTKMQBmaQn5ROeu2FbJuq/3Kyy8DbFfvAakJXDw5ncF9OpOR2pnYaDPvqD3QbMtttCaOeLmNSy6Bd96BsWPhiSfglltg6VK4+GJ4881msLh188ADDxAbG8udd97Z0qbUwiy3cfygquwsOMDarALWOoIUHD+KifIwqE8iQ/omMqRPIv17x+P1mO66tkxLLLfRdsjMhN/8Bu6/H9xu+PZb+N3v4P33W9oyg+G4QFXJ3VPKmqxC1mYVsG5rIcXOZNj42EiG9E3kwon9GdI3kZTunYx3nQEwLagWssjQHJh72npQVfLyy1iTVcDqLQWszSoIzT9KjItiaN8khvZLZGi/RHp1iTXjR+0c04KqB1U1X4w2Qnv4odWaUVV2F5azesteVmcWsDqrIBQuKDEuilEZXRneL4mh/ZLontjBfO8MTaLdClRUVBSFhYUkJiaaL8txjqpSWFhIVJRZW+dYUlhSweotBazOLGDVlr2hMaTOnSIZmd6Fof2SGN7fCJLh8Gm3ApWcnExeXh579+5taVMMR4GoqCiSk5MbL2g4bMorfazNKmRl5l5Wbs4nd4/tZdexg5dh/ZO4aFI6I9KTTJed4ajRbgXK6/XSp0+fljbDYGi1BAIWm3KKWbl5Lys372VTTjGWpUR43Qztm8iUE1IZkZ5En55xuIxTg6EZaLcCZTAYaqOq7Co4wIrNe1mxKZ81WQWUV/oRgf7J8Vw0qT8jB3RhYGpnIrzuxis0GI4QI1AGQzumrMLH6sy9LN+Uz4rNe8kvKgega0I0p47sxagBXRmenkTHDibKt+HYYwTKYGhHBAIWmbn7WLEpn+Wb8tmcU4yl9tITw/snceHp/RiV0ZUeSTFmHMnQ4hiBMhjaOHuLK+wW0qZ8Vmbu5UCFDxFI7x3PJVMGMGpAVzJSE0xwVUOro1kFSkSmAY8BbuBZVX24Tv6NwM1AACgDZqnqehE5E3gYiACqgbtUda6zz3ygBxAMLX6WquY353kYDMcTVb4A67IKWbZpDys21XjbJcZFcfKwHozK6MrIAV1Mt52h1dNsAiUibuBJ4EwgD/heRD5Q1fVhxV5V1X865c8DHgWmAQXAuaq6U0SGAp8B4aG1r1TV2qEhDIZ2SjBqw7KNditpbVYB1X4Lr8fF0L6JnDU+lVEZXUnp1tF02xmOK5qzBTUO2KKqWwFE5HXgfCAkUKq6P6x8DKBO+oqw9HVAtIhEqmpVM9prMBw3lFf6WJVZwLKNe1i+KT80STa5ayzTTk5jdEZXhvRNJCrC9OIbjl+a89PbC8gN284DxtctJCI3A3dgd+dNrqeei4DldcTp3yISAN4BHtJ64tyIyCxgFkBKSsrhnoPB0CpQVbbvLmXZhj0s25jP+m2FBCwlOtLNiPQu/PiMAYzO6ErXzh1a2lSD4ajR4j+vVPVJ4EkRuQK4D5gZzBORIcCfgLPCdrlSVXeISEdsgfoJ8GI99T4NPA12sNjmOwODoXkor/SxcvNelm3MZ/nGPRSUVAKQ1qMTF5zejzGDujEwtbNZisLQZmlOgdoB9A7bTnbSDsbrwFPBDRFJBt4FrlbVrGC6qu5w/paKyKvYXYk/ECiD4XgjuCTF0g35LNu4h3Vb7VZShygPIwd04fKB3RgzsCuJcdEtbarBcExoToH6HkgXkT7YwnQZcEV4ARFJV9VMZ3M6kOmkxwMfA/eo6sKw8h4gXlULRMQLnAN80YznYDA0K5XVflZvKWDphj0s27CHfGcsKdhKGjuoGwPTOhsXcEO7pNkESlX9InILtgeeG3heVdeJyIPAUlX9ALhFRKYAPqCYmu69W4D+wG9E5DdO2lnAAeAzR5zc2OL0THOdg8HQHOwpKmfp+t18v2EPa7bYHndREfZY0iVnDGDMwG50STCtJIOh3S5YaDAcKwIBi43bi/neEaWc3aUA9EiK4YRB3Rg7qBtD+yXi9Zj4dob2iVmw0GA4hpRV+FixMZ8lG3azbMMeSst9uF3C0H6JnDkulRMGd6NXl9iWNtNgaNUYgTIYjhK7Cg6wZP1ulqzbHXJw6BQTwQmDu3PC4G6MGtCVmGhvS5tpMBw3GIEyGA6TgKVk5hTz3brdfLduN7l77K673t06MmNif8YN7s6A1ATcZq0kg+GwMAJlMBwCldV+Vm3ey3frdvP9+j3sK6vC7RKG9E1k2ompjBvSne6JMS1tpsHQJjACZTA0QklZFd+v38PitbtYsXkv1b4AHaI8jB3YjXFDujNmUDdiTdedwXDUMQJlMNRDflE5367dxeK1u1i/tRBLISkuirPGpTB+aHeG9E0yERwMhmbGCJTBQE0Uh2/X7OLbtbvIyisBILV7Ry45YwAnDu1Bv+Q4Ew3cYDiGGIEytFtUlay8Ehat2cmi1bvYsddeNykjNYGfnjOYE4f1oGeScQU3GFoKI1CGdoVlKZtzilm4eieL1uwiv6gcl0sY1i+Rc0/ty4lDu5tYdwZDK8EIlKHNY1nKhuwiFq3eyaLVOykoqcTjdjFyQBcumzKAcUO6Excb2dJmGgyGOhiBMrRJLEvZtL2Yb1bt4JtVOynaX4nX42J0Rleunt6TcYO7m0mzBkMrxwiUoc2gqmTm7mPBSluUCvZV4PW4GDOwK6eM6MUJg7vRIcqIksFwvGAEynDck71rP1+vyGPByh3sLizH47ZbSjPPHsS4Id2NKBkMxylGoAzHJbsLD/D1ih18tSKPnN2luFzCiP5JXDolgxOH9TATZw2GNoARKMNxQ0lZFd+s3MFXK3awIbsIgEFpnbnxwuFMGN6T+I7G0cFgaEsYgTK0aqp8AZas2828Zbks35hPwFLSenTi6rMHcfqoZLp27tDSJhoMhmbCCJSh1WFZyvpthcxdmsvC1Tspr/STGBfFBaf3Y+KY3qT16NTSJhoMhmOAEShDq2F34QHmLs1l7tJc9hSVEx3p5uThPZk0pjdD+yWZZRrx7IUAACAASURBVCsMhnaGEShDi1JZ5Wfh6p18viSHdVsLEYER6V24atpAThzWg6gI8xE1GNor5ttvOOaoKptyipmzeDvfrNpBRVWAHkkx/ORHg5g0pjddEkyoIYPB0MwCJSLTgMcAN/Csqj5cJ/9G4GYgAJQBs1R1vZN3L/AzJ+82Vf2sKXUaWi/7D1Qzf1kun323nZzdpURFuDllRC+mjEthcJ/OJlK4wWCoRbMJlIi4gSeBM4E84HsR+SAoQA6vquo/nfLnAY8C00RkMHAZMAToCXwhIgOcfRqr09CKUFXWbyviv99ms3D1Tnx+i/Te8dxyyQhOHdnLTKI1GAwHpTlbUOOALaq6FUBEXgfOB0Jioqr7w8rHAOq8Px94XVWrgG0issWpj8bqNLQODlT4mLs0l0+/zSZ3TykdojycNT6VqSem0qdnXEubZzAYjgOaU6B6Ablh23nA+LqFRORm4A4gApgctu/iOvv2ct43WqdT7yxgFkBKSsqhW284LLbv2s/HC7cxb1kuldUB0nvHc9uPR3LqyF5ERZohT4PB0HRa/Imhqk8CT4rIFcB9wMyjVO/TwNMAY8eO1UaKG46AgKUsWbebDxdsZU1WAV6Pi9NG9WL6hD6k905oafMMBsNxSnMK1A6gd9h2spN2MF4HnmrCvodSp6EZKa/08fmSHD5csJU9ReV0SYjmmumDmTIuxayvZDAYjpjmFKjvgXQR6YMtIpcBV4QXEJF0Vc10NqcDwfcfAK+KyKPYThLpwBJAGqvT0PzsLa7gw2+28tnibMor/Qzu05mfnjuEE4d0x+12tbR5BoOhjdBsAqWqfhG5BfgM2yX8eVVdJyIPAktV9QPgFhGZAviAYpzuPafcm9jOD37gZlUNANRXZ3Odg6E223fv5525mXy9YgcKnDK8JxdM7Ge68QwGQ7Mgqm1/eGbs2LG6dOnSljbjuGVzTjFvfrGZ79btJjLCzdTxqZx3Wj+6mUCtBoPhKCAiy1R1bN30FneSMLReNmYX8dqcTSzflE9MtJfLzszgnFP6mPElg8FwTDACZfgBm3OKeeW/G1m+KZ9OMRHMnD6Ys09OM5NqDQbDMcUIlCHE9t37efnTDSxeu5tOMRFcM30wZ0/oQ7SZv2QwGFoA8+QxUFhSwSv/3ciX3+cQGeHhymkDOe/UvqbFZDAYWhQjUO2Yymo/787P4p15mQQCFuee2o9Lzkg3Y0wGg6FVYASqHaKqLF67i2ffX0t+cQUnD+/BNdOH0CMppqVNO25YtS+Tf215j47eGH6ZcTldo4yrvcFwtDEC1c7YVXCAf/5nNcs35ZPWoxN/+PlohvVLammzjiuqAtX8Zs0zVFrVuBB+v342j43+RUubZTC0OYxAtRP8AYt352/h9TmbcLtdXH/+UKZP6GMiPxwGlVY1fnveOBZKYXVJC1tkMLRNjEC1A7btLOFvr61g684SThrWgxtmDCMxzqxae7jEeWOZ1HUMX+1dASjXpJ3d0iYZDG0SI1BtGH/A4q0vM3nj80107BDBvTNP4OThPVvarGblhY3LeGvLGsZ36829YybhcTVPC/GXGZdzeeqZRLkiSIw061sZDM2BEag2yo69ZTz66jI25+zj9FHJzJoxjE4xES1tVrOyeHcODy/7ioqAjy0lhfTo0JHrhoxrfMfDQEToFd2lWeo2GAw2RqDaGKrKF0ty+Nd7a/C6Xfzq6rGcMqJX4zu2AXYe2I+I/b4y4Gd72b6WNchgMBwRRqDaEOWVPp58exVfr9jB8P5J3HHF6DY91rSnvIz91VX0j+uMiHBGcn/+b+UCXI5K/SRjVAtbaDAYjgQjUG2E7bv288cXlrCrsJyrfjSQiycPwO2Sljar2fho60buWPAxLoSJvfvy1KTziYuM4svzr2PzvgJSOsYTH9l2xdlgaA80WaBEpBeQGr6Pqn7dHEYZDo0FK3bw2Jsr6BDp4aEbT26z85rySkt4N3M9PWM78vfV31IVsF295+ZmsfNAKb1iOxHl8TI8qUcLW2owGI4GTRIoEfkTcCn2AoIBJ1kBI1AtSMBSXv50A2/PzWRQWmfumXkCnTtFtbRZtQiuNyZyZK25supqzv3Pi+yvriLC7aZzTDRuEQKqCELHCBOeyWBoazS1BXUBkKGqVc1pjKHplFf6+Msry/h+/R6mnZTGrAuG4fW0rkm38zZkcffrnxJQ5aGLzuLsERmALVq/mzOPt1auJSUhnucuv5DuHWMbrGtbSRE+yyKgSoXfxwG/my7RMXSMiOR/x59BJyNQBkObo6lPtK2ACW3dSsgvKufuxxewbGM+N84Yxs0Xj2h14gTw67c+40C1j4qAn7ve/oT1O/cAsGLHLt5ZvZ6qQICthUX8Ze6CRuvqG9+ZKI+HCJcbVwTsD1SSX1VKsa+ck3qkNPepGAyGFqCpT7VyYKWI/EtE/h58NadhhvrZnFPML//+NQX7Kvjt9Scy/ZS+LW3SQRFAXYALLODqf79NWWUVAcsi2OEXUOWjjZv40ewX2Lm/9KB1xXgj+OSimfxq/Gl0iPBiqaLA/upKynymYW8wtEWaKlAfAL8DFgHLwl4NIiLTRGSTiGwRkXvqyb9DRNaLyGoR+VJEUp30SSKyMuxVKSIXOHmzRWRbWN7Ipp7s8c6Sdbu59x8LifC6+fNtpzFyQNeWNqlB/nTp2bjcYiuVgGUpu/eXMbZ3L87K6G+LlIDPZbGlsIg/zJ/fYH1dO8Tys2FjuWbgGKI9XmI8XsZ2TSYuonWNuxkMhqNDo2NQIuIGrlHVSYdSsbPfk8CZQB7wvYh8oKrrw4qtAMaqarmI3AQ8AlyqqvOAkU49nYEtwJyw/e5S1bcPxZ7jnc8WZ/OPt1fRNzme3/xsPAkdW/9D+dSMNH49fSJ/mWPPTeqdEEdaYgIiwiPnTeOyscO5+q13qPD5UFWqA4HGKwV+OepUTu/VlzJfFaf0TDtiBwyDwdA6abQFpaoBwBKRQw04Ng7YoqpbVbUaeB04v07d81S13NlcDCTXU8/FwKdh5doVqsobX2ziibdWMSqjK3+4aUKrEafvt+Qy408v8pPHXmf73mIAlmzN5a43PmH2wmVYlnLl+JG8eO0l3DBxHHv95Zz893/x+aZMAEb16MHZA9JxiZAUE8M9p5/WpOOKCCd0S2ZScj+8LneznZ/BYGhZJOgG3GAhkfeBUcDnwIFguqre1sA+FwPTVPU6Z/snwHhVveUg5Z8AdqvqQ3XS5wKPqupHzvZs4CSgCvgSuKc+70IRmQXMAkhJSRmzffv2Rs+ztaGqPP/hOt77KouJY5K5/dJReI7x8hi5e4qpqPaTnpxUq6Xi8weY8D//oLLajwj0657Io9eey4zHX6LSH8DtEm44fRy3TjkZgFP//jR7yuyPToTbzcq7bgkFcvUFAnhcLtMSMhjaKSKyTFXH1k1vqpv5f5xXsyAiVwFjgdPrpPcAhgGfhSXfC+wGIoCngV8BD9atU1WfdvIZO3Zs4yrcyghYylPvrOKzxds555Q+XH/+MFzHODLEa58v54l3vkEEJo9J58HrfhTKq/YH8PktAFShuKyCrPwiqtUCsZ0fXvh2OeP69+avXy2iqLzSnjkn2A4OYT+MvO7GW0H55WUUVZUzIL5LKJSRwWBo2zRJoFT1hcOoewfQO2w72UmrhYhMAf4HOL2eltCPgXdV1Rdmyy7nbZWI/Bu48zBsa9UEAhZ/e2MF85fl8eMpA7hq2sAWaV0899F3VPn8AHz23SbuvnIysdH2fKOYqAguP3UEby5cDcAvzj2VMWm9sFQJuugdqPZx9ctvo862CLhdLu4/a2KDolQdCDDry3f5euc2hnTuynVDx3LPd58gCGO7JjN78qVGpAyGdkBTI0lsw/79WwtVbcjH+XsgXUT6YAvTZcAVdeodBfwLuyswv546LsduMYXv00NVd4n9xL4AWNuUczheCAQsHn11OV+v3MFVPxrIpVMyWsyWHomd2H+gEkuV6EgPURG1p8LdfcFErp44BkHYWbKfSp+PsWm9WJmzC7dLiI2OJN9XM3TYNTaWOTddg9vlYmfpfu7+8jP2VVRy36kTOTG55rfMJ9kbWbInF0uVjcV7+d33c6kM2EK5ND+PrJJC0uPbZjgng8FQQ1O7+ML7BqOAS4DODe2gqn4RuQW7e84NPK+q60TkQWCpqn4A/BmIBd5yWgg5qnoegIikYbfAvqpT9Ssi0gX7d/pK4MYmnkOrJ1ycrpk+mIsmpzf7MUsPVOLzBegcH8OaLTuprPIzelAybpeLv9xyHg+//CUHKqr5xaWn1zv+FR8TzSX/eIVd+0rxBQKoW3F5XERHRDBpcF/eWFXz+2Foz66MeuofWKp06xTDjrL9WCjXfPAOK66/mWhv/XPB4yIiKQmU47csFCUhygSBNRjaA01ykqh3R3tQa8xRtqdZGDt2rC5durSlzWgQy1L+9vpy5i3LY+b0wVx8DMTp82828vun/osq9O/flS07CxFg9MBkHr1zRoP77i09QObuAg5UVfPrd+yIEQAqoB6I8np48NwpzF66nLV78/F4XBAhVPr9oTosrxXqDnxi6rmc099uLfqsADfOfY+v8rYxNLEbj51+Dn9cMZcdB0qYmTGGD3euotRXya+HT2VsUmqzXBuDwXDsOJiTRFO9+EaHbbqwW1Q3qeqIo2di89HaBUpVeeqd1Xz6bTZXTRvIpWc2X7fe7vwSduzax6ABPbj09ucp3Gd71gUiJCQWbpcw+6EriYqMIKVr/A/q2JpfxGVPvmZHihDFpxZV/gBuESyXEnA5/hAdBHWBH1uIgmNRCCiKejU00WF6vwyenHpuvTaXVFeweV8+28oKeXTdXIqry0Ggg9vLd+feTYRxNTcYjmuO1Ivv/8Le+4Ft2A4MhqPAi59s4NNvs7loUn9+PGVAsx1n5dpc7n7wbVwuFx1jI4ntGBkSKFRxu11Yqni9bq7+02uIuLh88khum3FqrXo+WbWR8qpqFNtlfProgWQXFJPePZHi6krmbNqCT2xPPVVHhARQ8Lhd+NVC3TXOFBEuNz71U1JVSVxk7TleuWXFXPD5c1QGfPjw18qrtgJU+n1ERBiBMhjaIk0VqJ+p6tbwBMf5wXCEvPdVFm/PzeRHJ6Uxc/rgRr31ivL387sb/83unEJ+/PMziOnckW/nbeDEiQORCDcrl2Zz+pTBjJ9QW+i2bd/L/X96n4rKmof8uacPImdXMZaliEJiXAzDB/Tky/VbqfZbgMWLny/j1gtOqWVXny6difJ6qPD5cblgv78Kn0c5oV9v0pISmLdtG76AH6VGhAAQJTrCQ0piPFv3FVFt+fF4XFSqnzk7M/nmzW1cOXAEgxO7MalXX3aWlzJ352bK/NVYBKgxQfCKMCN1BJ1MmCODoc3S1C6+5ao6uk6aGYM6Qr5ansdfXlnGhOE9uesnY5u0Au5DP5/N4jlrCQQsPBFuJDaaap+FO9oLER58vgCRkR4eefJqBg21A3Nk5xZy9a3PY6nTzSYQ6RYe+NUF3P/UJ1RV+3G5hNPG9OPh289j+v88x+7C/SjQsUMkHz50LZ062EKwa18pqsrna7ewYNM2qt0W3+Xlgdpu5G9eexm5Jft54Iu5FPkqQnar2J8z9UK018O9E07jj8u+4oC/GtzBNaPsv5FeDyoBIrwuYr2RlPnLqbR8uFx2a8vrcvP0hMsYm5RiJvcaDG2Aw+riE5GBwBAgTkQuDMvqhO3NZzhM1mQV8LfXVzCkbyJ3XDG6UXE6UFpJTuZuSorKCATsCbIo+KsDIII/oKgvEEwmc+OukED96e+fogrqBpzjVIuQ1qszJ41IY+HKrfTuGs8dV9nhFp+4dQa/fu4TNu/YS5UrwIUPv8jVZ47lic8XcaDaR4THxaxJ43n2uouY+Ngzti1iH/eLTVncMfkUbv/045DtitpRzd12OZ9lkVe2H79aoTISjByLUhXwA4pfAgjCWcmDyCsvZljnHgyIS2JCt34kx/xwbMxgMLQtGuviywDOAeKB8BHsUuD65jKqrbNjbxm///cSuid24L6fjiPC2/AYSuHuEm6e+gi+avvBHd0hgupqPyNOTmflmjw0oLhUkQgPfp+f6io/L726iFMmD6Jz51gOVFShThSHIKrK/z7xMRvzC/C5lMyCIv74+pfsLi0ja3cRXo8bnxeq/X4OVPh55IOv7NaXC6p8Fv+Yt5juSZ0oKq+oZev7GzZwanoaMRERlFVXhQ6qrpruPr9lsbwgz1myXUAVl0uwVHGJ2BEzxMJCsVSZOeAERiT2PFqX32AwHCc0KFCq+j7wvoicpKrfHiOb2jSl5dU8+Oxi3C7hf687kdgOEY3u8/VHKygvq8RX7cflFi67dSoXXHc6WzbtZvUvXsVXUU1EhIfBo1NZuTqHgKWU7K/kww9WMOH0DHJ2l9QbFji3oASfpaHWz1crtmJF2t581f6AnR5JKERRaKq2C3xu5Z4P7AhUwWR1wY6yUi5/9S06xHicdMXyOI4SLrtwfHQU64vzwenSE4SnJ83ArxZ5ZSX0jO3Egt1ZrCraxZX9RxtxMhjaKU11kigUkS+Bbqo6VESGA+fVDexqaJhAwOKRl5aSX1zB7286me6JMU3ar3vvRNxuFz7AG+GlV58kOsZ1oCB/vz0G43JR7QRo9UR68Vf6cLtddOoUzZ+fmoM/YNlde46SqEBcx2hOGNOHT5ZsDB1HqRmjQsEKfjrq6X3U4H9So13qsQsrSll1NeqxRUvETgvWVeKvwMLC7RK8LjcD4pOYklJ73tfZqQObdG0MBkPbpamhsZ/BDjnkA1DV1dihiwyHwAufbGDl5r38/KLhDO6T2OT9xp85hH4jUhCPm46JsYw+fRAAJ52eQVxCDNEdIoiJiWTWLVM4a+owEhI6MHhEMpViUbLf7oILjvaoAtGCJ87L0P49EbfY4gJYUdS4hLvC3hPWSgIsZywpuGNI2BQsNNQV+ANhcwQt4LIjQgSwmJLajzfONh8lg8HwQ5raguqgqkvqeEz5D1bY8EMWrNzBu/O3MH1CH84cf2jRD9Z+v42szHzU66WopJJn//wxd/zhEmI7RvPs2zeTu72Q7j3jiYmN4vb/NxV/pPD+p6v4fmMeAIEIwCuo09wJuGHX/jIeeXUuKmB5BctLaOVbcATJIjTBVgEr0nG0cIbM1PEKFIFO0V6KpdrutpOwSkRDPYSx0RF0jo0ku2yf7bkn8EnuBiK+c3FSj95M7tWfpKjYI7rOBoOh7dBUgSoQkX44zy1nraddDe9iCJK7p5S/v7GCgakJ/Oy8oYe8f3WV34naAAGvhy/+u44vv9jA1TefQVZOAVuz9nLqpIGcemoG/fp15f1PV4X2tQBctjiJ1AiPuh3hcdtedrbSUMuZwvIQ+oRYnqAXIKExK3U7aQqlHp8jaDXhIgQFt92iUheU+ispLStH3KHDoQrvblvH57s28pfV8/ly+o10NHObDAYDTReom7HXVhooIjuwI0lc2WxWtSEqq/386cXvifC6+dXVJ+D1HPqCg6MmpDNsfF++W7gFFUE9LvC4+PfT81ARApFutr26iBdf+5aTTuwX2k8FApF2uKHw7jbLZQuGuhyhcAlYdroVFCA3IVEMdfnV5wnviFXA0rDWl9Mh6Fbw2ONPwR7BoH45vn2hjYqAD7cIa4t3c1K3NDtXlW/2bqawqpQzug+ho9cEiTUY2hNNelo6y7ZPAboAA7EXFjylOQ1rKzz7/lpy9pTyyyvHkBR/eA9Yt9vFfU/8hKkXj7Uf7B6X86S31UHdEnryL/4uyw4xhN2VZ7ntfLU1yBYhL7bThAgSVBicsl7H2SHYtRfuLBEayHL+BLv6RAn/B6BexfIqlljgUnui7kGEzu3WULX9O9Uso/HU5i+5Z8XrPLLuY65c+A98lulVNhjaE41N1O2E3XrqBbwPfOFs/xJYDbzS3AYezyxctZPPFm/nkjPSGZ3RtcGyOZt38d1/V9FveAqjJw6ulbev6AC3XPFPSvaVI24XWM7E19BYj9ovESwFy2P3n1nOxNzg2GHd1lDIzyHYreeu0Y6QU0QEtQXFsve3nK47oGbsKqh1onasPVd4HD4NuZWHBqUAtxsy4rpwcvc0Lu47gi7RsZT7q7hu8fNsKNkROsWd5fu44OuHubbvZC5KObmRK28wGNoCjXXxvQQUA99iT8z9H+xHywxVXdnMth2flJTAySez99O5PP7WSgakxHPF1IZdpnfnFHD7mX+gusqPx+vml49fw2kX1ET9mPvJKvYVHaA6YIHXheWqUZeAx4XldVpUCgGPgNt+qkswtFEYocBWWuPMEBSu4LhQQ6iA5VE0sqbuUMy9Wu1x/WH7PEzQBnVO5ECgmoHxXfjj+OkkRtku934rwKvbFrNl/55au1pYFFeX8mTmJ4xNTCc1pksjlhoMhuOdxgSqr6oOAxCRZ7EdI1JUtbLZLTte+egjrPUbeOz5hQQCEfzyyjH1LvQXzqZl22zvOn+AgD/Am0/P5S/3/QeXy8X/+/1FxCXEOKLjCIrHZY9DuUCdrjpEaty7AURwgRN/L9iFJrYHXiDYPadYLtuDzwp26wW7+wSIINRish0dFPXaY1rhc3eDDaRgPD5LFMLXHgwWclzXvV5le2UBbnGR2ik9JE77fRVctfBf7CwvDoVBEoQ4bySVWooIuEQo89eOXmEwGNomjY1B+YJvVDUA5BlxaoQXXuDTEdNYVermZ+cNpWdS/W7TO7fu4YlfvMDLf3iXPoN7oRZIpBeJ6UDWht1UV/qorPLxp7veIKFLLNWqjjceYKnj0CA140RuUI8tYJbjSh5w25OULAFLBHU7QuQSVAW/VwhEghVBKE4ejvME7rAWkuU4XERQExWiFsGWmILbgqigWlHr5fJYuDx+1BWg2gpQEfDx4pbvCQYs/u/ONeypKKkVo88F3JZxJh09kXjFzeiEfgzqlHzEt8lgMLR+GmtBjRCR/c57AaKdbftHs2qnZrXueOA//4H580Obu1dsYPZlf2ZUziqmvvYlvOZkTJwIF9rxdqurfNw+8beUFh3AG+khZ9NOfvnkT3n49pexLMfNIMJugijwziuLQ/ULIJYFLo/denIS1R18L6gzp0lxWjtesFyOR11wQq0X++6HiwgQCLqTS81fezKuhj4toS5Bx8Jg6wq3PTZVay6UU0o8FiKKq464dYvuGBoji/NGh0UnV9yiRLtduF1uPjz9fsr8lXSOiDURzA2GdkJjsfjMSnCN4fPBU0+B348CT174AALc8tnjSGmBXcbjgVNqnB7XLNhIadEBVJXqSh/rF2dSUqVYVtA927nszoN46YLNEOEOjR8FvG7UJTXjRcEMp7xYdmvKctfMd8LjtLiCdzQkPITExgqKkit8rMrOt4LdemHzlyyPVTNpN+gAEXTAcBYsRAXxBpB62upxEVG8ePpVoe0zewzhjezFrCjOQVBcjtCdmJROpNtLpNv7w0oMBkOb5dAn5RwCIjJNRDaJyBYRuaee/DtEZL2IrBaRL0UkNSwvICIrndcHYel9ROQ7p843RKTxaKvNyaWXwqpV0LcvXw2fwsq0kcxc8CJdSwsgOhr69rXzf1yzAPHfbv034etwlZRWs3phpuOdFzYQ5BB0G1ePCyvSg4atIBsqGXScAAIuCLi01qq1QM18KKnZNxgvT13YY05h85RqOd3V2s/pwgtO3A3W63T/iTgefG7AY9USp0iXB7cInby2OKV17BzKE4TxXdLo4AGPW4lwubkhfQpdo+Iavw8Gg6HN0WwCJSJu4EngR8Bg4HIRGVyn2ApgrKoOB94GHgnLq1DVkc7rvLD0PwF/VdX+2B6GP2uuc2gygwdTtvA7njv5Kgbs2sy01XaUb6qrYflyGFz7tEuLD4TeS1QkPpfdkNXICIiIsLv3HJEKCFgdPFgeN5bXVdOtF0YgwvE0x+mi84qz7pMzNqTYzg7BQg6Wi1A3X7A7T2p0rqZoyMlCQx57llfrFCIUrVxdYXUJqEqoX9Dlhs5RUXw8dRZDErrX2KIW96x8iVey5xPAXgdqREIql6Sc2NjVNxgMbZTmbEGNA7Y4k3yrgdeB88MLqOo8VS13NhcDDY5+iz34MBlbzABeAC44qlYfJq+9upCS6E7cNP8Ze/FBjwc6dIAFCwB73CnYavrpAxfjifLiiY5kxOmD7UgOIuB2IVLTdRfo4EUTosHlsj3o3C7UI7b7uELAK1he++GvLiUQCf5oZ2Kuq6bbDpczSVfCJux6qN1icrrygloGTgvLiaVnRdljUOoFK8IZj3LZO9rjU8HWWlC4nLEnl+L2BvB4LCIjlSr1UeKr5IPcNaFrV1hVyue7VvFdYSY+DSBiMSKhF/8Yd53p1jMY2jHNKVC9gNyw7Twn7WD8DPg0bDtKRJaKyGIRCYpQIrBPVYMhBQ5ap4jMcvZfunfv3sM7gyaSu6eUj/Ispq75nP7J8bBoEYwaBWVl6Asv8udr/8G5sT/hkh6z2L4+jz7DUpEOHZDoKDauyKZXv24QHVkzLwnQCLftSg52eCOvM4tWBHUJGiFYXnsOlHpdWCIEPHYYpKD7txUZFBSwIsRxYnDSPT/s8rOw0/E4ThROVAnLq6GyoYgQ4sTZc2OHNHI5lof7nouFO8LC5badKILC63W56eIEhZ27aw3T5z3Mb1a/RYU/gCq4cdE5smOz3jODwdD6aWosvmZFRK4CxmKHUAqSqqo7RKQvMFdE1gAlTa1TVZ/Gjh/I2LFj/3977x1vV1Xm/7+ftfY+5daUm0pICEWRjgSwjqiAoIPo2LBiF8cyOo4/29cy6szYneaMYB3LiMpYcEQYG46jMkIGkCYQSoCQhPR2yzl7r+f3x1p7n31ubiCBXO5NWO/X63LP2e3ss87lPHnW+jyfRx/g8IfEV/7zBhp5i5c9fiF88Hde5PC738FHPsIt37qU/159Bc4pW9dvQsK5dgAAIABJREFU5fx3fp2bb1lPnvk8Jc8cfX011NquIlltpGWm5JJiyq6y33RPxamE4BKeV+uhBDCF116xT0Ihb7iWWjqqvnCVUmZe61xPEFS9OKIzBYhXZoQ1KUFBHEndla3cRaA3qWGs4xkLj+I5i48B4O9u/AGuMk/YnyTMbfbzwsUns2FsC7Prcf0pEnmkMpkZ1CrgwMrzRWFbFyJyKt6h4tmqOlZsV9VV4fftwOXA8cAGYIaIFIF1wms+nFx323quvHEtLzj7sQx++P91FHjWwoc+RO2i75RTe9JocMv1qxjeNgzG+GNEuOV6/xb8GpLB9dfRQkqdOV+kWxTjhtctWmCUz+tUpN2hdql4DBPaEhU7taiD6kKCe7p2aqTGHyGVlwzBLcQjbOoqt+PvZERHGHFjXLt5JabMFrveBca02NRew/uu/xyv+v2H+cnq30407JFI5BHAZAaoK4HDguquhm9weHH1ABE5HjgfH5zuq2yfKSL18HgIeCJwo/pv+l8Czw+Hnov3CJwSVJWvX3ITswYanPXkgyc85u5bVjN04Bxsbw9iLdu3t0AMaoxfW0oSXJIGKbdAMy2zHsAbwzr/JV7KzOth2q90eKjWQXUyqLKlRlFkW6c78wnHFeeVzQep1EBV/0IkCCUS7TKIxWh3sCqu1/XUoeLI1XHbtnU457h56yrecOjTsd6ylr60DTKGhlWwtmb8250/3r0PIxKJ7HdM2hSfqmYi8mbgMvy/wb+sqjeIyIeBq1T1YuCTQB/w3VB8eVdQ7D0GOF9EgtEOH1PVG8Ol3wVcKCIfxasAvzRZ7+GBuPrmddx050b+/HnHUE93Lhm74bc386nXfZ6xtiLGeIWeNX46r6hZAtQpmjnorVV9VAH8epMVXM14gYOAa5hQr1RdPKqcJGENKQQxB+Om79gpEyu2OkAb4VhHd6aFoqmr/NWEM5PqiyticozpDlhpohiEmrU8fs4hfOj6b/PrdTehqpz3qNN4xoLjOW/5xxjJS/MSBJhZi2tRkcgjlUldg1LVS4BLxm37QOXxqbs477fA0bvYdzteITilqCoX/vRmhmY0OfWkJV371q5cx0fP+Sz33r6WLHOUhUDWIGEKsAxEgrceSg2a+sBVfN27IJJwqQmda6UjbjCVlMVo2eNJgktEYXuE4sURheQ7bPPWSIX1UdhmiqnCcHemYldUkIQLVKKPiCIhSAkOm6qvhQqnNlIlJ0MxOFWeOHcx/7LiP0EyBOUrd1zCKfOO5PD+xVyz+VYUhwCH9x/EXx3+8gf9GUUikX2baSGS2Be58Y6N3HTnRt7w3KN3akL48Vf8Ezf/fgWqiqnXoKfHB6Q8R5ME6qG2WEOGlBjorXd96av1mZMG1whEQiZU1BR1UAGt+QUgF+yNuvYX7hCmejydKTwTJhBTKHtvFPFNtCzA9TZJFcUe+Om9RCu3LuU+ER+onOR4v1yHovzDzZdSS3IK1Z9D+cxNF/GBo1/Kp2/+FuvHNvPqpX/K44b2vPtwJBLZf4gB6kHy/ctX0N9T49STFu+0b8v6bT4g1eteCOGcz5zS1PdnUu2IKQDtrXe5g3tFngFryFMp22e41P82gHN4pwh8PVRXcCtUeY5O88FxU247CSXCX0KZwWnInsp6pyIDE8R01sMmssUTUZKkY/jqVLBBkpjYvKydqvruZeTMrg/yt8ecd3/DHolEHkFMqtXR/sqaDTv4/Y1reOYTDqJR2znGn/eZczGNhl93Amhn3h0iTRBj0NyhzourXW8drBmXPRnymiGvGzSV7jWpit+eM5DXvOde1R6pbNseinXzkC1V9XLkBGOJShfcippOJRi/VteXyhrcQhShkDpEnL8hvCGsta5LNGFEETSYxYasSgUrfm4xEcs7Dn8+kUgkUiUGqAfBpb+7ExHhzCccNOH+E59xHAOz+7vTC9MRRiC+zkn7G1BPKPyFVIIazwii4Xflui70YnISCm4L4UOIPCq+KFfDmpNvLshOn7KTUBNVV7+mlVBxKA9TeJW1qU5w88W2YsKLGocxik0Ua/3vJM3829bONF9qHVYcjSQjNQ5rHKnA/Ead/rRFMxnlyo3XP5SPJBKJ7IfEALWHZLnjZ1fexUlHzGP2YHOXx537/j/rPEkSxOWdDMYI1L2cnFxR56fDNLVoyKaKKTrCOXlwJsd6oUReq9RFFTLyWuc4l4RgZSjVeIUk3aX4lhwQrJXEy8bDdt/OXVFxpZwcFLEKqXoRRQhoNkzl+dirHe2Gj1IYcdggQ1eFxORYcahkbGlvDu9P+fqdP+J/N/wfm1tFd5dIJPJIJwaoPeSqm9ayZXuL005ecr/HPfnPTkZ6mkiz4YUSzkGaokmC9vf6qbriWzsEmhzI6oZ2n5/ec4k3i/U1TN0LSAI+WBXtLlIfmCQo+Uqn8ULsYHzQyuugIch4Xz5HnrqOL1+RSRmFRuU6BMGEdKYBbZqBVBR7XYo/v82YYi3K0Uiz4NakdL8bpZGM8fe3fp63Xv0elm+6drc+i0gksn8TRRJ7yOXL72FGX50THj23a3trtMUX3nsht1+7kue+5QxmLpzlp/SKab2i9sla1Fam7iTUOfWkuMTXNxUKPr/fWx25ULyrYc7NVT65LBTulr2aymvv/Ny3wxC/vlS0ypjonyldfaMqbhLikMQHGZMUoTJkWOJIbI4LckEjOZYcI47U5sXbDTem9NkedrhhDI4kBLm2tvnu3T/khJnHlreyYWwN946s5KDeR9OfznjAzygSiewfxAC1BwyPtrnyxjWcfvISrO3+Vv/qX1/EpV+5nNZomz9eexc0Gt7OKAglNByvqqhKuU6jIrhm4jMqQ7keBZTTZOJAUp8BiYqfxgsv75BSMq6EWqbCAFwra0sJXtUXpuI6AacSxML97IQAVhHjp/lMJTOjrHdy1FIfhGzImgRo1nIS68rMqSCRnLZso26VQlzhw50wVJ9Ny7W4ddv1jObb+d49F2DEYMTwl4/+NIPp7N3/0CKRyD5LDFB7wFU3raWVOZ503M4G6nf/cTWtUe+C4JLUT+nVapCETrj1FE1sRxARbIXywXqZJSn49aIuUwofCfKililEEz9l5xscqtKZhqtO6+Gn/cqAVbRyrxo/FF4dVee+0pm8qHUK1zQOU6j6wkUS22nO0VmH8kKIug2OElQyJ5TUZPQVYgqURHISycnVO7GfNOtYPnvLe9nUWk/btYAMK0oqdW7eeg0nzX76/XxKkUhkfyEGqD3giuvXMKO/zmMOmrXTvue97Uyu/e8bMcYwZo3vB1UEpMRCUnGJEPFSciu+X1NIY4qJP23jW11YJU+ErE74pKTMkkorI9jZzLXInKDjqVdIyovEz3WCWSneSINDhAlBKnTkLdSHxlaEiVLJlIrXUsEYL5SwRnAYbFB6aLCwMKLUTadGqlBvWFES44t3v7nyAnqsQ8lCPDf4FTplfmPnujOA4ew+rl5/PgDHD72BnmTuhMdFIpF9hxigdpMsdyz/41qeeMxCzARdbY97yhF86dpPctOVt/HFT/yYdatDZxANbSuqogjUrzE1Ex+UNPjBBreHvBF896yQ1yU4PUDhsecNYMUHpqLCt1iyKiyLNJjDllJx7TwH1Cku0Y51UVJIzB2kdGyYCPu7BBJ0XqzqHhj2pyGr0iKgAok4UuNIJC8dJgp8YPJnpJKFbMoHs0RSFjUPYlZtJsfPfDKLew+b8PO57O43siO7FxDWj17P2Qd9exefZCQS2VeIAWo3uXnlJoZHM054zLxdHtPorfNP7/8Ptm8PXUPyHJdWrI3AZz3GkNdt2T23Gnxcasr6J+MgD2szvkbKX6IMTsX60biMqcySyuxJySuOEBRTglUDWQeSeKl5t+NEWGOyWixU+UvbnFpSBCJFnc/vrDi/RqWKlQwD1E1GM8nLS6YCDWlVpOi+wqrPjpKEot7ivVky5tYHePGSd+xy3DePrWA4u6d8K9vad+/y2Egksu8QA9Rucs0t6zACxx42Z5fH3PHH1TinkDs0TXytU60sOAL813vWm3oro0pC4izdAgm692llXWonZR7BPcIAlq6gx7jH/rniRCtrXYI6RcYHp+I88QW5qiDGiyTSJC+PFRSbuLDe5ANTPc3Ll0yMVqYBlZodC958hYOF0DRjJOLCdGJHGdi0w9yx/XK+fNvdvGDxB+lPh3Yan7u2/6LrvmfVHl0+bmX3sWVsOVm+lnqygJnN05DCvDcSiUxrYoDaTa67bT0HL5pBXzPd5TFLD1+AMYJNDC5NfPZUEEQFmhrvrWdDUAiCBzEGZ7xtkYQlmjJomc46kALqXYU65q9FpmQrmVRHmkfH9sjXH6nB1z2hFRm8C47pdGVKYpWk1lkzMsH4tbgbE6brBA1NCJVGGbz8NTKFVL1oIjWuS6SoCg3TomYyxoVeEnJS8de6b+wOLlvzrzz/wPfvNO4z6odipUGuoxhqHDf7jQCMtO/i6nufTa7DgKMmKUO9z+KQoU/t8jOMRCLThxigdoN25rj1rk2csQtro4L+mb3880/eya9+dDXrN+zg4u9e6XeE4OQSQ7snhSTIIYxUvo4VF2yOiiDjSnEDOBNk2MEVIk/pNB8M9U1lb6eiuHbcsV4tWJGYlymWg3olySoeGFcW2vpgohgjJMavI1lxpLbzDqxpV9aTigspDZNTtxlpxVHCIRj1ga1h2hipxFOBlJyG6fSGUhxj+Y4Jx/3A3qfSGtrG6uHfcWDvU1nQ67uxbBz+OU7HKBpmZTrGxuFLOYQYoCKRfYEYoHaDO+7dQitzE6r3qmzeuJ0vfOIS1q/dSmOwtxM8BFwjRVOLCW0zupTeEgQFIeCI+K/UvFcqfnohZzH49aQiWypUeMXak3SyKER9FlavChnwjhAVdR9F0W6xoCVgEle5VgiOQblnQ1CqTt2Bkhj16j1V714OpMbhOwR33rFfe8tJxNGTjFF2KwmHpJLTazKsWHxvKEfd9PC0ea+ZcNxFhEMHz+bQwbO7tvfUHoVIgmobrwW09NWPRdXFab5IZB8gBqjd4LZ7vGfcYQfO3Gnfxvu28pHXfYnVK9fTN6ufNWu3kiloLUGtwaUW6glqBGfF1y1VLyCgaSi+De4RqpRtMigEEQGF0txVK/JyV07bdeTkPrCFKT7U2xdVLZCK4FMJQj4b07LHIkoQMfipvCQ4lYNvoyHaETUY6awpJZJhhTLTqoVi3Vx9QKlLm3riqJlCaBFmKSVHUDKnzKjP5riZp3LMjKcyUBvCyp79uc5sPpFDZ3+UdTt+iGhOf3oYrn0ZK1YdSG/jNBbM/iKyh9eMRCIPH/H/zt3gjnu30ttMmTtzZ3PYC/76+9x67V3kuWPrxh1ovQZp4oNNYiC1PgsygBVfC6XqjVwTU64ziRZdb6VUc+8kdAgUpq/j5eVFwW5hCFtKyosmgxN1yC3Or6wZiag/B0hSR5LkWFMEH1+DbIxvD5+KzwfrSVYGLoOWwQmU/nTMT+Gp77fo17GUhsk6ynvgsN7DWTX6B+rSomnbqK4id+sYrM3BSCdKj2bruW/kCvprBzOzfkRnXFTJdTtWessMaV7f2czr85nVus0fYvPISkAZHvsNO0Z/Sl/zzF186pFIZKqJAWo3WLlmK0vm91ca7HXYsW2EPPdZQJJaNLW0oQxMhX2QIGhefkOjNRO2B2VfjbIWSZ0Ef73wnIopbDCD7QpY0CUX12qWhHcqJ9VOPVXxn0I6nuZgFGM7kVEEbJKTJC70cKq8YBBF1JIMI0pv6teKVMGK65r6M3SLIgiZWE2yzuUEBMfm7Er6E0eKC80Rc67f8hN6kj5q0iYRyx1bL2I030CKn2I8avY7OHjwxThtcf2aV7F1bDmpncWxC75LIxnv+FH1aCqeRyKR6cqk/h8qImeIyM0iskJE3j3B/r8UkRtF5A8i8nMRWRK2HycivxORG8K+F1XO+aqI3CEi14Sf4ybzPQDcu24HB8zpm3Dfq99zFn2DTWxiOOnpR/KivzgdHWj4ew2ihjJxCVlSYWtUCqoVXCNM/xWtNhIpvfnKgFM4JRWzci4s/5vgeG7D+tJ4QjZVrG+VwckCie9sa1M/rScGxPo1KBOEGUULja4Myfh1prQioig77oYAVjcZfWkhdPDZVCoZdck6snv1mU+fGQ1j1k2uGX/Y+E1u2vQlbtx0PqP5hrAmNYJllD9u/Ds2jV7NxuHL2da6DiWjla/n7s2f32kYZg28hXp6BEKd3sbp9DZO2+kYN/xd3IYX47b9Par5TvsjkcjDx6RlUCJigc8BpwH3AFeKyMWqemPlsKuBZao6LCJvBD4BvAgYBl6hqreKyEJguYhcpqqbw3nvVNWLJuveq4yMZWzePsaCod4J9y9YModz33s2Y6NtLv/5Tfzuy/+DOi3btANeiadKVjdo04SMp7MW1dVUUArVnn9SLdAtL2e884SrV9ahQh2UE/xak1YyK9FK4JIyMpb+eNptWQS+8601XijhHKUwouykSyfYFeFW8HZFvUmrs06FUJOcus0BF7Qe/vhcITUZddrUgvovR8Ifpb9AzdToMVuxdFp0JFK9X8ctGz+GZn/EaRHkLNbs/A8Ka2ayeN5PdtpevuvWlbD1o8AItG9AzRDS+7JdHh+JRCaXyZziOwlYoaq3A4jIhcDZQBmgVPWXleOvAF4Wtt9SOeZeEbkPmANs5mFm3aZhAObO7Jlw//937hdYuWIto06D917YkYMm/omz4ltpNHykESA3WnrzadpR2EGwKjIV5Z2G6b5QgqUmqPZskbXQmfMrVH1p2CBaqv0grEeVKZiW5xQBrQg+taQ7exBybylocqwoVnJqSU7dOHIVFB/QUpOHFldK3bRJjeOQ3kO4Z+Q2HIopujCizEhHsDisQI+ZzYhuAIRD+p/KUTNOoWZ6GEzn8OO7zum6l1wNYryO3kiN0db1JIzgPftqDDaWsXjGn0/4ed0vWdWBYhSy2/b8GpFIZK8xmVN8BwDV/+PvCdt2xWuAnf55KyIn4fVp1W+LvwlTf58VkfreuNldsXGr/1f57MHGTvvGRtvcduMqxkbbXgYeVHfFWlW7kdDuT8kblrxpOsELEAdZ3XvtlZNy2pGM+1WrsDkIH4ppPopgJdUTC5VECE7heN+Fl2KhB1LnZedW8b2dckwtR4wXRohoV+1T8dNMc2o28w4QAg5DyAVJjJIaJREtHSISyamHYHbn8K2oOpqmRa9t02vb1E1GgqNWOJmzlVcv/Wfectg3GLBb+c2ad3LN+s9Qs708Y9EXqZsZCAm9yYGcddDPOG7oo/Ql8+k3MwnNhTGizOl9GkfP/xqJ6d/zD7txCpg+kD6QXqTnRQ94SiQSmTymhUhCRF4GLAOeMm77AuDrwLmqWvzT+z3AGnzQugB4F/DhCa75euD1AIsXT+yAvTts3t4CYLBv5zhYqycsWjqHVXdtoG3KFCVIwQ3UpNNfSSkFE3lNyBuVRR3COpT1bdpdsf5UZE4JXR57LtRAFQILP1+nvrDX4NecSmVC9Y61XMcq5OU27cjGvbjB//j8rahlCq7iXUoJDfIHhxXFaWWNqiI5L7CSeZ+94rVCFlY8z3WMi1a+hVPmvZp7h3+P4tjUuoMbNn6DE+a8ibOXXkor30zdzkTEsGbrF5D8LpzP3TBYEjvAgTPevsvP8oEQMwuGLoPsJrAHIzb2nYpEppLJzKBWAQdWni8K27oQkVOB9wHPVtWxyvYB4MfA+1T1imK7qq5WzxjwFfxU4k6o6gWqukxVl82Zs2v/vAdi+7APUP09tZ32iQif+uZ5vOSNT6NWT/zakRU0NWTNznSeAJIpOMgapjOlV71f8XVQZXAK0nRXrXkq+kEVQSb8OKu4JlAHLZR55QIXlBuq03p0kqriMWWACT2ajKNmc6wtkrPOhW1wgGgmGTWT0ZO06E3GaJgWRhyqNlzOH183OV1rXCip5F3XdDrCNRu/M+HnYMTSSGaX8vHR7G4KhwjFsWzRbzhx0e/pSQ+Z8PzdRUwfUjsxBqdIZBowmQHqSuAwEVkqIjXgHODi6gEicjxwPj443VfZXgO+D3xtvBgiZFWI/+f8c4DrJ/E9MDLm5dDNxsTJZv9gk5e88Wl85suvoTbQwDVTXN1HleKrtwgJHcshCVEnZFvVtushUCigZR8ofDukYv84tGijUWRQeDWfopA4P62XuKDYo7wjm7hy/aqoewJopBmJ9Uq9atKUSk5qcmomJ7U5jcTnUH6bC2tTYEWZW29RN22apsWAHcVKZ+1JUGrSDjOWDouS4ANYrikLe05CsMxM59Nq/54r15zHcPuervd8wOBrMdLASJO5vc+hlsxFZJyaJBKJ7NNMWoBS1Qx4M3AZcBPwHVW9QUQ+LCLPDod9EugDvhsk40UAeyHwJ8ArJ5CTf1NErgOuA4aAj07WewBotf0Xay25/6E67PCFHHPSQeVzA0jb4YwPTO0+SpGEqiKhR0aeBBWfiHePGP8yxdJW1R/JgcM7kjujXsdeOZ5EoaZQd/53IR8XQAUxiq3lHbcIgukrOY1aC2urgcxf24SMyopvzz5Qa5VGFyZM3ZXu5gK5tjEGaia4nIeiXYujIW1qYpjfOAQjvgNvIhlNM8bS3oN5wrx38/JD/5umrGbT2HLWjfyWK9d2ix6WzHgzxy34HkfP+xoDZgu3rTqce9e/OnjvRSKR/YFJXYNS1UuAS8Zt+0Dl8am7OO8bwDd2se9pe/MeH4jcOazpCB/ujzf++Wn8/vcXoM5nRnnD4IKsXPDu5YWYovDTQ/y6U/k7UM28Crm4I4gjChujou5JobCfUBMk5aJlVlWoycurqZbTbwIkSU5ig5WRqb4yGHE0kja9aVY+T8R1rTE5Lbz2fKDqtWOlurDI0BJxpFKsdwm9ts1wtoKG+EDXY1skotyz4+dsv/dOnrHoS7TcluIVGM3W7DTevbVHsWXHt9gx8jOUEYZHL2frjm8xo++VD/hZRSKR6U8spX8AZg82efSSnT34CsbG2lzwr7/gQ+//D7ZvH+U7F72ZM559HNprcXXbpeorvvdz6yXorggerlKzFKb7JAQhV/dTeJr4tSY1igtiBx98QqhJ/D5NXKcRYVWnEEQaoIh1iHG+6WCakRQuFaXQwV8zsY7EKklQ9RlRGjYntYoWU5iq5Fp47+X029FQ8ySkYrGa0zAtrOQ07SBDtUUcMfAEZtd6ybWFEUhMjSRkWErG5rEVGElZ3P8CrDQwUufgwVdPOP6qI1BK11147u+rtfVjjKw5gbENL0fd1gf8rCORyPRCqmsP+yvLli3Tq666alKu/elP/Jif//QGWq2MRjPlmxe+iVae8+LzvshoO/Oih0DWgKwm3iUCvwzlUryDRGjlXuAs5E06a1IKLkzXqYKGrEuD+EEboTg3KawrQoQSkGIKUBy2nvkiXOuLcQuXiCLfKTz1TDCGNSipzWhY7z5esx2xgyHHiJ/2603aGHFdYghLzkAyip/ay2najKap8bihV7KlvYLbtv4cxdCbDLGwsZC1I/4zmt9zEn+y4BOoKtvat2JI6astnXD8ndvO3eueQ6t9M7XkEBbN/SHWDJKPXUFr02tAh4EU23MutcH37ZXPPBKJ7F1EZLmqLhu/fVrIzPdlbr1lDa2Wn/4S4L77tmLqlgMWz2LFynXdpq4SglNRoBsKn7QiG3dA3uhIykuK4lrxVkKaa+l4rnVXCiu6iqrAX1HwDuXWYRMlsZ3pOMVP26XWK+pS66fvaraNiJ++0+D6oAi1SlpmjVfj+TWn6jSoP6Zp2hTZWM3kpOTkOsJv151Pj/E1UPN6TuIp8z9Aaprcs+NXACzq9dUGIsJA7VH3O/7G9LF47k9RHUakp5Ktbitf21dNxwwqEtnXiAHqIfLc553IP372Uow1zJs7QNJIeO17vsFoUP+JA5f66JPVgnhPNEjNQ6CqZE6FUKJ0+S7Wcox01pnwD33zQd9aQ/DTgqoCNvdiCFsENYexkKR5xaaoeFFHT63TGFDE0UyrRq5exGDECx6KzrdGlJ5kDBEly4Wheg60QL1E3Upha+TpOEiAkpNphpGcdSPLqVtfVLu47+kP6jMQEUS6rahM/SmY9ChcazmYGSR9b3pQ145EIlNHDFAPkWeceQyHPWo+69ZtZWj+AK999zcYbWVdx+RpsC9KfJbhijWiQNcka6F5KJ6GuidVLZsH+gCnkGin7XvxH+sQ21HNEQQTJvHtdTu+FV7u3ewKTpSvXCryUO+DJ0pvMkLNKk6Fus2wQb1nE0fuWqXLRLG9eJ1Ecpp2AKebKF4hIUcw9CRz93zQdwORGrVZ3wLdAtIfJeiRyD5IDFB7gYMPmcvBh8zl2z+6ijxzZcRR8S7jGPGSbu1kS9UgJMFFQsOnIaFlhhqv+iv6OZUWRsU1TEUkEYKRWA01WI6k3slavLzcBynful1ppu2Q5fj1KlUltd0FteBo2DZ1m2OMP85P7TmkK8gWqgwh04SG5CgZdckxYphTa7K9tcZPT6rQl85nZn0pJ899x976GHZCREBmTNr1I5HI5BID1F5k45Zh8sKfLhFGavgmheANwyW4lBcBDDpGrlWhnwb1nvoMRi3kNe1MBVYk3lrNvyoFv4UwojpVaJMcKz4bS2xVIOGpmYyadaXZKyh9tk0zzUoH8eL+MgxGfZDqMZZUMpyaIDNX5tbnk5oaY/l2TlvwJm7e9FVa2Yryfo6e9VIOn/G8vTDqkUhkfyUGqL3ElX9YyUWXXo1TMInhzFOO5Hv/e0MZPgQ6nnrVFu7iMyENa02+0244xwjOKK4erpJAEd20mMIrLi54twgUMYqxISL6o4MQolOAayXHmBwNc4RWvKTcqXeGSI3DkFNP2hUPvRB8JceI0mcbNO02nLZ8QFOv6hPJ2NhexXMP+AsG0nnMax7N9rFr2Dh2JYU4o5Wv36vjH4lE9j9igNpL3LlqA86JI22FAAAXtUlEQVSF4OGU/v6mH90sTPWl0FW9WsjHa50sqghOXS00wpSellLxcQVOCRD6Nnm3iOrUnn+xNM19b6eAEUcjCCZUcy/yC0W0gvomgyG2pcE8tthggJrN6TFjWDNSihMJhrUSugfPsCP8Zu0nAOXYWS9nad8p3Lj5a+W9L+x9wt4a+kgksp8SC3X3Ek9edii1WkJvs0ajkXLmnxzB8592HGr9+hIWryEv3CNSH5By66fzXN3vk66rejsjQvPCztZAGas0TOk5bL3TKsOI0qhnwSUirGXhO+EWF5DgGCth6q8naVM4xwpKzeR0XAWhZrNwDyZcz2DF/zvHIhwxcBInzDyTRByZjpDpKDdt+QEz6odwxoFf5bFDb+P0RV9kqHH03hv8SCSyXxIzqL3E/DkDXPgPr+amFWs49KA5zJ3dz0tPP4H/+O11uCz3mjkDFO7kie9+W7bGKKfQQiARIbf4piIFWhTfasicFFKHSYsAMs4Tr9LXCXzASk3FpsgvcmFwoZDWT92hjrrN6LFtBK/Kcw6s5NgQqLwnnzC/8SjOWHAONdNgdn0BDdtL7lr8+46fMKYZhoTZ9UMBGKwtZXAXBbeRSCQynhig9iIzB3t4wgkHl88PGBrkpac+lq/+l3dIcAn01VK20i601tVlouovXHASd7l2f0oCkvg1KKm7UjDRXSTrt7kwq1eIHqzxPwC5E+pJ7reJ81ZESRtrvEgilbwyfefPV/GBqWFy6sZbWZyx8CUs7T2iaxysqfGnB36OazZ+jYadwQmzX/MQRjUSiTxSiQFqEnFO6e2rk9WDW5zAcCtjaE4v67btKEOJd4TQThGvVaiFMJP6fcW6lRauEGml6y2U2VCeCUloQmiMkruiEaEL61A+QBm8bVFBw2YkJkjHgwDDd7o15es0TZvECINJL6fMO5tjZ5xCfzqxjHtm/SCeuuADE+6LRCKR3SGuQU0i//7razj/v/4XCMtFFlqJsm7HDh+wipbslVSlCE6EQCF52GclyMjVt9Gwfr+xLpi/KmIcxmbU0pzE5hjjaKQZaZJjDaWs3IqSJo6EDCuOVPKwLtURXyTGkRj1LdnJqJEzkGb0J6NkbOTy+75JYuK/byKRyOQRA9QkcuM9axhtd1wlNKj2HNXAtOvziyJc3yHDF9J6KbnfaFNXni8GjIE08f2XaklOb71oPOhbZkioZUpMzqz6CM3UBUeIos+Tv65vKFjUQ4E1wklDT2SoNkQniCmtfGRvDVUkEonsRAxQk8hzTz6KWmpxtY6EvJzSK2qhCmk6lUJc52fsVH1DQpUc6jk0XUXp1ynErdYoGasYk2NtRcuOeCdy4+hLx+ivj5bnWSmmAA2iStO2aNqMrPzTUBJps3H0f3G6nZoodYHHDDyOwdqcBxyDdr6Zdr7lAY+LRCKR8cQANYmceOiBzJ3T33GL6PI36vwUNU6adoJYYYskNYWGl5r7w4Naz4Z1Ke0o+JIko546rCl2dabsqi2pbMWJAvxaFUFSnooLTQlzEslITM6MdITt2QaG8y0ojl6TM9xegarj/rh78xf53d1P5Hd3P4FVW//9wQ9kJBJ5RBID1CQz0q6YsXYv83RsjVJwDcoaKQ2NCbXm0OD+UFrmBax1JGmGTXKSJKeW5jRqWdfFi9ysZrKQMSmNJMMKCI66adFjW9SkzQGNGUHFp8FJIqduDAl52VKjuHCmY2xurWRre+0u37eq447Nn0Fpo7S5fdPHH8owRiKRRyAxQE0ybzndOyYoXmauKeTiC3DVqPfYs8GhHO1kVmnojKshSSquIoBx3mTCgLX+ty+2DZN/hfeecaS2XRbx1kzbF95KUO0F6XnNOja313Qc0AGLckj/0fTalLYz4R6UGsqAHaVHtvG9O1/EL+99F7kbm+CdC0aa5bPE9O/lkY1EIvs7MUBNMn+27Cje95xToCcYwFogrbhHpIBR37I9VVzq0IYrO+YWvkeS5IhVJPG9ncr8SDuPE5OXUvKEjIHaGL1pRtO2mdkYpa+WletVpqslhpdGJHhFX8NkGIE+2+Rpc59BfzJG3bRpirKwMbM8V8m5e8dvuWnzt7ves6qSuc0cNffzNJOD6UkP5ai5n5/MYY5EIvshkxqgROQMEblZRFaIyLsn2P+XInKjiPxBRH4uIksq+84VkVvDz7mV7SeIyHXhmv8oUv2anZ4894SjGOxpdrXKKNAiCJmwFlXTcZ+KgvE9nkyiGOudytPUYSRHxHn/vPoYRryNUT3JadYyv+QlkFjX7ZkHXVkRKE3jO+j6NSgllTa3bvs185uHkpp6qKtKWNr/eEylfE41Z6wigsjdMNevPour7zmZOza8neMWfJ0TD7iE/vpRe39gI5HIfs2kBSjxHeI+B5wJHAG8WESOGHfY1cAyVT0GuAj4RDh3FvBB4GTgJOCDIjIznPOvwOuAw8LPGZP1HvYWzTTlote+hLOOfDSpMX7Qw7SdKZTinRraLowItl7d4c1brVWMgcQqSZCWd9kciZCrD0JdZ2shI1caMkaPGWXAjpJafwM9ZpSZdgczkxEaZoTfrruQ0+b/BUcOns6fHvAeHjfnPA4ZOB1DgkVo2kEOn/GC8vobhv+T0ex2lDatfC1rt35tL45kJBJ5JDGZlZYnAStU9XYAEbkQOBu4sThAVX9ZOf4K4GXh8TOAn6rqxnDuT4EzRORyYEBVrwjbvwY8B/jJJL6PvcIBMwb49HOeyUvvuZffrryLH9/8R+7auoWzDj+coRk9fP7qK2lTiByKKTsD9SysL3nFnBHvTi6AqngXcrRcpxLx1kUdfINA5xRrfKuMhs1p2DEaJgeUVPzUn8VRN3mlJgruG7uN6zZ9m2ct+mv60wUAPHn+e3nSvHczkq+nYWexdXQ561rXMKt5ClZ6KbI0wWLNwKSOayQS2X+ZzAB1AHB35fk9+IxoV7yGTqCZ6NwDws89E2zfCRF5PfB6gMWLF+/JfU8qj120kMcuWsibn/i4ru13jWzmZ3evYDhroyb3fnsmCy00cqwNrTRsZe1IfeuLInsCb+iaBJPYpm3RkwQ7I4F6EEk0TLs8pse0u1pxlKJ17dRXbRn7IxevfDlPmvc+lvQ/1V9OfLv2lZv/hbu2nI8gNNIlPHb+Rczu/Q2bhi+jv76M+QOvmJyBjEQi+z3TwqtGRF4GLAOesreuqaoXABcALFu2bILJs+nD8vtW8ZO7bqHtcm9vhEFMjklCewzbWT8qaptEFGMcJpi9OkwITkpiHA2bUa+0by/qonpsq2zz7pWA1eKskG2FnlNGlaaM0TQtnLb4zdq/pi+dz+zGY8p7X739uzj1jhIj7Tto5Ws5ePbfwuy/fRhGLhKJ7M9MpkhiFXBg5fmisK0LETkVeB/wbFUde4BzV4XH93vNfYnl963ijT//Pm2XTbi/WwIiqJMgjHAkxlGzGbXEWxkl1gsnBmqt0gg2GFVggb60JwSnzvU6vZ6KNhoWKzWWNB9Dv23Sa7POuhbCltadXfc3UDsGCeaBRurU7AO7S0QikcjuMJkB6krgMBFZKiI14Bzg4uoBInI8cD4+ON1X2XUZcLqIzAziiNOBy1R1NbBVRB4X1HuvAH44ie9h0nndz77HfaM7wrOw9mQNM9JmWGfqJH91k3Dm4sNo1jIaaU4a+jcVR/QkLQZqLSDURIUK3wFrOW5wiB6zDVOqMZS6tKlLGwn+ew2gx7bptyMcP+s03vjo7/HUhR/ESp1UerGmzoKe7lnaRw99jAMHX8v8vhdw/ILvYEx9MocrEok8gpi0KT5VzUTkzfhgY4Evq+oNIvJh4CpVvRj4JNAHfDeoxe9S1Wer6kYR+Qg+yAF8uBBMAH8OfBVo4tespr1A4v7YkbXCI7/oM7PR4F9OeS4nz1vEkT/4MM51pt8atYxrt9zusyDx60/WKE6hJx2jbrvFEQBN08KYjDtHtpFKRsNmZa8naxzWKE0yQLEoNeOn667a8DUeM+NMDu4/lTmNI9jSuoM5jaOo28Gu+7emydKZb5vEEYpEIo9UJnUNSlUvAS4Zt+0Dlcen3s+5Xwa+PMH2q4D9oqjmD+tXo8aVVhHvfewpvP5on6G0XV7WMKWJfzym0B5TehNLrn69yRfNKrXKWpKiJGEKsCM9FxJTo25GOx116TQzBGgUzQ+xDNTml8f0pwvpTxdO/oBEIpFIhegkMYX82x+X03I5CPSkKQf0d7KT1Fhed9iTSJNOkDECC5uz+bfHv4UjZg7STLzxqxHfmLC6llSTvCI3VwTheQe8lNm1eWUbD4PFhmeH9z2eFy75OAuaR7O07wmctuD9D+dQRCKRyE5MCxXfI5WlA7No2ITRPENVWdTXPX329iNP5dfrr+fOHesBsAgvXXoC/7P+GlaNrMUFbz4DZBjqtBBgRq3OUH2I1aOrSKWFBY6feSxPnnsqR844im/f9Sm2tzdz+vxXcFDf4RgM/ekQAGf3fAYj8c8iEolMPfGbaAp5w1Ens2lshKvX38tLDjuOY4cW7HTMu448i7cv/waZcxw7cwHfWPkT2toO7kiCEcOBPXM5sKfBLduvwzvkKUcNHsFJs5ZyxYZLURwrd1zFhrE1zK7P542Hfmqn19neXsWv7n09I9kaBtMFLOk7i0NmvBIbRQ+RSGSKiAFqCkmN5f0nPv1+jzl56BB+eep7Gc3bfOSGf+P2ES+q6JE6J8x+FEt653LavBO4bsu1rBy+mTE35hsdas62bANK4UBhWD26ktn1+eTaxmAR8TO860au4fJ734Bqm4ZkjGR3ccvm89nevpPHzvu7yR2ESCQS2QUxQO0D1G1K3aY8cc5R3LR1JW3NEDG87VEvZOXwbXzkpg+BgpUUgDn1Ic5a+CxWjdzKzVuvRlHaboSfrf4092w7mjt2/IpEajxr0d+xsOdYlq/7OKpZVy9FJWPT2DVT9ZYjkUgkBqh9iecc8CTm1Ae5e3gdT5l7HDNqffzzih/Rcj6rqovw/se8h0P7DwVgRu1E3nDoh/jmHe8DdtB2jtu2/wIRaOsIv1r7WV689KtYaaAYIA9Nf32x7qK+Z0/VW41EIpEYoPYlRIQnzTmma9u8xjxWDq8k0wxFmVWf1bV/cc9hNG1Oy3UKegus1AA4ed4H+Z/Vf8VYvpkjZr2WZtJP3cxiqPk4IpFIZKqIAWof52VLXoYgrBldw1kLz2JWbdZOx5yx4G38+N5Poqo8auBprNzxaxq2n6cv8C26BmoH8cwlFz3ctx6JRCL3i1StdPZXli1bplddddVU38aU4tR78xmxU3wnkUgk0o2ILFfVZeO3xwzqEUIMTJFIZF8jOklEIpFIZFoSA1QkEolEpiUxQO3nqDq2t++m7bZP9a1EIpHIHhHXoPZjnLa5/N43sHnsjwiWpyz8PLMaR071bUUikchuETOo/Zj1o9ewZexWch0j02Fu3PSFqb6lSCQS2W1igNqPqZuZKEFeTkoztmOPRCL7EDFA7ccM1g/l2NnvoC9dzIKeJ3HM7LdO9S1FIpHIbhPXoPZzDhl8HocMPm+qbyMSiUT2mJhBRSKRSGRaMqkBSkTOEJGbRWSFiLx7gv1/IiL/JyKZiDy/sv2pInJN5WdURJ4T9n1VRO6o7DtuMt9DJBKJRKaGSZviExELfA44DbgHuFJELlbVGyuH3QW8Evir6rmq+kvguHCdWcAK4L8qh7xTVaO7aSQSiezHTOYa1EnAClW9HUBELgTOBsoApap3hn3ufq7zfOAnqjo8ebcaiUQikenGZE7xHQDcXXl+T9i2p5wDfGvctr8RkT+IyGdFpD7RSSLyehG5SkSuWrdu3YN42UgkEolMJdNaJCEiC4Cjgcsqm98DHA6cCMwC3jXRuap6gaouU9Vlc+bE+p9IJBLZ15jMALUKOLDyfFHYtie8EPi+qraLDaq6Wj1jwFfwU4mRSCQS2c+YzDWoK4HDRGQpPjCdA7xkD6/xYnzGVCIiC1R1tYgI8Bzg+ge6yPLly9eLyMo9fO19iSFg/VTfxBQTx8ATx8ETx2HfGoMlE22c1I66IvJM4O8BC3xZVf9GRD4MXKWqF4vIicD3gZnAKLBGVY8M5x4E/AY4UFVd5Zq/AOYAAlwDnKeqj2irbhG5aqJulI8k4hh44jh44jjsH2MwqU4SqnoJcMm4bR+oPL4SP/U30bl3MoGoQlWftnfvMhKJRCLTkWktkohEIpHII5cYoPYPLpjqG5gGxDHwxHHwxHHYD8ZgUtegIpFIJBJ5sMQMKhKJRCLTkhigIpFIJDItiQFqGvNg3eDDvrzi+H7xw3fXe5/dGIe/FJEbg/3Vz0VkSWXfuSJya/g59+G9873LQxyH/eLvYTfG4DwRuS68z/8RkSMq+94TzrtZRJ7x8N753uXBjoOIHCQiI5W/hc8//He/B6hq/JmGP/jasduAg4EacC1wxLhjDgKOAb4GPH/cvu1T/R4exnF4KtATHr8R+HZ4PAu4PfyeGR7PnOr39HCPw/7y97CbYzBQefxs4NLw+IhwfB1YGq5jp/o9TcE4HARcP9XvYXd/YgY1fSnd4FW1BRRu8CWqeqeq/gG4Pzf4fZ3dGYdfasft/go6tXXPAH6qqhtVdRPwU+CMh+m+9zYPZRz2F3ZnDLZWnvYChQrsbOBCVR1T1TvwLXz2VZu0hzIO+xQxQE1fHqobfCO4uV9RNHvcR9nTcXgN8JMHee505qGMA+wffw+7NQYi8iYRuQ34BPDWPTl3H+GhjAPAUhG5WkR+JSJPntxbfWhMqpNEZEpZoqqrRORg4Bcicp2q3jbVNzWZiMjLgGXAU6b6XqaSXYzDI+bvQVU/B3xORF4C/D9gn157fLDsYhxWA4tVdYOInAD8QESOHJdxTRtiBjV9eUhu8Kq6Kvy+HbgcOH5v3tzDyG6Ng4icCrwPeLZ6p/vdPncf4aGMw/7y97Cnn+eFeEPpB3PudOZBj0OY4twQHi/Hr2U9apLu86Ez1Ytg8WfiH3x2ezt+QbdYCD1yF8d+lYpIAi8IqIfHQ8CtjFtE3Vd+dmcc8F+2twGHjds+C7gjjMfM8HjWVL+nKRiH/eLvYTfH4LDK47PwxtQAR9ItkridfVck8VDGYU7xvvEii1XT+f+JKb+B+HM/Hw48E7glfOm8L2z7MP5fx+CbNt4D7AA2ADeE7U8Argt/uNcBr5nq9zLJ4/AzYC3e3f4a4OLKua/GL4ivAF411e9lKsZhf/p72I0x+AfghvD+f1n94sZnlrcBNwNnTvV7mYpxAJ5X2f5/wFlT/V7u7ydaHUUikUhkWhLXoCKRSCQyLYkBKhKJRCLTkhigIpFIJDItiQEqEolEItOSGKAikUgkMi2JASoSmURE5JfjnbNF5G0i8q+7OP5OERl6gGu+d9zz34bfB4nI9eHxMhH5x/D4FBF5wkN5H5HIVBADVCQyuXwLOGfctnPC9gdLV4BS1Z2Cj6pepaqF/9op+FqoSGSfIgaoSGRyuQh4lojUwGc5wELggNCv53oR+fhEJ4rID0RkuYjcICKvD9s+BjRDL59vhm3bJzj3FBH5z/B65wFvD+c8WUTuEJE0HDdQfR6JTCdigIpEJhFV3Qj8HjgzbDoH7/jwceBpwHHAibtwGH+1qp6AN359q4jMVtV3AyOqepyqvnQ3Xv9O4PPAZ8M5v8Z78T2rcj/fU9X2g32PkchkEQNUJDL5VKf5zgFWAper6jpVzYBvAn8ywXlvFZFr8b2dDgQO20v380XgVeHxq4Cv7KXrRiJ7lRigIpHJ54fA00XksUAP3gftfhGRU4BTgcer6rHA1UBjb9yMqv4GOCi8hlXV6/fGdSORvU0MUJHIJKOq2/GGnV/GZ1O/B54iIkMiYoEXA78ad9ogsElVh0XkcOBxlX3tPVwz2gb0j9v2NeDfidlTZBoTA1Qk8vDwLeBY4Fuquhp4Nz5oXQssV9Ufjjv+UiARkZuAj+Gn+QouAP5QiCR2gx8Bzy1EEmHbN/FtOB6KmjASmVSim3kk8ghERJ4PnK2qL5/qe4lEdkVs+R6JPMIQkX/CqwqfOdX3EoncHzGDikQikci0JK5BRSKRSGRaEgNUJBKJRKYlMUBFIpFIZFoSA1QkEolEpiUxQEUikUhkWvL/AydHdDrlBGsfAAAAAElFTkSuQmCC", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -3231,7 +7018,16 @@ "name": "python3" }, "language_info": { - "name": "python" + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" } }, "nbformat": 4, diff --git a/cookbook/3-Advanced-Mean-Variance-Optimisation.ipynb b/cookbook/3-Advanced-Mean-Variance-Optimisation.ipynb index 71c6e54f..b51f71e9 100644 --- a/cookbook/3-Advanced-Mean-Variance-Optimisation.ipynb +++ b/cookbook/3-Advanced-Mean-Variance-Optimisation.ipynb @@ -31,13 +31,7 @@ }, { "cell_type": "code", - "source": [ - "!pip install pandas numpy matplotlib yfinance PyPortfolioOpt\n", - "import os\n", - "if not os.path.isdir('data'):\n", - " os.system('git clone https://github.com/robertmartin8/PyPortfolioOpt.git')\n", - " os.chdir('PyPortfolioOpt/cookbook')" - ], + "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -45,69 +39,61 @@ "id": "kWJJAvG4_iEz", "outputId": "26b7d743-eb20-4fb5-a99d-f4a5098ee8ad" }, - "execution_count": 5, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ - "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (1.3.5)\n", - "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (1.19.5)\n", - "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (3.2.2)\n", - "Collecting yfinance\n", - " Downloading yfinance-0.1.70-py2.py3-none-any.whl (26 kB)\n", - "Collecting PyPortfolioOpt\n", - " Downloading PyPortfolioOpt-1.5.1-py3-none-any.whl (61 kB)\n", - "\u001b[K |████████████████████████████████| 61 kB 5.0 MB/s \n", - "\u001b[?25hRequirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2018.9)\n", - "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2.8.2)\n", - 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"\u001b[?25hRequirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2.10)\n", - "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (1.24.3)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2021.10.8)\n", - "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2.0.11)\n", - "Requirement already satisfied: scipy<2.0,>=1.3 in /usr/local/lib/python3.7/dist-packages (from PyPortfolioOpt) (1.4.1)\n", - "Collecting cvxpy<2.0.0,>=1.1.10\n", - " Downloading cvxpy-1.1.18-cp37-cp37m-manylinux_2_24_x86_64.whl (2.7 MB)\n", - "\u001b[K |████████████████████████████████| 2.7 MB 42.3 MB/s \n", - "\u001b[?25hRequirement already satisfied: scs>=1.1.6 in /usr/local/lib/python3.7/dist-packages (from cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (3.1.0)\n", - 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"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "google-colab 1.0.0 requires requests~=2.23.0, but you have requests 2.27.1 which is incompatible.\n", - "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n", - "Successfully installed PyPortfolioOpt-1.5.1 cvxpy-1.1.18 lxml-4.7.1 requests-2.27.1 yfinance-0.1.70\n" + "Requirement already satisfied: pandas in /Users/robert/Library/Caches/pypoetry/virtualenvs/pyportfolioopt-AdMegrYY-py3.12/lib/python3.12/site-packages (2.2.3)\n", + "Requirement already satisfied: numpy in /Users/robert/Library/Caches/pypoetry/virtualenvs/pyportfolioopt-AdMegrYY-py3.12/lib/python3.12/site-packages (2.0.2)\n", + "Requirement already satisfied: matplotlib in /Users/robert/Library/Caches/pypoetry/virtualenvs/pyportfolioopt-AdMegrYY-py3.12/lib/python3.12/site-packages (3.9.3)\n", + "Requirement already satisfied: yfinance in 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"application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - }, "text/plain": [ - "'1.5.1'" + "'1.5.6'" ] }, + "execution_count": 6, "metadata": {}, - "execution_count": 10 + "output_type": "execute_result" } ], "source": [ @@ -463,7 +381,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": { "id": "U6m_oOBG_YO4" }, @@ -478,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -489,16 +407,14 @@ }, "outputs": [ { - "output_type": "display_data", "data": { - "image/png": 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\n", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - } + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -507,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -518,16 +434,14 @@ }, "outputs": [ { - "output_type": "display_data", "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - } + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -549,7 +463,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": { "id": "70ib0FwA_YO5" }, @@ -561,7 +475,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -571,19 +485,18 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "OrderedDict([('AAPL', 0.02823),\n", + "OrderedDict([('AAPL', 0.04712),\n", " ('AMD', 0.0),\n", - " ('BAC', 0.01232),\n", + " ('BAC', 0.03863),\n", " ('BLK', 0.06667),\n", " ('CVS', 0.06667),\n", " ('DIS', 0.06667),\n", " ('INTU', 0.06667),\n", - " ('JD', 0.23445),\n", + " ('JD', 0.19043),\n", " ('MA', 0.06667),\n", - " ('NVDA', 0.05833),\n", + " ('NVDA', 0.05715),\n", " ('PBI', 0.06667),\n", " ('TGT', 0.06667),\n", " ('TM', 0.06667),\n", @@ -591,8 +504,9 @@ " ('WMT', 0.06667)])" ] }, + "execution_count": 11, "metadata": {}, - "execution_count": 15 + "output_type": "execute_result" } ], "source": [ @@ -618,7 +532,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -628,28 +542,28 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ "OrderedDict([('AAPL', 0.0),\n", " ('AMD', 0.0),\n", " ('BAC', 0.0),\n", " ('BLK', 0.06667),\n", - " ('CVS', 0.04699),\n", + " ('CVS', 0.0538),\n", " ('DIS', 0.0),\n", - " ('INTU', 0.01458),\n", - " ('JD', 0.4362),\n", - " ('MA', 0.19541),\n", + " ('INTU', 0.00851),\n", + " ('JD', 0.298),\n", + " ('MA', 0.27222),\n", " ('NVDA', 0.0),\n", " ('PBI', 0.0),\n", - " ('TGT', 0.00327),\n", + " ('TGT', 0.0),\n", " ('TM', 0.06667),\n", - " ('UL', 0.10354),\n", - " ('WMT', 0.06667)])" + " ('UL', 0.14875),\n", + " ('WMT', 0.08539)])" ] }, + "execution_count": 12, "metadata": {}, - "execution_count": 16 + "output_type": "execute_result" } ], "source": [ @@ -673,7 +587,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -683,28 +597,28 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "OrderedDict([('AAPL', 0.06191),\n", - " ('AMD', 0.0538),\n", - " ('BAC', 0.06219),\n", - " ('BLK', 0.0704),\n", - " ('CVS', 0.06684),\n", - " ('DIS', 0.06516),\n", + "OrderedDict([('AAPL', 0.0623),\n", + " ('AMD', 0.05356),\n", + " ('BAC', 0.06263),\n", + " ('BLK', 0.07041),\n", + " ('CVS', 0.06715),\n", + " ('DIS', 0.06528),\n", " ('INTU', 0.06667),\n", - " ('JD', 0.0771),\n", - " ('MA', 0.0733),\n", - " ('NVDA', 0.06381),\n", - " ('PBI', 0.0648),\n", - " ('TGT', 0.06603),\n", - " ('TM', 0.06915),\n", - " ('UL', 0.0708),\n", - " ('WMT', 0.06804)])" + " ('JD', 0.07589),\n", + " ('MA', 0.07336),\n", + " ('NVDA', 0.06317),\n", + " ('PBI', 0.0644),\n", + " ('TGT', 0.06588),\n", + " ('TM', 0.06934),\n", + " ('UL', 0.07131),\n", + " ('WMT', 0.06866)])" ] }, + "execution_count": 13, "metadata": {}, - "execution_count": 17 + "output_type": "execute_result" } ], "source": [ @@ -727,7 +641,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -737,28 +651,28 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "OrderedDict([('AAPL', 0.02011),\n", + "OrderedDict([('AAPL', 0.02309),\n", " ('AMD', 0.0),\n", - " ('BAC', 0.00851),\n", - " ('BLK', 0.09644),\n", + " ('BAC', 0.01226),\n", + " ('BLK', 0.099),\n", " ('CVS', 0.06667),\n", - " ('DIS', 0.04351),\n", - " ('INTU', 0.06058),\n", - " ('JD', 0.18765),\n", - " ('MA', 0.1367),\n", - " ('NVDA', 0.02831),\n", - " ('PBI', 0.03699),\n", - " ('TGT', 0.05195),\n", - " ('TM', 0.08463),\n", - " ('UL', 0.10431),\n", - " ('WMT', 0.07363)])" + " ('DIS', 0.04427),\n", + " ('INTU', 0.05892),\n", + " ('JD', 0.16678),\n", + " ('MA', 0.14089),\n", + " ('NVDA', 0.02294),\n", + " ('PBI', 0.03273),\n", + " ('TGT', 0.04921),\n", + " ('TM', 0.08801),\n", + " ('UL', 0.11292),\n", + " ('WMT', 0.08232)])" ] }, + "execution_count": 14, "metadata": {}, - "execution_count": 18 + "output_type": "execute_result" } ], "source": [ @@ -772,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -782,12 +696,12 @@ }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ - "Expected annual return: 17.7%\n", - "Annual volatility: 9.6%\n", - "Sharpe Ratio: 1.64\n" + "Expected annual return: 17.0%\n", + "Annual volatility: 10.1%\n", + "Sharpe Ratio: 1.69\n" ] } ], @@ -806,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -817,14 +731,14 @@ }, "outputs": [ { - "output_type": "display_data", "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -859,7 +773,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": { "id": "5WjglE6d_YO9" }, @@ -885,7 +799,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -895,28 +809,28 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "OrderedDict([('AAPL', 0.03845),\n", - " ('AMD', 0.02609),\n", - " ('BAC', 0.0376),\n", - " ('BLK', 0.07672),\n", - " ('CVS', 0.05664),\n", - " ('DIS', 0.04637),\n", - " ('INTU', 0.05215),\n", - " ('JD', 0.2),\n", - " ('MA', 0.11405),\n", - " ('NVDA', 0.04123),\n", - " ('PBI', 0.04431),\n", - " ('TGT', 0.04933),\n", - " ('TM', 0.06961),\n", - " ('UL', 0.08328),\n", - " ('WMT', 0.06417)])" + "OrderedDict([('AAPL', 0.03946),\n", + " ('AMD', 0.02568),\n", + " ('BAC', 0.0386),\n", + " ('BLK', 0.07889),\n", + " ('CVS', 0.05889),\n", + " ('DIS', 0.04687),\n", + " ('INTU', 0.05174),\n", + " ('JD', 0.17291),\n", + " ('MA', 0.12155),\n", + " ('NVDA', 0.03982),\n", + " ('PBI', 0.04325),\n", + " ('TGT', 0.04885),\n", + " ('TM', 0.07227),\n", + " ('UL', 0.09158),\n", + " ('WMT', 0.06963)])" ] }, + "execution_count": 18, "metadata": {}, - "execution_count": 22 + "output_type": "execute_result" } ], "source": [ @@ -928,7 +842,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -938,12 +852,12 @@ }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ - "Expected annual return: 18.5%\n", - "Annual volatility: 10.2%\n", - "Sharpe Ratio: 1.62\n" + "Expected annual return: 18.0%\n", + "Annual volatility: 10.7%\n", + "Sharpe Ratio: 1.68\n" ] } ], @@ -962,7 +876,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -972,28 +886,28 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "OrderedDict([('AAPL', 0.03938),\n", - " ('AMD', 0.02634),\n", - " ('BAC', 0.03819),\n", - " ('BLK', 0.08264),\n", - " ('CVS', 0.05924),\n", - " ('DIS', 0.04784),\n", - " ('INTU', 0.05447),\n", + "OrderedDict([('AAPL', 0.03989),\n", + " ('AMD', 0.02581),\n", + " ('BAC', 0.03888),\n", + " ('BLK', 0.08151),\n", + " ('CVS', 0.06007),\n", + " ('DIS', 0.04754),\n", + " ('INTU', 0.05276),\n", " ('JD', 0.15),\n", - " ('MA', 0.13048),\n", - " ('NVDA', 0.04262),\n", - " ('PBI', 0.04594),\n", - " ('TGT', 0.05102),\n", - " ('TM', 0.07402),\n", - " ('UL', 0.09008),\n", - " ('WMT', 0.06773)])" + " ('MA', 0.12901),\n", + " ('NVDA', 0.04043),\n", + " ('PBI', 0.04397),\n", + " ('TGT', 0.04958),\n", + " ('TM', 0.07429),\n", + " ('UL', 0.09494),\n", + " ('WMT', 0.0713)])" ] }, + "execution_count": 20, "metadata": {}, - "execution_count": 24 + "output_type": "execute_result" } ], "source": [ @@ -1022,7 +936,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 21, "metadata": { "id": "WYIshUU__YO-" }, @@ -1035,7 +949,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1045,28 +959,28 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "OrderedDict([('AAPL', 0.0558),\n", - " ('AMD', 0.02641),\n", - " ('BAC', 0.05807),\n", - " ('BLK', 0.07668),\n", - " ('CVS', 0.07138),\n", - " ('DIS', 0.06556),\n", - " ('INTU', 0.06944),\n", - " ('JD', 0.07842),\n", - " ('MA', 0.07869),\n", - " ('NVDA', 0.06197),\n", - " ('PBI', 0.06493),\n", - " ('TGT', 0.06762),\n", - " ('TM', 0.07491),\n", - " ('UL', 0.0769),\n", - " ('WMT', 0.07323)])" + "OrderedDict([('AAPL', 0.04227),\n", + " ('AMD', 0.03306),\n", + " ('BAC', 0.04204),\n", + " ('BLK', 0.08771),\n", + " ('CVS', 0.0706),\n", + " ('DIS', 0.0552),\n", + " ('INTU', 0.06376),\n", + " ('JD', 0.10104),\n", + " ('MA', 0.09691),\n", + " ('NVDA', 0.04684),\n", + " ('PBI', 0.05062),\n", + " ('TGT', 0.0585),\n", + " ('TM', 0.08268),\n", + " ('UL', 0.09063),\n", + " ('WMT', 0.07813)])" ] }, + "execution_count": 22, "metadata": {}, - "execution_count": 26 + "output_type": "execute_result" } ], "source": [ @@ -1107,7 +1021,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1117,28 +1031,28 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "OrderedDict([('AAPL', 0.05576),\n", - " ('AMD', 0.02999),\n", - " ('BAC', 0.05776),\n", - " ('BLK', 0.07353),\n", - " ('CVS', 0.06915),\n", - " ('DIS', 0.06421),\n", - " ('INTU', 0.06745),\n", + "OrderedDict([('AAPL', 0.05695),\n", + " ('AMD', 0.0304),\n", + " ('BAC', 0.05892),\n", + " ('BLK', 0.07322),\n", + " ('CVS', 0.06945),\n", + " ('DIS', 0.0644),\n", + " ('INTU', 0.06689),\n", " ('JD', 0.1),\n", - " ('MA', 0.07516),\n", - " ('NVDA', 0.06094),\n", - " ('PBI', 0.06357),\n", - " ('TGT', 0.06597),\n", - " ('TM', 0.07208),\n", - " ('UL', 0.07373),\n", - " ('WMT', 0.07071)])" + " ('MA', 0.07491),\n", + " ('NVDA', 0.05933),\n", + " ('PBI', 0.06263),\n", + " ('TGT', 0.06564),\n", + " ('TM', 0.07206),\n", + " ('UL', 0.07388),\n", + " ('WMT', 0.07132)])" ] }, + "execution_count": 23, "metadata": {}, - "execution_count": 27 + "output_type": "execute_result" } ], "source": [ @@ -1170,7 +1084,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1180,28 +1094,28 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "OrderedDict([('AAPL', 0.04432),\n", - " ('AMD', 0.03205),\n", - " ('BAC', 0.0439),\n", - " ('BLK', 0.07685),\n", - " ('CVS', 0.06049),\n", - " ('DIS', 0.05166),\n", - " ('INTU', 0.05695),\n", - " ('JD', 0.16311),\n", - " ('MA', 0.10119),\n", - " ('NVDA', 0.04752),\n", - " ('PBI', 0.05026),\n", - " ('TGT', 0.05434),\n", - " ('TM', 0.07063),\n", - " ('UL', 0.08069),\n", - " ('WMT', 0.06605)])" + "OrderedDict([('AAPL', 0.04699),\n", + " ('AMD', 0.03341),\n", + " ('BAC', 0.04672),\n", + " ('BLK', 0.07872),\n", + " ('CVS', 0.06334),\n", + " ('DIS', 0.05386),\n", + " ('INTU', 0.05806),\n", + " ('JD', 0.13128),\n", + " ('MA', 0.10312),\n", + " ('NVDA', 0.04802),\n", + " ('PBI', 0.05095),\n", + " ('TGT', 0.05554),\n", + " ('TM', 0.07354),\n", + " ('UL', 0.08566),\n", + " ('WMT', 0.07079)])" ] }, + "execution_count": 24, "metadata": {}, - "execution_count": 28 + "output_type": "execute_result" } ], "source": [ @@ -1219,7 +1133,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1229,28 +1143,28 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ "OrderedDict([('AAPL', 0.1),\n", - " ('AMD', 0.03371),\n", - " ('BAC', 0.04774),\n", - " ('BLK', 0.07578),\n", - " ('CVS', 0.06051),\n", - " ('DIS', 0.05414),\n", - " ('INTU', 0.05662),\n", - " ('JD', 0.11429),\n", - " ('MA', 0.09186),\n", - " ('NVDA', 0.04985),\n", - " ('PBI', 0.05315),\n", - " ('TGT', 0.05564),\n", - " ('TM', 0.06813),\n", - " ('UL', 0.07496),\n", - " ('WMT', 0.06363)])" + " ('AMD', 0.0339),\n", + " ('BAC', 0.04866),\n", + " ('BLK', 0.07516),\n", + " ('CVS', 0.06205),\n", + " ('DIS', 0.05424),\n", + " ('INTU', 0.05646),\n", + " ('JD', 0.11054),\n", + " ('MA', 0.09092),\n", + " ('NVDA', 0.049),\n", + " ('PBI', 0.05258),\n", + " ('TGT', 0.05526),\n", + " ('TM', 0.06836),\n", + " ('UL', 0.0771),\n", + " ('WMT', 0.06577)])" ] }, + "execution_count": 25, "metadata": {}, - "execution_count": 29 + "output_type": "execute_result" } ], "source": [ @@ -1265,7 +1179,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1275,28 +1189,28 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "OrderedDict([('AAPL', 0.09646),\n", - " ('AMD', 0.16657),\n", - " ('BAC', 0.01497),\n", - " ('BLK', -0.09881),\n", - " ('CVS', -0.17057),\n", - " ('DIS', 0.21792),\n", - " ('INTU', 0.11454),\n", - " ('JD', 0.14593),\n", - " ('MA', 0.59801),\n", - " ('NVDA', 0.42335),\n", - " ('PBI', -0.03505),\n", - " ('TGT', 0.00214),\n", - " ('TM', -0.47931),\n", - " ('UL', -0.8376),\n", - " ('WMT', -0.15855)])" + "OrderedDict([('AAPL', 0.09422),\n", + " ('AMD', 0.1627),\n", + " ('BAC', 0.04346),\n", + " ('BLK', -0.04221),\n", + " ('CVS', -0.1778),\n", + " ('DIS', 0.20785),\n", + " ('INTU', 0.1059),\n", + " ('JD', 0.31068),\n", + " ('MA', 0.37613),\n", + " ('NVDA', 0.41065),\n", + " ('PBI', -0.02656),\n", + " ('TGT', 0.01202),\n", + " ('TM', -0.47356),\n", + " ('UL', -0.83251),\n", + " ('WMT', -0.17096)])" ] }, + "execution_count": 26, "metadata": {}, - "execution_count": 30 + "output_type": "execute_result" } ], "source": [ @@ -1327,7 +1241,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1337,11 +1251,10 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ "OrderedDict([('AAPL', 0.0),\n", - " ('AMD', 0.06009),\n", + " ('AMD', 0.05561),\n", " ('BAC', 0.0),\n", " ('BLK', 0.0),\n", " ('CVS', 0.0),\n", @@ -1349,7 +1262,7 @@ " ('INTU', 0.0),\n", " ('JD', 0.0),\n", " ('MA', 0.0),\n", - " ('NVDA', 0.93991),\n", + " ('NVDA', 0.94439),\n", " ('PBI', 0.0),\n", " ('TGT', 0.0),\n", " ('TM', 0.0),\n", @@ -1357,8 +1270,9 @@ " ('WMT', 0.0)])" ] }, + "execution_count": 27, "metadata": {}, - "execution_count": 31 + "output_type": "execute_result" } ], "source": [ @@ -1380,7 +1294,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1390,14 +1304,14 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "1.0000000000000004" + "np.float64(1.0)" ] }, + "execution_count": 28, "metadata": {}, - "execution_count": 32 + "output_type": "execute_result" } ], "source": [ @@ -1406,7 +1320,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1416,7 +1330,6 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ "OrderedDict([('AAPL', 0.06667),\n", @@ -1436,8 +1349,9 @@ " ('WMT', 0.06667)])" ] }, + "execution_count": 29, "metadata": {}, - "execution_count": 33 + "output_type": "execute_result" } ], "source": [ @@ -1462,33 +1376,31 @@ "weights = ef.clean_weights()\n", "weights" ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "id": "IP6os0tS_YPI" - }, - "outputs": [], - "source": [ - "" - ] } ], "metadata": { + "colab": { + "collapsed_sections": [], + "name": "3-Advanced-Mean-Variance-Optimisation.ipynb", + "provenance": [] + }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { - "name": "python" - }, - "colab": { - "name": "3-Advanced-Mean-Variance-Optimisation.ipynb", - "provenance": [], - "collapsed_sections": [] + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 0 -} \ No newline at end of file +} diff --git a/cookbook/4-Black-Litterman-Allocation.ipynb b/cookbook/4-Black-Litterman-Allocation.ipynb index 4904b162..1d4f290e 100644 --- a/cookbook/4-Black-Litterman-Allocation.ipynb +++ b/cookbook/4-Black-Litterman-Allocation.ipynb @@ -35,13 +35,7 @@ }, { "cell_type": "code", - "source": [ - "!pip install pandas numpy matplotlib yfinance PyPortfolioOpt\n", - "import os\n", - "if not os.path.isdir('data'):\n", - " os.system('git clone https://github.com/robertmartin8/PyPortfolioOpt.git')\n", - " os.chdir('PyPortfolioOpt/cookbook')" - ], + "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -49,64 +43,13 @@ "id": "sXdbiHc0AnfS", "outputId": "5ced30c2-5248-4827-a15d-955380574b51" }, - "execution_count": 1, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (1.3.5)\n", - "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (1.19.5)\n", - "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (3.2.2)\n", - "Collecting yfinance\n", - " Downloading yfinance-0.1.70-py2.py3-none-any.whl (26 kB)\n", - "Collecting PyPortfolioOpt\n", - " Downloading PyPortfolioOpt-1.5.1-py3-none-any.whl (61 kB)\n", - "\u001b[K |████████████████████████████████| 61 kB 8.7 MB/s \n", - "\u001b[?25hRequirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2018.9)\n", - "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2.8.2)\n", - "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas) (1.15.0)\n", - 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"Requirement already satisfied: scs>=1.1.6 in /usr/local/lib/python3.7/dist-packages (from cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (3.1.0)\n", - "Requirement already satisfied: qdldl in /usr/local/lib/python3.7/dist-packages (from osqp>=0.4.1->cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (0.1.5.post0)\n", - "Installing collected packages: requests, lxml, cvxpy, yfinance, PyPortfolioOpt\n", - " Attempting uninstall: requests\n", - " Found existing installation: requests 2.23.0\n", - " Uninstalling requests-2.23.0:\n", - " Successfully uninstalled requests-2.23.0\n", - " Attempting uninstall: lxml\n", - " Found existing installation: lxml 4.2.6\n", - " Uninstalling lxml-4.2.6:\n", - " Successfully uninstalled lxml-4.2.6\n", - " Attempting uninstall: cvxpy\n", - " Found existing installation: cvxpy 1.0.31\n", - " Uninstalling cvxpy-1.0.31:\n", - " Successfully uninstalled cvxpy-1.0.31\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "google-colab 1.0.0 requires requests~=2.23.0, but you have requests 2.27.1 which is incompatible.\n", - "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n", - "Successfully installed PyPortfolioOpt-1.5.1 cvxpy-1.1.18 lxml-4.7.1 requests-2.27.1 yfinance-0.1.70\n" - ] - } + "outputs": [], + "source": [ + "!pip install pandas numpy matplotlib yfinance PyPortfolioOpt\n", + "import os\n", + "if not os.path.isdir('data'):\n", + " os.system('git clone https://github.com/robertmartin8/PyPortfolioOpt.git')\n", + " os.chdir('PyPortfolioOpt/cookbook')" ] }, { @@ -147,20 +90,16 @@ }, "outputs": [ { + "name": "stderr", "output_type": "stream", - "name": "stdout", "text": [ "[*********************100%***********************] 10 of 10 completed\n" ] }, { - "output_type": "execute_result", "data": { "text/html": [ - "\n", - "
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\n", 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", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - } + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -562,24 +478,25 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "AMZN 0.178842\n", - "BAC 0.109632\n", - "COST 0.078590\n", - "DIS 0.097664\n", - "DPZ 0.048879\n", - "KO 0.065229\n", - "MCD 0.069667\n", - "MSFT 0.139155\n", - "NAT 0.053450\n", - "SBUX 0.081200\n", + "Ticker\n", + "AMZN 0.209014\n", + "BAC 0.104631\n", + "COST 0.078294\n", + "DIS 0.092434\n", + "DPZ 0.038470\n", + "KO 0.053045\n", + "MCD 0.058147\n", + "MSFT 0.156181\n", + "NAT 0.041635\n", + "SBUX 0.078083\n", "dtype: float64" ] }, + "execution_count": 10, "metadata": {}, - "execution_count": 10 + "output_type": "execute_result" } ], "source": [ @@ -600,16 +517,14 @@ }, "outputs": [ { - "output_type": "display_data", "data": { - "image/png": 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\n", 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", 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" ], "text/plain": [ " Prior Posterior Views\n", - "AMZN 0.178842 0.154095 0.10\n", - "BAC 0.109632 0.137854 0.30\n", - "COST 0.078590 0.061974 0.05\n", - "DIS 0.097664 0.073568 0.05\n", - "DPZ 0.048879 0.102711 0.20\n", - "KO 0.065229 0.007902 -0.05\n", - "MCD 0.069667 0.104305 0.15\n", - "MSFT 0.139155 0.103533 0.10\n", - "NAT 0.053450 0.061757 0.50\n", - "SBUX 0.081200 0.082474 0.10" + "AMZN 0.209014 0.178794 0.10\n", + "BAC 0.104631 0.137065 0.30\n", + "COST 0.078294 0.068768 0.05\n", + "DIS 0.092434 0.074427 0.05\n", + "DPZ 0.038470 0.107061 0.20\n", + "KO 0.053045 0.008443 -0.05\n", + "MCD 0.058147 0.103680 0.15\n", + "MSFT 0.156181 0.107061 0.10\n", + "NAT 0.041635 0.063914 0.50\n", + "SBUX 0.078083 0.086824 0.10" ] }, + "execution_count": 21, "metadata": {}, - "execution_count": 21 + "output_type": "execute_result" } ], "source": [ @@ -1125,16 +960,14 @@ }, "outputs": [ { - "output_type": "display_data", "data": { - "image/png": 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\n", + "image/png": 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", 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\n", 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", 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0.13108),\n", + "OrderedDict([('AMZN', 0.19488),\n", + " ('BAC', 0.14496),\n", + " ('COST', 0.07173),\n", + " ('DIS', 0.07076),\n", + " ('DPZ', 0.12771),\n", " ('KO', 0.0),\n", - " ('MCD', 0.12519),\n", - " ('MSFT', 0.12061),\n", - " ('NAT', 0.05639),\n", - " ('SBUX', 0.08552)])" + " ('MCD', 0.11622),\n", + " ('MSFT', 0.11613),\n", + " ('NAT', 0.0669),\n", + " ('SBUX', 0.0907)])" ] }, + "execution_count": 25, "metadata": {}, - "execution_count": 25 + "output_type": "execute_result" } ], "source": [ @@ -1264,14 +1095,14 @@ }, "outputs": [ { - "output_type": "display_data", "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -1280,7 +1111,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1290,29 +1121,29 @@ }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ - "Leftover: $0.14\n" + "Leftover: $3.37\n" ] }, { - "output_type": "execute_result", "data": { "text/plain": [ - "{'AMZN': 1,\n", - " 'BAC': 70,\n", - " 'COST': 3,\n", - " 'DIS': 9,\n", - " 'DPZ': 6,\n", - " 'MCD': 10,\n", - " 'MSFT': 9,\n", - " 'NAT': 728,\n", - " 'SBUX': 19}" + "{'AMZN': np.int64(18),\n", + " 'BAC': np.int64(60),\n", + " 'COST': np.int64(2),\n", + " 'DIS': np.int64(12),\n", + " 'DPZ': np.int64(5),\n", + " 'MCD': np.int64(8),\n", + " 'MSFT': np.int64(5),\n", + " 'NAT': np.int64(500),\n", + " 'SBUX': np.int64(18)}" ] }, + "execution_count": 29, "metadata": {}, - "execution_count": 27 + "output_type": "execute_result" } ], "source": [ @@ -1323,33 +1154,31 @@ "print(f\"Leftover: ${leftover:.2f}\")\n", "alloc" ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "id": "xg87r54tAbNq" - }, - "outputs": [], - "source": [ - "" - ] } ], "metadata": { + "colab": { + "collapsed_sections": [], + "name": "4-Black-Litterman-Allocation.ipynb", + "provenance": [] + }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { - "name": "python" - }, - "colab": { - "name": "4-Black-Litterman-Allocation.ipynb", - "provenance": [], - "collapsed_sections": [] + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 0 -} \ No newline at end of file +} diff --git a/cookbook/5-Hierarchical-Risk-Parity.ipynb b/cookbook/5-Hierarchical-Risk-Parity.ipynb index 0b7e45e2..4edfaacb 100644 --- a/cookbook/5-Hierarchical-Risk-Parity.ipynb +++ b/cookbook/5-Hierarchical-Risk-Parity.ipynb @@ -42,13 +42,8 @@ }, { "cell_type": "code", - "source": [ - "!pip install pandas numpy matplotlib yfinance PyPortfolioOpt\n", - "import os\n", - "if not os.path.isdir('data'):\n", - " os.system('git clone https://github.com/robertmartin8/PyPortfolioOpt.git')\n", - " os.chdir('PyPortfolioOpt/cookbook')" - ], + "execution_count": 1, + "id": "kvgN-hAEBYHZ", "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -56,65 +51,13 @@ "id": "kvgN-hAEBYHZ", "outputId": "2cd60bf1-d484-405c-8d92-a8101f6e6750" }, - "id": "kvgN-hAEBYHZ", - "execution_count": 1, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (1.3.5)\n", - "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (1.19.5)\n", - "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (3.2.2)\n", - "Collecting yfinance\n", - " Downloading yfinance-0.1.70-py2.py3-none-any.whl (26 kB)\n", - "Collecting PyPortfolioOpt\n", - " Downloading PyPortfolioOpt-1.5.1-py3-none-any.whl (61 kB)\n", - "\u001b[K |████████████████████████████████| 61 kB 2.5 MB/s \n", - "\u001b[?25hRequirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2018.9)\n", - "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2.8.2)\n", - "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas) (1.15.0)\n", - "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (1.3.2)\n", - "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (3.0.7)\n", - "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib) (0.11.0)\n", - "Collecting requests>=2.26\n", - " Downloading requests-2.27.1-py2.py3-none-any.whl (63 kB)\n", - "\u001b[K |████████████████████████████████| 63 kB 948 kB/s \n", - "\u001b[?25hCollecting lxml>=4.5.1\n", - " Downloading lxml-4.7.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl (6.4 MB)\n", - "\u001b[K |████████████████████████████████| 6.4 MB 36.5 MB/s \n", - "\u001b[?25hRequirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from yfinance) (0.0.10)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2021.10.8)\n", - "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2.0.11)\n", - "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (1.24.3)\n", - "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.26->yfinance) (2.10)\n", - "Requirement already satisfied: scipy<2.0,>=1.3 in /usr/local/lib/python3.7/dist-packages (from PyPortfolioOpt) (1.4.1)\n", - "Collecting cvxpy<2.0.0,>=1.1.10\n", - " Downloading cvxpy-1.1.18-cp37-cp37m-manylinux_2_24_x86_64.whl (2.7 MB)\n", - "\u001b[K |████████████████████████████████| 2.7 MB 32.4 MB/s \n", - "\u001b[?25hRequirement already satisfied: ecos>=2 in /usr/local/lib/python3.7/dist-packages (from cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (2.0.10)\n", - "Requirement already satisfied: osqp>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (0.6.2.post0)\n", - "Requirement already satisfied: scs>=1.1.6 in /usr/local/lib/python3.7/dist-packages (from cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (3.1.0)\n", - "Requirement already satisfied: qdldl in /usr/local/lib/python3.7/dist-packages (from osqp>=0.4.1->cvxpy<2.0.0,>=1.1.10->PyPortfolioOpt) (0.1.5.post0)\n", - "Installing collected packages: requests, lxml, cvxpy, yfinance, PyPortfolioOpt\n", - " Attempting uninstall: requests\n", - " Found existing installation: requests 2.23.0\n", - " Uninstalling requests-2.23.0:\n", - " Successfully uninstalled requests-2.23.0\n", - " Attempting uninstall: lxml\n", - " Found existing installation: lxml 4.2.6\n", - " Uninstalling lxml-4.2.6:\n", - " Successfully uninstalled lxml-4.2.6\n", - " Attempting uninstall: cvxpy\n", - " Found existing installation: cvxpy 1.0.31\n", - " Uninstalling cvxpy-1.0.31:\n", - " Successfully uninstalled cvxpy-1.0.31\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "google-colab 1.0.0 requires requests~=2.23.0, but you have requests 2.27.1 which is incompatible.\n", - "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n", - "Successfully installed PyPortfolioOpt-1.5.1 cvxpy-1.1.18 lxml-4.7.1 requests-2.27.1 yfinance-0.1.70\n" - ] - } + "outputs": [], + "source": [ + "!pip install pandas numpy matplotlib yfinance PyPortfolioOpt\n", + "import os\n", + "if not os.path.isdir('data'):\n", + " os.system('git clone https://github.com/robertmartin8/PyPortfolioOpt.git')\n", + " os.chdir('PyPortfolioOpt/cookbook')" ] }, { @@ -131,17 +74,14 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - }, "text/plain": [ - "'1.5.1'" + "'1.5.6'" ] }, + "execution_count": 2, "metadata": {}, - "execution_count": 2 + "output_type": "execute_result" } ], "source": [ @@ -168,20 +108,16 @@ }, "outputs": [ { + "name": "stderr", "output_type": "stream", - "name": "stdout", "text": [ "[*********************100%***********************] 15 of 15 completed\n" ] }, { - "output_type": "execute_result", "data": { "text/html": [ - "\n", - "
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0.03654),\n", - " ('JD', 0.04999),\n", - " ('MA', 0.04346),\n", - " ('NVDA', 0.0232),\n", - " ('PBI', 0.08059),\n", - " ('TGT', 0.08735),\n", - " ('TM', 0.09986),\n", - " ('UL', 0.16223),\n", - " ('WMT', 0.11304)])" + "OrderedDict([('AAPL', 0.03543),\n", + " ('AMD', 0.01748),\n", + " ('BAC', 0.0462),\n", + " ('BLK', 0.05103),\n", + " ('CVS', 0.11493),\n", + " ('DIS', 0.06638),\n", + " ('INTU', 0.03285),\n", + " ('JD', 0.04617),\n", + " ('MA', 0.05374),\n", + " ('NVDA', 0.01695),\n", + " ('PBI', 0.07773),\n", + " ('TGT', 0.07838),\n", + " ('TM', 0.11072),\n", + " ('UL', 0.156),\n", + " ('WMT', 0.09599)])" ] }, + "execution_count": 6, "metadata": {}, - "execution_count": 6 + "output_type": "execute_result" } ], "source": [ @@ -780,14 +590,14 @@ }, "outputs": [ { - "output_type": "display_data", "data": { - "image/png": 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\n", + "image/png": 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", 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" + "
" ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -807,12 +617,12 @@ }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ - "Expected annual return: 20.0%\n", - "Annual volatility: 19.0%\n", - "Sharpe Ratio: 0.95\n" + "Expected annual return: 18.7%\n", + "Annual volatility: 18.9%\n", + "Sharpe Ratio: 0.99\n" ] } ], @@ -846,16 +656,14 @@ }, "outputs": [ { - "output_type": "display_data", "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - } + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -882,25 +690,32 @@ "id": "macro-found" }, "outputs": [], - "source": [ - "" - ] + "source": [] } ], "metadata": { + "colab": { + "collapsed_sections": [], + "name": "5-Hierarchical-Risk-Parity.ipynb", + "provenance": [] + }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { - "name": "python" - }, - "colab": { - "name": "5-Hierarchical-Risk-Parity.ipynb", - "provenance": [], - "collapsed_sections": [] + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/cookbook/data/spy_prices.csv b/cookbook/data/spy_prices.csv index 2edcdc52..084b7dae 100644 --- a/cookbook/data/spy_prices.csv +++ b/cookbook/data/spy_prices.csv @@ -1,32 +1,32 @@ -Date,SPY +date,SPY 1993-01-29,24.608617782592773 1993-02-01,24.783647537231445 -1993-02-02,24.836139678955078 +1993-02-02,24.83613967895508 1993-02-03,25.098690032958984 -1993-02-04,25.203720092773438 +1993-02-04,25.20372009277344 1993-02-05,25.18621063232422 1993-02-08,25.18621063232422 1993-02-09,25.01117706298828 1993-02-10,25.046180725097656 1993-02-11,25.168701171875 -1993-02-12,24.976173400878906 -1993-02-16,24.346084594726562 -1993-02-17,24.328571319580078 +1993-02-12,24.976173400878903 +1993-02-16,24.34608459472656 +1993-02-17,24.32857131958008 1993-02-18,24.311080932617188 1993-02-19,24.39859962463379 1993-02-22,24.48610496520996 -1993-02-23,24.468585968017578 +1993-02-23,24.468585968017575 1993-02-24,24.783647537231445 -1993-02-25,24.836139678955078 -1993-02-26,24.871164321899414 +1993-02-25,24.83613967895508 +1993-02-26,24.871164321899418 1993-03-01,24.8011474609375 1993-03-02,25.168701171875 1993-03-03,25.27371597290039 1993-03-04,25.133705139160156 -1993-03-05,25.063688278198242 +1993-03-05,25.06368827819824 1993-03-08,25.623777389526367 -1993-03-09,25.536258697509766 -1993-03-10,25.588768005371094 +1993-03-09,25.53625869750977 +1993-03-10,25.588768005371097 1993-03-11,25.51875877380371 1993-03-12,25.25621223449707 1993-03-15,25.37872886657715 @@ -34,7 +34,7 @@ Date,SPY 1993-03-17,25.221221923828125 1993-03-18,25.37872886657715 1993-03-19,25.34033966064453 -1993-03-22,25.199636459350586 +1993-03-22,25.199636459350582 1993-03-23,25.252410888671875 1993-03-24,25.252410888671875 1993-03-25,25.410669326782227 @@ -46,13 +46,13 @@ Date,SPY 1993-04-02,24.81277847290039 1993-04-05,24.93586540222168 1993-04-06,24.865535736083984 -1993-04-07,24.953439712524414 +1993-04-07,24.953439712524418 1993-04-08,24.91827964782715 1993-04-12,25.269975662231445 1993-04-13,25.322751998901367 -1993-04-14,25.287565231323242 -1993-04-15,25.287565231323242 -1993-04-16,25.287565231323242 +1993-04-14,25.28756523132324 +1993-04-15,25.28756523132324 +1993-04-16,25.28756523132324 1993-04-19,25.18206214904785 1993-04-20,25.058979034423828 1993-04-21,25.0413875579834 @@ -60,32 +60,32 @@ Date,SPY 1993-04-23,24.61933708190918 1993-04-26,24.425901412963867 1993-04-27,24.689678192138672 -1993-04-28,24.636920928955078 +1993-04-28,24.63692092895508 1993-04-29,24.74243927001953 1993-04-30,24.777597427368164 1993-05-03,24.93586540222168 1993-05-04,25.02379608154297 1993-05-05,25.094133377075195 1993-05-06,25.006223678588867 -1993-05-07,24.953439712524414 +1993-05-07,24.953439712524418 1993-05-10,25.006223678588867 -1993-05-11,25.111709594726562 +1993-05-11,25.11170959472656 1993-05-12,25.076549530029297 1993-05-13,24.777597427368164 1993-05-14,24.76001739501953 -1993-05-17,24.847942352294922 +1993-05-17,24.84794235229492 1993-05-18,24.830350875854492 1993-05-19,25.34033966064453 1993-05-20,25.410669326782227 1993-05-21,25.18206214904785 -1993-05-24,25.287565231323242 +1993-05-24,25.28756523132324 1993-05-25,25.34033966064453 -1993-05-26,25.656864166259766 -1993-05-27,25.568946838378906 +1993-05-26,25.65686416625977 +1993-05-27,25.568946838378903 1993-05-28,25.445844650268555 1993-06-01,25.692028045654297 -1993-06-02,25.656864166259766 -1993-06-03,25.568946838378906 +1993-06-02,25.65686416625977 +1993-06-03,25.568946838378903 1993-06-04,25.481014251708984 1993-06-07,25.39307975769043 1993-06-08,25.16446876525879 @@ -93,7 +93,7 @@ Date,SPY 1993-06-10,25.269975662231445 1993-06-11,25.375492095947266 1993-06-14,25.34033966064453 -1993-06-15,25.287565231323242 +1993-06-15,25.28756523132324 1993-06-16,25.34033966064453 1993-06-17,25.42824935913086 1993-06-18,25.218860626220703 @@ -110,7 +110,7 @@ Date,SPY 1993-07-06,25.0594539642334 1993-07-07,25.13030433654785 1993-07-08,25.413652420043945 -1993-07-09,25.484493255615234 +1993-07-09,25.48449325561523 1993-07-12,25.466779708862305 1993-07-13,25.44906997680664 1993-07-14,25.537633895874023 @@ -121,19 +121,19 @@ Date,SPY 1993-07-21,25.395946502685547 1993-07-22,25.218860626220703 1993-07-23,25.342819213867188 -1993-07-26,25.484493255615234 +1993-07-26,25.48449325561523 1993-07-27,25.466779708862305 1993-07-28,25.413652420043945 1993-07-29,25.555334091186523 1993-07-30,25.413652420043945 -1993-08-02,25.484493255615234 +1993-08-02,25.48449325561523 1993-08-03,25.502220153808594 1993-08-04,25.502220153808594 1993-08-05,25.44906997680664 -1993-08-06,25.484493255615234 -1993-08-09,25.626188278198242 -1993-08-10,25.608469009399414 -1993-08-11,25.608469009399414 +1993-08-06,25.48449325561523 +1993-08-09,25.62618827819824 +1993-08-10,25.608469009399418 +1993-08-11,25.608469009399418 1993-08-12,25.537633895874023 1993-08-13,25.57304573059082 1993-08-16,25.714731216430664 @@ -141,8 +141,8 @@ Date,SPY 1993-08-18,25.944957733154297 1993-08-19,25.944957733154297 1993-08-20,25.962669372558594 -1993-08-23,25.909542083740234 -1993-08-24,26.192903518676758 +1993-08-23,25.90954208374023 +1993-08-24,26.19290351867676 1993-08-25,26.210607528686523 1993-08-26,26.228321075439453 1993-08-27,26.210607528686523 @@ -161,58 +161,58 @@ Date,SPY 1993-09-16,26.175189971923828 1993-09-17,26.124435424804688 1993-09-20,25.910587310791016 -1993-09-21,25.821491241455078 +1993-09-21,25.82149124145508 1993-09-22,26.03533363342285 -1993-09-23,26.177898406982422 -1993-09-24,26.106609344482422 +1993-09-23,26.177898406982425 +1993-09-24,26.106609344482425 1993-09-27,26.391742706298828 1993-09-28,26.33827781677246 -1993-09-29,26.249168395996094 +1993-09-29,26.249168395996097 1993-09-30,26.19573402404785 -1993-10-01,26.320476531982422 +1993-10-01,26.320476531982425 1993-10-04,26.356107711791992 -1993-10-05,26.320476531982422 -1993-10-06,26.302635192871094 -1993-10-07,26.231365203857422 +1993-10-05,26.320476531982425 +1993-10-06,26.302635192871097 +1993-10-07,26.231365203857425 1993-10-08,26.26698875427246 -1993-10-11,26.320476531982422 +1993-10-11,26.320476531982425 1993-10-12,26.356107711791992 1993-10-13,26.356107711791992 1993-10-14,26.694673538208008 1993-10-15,26.837242126464844 -1993-10-18,26.765958786010742 +1993-10-18,26.765958786010746 1993-10-19,26.5699520111084 1993-10-20,26.605581283569336 1993-10-21,26.5699520111084 1993-10-22,26.4451961517334 1993-10-25,26.5164794921875 -1993-10-26,26.498661041259766 +1993-10-26,26.49866104125977 1993-10-27,26.5164794921875 1993-10-28,26.71250343322754 1993-10-29,26.71250343322754 1993-11-01,26.783777236938477 -1993-11-02,26.765958786010742 -1993-11-03,26.427371978759766 +1993-11-02,26.765958786010746 +1993-11-03,26.42737197875977 1993-11-04,26.142261505126953 1993-11-05,26.26698875427246 -1993-11-08,26.302635192871094 -1993-11-09,26.320476531982422 +1993-11-08,26.302635192871097 +1993-11-09,26.320476531982425 1993-11-10,26.5164794921875 1993-11-11,26.4451961517334 1993-11-12,26.5699520111084 1993-11-15,26.552122116088867 1993-11-16,26.67685317993164 -1993-11-17,26.534297943115234 -1993-11-18,26.463027954101562 +1993-11-17,26.53429794311523 +1993-11-18,26.46302795410156 1993-11-19,26.409555435180664 -1993-11-22,26.249168395996094 +1993-11-22,26.249168395996097 1993-11-23,26.391742706298828 -1993-11-24,26.498661041259766 +1993-11-24,26.49866104125977 1993-11-26,26.5164794921875 1993-11-29,26.409555435180664 -1993-11-30,26.427371978759766 -1993-12-01,26.463027954101562 -1993-12-02,26.534297943115234 +1993-11-30,26.42737197875977 +1993-12-01,26.46302795410156 +1993-12-02,26.53429794311523 1993-12-03,26.641223907470703 1993-12-06,26.73031997680664 1993-12-07,26.71250343322754 @@ -220,8 +220,8 @@ Date,SPY 1993-12-09,26.623403549194336 1993-12-10,26.5699520111084 1993-12-13,26.73031997680664 -1993-12-14,26.534297943115234 -1993-12-15,26.498661041259766 +1993-12-14,26.53429794311523 +1993-12-15,26.49866104125977 1993-12-16,26.58775520324707 1993-12-17,26.7338924407959 1993-12-20,26.76976776123047 @@ -229,10 +229,10 @@ Date,SPY 1993-12-22,26.85947608947754 1993-12-23,26.841548919677734 1993-12-27,26.985082626342773 -1993-12-28,27.038888931274414 +1993-12-28,27.038888931274418 1993-12-29,27.003005981445312 1993-12-30,26.89537239074707 -1993-12-31,26.751834869384766 +1993-12-31,26.75183486938477 1994-01-03,26.68006134033203 1994-01-04,26.7877140045166 1994-01-05,26.841548919677734 @@ -242,8 +242,8 @@ Date,SPY 1994-01-11,27.272153854370117 1994-01-12,27.18243980407715 1994-01-13,27.110668182373047 -1994-01-14,27.218313217163086 -1994-01-17,27.218313217163086 +1994-01-14,27.21831321716309 +1994-01-17,27.21831321716309 1994-01-18,27.25420570373535 1994-01-19,27.18243980407715 1994-01-20,27.25420570373535 @@ -251,16 +251,16 @@ Date,SPY 1994-01-24,27.092714309692383 1994-01-25,27.092714309692383 1994-01-26,27.16449546813965 -1994-01-27,27.415681838989258 +1994-01-27,27.415681838989254 1994-01-28,27.487464904785156 1994-01-31,27.684818267822266 -1994-02-01,27.541292190551758 +1994-02-01,27.54129219055176 1994-02-02,27.7206974029541 1994-02-03,27.595104217529297 1994-02-04,26.967124938964844 1994-02-07,27.092714309692383 1994-02-08,27.110668182373047 -1994-02-09,27.218313217163086 +1994-02-09,27.21831321716309 1994-02-10,26.985082626342773 1994-02-11,27.07478141784668 1994-02-14,27.110668182373047 @@ -270,33 +270,33 @@ Date,SPY 1994-02-18,26.913307189941406 1994-02-22,27.18243980407715 1994-02-23,27.110668182373047 -1994-02-24,26.751834869384766 +1994-02-24,26.75183486938477 1994-02-25,26.877410888671875 1994-02-28,26.877410888671875 1994-03-01,26.76976776123047 1994-03-02,26.805652618408203 1994-03-03,26.7338924407959 1994-03-04,26.805652618408203 -1994-03-07,26.949186325073242 +1994-03-07,26.94918632507324 1994-03-08,26.841548919677734 1994-03-09,26.967124938964844 -1994-03-10,26.751834869384766 +1994-03-10,26.75183486938477 1994-03-11,26.89537239074707 1994-03-14,26.93123435974121 1994-03-15,26.913307189941406 1994-03-16,27.128604888916016 1994-03-17,27.128604888916016 -1994-03-18,27.122684478759766 +1994-03-18,27.12268447875977 1994-03-21,27.050506591796875 -1994-03-22,27.122684478759766 +1994-03-22,27.12268447875977 1994-03-23,27.10464859008789 1994-03-24,26.77982521057129 1994-03-25,26.52719497680664 1994-03-28,26.563282012939453 1994-03-29,26.03995704650879 -1994-03-30,25.679035186767578 +1994-03-30,25.679035186767575 1994-03-31,25.75120735168457 -1994-04-04,25.354215621948242 +1994-04-04,25.35421562194824 1994-04-05,25.87752914428711 1994-04-06,25.87752914428711 1994-04-07,26.003862380981445 @@ -315,11 +315,11 @@ Date,SPY 1994-04-26,26.148229598999023 1994-04-28,25.9587345123291 1994-04-29,26.03995704650879 -1994-05-02,26.202360153198242 +1994-05-02,26.20236015319824 1994-05-03,26.175289154052734 1994-05-04,26.13016700744629 1994-05-05,26.094070434570312 -1994-05-06,25.841463088989258 +1994-05-06,25.841463088989254 1994-05-09,25.615861892700195 1994-05-10,25.81437873840332 1994-05-11,25.57978630065918 @@ -333,15 +333,15 @@ Date,SPY 1994-05-23,26.265522003173828 1994-05-24,26.37379264831543 1994-05-25,26.44597816467285 -1994-05-26,26.464031219482422 -1994-05-27,26.491092681884766 +1994-05-26,26.464031219482425 +1994-05-27,26.49109268188477 1994-05-31,26.454999923706055 1994-06-01,26.57228660583496 1994-06-02,26.54522132873535 1994-06-03,26.69861602783203 1994-06-06,26.689592361450195 1994-06-07,26.653505325317383 -1994-06-08,26.436941146850586 +1994-06-08,26.436941146850582 1994-06-09,26.581315994262695 1994-06-10,26.626419067382812 1994-06-13,26.66253089904785 @@ -350,19 +350,19 @@ Date,SPY 1994-06-16,26.815914154052734 1994-06-17,26.666231155395508 1994-06-20,26.43918228149414 -1994-06-21,26.212106704711914 +1994-06-21,26.21210670471191 1994-06-22,26.312026977539062 1994-06-23,26.157621383666992 1994-06-24,25.6126708984375 1994-06-27,26.05769920349121 -1994-06-28,25.930545806884766 +1994-06-28,25.93054580688477 1994-06-29,26.01230239868164 1994-06-30,25.848800659179688 1994-07-01,25.90331268310547 1994-07-05,26.039541244506836 1994-07-06,26.003196716308594 1994-07-07,26.11220932006836 -1994-07-08,26.103107452392578 +1994-07-08,26.103107452392575 1994-07-11,26.01230239868164 1994-07-12,26.04862403869629 1994-07-13,26.094038009643555 @@ -370,7 +370,7 @@ Date,SPY 1994-07-15,26.38468360900879 1994-07-18,26.43008804321289 1994-07-19,26.37560272216797 -1994-07-20,26.257516860961914 +1994-07-20,26.25751686096191 1994-07-21,26.312026977539062 1994-07-22,26.3574275970459 1994-07-25,26.393754959106445 @@ -378,7 +378,7 @@ Date,SPY 1994-07-27,26.366518020629883 1994-07-28,26.42100715637207 1994-07-29,26.68439483642578 -1994-08-01,26.811555862426758 +1994-08-01,26.81155586242676 1994-08-02,26.847890853881836 1994-08-03,26.856971740722656 1994-08-04,26.702571868896484 @@ -389,20 +389,20 @@ Date,SPY 1994-08-11,26.720712661743164 1994-08-12,26.92963218688965 1994-08-15,26.92054557800293 -1994-08-16,27.111257553100586 +1994-08-16,27.111257553100582 1994-08-17,27.093103408813477 1994-08-18,27.00229263305664 1994-08-19,26.984111785888672 1994-08-22,26.956878662109375 -1994-08-23,27.111257553100586 -1994-08-24,27.401906967163086 +1994-08-23,27.111257553100582 +1994-08-24,27.40190696716309 1994-08-25,27.329254150390625 1994-08-26,27.719810485839844 1994-08-29,27.70163917541504 1994-08-30,27.7742977142334 1994-08-31,27.70163917541504 1994-09-01,27.61080551147461 -1994-09-02,27.492746353149414 +1994-09-02,27.492746353149418 1994-09-06,27.50182342529297 1994-09-07,27.474590301513672 1994-09-08,27.61080551147461 @@ -413,23 +413,23 @@ Date,SPY 1994-09-15,27.69256019592285 1994-09-16,27.49547576904297 1994-09-19,27.522876739501953 -1994-09-20,27.002033233642578 -1994-09-21,27.002033233642578 +1994-09-20,27.002033233642575 +1994-09-21,27.002033233642575 1994-09-22,26.938066482543945 1994-09-23,26.8466854095459 1994-09-26,26.983762741088867 1994-09-27,26.965471267700195 -1994-09-28,27.175655364990234 +1994-09-28,27.17565536499023 1994-09-29,27.03859519958496 -1994-09-30,27.002033233642578 +1994-09-30,27.002033233642575 1994-10-03,26.938066482543945 1994-10-04,26.5360107421875 1994-10-05,26.545156478881836 1994-10-06,26.4628963470459 -1994-10-07,26.581707000732422 +1994-10-07,26.581707000732425 1994-10-10,26.864973068237305 1994-10-11,27.26703453063965 -1994-10-12,27.303585052490234 +1994-10-12,27.30358505249023 1994-10-13,27.394960403442383 1994-10-14,27.513750076293945 1994-10-17,27.458934783935547 @@ -437,44 +437,44 @@ Date,SPY 1994-10-19,27.522876739501953 1994-10-20,27.34014129638672 1994-10-21,27.23047637939453 -1994-10-24,27.002033233642578 -1994-10-25,27.029460906982422 -1994-10-26,27.129972457885742 +1994-10-24,27.002033233642575 +1994-10-25,27.029460906982425 +1994-10-26,27.129972457885746 1994-10-27,27.2944393157959 1994-10-28,27.870113372802734 1994-10-31,27.769609451293945 1994-11-01,27.458934783935547 -1994-11-02,27.303585052490234 +1994-11-02,27.30358505249023 1994-11-03,27.449790954589844 1994-11-04,27.093414306640625 -1994-11-07,27.175655364990234 +1994-11-07,27.17565536499023 1994-11-08,27.38582420349121 1994-11-09,27.431499481201172 1994-11-10,27.239635467529297 1994-11-11,27.139123916625977 1994-11-14,27.394960403442383 -1994-11-15,27.303585052490234 +1994-11-15,27.30358505249023 1994-11-16,27.394960403442383 1994-11-17,27.212203979492188 -1994-11-18,27.175655364990234 +1994-11-18,27.17565536499023 1994-11-21,26.901525497436523 1994-11-22,26.316715240478516 1994-11-23,26.4628963470459 1994-11-25,26.59082794189453 -1994-11-28,26.709609985351562 +1994-11-28,26.70960998535156 1994-11-29,26.700483322143555 1994-11-30,26.663957595825195 1994-12-01,26.39895248413086 -1994-12-02,26.645662307739258 +1994-12-02,26.645662307739254 1994-12-05,26.673080444335938 1994-12-06,26.691347122192383 1994-12-07,26.499462127685547 -1994-12-08,26.243610382080078 +1994-12-08,26.24361038208008 1994-12-09,26.34412384033203 1994-12-12,26.517719268798828 1994-12-13,26.61824607849121 1994-12-14,26.75532341003418 -1994-12-15,26.837556838989258 +1994-12-15,26.837556838989254 1994-12-16,26.96864891052246 1994-12-19,27.005481719970703 1994-12-20,26.922571182250977 @@ -489,7 +489,7 @@ Date,SPY 1995-01-04,27.116016387939453 1995-01-05,27.116016387939453 1995-01-06,27.143648147583008 -1995-01-09,27.171287536621094 +1995-01-09,27.171287536621097 1995-01-10,27.198909759521484 1995-01-11,27.21732521057129 1995-01-12,27.226547241210938 @@ -498,15 +498,15 @@ Date,SPY 1995-01-17,27.72391700744629 1995-01-18,27.6962833404541 1995-01-19,27.539691925048828 -1995-01-20,27.438386917114258 -1995-01-23,27.521282196044922 +1995-01-20,27.438386917114254 +1995-01-23,27.52128219604492 1995-01-24,27.558130264282227 1995-01-25,27.631811141967773 1995-01-26,27.659433364868164 1995-01-27,27.769975662231445 -1995-01-30,27.650217056274414 +1995-01-30,27.650217056274418 1995-01-31,27.760753631591797 -1995-02-01,27.751535415649414 +1995-02-01,27.751535415649418 1995-02-02,27.917346954345703 1995-02-03,28.313385009765625 1995-02-06,28.43313217163086 @@ -518,7 +518,7 @@ Date,SPY 1995-02-14,28.5528621673584 1995-02-15,28.70943832397461 1995-02-16,28.67261505126953 -1995-02-17,28.562091827392578 +1995-02-17,28.562091827392575 1995-02-21,28.5528621673584 1995-02-22,28.76472282409668 1995-02-23,28.810762405395508 @@ -535,18 +535,18 @@ Date,SPY 1995-03-10,29.041040420532227 1995-03-13,29.013389587402344 1995-03-14,29.22525978088379 -1995-03-15,29.169973373413086 +1995-03-15,29.16997337341309 1995-03-16,29.344989776611328 1995-03-17,29.37415885925293 1995-03-20,29.37415885925293 -1995-03-21,29.300081253051758 +1995-03-21,29.30008125305176 1995-03-22,29.327861785888672 1995-03-23,29.346389770507812 1995-03-24,29.763107299804688 1995-03-27,29.883499145507812 1995-03-28,29.883499145507812 1995-03-29,29.87422752380371 -1995-03-30,29.818655014038086 +1995-03-30,29.81865501403809 1995-03-31,29.69829559326172 1995-04-03,29.77235984802246 1995-04-04,29.96683692932129 @@ -556,7 +556,7 @@ Date,SPY 1995-04-10,30.10572624206543 1995-04-11,30.003875732421875 1995-04-12,30.10572624206543 -1995-04-13,30.272428512573242 +1995-04-13,30.27242851257324 1995-04-17,30.096481323242188 1995-04-18,29.994625091552734 1995-04-19,29.96683692932129 @@ -575,9 +575,9 @@ Date,SPY 1995-05-08,31.152164459228516 1995-05-09,31.124387741088867 1995-05-10,31.161434173583984 -1995-05-11,31.244792938232422 +1995-05-11,31.244792938232425 1995-05-12,31.263296127319336 -1995-05-15,31.411466598510742 +1995-05-15,31.411466598510746 1995-05-16,31.429994583129883 1995-05-17,31.30960464477539 1995-05-18,30.85584259033203 @@ -585,20 +585,20 @@ Date,SPY 1995-05-22,31.216978073120117 1995-05-23,31.504074096679688 1995-05-24,31.485546112060547 -1995-05-25,31.513338088989258 +1995-05-25,31.513338088989254 1995-05-26,31.152164459228516 1995-05-30,31.142913818359375 -1995-05-31,31.791141510009766 +1995-05-31,31.79114151000977 1995-06-01,31.707801818847656 1995-06-02,31.735595703125 -1995-06-05,31.930057525634766 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-1996-03-14,38.867610931396484 +1996-03-14,38.86761093139648 1996-03-15,38.84150314331055 1996-03-18,39.58917999267578 1996-03-19,39.50397491455078 @@ -804,7 +804,7 @@ Date,SPY 1996-04-02,39.71222686767578 1996-04-03,39.71222686767578 1996-04-04,39.68381881713867 -1996-04-08,39.002357482910156 +1996-04-08,39.00235748291016 1996-04-09,38.8509635925293 1996-04-10,38.16006851196289 1996-04-11,38.11273956298828 @@ -820,7 +820,7 @@ Date,SPY 1996-04-25,39.55130386352539 1996-04-26,39.63648223876953 1996-04-29,39.63648223876953 -1996-04-30,39.608089447021484 +1996-04-30,39.60808944702149 1996-05-01,39.69327163696289 1996-05-02,39.0118522644043 1996-05-03,38.955047607421875 @@ -831,8 +831,8 @@ Date,SPY 1996-05-10,39.598628997802734 1996-05-13,40.19487380981445 1996-05-14,40.44096755981445 -1996-05-15,40.393638610839844 -1996-05-16,40.478824615478516 +1996-05-15,40.39363861083984 +1996-05-16,40.47882461547851 1996-05-17,40.696502685546875 1996-05-20,40.97095489501953 1996-05-21,40.91415786743164 @@ -843,7 +843,7 @@ Date,SPY 1996-05-29,40.601844787597656 1996-05-30,40.810062408447266 1996-05-31,40.50721740722656 -1996-06-03,40.620784759521484 +1996-06-03,40.62078475952149 1996-06-04,40.90470886230469 1996-06-05,41.26435089111328 1996-06-06,40.96149444580078 @@ -946,7 +946,7 @@ Date,SPY 1996-10-23,43.37007522583008 1996-10-24,42.997108459472656 1996-10-25,43.035377502441406 -1996-10-28,42.748451232910156 +1996-10-28,42.74845123291016 1996-10-29,43.092750549316406 1996-10-30,42.94929504394531 1996-10-31,43.36054229736328 @@ -960,13 +960,13 @@ Date,SPY 1996-11-12,44.75676345825195 1996-11-13,44.957618713378906 1996-11-14,45.25407791137695 -1996-11-15,45.311458587646484 +1996-11-15,45.31145858764648 1996-11-18,45.32102584838867 1996-11-19,45.64618682861328 1996-11-20,45.72270202636719 1996-11-21,45.65574645996094 1996-11-22,46.009613037109375 -1996-11-25,46.592952728271484 +1996-11-25,46.59295272827149 1996-11-26,46.439945220947266 1996-11-27,46.3538703918457 1996-11-29,46.5260124206543 @@ -1017,7 +1017,7 @@ Date,SPY 1997-02-04,48.66712188720703 1997-02-05,47.7541389465332 1997-02-06,48.0712890625 -1997-02-07,48.724769592285156 +1997-02-07,48.72476959228515 1997-02-10,48.26350402832031 1997-02-11,48.82091522216797 1997-02-12,49.51285934448242 @@ -1026,7 +1026,7 @@ Date,SPY 1997-02-18,50.35857391357422 1997-02-19,50.02218246459961 1997-02-20,49.41673278808594 -1997-02-21,49.435951232910156 +1997-02-21,49.43595123291016 1997-02-24,50.02218246459961 1997-02-25,50.06062316894531 1997-02-26,49.570499420166016 @@ -1057,7 +1057,7 @@ Date,SPY 1997-04-03,46.24875259399414 1997-04-04,46.82757568359375 1997-04-07,47.01089859008789 -1997-04-08,47.348548889160156 +1997-04-08,47.34854888916016 1997-04-09,46.9626350402832 1997-04-10,46.78901290893555 1997-04-11,45.303340911865234 @@ -1082,7 +1082,7 @@ Date,SPY 1997-05-08,50.66716384887695 1997-05-09,51.01447296142578 1997-05-12,51.86343002319336 -1997-05-13,51.651206970214844 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1997-07-25,58.28297424316406 -1997-07-28,58.244300842285156 +1997-07-28,58.24430084228515 1997-07-29,58.4379768371582 1997-07-30,59.13526916503906 1997-07-31,59.077186584472656 @@ -1158,7 +1158,7 @@ Date,SPY 1997-08-26,56.31700897216797 1997-08-27,56.655948638916016 1997-08-28,55.79400634765625 -1997-08-29,56.016761779785156 +1997-08-29,56.01676177978515 1997-09-02,57.83749008178711 1997-09-03,57.527587890625 1997-09-04,57.89563751220703 @@ -1173,7 +1173,7 @@ Date,SPY 1997-09-17,58.76725769042969 1997-09-18,59.01903533935547 1997-09-19,59.118896484375 -1997-09-22,59.449398040771484 +1997-09-22,59.44939804077149 1997-09-23,59.17721176147461 1997-09-24,58.69124221801758 1997-09-25,58.282920837402344 @@ -1197,14 +1197,14 @@ Date,SPY 1997-10-21,60.644996643066406 1997-10-22,60.24645233154297 1997-10-23,59.06058120727539 -1997-10-24,58.477378845214844 +1997-10-24,58.47737884521485 1997-10-27,54.23931121826172 1997-10-28,57.36921310424805 1997-10-29,57.2137451171875 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Date,SPY 1998-01-09,57.65608215332031 1998-01-12,58.71006774902344 1998-01-13,59.52983474731445 -1998-01-14,59.803062438964844 -1998-01-15,59.305355072021484 +1998-01-14,59.80306243896485 +1998-01-15,59.30535507202149 1998-01-16,60.15437698364258 1998-01-20,61.130279541015625 1998-01-21,60.54473114013672 @@ -1269,7 +1269,7 @@ Date,SPY 1998-02-04,62.80880355834961 1998-02-05,62.769798278808594 1998-02-06,63.47244644165039 -1998-02-09,63.257747650146484 +1998-02-09,63.25774765014648 1998-02-10,63.86280059814453 1998-02-11,63.804256439208984 1998-02-12,64.07746887207031 @@ -1722,24 +1722,24 @@ Date,SPY 1999-11-19,90.90326690673828 1999-11-22,90.88338470458984 1999-11-23,90.08596801757812 -1999-11-24,90.56440734863281 -1999-11-26,90.22550964355469 +1999-11-24,90.5644073486328 +1999-11-26,90.22550964355467 1999-11-29,89.90657043457031 1999-11-30,88.8499755859375 1999-12-01,89.56761169433594 1999-12-02,90.10586547851562 1999-12-03,91.76048278808594 -1999-12-06,91.08268737792969 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2000-02-03,91.56609344482422 2000-02-04,91.18637084960938 @@ -1805,59 +1805,59 @@ Date,SPY 2000-03-21,95.64547729492188 2000-03-22,96.22642517089844 2000-03-23,97.86929321289062 -2000-03-24,98.45027160644531 +2000-03-24,98.45027160644533 2000-03-27,97.40848541259766 -2000-03-28,96.84752655029297 +2000-03-28,96.84752655029295 2000-03-29,96.94770050048828 -2000-03-30,95.32490539550781 +2000-03-30,95.3249053955078 2000-03-31,96.40675354003906 -2000-04-03,96.96769714355469 +2000-04-03,96.96769714355467 2000-04-04,96.2464828491211 2000-04-05,95.64547729492188 2000-04-06,96.47682189941406 2000-04-07,97.08790588378906 2000-04-10,96.707275390625 -2000-04-11,96.42676544189453 -2000-04-12,93.78221893310547 +2000-04-11,96.42676544189452 +2000-04-12,93.78221893310548 2000-04-13,92.47996520996094 2000-04-14,87.19081115722656 2000-04-17,90.2360610961914 2000-04-18,92.62022399902344 -2000-04-19,91.75872802734375 -2000-04-20,92.19947052001953 +2000-04-19,91.75872802734376 +2000-04-20,92.19947052001952 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-2000-06-01,93.16114044189453 +2000-06-01,93.16114044189452 2000-06-02,94.7839584350586 -2000-06-05,94.32316589355469 -2000-06-06,93.90242004394531 +2000-06-05,94.32316589355467 +2000-06-06,93.90242004394533 2000-06-07,94.55355072021484 -2000-06-08,94.18292236328125 +2000-06-08,94.18292236328124 2000-06-09,93.98258209228516 2000-06-12,92.88064575195312 2000-06-13,94.62369537353516 @@ -1868,24 +1868,24 @@ Date,SPY 2000-06-20,95.06736755371094 2000-06-21,95.0271987915039 2000-06-22,93.58128356933594 -2000-06-23,92.77801513671875 -2000-06-26,93.97289276123047 +2000-06-23,92.77801513671876 +2000-06-26,93.97289276123048 2000-06-27,93.28006744384766 2000-06-28,93.5411148071289 2000-06-29,92.65753936767578 -2000-06-30,93.36041259765625 +2000-06-30,93.36041259765624 2000-07-03,94.64559173583984 2000-07-05,92.93869018554688 2000-07-06,93.66162109375 2000-07-07,95.16776275634766 2000-07-10,95.0071029663086 2000-07-11,95.20790100097656 -2000-07-12,95.83050537109375 -2000-07-13,96.25218963623047 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2000-09-28,93.41374969482422 2000-09-29,92.5279541015625 -2000-10-02,92.66888427734375 +2000-10-02,92.66888427734376 2000-10-03,91.80319213867188 2000-10-04,92.5682144165039 -2000-10-05,92.89030456542969 +2000-10-05,92.89030456542967 2000-10-06,90.87711334228516 2000-10-09,90.1926040649414 2000-10-10,88.7027816772461 @@ -1960,7 +1960,7 @@ Date,SPY 2000-10-30,90.53482055664062 2000-10-31,92.0951156616211 2000-11-01,91.78305053710938 -2000-11-02,91.93403625488281 +2000-11-02,91.9340362548828 2000-11-03,91.9843521118164 2000-11-06,92.6285629272461 2000-11-07,92.60850524902344 @@ -2413,10 +2413,10 @@ Date,SPY 2002-08-23,62.30781936645508 2002-08-26,62.7425537109375 2002-08-27,62.01802444458008 -2002-08-28,60.661197662353516 +2002-08-28,60.66119766235352 2002-08-29,60.68758773803711 2002-08-30,60.450462341308594 -2002-09-03,58.145198822021484 +2002-09-03,58.14519882202149 2002-09-04,58.97509765625 2002-09-05,58.47453308105469 2002-09-06,59.278053283691406 @@ -2455,10 +2455,10 @@ Date,SPY 2002-10-23,59.67613983154297 2002-10-24,58.45878601074219 2002-10-25,59.67613983154297 -2002-10-28,59.285804748535156 +2002-10-28,59.28580474853515 2002-10-29,58.59771728515625 2002-10-30,59.16668701171875 -2002-10-31,58.564613342285156 +2002-10-31,58.56461334228515 2002-11-01,59.7224006652832 2002-11-04,60.29138946533203 2002-11-05,60.767765045166016 @@ -2479,9 +2479,9 @@ Date,SPY 2002-11-26,60.668495178222656 2002-11-27,62.375457763671875 2002-11-29,62.176963806152344 -2002-12-02,62.276187896728516 +2002-12-02,62.27618789672851 2002-12-03,61.44258117675781 -2002-12-04,61.164730072021484 +2002-12-04,61.16473007202149 2002-12-05,60.4898796081543 2002-12-06,60.886844635009766 2002-12-09,59.212989807128906 @@ -2504,10 +2504,10 @@ Date,SPY 2003-01-03,60.73395538330078 2003-01-06,61.80434799194336 2003-01-07,61.651458740234375 -2003-01-08,60.760562896728516 +2003-01-08,60.76056289672851 2003-01-09,61.704647064208984 2003-01-10,61.87085723876953 -2003-01-13,61.850914001464844 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-2003-04-29,61.486167907714844 +2003-04-29,61.48616790771485 2003-04-30,61.35265350341797 2003-05-01,61.345977783203125 2003-05-02,62.220436096191406 @@ -2593,12 +2593,12 @@ Date,SPY 2003-05-13,63.22175979614258 2003-05-14,63.08824920654297 2003-05-15,63.488739013671875 -2003-05-16,63.328548431396484 +2003-05-16,63.32854843139648 2003-05-19,61.84663391113281 2003-05-20,61.71977615356445 2003-05-21,61.84663391113281 2003-05-22,62.46076583862305 -2003-05-23,62.587581634521484 +2003-05-23,62.58758163452149 2003-05-27,63.68235778808594 2003-05-28,63.862552642822266 2003-05-29,63.69568634033203 @@ -3264,7 +3264,7 @@ Date,SPY 2006-01-10,90.32988739013672 2006-01-11,90.61720275878906 2006-01-12,90.25979614257812 -2006-01-13,90.17573547363281 +2006-01-13,90.1757354736328 2006-01-17,89.93048858642578 2006-01-18,89.57303619384766 2006-01-19,89.91642761230469 @@ -3273,7 +3273,7 @@ Date,SPY 2006-01-24,88.68309783935547 2006-01-25,88.76017761230469 2006-01-26,89.25067901611328 -2006-01-27,90.07759094238281 +2006-01-27,90.0775909423828 2006-01-30,90.00752258300781 2006-01-31,89.34882354736328 2006-02-01,89.97250366210938 @@ -3287,11 +3287,11 @@ Date,SPY 2006-02-13,88.5849380493164 2006-02-14,89.52400970458984 2006-02-15,89.83934783935547 -2006-02-16,90.51213073730469 +2006-02-16,90.51213073730467 2006-02-17,90.2668228149414 2006-02-21,90.04257202148438 2006-02-22,90.58917999267578 -2006-02-23,90.45604705810547 +2006-02-23,90.45604705810548 2006-02-24,90.6872787475586 2006-02-27,90.72230529785156 2006-02-28,89.86038970947266 @@ -3302,49 +3302,49 @@ Date,SPY 2006-03-07,89.6781997680664 2006-03-08,89.86737823486328 2006-03-09,89.2646713256836 -2006-03-10,90.11266326904297 +2006-03-10,90.11266326904295 2006-03-13,90.2808609008789 -2006-03-14,91.22686767578125 +2006-03-14,91.22686767578124 2006-03-15,91.63333892822266 2006-03-16,91.82254028320312 -2006-03-17,91.89923095703125 +2006-03-17,91.89923095703124 2006-03-20,91.75146484375 -2006-03-21,91.17455291748047 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2006-04-28,92.49726104736328 2006-05-01,91.74443817138672 2006-05-02,92.43392944335938 -2006-05-03,92.08922576904297 -2006-05-04,92.41984558105469 -2006-05-05,93.23600769042969 -2006-05-08,93.12340545654297 +2006-05-03,92.08922576904295 +2006-05-04,92.41984558105467 +2006-05-05,93.23600769042967 +2006-05-08,93.12340545654295 2006-05-09,93.30635833740234 -2006-05-10,93.25714111328125 +2006-05-10,93.25714111328124 2006-05-11,92.13143157958984 2006-05-12,90.92832946777344 2006-05-15,91.11124420166016 @@ -3381,7 +3381,7 @@ Date,SPY 2006-06-28,88.15727996826172 2006-06-29,89.93807220458984 2006-06-30,89.94512176513672 -2006-07-03,90.31261444091797 +2006-07-03,90.31261444091795 2006-07-05,89.79670715332031 2006-07-06,90.05825805664062 2006-07-07,89.47167205810547 @@ -3400,11 +3400,11 @@ Date,SPY 2006-07-26,89.62712860107422 2006-07-27,89.54235076904297 2006-07-28,90.43976593017578 -2006-07-31,90.34794616699219 +2006-07-31,90.3479461669922 2006-08-01,89.9027328491211 -2006-08-02,90.51050567626953 +2006-08-02,90.51050567626952 2006-08-03,90.75076293945312 -2006-08-04,90.59529113769531 +2006-08-04,90.59529113769533 2006-08-07,90.38330078125 2006-08-08,90.03701782226562 2006-08-09,89.7331314086914 @@ -3415,9 +3415,9 @@ Date,SPY 2006-08-16,91.6552734375 2006-08-17,91.88848114013672 2006-08-18,92.35491180419922 -2006-08-21,91.95915222167969 +2006-08-21,91.95915222167967 2006-08-22,91.95211029052734 -2006-08-23,91.69767761230469 +2006-08-23,91.69767761230467 2006-08-24,91.61994171142578 2006-08-25,91.7330322265625 2006-08-28,92.171142578125 @@ -3425,75 +3425,75 @@ Date,SPY 2006-08-30,92.33372497558594 2006-08-31,92.31954193115234 2006-09-01,92.87078094482422 -2006-09-05,93.04740905761719 +2006-09-05,93.0474090576172 2006-09-06,92.22771453857422 -2006-09-07,91.80370330810547 +2006-09-07,91.80370330810548 2006-09-08,92.0651626586914 2006-09-11,92.15702056884766 -2006-09-12,93.06156921386719 -2006-09-13,93.43609619140625 +2006-09-12,93.0615692138672 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2007-01-05,100.3082046508789 2007-01-08,100.7720947265625 -2007-01-09,100.68647766113281 +2007-01-09,100.6864776611328 2007-01-10,101.02191925048828 2007-01-11,101.46444702148438 -2007-01-12,102.23527526855469 +2007-01-12,102.23527526855467 2007-01-16,102.0354232788086 2007-01-17,102.07826232910156 -2007-01-18,101.73567199707031 +2007-01-18,101.73567199707033 2007-01-19,101.93551635742188 2007-01-22,101.62142944335938 -2007-01-23,101.92125701904297 +2007-01-23,101.92125701904295 2007-01-24,102.74199676513672 2007-01-25,101.53585052490234 -2007-01-26,101.44305419921875 -2007-01-29,101.38594055175781 -2007-01-30,101.91407012939453 +2007-01-26,101.44305419921876 +2007-01-29,101.3859405517578 +2007-01-30,101.91407012939452 2007-01-31,102.59928131103516 -2007-02-01,103.21307373046875 +2007-02-01,103.21307373046876 2007-02-02,103.3558349609375 2007-02-05,103.3843994140625 2007-02-06,103.4129409790039 2007-02-07,103.641357421875 -2007-02-08,103.50572967529297 +2007-02-08,103.50572967529295 2007-02-09,102.73491668701172 2007-02-12,102.3851318359375 2007-02-13,103.2487564086914 -2007-02-14,103.92683410644531 +2007-02-14,103.92683410644533 2007-02-15,104.06246185302734 2007-02-16,104.01248168945312 -2007-02-20,104.23371887207031 -2007-02-21,104.19091033935547 -2007-02-22,104.11238098144531 -2007-02-23,103.70555877685547 -2007-02-26,103.61274719238281 +2007-02-20,104.23371887207033 +2007-02-21,104.19091033935548 +2007-02-22,104.11238098144533 +2007-02-23,103.70555877685548 +2007-02-26,103.6127471923828 2007-02-27,99.56591796875 2007-02-28,100.58653259277344 -2007-03-01,100.28675079345703 +2007-03-01,100.28675079345705 2007-03-02,98.97352600097656 2007-03-05,98.03135681152344 2007-03-06,99.70864868164062 -2007-03-07,99.60871887207031 +2007-03-07,99.60871887207033 2007-03-08,100.45096588134766 -2007-03-09,100.47948455810547 +2007-03-09,100.47948455810548 2007-03-12,100.62939453125 2007-03-13,98.67372131347656 2007-03-14,99.40886688232422 2007-03-15,99.54447174072266 2007-03-16,99.2657470703125 2007-03-19,100.46238708496094 -2007-03-20,101.01415252685547 -2007-03-21,102.67658996582031 +2007-03-20,101.01415252685548 +2007-03-21,102.67658996582033 2007-03-22,102.59779357910156 2007-03-23,102.74822235107422 2007-03-26,102.61211395263672 @@ -3569,55 +3569,55 @@ Date,SPY 2007-03-29,101.73076629638672 2007-03-30,101.75225067138672 2007-04-02,101.86685943603516 -2007-04-03,102.96324920654297 -2007-04-04,103.07787322998047 +2007-04-03,102.96324920654295 +2007-04-04,103.07787322998048 2007-04-05,103.35735321044922 2007-04-09,103.5006332397461 -2007-04-10,103.62248229980469 -2007-04-11,103.19969940185547 +2007-04-10,103.62248229980467 +2007-04-11,103.19969940185548 2007-04-12,103.65829467773438 2007-04-13,104.13121032714844 -2007-04-16,105.12007141113281 +2007-04-16,105.1200714111328 2007-04-17,105.39957427978516 2007-04-18,105.52852630615234 -2007-04-19,105.49987030029297 -2007-04-20,106.49589538574219 +2007-04-19,105.49987030029295 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2007-05-29,109.08988189697266 2007-05-30,109.97840881347656 -2007-05-31,109.86376190185547 +2007-05-31,109.86376190185548 2007-06-01,110.4083251953125 -2007-06-04,110.42265319824219 +2007-06-04,110.4226531982422 2007-06-05,109.98562622070312 2007-06-06,108.80320739746094 2007-06-07,106.8398666381836 2007-06-08,108.22998046875 2007-06-11,108.41629028320312 -2007-06-12,107.23389434814453 +2007-06-12,107.23389434814452 2007-06-13,108.83905792236328 2007-06-14,109.53414154052734 2007-06-15,110.1573257446289 @@ -3625,47 +3625,47 @@ Date,SPY 2007-06-19,110.30128479003906 2007-06-20,108.7684326171875 2007-06-21,109.3729019165039 -2007-06-22,108.34381103515625 +2007-06-22,108.34381103515624 2007-06-25,107.82565307617188 2007-06-26,106.71743774414062 2007-06-27,108.2358627319336 2007-06-28,108.22148895263672 -2007-06-29,108.25749206542969 +2007-06-29,108.25749206542967 2007-07-02,109.2362289428711 -2007-07-03,109.63201904296875 +2007-07-03,109.63201904296876 2007-07-05,109.5168228149414 2007-07-06,110.09258270263672 2007-07-09,110.1789321899414 -2007-07-10,108.61011505126953 -2007-07-11,109.38011932373047 +2007-07-10,108.61011505126952 +2007-07-11,109.38011932373048 2007-07-12,111.10728454589844 -2007-07-13,111.43836212158203 -2007-07-16,111.42394256591797 +2007-07-13,111.43836212158205 +2007-07-16,111.42394256591795 2007-07-17,111.3663558959961 -2007-07-18,111.16485595703125 +2007-07-18,111.16485595703124 2007-07-19,111.59662628173828 -2007-07-20,110.46673583984375 +2007-07-20,110.46673583984376 2007-07-23,110.80500030517578 2007-07-24,108.8835678100586 -2007-07-25,109.10668182373047 +2007-07-25,109.10668182373048 2007-07-26,106.52310180664062 2007-07-27,104.42892456054688 2007-07-30,106.0625228881836 2007-07-31,104.86788177490234 2007-08-01,105.37881469726562 -2007-08-02,106.22083282470703 +2007-08-02,106.22083282470705 2007-08-03,103.48615264892578 2007-08-06,105.22055053710938 -2007-08-07,106.34318542480469 +2007-08-07,106.34318542480467 2007-08-08,107.82565307617188 2007-08-09,104.6303939819336 2007-08-10,104.14102172851562 -2007-08-13,104.51526641845703 +2007-08-13,104.51526641845705 2007-08-14,102.9176254272461 2007-08-15,101.49990844726562 2007-08-16,102.26274871826172 2007-08-17,104.14102172851562 -2007-08-20,104.09065246582031 +2007-08-20,104.09065246582033 2007-08-21,104.29938507080078 2007-08-22,105.53716278076172 2007-08-23,105.44361877441406 @@ -3674,10 +3674,10 @@ Date,SPY 2007-08-28,103.4285888671875 2007-08-29,105.45797729492188 2007-08-30,105.1773452758789 -2007-08-31,106.21361541748047 +2007-08-31,106.21361541748048 2007-09-04,107.28591918945312 -2007-09-05,106.35760498046875 -2007-09-06,106.60221862792969 +2007-09-05,106.35760498046876 +2007-09-06,106.60221862792967 2007-09-07,105.11973571777344 2007-09-10,104.91824340820312 2007-09-11,106.14170837402344 @@ -3694,27 +3694,27 @@ Date,SPY 2007-09-26,110.04363250732422 2007-09-27,110.69436645507812 2007-09-28,110.32564544677734 -2007-10-01,111.56932830810547 +2007-10-01,111.56932830810548 2007-10-02,111.41741180419922 2007-10-03,111.19332122802734 2007-10-04,111.36685943603516 -2007-10-05,112.69005584716797 +2007-10-05,112.69005584716795 2007-10-08,112.08989715576172 2007-10-09,113.14554595947266 2007-10-10,112.95760345458984 2007-10-11,112.415283203125 2007-10-12,113.03716278076172 -2007-10-15,112.08271789550781 +2007-10-15,112.0827178955078 2007-10-16,111.19332122802734 2007-10-17,111.53318786621094 2007-10-18,111.12822723388672 2007-10-19,108.22150421142578 -2007-10-22,108.85052490234375 +2007-10-22,108.85052490234376 2007-10-23,109.73270416259766 2007-10-24,109.5302505493164 2007-10-25,109.7905502319336 2007-10-26,111.07762145996094 -2007-10-29,111.44636535644531 +2007-10-29,111.44636535644533 2007-10-30,110.67271423339844 2007-10-31,111.8223648071289 2007-11-01,109.20486450195312 @@ -3725,13 +3725,13 @@ Date,SPY 2007-11-08,106.40657806396484 2007-11-09,104.94599151611328 2007-11-12,103.90476989746094 -2007-11-13,107.07183837890625 -2007-11-14,106.77539825439453 +2007-11-13,107.07183837890624 +2007-11-14,106.77539825439452 2007-11-15,105.2352294921875 2007-11-16,105.41598510742188 -2007-11-19,103.94816589355469 -2007-11-20,104.58446502685547 -2007-11-21,102.44420623779297 +2007-11-19,103.94816589355467 +2007-11-20,104.58446502685548 +2007-11-21,102.44420623779295 2007-11-23,104.21573638916016 2007-11-26,101.91634368896484 2007-11-27,103.08771514892578 @@ -3748,116 +3748,116 @@ Date,SPY 2007-12-12,108.00460815429688 2007-12-13,107.78044891357422 2007-12-14,106.4138412475586 -2007-12-17,104.89537811279297 +2007-12-17,104.89537811279295 2007-12-18,105.48106384277344 2007-12-19,105.48106384277344 2007-12-20,106.14627075195312 -2007-12-21,107.67645263671875 -2007-12-24,108.47599792480469 +2007-12-21,107.67645263671876 +2007-12-24,108.47599792480467 2007-12-26,108.70863342285156 2007-12-27,107.34207153320312 -2007-12-28,107.07311248779297 -2007-12-31,106.28075408935547 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2008-03-07,94.2868423461914 2008-03-10,93.04385375976562 2008-03-11,96.38761138916016 2008-03-12,95.4862289428711 -2008-03-13,95.69702911376953 +2008-03-13,95.69702911376952 2008-03-14,94.21414184570312 2008-03-17,93.26189422607422 2008-03-18,97.13632202148438 -2008-03-19,94.73023223876953 +2008-03-19,94.73023223876952 2008-03-20,96.48491668701172 2008-03-24,98.41342163085938 2008-03-25,98.50840759277344 -2008-03-26,97.30309295654297 -2008-03-27,96.99626159667969 +2008-03-26,97.30309295654295 +2008-03-27,96.99626159667967 2008-03-28,96.06855010986328 2008-03-31,96.40457916259766 2008-04-01,99.79409790039062 -2008-04-02,99.85981750488281 -2008-04-03,100.10821533203125 +2008-04-02,99.8598175048828 +2008-04-03,100.10821533203124 2008-04-04,99.9986572265625 -2008-04-07,100.04981231689453 -2008-04-08,99.94751739501953 +2008-04-07,100.04981231689452 +2008-04-08,99.94751739501952 2008-04-09,99.22433471679688 2008-04-10,99.3631362915039 2008-04-11,97.4345703125 -2008-04-14,97.10584259033203 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2008-05-16,104.21365356445312 -2008-05-19,104.49852752685547 +2008-05-19,104.49852752685548 2008-05-20,103.65119171142578 -2008-05-21,101.89794158935547 +2008-05-21,101.89794158935548 2008-05-22,101.91254425048828 -2008-05-23,100.54651641845703 +2008-05-23,100.54651641845705 2008-05-27,101.2916488647461 2008-05-28,101.7591552734375 2008-05-29,102.27053833007812 @@ -3867,71 +3867,71 @@ Date,SPY 2008-06-04,100.82418060302734 2008-06-05,102.84029388427734 2008-06-06,99.56033325195312 -2008-06-09,99.80139923095703 +2008-06-09,99.80139923095705 2008-06-10,99.3046646118164 -2008-06-11,97.84367370605469 +2008-06-11,97.84367370605467 2008-06-12,98.2162094116211 -2008-06-13,99.45808410644531 -2008-06-16,99.51654052734375 +2008-06-13,99.45808410644533 +2008-06-16,99.51654052734376 2008-06-17,99.03440856933594 -2008-06-18,98.07011413574219 +2008-06-18,98.0701141357422 2008-06-19,98.19428253173828 2008-06-20,96.6004409790039 -2008-06-23,96.50501251220703 +2008-06-23,96.50501251220705 2008-06-24,96.31410217285156 -2008-06-25,96.76929473876953 +2008-06-25,96.76929473876952 2008-06-26,94.14102172851562 -2008-06-27,93.62708282470703 +2008-06-27,93.62708282470705 2008-06-30,93.95748138427734 2008-07-01,94.25116729736328 2008-07-02,92.63600158691406 2008-07-03,92.73143005371094 2008-07-07,91.78435516357422 -2008-07-08,93.41419219970703 +2008-07-08,93.41419219970705 2008-07-09,91.61553192138672 2008-07-10,91.98993682861328 -2008-07-11,90.91808319091797 +2008-07-11,90.91808319091795 2008-07-14,90.09580993652344 2008-07-15,88.82573699951172 -2008-07-16,91.00614929199219 +2008-07-16,91.0061492919922 2008-07-17,91.91650390625 -2008-07-18,92.48918151855469 +2008-07-18,92.48918151855467 2008-07-21,92.54055786132812 -2008-07-22,93.59040832519531 -2008-07-23,94.09696960449219 +2008-07-22,93.59040832519533 +2008-07-23,94.0969696044922 2008-07-24,92.14411163330078 2008-07-25,92.12210083007812 -2008-07-28,90.77123260498047 -2008-07-29,92.70939636230469 +2008-07-28,90.77123260498048 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2008-09-04,91.05752563476562 2008-09-05,91.34388732910156 -2008-09-08,93.23066711425781 -2008-09-09,90.46288299560547 +2008-09-08,93.2306671142578 +2008-09-09,90.46288299560548 2008-09-10,90.82994079589844 2008-09-11,92.14411163330078 2008-09-12,92.56991577148438 @@ -4057,7 +4057,7 @@ Date,SPY 2009-03-06,51.30412673950195 2009-03-09,50.7011604309082 2009-03-10,53.72341537475586 -2009-03-11,54.073307037353516 +2009-03-11,54.07330703735352 2009-03-12,56.20228958129883 2009-03-13,56.64146423339844 2009-03-16,56.47027587890625 @@ -4071,10 +4071,10 @@ Date,SPY 2009-03-26,62.30998611450195 2009-03-27,61.185420989990234 2009-03-30,59.07115936279297 -2009-03-31,59.618473052978516 +2009-03-31,59.61847305297851 2009-04-01,60.773040771484375 2009-04-02,62.549896240234375 -2009-04-03,63.172203063964844 +2009-04-03,63.17220306396485 2009-04-06,62.677371978759766 2009-04-07,61.21537399291992 2009-04-08,61.87513732910156 @@ -4328,11 +4328,11 @@ Date,SPY 2010-04-05,90.82413482666016 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2011-07-08,105.34620666503906 2011-07-11,103.44151306152344 2011-07-12,102.99472045898438 2011-07-13,103.33963012695312 -2011-07-14,102.62633514404297 +2011-07-14,102.62633514404295 2011-07-15,103.22206115722656 2011-07-18,102.3755111694336 2011-07-19,104.0372543334961 -2011-07-20,103.97453308105469 -2011-07-21,105.41674041748047 -2011-07-22,105.48729705810547 +2011-07-20,103.97453308105467 +2011-07-21,105.41674041748048 +2011-07-22,105.48729705810548 2011-07-25,104.8994140625 2011-07-26,104.50749969482422 2011-07-27,102.36767578125 -2011-07-28,102.06981658935547 -2011-07-29,101.37220001220703 +2011-07-28,102.06981658935548 +2011-07-29,101.37220001220705 2011-08-01,100.94113159179688 2011-08-02,98.3622817993164 -2011-08-03,98.89530944824219 +2011-08-03,98.8953094482422 2011-08-04,94.26290130615234 2011-08-05,94.12184143066406 2011-08-08,87.99230194091797 -2011-08-09,92.08385467529297 +2011-08-09,92.08385467529295 2011-08-10,88.01583862304688 2011-08-11,91.96629333496094 2011-08-12,92.58554077148438 2011-08-15,94.54508209228516 2011-08-16,93.73776245117188 -2011-08-17,93.80047607421875 +2011-08-17,93.80047607421876 2011-08-18,89.75592803955078 2011-08-19,88.2901611328125 2011-08-22,88.36067199707031 2011-08-23,91.26869201660156 -2011-08-24,92.55419158935547 +2011-08-24,92.55419158935548 2011-08-25,91.14328002929688 2011-08-26,92.46794891357422 2011-08-29,95.1251220703125 2011-08-30,95.37594604492188 -2011-08-31,95.79920196533203 +2011-08-31,95.79920196533205 2011-09-01,94.79591369628906 2011-09-02,92.3739013671875 2011-09-06,91.69981384277344 -2011-09-07,94.28643798828125 -2011-09-08,93.30663299560547 -2011-09-09,90.86109161376953 +2011-09-07,94.28643798828124 +2011-09-08,93.30663299560548 +2011-09-09,90.86109161376952 2011-09-12,91.44898986816406 -2011-09-13,92.28767395019531 -2011-09-14,93.56531524658203 +2011-09-13,92.28767395019533 +2011-09-14,93.56531524658205 2011-09-15,95.17998504638672 2011-09-16,95.74331665039062 -2011-09-19,94.78997802734375 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2024-04-17,497.4146423339844 2024-04-18,496.39111328125 -2024-04-19,492.05841064453125 +2024-04-19,492.0584106445313 2024-04-22,496.58984375 2024-04-23,502.4826965332031 2024-04-24,502.24420166015625 -2024-04-25,500.33624267578125 +2024-04-25,500.3362426757813 2024-04-26,505.0763854980469 2024-04-29,506.8650817871094 2024-04-30,498.8357238769531 diff --git a/cookbook/data/stock_prices.csv b/cookbook/data/stock_prices.csv index c1288aba..5adef6be 100644 --- a/cookbook/data/stock_prices.csv +++ b/cookbook/data/stock_prices.csv @@ -1,8797 +1,8797 @@ -Date,AAPL,AMD,AMZN,BABA,BAC,BBY,GE,GM,GOOG,JPM,MA,META,PFE,RRC,SBUX,SHLD,T,UAA,WMT,XOM -1990-01-02,0.2621293365955353,4.125,,,4.436746597290039,0.13611647486686707,11.412995338439941,,,3.291015625,,,0.9492188692092896,3.2802462577819824,,,1.4094570875167847,,1.1972784996032715,3.8665120601654053 -1990-01-03,0.26388850808143616,4.0,,,4.472427845001221,0.15245065093040466,11.391624450683594,,,3.400717258453369,,,0.952561616897583,3.2802462577819824,,,1.3849691152572632,,1.1972784996032715,3.827845335006714 -1990-01-04,0.2647690176963806,3.9375,,,4.37727165222168,0.1497287154197693,11.327508926391602,,,3.4144275188446045,,,0.9676015973091125,3.2802462577819824,,,1.3736183643341064,,1.190926194190979,3.7891831398010254 -1990-01-05,0.26564857363700867,3.8125,,,4.282115936279297,0.1497287154197693,11.22064208984375,,,3.4281415939331055,,,0.9592455625534058,3.2802462577819824,,,1.307419776916504,,1.1782232522964478,3.7698497772216797 -1990-01-08,0.26740762591362,3.8125,,,4.305901050567627,0.13883908092975616,11.284760475158691,,,3.4281415939331055,,,0.9508896470069885,3.2802462577819824,,,1.3294858932495117,,1.1941026449203491,3.827845335006714 -1990-01-09,0.2647690176963806,3.875,,,4.305901050567627,0.13883908092975616,11.049662590026855,,,3.3184409141540527,,,0.9308356642723083,3.2802462577819824,,,1.2991440296173096,,1.162344217300415,3.750518321990967 -1990-01-10,0.25333380699157715,3.8125,,,4.222639560699463,0.13611647486686707,11.071036338806152,,,3.3047304153442383,,,0.9475473761558533,3.2802462577819824,,,1.2632873058319092,,1.162344217300415,3.7698497772216797 -1990-01-11,0.2427779585123062,3.875,,,4.18695592880249,0.1333945095539093,11.071036338806152,,,3.2635884284973145,,,0.9375209212303162,3.2802462577819824,,,1.2743209600448608,,1.175047755241394,3.7891831398010254 -1990-01-12,0.2427779585123062,3.75,,,4.068006992340088,0.1306719332933426,10.79318904876709,,,3.236166477203369,,,0.9208093285560608,3.2802462577819824,,,1.2357040643692017,,1.130585789680481,3.6925199031829834 -1990-01-15,0.24101881682872772,3.625,,,3.9490623474121094,0.1333945095539093,10.7076997756958,,,3.236166477203369,,,0.9191380739212036,3.2802462577819824,,,1.2163968086242676,,1.114707112312317,3.740849733352661 -1990-01-16,0.24541689455509186,3.9375,,,4.091798305511475,0.13611647486686707,10.81456470489502,,,3.222452402114868,,,0.9291645288467407,3.2802462577819824,,,1.2412214279174805,,1.133762240409851,3.7215170860290527 -1990-01-17,0.23398154973983765,3.8125,,,4.1155853271484375,0.13611647486686707,10.771819114685059,,,3.2087416648864746,,,0.9291645288467407,3.2802462577819824,,,1.2081220149993896,,1.1210590600967407,3.6635184288024902 -1990-01-18,0.22782447934150696,3.8125,,,4.056112289428711,0.1333945095539093,10.878677368164062,,,3.1813154220581055,,,0.9442050457000732,3.2802462577819824,,,1.2301874160766602,,1.1020046472549438,3.7118515968322754 -1990-01-19,0.24101881682872772,3.75,,,4.210745811462402,0.1415615826845169,11.092405319213867,,,3.1676025390625,,,0.9425344467163086,3.2802462577819824,,,1.2357040643692017,,1.1051799058914185,3.7601816654205322 -1990-01-22,0.23398154973983765,3.75,,,4.139378070831299,0.13883908092975616,10.750450134277344,,,3.07161545753479,,,0.9274939298629761,3.2802462577819824,,,1.1998467445373535,,1.0765976905822754,3.634519577026367 -1990-01-23,0.23749969899654388,3.6875,,,4.222639560699463,0.15245065093040466,10.729077339172363,,,2.9893405437469482,,,0.9157959222793579,3.2802462577819824,,,1.2081220149993896,,1.0765976905822754,3.6441891193389893 -1990-01-24,0.23925893008708954,3.8125,,,4.175060749053955,0.1497287154197693,10.81456470489502,,,3.003051996231079,,,0.9241507053375244,3.2802462577819824,,,1.2163968086242676,,1.0829497575759888,3.634519577026367 -1990-01-25,0.24013939499855042,3.8125,,,4.1631669998168945,0.15245065093040466,10.600831985473633,,,2.97562575340271,,,0.9107823967933655,3.2802462577819824,,,1.1777809858322144,,1.0638946294784546,3.557190418243408 -1990-01-26,0.2304631620645523,3.6875,,,4.091798305511475,0.1497287154197693,10.686328887939453,,,2.9070639610290527,,,0.905768871307373,3.2802462577819824,,,1.1667476892471313,,1.0702457427978516,3.6151912212371826 -1990-01-29,0.23398154973983765,3.6875,,,4.044219017028809,0.1497287154197693,10.558088302612305,,,2.838501453399658,,,0.9157959222793579,3.2802462577819824,,,1.1639883518218994,,1.0765976905822754,3.634519577026367 -1990-01-30,0.23925893008708954,3.625,,,3.8895866870880127,0.14700619876384735,10.558088302612305,,,2.7699382305145264,,,0.905768871307373,3.2802462577819824,,,1.1529560089111328,,1.0670706033706665,3.634519577026367 -1990-01-31,0.23925893008708954,3.625,,,3.996638536453247,0.1497287154197693,10.643582344055176,,,2.8247878551483154,,,0.9157959222793579,3.2802462577819824,,,1.1667476892471313,,1.0829497575759888,3.634519577026367 -1990-02-01,0.2366202175617218,3.625,,,3.937166452407837,0.15517322719097137,10.558088302612305,,,2.852212429046631,,,0.9224802851676941,3.2802462577819824,,,1.1860556602478027,,1.0702457427978516,3.634519577026367 -1990-02-02,0.24101881682872772,3.5,,,4.079902172088623,0.15517322719097137,10.558088302612305,,,2.8659255504608154,,,0.9274939298629761,3.2802462577819824,,,1.1998467445373535,,1.0670706033706665,3.702186346054077 -1990-02-05,0.24629631638526917,3.5625,,,3.996638536453247,0.16061770915985107,10.558088302612305,,,2.852212429046631,,,0.9338997602462769,3.2802462577819824,,,1.2163968086242676,,1.0607181787490845,3.7118515968322754 -1990-02-06,0.24453721940517426,3.5,,,3.9490623474121094,0.16061770915985107,10.600831985473633,,,2.838501453399658,,,0.9220992922782898,3.2802462577819824,,,1.1832969188690186,,1.0575429201126099,3.7001044750213623 -1990-02-07,0.23398154973983765,3.6875,,,4.020427703857422,0.15789572894573212,10.7076997756958,,,2.852212429046631,,,0.9136705994606018,3.2802462577819824,,,1.1915725469589233,,1.0861252546310425,3.758837938308716 -1990-02-08,0.23222236335277557,3.6875,,,3.972852945327759,0.16878482699394226,10.771819114685059,,,2.852212429046631,,,0.9204135537147522,3.2802462577819824,,,1.1474401950836182,,1.0797734260559082,3.7686245441436768 -1990-02-09,0.24101881682872772,3.625,,,4.008533000946045,0.16878482699394226,10.81456470489502,,,2.838501453399658,,,0.903556227684021,3.2802462577819824,,,1.1695059537887573,,1.1083555221557617,3.7784159183502197 -1990-02-12,0.23925893008708954,3.5,,,4.008533000946045,0.16606219112873077,10.643582344055176,,,2.852212429046631,,,0.908613383769989,3.2802462577819824,,,1.1584734916687012,,1.0893007516860962,3.690316677093506 -1990-02-13,0.2427779585123062,3.5625,,,3.996638536453247,0.16061770915985107,10.622211456298828,,,2.8247878551483154,,,0.9119851589202881,3.2802462577819824,,,1.1695059537887573,,1.0924769639968872,3.7001044750213623 -1990-02-14,0.24101881682872772,3.5625,,,4.056112289428711,0.16606219112873077,10.643582344055176,,,2.893350124359131,,,0.9170421957969666,3.2802462577819824,,,1.1750222444534302,,1.0924769639968872,3.6805291175842285 -1990-02-15,0.24101881682872772,3.5625,,,4.1631669998168945,0.16334033012390137,10.7076997756958,,,2.9619133472442627,,,0.9187284708023071,3.2802462577819824,,,1.2026052474975586,,1.1051799058914185,3.79799222946167 -1990-02-16,0.23826487362384796,3.625,,,4.25832462310791,0.16061770915985107,10.600831985473633,,,2.97562575340271,,,0.8951277732849121,3.2802462577819824,,,1.197088360786438,,1.0893007516860962,3.758837938308716 -1990-02-20,0.23650012910366058,3.5625,,,4.198853492736816,0.16334033012390137,10.408482551574707,,,2.893350124359131,,,0.8765843510627747,3.2802462577819824,,,1.1695059537887573,,1.0607181787490845,3.7098937034606934 -1990-02-21,0.24002975225448608,3.75,,,4.175060749053955,0.16334033012390137,10.344361305236816,,,2.8796377182006836,,,0.8597267866134644,3.2802462577819824,,,1.1612317562103271,,1.0575429201126099,3.7294695377349854 -1990-02-22,0.2329704761505127,3.875,,,4.222639560699463,0.16334033012390137,10.387109756469727,,,2.838501453399658,,,0.7990403771400452,3.2802462577819824,,,1.1612317562103271,,1.0416640043258667,3.690316677093506 -1990-02-23,0.23473532497882843,3.875,,,4.18695592880249,0.16334033012390137,10.344361305236816,,,2.7973642349243164,,,0.758583128452301,3.2802462577819824,,,1.1695059537887573,,1.0321364402770996,3.690316677093506 -1990-02-26,0.24002975225448608,4.0625,,,4.220527172088623,0.16334033012390137,10.472599029541016,,,2.852212429046631,,,0.7552109360694885,3.2802462577819824,,,1.1832969188690186,,1.0638946294784546,3.7784159183502197 -1990-02-27,0.23650012910366058,4.3125,,,4.304457187652588,0.16878482699394226,10.600831985473633,,,2.7973642349243164,,,0.7973546385765076,3.2802462577819824,,,1.2081220149993896,,1.0988280773162842,3.788201332092285 -1990-02-28,0.24002975225448608,4.125,,,4.268488883972168,0.16878482699394226,10.638734817504883,,,2.81107497215271,,,0.7956690788269043,3.2802462577819824,,,1.2081220149993896,,1.1178829669952393,3.6805291175842285 -1990-03-01,0.24179528653621674,4.375,,,4.280478477478027,0.17422926425933838,10.617202758789062,,,2.7973642349243164,,,0.807469367980957,3.2802462577819824,,,1.2357040643692017,,1.133762240409851,3.6413748264312744 -1990-03-02,0.23826487362384796,4.5,,,4.412367343902588,0.1851189285516739,10.746419906616211,,,2.852212429046631,,,0.832755446434021,3.2802462577819824,,,1.2632873058319092,,1.1464653015136719,3.660951852798462 -1990-03-05,0.24356026947498322,4.625,,,4.4003801345825195,0.18784086406230927,10.638734817504883,,,2.893350124359131,,,0.8007264733314514,3.2802462577819824,,,1.2577704191207886,,1.1401140689849854,3.621796131134033 -1990-03-06,0.24885447323322296,4.5625,,,4.364408016204834,0.19056347012519836,10.746419906616211,,,2.9207770824432373,,,0.8226405382156372,3.2802462577819824,,,1.2715612649917603,,1.162344217300415,3.690316677093506 -1990-03-07,0.2497369796037674,4.5,,,4.352419376373291,0.20417501032352448,10.789491653442383,,,2.9344892501831055,,,0.819269061088562,3.2802462577819824,,,1.2577704191207886,,1.1496412754058838,3.6413748264312744 -1990-03-08,0.25944429636001587,4.5,,,4.1845550537109375,0.21778656542301178,10.854100227355957,,,3.016763687133789,,,0.8276988863945007,3.2802462577819824,,,1.2743209600448608,,1.1718722581863403,3.660951852798462 -1990-03-09,0.26032668352127075,4.5,,,3.9807255268096924,0.2068975567817688,10.789491653442383,,,2.952648878097534,,,0.8125262260437012,3.2802462577819824,,,1.2577704191207886,,1.1718722581863403,3.631584882736206 -1990-03-12,0.25856178998947144,4.4375,,,3.9687349796295166,0.20417501032352448,10.746419906616211,,,3.0229499340057373,,,0.8209549188613892,3.2802462577819824,,,1.255012035369873,,1.1813991069793701,3.6413748264312744 -1990-03-13,0.26032668352127075,4.4375,,,3.896793842315674,0.20961952209472656,10.681811332702637,,,3.0229499340057373,,,0.7990403771400452,3.2802462577819824,,,1.2439790964126587,,1.1655200719833374,3.572852611541748 -1990-03-14,0.2612089216709137,4.5625,,,3.8608241081237793,0.21778656542301178,10.854100227355957,,,2.9948313236236572,,,0.7922977209091187,3.2802462577819824,,,1.2246716022491455,,1.175047755241394,3.6413748264312744 -1990-03-15,0.25944429636001587,4.5,,,3.8848040103912354,0.21234208345413208,10.897170066833496,,,2.938588857650757,,,0.8007264733314514,3.2802462577819824,,,1.2274291515350342,,1.1813991069793701,3.670738458633423 -1990-03-16,0.2841531038284302,4.625,,,3.8848040103912354,0.21234208345413208,11.026388168334961,,,2.882347345352173,,,0.7889263033866882,3.2802462577819824,,,1.2329457998275757,,1.2004538774490356,3.7196834087371826 -1990-03-19,0.2991548180580139,4.8125,,,3.8608241081237793,0.2150646299123764,11.177127838134766,,,2.9104695320129395,,,0.8108404278755188,3.2802462577819824,,,1.2357040643692017,,1.202235460281372,3.7196834087371826 -1990-03-20,0.2920955419540405,4.5,,,3.824852466583252,0.21778656542301178,11.090993881225586,,,2.826107978820801,,,0.8158977627754211,3.2802462577819824,,,1.2219130992889404,,1.1926935911178589,3.660951852798462 -1990-03-21,0.293860524892807,4.75,,,3.812864303588867,0.22050920128822327,11.04792308807373,,,2.769866943359375,,,0.8024123907089233,3.2802462577819824,,,1.2136377096176147,,1.1958739757537842,3.621796131134033 -1990-03-22,0.28768277168273926,4.8125,,,3.6929609775543213,0.21778656542301178,10.918701171875,,,2.713625907897949,,,0.7872401475906372,3.2802462577819824,,,1.2053635120391846,,1.167249321937561,3.6022186279296875 -1990-03-23,0.2982725203037262,4.9375,,,3.716942071914673,0.2368433028459549,10.983311653137207,,,2.826107978820801,,,0.7939833402633667,3.2802462577819824,,,1.2136377096176147,,1.183152198791504,3.6120102405548096 -1990-03-26,0.2982725203037262,4.8125,,,3.8008720874786377,0.23412081599235535,11.026388168334961,,,2.7417469024658203,,,0.7956690788269043,3.2802462577819824,,,1.2053635120391846,,1.1895135641098022,3.5826432704925537 -1990-03-27,0.29650765657424927,4.875,,,3.812864303588867,0.23412081599235535,11.177127838134766,,,2.7276852130889893,,,0.8108404278755188,3.2802462577819824,,,1.2301874160766602,,1.202235460281372,3.651163339614868 -1990-03-28,0.29121333360671997,4.75,,,3.7888832092285156,0.22867630422115326,11.177127838134766,,,2.713625907897949,,,0.826012134552002,3.2802462577819824,,,1.2439790964126587,,1.20859694480896,3.621796131134033 -1990-03-29,0.2903307378292084,4.6875,,,3.752912759780884,0.22595365345478058,11.112526893615723,,,2.6714441776275635,,,0.832755446434021,3.2802462577819824,,,1.2522540092468262,,1.2054158449172974,3.6120102405548096 -1990-03-30,0.2841531038284302,4.5625,,,3.716942071914673,0.22595365345478058,11.069458961486816,,,2.629263401031494,,,0.8175831437110901,3.2802462577819824,,,1.2467366456985474,,1.202235460281372,3.621796131134033 -1990-04-02,0.2841531038284302,4.6875,,,3.668980836868286,0.2150646299123764,11.026388168334961,,,2.587083578109741,,,0.7956690788269043,3.2802462577819824,,,1.2522540092468262,,1.1990551948547363,3.621796131134033 -1990-04-03,0.2947428226470947,4.625,,,3.6929609775543213,0.21778656542301178,11.198674201965332,,,2.6714441776275635,,,0.7872401475906372,3.2802462577819824,,,1.2770776748657227,,1.211776852607727,3.690316677093506 -1990-04-04,0.29121333360671997,4.5625,,,3.621018409729004,0.2150646299123764,11.069458961486816,,,2.6714441776275635,,,0.7686971426010132,3.2802462577819824,,,1.261128544807434,,1.218138337135315,3.6413748264312744 -1990-04-05,0.2841531038284302,4.5,,,3.4651501178741455,0.2150646299123764,11.090993881225586,,,2.587083578109741,,,0.7619543075561523,3.2802462577819824,,,1.275140643119812,,1.2308605909347534,3.621796131134033 -1990-04-06,0.2815060615539551,4.4375,,,3.3932089805603027,0.2150646299123764,11.090993881225586,,,2.573024034500122,,,0.7754401564598083,3.2802462577819824,,,1.2807451486587524,,1.2308605909347534,3.6120102405548096 -1990-04-09,0.2903307378292084,4.25,,,3.4651501178741455,0.21778656542301178,11.112526893615723,,,2.615203857421875,,,0.7855544686317444,3.2802462577819824,,,1.291954755783081,,1.2404018640518188,3.6022186279296875 -1990-04-10,0.29121333360671997,4.375,,,3.6090335845947266,0.2150646299123764,11.090993881225586,,,2.615203857421875,,,0.7788118124008179,1.0934149026870728,,,1.3031659126281738,,1.2467628717422485,3.6022186279296875 -1990-04-11,0.30003729462623596,4.4375,,,3.621018409729004,0.2150646299123764,11.177127838134766,,,2.629263401031494,,,0.7821832299232483,1.0934149026870728,,,1.3031659126281738,,1.272206425666809,3.572852611541748 -1990-04-12,0.30533260107040405,4.4375,,,3.6090335845947266,0.20961952209472656,11.37095832824707,,,2.755805730819702,,,0.7939833402633667,1.0934149026870728,,,1.3171780109405518,,1.307192325592041,3.5826432704925537 -1990-04-16,0.3088621497154236,4.3125,,,3.5490810871124268,0.20961952209472656,11.500173568725586,,,2.713625907897949,,,0.7973546385765076,1.3667691946029663,,,1.3199801445007324,,1.3008311986923218,3.572852611541748 -1990-04-17,0.30533260107040405,4.4375,,,3.5850491523742676,0.20961952209472656,11.521708488464355,,,2.7276852130889893,,,0.7922977209091187,1.3667691946029663,,,1.3031659126281738,,1.2849291563034058,3.5826432704925537 -1990-04-18,0.30533260107040405,4.375,,,3.5850491523742676,0.2068975567817688,11.45710277557373,,,2.713625907897949,,,0.7939833402633667,1.6401231288909912,,,1.275140643119812,,1.2563045024871826,3.563066244125366 -1990-04-19,0.2841531038284302,4.3125,,,3.573058605194092,0.20961952209472656,11.327889442443848,,,2.685504913330078,,,0.7973546385765076,1.6401231288909912,,,1.2555224895477295,,1.2531235218048096,3.6022186279296875 -1990-04-20,0.2841531038284302,4.3125,,,3.5610716342926025,0.2068975567817688,11.28481388092041,,,2.615203857421875,,,0.7855544686317444,1.6401231288909912,,,1.2331023216247559,,1.2499436140060425,3.631584882736206 -1990-04-23,0.28062349557876587,4.1875,,,3.5490810871124268,0.2068975567817688,11.112526893615723,,,2.6714441776275635,,,0.765325665473938,1.6401231288909912,,,1.2190898656845093,,1.2372214794158936,3.5826432704925537 -1990-04-24,0.2735636234283447,4.1875,,,3.5490810871124268,0.1987304985523224,11.090993881225586,,,2.69956636428833,,,0.7703827619552612,1.6401231288909912,,,1.2106832265853882,,1.2276796102523804,3.5434887409210205 -1990-04-25,0.2735636234283447,4.1875,,,3.5011205673217773,0.19056347012519836,11.090993881225586,,,2.69956636428833,,,0.7720687389373779,2.1868298053741455,,,1.2246949672698975,,1.2563045024871826,3.5434887409210205 -1990-04-26,0.2744459807872772,4.3125,,,3.5370888710021973,0.1851189285516739,11.134066581726074,,,2.6714441776275635,,,0.7889263033866882,2.4601845741271973,,,1.2134853601455688,,1.2499436140060425,3.572852611541748 -1990-04-27,0.2762106657028198,4.3125,,,3.573058605194092,0.17967435717582703,11.004850387573242,,,2.6573846340179443,,,0.7788118124008179,2.4601845741271973,,,1.2050774097442627,,1.2276796102523804,3.5239081382751465 -1990-04-30,0.27797627449035645,4.375,,,3.6450021266937256,0.1769517958164215,11.026388168334961,,,2.629263401031494,,,0.765325665473938,2.7335383892059326,,,1.2246949672698975,,1.2626646757125854,3.5434887409210205 -1990-05-01,0.2797410786151886,4.375,,,3.7289347648620605,0.17967435717582703,11.090993881225586,,,2.6714441776275635,,,0.765325665473938,2.7335383892059326,,,1.2162878513336182,,1.2785673141479492,3.5336976051330566 -1990-05-02,0.28062349557876587,4.3125,,,3.7649035453796387,0.19600795209407806,11.155603408813477,,,2.6433236598968506,,,0.7737547159194946,2.7335383892059326,,,1.2162878513336182,,1.3040119409561157,3.592430591583252 -1990-05-03,0.2823885381221771,4.3125,,,3.836841583251953,0.2068975567817688,11.155603408813477,,,2.6714441776275635,,,0.7804974913597107,2.7335383892059326,,,1.2134853601455688,,1.2658467292785645,3.631584882736206 -1990-05-04,0.2823885381221771,4.1875,,,3.7888832092285156,0.2068975567817688,11.263279914855957,,,2.797985553741455,,,0.7686971426010132,2.7335383892059326,,,1.2134853601455688,,1.2881097793579102,3.6413748264312744 -1990-05-07,0.29297804832458496,4.3125,,,3.812864303588867,0.20417501032352448,11.327889442443848,,,2.8542261123657227,,,0.7720687389373779,2.7335383892059326,,,1.2134853601455688,,1.3040119409561157,3.6413748264312744 -1990-05-08,0.2947428226470947,4.5,,,3.740922451019287,0.2068975567817688,11.43557071685791,,,2.8401684761047363,,,0.7720687389373779,2.7335383892059326,,,1.2387070655822754,,1.307192325592041,3.629474401473999 -1990-05-09,0.2956252694129944,4.5,,,3.716942071914673,0.22867630422115326,11.500173568725586,,,2.7839276790618896,,,0.765325665473938,2.7335383892059326,,,1.2583260536193848,,1.307192325592041,3.6493079662323 -1990-05-10,0.2920955419540405,4.5625,,,3.7049522399902344,0.22595365345478058,11.586318969726562,,,2.8120474815368652,,,0.7720687389373779,2.7335383892059326,,,1.247114896774292,,1.3230944871902466,3.6988909244537354 -1990-05-11,0.3009197413921356,4.75,,,3.776893377304077,0.22595365345478058,11.737072944641113,,,2.8964083194732666,,,0.8175831437110901,2.7335383892059326,,,1.275140643119812,,1.3612611293792725,3.798053741455078 -1990-05-14,0.2947428226470947,4.9375,,,3.7888832092285156,0.22050920128822327,11.801676750183105,,,2.938588857650757,,,0.8240532875061035,2.7335383892059326,,,1.294758677482605,,1.3867048025131226,3.8079731464385986 -1990-05-15,0.2947428226470947,5.0625,,,3.8008720874786377,0.22595365345478058,11.758607864379883,,,3.0229499340057373,,,0.8172430396080017,2.7335383892059326,,,1.2891532182693481,,1.3612611293792725,3.7683053016662598 -1990-05-16,0.293860524892807,5.0,,,3.776893377304077,0.22323165833950043,11.737072944641113,,,2.9807698726654053,,,0.8172430396080017,2.7335383892059326,,,1.2807451486587524,,1.3485385179519653,3.798053741455078 -1990-05-17,0.29297804832458496,5.25,,,3.7888832092285156,0.22050920128822327,11.71553897857666,,,2.9807698726654053,,,0.8189457654953003,2.7335383892059326,,,1.275140643119812,,1.3771642446517944,3.798053741455078 -1990-05-18,0.28062349557876587,5.1875,,,3.7649035453796387,0.22323165833950043,11.737072944641113,,,3.0088913440704346,,,0.8189457654953003,2.7335383892059326,,,1.275140643119812,,1.3835253715515137,3.7881391048431396 -1990-05-21,0.2796325087547302,5.375,,,3.776893377304077,0.21778656542301178,11.780142784118652,,,3.0229499340057373,,,0.8393766283988953,2.7335383892059326,,,1.294758677482605,,1.4312325716018677,3.798053741455078 -1990-05-22,0.29290610551834106,5.375,,,3.7049522399902344,0.21778656542301178,11.801676750183105,,,3.0370101928710938,,,0.8547000288963318,3.8269529342651367,,,1.275140643119812,,1.428052544593811,3.798053741455078 -1990-05-23,0.297330379486084,5.5625,,,3.716942071914673,0.22595365345478058,11.780142784118652,,,3.0370101928710938,,,0.8615099191665649,3.8269529342651367,,,1.2807451486587524,,1.4312325716018677,3.7583889961242676 -1990-05-24,0.297330379486084,5.4375,,,3.633012294769287,0.2368433028459549,11.952432632446289,,,3.0370101928710938,,,0.8598077297210693,3.8269529342651367,,,1.2695356607437134,,1.4248716831207275,3.738557815551758 -1990-05-25,0.28317198157310486,5.375,,,3.582183361053467,0.23412081599235535,11.780142784118652,,,3.05107045173645,,,0.8512945175170898,3.8269529342651367,,,1.2667328119277954,,1.4026079177856445,3.688974618911743 -1990-05-29,0.29025065898895264,5.5,,,3.60638689994812,0.231398805975914,12.017033576965332,,,3.0791916847229004,,,0.8598077297210693,3.8269529342651367,,,1.286350131034851,,1.4630374908447266,3.778223752975464 -1990-05-30,0.29290610551834106,5.375,,,3.6547954082489014,0.22595365345478058,11.952432632446289,,,3.0791916847229004,,,0.8666180968284607,3.8269529342651367,,,1.3031659126281738,,1.4439547061920166,3.7881391048431396 -1990-05-31,0.292021244764328,5.25,,,3.751612663269043,0.231398805975914,11.947223663330078,,,3.0791916847229004,,,0.8972651362419128,4.373659610748291,,,1.3087708950042725,,1.4344135522842407,3.8079731464385986 -1990-06-01,0.2884809672832489,5.25,,,3.860527515411377,0.22867630422115326,12.05563735961914,,,3.149493932723999,,,0.8853462934494019,4.373659610748291,,,1.3087708950042725,,1.4853020906448364,3.7881391048431396 -1990-06-04,0.2884809672832489,5.375,,,4.066262245178223,0.22595365345478058,12.207422256469727,,,3.19167423248291,,,0.8768341541290283,4.373659610748291,,,1.305967926979065,,1.5425505638122559,3.8278067111968994 -1990-06-05,0.2796325087547302,5.0625,,,4.21148681640625,0.22323165833950043,12.120689392089844,,,3.2338526248931885,,,0.8785361051559448,4.373659610748291,,,1.294758677482605,,1.5361897945404053,3.8278067111968994 -1990-06-06,0.2796325087547302,5.125,,,4.187282562255859,0.22595365345478058,12.033957481384277,,,3.219797134399414,,,0.8768341541290283,3.8269529342651367,,,1.291954755783081,,1.5393695831298828,3.798053741455078 -1990-06-07,0.2760922908782959,4.875,,,3.969444751739502,0.22595365345478058,12.012274742126465,,,3.2057340145111084,,,0.8734285235404968,3.553600549697876,,,1.2723381519317627,,1.5489115715026855,3.778223752975464 -1990-06-08,0.2707831561565399,4.8125,,,4.005752086639404,0.2422877550125122,11.882182121276855,,,3.19167423248291,,,0.8717256784439087,3.8269529342651367,,,1.2667328119277954,,1.51392662525177,3.7286407947540283 -1990-06-11,0.2760922908782959,4.875,,,4.005752086639404,0.2531774640083313,11.947223663330078,,,3.1836063861846924,,,0.8785361051559448,3.553600549697876,,,1.2891532182693481,,1.5379993915557861,3.798053741455078 -1990-06-12,0.28671136498451233,4.9375,,,4.017853736877441,0.2477322518825531,12.185741424560547,,,3.169201135635376,,,0.8904543519020081,3.2802462577819824,,,1.2891532182693481,,1.5857629776000977,3.8773889541625977 -1990-06-13,0.2814021408557892,4.9375,,,3.9089365005493164,0.25862202048301697,12.185741424560547,,,3.1115787029266357,,,0.8904543519020081,3.2802462577819824,,,1.2779425382614136,,1.59850013256073,3.817887783050537 -1990-06-14,0.2814021408557892,4.6875,,,3.6547954082489014,0.2531774640083313,12.077323913574219,,,3.053957939147949,,,0.8938598036766052,3.2802462577819824,,,1.2443125247955322,,1.6016845703125,3.817887783050537 -1990-06-15,0.2796325087547302,4.6875,,,3.800018548965454,0.25862202048301697,12.164054870605469,,,3.025146961212158,,,0.8938598036766052,3.2802462577819824,,,1.2274984121322632,,1.59850013256073,3.798053741455078 -1990-06-18,0.2778618633747101,4.625,,,3.715304374694824,0.24501025676727295,11.990592002868652,,,2.9963338375091553,,,0.8802387118339539,3.2802462577819824,,,1.2246949672698975,,1.576210856437683,3.7683053016662598 -1990-06-19,0.2805172801017761,4.625,,,3.7032017707824707,0.2477322518825531,12.120689392089844,,,3.0395519733428955,,,0.8836445212364197,3.2802462577819824,,,1.235905647277832,,1.576210856437683,3.7583889961242676 -1990-06-20,0.28317198157310486,4.5625,,,3.6426939964294434,0.25045499205589294,12.164054870605469,,,2.9531195163726807,,,0.8819417357444763,3.2802462577819824,,,1.235905647277832,,1.57302725315094,3.798053741455078 -1990-06-21,0.2964455485343933,4.625,,,3.715304374694824,0.2422877550125122,12.164054870605469,,,2.9675254821777344,,,0.8785361051559448,3.2802462577819824,,,1.2274984121322632,,1.5857629776000977,3.857553720474243 -1990-06-22,0.2937909960746765,4.5,,,3.6547954082489014,0.2477322518825531,12.033957481384277,,,2.8954966068267822,,,0.8751310110092163,3.2802462577819824,,,1.2050774097442627,,1.5602896213531494,3.798053741455078 -1990-06-25,0.292021244764328,4.5,,,3.6547954082489014,0.24501025676727295,12.033957481384277,,,2.8234689235687256,,,0.8649150729179382,3.2802462577819824,,,1.1882625818252563,,1.5316309928894043,3.7484729290008545 -1990-06-26,0.28759610652923584,4.5,,,3.533775806427002,0.2422877550125122,11.968910217285156,,,2.8522818088531494,,,0.8495926260948181,3.2802462577819824,,,1.185460090637207,,1.515709638595581,3.7286407947540283 -1990-06-27,0.2937909960746765,4.5625,,,3.582183361053467,0.2422877550125122,11.990592002868652,,,2.938714027404785,,,0.8632127642631531,3.2802462577819824,,,1.2106832265853882,,1.5475525856018066,3.8079731464385986 -1990-06-28,0.30441004037857056,4.6875,,,3.618487596511841,0.2477322518825531,12.012274742126465,,,2.9675254821777344,,,0.8734285235404968,3.2802462577819824,,,1.2218927145004272,,1.5698425769805908,3.8278067111968994 -1990-06-29,0.31679868698120117,4.75,,,3.630592107772827,0.25862202048301697,12.012274742126465,,,2.938714027404785,,,0.8734285235404968,3.2802462577819824,,,1.2078803777694702,,1.5889480113983154,3.798053741455078 -1990-07-02,0.3114888370037079,4.875,,,3.594285488128662,0.26406651735305786,12.229100227355957,,,2.938714027404785,,,0.8785361051559448,3.2802462577819824,,,1.2106832265853882,,1.5921319723129272,3.7881391048431396 -1990-07-03,0.3114888370037079,4.75,,,3.533775806427002,0.26951098442077637,12.337519645690918,,,2.938714027404785,,,0.8870490789413452,3.2802462577819824,,,1.2372186183929443,,1.59850013256073,3.7583889961242676 -1990-07-05,0.3079494833946228,4.75,,,3.449061393737793,0.2613438665866852,12.185741424560547,,,2.9531195163726807,,,0.8836445212364197,3.2802462577819824,,,1.2115625143051147,,1.576210856437683,3.708808422088623 -1990-07-06,0.31679868698120117,4.8125,,,3.582183361053467,0.2613438665866852,12.250783920288086,,,2.938714027404785,,,0.8972651362419128,3.2802462577819824,,,1.2229647636413574,,1.5921319723129272,3.7881391048431396 -1990-07-09,0.3300723135471344,4.6875,,,3.485368013381958,0.2531774640083313,12.38088607788086,,,2.938714027404785,,,0.9142904877662659,3.2802462577819824,,,1.2144126892089844,,1.6685547828674316,3.7583889961242676 -1990-07-10,0.3327270448207855,4.5,,,3.3764500617980957,0.26406651735305786,12.272466659545898,,,2.8522818088531494,,,0.9228036999702454,3.2802462577819824,,,1.1887567043304443,,1.70039701461792,3.708808422088623 -1990-07-11,0.3327270448207855,4.6875,,,3.3522450923919678,0.2613438665866852,12.510985374450684,,,2.8666861057281494,,,0.9432345032691956,3.2802462577819824,,,1.1830543279647827,,1.7195022106170654,3.798053741455078 -1990-07-12,0.335381418466568,4.6875,,,3.3280417919158936,0.2558993995189667,12.727802276611328,,,2.8090643882751465,,,0.9517470002174377,3.2802462577819824,,,1.2030092477798462,,1.7577135562896729,3.9071388244628906 -1990-07-13,0.330957293510437,4.8125,,,3.3643486499786377,0.25862202048301697,12.988001823425293,,,2.8378751277923584,,,0.9364243149757385,3.2802462577819824,,,1.217263102531433,,1.815030813217163,3.8674721717834473 -1990-07-16,0.32299280166625977,4.8125,,,3.533775806427002,0.2558993995189667,12.966312408447266,,,2.7658491134643555,,,0.9262082576751709,3.2802462577819824,,,1.231518030166626,,1.84687340259552,3.8674721717834473 -1990-07-17,0.31325864791870117,4.6875,,,3.666896104812622,0.26951098442077637,12.90127182006836,,,2.8090643882751465,,,0.9432345032691956,3.2802462577819824,,,1.2201141119003296,,1.8086613416671753,3.857553720474243 -1990-07-18,0.3159138858318329,4.5625,,,3.630592107772827,0.25862202048301697,12.90127182006836,,,2.8522818088531494,,,0.9704760909080505,3.2802462577819824,,,1.2286666631698608,,1.7195022106170654,3.84763765335083 -1990-07-19,0.2955606281757355,4.5,,,3.594285488128662,0.2613438665866852,13.009686470031738,,,2.8522818088531494,,,0.9840973019599915,3.2802462577819824,,,1.2286666631698608,,1.7067651748657227,3.9666388034820557 -1990-07-20,0.29025065898895264,3.625,,,3.5579776763916016,0.2613438665866852,12.836227416992188,,,2.7946596145629883,,,0.994312047958374,3.2802462577819824,,,1.2286666631698608,,1.7067651748657227,3.857553720474243 -1990-07-23,0.2937909960746765,3.5625,,,3.5095694065093994,0.2531774640083313,12.576032638549805,,,2.7370359897613525,,,0.9636662602424622,3.2802462577819824,,,1.217263102531433,,1.655816912651062,3.798053741455078 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-1990-07-30,0.2999849319458008,3.5625,,,3.461162567138672,0.2558993995189667,12.576032638549805,,,2.6938207149505615,,,1.0028250217437744,3.2802462577819824,,,1.2087111473083496,,1.617606520652771,4.026136875152588 -1990-07-31,0.297330379486084,3.5,,,3.4732651710510254,0.2531774640083313,12.4242525100708,,,2.6506049633026123,,,1.0317693948745728,3.2802462577819824,,,1.240068793296814,,1.59850013256073,4.115386962890625 -1990-08-01,0.2999849319458008,3.4375,,,3.3764500617980957,0.25045499205589294,12.489295959472656,,,2.5353617668151855,,,1.0215543508529663,3.2802462577819824,,,1.2486218214035034,,1.5539213418960571,4.135219573974609 -1990-08-02,0.3079494833946228,3.1875,,,3.3522450923919678,0.23956529796123505,12.250783920288086,,,2.434523105621338,,,1.0079331398010254,3.2802462577819824,,,1.231518030166626,,1.522078275680542,4.224470615386963 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-1990-08-09,0.2796325087547302,2.8125,,,3.303837776184082,0.21778656542301178,11.79544734954834,,,2.7370359897613525,,,0.990549623966217,3.2802462577819824,,,1.1887567043304443,,1.5602896213531494,4.161412715911865 -1990-08-10,0.2743225693702698,2.75,,,3.2796332836151123,0.21234208345413208,11.556933403015137,,,2.7226319313049316,,,0.9819660186767578,3.2802462577819824,,,1.1630992889404297,,1.522078275680542,4.141357421875 -1990-08-13,0.28228721022605896,2.875,,,3.3280417919158936,0.21234208345413208,11.708715438842773,,,2.7658491134643555,,,0.9974161386489868,3.2802462577819824,,,1.1773535013198853,,1.5475525856018066,4.201521873474121 -1990-08-14,0.2814021408557892,3.0,,,3.303837776184082,0.20961952209472656,11.621980667114258,,,2.780252456665039,,,0.9853993058204651,3.2802462577819824,,,1.174502968788147,,1.5539213418960571,4.191494464874268 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-1990-08-27,0.26805147528648376,2.875,,,3.1828181743621826,0.1769517958164215,11.014866828918457,,,2.4921438694000244,,,0.9596478343009949,3.2802462577819824,,,1.1203382015228271,,1.4794254302978516,3.9809160232543945 -1990-08-28,0.27071401476860046,2.8125,,,3.1828181743621826,0.17967435717582703,10.906455993652344,,,2.4489288330078125,,,0.961365282535553,3.2802462577819824,,,1.097533106803894,,1.4730479717254639,4.021027565002441 -1990-08-29,0.2645004987716675,2.625,,,3.2191221714019775,0.17967435717582703,10.863082885742188,,,2.434523105621338,,,0.96994948387146,3.2802462577819824,,,1.1231895685195923,,1.4794254302978516,4.00097131729126 -1990-08-30,0.25740018486976624,2.625,,,3.1828181743621826,0.1769517958164215,10.732990264892578,,,2.434523105621338,,,0.9733822345733643,3.2802462577819824,,,1.1146371364593506,,1.4156575202941895,3.9207518100738525 -1990-08-31,0.26272544264793396,2.6875,,,3.1926016807556152,0.1769517958164215,10.754669189453125,,,2.4921438694000244,,,0.9750995635986328,3.2802462577819824,,,1.1174873113632202,,1.4539177417755127,4.0109992027282715 -1990-09-04,0.26272544264793396,2.8125,,,3.1803736686706543,0.17422926425933838,10.624574661254883,,,2.5353617668151855,,,0.9819660186767578,3.0068907737731934,,,1.1174873113632202,,1.4666714668273926,4.021027565002441 -1990-09-05,0.25562527775764465,2.9375,,,3.217069625854492,0.1769517958164215,10.4511079788208,,,2.5929832458496094,,,0.9768151640892029,3.0068907737731934,,,1.097533106803894,,1.447540283203125,4.081191539764404 -1990-09-06,0.2538493275642395,2.9375,,,3.217069625854492,0.1851189285516739,10.40774917602539,,,2.564171552658081,,,0.9527811408042908,3.0068907737731934,,,1.083279013633728,,1.4029035568237305,4.041080474853516 -1990-09-07,0.25828787684440613,3.125,,,3.217069625854492,0.18239636719226837,10.516159057617188,,,2.636199712753296,,,0.9768151640892029,3.0068907737731934,,,1.1003831624984741,,1.428410291671753,4.081191539764404 -1990-09-10,0.2538493275642395,3.0,,,3.1926016807556152,0.18239636719226837,10.602893829345703,,,2.598191499710083,,,0.9750995635986328,3.0068907737731934,,,1.0946815013885498,,1.3773961067199707,4.041080474853516 -1990-09-11,0.24142314493656158,3.0,,,3.168138265609741,0.17967435717582703,10.798036575317383,,,2.553652048110962,,,0.9768151640892029,3.0068907737731934,,,1.083279013633728,,1.3646433353424072,4.081191539764404 -1990-09-12,0.24142314493656158,2.9375,,,3.1192095279693604,0.17422926425933838,10.754669189453125,,,2.5388031005859375,,,0.9957001805305481,3.0068907737731934,,,1.0861296653747559,,1.3518885374069214,4.121303558349609 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-1990-09-19,0.23077286779880524,2.875,,,2.666619300842285,0.16334033012390137,9.735578536987305,,,2.2121741771698,,,0.9853993058204651,3.0068907737731934,,,1.1117863655090332,,1.3646433353424072,4.111273765563965 -1990-09-20,0.2245592325925827,2.8125,,,2.5442962646484375,0.15245065093040466,9.642864227294922,,,2.108246326446533,,,0.9716653823852539,3.0068907737731934,,,1.1003831624984741,,1.332757592201233,4.101245403289795 -1990-09-21,0.22367167472839355,2.75,,,2.580994129180908,0.14700619876384735,9.774065971374512,,,2.0191650390625,,,0.9733822345733643,3.0068907737731934,,,1.1288907527923584,,1.345511794090271,4.111273765563965 -1990-09-24,0.21479573845863342,2.625,,,2.483135938644409,0.1306719332933426,9.533536911010742,,,1.796463966369629,,,0.961365282535553,3.0068907737731934,,,1.1288907527923584,,1.3200045824050903,4.051108360290527 -1990-09-25,0.21302056312561035,2.625,,,2.483135938644409,0.14428357779979706,9.730335235595703,,,1.8706976175308228,,,0.9716653823852539,3.0068907737731934,,,1.148845911026001,,1.345511794090271,4.051108360290527 -1990-09-26,0.21124543249607086,2.6875,,,2.2751877307891846,0.15517322719097137,9.621000289916992,,,1.7816170454025269,,,0.9579315781593323,3.0068907737731934,,,1.1545476913452148,,1.3518885374069214,4.00097131729126 -1990-09-27,0.20059438049793243,2.625,,,1.9693834781646729,0.1415615826845169,9.030619621276855,,,1.6776891946792603,,,0.9459149837493896,3.0068907737731934,,,1.1630992889404297,,1.345511794090271,3.9909465312957764 -1990-09-28,0.20592042803764343,2.5625,,,2.091707706451416,0.13611647486686707,9.533536911010742,,,1.8410041332244873,,,0.96994948387146,3.0068907737731934,,,1.1944574117660522,,1.3901491165161133,3.9307801723480225 -1990-10-01,0.21657073497772217,2.6875,,,2.1284027099609375,0.13611647486686707,9.839658737182617,,,1.8410041332244873,,,1.0094339847564697,3.0068907737731934,,,1.2628757953643799,,1.4730479717254639,3.9809160232543945 -1990-10-02,0.21035808324813843,2.6875,,,2.1406352519989014,0.13611647486686707,9.752198219299316,,,1.8410041332244873,,,1.0077170133590698,2.7335383892059326,,,1.2657256126403809,,1.5049325227737427,3.97088885307312 -1990-10-03,0.19171832501888275,2.5,,,2.0550081729888916,0.1279500126838684,9.533536911010742,,,1.751924753189087,,,1.0025670528411865,2.7335383892059326,,,1.2434320449829102,,1.4156575202941895,3.9809160232543945 -1990-10-04,0.1988193839788437,2.4375,,,2.042776346206665,0.12522749602794647,9.511670112609863,,,1.796463966369629,,,1.0180171728134155,2.7335383892059326,,,1.2405333518981934,,1.4029035568237305,4.041080474853516 -1990-10-05,0.1988193839788437,2.5,,,2.030545473098755,0.12250484526157379,9.489810943603516,,,1.8706976175308228,,,1.0197337865829468,2.7335383892059326,,,1.2376359701156616,,1.3646433353424072,4.00097131729126 -1990-10-08,0.2068079113960266,2.3125,,,2.030545473098755,0.1197829395532608,9.533536911010742,,,1.8558506965637207,,,1.0317504405975342,2.7335383892059326,,,1.2550257444381714,,1.3710190057754517,4.041080474853516 -1990-10-09,0.1988193839788437,2.0,,,1.9693834781646729,0.11433782428503036,9.249279975891113,,,1.8261574506759644,,,1.0128674507141113,2.7335383892059326,,,1.2289403676986694,,1.332757592201233,3.9909465312957764 -1990-10-10,0.18816812336444855,1.9375,,,1.9082236289978027,0.11706040799617767,9.096219062805176,,,1.7816170454025269,,,1.0042833089828491,2.7335383892059326,,,1.199955940246582,,1.281742811203003,3.910724401473999 -1990-10-11,0.1970442533493042,2.125,,,1.8348294496536255,0.1197829395532608,8.965025901794434,,,1.5737619400024414,,,0.9836826920509338,2.7335383892059326,,,1.2115492820739746,,1.2944965362548828,3.8605856895446777 -1990-10-12,0.20059438049793243,2.0,,,1.8837581872940063,0.12522749602794647,9.27114486694336,,,1.4995276927947998,,,0.9733822345733643,2.7335383892059326,,,1.2463315725326538,,1.3263816833496094,3.8906681537628174 -1990-10-15,0.1970442533493042,2.0625,,,2.0794742107391357,0.1306719332933426,9.511670112609863,,,1.529221534729004,,,1.0042833089828491,2.7335383892059326,,,1.284011721611023,,1.3200045824050903,3.950834035873413 -1990-10-16,0.1775170862674713,2.0,,,2.0672407150268555,0.1279500126838684,9.008757591247559,,,1.529221534729004,,,0.9922661781311035,2.4601845741271973,,,1.25792396068573,,1.3008732795715332,3.900693893432617 -1990-10-17,0.18816812336444855,1.875,,,1.9938486814498901,0.1197829395532608,9.205551147460938,,,1.4846807718276978,,,1.0180171728134155,2.4601845741271973,,,1.2434320449829102,,1.2753663063049316,3.8906681537628174 -1990-10-18,0.20236940681934357,1.9375,,,1.9082236289978027,0.1197829395532608,9.533536911010742,,,1.4846807718276978,,,1.0575019121170044,2.4601845741271973,,,1.2376359701156616,,1.345511794090271,3.8906681537628174 -1990-10-19,0.22278422117233276,2.0,,,1.8715258836746216,0.12250484526157379,9.708468437194824,,,1.5143747329711914,,,1.059218406677246,2.4601845741271973,,,1.2376359701156616,,1.4156575202941895,4.00097131729126 -1990-10-22,0.22100913524627686,2.0,,,1.9082236289978027,0.1197829395532608,9.40234375,,,1.5143747329711914,,,1.0849684476852417,2.4601845741271973,,,1.2289403676986694,,1.4794254302978516,3.9809160232543945 -1990-10-23,0.22012154757976532,2.0,,,1.8470615148544312,0.12250484526157379,9.424210548400879,,,1.4995276927947998,,,1.0626518726348877,2.4601845741271973,,,1.2289403676986694,,1.4666714668273926,3.8906681537628174 -1990-10-24,0.21657073497772217,2.0,,,1.8715258836746216,0.1197829395532608,9.07435417175293,,,1.4549869298934937,,,1.0712354183197021,2.4601845741271973,,,1.2405333518981934,,1.441164255142212,3.8906681537628174 -1990-10-25,0.21302056312561035,2.0625,,,1.8470615148544312,0.1197829395532608,8.965025901794434,,,1.4549869298934937,,,1.0626518726348877,2.4601845741271973,,,1.2347371578216553,,1.3710190057754517,3.8305039405822754 -1990-10-26,0.21302056312561035,2.0625,,,1.7492039203643799,0.12250484526157379,8.833831787109375,,,1.3362127542495728,,,1.021450161933899,2.4601845741271973,,,1.2231429815292358,,1.3391351699829102,3.7903926372528076 -1990-10-29,0.21213299036026,2.0,,,1.6880433559417725,0.11706040799617767,8.899428367614746,,,1.261979103088379,,,1.0266008377075195,2.4601845741271973,,,1.2144471406936646,,1.3518885374069214,3.820477247238159 -1990-10-30,0.215683251619339,2.0,,,1.6635781526565552,0.11161582916975021,9.227412223815918,,,1.291672706604004,,,1.0231671333312988,2.7335383892059326,,,1.2289403676986694,,1.3518885374069214,3.9207518100738525 -1990-10-31,0.21834659576416016,1.9375,,,1.6880433559417725,0.11161582916975021,9.096219062805176,,,1.202591896057129,,,0.9991332292556763,2.7335383892059326,,,1.2637219429016113,,1.3646433353424072,3.9307801723480225 -1990-11-01,0.21657073497772217,1.9375,,,1.8103656768798828,0.11706040799617767,9.161815643310547,,,1.291672706604004,,,0.9974161386489868,2.7335383892059326,,,1.272417426109314,,1.3773961067199707,3.9909465312957764 -1990-11-02,0.22544682025909424,1.875,,,1.9449193477630615,0.10889328271150589,9.27114486694336,,,1.3807532787322998,,,1.0248842239379883,2.7335383892059326,,,1.2956042289733887,,1.4156575202941895,3.9809160232543945 -1990-11-05,0.236098051071167,1.875,,,1.9938486814498901,0.10617136210203171,9.424210548400879,,,1.365906000137329,,,1.0403348207473755,2.7335383892059326,,,1.304300308227539,,1.447540283203125,3.9845752716064453 -1990-11-06,0.23787319660186768,1.875,,,1.9693834781646729,0.10617136210203171,9.33674144744873,,,1.3213655948638916,,,1.0334672927856445,2.4601845741271973,,,1.289807677268982,,1.4156575202941895,4.004907131195068 -1990-11-07,0.236098051071167,1.875,,,2.006079912185669,0.10072624683380127,9.096219062805176,,,1.2768257856369019,,,1.0266008377075195,2.4601845741271973,,,1.275315284729004,,1.3582652807235718,3.9235880374908447 -1990-11-08,0.24497412145137787,1.9375,,,2.091707706451416,0.10617136210203171,9.052486419677734,,,1.3362127542495728,,,1.0266008377075195,2.1868298053741455,,,1.25792396068573,,1.4029035568237305,4.004907131195068 -1990-11-09,0.25207430124282837,1.9375,,,2.1284027099609375,0.11433782428503036,9.40234375,,,1.3213655948638916,,,1.0574054718017578,2.1868298053741455,,,1.2434320449829102,,1.434787631034851,4.0963897705078125 -1990-11-12,0.25740018486976624,2.3125,,,2.2751877307891846,0.12250484526157379,9.686599731445312,,,1.425294041633606,,,1.078173279762268,2.1868298053741455,,,1.25212824344635,,1.4730479717254639,4.086223125457764 -1990-11-13,0.25562527775764465,2.3125,,,2.3363490104675293,0.12522749602794647,9.708468437194824,,,1.395599603652954,,,1.0937484502792358,2.1868298053741455,,,1.2231429815292358,,1.4921789169311523,4.065895080566406 -1990-11-14,0.26272544264793396,2.375,,,2.3852779865264893,0.12522749602794647,9.664730072021484,,,1.4698344469070435,,,1.0902868509292603,2.1868298053741455,,,1.2289403676986694,,1.4985562562942505,4.086223125457764 -1990-11-15,0.25562527775764465,2.125,,,2.2751877307891846,0.1279500126838684,9.621000289916992,,,1.425294041633606,,,1.079903483390808,2.1868298053741455,,,1.2289403676986694,,1.4602954387664795,4.065895080566406 -1990-11-16,0.25024551153182983,2.125,,,2.3975107669830322,0.12522749602794647,9.686599731445312,,,1.4549869298934937,,,1.078173279762268,2.1868298053741455,,,1.2260419130325317,,1.4921789169311523,4.0963897705078125 -1990-11-19,0.25915125012397766,2.0625,,,2.4464399814605713,0.12522749602794647,9.686599731445312,,,1.4846807718276978,,,1.072981357574463,2.1868298053741455,,,1.217347264289856,,1.5176864862442017,4.11671781539917 -1990-11-20,0.25291702151298523,2.0625,,,2.4464399814605713,0.1279500126838684,9.314882278442383,,,1.395599603652954,,,1.0764421224594116,2.1868298053741455,,,1.217347264289856,,1.5176864862442017,4.11671781539917 -1990-11-21,0.2573702335357666,2.125,,,2.3485827445983887,0.1333945095539093,9.40234375,,,1.3807532787322998,,,1.071250319480896,2.1868298053741455,,,1.2260419130325317,,1.5113089084625244,4.126883029937744 -1990-11-23,0.25915125012397766,2.0,,,2.262956142425537,0.13611647486686707,9.380478858947754,,,1.3510593175888062,,,1.0695196390151978,2.1868298053741455,,,1.2260419130325317,,1.5113089084625244,4.157378196716309 -1990-11-26,0.261822909116745,2.0625,,,2.3485827445983887,0.13611647486686707,9.33674144744873,,,1.395599603652954,,,1.071250319480896,2.1868298053741455,,,1.2144471406936646,,1.5049325227737427,4.147210121154785 -1990-11-27,0.2671657204627991,2.0625,,,2.5198333263397217,0.1333945095539093,9.358611106872559,,,1.395599603652954,,,1.0937484502792358,2.1868298053741455,,,1.2434320449829102,,1.4985562562942505,4.0963897705078125 -1990-11-28,0.261822909116745,2.125,,,2.4464399814605713,0.1306719332933426,9.205551147460938,,,1.3510593175888062,,,1.0868258476257324,2.1868298053741455,,,1.25792396068573,,1.5113089084625244,4.0963897705078125 -1990-11-29,0.261822909116745,2.0625,,,2.3363490104675293,0.1306719332933426,9.293017387390137,,,1.306519627571106,,,1.0764421224594116,2.1868298053741455,,,1.2666200399398804,,1.5049325227737427,4.086223125457764 -1990-11-30,0.261822909116745,2.1875,,,2.3485827445983887,0.1333945095539093,9.577268600463867,,,1.3510593175888062,,,1.117977261543274,2.1868298053741455,,,1.2782135009765625,,1.5368174314498901,4.11671781539917 -1990-12-03,0.2716190814971924,2.1875,,,2.3729331493377686,0.1306719332933426,9.60110855102539,,,1.425294041633606,,,1.107593297958374,2.1868298053741455,,,1.272417426109314,,1.5750781297683716,4.126883029937744 -1990-12-04,0.2742905914783478,2.1875,,,2.484745740890503,0.1279500126838684,9.799752235412598,,,1.4846807718276978,,,1.1162461042404175,2.1868298053741455,,,1.286908745765686,,1.6024023294448853,4.0963897705078125 -1990-12-05,0.2858676314353943,2.3125,,,2.6338307857513428,0.1333945095539093,10.064610481262207,,,1.6034549474716187,,,1.0920177698135376,2.1868298053741455,,,1.3014016151428223,,1.621553659439087,4.086223125457764 -1990-12-06,0.29388317465782166,2.25,,,2.522016763687134,0.1279500126838684,10.1528959274292,,,1.5737619400024414,,,1.0920177698135376,2.1868298053741455,,,1.304300308227539,,1.6407066583633423,4.035400390625 -1990-12-07,0.30278798937797546,2.3125,,,2.4226274490356445,0.1279500126838684,10.1528959274292,,,1.5737619400024414,,,1.1058632135391235,2.1868298053741455,,,1.3071980476379395,,1.6024023294448853,4.004907131195068 -1990-12-10,0.29744502902030945,2.5625,,,2.459897756576538,0.12522749602794647,10.064610481262207,,,1.5586292743682861,,,1.1058632135391235,2.1868298053741455,,,1.2956042289733887,,1.5832487344741821,4.035400390625 -1990-12-11,0.28497737646102905,2.4375,,,2.3977794647216797,0.12250484526157379,10.020463943481445,,,1.5283641815185547,,,1.1006710529327393,2.1868298053741455,,,1.284011721611023,,1.5449447631835938,4.045565605163574 -1990-12-12,0.2823057770729065,2.4375,,,2.360508441925049,0.11706040799617767,10.064610481262207,,,1.5434973239898682,,,1.1162461042404175,2.1868298053741455,,,1.304300308227539,,1.570481300354004,4.0963897705078125 -1990-12-13,0.2903202474117279,2.4375,,,2.3356611728668213,0.11433782428503036,9.954251289367676,,,1.4981005191802979,,,1.1197078227996826,2.1868298053741455,,,1.304300308227539,,1.5577129125595093,4.106551170349121 -1990-12-14,0.28408685326576233,2.4375,,,2.310814380645752,0.11161582916975021,9.82182502746582,,,1.4375698566436768,,,1.117977261543274,2.1868298053741455,,,1.304300308227539,,1.5449447631835938,4.126883029937744 -1990-12-17,0.2858676314353943,2.4375,,,2.2611207962036133,0.10889328271150589,9.777680397033691,,,1.331644892692566,,,1.1093238592147827,2.1868298053741455,,,1.3014016151428223,,1.5385609865188599,4.147210121154785 -1990-12-18,0.3010070323944092,2.5,,,2.3853561878204346,0.10889328271150589,10.0425386428833,,,1.40730619430542,,,1.117977261543274,2.1868298053741455,,,1.321690559387207,,1.5832487344741821,4.147210121154785 -1990-12-19,0.2983354926109314,2.625,,,2.472323179244995,0.10617136210203171,9.998392105102539,,,1.4224382638931274,,,1.1162461042404175,2.1868298053741455,,,1.3245888948440552,,1.576865792274475,4.106551170349121 -1990-12-20,0.3134748637676239,2.625,,,2.546865701675415,0.10617136210203171,10.1528959274292,,,1.4375698566436768,,,1.1266303062438965,2.1868298053741455,,,1.3100969791412354,,1.576865792274475,4.0963897705078125 -1990-12-21,0.3205995559692383,2.6875,,,2.522016763687134,0.1034487783908844,10.241182327270508,,,1.377041220664978,,,1.1283609867095947,2.1868298053741455,,,1.3129959106445312,,1.621553659439087,4.126883029937744 -1990-12-24,0.3134748637676239,2.5625,,,2.484745740890503,0.10617136210203171,10.174967765808105,,,1.3619087934494019,,,1.117977261543274,2.1868298053741455,,,1.3071980476379395,,1.608785629272461,4.167541980743408 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-1991-01-02,0.30991289019584656,2.5,,,2.310814380645752,0.12522749602794647,9.976323127746582,,,1.3619087934494019,,,1.1093238592147827,1.9134764671325684,,,1.2927066087722778,,1.5321766138076782,4.126883029937744 -1991-01-03,0.30635085701942444,2.5625,,,2.285966396331787,0.1197829395532608,9.755605697631836,,,1.3619087934494019,,,1.0764421224594116,1.9134764671325684,,,1.2782135009765625,,1.5321766138076782,4.147210121154785 -1991-01-04,0.3081318438053131,2.5625,,,2.348085403442383,0.11706040799617767,9.645249366760254,,,1.377041220664978,,,1.06605863571167,1.9134764671325684,,,1.2732290029525757,,1.513025164604187,4.187871932983398 -1991-01-07,0.3081318438053131,2.5,,,2.310814380645752,0.1197829395532608,9.490752220153809,,,1.3165123462677002,,,1.0556753873825073,1.9134764671325684,,,1.2525978088378906,,1.4811043739318848,4.137049198150635 -1991-01-08,0.3081318438053131,2.5,,,2.2362711429595947,0.1279500126838684,9.579039573669434,,,1.3165123462677002,,,1.0383691787719727,1.9134764671325684,,,1.240808367729187,,1.4874881505966187,4.126883029937744 -1991-01-09,0.32238060235977173,2.375,,,2.1865766048431396,0.1333945095539093,9.556966781616211,,,1.2711158990859985,,,1.04183030128479,2.1868298053741455,,,1.2319663763046265,,1.4555671215057373,4.055729389190674 -1991-01-10,0.3357386589050293,2.4375,,,2.161729335784912,0.13883908092975616,9.556966781616211,,,1.301379919052124,,,1.0435611009597778,2.1868298053741455,,,1.240808367729187,,1.4811043739318848,4.0963897705078125 -1991-01-11,0.3348483741283417,2.5,,,2.1865766048431396,0.13611647486686707,9.534890174865723,,,1.331644892692566,,,1.0383691787719727,2.1868298053741455,,,1.2378616333007812,,1.5194092988967896,4.055729389190674 -1991-01-14,0.32950443029403687,2.375,,,2.1865766048431396,0.1306719332933426,9.556966781616211,,,1.2862483263015747,,,1.0331761837005615,2.7335383892059326,,,1.2201778888702393,,1.4874881505966187,4.065895080566406 -1991-01-15,0.3330672085285187,2.5625,,,2.211423397064209,0.1306719332933426,9.60110855102539,,,1.3165123462677002,,,1.0435611009597778,2.7335383892059326,,,1.226072072982788,,1.4874881505966187,4.055729389190674 -1991-01-16,0.35444000363349915,2.6875,,,2.2238471508026123,0.12522749602794647,9.645249366760254,,,1.331644892692566,,,1.071250319480896,2.4601845741271973,,,1.2083882093429565,,1.525792121887207,4.045565605163574 -1991-01-17,0.3651267886161804,2.8125,,,2.3356611728668213,0.1333945095539093,10.241182327270508,,,1.331644892692566,,,1.1162461042404175,2.4601845741271973,,,1.2584917545318604,,1.6279380321502686,4.137049198150635 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-1998-02-25,0.168050616979599,10.875,0.2744790017604828,,17.22354507446289,3.8099074363708496,65.38323974609375,,,18.96957015991211,,,11.390716552734375,9.213016510009766,1.8087952136993408,,5.127531051635742,,5.084409236907959,13.799570083618164 -1998-02-26,0.17699387669563293,12.5625,0.3031249940395355,,17.129762649536133,3.8507440090179443,65.27728271484375,,,19.18271255493164,,,11.632390975952148,9.9132080078125,1.9106152057647705,,5.123336315155029,,5.037764549255371,13.854488372802734 -1998-02-27,0.17793616652488708,11.75,0.3208329975605011,,17.129762649536133,3.8915796279907227,65.91309356689453,,,19.23115348815918,,,11.40683364868164,9.765799522399902,1.895641803741455,,5.077178478240967,,4.937807559967041,14.00553035736084 -1998-03-02,0.17134550213813782,11.125,0.31770798563957214,,17.02035903930664,3.8793277740478516,64.90634155273438,,,19.18271255493164,,,11.318216323852539,9.728944778442383,1.949546456336975,,5.165294647216797,,4.9977827072143555,13.950608253479004 -1998-03-03,0.17416974902153015,11.40625,0.2989580035209656,,17.239171981811523,3.981414318084717,65.48921203613281,,,19.424915313720703,,,11.21349811553955,9.802651405334473,1.9315783977508545,,5.1401214599609375,,5.164374351501465,14.115379333496094 -1998-03-04,0.18405528366565704,10.25,0.3059900104999542,,17.36615562438965,4.38976526260376,64.69440460205078,,,18.979259490966797,,,10.947661399841309,9.802651405334473,1.8926467895507812,,5.093964576721191,,5.164374351501465,13.93687915802002 -1998-03-05,0.1812310665845871,10.5,0.3125,,17.067548751831055,4.177423477172852,65.00296020507812,,,18.678922653198242,,,11.028219223022461,9.692093849182129,1.8477256298065186,,5.043612957000732,,5.211020469665527,13.827028274536133 -1998-03-06,0.18405528366565704,10.90625,0.3197920024394989,,17.36615562438965,4.312178134918213,66.59877014160156,,,18.853313446044922,,,11.116822242736816,9.728944778442383,1.877673625946045,,5.211452484130859,,5.350957870483398,13.785832405090332 -1998-03-09,0.17134550213813782,10.28125,0.34791699051856995,,17.271865844726562,4.361181259155273,66.81155395507812,,,18.37858772277832,,,11.197381973266602,9.655238151550293,1.9136101007461548,,5.228236675262451,,5.470905303955078,13.730917930603027 -1998-03-10,0.1812310665845871,10.875,0.3462890088558197,,17.58618927001953,4.181507110595703,67.02433776855469,,,18.8436222076416,,,11.326276779174805,9.618388175964355,1.9345734119415283,,5.190471649169922,,5.437588214874268,13.93687915802002 -1998-03-11,0.1967650204896927,10.6875,0.33177098631858826,,17.649044036865234,4.148838996887207,67.23709869384766,,,19.328031539916992,,,11.277941703796387,9.397279739379883,2.000455617904663,,5.270198345184326,,5.430920600891113,14.046730041503906 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-1998-04-01,0.20712126791477203,14.96875,0.3755210041999817,,18.387691497802734,4.6715264320373535,73.56719970703125,,,21.081602096557617,,,12.736014366149902,9.561811447143555,2.20708966255188,,5.773716926574707,,5.499235153198242,15.145200729370117 -1998-04-02,0.20570911467075348,14.84375,0.3960939943790436,,18.40341567993164,4.593942165374756,74.68428039550781,,,21.71001434326172,,,12.848796844482422,9.709482192993164,2.2130792140960693,,5.891208171844482,,5.425823211669922,15.351155281066895 -1998-04-03,0.2038254588842392,14.28125,0.38749998807907104,,18.5762939453125,4.704198360443115,74.36508178710938,,,21.83663558959961,,,13.130748748779297,9.746405601501465,2.2220635414123535,,5.941559791564941,,5.499235153198242,15.200121879577637 -1998-04-06,0.19770638644695282,15.21875,0.36927101016044617,,18.922039031982422,4.622525691986084,73.88632202148438,,,22.908018112182617,,,13.30797290802002,9.598730087280273,2.129227876663208,,5.907991886138916,,5.299019813537598,15.035351753234863 -1998-04-07,0.19205796718597412,15.25,0.3583329916000366,,18.969179153442383,4.491852283477783,74.15229034423828,,,22.382068634033203,,,12.99380111694336,9.26646900177002,2.0902976989746094,,5.814306735992432,,5.419148921966553,14.884313583374023 -1998-04-08,0.1882915496826172,13.65625,0.36927101016044617,,18.67058753967285,4.634776592254639,73.30122375488281,,,21.85611915588379,,,12.727961540222168,9.303386688232422,2.0753226280212402,,5.603030681610107,,5.339062690734863,14.527305603027344 -1998-04-09,0.19299939274787903,13.3125,0.3968749940395355,,19.22064781188965,4.7409467697143555,73.620361328125,,,22.070388793945312,,,12.792407989501953,9.340302467346191,2.0663390159606934,,5.619935512542725,,5.425823211669922,14.664617538452148 -1998-04-13,0.1991184651851654,12.65625,0.392969012260437,,20.27362060546875,4.794030666351318,73.88632202148438,,,22.810606002807617,,,13.03408145904541,9.155712127685547,2.0843067169189453,,5.425559997558594,,5.465867042541504,14.870577812194824 -1998-04-14,0.20288404822349548,13.125,0.40494799613952637,,20.3050479888916,4.87161922454834,73.72673797607422,,,22.24570655822754,,,12.768238067626953,9.155712127685547,2.1322224140167236,,5.425559997558594,,5.686101913452148,14.760730743408203 -1998-04-15,0.206650510430336,13.125,0.40052101016044617,,20.21074676513672,4.8920369148254395,73.67355346679688,,,21.826887130737305,,,12.574904441833496,9.26646900177002,2.1741483211517334,,5.400207042694092,,5.752840518951416,15.090278625488281 -1998-04-16,0.21559379994869232,12.875,0.41041699051856995,,19.582109451293945,4.753197193145752,72.87567901611328,,,21.076936721801758,,,12.977683067321777,9.303386688232422,2.1651647090911865,,5.4086594581604,,5.612693786621094,15.447274208068848 -1998-04-17,0.21041609346866608,13.875,0.39531299471855164,,19.83356285095215,4.732779026031494,74.25872039794922,,,21.388601303100586,,,13.557699203491211,9.155712127685547,2.183131694793701,,5.619935512542725,,5.686101913452148,15.831738471984863 -1998-04-20,0.2184188812971115,13.9375,0.3927080035209656,,19.613548278808594,4.614355087280273,73.30122375488281,,,20.989274978637695,,,14.612991333007812,9.044958114624023,2.1801369190216064,,5.526971340179443,,5.579322814941406,16.023977279663086 -1998-04-21,0.2184188812971115,13.875,0.3877600133419037,,19.362085342407227,4.585773944854736,73.24803924560547,,,21.680797576904297,,,14.975499153137207,8.9342041015625,2.168158531188965,,5.5523247718811035,,5.585997104644775,16.106367111206055 -1998-04-22,0.20712126791477203,14.28125,0.36354199051856995,,19.739267349243164,4.78586483001709,72.5032958984375,,,21.83663558959961,,,14.774105072021484,8.860365867614746,2.2280526161193848,,5.6875433921813965,,5.585997104644775,16.023977279663086 -1998-04-23,0.20853334665298462,14.65625,0.3375000059604645,,19.487817764282227,4.647026062011719,71.864990234375,,,21.271728515625,,,14.870773315429688,8.823446273803711,2.2370364665985107,,5.611483573913574,,5.485888481140137,16.20248031616211 -1998-04-24,0.21041609346866608,14.5625,0.35364601016044617,,19.23635482788086,4.491852283477783,71.3862075805664,,,20.89187240600586,,,15.241323471069336,8.786532402038574,2.305915355682373,,5.510072231292725,,5.365758895874023,16.147552490234375 -1998-04-27,0.2090039998292923,14.09375,0.3447920083999634,,18.2619686126709,4.434682846069336,70.16277313232422,,,20.66786003112793,,,14.621045112609863,8.380427360534668,2.1771421432495117,,5.417112827301025,,5.292347431182861,16.3260555267334 -1998-04-28,0.20288404822349548,13.71875,0.3984380066394806,,18.481992721557617,4.504105567932129,69.04569244384766,,,20.823705673217773,,,14.612991333007812,8.343505859375,2.1591744422912598,,5.400207042694092,,5.245630741119385,16.12008285522461 -1998-04-29,0.20335477590560913,14.0,0.3979170024394989,,18.560571670532227,4.5245208740234375,70.05638885498047,,,21.057449340820312,,,14.516318321228027,8.269672393798828,2.2280526161193848,,5.4509124755859375,,5.265650749206543,16.023977279663086 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-1998-05-11,0.23301133513450623,12.6875,0.36197900772094727,,18.497705459594727,4.434682846069336,70.80108642578125,,,21.593137741088867,,,14.315102577209473,8.269672393798828,2.2370364665985107,,5.24808931350708,,5.459192752838135,16.114248275756836 -1998-05-12,0.22689136862754822,13.0,0.38072898983955383,,19.3149471282959,4.430601119995117,71.01387786865234,,,21.895069122314453,,,14.436135292053223,8.23275375366211,2.2400314807891846,,5.332598686218262,,5.632712364196777,16.307554244995117 -1998-05-13,0.2292449176311493,13.0,0.38697901368141174,,19.047767639160156,4.602109432220459,72.0245590209961,,,21.73923683166504,,,14.226335525512695,8.269672393798828,2.302919626235962,,5.1466803550720215,,5.779538154602051,16.266141891479492 -1998-05-14,0.22642068564891815,12.5625,0.3815099895000458,,19.016332626342773,4.577609062194824,71.59903717041016,,,21.71001434326172,,,13.943915367126465,8.343505859375,2.2969303131103516,,5.1213226318359375,,5.786210060119629,16.266141891479492 -1998-05-15,0.22265514731407166,11.125,0.3734380006790161,,18.890609741210938,4.451016426086426,70.32234191894531,,,22.128833770751953,,,13.508166313171387,8.158917427062988,2.252009868621826,,5.053716659545898,,5.772862911224365,16.279943466186523 -1998-05-18,0.21465235948562622,11.09375,0.36692699790000916,,18.906322479248047,4.410182952880859,70.21593475341797,,,22.16779327392578,,,14.29089069366455,7.863576889038086,2.2579991817474365,,5.138225078582764,,5.806229591369629,16.031400680541992 -1998-05-19,0.2212430089712143,11.1875,0.37656301259994507,,19.09491539001465,4.491852283477783,70.53516387939453,,,22.57686996459961,,,14.573315620422363,7.752817153930664,2.2939350605010986,,5.079069137573242,,5.799555778503418,15.976166725158691 -1998-05-20,0.22265514731407166,10.3125,0.36927101016044617,,19.487817764282227,4.4836859703063965,72.9288558959961,,,22.469717025756836,,,14.565253257751465,7.789740085601807,2.350834846496582,,5.349501609802246,,5.859619617462158,15.741422653198242 -1998-05-21,0.21747750043869019,10.09375,0.36979201436042786,,19.362085342407227,4.37751579284668,73.1416244506836,,,22.40153694152832,,,14.08916187286377,7.531307697296143,2.2999250888824463,,5.374855995178223,,5.953056812286377,15.548105239868164 -1998-05-22,0.20994538068771362,10.03125,0.3583329916000366,,19.346370697021484,4.1570048332214355,72.34371948242188,,,22.508686065673828,,,13.613064765930176,7.272883892059326,2.252009868621826,,5.273441314697266,,5.926358699798584,15.5895414352417 -1998-05-26,0.20100122690200806,10.0,0.34114599227905273,,19.14206314086914,4.112087726593018,70.48193359375,,,21.71001434326172,,,13.322563171386719,7.125210762023926,2.1741483211517334,,5.155126571655273,,5.7394914627075195,15.368600845336914 -1998-05-27,0.2014719843864441,9.96875,0.36093801259994507,,18.906322479248047,4.173337459564209,71.27984619140625,,,21.203540802001953,,,13.943915367126465,7.0513763427734375,2.2190682888031006,,5.138225078582764,,5.806229591369629,15.548105239868164 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-2001-07-24,0.2875593304634094,16.3799991607666,0.6029999852180481,,17.453414916992188,16.822725296020508,116.99440002441406,,,21.652814865112305,,,15.83997917175293,3.0352566242218018,3.804459571838379,,6.036087989807129,,11.514723777770996,19.3199405670166 -2001-07-25,0.2782194912433624,16.299999237060547,0.5755000114440918,,17.563182830810547,16.83057403564453,116.46258544921875,,,21.764429092407227,,,15.935356140136719,3.218470811843872,3.7584619522094727,,6.417781352996826,,11.948426246643066,19.8669490814209 -2001-07-26,0.2800273001194,17.5,0.6165000200271606,,17.76302146911621,17.83675193786621,116.32964324951172,,,21.936918258666992,,,15.891644477844238,3.21236515045166,3.641547203063965,,6.472520351409912,,12.035160064697266,20.145166397094727 -2001-07-27,0.2856006622314453,17.68000030517578,0.612500011920929,,17.87279510498047,18.032751083374023,118.72264862060547,,,22.429031372070312,,,15.832035064697266,3.1451849937438965,3.5936338901519775,,6.490274906158447,,12.015646934509277,20.149887084960938 -2001-07-30,0.2851492464542389,18.209999084472656,0.6274999976158142,,17.88686752319336,17.486534118652344,115.93077850341797,,,22.22609519958496,,,15.935356140136719,3.084113836288452,3.5265512466430664,,6.531699180603027,,12.117565155029297,19.998985290527344 -2001-07-31,0.2830403745174408,18.260000228881836,0.6244999766349792,,17.90656089782715,17.499614715576172,115.66484069824219,,,21.967363357543945,,,16.380434036254883,3.664294481277466,3.4575538635253906,,6.661888122558594,,12.121902465820312,19.692472457885742 -2001-08-01,0.2871071696281433,18.899999618530273,0.625,,17.732065200805664,17.366321563720703,113.8036117553711,,,22.068817138671875,,,16.348642349243164,3.358936309814453,3.528468132019043,,6.645615100860596,,11.928905487060547,19.617023468017578 -2001-08-02,0.298555850982666,19.760000228881836,0.609499990940094,,17.86153221130371,17.71390724182129,112.208251953125,,,22.068817138671875,,,16.18968391418457,3.194042921066284,3.538050651550293,,6.542056560516357,,12.141419410705566,19.67831802368164 -2001-08-03,0.29373493790626526,19.25,0.6075000166893005,,17.830570220947266,17.622438430786133,113.6706771850586,,,21.977502822875977,,,16.18968391418457,3.1757209300994873,3.419221878051758,,6.434055805206299,,12.011314392089844,19.456684112548828 -2001-08-06,0.28816157579421997,17.6200008392334,0.5950000286102295,,17.670137405395508,16.922035217285156,110.05448913574219,,,21.693395614624023,,,16.030733108520508,3.194042921066284,3.3578906059265137,,6.434055805206299,,11.81831169128418,19.263341903686523 -2001-08-07,0.2899693548679352,17.549999237060547,0.5799999833106995,,17.746135711669922,16.989990234375,113.72383880615234,,,21.698476791381836,,,15.99893856048584,3.21236515045166,3.424973487854004,,6.482876300811768,,11.944085121154785,19.513273239135742 -2001-08-08,0.2846972346305847,16.700000762939453,0.5554999709129333,,17.678592681884766,16.438552856445312,110.7458267211914,,,21.348421096801758,,,15.935356140136719,3.084113836288452,3.3732237815856934,,6.3423309326171875,,11.824821472167969,19.451967239379883 -2001-08-09,0.2869569659233093,16.690000534057617,0.5230000019073486,,17.816499710083008,16.08051300048828,111.41053771972656,,,21.257099151611328,,,16.193666458129883,3.0535776615142822,3.4805524349212646,,6.385232448577881,,11.746750831604004,19.41877555847168 -2001-08-10,0.28650495409965515,16.209999084472656,0.4975000023841858,,17.70391273498535,15.693719863891602,113.19195556640625,,,21.43467140197754,,,16.332746505737305,3.0780067443847656,3.4422199726104736,,6.586437702178955,,11.623150825500488,19.60845375061035 -2001-08-13,0.2875593304634094,16.610000610351562,0.5059999823570251,,17.813688278198242,15.233759880065918,112.28797912597656,,,21.368701934814453,,,16.26519012451172,3.139078378677368,3.513136863708496,,6.571639060974121,,11.319561004638672,19.632164001464844 -2001-08-14,0.2821361720561981,15.5,0.5264999866485596,,17.60822105407715,15.965514183044434,111.27758026123047,,,21.43467140197754,,,16.320823669433594,3.1146512031555176,3.4518051147460938,,6.509509086608887,,11.354252815246582,19.513629913330078 -2001-08-15,0.2777682840824127,14.75,0.5040000081062317,,17.59132957458496,15.941996574401855,111.0914306640625,,,21.383926391601562,,,16.420434951782227,3.3528285026550293,3.4096384048461914,,6.414823532104492,,11.276188850402832,19.679588317871094 -2001-08-16,0.28093159198760986,15.0,0.49050000309944153,,17.839021682739258,15.832232475280762,110.6128158569336,,,21.399158477783203,,,16.412471771240234,3.1757209300994873,3.465221405029297,,6.450328350067139,,11.208965301513672,19.58000946044922 -2001-08-17,0.2721949517726898,14.390000343322754,0.49950000643730164,,17.644813537597656,15.492486000061035,108.48567962646484,,,21.04401969909668,,,16.635608673095703,3.1512932777404785,3.4422199726104736,,6.29498815536499,,11.015966415405273,19.191160202026367 -2001-08-20,0.2729474604129791,14.460000038146973,0.5199999809265137,,17.89249038696289,15.523844718933105,110.42675018310547,,,20.846162796020508,,,16.500137329101562,3.10243558883667,3.5840508937835693,,6.465122699737549,,11.187281608581543,19.323936462402344 -2001-08-21,0.26993516087532043,14.75,0.4945000112056732,,17.8756046295166,15.27556324005127,107.60819244384766,,,20.50118064880371,,,16.19331932067871,3.1451849937438965,3.610882043838501,,6.374876499176025,,10.829479217529297,19.153215408325195 -2001-08-22,0.2743038535118103,14.510000228881836,0.5099999904632568,,18.196474075317383,15.50816822052002,108.61863708496094,,,20.901962280273438,,,16.209257125854492,3.126863956451416,3.601300001144409,,6.25060510635376,,10.894532203674316,19.304973602294922 -2001-08-23,0.2682783007621765,14.300000190734863,0.4814999997615814,,18.294986724853516,15.105692863464355,109.123779296875,,,20.65845489501953,,,16.209257125854492,3.1207573413848877,3.5840508937835693,,6.221017837524414,,10.786110877990723,19.39031982421875 -2001-08-24,0.27972611784935,15.0,0.5115000009536743,,17.799610137939453,16.00210189819336,111.64986419677734,,,20.764984130859375,,,16.46826171875,3.1146512031555176,3.5553014278411865,,6.30386209487915,,11.048494338989258,19.774436950683594 -2001-08-27,0.2849982678890228,15.300000190734863,0.5065000057220459,,17.661701202392578,16.00210189819336,112.12844848632812,,,20.851234436035156,,,16.316844940185547,2.974184989929199,3.547635316848755,,6.175151348114014,,10.9270658493042,19.46619987487793 -2001-08-28,0.27716514468193054,14.859999656677246,0.4984999895095825,,17.41120147705078,15.842687606811523,109.62905883789062,,,20.54176902770996,,,15.998083114624023,2.882577657699585,3.419221878051758,,6.120416641235352,,10.864175796508789,19.210119247436523 -2001-08-29,0.2685796022415161,14.199999809265137,0.4595000147819519,,16.90175437927246,15.876662254333496,107.9804916381836,,,20.075023651123047,,,15.778918266296387,2.748220443725586,3.350224494934082,,6.13224983215332,,10.658166885375977,19.148488998413086 -2001-08-30,0.2685796022415161,13.289999961853027,0.4345000088214874,,16.952415466308594,15.186707496643066,106.89028930664062,,,19.907602310180664,,,15.260932922363281,3.10243558883667,3.3444747924804688,,6.062718868255615,,10.322052955627441,19.03940773010254 -2001-08-31,0.2794250249862671,13.550000190734863,0.44699999690055847,,17.309879302978516,15.41408634185791,108.7515869140625,,,19.9887752532959,,,15.264912605285645,3.603222131729126,3.233311414718628,,6.052359580993652,,10.419629096984863,19.03940773010254 -2001-09-04,0.27490609884262085,12.949999809265137,0.429500013589859,,17.425273895263672,15.427154541015625,108.56544494628906,,,20.206924438476562,,,15.376481056213379,3.2062575817108154,3.1585640907287598,,6.213618755340576,,10.50637149810791,19.323936462402344 -2001-09-05,0.2794250249862671,12.050000190734863,0.3824999928474426,,17.40822982788086,15.346128463745117,110.87873840332031,,,19.456079483032227,,,15.675321578979492,3.21236515045166,3.185396432876587,,6.249128341674805,,10.658166885375977,19.54680824279785 -2001-09-06,0.2669227719306946,11.399999618530273,0.4074999988079071,,16.979341506958008,15.756440162658691,107.68801879882812,,,18.740747451782227,,,15.320695877075195,3.2062575817108154,3.112565040588379,,6.198824405670166,,10.272173881530762,19.395063400268555 -2001-09-07,0.26029419898986816,11.5,0.4255000054836273,,16.64134407043457,14.643110275268555,105.45447540283203,,,18.771183013916016,,,14.742929458618164,3.1635074615478516,3.089566469192505,,6.065676689147949,,10.022795677185059,19.395063400268555 -2001-09-10,0.2616506516933441,11.850000381469727,0.43149998784065247,,16.374357223510742,14.125655174255371,104.6301498413086,,,18.903091430664062,,,15.209124565124512,3.1635074615478516,3.1528139114379883,,6.425177574157715,,10.024965286254883,19.556297302246094 -2001-09-17,0.25592634081840515,10.140000343322754,0.37450000643730164,,15.437051773071289,12.544519424438477,93.46253967285156,,,17.88335609436035,,,15.19717025756836,3.1146512031555176,2.9726529121398926,,6.553887844085693,,9.54139232635498,19.03940773010254 -2001-09-18,0.24523092806339264,9.5,0.3644999861717224,,15.641554832458496,12.902565002441406,90.00591278076172,,,17.67534637451172,,,15.061698913574219,3.1146512031555176,2.9899022579193115,,6.753612041473389,,9.834138870239258,18.721689224243164 -2001-09-19,0.2563784420490265,9.109999656677246,0.36550000309944153,,15.621676445007324,12.899948120117188,86.41629028320312,,,17.305004119873047,,,14.750903129577637,3.071899652481079,2.9324049949645996,,6.700349807739258,,9.871057510375977,18.21429443359375 -2001-09-20,0.2361932098865509,8.989999771118164,0.37400001287460327,,15.232558250427246,11.880704879760742,80.75269317626953,,,16.011314392089844,,,14.55964469909668,3.059684991836548,2.811659097671509,,6.790597438812256,,9.840651512145996,17.555137634277344 -2001-09-21,0.23694643378257751,9.300000190734863,0.37400001287460327,,14.485556602478027,11.342338562011719,83.22554016113281,,,15.635884284973145,,,14.264787673950195,3.0535776615142822,2.7369110584259033,,6.546494483947754,,9.699481964111328,16.990840911865234 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-2001-10-23,0.2732493579387665,9.65999984741211,0.47749999165534973,,16.732234954833984,14.245870590209961,99.5481948852539,,,18.32010269165039,,,16.99422264099121,2.6077561378479004,3.296560049057007,,5.780093193054199,,11.426102638244629,19.38083839416504 -2001-10-24,0.28545039892196655,9.949999809265137,0.38199999928474426,,17.02762794494629,14.394838333129883,99.04078674316406,,,18.555776596069336,,,17.11773681640625,2.5955417156219482,3.3310587406158447,,5.844181060791016,,11.39786434173584,18.901884078979492 -2001-10-25,0.2890658378601074,10.260000228881836,0.38850000500679016,,17.26621437072754,14.630048751831055,101.15081787109375,,,19.20128059387207,,,17.13766860961914,2.674934148788452,3.413470506668091,,5.797977447509766,,11.575960159301758,19.23383331298828 -2001-10-26,0.28123265504837036,10.34000015258789,0.3779999911785126,,17.226449966430664,14.426200866699219,103.84854125976562,,,19.237140655517578,,,17.014141082763672,2.8398280143737793,3.423055648803711,,5.84269380569458,,11.602025032043457,19.470935821533203 -2001-10-29,0.26556646823883057,9.5600004196167,0.35249999165534973,,16.899818420410156,13.916577339172363,99.97561645507812,,,18.294498443603516,,,16.96234893798828,2.760434627532959,3.248645544052124,,5.908272743225098,,11.271900177001953,19.290748596191406 -2001-10-30,0.26511499285697937,9.430000305175781,0.32100000977516174,,16.757795333862305,13.663071632385254,97.06417846679688,,,18.19203758239746,,,16.914527893066406,2.687148094177246,3.321475028991699,,5.678739070892334,,10.989563941955566,18.71220588684082 -2001-10-31,0.2645118236541748,9.84000015258789,0.3490000069141388,,16.754955291748047,14.347796440124512,97.25113677978516,,,18.11519432067871,,,16.69537925720215,2.736006736755371,3.281226634979248,,5.680231094360352,,11.163311958312988,18.70746612548828 -2001-11-01,0.2800273001194,11.5,0.3474999964237213,,17.02762794494629,15.053420066833496,101.2576675415039,,,18.617244720458984,,,17.030080795288086,2.748220443725586,3.313809394836426,,5.8337531089782715,,11.345746040344238,19.20063591003418 -2001-11-02,0.27972611784935,12.25,0.33550000190734863,,17.2889347076416,15.142290115356445,101.39125061035156,,,18.463560104370117,,,16.814918518066406,2.7543282508850098,3.428804636001587,,5.754754543304443,,11.504289627075195,18.854461669921875 -2001-11-05,0.287258118391037,13.039999961853027,0.34950000047683716,,17.334379196166992,15.448060035705566,103.55474090576172,,,18.62750244140625,,,16.719284057617188,2.748220443725586,3.5648844242095947,,5.741341590881348,,11.70627498626709,18.679014205932617 -2001-11-06,0.2947893738746643,13.0,0.35249999165534973,,17.641136169433594,15.876662254333496,106.30581665039062,,,19.23202896118164,,,16.858745574951172,2.760434627532959,3.693295955657959,,5.70706033706665,,11.932141304016113,18.71695327758789 -2001-11-07,0.29509055614471436,13.520000457763672,0.3714999854564667,,17.822914123535156,15.95506477355957,105.10388946533203,,,19.769939422607422,,,16.791000366210938,2.72379207611084,3.641547203063965,,5.669797897338867,,11.688898086547852,18.640634536743164 -2001-11-08,0.28183501958847046,12.399999618530273,0.34850001335144043,,17.922325134277344,15.751214027404785,107.77494812011719,,,19.87752914428711,,,16.85476303100586,2.748220443725586,3.6185481548309326,,5.662345886230469,,11.836584091186523,18.840970993041992 -2001-11-09,0.28183501958847046,12.390000343322754,0.35600000619888306,,17.908124923706055,15.785195350646973,107.93512725830078,,,20.005603790283203,,,16.787029266357422,2.79097056388855,3.647299289703369,,5.729416370391846,,11.966897964477539,19.198705673217773 -2001-11-12,0.282437264919281,12.800000190734863,0.35249999165534973,,17.899600982666016,15.983806610107422,105.31756591796875,,,19.87752914428711,,,16.75912857055664,2.7176856994628906,3.6607141494750977,,5.654891490936279,,12.071144104003906,19.108068466186523 -2001-11-13,0.2917770445346832,13.649999618530273,0.3644999861717224,,18.02457046508789,16.979536056518555,108.3357925415039,,,20.1592960357666,,,16.966331481933594,2.778754711151123,3.700962781906128,,5.574404716491699,,11.784453392028809,19.317960739135742 -2001-11-14,0.2953925132751465,14.0,0.47450000047683716,,18.03593635559082,17.353256225585938,109.19050598144531,,,20.312986373901367,,,16.93037986755371,2.638291358947754,3.6645469665527344,,5.580367565155029,,12.005990028381348,18.45937728881836 -2001-11-15,0.29298165440559387,13.75,0.45249998569488525,,17.962093353271484,17.53619384765625,110.9801254272461,,,20.261760711669922,,,17.038238525390625,2.4672906398773193,3.6741294860839844,,5.812882423400879,,12.162362098693848,17.739120483398438 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-2001-11-21,0.29644691944122314,13.34000015258789,0.4399999976158142,,18.05866050720215,17.606760025024414,108.0419692993164,,,19.898025512695312,,,17.42973518371582,2.5466840267181396,3.3176424503326416,,5.8113908767700195,,11.971240997314453,18.06825065612793 -2001-11-23,0.2988570034503937,13.359999656677246,0.45399999618530273,,18.45914649963379,17.828895568847656,109.56443786621094,,,20.179794311523438,,,17.437725067138672,2.5527920722961426,3.3176424503326416,,5.850144386291504,,12.11892032623291,18.335355758666992 -2001-11-26,0.32190343737602234,14.149999618530273,0.6104999780654907,,18.442096710205078,18.508392333984375,110.36583709716797,,,20.231027603149414,,,17.537601470947266,2.4306468963623047,3.3291420936584473,,5.815863609313965,,12.108060836791992,18.015779495239258 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-2001-12-05,0.3579053282737732,16.239999771118164,0.5879999995231628,,17.809707641601562,19.15913963317871,100.29612731933594,,,19.990238189697266,,,17.38977813720703,2.5344698429107666,3.8159589767456055,,5.7189812660217285,,12.28615951538086,18.54523277282715 -2001-12-06,0.34314316511154175,16.25,0.6050000190734863,,18.067813873291016,18.158193588256836,100.83027648925781,,,20.686975479125977,,,17.309890747070312,2.687148094177246,3.7450449466705322,,5.695137023925781,,12.079832077026367,17.805904388427734 -2001-12-07,0.3395277261734009,17.850000381469727,0.5855000019073486,,18.119441986083984,18.335908889770508,99.22772979736328,,,20.374465942382812,,,17.218006134033203,2.687148094177246,3.631964921951294,,5.581855297088623,,12.019017219543457,18.15886878967285 -2001-12-10,0.3395277261734009,17.5,0.5824999809265137,,17.70073127746582,17.849807739257812,98.29283142089844,,,19.816055297851562,,,16.514904022216797,2.69325590133667,3.6645469665527344,,5.617628574371338,,11.786633491516113,17.910842895507812 -2001-12-11,0.32808005809783936,17.860000610351562,0.6119999885559082,,17.910079956054688,18.085023880004883,98.26614379882812,,,19.72382926940918,,,16.119409561157227,2.687148094177246,3.647299289703369,,5.663834095001221,,11.745367050170898,17.557870864868164 -2001-12-12,0.3237111270427704,18.309999465942383,0.5954999923706055,,18.033401489257812,17.56232452392578,98.96058654785156,,,19.65723419189453,,,16.075468063354492,2.6993637084960938,3.591717004776001,,5.699606895446777,,11.799657821655273,17.84882926940918 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-2003-02-03,0.22082877159118652,5.050000190734863,1.1080000400543213,,20.816532135009766,10.317864418029785,65.08417510986328,,,12.847952842712402,,,12.395514488220215,3.591008424758911,4.335360527038574,,3.9949843883514404,,10.508971214294434,16.930683135986328 -2003-02-04,0.21992458403110504,5.059999942779541,1.1024999618530273,,20.403350830078125,10.580520629882812,63.432979583740234,,,12.559174537658691,,,12.155179977416992,3.731471300125122,4.28361177444458,,4.048713207244873,,10.307842254638672,16.930683135986328 -2003-02-05,0.21766555309295654,5.03000020980835,1.1085000038146973,,20.361738204956055,10.756925582885742,63.29536056518555,,,12.49924373626709,,,12.090006828308105,3.725364923477173,4.252945423126221,,4.006044864654541,,10.218208312988281,16.686216354370117 -2003-02-06,0.2173643857240677,5.070000171661377,1.1045000553131104,,20.33795738220215,10.564841270446777,62.992698669433594,,,12.155969619750977,,,12.13074016571045,3.682615280151367,4.235695838928223,,3.9365124702453613,,10.229141235351562,16.54348373413086 -2003-02-07,0.21314671635627747,5.039999961853027,1.0720000267028809,,20.19527816772461,10.353153228759766,62.46980285644531,,,11.976176261901855,,,11.935212135314941,3.6887238025665283,4.212695598602295,,3.979180097579956,,10.229141235351562,16.41550064086914 -2003-02-10,0.216158926486969,5.170000076293945,1.0700000524520874,,20.275541305541992,10.388429641723633,62.27716827392578,,,12.041549682617188,,,12.04520034790039,3.682615280151367,4.24527645111084,,3.8717198371887207,,10.279422760009766,16.54348373413086 -2003-02-11,0.216158926486969,5.079999923706055,1.0390000343322754,,20.132848739624023,10.529558181762695,61.9194221496582,,,11.987067222595215,,,11.89040470123291,3.627652406692505,4.239528179168701,,3.7468748092651367,,10.329702377319336,16.42535400390625 -2003-02-12,0.2167612761259079,4.940000057220459,1.05649995803833,,19.975311279296875,10.43547534942627,61.231407165527344,,,11.72007942199707,,,11.711175918579102,3.5604729652404785,4.237612247467041,,3.645737886428833,,10.4608736038208,16.095563888549805 -2003-02-13,0.21902108192443848,5.0,1.003000020980835,,20.09421730041504,10.078741073608398,61.011268615722656,,,11.600211143493652,,,11.63785171508789,3.5849010944366455,4.206945896148682,,3.5477585792541504,,10.414963722229004,16.30721664428711 -2003-02-14,0.22097896039485931,5.099999904632568,1.003000020980835,,20.47171974182129,10.686362266540527,61.8643684387207,,,11.905335426330566,,,11.633779525756836,3.591008424758911,4.316193580627441,,3.689985513687134,,10.745077133178711,16.459806442260742 -2003-02-18,0.23001757264137268,5.480000019073486,1.0694999694824219,,20.751140594482422,10.937257766723633,63.0477180480957,,,12.259502410888672,,,11.975956916809082,3.603222131729126,4.390941143035889,,3.7437164783477783,,10.729775428771973,16.612394332885742 -2003-02-19,0.22369103133678436,5.579999923706055,1.059499979019165,,20.733299255371094,10.725567817687988,64.25859069824219,,,12.259502410888672,,,11.8496675491333,3.5726869106292725,4.375607967376709,,3.6394169330596924,,10.662001609802246,16.627159118652344 -2003-02-20,0.22248558700084686,5.329999923706055,1.0679999589920044,,20.647096633911133,10.905896186828613,64.25859069824219,,,12.363024711608887,,,11.66637134552002,3.5604729652404785,4.329610347747803,,3.3660266399383545,,10.511157035827637,16.553325653076172 -2003-02-21,0.22595012187957764,5.389999866485596,1.0889999866485596,,20.91461753845215,11.2822265625,65.49697875976562,,,12.466548919677734,,,11.788572311401367,3.6154372692108154,4.4695210456848145,,3.275949001312256,,10.690422058105469,16.824052810668945 -2003-02-24,0.22203344106674194,5.309999942779541,1.0889999866485596,,20.412267684936523,10.925498008728027,64.45117950439453,,,12.150520324707031,,,11.682659149169922,3.6765077114105225,4.314276695251465,,3.2791104316711426,,10.414963722229004,16.73544692993164 -2003-02-25,0.22625118494033813,5.25,1.093999981880188,,20.531173706054688,11.054859161376953,65.99230194091797,,,12.286744117736816,,,11.686738014221191,3.7192580699920654,4.373691082000732,,3.373926877975464,,10.587672233581543,16.804359436035156 -2003-02-26,0.2184188812971115,5.150000095367432,1.0820000171661377,,20.311203002929688,10.941170692443848,64.82725524902344,,,12.172319412231445,,,11.772281646728516,3.633758068084717,4.2548627853393555,,3.2648873329162598,,10.456499099731445,16.656696319580078 -2003-02-27,0.2238411158323288,5.230000019073486,1.0809999704360962,,20.56980323791504,11.250862121582031,66.29747772216797,,,12.346674919128418,,,11.975956916809082,3.645972967147827,4.42543888092041,,3.329678535461426,,10.52865219116211,16.72560691833496 -2003-02-28,0.22610102593898773,5.489999771118164,1.1004999876022339,,20.581710815429688,11.395915031433105,66.71355438232422,,,12.357574462890625,,,12.147037506103516,3.6215436458587646,4.494436264038086,,3.2870118618011475,,10.506783485412598,16.74528694152832 -2003-03-03,0.22067779302597046,5.369999885559082,1.090499997138977,,20.385515213012695,11.278306007385254,66.29747772216797,,,12.450200080871582,,,11.963727951049805,3.5726869106292725,4.450356483459473,,3.2791104316711426,,10.447757720947266,16.961877822875977 -2003-03-04,0.21932224929332733,5.260000228881836,1.1134999990463257,,20.22797203063965,10.851008415222168,64.91046905517578,,,12.205009460449219,,,11.66637134552002,3.4810791015625,4.479104518890381,,3.2332801818847656,,10.253189086914062,16.848665237426758 -2003-03-05,0.22022566199302673,5.420000076293945,1.121000051498413,,20.50704002380371,10.451157569885254,66.02008819580078,,,12.4284086227417,,,11.89040470123291,3.3467214107513428,4.4848551750183105,,3.294912576675415,,10.467438697814941,17.188283920288086 -2003-03-06,0.21932224929332733,5.320000171661377,1.1345000267028809,,20.45002555847168,10.788283348083496,66.4361572265625,,,11.987067222595215,,,11.971878051757812,3.358936309814453,4.481020927429199,,3.2269608974456787,,10.362496376037598,17.011083602905273 -2003-03-07,0.2188701182603836,5.25,1.1484999656677246,,20.70209312438965,11.011737823486328,67.40705108642578,,,12.1450834274292,,,12.21220874786377,3.21236515045166,4.389024257659912,,3.2380218505859375,,10.519902229309082,17.124305725097656 -2003-03-10,0.21646012365818024,5.53000020980835,1.1440000534057617,,20.056930541992188,10.77652645111084,65.46529388427734,,,11.681941032409668,,,11.935212135314941,3.084113836288452,4.3066086769104,,3.0578694343566895,,10.303471565246582,16.907726287841797 -2003-03-11,0.21435125172138214,5.599999904632568,1.1390000581741333,,19.69384765625,10.65500259399414,64.77179718017578,,,11.30598258972168,,,11.81301212310791,3.1635074615478516,4.298943519592285,,3.056288957595825,,10.2313232421875,17.016021728515625 -2003-03-12,0.21420109272003174,5.519999980926514,1.1679999828338623,,19.756866455078125,10.737323760986328,66.02008819580078,,,11.30598258972168,,,11.878190040588379,3.2612216472625732,4.312358856201172,,3.073671340942383,,10.384358406066895,16.764976501464844 -2003-03-13,0.22173230350017548,5.789999961853027,1.2209999561309814,,20.284990310668945,11.258707046508789,69.93138122558594,,,11.834503173828125,,,11.9270658493042,3.2062575817108154,4.611351013183594,,3.2396023273468018,,10.832525253295898,16.97663116455078 -2003-03-14,0.22263650596141815,5.769999980926514,1.2354999780654907,,20.197965621948242,11.117582321166992,71.1518783569336,,,11.583869934082031,,,11.792645454406738,3.2551138401031494,4.649681568145752,,3.294912576675415,,10.790986061096191,16.927412033081055 -2003-03-17,0.22610102593898773,5.809999942779541,1.3274999856948853,,20.74109649658203,11.70953369140625,72.8717041015625,,,12.29218864440918,,,12.09815502166748,3.358936309814453,4.87392520904541,,3.4355580806732178,,11.361577033996582,17.252277374267578 -2003-03-18,0.22595012187957764,6.550000190734863,1.3389999866485596,,20.50704002380371,11.95649528503418,73.23233795166016,,,12.4284086227417,,,12.228503227233887,3.2856509685516357,4.804927825927734,,3.392890453338623,,11.422794342041016,17.350725173950195 -2003-03-19,0.2251967042684555,6.869999885559082,1.3270000219345093,,20.855134963989258,11.862417221069336,74.84124755859375,,,12.71174144744873,,,12.542160034179688,3.2978649139404297,4.789593696594238,,3.4482004642486572,,11.617695808410645,17.518089294433594 -2003-03-20,0.22459448873996735,7.050000190734863,1.372499942779541,,20.86113166809082,11.717367172241211,74.48062133789062,,,12.82071304321289,,,12.546228408813477,3.3100788593292236,4.839426517486572,,3.440300941467285,,11.630840301513672,17.518089294433594 -2003-03-21,0.22595012187957764,7.150000095367432,1.3964999914169312,,21.15520477294922,12.207388877868652,77.67070007324219,,,13.430956840515137,,,13.018754005432129,3.3222928047180176,5.03683614730835,,3.4197559356689453,,11.97247314453125,17.71989631652832 -2003-03-24,0.21646012365818024,6.590000152587891,1.3114999532699585,,20.64508628845215,11.388075828552246,74.14775848388672,,,12.875191688537598,,,12.623626708984375,3.358936309814453,4.8470916748046875,,3.3075551986694336,,11.501633644104004,17.380264282226562 -2003-03-25,0.21917127072811127,6.690000057220459,1.3450000286102295,,20.798114776611328,11.905540466308594,74.84124755859375,,,13.153075218200684,,,13.035048484802246,3.4994003772735596,4.983170032501221,,3.3423233032226562,,11.709680557250977,17.55745506286621 -2003-03-26,0.21706247329711914,6.460000038146973,1.3880000114440918,,20.570058822631836,11.537043571472168,73.78712463378906,,,13.169426918029785,,,12.916916847229004,3.328400135040283,5.03683614730835,,3.3865697383880615,,11.6790189743042,17.650976181030273 -2003-03-27,0.21826782822608948,6.440000057220459,1.3884999752044678,,20.49203872680664,11.054859161376953,73.34329223632812,,,13.142183303833008,,,12.949504852294922,3.468864917755127,5.03683614730835,,3.294912576675415,,11.725008964538574,17.680505752563477 -2003-03-28,0.2194732427597046,6.21999979019165,1.3589999675750732,,20.579051971435547,10.545235633850098,72.20598602294922,,,13.321992874145508,,,12.957653999328613,3.5482566356658936,4.960173606872559,,3.1985158920288086,,11.635220527648926,17.73465919494629 -2003-03-31,0.21299566328525543,6.179999828338623,1.3014999628067017,,20.056930541992188,10.572678565979004,70.73580169677734,,,12.91878604888916,,,12.692878723144531,3.4871866703033447,4.9371724128723145,,3.1700692176818848,,11.39432430267334,17.20305824279785 -2003-04-01,0.2132968157529831,6.380000114440918,1.2769999504089355,,20.405027389526367,10.721652030944824,72.48336791992188,,,13.20211410522461,,,12.990239143371582,3.4627578258514404,4.854756832122803,,3.3786675930023193,,11.479728698730469,17.547611236572266 -2003-04-02,0.21992458403110504,7.0,1.319000005722046,,20.951148986816406,11.239104270935059,75.035400390625,,,13.87631893157959,,,13.230571746826172,3.432222366333008,5.033000946044922,,3.5003509521484375,,11.84107780456543,17.57221794128418 -2003-04-03,0.21781569719314575,7.199999809265137,1.3324999809265137,,20.762102127075195,11.63896369934082,76.42237854003906,,,13.78237533569336,,,13.15725326538086,3.3406126499176025,4.946755409240723,,3.4260776042938232,,11.836695671081543,17.252277374267578 -2003-04-04,0.21706247329711914,7.099999904632568,1.3109999895095825,,21.005165100097656,11.591914176940918,76.64432525634766,,,14.136049270629883,,,13.360923767089844,3.383364677429199,4.829843997955322,,3.4608426094055176,,11.957141876220703,17.483631134033203 -2003-04-07,0.21826782822608948,7.150000095367432,1.340999960899353,,20.837121963500977,11.646805763244629,77.00489807128906,,,14.169201850891113,,,13.238723754882812,3.4994003772735596,4.891175746917725,,3.462423086166382,,11.895820617675781,17.252277374267578 -2003-04-08,0.21766555309295654,7.0,1.3259999752044678,,21.260229110717773,11.752645492553711,77.83709716796875,,,14.362626075744629,,,13.173544883728027,3.37725830078125,4.939088344573975,,3.4641799926757812,,11.948380470275879,17.02093505859375 -2003-04-09,0.21374893188476562,6.920000076293945,1.253000020980835,,21.05317497253418,11.595843315124512,75.72892761230469,,,14.218942642211914,,,12.912842750549316,3.505509614944458,4.872006416320801,,3.3916072845458984,,11.760048866271973,16.966796875 -2003-04-10,0.21646012365818024,6.980000019073486,1.2834999561309814,,21.36825180053711,11.831053733825684,75.95081329345703,,,14.21340560913086,,,12.929140090942383,3.4994003772735596,4.931422710418701,,3.3948307037353516,,11.952760696411133,17.070158004760742 -2003-04-11,0.19883590936660767,7.150000095367432,1.287500023841858,,21.40726661682129,11.784011840820312,76.69975280761719,,,14.141572952270508,,,12.835447311401367,3.426115036010742,4.89309024810791,,3.339996814727783,,11.602372169494629,16.89788246154785 -2003-04-14,0.20456022024154663,7.400000095367432,1.252500057220459,,21.605314254760742,12.14466381072998,77.00489807128906,,,14.666568756103516,,,13.083925247192383,3.4810791015625,4.998503684997559,,3.4174110889434814,,11.530097961425781,17.163677215576172 -2003-04-15,0.20169804990291595,7.599999904632568,1.256500005722046,,21.809370040893555,12.352437019348145,78.5028305053711,,,14.84892749786377,,,13.120594024658203,3.401685953140259,5.124998569488525,,3.4270873069763184,,12.108247756958008,17.252277374267578 -2003-04-16,0.19943898916244507,7.900000095367432,1.218999981880188,,21.602310180664062,12.070186614990234,77.1990966796875,,,14.644463539123535,,,12.774346351623535,3.578794240951538,4.931422710418701,,3.2722628116607666,,11.944009780883789,17.07508087158203 -2003-04-17,0.19763129949569702,8.029999732971191,1.249500036239624,,21.869375228881836,12.677810668945312,79.02986907958984,,,15.092086791992188,,,12.774346351623535,3.664294481277466,4.9544219970703125,,3.322258710861206,,12.134523391723633,17.242431640625 -2003-04-21,0.1979324370622635,8.319999694824219,1.2625000476837158,,21.845369338989258,12.556280136108398,78.114501953125,,,15.169458389282227,,,12.872108459472656,3.6520798206329346,4.829843997955322,,3.2303314208984375,,12.040363311767578,17.163677215576172 -2003-04-22,0.20350578427314758,8.4399995803833,1.2790000438690186,,22.27747917175293,13.305031776428223,80.41688537597656,,,15.849176406860352,,,12.961725234985352,3.664294481277466,4.814509868621826,,3.2222678661346436,,12.261544227600098,17.434404373168945 -2003-04-23,0.20456022024154663,8.380000114440918,1.2714999914169312,,22.370508193969727,13.171747207641602,81.52643585205078,,,16.269168853759766,,,12.688802719116211,3.6520798206329346,4.71101188659668,,3.5157876014709473,,12.259356498718262,17.39502716064453 -2003-04-24,0.20245131850242615,7.800000190734863,1.25600004196167,,22.07341957092285,13.277594566345215,80.72197723388672,,,15.782854080200195,,,12.623626708984375,3.5971157550811768,4.835594654083252,,3.631904363632202,,12.068831443786621,17.29165267944336 -2003-04-25,0.2010957896709442,7.539999961853027,1.4485000371932983,,21.779356002807617,12.858135223388672,80.749755859375,,,15.45128345489502,,,12.371072769165039,3.5665793418884277,4.498270511627197,,3.5673956871032715,,12.044743537902832,17.124305725097656 -2003-04-28,0.20877788960933685,7.590000152587891,1.4555000066757202,,22.106435775756836,13.230548858642578,81.88705444335938,,,15.921008110046387,,,12.50549602508545,3.6154372692108154,4.605600357055664,,3.7173829078674316,,12.28344440460205,17.429473876953125 -2003-04-29,0.21179021894931793,7.659999847412109,1.4444999694824219,,22.1274471282959,13.48536205291748,81.55419158935547,,,16.10338020324707,,,12.546228408813477,3.603222131729126,4.584517478942871,,3.7173829078674316,,12.390753746032715,17.143985748291016 -2003-04-30,0.21420109272003174,7.440000057220459,1.434499979019165,,22.22046661376953,13.555927276611328,81.69290924072266,,,16.219432830810547,,,12.525863647460938,3.6093287467956543,4.505936622619629,,3.7673757076263428,,12.333818435668945,17.32611083984375 -2003-05-01,0.21630994975566864,7.360000133514404,1.4329999685287476,,22.280485153198242,13.234467506408691,80.72197723388672,,,16.180740356445312,,,12.623626708984375,3.713148832321167,4.599850177764893,,3.756088972091675,,12.25059700012207,17.463932037353516 -2003-05-02,0.21766555309295654,7.400000095367432,1.471500039100647,,22.47852897644043,13.422637939453125,80.66649627685547,,,16.501266479492188,,,12.851743698120117,3.804758071899414,4.557684898376465,,3.872205972671509,,12.296582221984863,17.739582061767578 -2003-05-05,0.2423686981201172,7.570000171661377,1.4980000257492065,,22.247468948364258,13.626481056213379,79.97307586669922,,,16.777576446533203,,,12.998381614685059,3.737581491470337,4.50977087020874,,3.7947938442230225,,12.171758651733398,17.44917106628418 -2003-05-06,0.26360848546028137,7.639999866485596,1.5440000295639038,,22.3284854888916,13.87738037109375,80.77750396728516,,,16.970996856689453,,,13.05134105682373,3.6765077114105225,4.592182636260986,,3.830272912979126,,12.2440185546875,17.32611083984375 -2003-05-07,0.26586833596229553,7.489999771118164,1.534999966621399,,22.283479690551758,13.908738136291504,80.02848052978516,,,17.031780242919922,,,12.973944664001465,3.682615280151367,4.523187160491943,,3.7206079959869385,,12.06225872039795,17.429473876953125 -2003-05-08,0.27114057540893555,7.25,1.5225000381469727,,22.1124324798584,13.87738037109375,78.97442626953125,,,16.556529998779297,,,12.994307518005371,3.6154372692108154,4.408189296722412,,3.7109296321868896,,12.046931266784668,17.39502716064453 -2003-05-09,0.2756594717502594,7.349999904632568,1.5479999780654907,,22.205455780029297,14.053783416748047,80.44461822509766,,,16.622833251953125,,,13.29981803894043,3.5971157550811768,4.452270984649658,,3.8173704147338867,,12.219937324523926,17.583402633666992 -2003-05-12,0.27957597374916077,7.429999828338623,1.5850000381469727,,22.35849952697754,14.696691513061523,80.36138153076172,,,17.098094940185547,,,13.544227600097656,3.5421500205993652,4.482938289642334,,3.9738073348999023,,12.417033195495605,17.623056411743164 -2003-05-13,0.28123265504837036,7.5,1.6475000381469727,,22.30148696899414,14.559480667114258,79.19634246826172,,,16.97652244567871,,,13.560521125793457,3.5971157550811768,4.435020923614502,,3.957681179046631,,12.152050018310547,17.61314582824707 -2003-05-14,0.2794250249862671,7.519999980926514,1.6299999952316284,,22.18745231628418,14.426200866699219,79.36274719238281,,,16.849416732788086,,,13.5891695022583,3.591008424758911,4.4273576736450195,,3.977034568786621,,11.803844451904297,17.454511642456055 -2003-05-15,0.2821361720561981,7.46999979019165,1.631500005722046,,22.331483840942383,14.54380989074707,79.00215148925781,,,17.15336036682129,,,13.720107078552246,3.6093287467956543,4.571102142333984,,3.993162155151367,,11.773185729980469,17.494173049926758 -2003-05-16,0.2831905484199524,7.599999904632568,1.652500033378601,,22.25347328186035,14.379165649414062,77.25457763671875,,,17.26941680908203,,,13.752842903137207,3.5299365520477295,4.504019737243652,,4.023801803588867,,11.589225769042969,17.5734920501709 -2003-05-19,0.27264636754989624,7.210000038146973,1.5779999494552612,,21.746341705322266,13.359914779663086,76.42237854003906,,,16.810733795166016,,,13.012208938598633,3.5116159915924072,4.390941143035889,,3.927036762237549,,11.490680694580078,17.370229721069336 -2003-05-20,0.26797717809677124,7.0,1.5740000009536743,,21.75835609436035,13.54808521270752,76.92168426513672,,,16.816261291503906,,,12.725776672363281,3.432222366333008,4.421606540679932,,3.9302635192871094,,11.565143585205078,17.5090389251709 -2003-05-21,0.2688807249069214,7.050000190734863,1.587499976158142,,21.920394897460938,13.599051475524902,76.56108093261719,,,16.88257598876953,,,12.88945484161377,3.6215436458587646,4.415855407714844,,3.880269765853882,,11.516961097717285,17.742027282714844 -2003-05-22,0.2747551202774048,7.050000190734863,1.649999976158142,,21.941394805908203,13.994976997375488,76.92168426513672,,,16.849416732788086,,,13.159513473510742,3.603222131729126,4.50977087020874,,3.902846574783325,,11.584851264953613,17.82135581970215 -2003-05-23,0.2759605944156647,6.909999847412109,1.6360000371932983,,22.130441665649414,13.881294250488281,76.67202758789062,,,17.07598876953125,,,13.044943809509277,3.6093287467956543,4.490605354309082,,4.056056022644043,,11.387752532958984,17.836217880249023 -2003-05-27,0.28439608216285706,7.199999809265137,1.7424999475479126,,22.502532958984375,14.238032341003418,78.53055572509766,,,17.71150779724121,,,13.081772804260254,3.658186674118042,4.54235315322876,,4.104439735412598,,11.49725341796875,18.198101043701172 -2003-05-28,0.2753582298755646,7.320000171661377,1.7430000305175781,,22.30748748779297,14.739810943603516,78.41962432861328,,,17.98781394958496,,,12.991745948791504,3.6154372692108154,4.528935432434082,,4.0834760665893555,,11.683396339416504,18.069210052490234 -2003-05-29,0.27264636754989624,7.420000076293945,1.777500033378601,,22.07943344116211,14.661409378051758,78.36415100097656,,,17.83308219909668,,,12.799429893493652,3.591008424758911,4.523187160491943,,4.064121723175049,,11.565143585205078,17.83125877380371 -2003-05-30,0.270387202501297,7.28000020980835,1.7944999933242798,,22.265466690063477,15.171027183532715,79.61243438720703,,,18.15913200378418,,,12.693037986755371,3.664294481277466,4.728261947631836,,4.106051921844482,,11.521341323852539,18.044431686401367 -2003-06-02,0.26285520195961,6.869999885559082,1.7699999809265137,,22.244468688964844,15.668898582458496,80.44461822509766,,,18.74491310119629,,,12.688950538635254,3.8597233295440674,4.693763732910156,,4.160884857177734,,11.488492012023926,18.133657455444336 -2003-06-03,0.2607463598251343,6.940000057220459,1.7615000009536743,,22.71858787536621,15.367045402526855,80.58330535888672,,,18.689647674560547,,,12.967202186584473,3.957437753677368,4.6803483963012695,,4.165724277496338,,11.573896408081055,18.331954956054688 -2003-06-04,0.26511499285697937,7.010000228881836,1.7695000171661377,,23.19977378845215,15.864904403686523,81.4432373046875,,,19.170427322387695,,,13.257728576660156,3.9696521759033203,4.670763969421387,,4.222169399261475,,11.79508113861084,18.540145874023438 -2003-06-05,0.26571738719940186,7.019999980926514,1.7760000228881836,,23.217924118041992,16.778295516967773,82.6082992553711,,,19.39700698852539,,,13.4009428024292,3.994081497192383,4.722513198852539,,4.278615951538086,,11.961524963378906,18.421178817749023 -2003-06-06,0.2583363354206085,6.929999828338623,1.6675000190734863,,23.278451919555664,16.413724899291992,84.0507583618164,,,19.413578033447266,,,13.540066719055176,4.067367076873779,4.6918463706970215,,4.260876178741455,,11.74252986907959,18.510408401489258 -2003-06-09,0.2529131770133972,6.550000190734863,1.684000015258789,,22.94858741760254,16.17851448059082,83.60693359375,,,18.656482696533203,,,13.57279109954834,4.091795921325684,4.663096904754639,,4.160884857177734,,11.77976131439209,18.56989288330078 -2003-06-10,0.25878840684890747,6.679999828338623,1.7035000324249268,,23.332929611206055,16.574451446533203,84.85519409179688,,,18.83332061767578,,,13.630088806152344,4.1223344802856445,4.676513671875,,4.151209831237793,,11.992177963256836,18.609548568725586 -2003-06-11,0.26285520195961,6.409999847412109,1.7324999570846558,,23.72332763671875,16.825349807739258,85.93700408935547,,,19.087533950805664,,,13.617805480957031,4.427688121795654,4.665016174316406,,4.165724277496338,,12.130147933959961,18.93671989440918 -2003-06-12,0.2676752507686615,6.900000095367432,1.7599999904632568,,23.738452911376953,16.63324546813965,86.18670654296875,,,19.17595100402832,,,13.716014862060547,4.458226203918457,4.630516052246094,,4.19636869430542,,12.051310539245605,18.93671989440918 -2003-06-13,0.26240304112434387,6.519999980926514,1.7065000534057617,,23.753582000732422,16.370603561401367,85.0216293334961,,,19.17595100402832,,,13.535966873168945,4.348296165466309,4.596015453338623,,4.0834760665893555,,11.843265533447266,18.802881240844727 -2003-06-16,0.2752073407173157,6.610000133514404,1.7920000553131104,,24.177276611328125,17.244800567626953,86.93565368652344,,,19.866727828979492,,,14.157939910888672,4.317760467529297,4.745512008666992,,4.168950080871582,,12.099489212036133,18.991262435913086 -2003-06-17,0.2740017771720886,6.579999923706055,1.7920000553131104,,24.162147521972656,17.31536102294922,86.54732513427734,,,19.9440975189209,,,14.804460525512695,4.22615385055542,4.686097621917725,,4.120565891265869,,12.057883262634277,18.673999786376953 -2003-06-18,0.28801146149635315,6.75,1.7925000190734863,,24.128847122192383,17.111515045166016,85.24356079101562,,,19.380420684814453,,,14.751263618469238,4.1223344802856445,4.630516052246094,,4.138309001922607,,12.117103576660156,18.510408401489258 -2003-06-19,0.2883126735687256,6.809999942779541,1.774999976158142,,23.72938346862793,17.091915130615234,82.83018493652344,,,19.037803649902344,,,14.56712818145752,4.104010581970215,4.63243293762207,,4.130243301391602,,11.952593803405762,18.28237533569336 -2003-06-20,0.2892160713672638,6.789999961853027,1.7519999742507935,,23.880699157714844,17.268312454223633,83.24634552001953,,,19.231220245361328,,,14.554851531982422,4.128438472747803,4.6036810874938965,,4.209268093109131,,11.902139663696289,18.28733253479004 -2003-06-23,0.2871071696281433,6.590000152587891,1.7790000438690186,,23.581096649169922,16.84101676940918,82.85796356201172,,,18.706228256225586,,,14.477104187011719,4.042939186096191,4.615183353424072,,4.197981357574463,,11.78807258605957,18.31212043762207 -2003-06-24,0.2828894555568695,6.309999942779541,1.7699999809265137,,23.469125747680664,16.695974349975586,83.02436065673828,,,18.954906463623047,,,14.48529052734375,4.018507957458496,4.609434127807617,,4.257652282714844,,11.976723670959473,18.29229164123535 -2003-06-25,0.2875593304634094,6.349999904632568,1.7695000171661377,,23.80201530456543,16.711666107177734,81.16584014892578,,,18.783594131469727,,,14.456646919250488,4.05515193939209,4.617100715637207,,4.160884857177734,,11.88459587097168,18.17331314086914 -2003-06-26,0.2905716896057129,6.550000190734863,1.8359999656677246,,24.107662200927734,17.033105850219727,81.38924407958984,,,19.01016616821289,,,14.730803489685059,4.000184535980225,4.686097621917725,,4.197981357574463,,11.93065357208252,18.19314193725586 -2003-06-27,0.2821361720561981,6.380000114440918,1.815000057220459,,24.0925350189209,17.05271339416504,79.90935516357422,,,18.733856201171875,,,14.321612358093262,3.975759506225586,4.705263614654541,,4.102828025817871,,11.80123233795166,18.029544830322266 -2003-06-30,0.2871071696281433,6.409999847412109,1.815999984741211,,23.917009353637695,17.217365264892578,80.0769271850586,,,18.888587951660156,,,13.973799705505371,3.8291854858398438,4.705263614654541,,4.120565891265869,,11.772717475891113,17.80152130126953 -2003-07-01,0.2875593304634094,6.539999961853027,1.8624999523162842,,24.210561752319336,17.205591201782227,79.93733978271484,,,19.095115661621094,,,14.129300117492676,3.939115524291992,4.854756832122803,,4.197981357574463,,11.921878814697266,17.93536949157715 -2003-07-02,0.29027050733566284,6.75,1.8925000429153442,,24.331619262695312,17.487852096557617,79.88145446777344,,,19.184423446655273,,,14.178397178649902,4.000184535980225,5.1690826416015625,,4.289905071258545,,12.224592208862305,17.984943389892578 -2003-07-03,0.28816157579421997,6.710000038146973,1.8960000276565552,,24.21358871459961,17.41728401184082,79.71395111083984,,,19.050466537475586,,,14.006535530090332,4.030724048614502,5.11158561706543,,4.230233669281006,,12.055686950683594,17.87588119506836 -2003-07-07,0.29930824041366577,7.179999828338623,1.9524999856948853,,24.482925415039062,17.856340408325195,81.72421264648438,,,19.57513999938965,,,14.07610034942627,3.975759506225586,5.228496074676514,,4.249588489532471,,12.404459953308105,17.870922088623047 -2003-07-08,0.3072924017906189,7.099999904632568,2.0255000591278076,,24.65846824645996,18.55021095275879,80.43989562988281,,,19.75934410095215,,,14.039271354675293,3.847508192062378,5.236164569854736,,4.293508052825928,,12.437361717224121,17.67263412475586 -2003-07-09,0.2996102273464203,7.119999885559082,2.0250000953674316,,24.770435333251953,17.83675193786621,79.23931884765625,,,19.904462814331055,,,14.00245189666748,3.9818663597106934,5.1997480392456055,,4.23595666885376,,12.231170654296875,17.776729583740234 -2003-07-10,0.2949402630329132,7.050000190734863,1.912500023841858,,24.694765090942383,17.7465763092041,78.70879364013672,,,19.541648864746094,,,13.773303031921387,3.9696521759033203,5.11158561706543,,4.107692718505859,,12.202653884887695,17.5982723236084 -2003-07-11,0.29900702834129333,7.199999809265137,1.8825000524520874,,25.0821475982666,17.797536849975586,78.51338958740234,,,19.960283279418945,,,13.99425983428955,3.963545560836792,5.146082401275635,,4.178400993347168,,12.400075912475586,17.647842407226562 -2003-07-14,0.2997603714466095,7.199999809265137,1.9635000228881836,,25.257667541503906,17.848508834838867,78.28998565673828,,,20.819866180419922,,,13.846957206726074,3.9696521759033203,5.142248630523682,,4.1389360427856445,,12.426392555236816,17.49911880493164 -2003-07-15,0.2953925132751465,7.28000020980835,1.9214999675750732,,25.269771575927734,17.65641212463379,77.25688171386719,,,20.814292907714844,,,13.85513973236084,3.8658297061920166,5.075168609619141,,4.078094005584717,,12.573362350463867,17.44460105895996 -2003-07-16,0.29930824041366577,7.320000171661377,1.8839999437332153,,25.0518856048584,17.750503540039062,76.44721221923828,,,20.233787536621094,,,13.646453857421875,3.871936082839966,5.1595001220703125,,3.9662749767303467,,12.426392555236816,17.310745239257812 -2003-07-17,0.31482362747192383,7.269999980926514,1.815999984741211,,24.67055892944336,17.46040916442871,75.66544342041016,,,19.55840301513672,,,13.405037879943848,3.798652172088623,5.046420097351074,,3.857743978500366,,12.239941596984863,17.449548721313477 -2003-07-18,0.31422123312950134,7.119999885559082,1.7489999532699585,,25.163850784301758,17.41337013244629,77.56403350830078,,,19.72026252746582,,,13.662824630737305,3.835296630859375,5.105834484100342,,3.976140260696411,,12.503168106079102,17.78664779663086 -2003-07-21,0.31045570969581604,7.099999904632568,1.7664999961853027,,24.87029457092285,16.90374183654785,75.83294677734375,,,19.21791648864746,,,13.3150053024292,3.8108651638031006,5.117333889007568,,3.8034777641296387,,12.275036811828613,17.538780212402344 -2003-07-22,0.3133178651332855,7.289999961853027,1.743499994277954,,25.175954818725586,16.958616256713867,76.53096008300781,,,19.50257682800293,,,13.269999504089355,3.835296630859375,5.153748512268066,,3.908722400665283,,12.481240272521973,17.70733070373535 -2003-07-23,0.3131669759750366,7.190000057220459,2.005500078201294,,25.22740364074707,16.81749725341797,76.55889129638672,,,19.457927703857422,,,13.474596977233887,3.847508192062378,5.144165515899658,,3.941608428955078,,12.39349365234375,17.68254280090332 -2003-07-24,0.30894917249679565,7.059999942779541,2.065500020980835,,24.803722381591797,16.507802963256836,76.61473083496094,,,19.301645278930664,,,13.319097518920898,3.7864370346069336,5.057919979095459,,3.8314342498779297,,12.202653884887695,17.474340438842773 -2003-07-25,0.3244646191596985,7.159999847412109,2.0799999237060547,,25.278852462768555,16.880218505859375,79.3788833618164,,,19.798416137695312,,,13.51960563659668,3.8291854858398438,5.117333889007568,,3.8708994388580322,,12.325489044189453,17.72715950012207 -2003-07-28,0.3161792457103729,7.329999923706055,2.1040000915527344,,25.067014694213867,17.107587814331055,79.21138000488281,,,19.809581756591797,,,13.413211822509766,4.030724048614502,5.100083827972412,,3.9383201599121094,,12.318909645080566,17.722192764282227 -2003-07-29,0.3121125102043152,7.309999942779541,2.069499969482422,,25.0821475982666,16.931182861328125,77.89910888671875,,,19.67003631591797,,,13.327285766601562,3.963545560836792,5.05600118637085,,3.875833511352539,,12.171947479248047,17.563575744628906 -2003-07-30,0.30548471212387085,7.28000020980835,2.0329999923706055,,25.042808532714844,16.641084671020508,78.09456634521484,,,19.569562911987305,,,13.662824630737305,3.9879729747772217,5.14991569519043,,3.8856985569000244,,12.26187801361084,17.5090389251709 -2003-07-31,0.3175356090068817,7.300000190734863,2.0820000171661377,,24.988325119018555,17.111515045166016,79.40682983398438,,,19.563980102539062,,,13.65054702758789,3.9452216625213623,5.238080024719238,,3.8413009643554688,,12.264067649841309,17.6379337310791 -2003-08-01,0.31226345896720886,7.190000057220459,2.001499891281128,,24.434499740600586,16.79790496826172,79.462646484375,,,18.620676040649414,,,13.372295379638672,3.8780460357666016,5.195913791656494,,3.8478784561157227,,12.123685836791992,17.514005661010742 -2003-08-04,0.3194934129714966,7.21999979019165,1.9824999570846558,,24.694765090942383,16.46860122680664,79.51850891113281,,,18.827190399169922,,,13.531881332397461,3.847508192062378,5.165248870849609,,3.9218757152557373,,12.246524810791016,17.652807235717773 -2003-08-05,0.3069913387298584,7.269999980926514,1.933500051498413,,24.150026321411133,15.751214027404785,77.6198959350586,,,18.285764694213867,,,13.298645973205566,3.7742221355438232,5.0406694412231445,,3.8199236392974854,,12.130261421203613,17.52391815185547 -2003-08-06,0.2956937551498413,7.260000228881836,1.9470000267028809,,24.392139434814453,15.94721794128418,77.28485870361328,,,18.414142608642578,,,13.278180122375488,3.816972494125366,5.008087158203125,,3.856100082397461,,12.226790428161621,17.722192764282227 -2003-08-07,0.300212562084198,7.559999942779541,1.9505000114440918,,24.370943069458008,18.224843978881836,78.40167999267578,,,18.336000442504883,,,13.478684425354004,3.9452216625213623,5.006171226501465,,3.8445887565612793,,12.503168106079102,17.970062255859375 -2003-08-08,0.29584380984306335,7.260000228881836,1.9574999809265137,,24.6009578704834,18.777584075927734,78.40167999267578,,,18.414142608642578,,,13.490959167480469,3.89026141166687,5.017669677734375,,3.8478784561157227,,12.67207145690918,18.10391616821289 -2003-08-11,0.2961450219154358,7.389999866485596,1.9464999437332153,,24.395172119140625,18.76190185546875,78.96013641357422,,,18.542522430419922,,,13.466412544250488,4.012400150299072,5.0617523193359375,,3.867610454559326,,12.656717300415039,18.22869873046875 -2003-08-12,0.2967480421066284,7.400000095367432,1.9924999475479126,,24.64331817626953,19.161754608154297,79.09971618652344,,,18.77695655822754,,,13.450042724609375,4.152864933013916,5.10775089263916,,3.880765914916992,,12.8980073928833,18.323537826538086 -2003-08-13,0.30397817492485046,7.570000171661377,2.010499954223633,,24.449630737304688,19.322479248046875,78.23412322998047,,,18.659738540649414,,,12.973201751708984,4.091795921325684,5.08091926574707,,3.7985470294952393,,12.737881660461426,18.218721389770508 -2003-08-14,0.30081477761268616,7.820000171661377,2.015000104904175,,24.640302658081055,19.079431533813477,79.71395111083984,,,18.922075271606445,,,12.788228034973145,4.152864933013916,5.165248870849609,,3.795258045196533,,12.707168579101562,18.43833351135254 -2003-08-15,0.29689812660217285,7.800000190734863,2.005000114440918,,24.664508819580078,19.33424186706543,80.35611724853516,,,18.788127899169922,,,12.91565990447998,4.104010581970215,5.153748512268066,,3.8199236392974854,,12.74445629119873,18.383424758911133 -2003-08-18,0.30638813972473145,8.90999984741211,2.1510000228881836,,24.534381866455078,19.306798934936523,83.2040786743164,,,19.005800247192383,,,12.936213493347168,4.140652656555176,5.218914031982422,,3.869253635406494,,12.92432689666748,18.42835807800293 -2003-08-19,0.30608710646629333,9.229999542236328,2.178499937057495,,24.576744079589844,19.404804229736328,83.34365844726562,,,19.083951950073242,,,12.853998184204102,4.18950891494751,5.180581569671631,,3.8906333446502686,,12.915555953979492,18.308565139770508 -2003-08-20,0.3164811134338379,9.119999885559082,2.187999963760376,,24.728065490722656,19.404804229736328,82.22681427001953,,,19.44118309020996,,,12.636130332946777,4.146759033203125,5.1997480392456055,,3.9037866592407227,,12.893617630004883,18.368453979492188 -2003-08-21,0.32657337188720703,9.449999809265137,2.2850000858306885,,24.51017189025879,19.38520622253418,84.20921325683594,,,19.312803268432617,,,12.245619773864746,4.177293300628662,5.1997480392456055,,3.908722400665283,,12.983551979064941,18.493244171142578 -2003-08-22,0.3145224452018738,9.90999984741211,2.260999917984009,,23.72029685974121,19.632173538208008,83.42745208740234,,,18.933242797851562,,,12.146965980529785,4.091795921325684,5.13649845123291,,3.8067688941955566,,12.810263633728027,18.233692169189453 -2003-08-25,0.31422123312950134,10.09000015258789,2.2925000190734863,,23.50240135192871,19.404804229736328,83.34365844726562,,,18.83278465270996,,,12.27850341796875,3.951329231262207,5.20933198928833,,3.7623703479766846,,12.963811874389648,18.353479385375977 -2003-08-26,0.317083477973938,10.100000381469727,2.2964999675750732,,23.57200813293457,19.483203887939453,83.42745208740234,,,18.6318302154541,,,12.336054801940918,4.000184535980225,5.193997383117676,,3.7985470294952393,,12.963811874389648,18.383424758911133 -2003-08-27,0.3235601782798767,10.239999771118164,2.2939999103546143,,23.49333381652832,20.169233322143555,83.0644302368164,,,18.56484603881836,,,12.294947624206543,4.067367076873779,5.197830677032471,,3.732771158218384,,12.9660062789917,18.593069076538086 -2003-08-28,0.3342556059360504,10.920000076293945,2.296999931335449,,23.696086883544922,20.1535587310791,82.86903381347656,,,18.92766761779785,,,12.25384521484375,4.1223344802856445,5.297494411468506,,3.749215602874756,,13.007681846618652,18.74281883239746 -2003-08-29,0.34058213233947754,11.289999961853027,2.315999984741211,,23.983583450317383,20.38876724243164,82.5618667602539,,,19.100690841674805,,,12.29906177520752,4.091795921325684,5.441240310668945,,3.693305492401123,,12.979170799255371,18.817689895629883 -2003-09-02,0.3441976308822632,11.15999984741211,2.366499900817871,,24.038061141967773,20.83958625793457,84.9909896850586,,,19.368621826171875,,,12.521035194396973,4.207828998565674,5.510236740112305,,3.698237657546997,,13.143681526184082,18.952457427978516 -2003-09-03,0.3457033634185791,11.010000228881836,2.309499979019165,,23.8454647064209,20.816062927246094,86.88961791992188,,,19.457927703857422,,,12.693683624267578,4.140652656555176,5.550486087799072,,3.773880958557129,,13.156841278076172,19.007366180419922 -2003-09-04,0.3438965380191803,11.699999809265137,2.364500045776367,,23.307405471801758,20.65534019470215,87.44804382324219,,,19.357458114624023,,,12.578585624694824,4.085686206817627,5.59456729888916,,3.801832914352417,,13.178780555725098,19.04728889465332 -2003-09-05,0.33892542123794556,12.100000381469727,2.3259999752044678,,23.279905319213867,20.58869743347168,86.66625213623047,,,19.083951950073242,,,12.54158878326416,4.042939186096191,5.521735191345215,,3.7821009159088135,,12.91774845123291,18.952457427978516 -2003-09-08,0.34254008531570435,12.449999809265137,2.364000082015991,,23.533634185791016,20.384845733642578,87.61555480957031,,,19.34071159362793,,,12.936213493347168,4.177293300628662,5.556236743927002,,3.8034777641296387,,12.851937294006348,19.2020263671875 -2003-09-09,0.33696669340133667,12.279999732971191,2.3340001106262207,,23.26767349243164,19.81642723083496,87.00126647949219,,,19.123018264770508,,,13.022541046142578,4.244473934173584,5.535153865814209,,3.7689456939697266,,12.516327857971191,19.022335052490234 -2003-09-10,0.3341045081615448,11.260000228881836,2.311000108718872,,22.88858985900879,19.361682891845703,86.63835144042969,,,18.6318302154541,,,13.059531211853027,4.171186923980713,5.466156482696533,,3.8314342498779297,,12.470261573791504,18.967430114746094 -2003-09-11,0.33982884883880615,11.829999923706055,2.259500026702881,,23.111745834350586,19.973230361938477,87.89481353759766,,,18.799280166625977,,,13.088301658630371,4.1223344802856445,5.5677361488342285,,3.8297905921936035,,12.61284351348877,18.967430114746094 -2003-09-12,0.34796327352523804,12.15999984741211,2.2839999198913574,,23.18207550048828,19.969316482543945,88.03437805175781,,,18.977901458740234,,,13.112967491149902,4.232256889343262,5.5888166427612305,,3.852811098098755,,12.608460426330566,18.832653045654297 -2003-09-15,0.33455681800842285,11.899999618530273,2.2755000591278076,,23.539751052856445,20.451494216918945,87.67138671875,,,18.961151123046875,,,13.096529006958008,4.213939666748047,5.533234596252441,,3.79196834564209,,12.667679786682129,18.72284698486328 -2003-09-16,0.33681654930114746,12.239999771118164,2.312000036239624,,23.73540687561035,20.643579483032227,89.1512222290039,,,19.312803268432617,,,13.149968147277832,4.232256889343262,5.636732578277588,,3.849522590637207,,12.814652442932129,18.822669982910156 -2003-09-17,0.33320119976997375,12.5,2.308000087738037,,23.836288452148438,20.18100357055664,88.56486511230469,,,19.346284866333008,,,13.199298858642578,4.213939666748047,5.579234600067139,,3.862675905227661,,12.632587432861328,18.38842010498047 -2003-09-18,0.34464898705482483,12.789999961853027,2.3945000171661377,,24.362117767333984,20.196674346923828,89.6537857055664,,,19.949127197265625,,,13.174631118774414,4.232256889343262,5.66931676864624,,3.9531214237213135,,12.830005645751953,18.508216857910156 -2003-09-19,0.34013012051582336,12.680000305175781,2.378999948501587,,24.218435287475586,20.16532325744629,89.1512222290039,,,19.809581756591797,,,12.927985191345215,4.256688117980957,5.59456729888916,,3.9235188961029053,,12.753231048583984,18.463294982910156 -2003-09-22,0.3325989544391632,12.420000076293945,2.373500108718872,,24.028886795043945,19.749780654907227,87.67138671875,,,19.530494689941406,,,12.800559043884277,4.275008678436279,5.573485374450684,,3.8478784561157227,,12.51851749420166,18.32851791381836 -2003-09-23,0.3378709554672241,12.380000114440918,2.5220000743865967,,24.166465759277344,19.879148483276367,88.11813354492188,,,19.787250518798828,,,12.989648818969727,4.323869228363037,5.786228179931641,,3.703171491622925,,12.63917064666748,18.498239517211914 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-2003-10-15,0.3738718330860138,13.65999984741211,2.927500009536743,,25.08666229248047,20.92583465576172,81.05142211914062,,,20.62737274169922,,,12.578585624694824,4.647543907165527,5.797727108001709,,3.6373298168182373,,12.977696418762207,19.21200942993164 -2003-10-16,0.3502231538295746,13.960000038146973,2.995500087738037,,25.04691505432129,21.019916534423828,81.5290298461914,,,20.76263999938965,,,12.693683624267578,4.67197322845459,5.834143161773682,,3.694504499435425,,13.047998428344727,19.421642303466797 -2003-10-17,0.34269100427627563,13.989999771118164,2.984499931335449,,24.97658920288086,20.639659881591797,80.20857238769531,,,20.480838775634766,,,12.562143325805664,4.659761428833008,5.761313438415527,,3.6995503902435303,,12.927173614501953,19.296857833862305 -2003-10-20,0.34977102279663086,14.119999885559082,2.9795000553131104,,24.887935638427734,20.69847297668457,80.85476684570312,,,20.62737274169922,,,12.743008613586426,4.745260238647461,5.786228179931641,,3.7668159008026123,,12.962324142456055,19.276906967163086 -2003-10-21,0.3491686284542084,14.289999961853027,2.9674999713897705,,24.768707275390625,21.200239181518555,81.13570404052734,,,20.66683006286621,,,12.948546409606934,4.867403984069824,5.747896194458008,,3.6995503902435303,,12.955730438232422,19.142120361328125 -2003-10-22,0.3428420424461365,13.960000038146973,2.7014999389648438,,24.771770477294922,21.212007522583008,79.64667510986328,,,19.71436309814453,,,12.586811065673828,4.733047962188721,5.7344794273376465,,3.716364860534668,,12.795343399047852,18.642988204956055 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-2003-10-28,0.35730212926864624,14.850000381469727,2.8364999294281006,,22.27105140686035,22.478208541870117,80.12431335449219,,,20.035615921020508,,,12.948546409606934,4.763583183288574,5.94147253036499,,3.9669251441955566,,12.909591674804688,18.967430114746094 -2003-10-29,0.35685083270072937,15.09000015258789,2.8345000743865967,,22.732667922973633,22.37236976623535,80.99522399902344,,,20.24977684020996,,,12.853998184204102,4.867403984069824,5.960638999938965,,3.98374342918396,,12.929361343383789,18.872591018676758 -2003-10-30,0.3478122055530548,15.180000305175781,2.7915000915527344,,22.980302810668945,22.705575942993164,81.13570404052734,,,20.199045181274414,,,12.693683624267578,4.580366134643555,6.0258026123046875,,3.9484269618988037,,12.918379783630371,18.118885040283203 -2003-10-31,0.34479981660842896,15.199999809265137,2.7214999198913574,,23.151500701904297,22.85846519470215,81.50090789794922,,,20.232868194580078,,,12.989648818969727,4.67197322845459,6.056468963623047,,4.03250789642334,,12.95134162902832,18.258649826049805 -2003-11-03,0.34871649742126465,15.930000305175781,2.8369998931884766,,23.230976104736328,23.27792739868164,80.91094207763672,,,20.689373016357422,,,12.99376392364502,4.696403503417969,6.0775532722473145,,4.047644138336182,,12.971105575561523,18.308565139770508 -2003-11-04,0.3451010584831238,16.549999237060547,2.8429999351501465,,23.093414306640625,23.289676666259766,80.51762390136719,,,20.62737274169922,,,12.927985191345215,4.629225254058838,6.050718784332275,,4.015692234039307,,12.887624740600586,18.128868103027344 -2003-11-05,0.3469087481498718,17.010000228881836,2.8369998931884766,,23.295183181762695,22.87022590637207,79.87142181396484,,,20.58793067932129,,,13.010207176208496,4.598689556121826,6.158049583435059,,3.968607187271118,,12.72504997253418,17.984121322631836 -2003-11-06,0.3482643663883209,17.040000915527344,2.749500036239624,,23.4908390045166,23.038806915283203,79.89954376220703,,,20.46394157409668,,,13.096529006958008,4.696403503417969,6.232797145843506,,3.8912525177001953,,12.876641273498535,17.929210662841797 -2003-11-07,0.33892542123794556,17.010000228881836,2.7155001163482666,,23.279905319213867,22.79183006286621,79.00054168701172,,,20.311763763427734,,,13.059531211853027,4.6902971267700195,6.234714031219482,,3.86098313331604,,12.834898948669434,17.873918533325195 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-2003-12-02,0.3244646191596985,17.899999618530273,2.696500062942505,,23.420536041259766,23.059537887573242,82.82138061523438,,,20.182140350341797,,,14.054829597473145,5.068938732147217,6.1427178382873535,,3.8979785442352295,,11.64851188659668,18.346410751342773 -2003-12-03,0.3167823553085327,17.290000915527344,2.575500011444092,,23.309309005737305,22.6260929107666,82.93370056152344,,,20.176502227783203,,,14.021790504455566,4.952907562255859,6.123549938201904,,3.8929367065429688,,11.576011657714844,18.366518020629883 -2003-12-04,0.31859007477760315,16.65999984741211,2.5899999141693115,,23.31858253479004,21.337553024291992,81.89425659179688,,,19.9454288482666,,,14.195259094238281,5.160549163818359,6.1350507736206055,,4.039235591888428,,11.64851188659668,18.60776710510254 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-2003-12-10,0.3069913387298584,14.680000305175781,2.4600000381469727,,23.352556228637695,20.48247718811035,83.49560546875,,,19.539653778076172,,,14.08373737335205,5.313226222991943,6.0775532722473145,,4.138449192047119,,11.63312816619873,18.994813919067383 -2003-12-11,0.3194934129714966,15.1899995803833,2.5399999618530273,,23.44524383544922,21.022327423095703,85.4059829711914,,,19.71436309814453,,,14.323293685913086,5.294903755187988,6.169549465179443,,4.170401096343994,,11.602376937866211,19.05512237548828 -2003-12-12,0.31467342376708984,15.270000457763672,2.549499988555908,,23.432878494262695,21.116891860961914,84.59123992919922,,,19.77635955810547,,,14.207648277282715,5.3987274169921875,6.081385135650635,,4.130043029785156,,11.534268379211426,19.130531311035156 -2003-12-15,0.30382800102233887,14.729999542236328,2.5204999446868896,,23.612070083618164,20.71495819091797,85.20935821533203,,,19.87215805053711,,,14.224167823791504,5.410940170288086,6.041137218475342,,4.1821722984313965,,11.147601127624512,18.999832153320312 -2003-12-16,0.30307474732398987,14.359999656677246,2.4749999046325684,,23.942615509033203,19.51312255859375,86.10836029052734,,,20.131420135498047,,,14.290249824523926,5.7529425621032715,6.133132457733154,,4.167037010192871,,11.290398597717285,19.336605072021484 -2003-12-17,0.2994592487812042,13.989999771118164,2.378999948501587,,24.06001853942871,20.2933406829834,86.33308410644531,,,20.09760093688965,,,14.18700122833252,5.832333564758301,6.089054107666016,,4.215804100036621,,11.422454833984375,19.542686462402344 -2003-12-18,0.30186930298805237,14.5600004196167,2.4375,,24.375137329101562,20.494298934936523,86.67024230957031,,,20.09196662902832,,,14.224167823791504,5.954479217529297,6.196382999420166,,4.256163597106934,,11.576517105102539,19.809085845947266 -2003-12-19,0.2967480421066284,14.260000228881836,2.4619998931884766,,24.40602684020996,20.340618133544922,86.78257751464844,,,20.165237426757812,,,14.153966903686523,5.8628716468811035,6.150383472442627,,4.244391441345215,,11.521492004394531,19.90459442138672 -2003-12-22,0.29900702834129333,14.229999542236328,2.494499921798706,,24.4245662689209,19.879592895507812,87.09164428710938,,,20.34558868408203,,,14.166349411010742,5.881191730499268,6.133132457733154,,4.279706001281738,,11.679948806762695,19.83925437927246 -2003-12-23,0.29840484261512756,14.670000076293945,2.624000072479248,,24.501800537109375,19.5052433013916,87.37257385253906,,,20.38503074645996,,,14.257211685180664,5.8628716468811035,6.148467063903809,,4.257844924926758,,11.613924980163574,19.9799861907959 -2003-12-24,0.30744263529777527,14.510000228881836,2.6659998893737793,,24.48326873779297,19.59587287902832,86.81069946289062,,,20.362491607666016,,,14.339810371398926,5.8628716468811035,6.104385852813721,,4.224212646484375,,11.541293144226074,20.020198822021484 -2003-12-26,0.31301599740982056,14.699999809265137,2.6735000610351562,,24.588293075561523,19.922931671142578,86.30498504638672,,,20.413209915161133,,,14.352203369140625,5.905621528625488,6.121634006500244,,4.239345550537109,,11.558906555175781,20.13077735900879 -2003-12-29,0.31859007477760315,15.279999732971191,2.6735000610351562,,24.807655334472656,20.565223693847656,87.18164825439453,,,20.58793067932129,,,14.455459594726562,5.8140130043029785,6.19063138961792,,4.353699684143066,,11.642539978027344,20.397186279296875 -2003-12-30,0.3205479383468628,15.109999656677246,2.6414999961853027,,24.86943244934082,20.746490478515625,86.87055969238281,,,20.62737274169922,,,14.484371185302734,5.972799301147461,6.269212245941162,,4.382284164428711,,11.616131782531738,20.44743537902832 -2003-12-31,0.32190343737602234,14.899999618530273,2.63100004196167,,24.847816467285156,20.58493423461914,87.6058120727539,,,20.700639724731445,,,14.591751098632812,5.771265029907227,6.355461120605469,,4.383965969085693,,11.675548553466797,20.608295440673828 -2004-01-02,0.3205479383468628,14.859999656677246,2.5950000286102295,,24.43383026123047,20.025388717651367,88.00170135498047,,,20.83148193359375,,,14.682613372802734,5.79569149017334,6.307545185089111,,4.395737648010254,,11.510489463806152,20.422313690185547 -2004-01-05,0.33395451307296753,15.199999809265137,2.6635000705718994,,24.504892349243164,20.463638305664062,89.3024673461914,,,20.791662216186523,,,15.074978828430176,6.290370941162109,6.403373718261719,,4.548766136169434,,11.470870018005371,20.899829864501953 -2004-01-06,0.33274906873703003,15.609999656677246,2.6514999866485596,,24.464738845825195,20.38861846923828,88.70867919921875,,,21.31500816345215,,,15.066715240478516,6.088835716247559,6.481954574584961,,4.560534477233887,,11.739381790161133,20.75908088684082 -2004-01-07,0.34028106927871704,15.65999984741211,2.5950000286102295,,24.40912437438965,20.613670349121094,89.58528137207031,,,21.627870559692383,,,15.194748878479004,6.1010518074035645,6.455123424530029,,4.6278886795043945,,11.77018928527832,20.608295440673828 -2004-01-08,0.35187986493110657,15.930000305175781,2.51200008392334,,24.421491622924805,21.209842681884766,91.1971206665039,,,21.997621536254883,,,15.0543212890625,6.137692928314209,6.3976240158081055,,4.711567401885986,,11.721770286560059,20.558025360107422 -2004-01-09,0.34645670652389526,15.539999961853027,2.5794999599456787,,24.205228805541992,21.320404052734375,89.92460632324219,,,22.048826217651367,,,14.893251419067383,6.168226718902588,6.343959331512451,,4.4741950035095215,,11.53249454498291,20.251420974731445 -2004-01-12,0.3574530780315399,15.770000457763672,2.6475000381469727,,24.251571655273438,21.063762664794922,90.74465942382812,,,22.06589698791504,,,14.70739459991455,6.491909027099609,6.3937907218933105,,4.581780910491943,,11.556708335876465,20.53791618347168 -2004-01-13,0.36332768201828003,15.1899995803833,2.745500087738037,,24.189777374267578,21.253280639648438,89.38731384277344,,,22.128463745117188,,,14.513277053833008,6.369653224945068,6.345877170562744,,4.516888618469238,,11.611730575561523,20.44743537902832 -2004-01-14,0.3645329475402832,15.199999809265137,2.7899999618530273,,24.48326873779297,21.18221092224121,90.49016571044922,,,22.31049919128418,,,14.51740837097168,6.406327247619629,6.445540904998779,,4.55616569519043,,11.695361137390137,20.44743537902832 -2004-01-15,0.3441976308822632,15.899999618530273,2.809000015258789,,24.307178497314453,21.391469955444336,90.49016571044922,,,22.139850616455078,,,14.381119728088379,6.076233386993408,6.504953861236572,,4.566410064697266,,11.772394180297852,20.24639320373535 -2004-01-16,0.3422389328479767,16.760000228881836,2.7860000133514404,,24.41222381591797,21.26907730102539,94.30776977539062,,,22.338951110839844,,,14.455459594726562,6.180150985717773,6.62378454208374,,4.520303249359131,,11.77018928527832,20.35696792602539 -2004-01-20,0.3423899710178375,17.3799991607666,2.8304998874664307,,24.736595153808594,21.047977447509766,94.33599853515625,,,22.236547470092773,,,14.261335372924805,6.479681968688965,6.675532341003418,,4.610813140869141,,11.653536796569824,20.547971725463867 -2004-01-21,0.34058213233947754,15.899999618530273,2.809999942779541,,25.286510467529297,21.18221092224121,95.72164154052734,,,22.811086654663086,,,14.715655326843262,6.6386189460754395,6.708113670349121,,4.52371883392334,,11.763588905334473,20.82442283630371 -2004-01-22,0.3341045081615448,15.430000305175781,2.8589999675750732,,25.240158081054688,20.878202438354492,94.78844451904297,,,22.72007942199707,,,14.926285743713379,6.60194206237793,6.848028182983398,,4.494688510894775,,11.70416259765625,20.749032974243164 -2004-01-23,0.33982884883880615,15.319999694824219,2.8554999828338623,,25.10732650756836,20.747913360595703,93.91182708740234,,,22.526660919189453,,,14.926285743713379,6.895359039306641,6.876775741577148,,4.511764049530029,,11.930848121643066,20.628393173217773 -2004-01-26,0.3466077148914337,15.600000381469727,2.8515000343322754,,25.4069881439209,21.040077209472656,96.54167938232422,,,22.902111053466797,,,15.21540355682373,6.791440963745117,6.964940547943115,,4.557872772216797,,12.018888473510742,20.884737014770508 -2004-01-27,0.34751108288764954,15.5600004196167,2.7869999408721924,,25.332839965820312,20.886098861694336,96.68310546875,,,22.77128028869629,,,14.951074600219727,6.693634510040283,6.838443756103516,,4.431501388549805,,11.979269981384277,20.70378875732422 -2004-01-28,0.33922648429870605,15.300000190734863,2.5980000495910645,,24.86943244934082,20.246490478515625,95.46709442138672,,,22.253618240356445,,,14.8065185546875,6.4307780265808105,6.796278476715088,,4.364902019500732,,11.723967552185059,20.512788772583008 -2004-01-29,0.34163665771484375,14.680000305175781,2.4609999656677246,,24.999197006225586,20.38861846923828,96.23065948486328,,,22.213802337646484,,,15.16170597076416,6.3085198402404785,6.991775035858154,,4.388812065124512,,11.990272521972656,20.84453010559082 -2004-01-30,0.33982884883880615,14.859999656677246,2.5199999809265137,,25.166011810302734,19.895095825195312,95.09951782226562,,,22.122791290283203,,,15.128673553466797,6.296294689178467,7.016688823699951,,4.354656219482422,,11.851619720458984,20.502744674682617 -2004-02-02,0.3362135887145996,14.640000343322754,2.4135000705718994,,25.193824768066406,20.045127868652344,95.09951782226562,,,22.191051483154297,,,15.45081901550293,6.241279125213623,6.943857192993164,,4.518596649169922,,12.036494255065918,20.452463150024414 -2004-02-03,0.3353099822998047,14.75,2.246999979019165,,25.181486129760742,19.8200740814209,93.91182708740234,,,22.259307861328125,,,15.574719429016113,6.167925834655762,6.9898552894592285,,4.453702449798584,,12.106917381286621,20.311729431152344 -2004-02-04,0.32823020219802856,14.130000114440918,2.2695000171661377,,25.240158081054688,19.839820861816406,93.8270263671875,,,22.139850616455078,,,15.806005477905273,5.996761798858643,7.06460428237915,,4.364902019500732,,12.190552711486816,20.28156852722168 -2004-02-05,0.33772000670433044,14.170000076293945,2.302000045776367,,25.332839965820312,20.491262435913086,94.78844451904297,,,22.162612915039062,,,15.859703063964844,5.978425025939941,7.045439720153809,,4.385394096374512,,12.37982177734375,20.296653747558594 -2004-02-06,0.3420887887477875,14.9399995803833,2.317500114440918,,25.567638397216797,20.747913360595703,93.8270263671875,,,22.600622177124023,,,16.04555892944336,6.112906455993652,7.139348983764648,,4.44345760345459,,12.672541618347168,20.36199188232422 -2004-02-09,0.3414856195449829,15.0600004196167,2.2929999828338623,,25.233991622924805,21.158525466918945,93.0069351196289,,,22.475475311279297,,,15.731667518615723,6.204601287841797,7.058853626251221,,4.380269527435303,,12.615316390991211,20.599702835083008 -2004-02-10,0.3461554944515228,15.539999961853027,2.2795000076293945,,25.215456008911133,21.063762664794922,91.90409851074219,,,22.458402633666992,,,15.711019515991211,6.406327247619629,7.076101303100586,,4.429794788360596,,12.661537170410156,20.781774520874023 -2004-02-11,0.35850760340690613,15.710000038146973,2.3570001125335693,,25.32975959777832,21.53754997253418,93.54425048828125,,,22.907806396484375,,,15.827176094055176,6.534696578979492,7.16234827041626,,4.4332098960876465,,12.560287475585938,21.201566696166992 -2004-02-12,0.3574530780315399,15.09000015258789,2.3529999256134033,,25.224727630615234,21.529661178588867,92.92208099365234,,,22.95899200439453,,,15.65293025970459,6.332972049713135,7.087604522705078,,4.378565311431885,,12.540491104125977,21.196502685546875 -2004-02-13,0.34645670652389526,14.9399995803833,2.319000005722046,,25.19999885559082,21.18221092224121,92.52620697021484,,,22.845230102539062,,,15.507730484008789,6.449117183685303,7.033938884735107,,4.277809143066406,,12.39523696899414,21.196502685546875 -2004-02-17,0.3488665521144867,14.930000305175781,2.2764999866485596,,25.289592742919922,21.33224868774414,93.45938873291016,,,23.129653930664062,,,15.661231994628906,6.565261363983154,7.426840305328369,,4.247071266174316,,12.659337043762207,21.358341217041016 -2004-02-18,0.35037314891815186,15.300000190734863,2.243499994277954,,25.19999885559082,21.075618743896484,92.61106872558594,,,23.027259826660156,,,15.520174980163574,6.626391887664795,7.279262065887451,,4.175346374511719,,12.588908195495605,21.140867233276367 -2004-02-19,0.3384733200073242,14.970000267028809,2.2325000762939453,,25.138214111328125,20.90189552307129,92.18689727783203,,,23.220664978027344,,,15.466242790222168,6.583602428436279,7.292683124542236,,4.130947113037109,,12.848611831665039,21.21673583984375 -2004-02-20,0.337418794631958,14.649999618530273,2.258500099182129,,25.12895393371582,20.740007400512695,92.46964263916016,,,23.07845115661621,,,15.462093353271484,6.60194206237793,7.239017486572266,,4.078007221221924,,13.07969856262207,21.257190704345703 -2004-02-23,0.3342556059360504,13.989999771118164,2.198499917984009,,25.332839965820312,20.195161819458008,94.50566864013672,,,22.930559158325195,,,15.370820999145508,6.5285868644714355,7.242847919464111,,4.098499774932861,,13.216151237487793,21.535367965698242 -2004-02-24,0.33681654930114746,14.010000228881836,2.115999937057495,,25.16292953491211,20.064870834350586,94.10977172851562,,,22.867979049682617,,,15.420610427856445,6.479681968688965,7.44792366027832,,4.120698928833008,,13.19414234161377,21.3988094329834 -2004-02-25,0.34359440207481384,14.520000457763672,2.1470000743865967,,25.243261337280273,20.305700302124023,93.23316192626953,,,22.95330810546875,,,15.45379638671875,6.571377277374268,7.4651713371276855,,4.124114990234375,,13.178743362426758,21.570768356323242 -2004-02-26,0.34705978631973267,15.050000190734863,2.182499885559082,,25.332839965820312,20.20305824279785,92.94866180419922,,,23.07277488708496,,,15.404009819030762,6.785326957702637,7.170018196105957,,4.118993282318115,,13.073097229003906,21.3988094329834 -2004-02-27,0.3603152930736542,15.0,2.1505000591278076,,25.308130264282227,21.024280548095703,92.52192687988281,,,23.334449768066406,,,15.204879760742188,6.785326957702637,7.168101787567139,,4.100207805633545,,13.10831069946289,21.327991485595703 -2004-03-01,0.36182186007499695,14.890000343322754,2.1484999656677246,,25.373004913330078,21.395416259765625,93.2900619506836,,,23.624561309814453,,,15.308599472045898,7.042068004608154,7.250512599945068,,4.141192436218262,,13.304184913635254,21.505016326904297 -2004-03-02,0.35865867137908936,14.930000305175781,2.1005001068115234,,25.487316131591797,21.34804344177246,92.43659210205078,,,23.704198837280273,,,15.204879760742188,7.029842853546143,7.166184425354004,,4.351239204406738,,13.106106758117676,21.26225471496582 -2004-03-03,0.3603152930736542,14.699999809265137,2.1584999561309814,,25.774324417114258,21.442798614501953,93.46077728271484,,,23.94880485534668,,,15.333484649658203,6.944262981414795,7.246679782867432,,4.310254096984863,,13.284382820129395,21.19144630432129 -2004-03-04,0.3789938986301422,15.390000343322754,2.2195000648498535,,25.61833953857422,20.75580406188965,93.60304260253906,,,24.23324966430664,,,15.503580093383789,6.938149929046631,7.269680023193359,,4.3017191886901855,,13.43624496459961,21.115583419799805 -2004-03-05,0.4027937650680542,15.359999656677246,2.2044999599456787,,25.811738967895508,20.925582885742188,93.2331771850586,,,24.466459274291992,,,15.420610427856445,7.054296493530273,7.286929607391357,,4.27268648147583,,13.257963180541992,21.48985481262207 -2004-03-08,0.3916471004486084,14.699999809265137,2.174999952316284,,25.718164443969727,20.32544708251953,90.55882263183594,,,24.426652908325195,,,15.561662673950195,7.042068004608154,7.179602146148682,,4.294885635375977,,13.306390762329102,21.525245666503906 -2004-03-09,0.40821683406829834,14.529999732971191,2.135499954223633,,25.509164810180664,19.993799209594727,89.7906265258789,,,24.159282684326172,,,15.474544525146484,7.18878173828125,7.193018436431885,,4.293179035186768,,13.266770362854004,21.636516571044922 -2004-03-10,0.41695353388786316,14.430000305175781,2.077500104904175,,24.953855514526367,19.148881912231445,88.48187255859375,,,23.908977508544922,,,15.088714599609375,7.0604095458984375,7.250512599945068,,4.156561374664307,,12.932239532470703,21.459503173828125 -2004-03-11,0.4089694321155548,14.4399995803833,2.063999891281128,,24.81658363342285,18.655353546142578,86.54722595214844,,,23.499412536621094,,,14.619915008544922,7.090971946716309,7.212181568145752,,4.1070380210876465,,12.742965698242188,20.91327667236328 -2004-03-12,0.4151458740234375,15.0,2.121999979019165,,25.05681037902832,19.464738845825195,87.05936431884766,,,23.61886978149414,,,14.64065933227539,7.133763790130615,7.206431865692139,,4.159975051879883,,12.870619773864746,21.257190704345703 -2004-03-15,0.3984251022338867,14.600000381469727,2.053999900817871,,24.76668357849121,18.746164321899414,86.20584106445312,,,23.28324317932129,,,14.499606132507324,7.213230133056641,7.09527063369751,,4.129239082336426,,12.742965698242188,21.13074493408203 -2004-03-16,0.3889352083206177,14.920000076293945,2.1064999103546143,,24.99129295349121,18.746164321899414,86.77485656738281,,,23.510787963867188,,,14.694587707519531,7.152102947235107,7.164268970489502,,4.144608020782471,,12.758371353149414,21.27743148803711 -2004-03-17,0.3945091664791107,15.350000381469727,2.140000104904175,,25.097349166870117,19.042274475097656,87.51457977294922,,,24.051191329956055,,,14.478860855102539,7.207116603851318,7.160434722900391,,4.189006805419922,,12.870869636535645,21.3634090423584 -2004-03-18,0.386676162481308,15.350000381469727,2.1505000591278076,,24.98195457458496,18.84091567993164,87.40072631835938,,,23.90329360961914,,,14.395894050598145,7.329376220703125,7.102933406829834,,4.218038082122803,,13.00101375579834,21.47467613220215 -2004-03-19,0.38953831791877747,15.25,2.140000104904175,,24.910186767578125,18.647462844848633,85.7506332397461,,,23.510787963867188,,,14.084733963012695,7.30492639541626,7.051187038421631,,4.204375267028809,,12.926016807556152,20.98914909362793 -2004-03-22,0.38953831791877747,14.789999961853027,2.0425000190734863,,24.560794830322266,18.122344970703125,83.6737060546875,,,23.209293365478516,,,13.9810209274292,7.18878173828125,7.1297688484191895,,4.115576267242432,,12.815725326538086,20.705923080444336 -2004-03-23,0.38095179200172424,14.859999656677246,2.0114998817443848,,24.498394012451172,18.00784683227539,83.07624816894531,,,23.311695098876953,,,14.16356086730957,7.18878173828125,7.053102493286133,,4.0950846672058105,,12.839983940124512,20.6148738861084 -2004-03-24,0.3841150999069214,15.539999961853027,1.9815000295639038,,24.42976188659668,18.240793228149414,83.01934051513672,,,23.1751651763916,,,14.180154800415039,7.18878173828125,7.087604522705078,,4.048975467681885,,12.92159652709961,20.281068801879883 -2004-03-25,0.40475159883499146,15.869999885559082,2.0994999408721924,,24.875865936279297,19.160720825195312,84.49877166748047,,,23.607500076293945,,,14.234084129333496,7.201004981994629,7.147019386291504,,4.110452175140381,,13.195120811462402,20.35694122314453 -2004-03-26,0.4073127210140228,15.510000228881836,2.0850000381469727,,24.988182067871094,19.026487350463867,85.6368179321289,,,23.465282440185547,,,14.225789070129395,7.18878173828125,7.056936264038086,,4.084838390350342,,13.104686737060547,20.604768753051758 -2004-03-29,0.4204181134700775,15.729999542236328,2.138000011444092,,25.281417846679688,19.065975189208984,86.7179183959961,,,23.926061630249023,,,14.528643608093262,7.213230133056641,7.219850063323975,,4.137777805328369,,13.263500213623047,20.781774520874023 -2004-03-30,0.4205682575702667,16.030000686645508,2.190000057220459,,25.509164810180664,19.109399795532227,87.3154296875,,,23.88054656982422,,,14.57843017578125,7.414956092834473,7.288845062255859,,4.159975051879883,,13.234832763671875,21.01443099975586 -2004-03-31,0.4073127210140228,16.229999542236328,2.1640000343322754,,25.262691497802734,20.420209884643555,86.83173370361328,,,23.863483428955078,,,14.541090965270996,7.414956092834473,7.258181095123291,,4.19071626663208,,13.166448593139648,21.034658432006836 -2004-04-01,0.40836700797080994,16.790000915527344,2.236999988555908,,25.41556167602539,20.649211883544922,87.1162338256836,,,24.039812088012695,,,14.765115737915039,7.366053104400635,7.327178955078125,,4.223161220550537,,12.870869636535645,20.999250411987305 -2004-04-02,0.4142415523529053,17.450000762939453,2.304500102996826,,25.116079330444336,21.288822174072266,88.36809539794922,,,23.816171646118164,,,14.935212135314941,7.573894023895264,7.5322585105896,,4.247071266174316,,12.926016807556152,21.196502685546875 -2004-04-05,0.4265936315059662,17.43000030517578,2.3480000495910645,,25.346935272216797,21.359888076782227,89.84748077392578,,,23.942333221435547,,,14.989151000976562,7.469972610473633,7.608919143676758,,4.327333450317383,,12.93484115600586,21.368459701538086 -2004-04-06,0.41921254992485046,17.100000381469727,2.322000026702881,,25.58089828491211,21.111146926879883,89.67684173583984,,,23.798973083496094,,,14.8522367477417,7.506649971008301,7.608919143676758,,4.348931789398193,,13.018655776977539,21.33810806274414 -2004-04-07,0.41138026118278503,16.899999618530273,2.2925000190734863,,25.40932273864746,20.747913360595703,89.33541107177734,,,23.724416732788086,,,14.798311233520508,7.6350202560424805,7.518838405609131,,4.267332553863525,,12.789253234863281,21.19144630432129 -2004-04-08,0.41469380259513855,17.0,2.4049999713897705,,25.284542083740234,20.712371826171875,89.36386108398438,,,23.59825897216797,,,14.769272804260254,7.537213325500488,7.501587867736816,,4.246501445770264,,12.504706382751465,21.46962547302246 -2004-04-12,0.4223758578300476,17.3700008392334,2.3980000019073486,,25.571535110473633,20.696577072143555,89.96134185791016,,,23.833377838134766,,,14.798311233520508,7.708376884460449,7.513087749481201,,4.248237609863281,,12.64808464050293,21.803409576416016 -2004-04-13,0.4056559205055237,17.15999984741211,2.3289999961853027,,25.112951278686523,20.171466827392578,88.19739532470703,,,22.961706161499023,,,14.682143211364746,7.6350202560424805,7.375094413757324,,4.211780071258545,,12.456183433532715,21.656753540039062 -2004-04-14,0.4012872278690338,17.1200008392334,2.3394999504089355,,24.98505210876465,20.372825622558594,86.7179183959961,,,22.52012825012207,,,14.856391906738281,7.549442768096924,7.329093933105469,,4.194417953491211,,12.665731430053711,21.89950942993164 -2004-04-15,0.4413555860519409,16.219999313354492,2.3494999408721924,,25.0443115234375,20.392566680908203,87.51457977294922,,,22.23340606689453,,,15.491129875183105,7.7328267097473145,7.294598579406738,,4.229139804840088,,12.747346878051758,22.09169578552246 -2004-04-16,0.4395480453968048,16.049999237060547,2.2750000953674316,,25.200305938720703,20.925582885742188,88.85173797607422,,,22.514392852783203,,,15.60729694366455,7.775615692138672,7.252429485321045,,4.196154594421387,,12.890719413757324,22.182741165161133 -2004-04-19,0.4270457923412323,16.290000915527344,2.3554999828338623,,25.318859100341797,20.965129852294922,88.48187255859375,,,22.571748733520508,,,15.590704917907715,7.873429775238037,7.300346374511719,,4.237820148468018,,12.875279426574707,22.116985321044922 -2004-04-20,0.4177068769931793,15.789999961853027,2.259999990463257,,24.98195457458496,20.88602638244629,86.68950653076172,,,22.10149574279785,,,15.225615501403809,7.7939558029174805,7.135517120361328,,4.229139804840088,,12.815725326538086,21.89950942993164 -2004-04-21,0.4177068769931793,16.280000686645508,2.2860000133514404,,25.13791847229004,21.139188766479492,87.3438491821289,,,21.608322143554688,,,15.308599472045898,7.7939558029174805,7.135517120361328,,4.300319671630859,,12.870869636535645,21.722492218017578 -2004-04-22,0.41845938563346863,16.459999084472656,2.443000078201294,,25.390596389770508,21.73649024963379,87.77063751220703,,,22.00973892211914,,,15.159241676330566,7.879536151885986,7.486255168914795,,4.409694194793701,,12.926016807556152,21.89950942993164 -2004-04-23,0.41725465655326843,16.360000610351562,2.314500093460083,,25.40932273864746,21.95406150817871,87.3154296875,,,21.9638614654541,,,15.109458923339844,7.855088710784912,7.5092573165893555,,4.413167953491211,,13.007627487182617,21.732608795166016 -2004-04-26,0.4086682200431824,16.0,2.362499952316284,,25.346935272216797,21.6732120513916,87.48609161376953,,,22.107229232788086,,,15.055526733398438,7.91621208190918,7.474757671356201,,4.427056789398193,,12.824548721313477,21.752843856811523 -2004-04-27,0.40580615401268005,15.59000015258789,2.4000000953674316,,25.5153865814209,22.048988342285156,86.91712188720703,,,22.147375106811523,,,15.117762565612793,8.038471221923828,7.5265045166015625,,4.425319194793701,,12.926016807556152,22.127103805541992 -2004-04-28,0.3984251022338867,15.170000076293945,2.3485000133514404,,25.23773765563965,21.61386489868164,85.4092025756836,,,21.751680374145508,,,14.885435104370117,7.8856520652771,7.463255882263184,,4.376709461212158,,12.789253234863281,21.8084659576416 -2004-04-29,0.4032458961009979,14.600000381469727,2.309499979019165,,25.159757614135742,21.431901931762695,85.49454498291016,,,21.591108322143555,,,14.756819725036621,7.6350202560424805,7.495840549468994,,4.404486656188965,,12.698814392089844,21.51512908935547 -2004-04-30,0.38833287358283997,14.220000267028809,2.180000066757202,,25.10984230041504,21.459604263305664,85.21004486083984,,,21.562442779541016,,,14.835650444030762,7.647245407104492,7.459424018859863,,4.322890758514404,,12.573084831237793,21.520191192626953 -2004-05-03,0.3927016258239746,14.220000267028809,2.2204999923706055,,25.262691497802734,21.329057693481445,86.20584106445312,,,21.7115421295166,,,15.026481628417969,7.983458995819092,7.503505229949951,,4.380182266235352,,12.47161865234375,22.09169578552246 -2004-05-04,0.39375603199005127,14.460000038146973,2.197499990463257,,25.431156158447266,21.198516845703125,86.6041259765625,,,21.96959114074707,,,15.188284873962402,7.977346420288086,7.589751720428467,,4.411431789398193,,12.352510452270508,22.01078224182129 -2004-05-05,0.4014381766319275,14.350000381469727,2.2130000591278076,,25.446752548217773,21.483333587646484,86.74639892578125,,,21.820499420166016,,,15.196584701538086,7.604458808898926,7.631917953491211,,4.418376445770264,,12.321623802185059,22.248497009277344 -2004-05-06,0.40038374066352844,14.369999885559082,2.1570000648498535,,24.988182067871094,21.123367309570312,86.68950653076172,,,21.562442779541016,,,15.163387298583984,7.573894023895264,7.5571722984313965,,4.392334461212158,,12.03928279876709,22.16756248474121 -2004-05-07,0.40173932909965515,14.90999984741211,2.0950000286102295,,24.50463104248047,20.609128952026367,85.35228729248047,,,20.920148849487305,,,15.084562301635742,7.3354878425598145,7.311844825744629,,4.295114040374756,,11.8892822265625,21.87421417236328 -2004-05-10,0.395864874124527,15.020000457763672,2.062999963760376,,24.308101654052734,20.114662170410156,85.43766021728516,,,20.306533813476562,,,14.935212135314941,6.7669878005981445,7.277346134185791,,4.255181312561035,,12.180452346801758,21.267309188842773 -2004-05-11,0.4088192284107208,15.479999542236328,2.134999990463257,,24.46719741821289,20.617034912109375,86.06356048583984,,,20.180377960205078,,,14.897872924804688,6.9626007080078125,7.308012962341309,,4.251710891723633,,12.028260231018066,21.684715270996094 -2004-05-12,0.4112291932106018,15.140000343322754,2.1510000228881836,,25.06303596496582,20.565614700317383,86.49032592773438,,,20.51298713684082,,,14.885366439819336,7.011548042297363,7.239017486572266,,4.253448009490967,,12.145162582397461,21.888328552246094 -2004-05-13,0.4095725417137146,14.670000076293945,2.180500030517578,,25.013132095336914,20.466718673706055,86.34810638427734,,,20.501522064208984,,,14.756152153015137,6.797410011291504,7.254347324371338,,4.284695625305176,,12.18707275390625,21.750890731811523 -2004-05-14,0.4076138138771057,13.869999885559082,2.1524999141693115,,25.01937484741211,20.253108978271484,85.80754089355469,,,20.44989776611328,,,14.83952522277832,6.925895690917969,7.290764808654785,,4.253448009490967,,12.145162582397461,22.02577018737793 -2004-05-17,0.4012872278690338,13.880000114440918,2.1040000915527344,,24.916427612304688,19.74283218383789,85.2669448852539,,,20.249187469482422,,,14.797830581665039,6.852473258972168,7.202600002288818,,4.218723773956299,,12.065750122070312,21.91377067565918 -2004-05-18,0.4076138138771057,13.949999809265137,2.0994999408721924,,25.222145080566406,20.371789932250977,86.57571411132812,,,20.39829444885254,,,14.81867790222168,6.913656711578369,7.208350658416748,,4.269071578979492,,12.178243637084961,21.730525970458984 -2004-05-19,0.39872708916664124,14.489999771118164,2.0845000743865967,,25.159757614135742,20.257070541381836,86.06356048583984,,,20.495792388916016,,,14.660274505615234,6.974839210510254,7.194931983947754,,4.237820148468018,,12.111915588378906,21.684715270996094 -2004-05-20,0.40234166383743286,14.1899995803833,2.0490000247955322,,25.368770599365234,20.22938346862793,86.00665283203125,,,20.59327507019043,,,14.543566703796387,6.944247245788574,7.373176574707031,,4.220459938049316,,12.125185012817383,21.750890731811523 -2004-05-21,0.40836700797080994,14.239999771118164,2.058500051498413,,25.41556167602539,20.249155044555664,87.20160675048828,,,20.69076919555664,,,14.510211944580078,6.968719005584717,7.430672645568848,,4.223932266235352,,12.180462837219238,21.684715270996094 -2004-05-24,0.41183146834373474,14.359999656677246,2.0815000534057617,,25.440521240234375,20.37574005126953,87.57144927978516,,,20.69076919555664,,,14.360150337219238,7.2256879806518555,7.428756237030029,,4.199629306793213,,12.158347129821777,21.786531448364258 -2004-05-25,0.4279491901397705,14.920000076293945,2.180999994277954,,25.718164443969727,21.214340209960938,88.79485321044922,,,21.12661361694336,,,14.481037139892578,7.341933727264404,7.58591890335083,,4.175321578979492,,12.268901824951172,22.30573081970215 -2004-05-26,0.42945584654808044,15.119999885559082,2.234499931335449,,25.874143600463867,21.293455123901367,89.02244567871094,,,21.12087059020996,,,14.543566703796387,7.3541717529296875,7.603168964385986,,4.079836845397949,,12.222468376159668,22.168289184570312 -2004-05-27,0.42433473467826843,15.199999809265137,2.38100004196167,,25.771194458007812,21.119413375854492,88.93708801269531,,,21.189682006835938,,,14.756152153015137,7.262399673461914,7.6702494621276855,,4.14060115814209,,12.375029563903809,22.076671600341797 -2004-05-28,0.42267704010009766,15.550000190734863,2.424999952316284,,25.933414459228516,20.870197296142578,88.53878021240234,,,21.12661361694336,,,14.731136322021484,7.262399673461914,7.78141450881958,,4.114560127258301,,12.321964263916016,22.015592575073242 -2004-06-01,0.42267704010009766,15.300000190734863,2.5114998817443848,,25.90534782409668,21.095670700073242,88.3111801147461,,,21.132335662841797,,,14.776993751525879,7.445946216583252,7.867663383483887,,4.1215033531188965,,12.257838249206543,22.24465560913086 -2004-06-02,0.43563219904899597,15.079999923706055,2.5174999237060547,,26.185688018798828,21.151050567626953,88.48187255859375,,,21.390399932861328,,,14.897872924804688,7.513246536254883,7.938571453094482,,4.14407205581665,,12.459052085876465,22.285367965698242 -2004-06-03,0.42779913544654846,14.59000015258789,2.4700000286102295,,26.15418815612793,20.573522567749023,88.19739532470703,,,21.195415496826172,,,14.81867790222168,7.482656955718994,7.8964080810546875,,4.118031024932861,,12.51431941986084,22.168289184570312 -2004-06-04,0.4335233271121979,15.119999885559082,2.547499895095825,,26.333728790283203,20.688241958618164,88.85173797607422,,,21.37893295288086,,,14.847858428955078,7.390883922576904,7.927077770233154,,4.154488563537598,,12.512102127075195,22.076671600341797 -2004-06-07,0.44903790950775146,15.800000190734863,2.5880000591278076,,26.658180236816406,20.98490333557129,90.13201904296875,,,21.872112274169922,,,15.014583587646484,7.390883922576904,8.111069679260254,,4.215251922607422,,12.713312149047852,22.397363662719727 -2004-06-08,0.45717236399650574,16.18000030517578,2.5969998836517334,,26.506980895996094,21.182710647583008,89.53456115722656,,,21.826234817504883,,,15.06460952758789,7.556077003479004,8.258647918701172,,4.225667476654053,,12.753110885620117,22.341360092163086 -2004-06-09,0.4549131393432617,15.510000228881836,2.51200008392334,,26.317981719970703,21.214340209960938,88.70947265625,,,21.608322143554688,,,14.935395240783691,7.494894981384277,8.193483352661133,,4.274277210235596,,12.609387397766113,22.117395401000977 -2004-06-10,0.4630473256111145,15.75,2.496999979019165,,26.5258846282959,21.162925720214844,89.5914535522461,,,21.677141189575195,,,14.864529609680176,8.014944076538086,8.170485496520996,,4.307265281677246,,12.646985054016113,22.387182235717773 -2004-06-14,0.4537077248096466,15.149999618530273,2.4625000953674316,,26.002994537353516,20.98490333557129,89.81908416748047,,,21.54522705078125,,,14.651944160461426,7.953760623931885,8.045904159545898,,4.262125015258789,,12.465679168701172,22.321002960205078 -2004-06-15,0.4622942805290222,15.390000343322754,2.505500078201294,,26.532197952270508,20.996788024902344,90.50192260742188,,,21.361722946166992,,,14.626927375793457,8.106719970703125,8.199233055114746,,4.248237609863281,,12.538644790649414,22.438081741333008 -2004-06-16,0.4931739270687103,15.239999771118164,2.5285000801086426,,26.43769073486328,20.585391998291016,91.35541534423828,,,21.401870727539062,,,14.681116104125977,8.088363647460938,8.226064682006836,,4.243031978607178,,12.408188819885254,22.768951416015625 -2004-06-17,0.49422839283943176,14.760000228881836,2.4885001182556152,,26.35578727722168,20.54979133605957,92.0666732788086,,,21.401870727539062,,,14.701958656311035,8.516644477844238,8.252896308898926,,4.2603912353515625,,12.348492622375488,22.789302825927734 -2004-06-18,0.49573516845703125,14.880000114440918,2.4800000190734863,,26.62038803100586,20.37969970703125,92.69258880615234,,,21.350265502929688,,,14.768653869628906,8.534997940063477,8.37556266784668,,4.270809650421143,,12.297645568847656,22.89620590209961 -2004-06-21,0.48699742555618286,14.100000381469727,2.4885001182556152,,26.75583267211914,20.253108978271484,92.74951171875,,,21.218351364135742,,,14.672782897949219,8.547234535217285,8.387059211730957,,4.236085414886475,,12.145074844360352,22.768951416015625 -2004-06-22,0.4970906972885132,14.670000076293945,2.450000047683716,,26.62354278564453,20.292667388916016,93.46077728271484,,,21.195415496826172,,,14.547733306884766,8.596179962158203,8.394726753234863,,4.1787943840026855,,11.952725410461426,22.855487823486328 -2004-06-23,0.5076348781585693,15.399999618530273,2.5404999256134033,,26.70229148864746,20.466718673706055,95.08245086669922,,,21.57390785217285,,,14.57274055480957,8.712430000305176,8.467557907104492,,4.2100443840026855,,11.839962005615234,23.140533447265625 -2004-06-24,0.49980172514915466,15.319999694824219,2.5510001182556152,,26.913341522216797,20.80690574645996,95.22555541992188,,,21.659929275512695,,,14.510211944580078,8.71854305267334,8.362144470214844,,4.130183696746826,,11.7515230178833,23.04383659362793 -2004-06-25,0.5076348781585693,15.5,2.5899999141693115,,26.459741592407227,20.73570442199707,92.10577392578125,,,21.78609275817871,,,14.09754753112793,8.920452117919922,8.279729843139648,,4.131918430328369,,11.610017776489258,22.524616241455078 -2004-06-28,0.48940831422805786,15.289999961853027,2.6695001125335693,,26.68654441833496,20.4627628326416,92.47787475585938,,,21.763154983520508,,,14.197583198547363,8.602300643920898,8.293145179748535,,4.192681789398193,,11.59896183013916,22.590787887573242 -2004-06-29,0.4895584285259247,15.819999694824219,2.685499906539917,,26.639284133911133,20.055330276489258,92.53511047363281,,,21.9581298828125,,,14.314300537109375,8.669602394104004,8.281649589538574,,4.211780071258545,,11.49283504486084,22.687511444091797 -2004-06-30,0.49016064405441284,15.899999618530273,2.7200000286102295,,26.65505027770996,20.07115364074707,92.73542022705078,,,22.23340606689453,,,14.289287567138672,8.932690620422363,8.335311889648438,,4.2100443840026855,,11.607807159423828,22.606061935424805 -2004-07-01,0.4865463078022003,15.5,2.628000020980835,,26.453426361083984,19.675582885742188,91.61920928955078,,,22.082977294921875,,,14.143393516540527,9.416031837463379,8.551885604858398,,4.190946102142334,,11.444188117980957,22.697683334350586 -2004-07-02,0.4681687355041504,15.270000457763672,2.629499912261963,,26.532197952270508,19.52099609375,90.64605712890625,,,22.030906677246094,,,14.147564888000488,9.244722366333008,8.728215217590332,,4.185737133026123,,11.48177719116211,22.76386833190918 -2004-07-06,0.46621066331863403,14.8100004196167,2.562000036239624,,26.352642059326172,19.406057357788086,91.1040267944336,,,21.55071258544922,,,14.118379592895508,9.360963821411133,8.703296661376953,,4.189209461212158,,11.514942169189453,22.957292556762695 -2004-07-07,0.45777538418769836,15.199999809265137,2.549999952316284,,26.532197952270508,19.88170051574707,91.64781951904297,,,21.325084686279297,,,14.055864334106445,9.391558647155762,8.843213081359863,,4.212955474853516,,11.568008422851562,23.094730377197266 -2004-07-08,0.45400896668434143,15.100000381469727,2.4749999046325684,,26.33688735961914,19.326780319213867,90.7319107055664,,,21.261444091796875,,,14.147564888000488,9.177420616149902,8.65346908569336,,4.14406156539917,,11.537055969238281,23.06928062438965 -2004-07-09,0.45235222578048706,14.8100004196167,2.4159998893737793,,26.431392669677734,19.354528427124023,92.0771713256836,,,21.307723999023438,,,14.172576904296875,9.238602638244629,8.751215934753418,,4.167024612426758,,11.444188117980957,23.135452270507812 -2004-07-12,0.43894559144973755,14.430000305175781,2.452500104904175,,26.72749137878418,19.457578659057617,93.30791473388672,,,21.348224639892578,,,14.01417064666748,9.422150611877441,8.741632461547852,,4.181157112121582,,11.543685913085938,23.130353927612305 -2004-07-13,0.4401510953903198,14.5,2.4800000190734863,,26.815683364868164,19.620086669921875,93.99482727050781,,,21.48707389831543,,,14.239269256591797,9.513924598693848,8.778048515319824,,4.135231971740723,,11.720562934875488,23.013275146484375 -2004-07-14,0.4455734193325043,13.739999771118164,2.4749999046325684,,26.55425453186035,19.493257522583008,94.8248519897461,,,21.087881088256836,,,14.176741600036621,9.72806453704834,8.80871295928955,,4.158193588256836,,11.625493049621582,23.140533447265625 -2004-07-15,0.4960360825061798,12.970000267028809,2.433500051498413,,26.412487030029297,19.378311157226562,95.51178741455078,,,20.827529907226562,,,13.580663681030273,9.752535820007324,8.820213317871094,,4.06280517578125,,11.570216178894043,23.06928062438965 -2004-07-16,0.4850395619869232,12.640000343322754,2.3550000190734863,,26.6077823638916,18.8551082611084,94.71038055419922,,,20.7523250579834,,,13.497291564941406,9.899378776550293,8.848962783813477,,4.080470561981201,,11.640968322753906,23.328882217407227 -2004-07-19,0.48157522082328796,12.550000190734863,2.3010001182556152,,26.894441604614258,18.355690002441406,95.11107635498047,,,20.827529907226562,,,13.384747505187988,9.936086654663086,8.925629615783691,,4.091070175170898,,11.687402725219727,23.364521026611328 -2004-07-20,0.4850395619869232,12.680000305175781,2.3494999408721924,,26.856624603271484,18.894746780395508,95.05384063720703,,,21.0589599609375,,,13.476445198059082,9.960559844970703,8.898792266845703,,4.110499382019043,,11.773641586303711,23.364521026611328 -2004-07-21,0.47630301117897034,12.119999885559082,2.23799991607666,,26.431392669677734,18.87492561340332,93.30791473388672,,,21.301944732666016,,,13.338899612426758,9.697473526000977,8.747382164001465,,4.098134994506836,,11.744891166687012,22.992923736572266 -2004-07-22,0.4772064983844757,12.640000343322754,2.2909998893737793,,26.733793258666992,18.898700714111328,94.1092758178711,,,21.278793334960938,,,13.551484107971191,9.513924598693848,9.153703689575195,,4.165260314941406,,11.698460578918457,23.104917526245117 -2004-07-23,0.4624446630477905,12.119999885559082,1.9989999532699585,,26.730627059936523,18.67278289794922,93.0789566040039,,,21.134159088134766,,,13.463949203491211,9.379319190979004,9.01954174041748,,4.2783122062683105,,11.753728866577148,23.06928062438965 -2004-07-26,0.4708799123764038,11.649999618530273,1.9390000104904175,,26.859771728515625,18.252634048461914,92.47787475585938,,,21.099451065063477,,,13.230513572692871,9.091767311096191,8.956292152404785,,4.371931076049805,,11.640968322753906,23.074371337890625 -2004-07-27,0.4885040819644928,11.609999656677246,1.9555000066757202,,26.774730682373047,18.787721633911133,93.88031768798828,,,21.35401153564453,,,13.380571365356445,9.654646873474121,9.155617713928223,,4.4761528968811035,,11.91734504699707,23.115083694458008 -2004-07-28,0.48609432578086853,11.329999923706055,1.8984999656677246,,26.752685546875,18.613325119018555,95.2828140258789,,,21.44657325744629,,,13.180492401123047,9.5628662109375,9.176698684692383,,4.486750602722168,,11.9195556640625,23.31869888305664 -2004-07-29,0.49166741967201233,11.84000015258789,1.9290000200271606,,26.765283584594727,18.886821746826172,95.05384063720703,,,21.48707389831543,,,13.30971908569336,10.315422058105469,9.10961627960205,,4.486750602722168,,11.824483871459961,23.430686950683594 -2004-07-30,0.4871484339237213,12.489999771118164,1.9459999799728394,,26.77788734436035,19.088970184326172,95.1683349609375,,,21.596996307373047,,,13.322223663330078,10.248119354248047,9.006124496459961,,4.4761528968811035,,11.720562934875488,23.56812858581543 -2004-08-02,0.4757007658481598,12.289999961853027,1.9149999618530273,,26.98577308654785,19.227693557739258,95.19695281982422,,,21.643281936645508,,,13.422262191772461,10.266475677490234,8.906461715698242,,4.50264835357666,,11.758158683776855,23.54267692565918 -2004-08-03,0.471331924200058,11.600000381469727,1.8804999589920044,,27.02988052368164,18.629179000854492,94.0806655883789,,,21.44657325744629,,,13.526470184326172,10.107397079467773,8.78763198852539,,4.5150146484375,,11.689613342285156,23.868450164794922 -2004-08-04,0.47886407375335693,11.859999656677246,1.8559999465942383,,26.806243896484375,18.498374938964844,94.1092758178711,,,21.527578353881836,,,13.505629539489746,10.003386497497559,8.707133293151855,,4.520313262939453,,11.7625732421875,23.537595748901367 -2004-08-05,0.4728386700153351,11.8100004196167,1.780500054359436,,26.428232192993164,18.09012222290039,92.22028350830078,,,20.98952865600586,,,13.192996978759766,9.587343215942383,8.680296897888184,,4.465554237365723,,11.508313179016113,23.328882217407227 -2004-08-06,0.448586642742157,11.260000228881836,1.7745000123977661,,26.431392669677734,17.78888702392578,90.21674346923828,,,20.87960433959961,,,12.997084617614746,9.08564281463623,8.371726036071777,,4.389596939086914,,11.34911823272705,22.96746826171875 -2004-08-09,0.45641881227493286,11.170000076293945,1.7660000324249268,,26.43769073486328,17.765104293823242,91.1612319946289,,,20.868040084838867,,,13.005419731140137,9.330379486083984,8.42539119720459,,4.391364574432373,,11.35795783996582,23.191448211669922 -2004-08-10,0.4747963845729828,11.520000457763672,1.8550000190734863,,26.774730682373047,17.895898818969727,91.8481674194336,,,21.400291442871094,,,13.12213134765625,9.440505027770996,8.64005184173584,,4.460254669189453,,11.52157974243164,23.054012298583984 -2004-08-11,0.46711426973342896,10.930000305175781,1.8279999494552612,,26.941680908203125,17.677898406982422,92.16300964355469,,,21.348224639892578,,,13.314924240112305,9.28754997253418,8.548054695129395,,4.467320442199707,,11.415444374084473,23.11033821105957 -2004-08-12,0.4574734568595886,10.899999618530273,1.8144999742507935,,26.872379302978516,17.547100067138672,90.47430419921875,,,21.325084686279297,,,13.1724271774292,8.804205894470215,8.38131332397461,,4.458488464355469,,11.640968322753906,22.818450927734375 -2004-08-13,0.46455317735671997,11.0600004196167,1.80649995803833,,26.762134552001953,17.68186378479004,91.27572631835938,,,21.33086585998535,,,13.055078506469727,8.932690620422363,8.277812957763672,,4.426692485809326,,11.806797981262207,23.0028076171875 -2004-08-16,0.4636497497558594,11.239999771118164,1.8975000381469727,,27.1212215423584,18.427032470703125,92.44926452636719,,,21.834203720092773,,,13.159860610961914,8.82256031036377,8.352561950683594,,4.511481285095215,,12.005786895751953,23.089853286743164 -2004-08-17,0.4650053381919861,11.380000114440918,1.9114999771118164,,27.366941452026367,18.75206184387207,91.99128723144531,,,21.944124221801758,,,13.15147590637207,8.596179962158203,8.37556266784668,,4.481451034545898,,12.153925895690918,22.71603775024414 -2004-08-18,0.4781107008457184,11.869999885559082,1.968000054359436,,27.546480178833008,18.954187393188477,93.82312774658203,,,22.169754028320312,,,13.348456382751465,9.14070987701416,8.526971817016602,,4.518547058105469,,12.069707870483398,22.946481704711914 -2004-08-19,0.4625956118106842,11.75,1.93149995803833,,27.612632751464844,19.215801239013672,93.62274169921875,,2.4930105209350586,21.98462677001953,,,13.193387985229492,9.091767311096191,8.557641983032227,,4.513246536254883,,12.15835952758789,23.089853286743164 -2004-08-20,0.4639509618282318,11.970000267028809,1.9754999876022339,,27.877229690551758,19.314897537231445,93.45101165771484,,2.691030263900757,22.36067771911621,,,13.302345275878906,9.30590534210205,8.632387161254883,,4.516780853271484,,12.111822128295898,23.17178726196289 -2004-08-23,0.4681687355041504,12.260000228881836,1.972499966621399,,27.81424331665039,19.263364791870117,93.0503158569336,,2.718111991882324,22.302818298339844,,,13.264632225036621,9.134593963623047,8.622803688049316,,4.523845672607422,,11.923432350158691,23.038658142089844 -2004-08-24,0.48127397894859314,11.949999809265137,1.9524999856948853,,27.93708038330078,19.35849380493164,93.39378356933594,,2.6055610179901123,22.32595443725586,,,13.214336395263672,9.091767311096191,8.751215934753418,,4.520313262939453,,11.936729431152344,22.966949462890625 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-2004-08-30,0.5139615535736084,11.59000015258789,1.9155000448226929,,28.078824996948242,18.910602569580078,93.22200775146484,,2.5345025062561035,22.621013641357422,,,13.532855033874512,8.834795951843262,8.195399284362793,,4.557409286499023,,11.790464401245117,23.11033821105957 -2004-08-31,0.5195350050926208,11.430000305175781,1.906999945640564,,28.33712387084961,18.438920974731445,93.85172271728516,,2.5434467792510986,22.89872169494629,,,13.692115783691406,9.177420616149902,8.287397384643555,,4.555640697479248,,11.673002243041992,23.6070613861084 -2004-09-01,0.5401713252067566,11.699999809265137,1.9119999408721924,,27.777130126953125,18.530078887939453,94.1092758178711,,2.490774154663086,22.713590621948242,,,13.558002471923828,9.550637245178223,8.285480499267578,,4.590970516204834,,11.664138793945312,23.781173706054688 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-2004-09-08,0.547552227973938,10.859999656677246,1.9005000591278076,,28.06984519958496,19.44173812866211,96.34183502197266,,2.54170823097229,22.777225494384766,,,13.734023094177246,9.697473526000977,8.494389533996582,,4.689892292022705,,11.763864517211914,24.103788375854492 -2004-09-09,0.5377614498138428,11.600000381469727,1.903499960899353,,28.235288619995117,19.410018920898438,96.91429138183594,,2.5419561862945557,22.99129295349121,,,13.595719337463379,9.81983757019043,8.551885604858398,,4.645730495452881,,11.650834083557129,24.313739776611328 -2004-09-10,0.5403223037719727,12.210000038146973,1.9285000562667847,,28.381671905517578,19.996639251708984,96.97151947021484,,2.616990089416504,23.025997161865234,,,13.352640151977539,9.801486015319824,8.59788703918457,,4.693424224853516,,11.845870971679688,24.257410049438477 -2004-09-13,0.536104679107666,12.899999618530273,2.000499963760376,,28.305299758911133,20.175004959106445,96.59943389892578,,2.6709046363830566,22.655725479125977,,,13.465800285339355,9.905563354492188,8.630467414855957,,4.741117477416992,,11.823704719543457,24.323970794677734 -2004-09-14,0.5345978736877441,12.699999809265137,2.133500099182129,,28.22256851196289,19.933216094970703,96.79981231689453,,2.7700393199920654,22.846660614013672,,,13.461610794067383,9.777000427246094,8.810628890991211,,4.702256202697754,,11.794893264770508,24.30861473083496 -2004-09-15,0.5302291512489319,12.220000267028809,2.1105000972747803,,28.10802459716797,20.852785110473633,95.96977996826172,,2.782710313796997,22.609445571899414,,,13.348456382751465,9.623946189880371,8.705216407775879,,4.603336334228516,,11.726192474365234,24.288131713867188 -2004-09-16,0.547552227973938,12.170000076293945,2.128499984741211,,28.216211318969727,21.257081985473633,95.96977996826172,,2.831655979156494,22.89872169494629,,,13.319112777709961,9.672922134399414,8.743549346923828,,4.691658020019531,,11.695159912109375,24.349571228027344 -2004-09-17,0.5594522356987,12.699999809265137,2.1480000019073486,,28.419841766357422,21.157995223999023,97.94461822509766,,2.9191131591796875,22.93922233581543,,,13.293972969055176,9.611699104309082,8.82596206665039,,4.677525997161865,,11.630890846252441,24.769489288330078 -2004-09-20,0.5680387616157532,12.789999961853027,2.1635000705718994,,28.235288619995117,21.1976318359375,97.916015625,,2.965574026107788,22.78301429748535,,,12.988020896911621,9.881073951721191,8.739713668823242,,4.670462608337402,,11.568835258483887,24.68755531311035 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-2004-09-24,0.5617122054100037,12.420000076293945,2.046999931335449,,27.987106323242188,21.268970489501953,96.19328308105469,,2.9772515296936035,22.997072219848633,,,12.430617332458496,10.530014038085938,8.632387161254883,,4.601570129394531,,11.704024314880371,24.492958068847656 -2004-09-27,0.5653274655342102,12.470000267028809,1.996500015258789,,27.885305404663086,21.165922164916992,95.35832977294922,,2.938244342803955,22.63838005065918,,,12.41384506225586,10.560624122619629,8.505890846252441,,4.587436199188232,,11.639753341674805,24.559528350830078 -2004-09-28,0.5730099081993103,12.460000038146973,1.971500039100647,,27.79621124267578,21.209518432617188,95.9053726196289,,3.151916265487671,22.78301429748535,,,12.606637001037598,10.762654304504395,8.544219970703125,,4.560940265655518,,11.69737720489502,24.851425170898438 -2004-09-29,0.5826499462127686,12.800000190734863,2.0420000553131104,,27.738941192626953,21.80009651184082,96.30848693847656,,3.256765127182007,22.956579208374023,,,12.64854621887207,10.646331787109375,8.720547676086426,,4.594504356384277,,11.746138572692871,24.656835556030273 -2004-09-30,0.5837043523788452,13.0,2.0429999828338623,,27.573490142822266,21.498863220214844,96.6827392578125,,3.2199933528900146,22.985490798950195,,,12.824573516845703,10.707554817199707,8.712884902954102,,4.583904266357422,,11.790464401245117,24.749004364013672 -2004-10-01,0.5824997425079346,13.430000305175781,2.0234999656677246,,28.10167121887207,21.69704818725586,97.80562591552734,,3.2940335273742676,23.33841896057129,,,12.97963809967041,10.799392700195312,9.050204277038574,,4.64926290512085,,11.774948120117188,25.035768508911133 -2004-10-04,0.5843073725700378,13.699999809265137,2.05049991607666,,28.22256851196289,21.832088470458984,98.23748016357422,,3.3556501865386963,23.19837188720703,,,13.11794662475586,10.866729736328125,9.017621994018555,,4.751718044281006,,11.814836502075195,25.051143646240234 -2004-10-05,0.5930441617965698,13.680000305175781,2.0480000972747803,,28.458026885986328,21.708961486816406,98.03594970703125,,3.437889337539673,23.023338317871094,,,13.113754272460938,10.958563804626465,9.0904541015625,,4.804709434509277,,11.837002754211426,25.255966186523438 -2004-10-06,0.6121742129325867,13.970000267028809,2.068000078201294,,28.79530143737793,21.847970962524414,98.98605346679688,,3.40583872795105,23.04085350036621,,,13.067652702331543,11.001411437988281,9.195865631103516,,4.8700785636901855,,11.963323593139648,25.61954116821289 -2004-10-07,0.5968096852302551,14.109999656677246,2.057499885559082,,28.909839630126953,21.840028762817383,97.74803161621094,,3.449815034866333,23.064186096191406,,,12.568921089172363,10.65245532989502,9.025283813476562,,4.843170166015625,,11.868027687072754,25.471036911010742 -2004-10-08,0.588374137878418,13.5,2.0,,28.72530174255371,21.550094604492188,97.14341735839844,,3.4219882488250732,23.134204864501953,,,12.48929214477539,10.65245532989502,9.082788467407227,,4.812676906585693,,11.712888717651367,25.52225685119629 -2004-10-11,0.5812941789627075,13.949999809265137,2.007499933242798,,28.897109985351562,21.879741668701172,97.8919906616211,,3.3606197834014893,22.976661682128906,,,12.703035354614258,10.49940299987793,9.163285255432129,,4.819851875305176,,11.723976135253906,25.49664878845215 -2004-10-12,0.5767754912376404,13.699999809265137,2.010999917984009,,28.97348403930664,21.840028762817383,97.94959259033203,,3.4137895107269287,23.052520751953125,,,12.514432907104492,10.438182830810547,9.207362174987793,,4.823439598083496,,11.728402137756348,25.281570434570312 -2004-10-13,0.5987674593925476,13.84000015258789,1.9989999532699585,,28.642581939697266,21.907560348510742,97.05701446533203,,3.500748634338379,22.89499282836914,,,12.384514808654785,9.985143661499023,9.132617950439453,,4.77679967880249,,11.646405220031738,24.825820922851562 -2004-10-14,0.6775489449501038,13.59000015258789,1.9550000429153442,,28.127120971679688,22.046546936035156,96.33722686767578,,3.52807879447937,22.480731964111328,,,12.187536239624023,10.168806076049805,9.159453392028809,,4.726576328277588,,11.546672821044922,24.94359588623047 -2004-10-15,0.6853820085525513,14.0,1.9275000095367432,,28.629852294921875,22.515199661254883,96.59634399414062,,3.580502986907959,22.603256225585938,,,11.944457054138184,10.052490234375,9.481443405151367,,4.785769462585449,,11.641969680786133,25.102346420288086 -2004-10-18,0.7192748188972473,14.1899995803833,1.9635000228881836,,28.62347984313965,22.809110641479492,97.57528686523438,,3.7059736251831055,22.75494956970215,,,12.154006958007812,10.058613777160645,9.640520095825195,,4.827025890350342,,11.728402137756348,24.96408462524414 -2004-10-19,0.714303731918335,14.75,1.9164999723434448,,28.22893714904785,22.443714141845703,96.25086212158203,,3.6756622791290283,22.159822463989258,,,12.154006958007812,9.936168670654297,9.642436981201172,,4.789357662200928,,11.675217628479004,24.7387638092041 -2004-10-20,0.715057373046875,15.40999984741211,1.9175000190734863,,27.821678161621094,22.185562133789062,95.64624786376953,,3.4905619621276855,21.73389434814453,,,11.860630989074707,9.979024887084961,9.632857322692871,,4.746306896209717,,11.630890846252441,25.025545120239258 -2004-10-21,0.7221362590789795,15.949999809265137,1.9735000133514404,,27.94257926940918,22.67804527282715,96.07811737060547,,3.711439371109009,21.996448516845703,,,11.919309616088867,9.972902297973633,9.728682518005371,,4.606393337249756,,11.548888206481934,24.99479866027832 -2004-10-22,0.7141528725624084,15.5600004196167,1.7300000190734863,,27.872577667236328,22.59860610961914,94.86884307861328,,4.28413200378418,21.862262725830078,,,11.625932693481445,9.972902297973633,9.609855651855469,,4.527467727661133,,11.522294044494629,24.9384708404541 -2004-10-25,0.7162618637084961,15.5,1.6985000371932983,,27.758033752441406,22.614492416381836,94.72492980957031,,4.656070232391357,21.599706649780273,,,11.642699241638184,9.917806625366211,9.51785945892334,,4.482624053955078,,11.590998649597168,24.99479866027832 -2004-10-26,0.7225884795188904,15.619999885559082,1.691499948501587,,27.917129516601562,23.035484313964844,96.82669830322266,,4.516934871673584,21.873933792114258,,,11.873200416564941,10.003515243530273,9.680768966674805,,4.439572334289551,,11.706241607666016,25.29180908203125 -2004-10-27,0.7576858997344971,16.229999542236328,1.7115000486373901,,28.22893714904785,23.520029067993164,97.74803161621094,,4.620541572570801,22.183162689208984,,,12.170769691467285,9.862703323364258,9.926090240478516,,4.477243423461914,,11.905705451965332,25.066499710083008 -2004-10-28,0.7861557602882385,16.690000534057617,1.722499966621399,,28.33075714111328,23.615352630615234,97.9783935546875,,4.80265998840332,22.45155143737793,,,12.032466888427734,9.458648681640625,10.129253387451172,,4.547199726104736,,11.965543746948242,24.89238929748535 -2004-10-29,0.7893189191818237,16.81999969482422,1.7065000534057617,,28.502573013305664,23.520029067993164,98.23748016357422,,4.736570358276367,22.52156639099121,,,12.133049011230469,9.611699104309082,10.135004997253418,,4.531054973602295,,11.950030326843262,25.20475959777832 -2004-11-01,0.7900722622871399,17.34000015258789,1.7549999952316284,,28.706218719482422,23.714628219604492,98.03594970703125,,4.870487689971924,22.463220596313477,,,12.070180892944336,9.758628845214844,10.21550178527832,,4.604597091674805,,11.934517860412598,24.999935150146484 -2004-11-02,0.8058886528015137,17.700000762939453,1.812000036239624,,28.744386672973633,23.496198654174805,98.03594970703125,,4.841667652130127,22.49239730834961,,,12.028273582458496,9.764749526977539,10.154166221618652,,4.577691078186035,,12.001001358032227,24.800214767456055 -2004-11-03,0.8331539034843445,17.100000381469727,1.7960000038146973,,29.04349136352539,23.770238876342773,98.84210205078125,,4.762160778045654,22.667430877685547,,,12.342597961425781,10.04024887084961,10.24999713897705,,4.609982013702393,,12.074137687683105,25.230377197265625 -2004-11-04,0.8201987743377686,16.979999542236328,1.8454999923706055,,29.431657791137695,24.5645751953125,101.0302963256836,,4.588987350463867,23.12836265563965,,,12.179153442382812,10.438182830810547,10.474241256713867,,4.685318946838379,,12.468634605407715,25.701473236083984 -2004-11-05,0.8242661356925964,17.09000015258789,1.8279999494552612,,29.24075698852539,24.381864547729492,101.31820678710938,,4.207606315612793,22.95916175842285,,,12.06598949432373,10.432058334350586,10.447410583496094,,4.708639144897461,,12.515174865722656,25.803890228271484 -2004-11-08,0.8191442489624023,17.3700008392334,1.8660000562667847,,29.253477096557617,24.211097717285156,101.11666107177734,,4.287112236022949,22.918319702148438,,,11.906737327575684,10.236152648925781,10.426328659057617,,4.715812683105469,,12.528468132019043,25.691232681274414 -2004-11-09,0.8141741752624512,17.219999313354492,1.8700000047683716,,29.228023529052734,23.647125244140625,101.98042297363281,,4.191457748413086,22.81914520263672,,,11.801329612731934,10.101469039916992,10.50682544708252,,4.690698146820068,,12.481932640075684,25.387474060058594 -2004-11-10,0.8247182965278625,17.290000915527344,1.9045000076293945,,29.418935775756836,23.710676193237305,101.69252014160156,,4.170587062835693,22.72576904296875,,,11.582085609436035,10.27288818359375,10.596906661987305,,4.658411502838135,,12.422080039978027,25.57281494140625 -2004-11-11,0.8330026268959045,18.59000015258789,1.941499948501587,,29.978918075561523,23.746416091918945,103.07457733154297,,4.547246932983398,22.85997772216797,,,11.447160720825195,10.230032920837402,10.625654220581055,,4.69966983795166,,12.548415184020996,25.567684173583984 -2004-11-12,0.8360152840614319,21.020000457763672,2.0230000019073486,,30.188922882080078,23.722578048706055,104.37016296386719,,4.521903991699219,22.854135513305664,,,11.573650360107422,10.346352577209473,10.5988187789917,,4.783976078033447,,12.599392890930176,25.958955764770508 -2004-11-15,0.8320995569229126,20.979999542236328,2.0445001125335693,,30.11893081665039,24.48117446899414,103.9382553100586,,4.5932111740112305,22.848297119140625,,,11.645329475402832,10.211665153503418,10.571988105773926,,4.7319560050964355,,12.787775993347168,25.5264892578125 -2004-11-16,0.8275794982910156,20.8799991607666,2.003499984741211,,29.7625675201416,24.06016731262207,103.9382553100586,,4.286864280700684,22.445716857910156,,,11.518838882446289,10.132076263427734,10.472329139709473,,4.6871137619018555,,12.608258247375488,25.43896484375 -2004-11-17,0.8269773721694946,21.989999771118164,1.9950000047683716,,29.648025512695312,24.322294235229492,104.6580581665039,,4.28587007522583,22.329030990600586,,,11.801329612731934,10.303500175476074,10.654406547546387,,4.696082592010498,,12.464200019836426,25.74273109436035 -2004-11-18,0.8343584537506104,21.959999084472656,2.0185000896453857,,29.533470153808594,24.624147415161133,106.04005432128906,,4.162636756896973,22.066482543945312,,,11.70856761932373,10.346352577209473,10.690815925598145,,4.6835246086120605,,12.366683006286621,25.768461227416992 -2004-11-19,0.8310451507568359,20.809999465942383,1.9275000095367432,,29.1771183013916,23.968814849853516,104.42776489257812,,4.20884895324707,21.833072662353516,,,11.480892181396484,10.407573699951172,10.581571578979492,,4.644063472747803,,12.244789123535156,25.93836784362793 -2004-11-22,0.9241364002227783,20.959999084472656,1.902500033378601,,29.438013076782227,23.432645797729492,103.90947723388672,,4.102013111114502,21.90892791748047,,,11.413432121276855,10.768776893615723,10.826900482177734,,4.577691078186035,,12.340097427368164,26.21123695373535 -2004-11-23,0.9229307770729065,21.389999389648438,1.9155000448226929,,29.527122497558594,23.47236442565918,103.10333251953125,,4.162139415740967,21.91476058959961,,,11.341753959655762,12.189102172851562,10.811568260192871,,4.566929340362549,,12.333446502685547,26.36054229736328 -2004-11-24,0.9648066759109497,21.56999969482422,1.9375,,29.565296173095703,23.46045684814453,102.61388397216797,,4.342021465301514,21.996448516845703,,,11.295376777648926,12.385008811950684,10.880562782287598,,4.548993110656738,,12.30019760131836,26.509862899780273 -2004-11-26,0.9723390340805054,21.540000915527344,1.9544999599456787,,29.571659088134766,23.40086555480957,102.03802490234375,,4.457056999206543,21.990612030029297,,,11.451376914978027,12.562551498413086,10.847978591918945,,4.570517063140869,,12.26030445098877,26.592241287231445 -2004-11-29,1.030935287475586,21.229999542236328,1.9470000267028809,,29.488937377929688,22.948110580444336,101.63494873046875,,4.498301029205322,21.768911361694336,,,11.523054122924805,12.50133228302002,10.811568260192871,,4.547199726104736,,11.779376029968262,26.44807243347168 -2004-11-30,1.009996771812439,21.280000686645508,1.9839999675750732,,29.444400787353516,22.39208984375,101.80767822265625,,4.521407604217529,21.967281341552734,,,11.70856761932373,12.697239875793457,10.782814025878906,,4.51491117477417,,11.537802696228027,26.386293411254883 -2004-12-01,1.0211437940597534,22.610000610351562,1.9989999532699585,,29.939199447631836,22.61846160888672,103.70796966552734,,4.471220016479492,22.334863662719727,,,11.902518272399902,12.29930305480957,11.030061721801758,,4.624331474304199,,11.706241607666016,26.334808349609375 -2004-12-02,0.9822804927825928,22.6200008392334,2.008500099182129,,29.82994842529297,22.733654022216797,103.47760009765625,,4.457305908203125,22.4282169342041,,,11.999496459960938,11.601383209228516,11.240884780883789,,4.681731224060059,,11.746138572692871,25.830251693725586 -2004-12-03,0.9441707134246826,23.219999313354492,2.004499912261963,,29.76568603515625,22.574779510498047,103.16091918945312,,4.482151031494141,22.206501007080078,,,11.75916576385498,11.92585277557373,11.227462768554688,,4.629712104797363,,11.730622291564941,25.88174057006836 -2004-12-06,0.9908667206764221,24.850000381469727,1.9744999408721924,,29.881343841552734,22.396053314208984,102.70023345947266,,4.380034923553467,22.241506576538086,,,11.472457885742188,11.754261016845703,11.258135795593262,,4.575899600982666,,11.639753341674805,25.814804077148438 -2004-12-07,0.9473336338996887,23.489999771118164,1.909999966621399,,29.463668823242188,22.18158721923828,101.66374969482422,,4.259285926818848,22.06062889099121,,,11.468243598937988,11.165934562683105,10.97639274597168,,4.557961463928223,,11.635322570800781,25.5882625579834 -2004-12-08,0.9532082080841064,22.899999618530273,1.9359999895095825,,29.630746841430664,22.68201446533203,102.81539154052734,,4.223259449005127,21.90892791748047,,,11.594728469848633,11.484609603881836,11.156554222106934,,4.531054973602295,,11.63753890991211,25.753028869628906 -2004-12-09,0.9639036059379578,22.100000381469727,1.9910000562667847,,29.688568115234375,23.00370979309082,103.70796966552734,,4.308977127075195,21.990612030029297,,,11.539917945861816,12.213886260986328,11.240884780883789,,4.488004684448242,,11.695159912109375,25.907480239868164 -2004-12-10,0.9813767671585083,21.829999923706055,1.9524999856948853,,29.482942581176758,22.56683921813965,105.63695526123047,,4.26475191116333,21.955608367919922,,,11.42186164855957,11.92585277557373,11.127803802490234,,4.540024280548096,,11.681864738464355,25.819955825805664 -2004-12-13,0.9777618050575256,22.110000610351562,1.9915000200271606,,29.534353256225586,22.276905059814453,107.91152954101562,,4.234936714172363,22.317358016967773,,,11.451376914978027,12.342585563659668,11.248550415039062,,4.6207451820373535,,11.73505687713623,26.08768081665039 -2004-12-14,0.9834861159324646,22.540000915527344,2.0220000743865967,,29.45081329345703,22.257047653198242,107.62361145019531,,4.4396653175354,22.603256225585938,,,11.523054122924805,12.397741317749023,11.254302024841309,,4.654824256896973,,11.859162330627441,26.082534790039062 -2004-12-15,0.9830334186553955,22.639999389648438,2.049999952316284,,29.515077590942383,23.37705421447754,107.65240478515625,,4.4667463302612305,22.77245330810547,,,11.94046688079834,12.851239204406738,11.246636390686035,,4.606393337249756,,11.781404495239258,26.005290985107422 -2004-12-16,1.0032190084457397,22.489999771118164,2.002500057220459,,29.617874145507812,23.035484313964844,106.84625244140625,,4.384507656097412,22.714111328125,,,12.218734741210938,12.930909156799316,11.123970985412598,,4.609982013702393,,11.719200134277344,25.794208526611328 -2004-12-17,0.9789668321609497,22.43000030517578,2.000499963760376,,29.04596710205078,22.459604263305664,105.8097152709961,,4.4741997718811035,22.474891662597656,,,10.856888771057129,13.182175636291504,11.15080451965332,,4.609982013702393,,11.55701732635498,25.63975715637207 -2004-12-20,0.9447728395462036,21.84000015258789,1.9474999904632568,,29.251611709594727,22.56683921813965,106.84625244140625,,4.596937656402588,22.52156639099121,,,10.241310119628906,13.090246200561523,11.260049819946289,,4.629712104797363,,11.597006797790527,26.288469314575195 -2004-12-21,0.9593839049339294,21.729999542236328,1.969499945640564,,29.759258270263672,22.817049026489258,107.01902770996094,,4.565384387969971,22.795793533325195,,,10.528019905090332,13.035091400146484,11.300300598144531,,4.64585542678833,,11.685872077941895,26.61281967163086 -2004-12-22,0.9602879285812378,21.829999923706055,1.9759999513626099,,30.07415199279785,23.03151512145996,106.7004165649414,,4.6287407875061035,22.77245330810547,,,10.94120979309082,12.747057914733887,11.71811580657959,,4.654824256896973,,11.768074035644531,26.40688705444336 -2004-12-23,0.9642048478126526,22.1200008392334,1.9464999437332153,,30.00989532470703,23.007694244384766,106.49766540527344,,4.668492794036865,22.848297119140625,,,10.991804122924805,12.728670120239258,11.618454933166504,,4.669175624847412,,11.674765586853027,26.756977081298828 -2004-12-27,0.9514005780220032,21.899999618530273,2.112499952316284,,29.984176635742188,23.035484313964844,105.91840362548828,,4.768124103546143,22.760784149169922,,,11.173102378845215,12.293560981750488,11.767955780029297,,4.654824256896973,,11.728089332580566,26.195804595947266 -2004-12-28,0.9667651653289795,21.729999542236328,2.2314999103546143,,30.183382034301758,23.329391479492188,106.26591491699219,,4.789243698120117,22.877471923828125,,,11.358620643615723,12.5386962890625,12.091859817504883,,4.672762870788574,,11.825838088989258,26.283321380615234 -2004-12-29,0.9706816673278809,21.959999084472656,2.240999937057495,,30.11270523071289,23.611373901367188,105.88943481445312,,4.792721748352051,22.848297119140625,,,11.49354076385498,12.5386962890625,12.241348266601562,,4.642269611358643,,11.8724946975708,26.324508666992188 -2004-12-30,0.9761048555374146,21.950000762939453,2.248500108718872,,30.17696762084961,23.67095375061035,106.00528717041016,,4.909496307373047,22.80162811279297,,,11.38813591003418,12.385479927062988,12.005610466003418,,4.6207451820373535,,11.788073539733887,26.273021697998047 -2004-12-31,0.9700791239738464,22.020000457763672,2.2144999504089355,,30.196229934692383,23.59946060180664,105.71566772460938,,4.789988994598389,22.760784149169922,,,11.337539672851562,12.5386962890625,11.951944351196289,,4.6225361824035645,,11.734750747680664,26.39144515991211 -2005-01-03,0.9533593058586121,21.40999984741211,2.2260000705718994,,29.85565948486328,23.5875186920166,105.97632598876953,,5.036457538604736,22.84246063232422,,,11.152024269104004,11.705231666564941,11.71811580657959,,4.5902485847473145,,11.852498054504395,25.7890567779541 -2005-01-04,0.9631504416465759,20.209999084472656,2.1070001125335693,,29.444381713867188,22.958847045898438,104.70195770263672,,4.832474231719971,22.607044219970703,,,11.152024269104004,11.784895896911621,11.71045207977295,,4.541816711425781,,11.823619842529297,25.614002227783203 -2005-01-05,0.9715858101844788,19.75,2.0885000228881836,,29.10379409790039,23.098108291625977,104.06477355957031,,4.807877540588379,22.654130935668945,,,11.076133728027344,11.582664489746094,11.806282043457031,,4.5633416175842285,,11.83917236328125,25.480159759521484 -2005-01-06,0.9723390340805054,19.719999313354492,2.052500009536743,,29.058818817138672,22.08346176147461,104.9046630859375,,4.684643268585205,22.783628463745117,,,11.084564208984375,11.766520500183105,11.449792861938477,,4.588454723358154,,12.008015632629395,25.804506301879883 -2005-01-07,1.043136477470398,19.920000076293945,2.115999937057495,,28.743934631347656,21.948190689086914,104.26749420166016,,4.8163251876831055,22.60114860534668,,,11.088783264160156,11.552021980285645,11.436379432678223,,4.575688362121582,,11.994685173034668,25.634607315063477 -2005-01-10,1.0387687683105469,20.1299991607666,2.0920000076293945,,29.10379409790039,22.26251983642578,104.00679016113281,,4.846388339996338,22.524642944335938,,,11.147809028625488,11.950366020202637,11.083724021911621,,4.542844772338867,,11.934701919555664,25.73243522644043 -2005-01-11,0.9724893569946289,14.859999656677246,2.0820000171661377,,29.03310775756836,22.35801887512207,102.5296401977539,,4.80862283706665,22.306873321533203,,,11.025531768798828,11.8339262008667,10.999387741088867,,4.497233867645264,,11.905818939208984,25.665498733520508 -2005-01-12,0.9860467314720154,15.020000457763672,2.115000009536743,,28.95599937438965,22.564926147460938,103.34064483642578,,4.854338645935059,22.359838485717773,,,10.974944114685059,12.275169372558594,10.928478240966797,,4.526425361633301,,12.014679908752441,26.046493530273438 -2005-01-13,1.0514217615127563,15.15999984741211,2.130000114440918,,28.59613609313965,22.537067413330078,102.0373306274414,,4.8530964851379395,22.23036766052246,,,10.679800033569336,12.532565116882324,10.612237930297852,,4.457096576690674,,11.916925430297852,26.02589988708496 -2005-01-14,1.0574461221694946,15.15999984741211,2.2274999618530273,,28.846757888793945,22.847423553466797,102.87726593017578,,4.968380928039551,22.253896713256836,,,10.646069526672363,12.698031425476074,10.773232460021973,,4.453449249267578,,11.994685173034668,26.293609619140625 -2005-01-18,1.0642250776290894,15.5,2.2290000915527344,,29.386554718017578,22.970775604248047,104.1516342163086,,5.066023826599121,22.60114860534668,,,10.667149543762207,13.05348014831543,11.106722831726074,,4.539196968078613,,12.105767250061035,26.51500701904297 -2005-01-19,1.0526264905929565,15.5,2.197999954223633,,28.898170471191406,22.819580078125,102.64555358886719,,4.902042388916016,22.271547317504883,,,10.490068435668945,13.261841773986816,11.068394660949707,,4.5227766036987305,,11.948023796081543,26.283321380615234 -2005-01-20,1.061362624168396,15.640000343322754,2.118000030517578,,29.11664581298828,22.26251983642578,102.44280242919922,,4.818063735961914,21.924299240112305,,,10.532235145568848,12.943166732788086,10.849899291992188,,4.4643940925598145,,11.85694408416748,26.113414764404297 -2005-01-21,1.061814785003662,15.489999771118164,2.058000087738037,,28.97527313232422,22.202836990356445,101.74773406982422,,4.6779351234436035,21.68886375427246,,,10.321416854858398,12.857368469238281,10.671651840209961,,4.484462738037109,,11.776958465576172,25.969257354736328 -2005-01-24,1.065881609916687,15.15999984741211,2.0190000534057617,,29.058818817138672,21.948190689086914,102.12417602539062,,4.4901018142700195,21.706520080566406,,,10.228657722473145,12.814470291137695,10.332412719726562,,4.4771647453308105,,11.790290832519531,26.324508666992188 -2005-01-25,1.0853137969970703,15.75,2.046999931335449,,29.29659080505371,21.498554229736328,103.39855194091797,,4.400657653808594,21.69475746154785,,,10.367799758911133,12.863496780395508,10.349665641784668,,4.460745334625244,,11.836946487426758,26.427480697631836 -2005-01-26,1.0883269309997559,15.979999542236328,2.066999912261963,,29.412269592285156,22.147119522094727,102.79035949707031,,4.701786518096924,21.677104949951172,,,10.367799758911133,13.24345874786377,10.606488227844238,,4.484462738037109,,11.836946487426758,26.617979049682617 -2005-01-27,1.0942014455795288,16.1200008392334,2.115499973297119,,29.258033752441406,21.820850372314453,103.1379165649414,,4.672966003417969,21.63001251220703,,,10.405745506286621,13.482464790344238,10.163755416870117,,4.318439483642578,,11.792513847351074,26.643709182739258 -2005-01-28,1.114385962486267,15.710000038146973,2.1110000610351562,,29.367258071899414,21.446819305419922,103.54345703125,,4.729116916656494,21.777156829833984,,,10.266610145568848,13.280227661132812,10.29216480255127,,4.309317588806152,,11.64810848236084,26.3966007232666 -2005-01-31,1.1583709716796875,15.800000190734863,2.1610000133514404,,29.797813415527344,21.403043746948242,104.64398193359375,,4.860302448272705,21.97138214111328,,,10.186498641967773,13.598907470703125,10.349665641784668,,4.334859848022461,,11.641437530517578,26.56649398803711 -2005-02-01,1.1678606271743774,16.270000457763672,2.124000072479248,,29.99703025817871,22.01581382751465,105.07846069335938,,4.767876148223877,22.07143783569336,,,10.060009002685547,13.709217071533203,10.416744232177734,,4.364051818847656,,11.68809986114502,27.426298141479492 -2005-02-02,1.1994937658309937,16.65999984741211,2.0940001010894775,,30.029157638549805,21.844717025756836,104.9915771484375,,5.1172051429748535,22.083219528198242,,,10.148551940917969,13.745986938476562,10.349665641784668,,4.449800491333008,,11.788073539733887,27.76610565185547 -2005-02-03,1.1720781326293945,16.670000076293945,1.787500023841858,,29.817110061645508,22.007856369018555,104.47025299072266,,5.238948822021484,22.006698608398438,,,10.081085205078125,13.917579650878906,9.500608444213867,,4.491759777069092,,11.868050575256348,28.06987190246582 -2005-02-04,1.1875933408737183,17.489999771118164,1.7860000133514404,,30.131988525390625,22.242616653442383,104.9915771484375,,5.077452659606934,22.183273315429688,,,10.216011047363281,13.776629447937012,9.709513664245605,,4.488113880157471,,11.876940727233887,28.4663028717041 -2005-02-07,1.1891008615493774,17.219999313354492,1.784500002861023,,29.971324920654297,22.103361129760742,104.93363952636719,,4.870487689971924,22.348081588745117,,,10.502715110778809,13.72760009765625,9.774677276611328,,4.4643940925598145,,11.888043403625488,28.522947311401367 -2005-02-08,1.2186243534088135,17.639999389648438,1.815000057220459,,30.131988525390625,22.051618576049805,105.51290130615234,,4.935335636138916,22.22446632385254,,,10.772561073303223,14.16271686553955,9.883927345275879,,4.489936828613281,,11.81917667388916,28.859237670898438 -2005-02-09,1.1860874891281128,17.940000534057617,1.7944999933242798,,29.842802047729492,21.60199546813965,104.52815246582031,,4.759925842285156,22.07143783569336,,,10.640874862670898,14.193358421325684,9.688433647155762,,4.4479756355285645,,11.668105125427246,28.735061645507812 -2005-02-10,1.1803640127182007,17.75,1.7890000343322754,,30.15768051147461,21.633832931518555,104.41233825683594,,4.670481204986572,22.042007446289062,,,10.640874862670898,14.371085166931152,9.617520332336426,,4.3968915939331055,,11.610340118408203,29.148967742919922 -2005-02-11,1.2232946157455444,18.110000610351562,1.7890000343322754,,30.08699607849121,21.625885009765625,104.93363952636719,,4.656070232391357,22.059669494628906,,,10.683355331420898,14.634603500366211,9.617520332336426,,4.426083564758301,,11.574790000915527,29.02996063232422 -2005-02-14,1.2748104333877563,18.239999771118164,1.8014999628067017,,30.15768051147461,21.757179260253906,105.19437408447266,,4.794957637786865,22.07143783569336,,,10.823531150817871,14.536550521850586,9.554268836975098,,4.446150779724121,,11.58590030670166,29.402469635009766 -2005-02-15,1.3317499160766602,17.68000030517578,1.8070000410079956,,30.241228103637695,22.08346176147461,105.39702606201172,,4.850611686706543,22.100873947143555,,,10.713089942932129,14.266905784606934,9.680768966674805,,4.473517894744873,,11.708090782165527,29.44904327392578 -2005-02-16,1.357658863067627,17.450000762939453,1.7829999923706055,,30.054866790771484,21.920326232910156,104.9046630859375,,4.929620742797852,21.97138214111328,,,10.598398208618164,14.855220794677734,9.657770156860352,,4.4716925621032715,,11.685872077941895,30.256147384643555 -2005-02-17,1.3227123022079468,17.059999465942383,1.784500002861023,,29.791400909423828,21.856657028198242,104.3543930053711,,4.91694974899292,21.647672653198242,,,10.645125389099121,14.610089302062988,9.544692039489746,,4.424255847930908,,11.708090782165527,30.075069427490234 -2005-02-18,1.3076486587524414,16.899999618530273,1.7654999494552612,,29.392976760864258,21.422948837280273,103.9199447631836,,4.918191909790039,21.488759994506836,,,11.38425350189209,14.702014923095703,9.569605827331543,,4.4114861488342285,,11.712533950805664,30.73731803894043 -2005-02-22,1.284752607345581,17.0,1.7359999418258667,,29.04596710205078,20.60327911376953,102.3849105834961,,4.754707336425781,21.14738655090332,,,11.295047760009766,14.92876148223877,9.512107849121094,,4.384119987487793,,11.552577018737793,30.137142181396484 -2005-02-23,1.3290387392044067,16.600000381469727,1.7070000171661377,,29.386554718017578,20.615219116210938,102.15316009521484,,4.818809986114502,21.471092224121094,,,11.176105499267578,14.867484092712402,9.56385612487793,,4.40418815612793,,11.463711738586426,30.742473602294922 -2005-02-24,1.3395835161209106,17.6200008392334,1.7345000505447388,,29.688568115234375,20.452075958251953,103.6104507446289,,4.693090438842773,21.588817596435547,,,11.214341163635254,15.180028915405273,9.80343246459961,,4.407837867736816,,11.432609558105469,31.627199172973633 -2005-02-25,1.3404871225357056,17.770000457763672,1.749500036239624,,30.067712783813477,20.567459106445312,103.81446075439453,,4.618056774139404,21.75950050354004,,,11.409740447998047,15.63965892791748,9.807265281677246,,4.4169602394104,,11.439270973205566,32.729209899902344 -2005-02-28,1.3514829874038696,17.450000762939453,1.7589999437332153,,29.977745056152344,21.49456214904785,102.59032440185547,,4.670729637145996,21.51229476928711,,,11.167609214782715,15.468070030212402,9.92992877960205,,4.389591693878174,,11.465927124023438,32.75507354736328 -2005-03-01,1.3406375646591187,17.959999084472656,1.7695000171661377,,30.25408172607422,21.677602767944336,102.64869689941406,,4.622776985168457,21.83013343811035,,,11.303535461425781,14.70814323425293,10.077505111694336,,4.4370269775390625,,11.5614652633667,32.129051208496094 -2005-03-02,1.3291891813278198,17.649999618530273,1.774999976158142,,30.215147018432617,21.45079803466797,103.75615692138672,,4.6009135246276855,21.771272659301758,,,11.303535461425781,14.99617862701416,10.121590614318848,,4.4370269775390625,,11.54146671295166,32.42912673950195 -2005-03-03,1.258994221687317,17.520000457763672,1.7825000286102295,,30.05942153930664,20.849966049194336,103.6104507446289,,4.646380424499512,21.783044815063477,,,11.295047760009766,15.143261909484863,10.27108383178711,,4.444325923919678,,11.74363899230957,32.62055587768555 -2005-03-04,1.2897241115570068,17.43000030517578,1.7925000190734863,,30.351402282714844,21.16828727722168,105.2717056274414,,4.618802070617676,22.07732582092285,,,11.405485153198242,15.290343284606934,10.433991432189941,,4.468043804168701,,11.796957015991211,32.889591217041016 -2005-03-07,1.287915825843811,17.469999313354492,1.815999984741211,,30.1502685546875,21.287668228149414,105.3008041381836,,4.691102504730225,21.97726821899414,,,11.545666694641113,15.106490135192871,10.570073127746582,,4.455273151397705,,11.725866317749023,32.59467315673828 -2005-03-08,1.221035122871399,17.1200008392334,1.7914999723434448,,30.014005661010742,21.092689514160156,105.09683227539062,,4.601409435272217,21.741844177246094,,,11.367258071899414,14.81232738494873,10.456992149353027,,4.40966272354126,,11.645882606506348,32.64643859863281 -2005-03-09,1.1854850053787231,16.940000534057617,1.7699999809265137,,29.650667190551758,21.148401260375977,104.1641845703125,,4.505754470825195,21.465206146240234,,,11.358758926391602,14.524290084838867,10.456992149353027,,4.3968915939331055,,11.65255069732666,31.4512996673584 -2005-03-10,1.1999459266662598,17.020000457763672,1.7454999685287476,,29.754505157470703,20.925567626953125,105.3008041381836,,4.471715927124023,21.40046501159668,,,11.363008499145508,14.076919555664062,10.407159805297852,,4.400540351867676,,11.58590030670166,31.23398780822754 -2005-03-11,1.213201642036438,16.360000610351562,1.7374999523162842,,29.696109771728516,20.7902889251709,104.39735412597656,,4.417552471160889,21.253328323364258,,,11.197348594665527,14.487878799438477,10.253832817077637,,4.378644943237305,,11.463711738586426,31.585796356201172 -2005-03-14,1.214707851409912,16.440000534057617,1.7300000190734863,,29.71555519104004,21.052898406982422,105.56310272216797,,4.3477373123168945,21.45344352722168,,,11.269556045532227,14.592154502868652,10.29216480255127,,4.39506721496582,,11.39706039428711,31.704803466796875 -2005-03-15,1.233988881111145,16.06999969482422,1.7089999914169312,,29.546876907348633,20.539613723754883,104.92196655273438,,4.43767786026001,21.335723876953125,,,11.167609214782715,14.451080322265625,10.22317123413086,,4.316615104675293,,11.337076187133789,31.223642349243164 -2005-03-16,1.2406165599822998,16.030000686645508,1.69350004196167,,29.066768646240234,20.547565460205078,103.78528594970703,,4.3628926277160645,21.335723876953125,,,11.06566047668457,14.579888343811035,9.9778413772583,,4.272830009460449,,11.437345504760742,31.192602157592773 -2005-03-17,1.2728527784347534,16.1200008392334,1.6985000371932983,,29.05377769470215,20.464006423950195,103.08580780029297,,4.4545722007751465,21.276872634887695,,,11.048673629760742,14.978574752807617,9.993176460266113,,4.269178867340088,,11.66016674041748,31.813438415527344 -2005-03-18,1.2942426204681396,16.079999923706055,1.7079999446868896,,29.1575870513916,20.467979431152344,104.57225799560547,,4.473206520080566,21.19446563720703,,,10.972211837768555,15.518350601196289,10.066001892089844,,4.260058403015137,,11.464081764221191,32.41360855102539 -2005-03-21,1.3165359497070312,15.75,1.683500051498413,,28.742341995239258,20.440134048461914,104.95110321044922,,4.494077682495117,21.064987182617188,,,10.921232223510742,15.315936088562012,9.99892520904541,,4.234513759613037,,11.40169620513916,32.1549072265625 -2005-03-22,1.2903261184692383,15.380000114440918,1.6575000286102295,,28.327104568481445,20.495834350585938,103.46470642089844,,4.437429428100586,20.63532257080078,,,10.798044204711914,15.211664199829102,9.901178359985352,,4.2035017013549805,,11.341533660888672,31.50819969177246 -2005-03-23,1.2818907499313354,15.649999618530273,1.659000039100647,,28.53470802307129,20.44808578491211,103.46470642089844,,4.44687032699585,20.55881690979004,,,11.061416625976562,14.463343620300293,9.859015464782715,,4.269178867340088,,11.285828590393066,31.089122772216797 -2005-03-24,1.2803837060928345,16.1200008392334,1.6440000534057617,,28.385496139526367,20.58734893798828,104.13504791259766,,4.453578948974609,20.55881690979004,,,11.116636276245117,14.665756225585938,9.937594413757324,,4.250936985015869,,11.288057327270508,30.52519416809082 -2005-03-28,1.2812883853912354,15.470000267028809,1.6694999933242798,,28.735857009887695,21.06084632873535,104.83453369140625,,4.507493019104004,20.51172637939453,,,11.142126083374023,14.530813217163086,10.00084114074707,,4.2855987548828125,,11.361583709716797,30.468263626098633 -2005-03-29,1.2577881813049316,15.420000076293945,1.6714999675750732,,28.476329803466797,20.842010498046875,103.55207061767578,,4.46152925491333,20.352813720703125,,,10.891498565673828,14.015580177307129,10.07558822631836,,4.256408214569092,,11.312566757202148,30.147493362426758 -2005-03-30,1.289421796798706,16.209999084472656,1.715999960899353,,28.5606746673584,21.216041564941406,105.50485229492188,,4.48339319229126,20.570585250854492,,,11.167609214782715,14.015580177307129,10.121590614318848,,4.323914527893066,,11.328164100646973,30.649356842041016 -2005-03-31,1.2553787231445312,16.1200008392334,1.7135000228881836,,28.61257553100586,21.49059295654297,105.09683227539062,,4.484883785247803,20.364585876464844,,,11.159113883972168,14.328401565551758,9.901178359985352,,4.322089672088623,,11.165502548217773,30.835603713989258 -2005-04-01,1.231879711151123,16.190000534057617,1.7005000114440918,,28.554182052612305,20.133745193481445,103.37728118896484,,4.473206520080566,20.158586502075195,,,11.108141899108887,14.880440711975098,9.824512481689453,,4.316615104675293,,10.915947914123535,31.327123641967773 -2005-04-04,1.2379047870635986,15.949999809265137,1.75,,28.651508331298828,19.843278884887695,102.70696258544922,,4.603646278381348,20.075353622436523,,,11.014683723449707,15.033782005310059,9.853264808654785,,4.36222505569458,,11.00953197479248,31.37886619567871 -2005-04-05,1.2620066404342651,15.850000381469727,1.7640000581741333,,28.748844146728516,20.006418228149414,103.46470642089844,,4.685140132904053,20.5568904876709,,,11.426725387573242,15.138056755065918,9.916511535644531,,4.415133476257324,,11.067463874816895,31.073604583740234 -2005-04-06,1.2752630710601807,15.739999771118164,1.7410000562667847,,28.936992645263672,20.296892166137695,103.46470642089844,,4.701289176940918,20.616331100463867,,,11.409740447998047,15.769828796386719,9.991254806518555,,4.440699577331543,,11.029585838317871,31.50819969177246 -2005-04-07,1.3123186826705933,16.18000030517578,1.7450000047683716,,29.08621597290039,20.348613739013672,104.28080749511719,,4.814088344573975,20.687664031982422,,,11.426725387573242,15.94770622253418,9.678853034973145,,4.427699565887451,,10.895892143249512,31.48233985900879 -2005-04-08,1.3177412748336792,17.09000015258789,1.7300000190734863,,28.9888973236084,20.066112518310547,104.1641845703125,,4.771602630615234,20.50932502746582,,,11.29929256439209,15.647156715393066,9.318531036376953,,4.410985469818115,,10.82236385345459,31.0477237701416 -2005-04-11,1.2629109621047974,17.020000457763672,1.7300000190734863,,29.183536529541016,20.3088321685791,104.39735412597656,,4.800920486450195,20.580657958984375,,,11.239824295043945,15.340469360351562,9.105786323547363,,4.425842761993408,,10.80899429321289,31.192602157592773 -2005-04-12,1.2852044105529785,17.229999542236328,1.7315000295639038,,29.533903121948242,20.499826431274414,105.18424224853516,,4.819057941436768,20.830347061157227,,,11.418230056762695,14.99084758758545,9.190116882324219,,4.436986446380615,,10.83572769165039,31.265031814575195 -2005-04-13,1.236398458480835,17.059999465942383,1.715000033378601,,29.267892837524414,20.23322105407715,103.87274169921875,,4.7934675216674805,20.550933837890625,,,11.58814525604248,14.377471923828125,9.029120445251465,,4.425842761993408,,10.82236385345459,30.6027889251709 -2005-04-14,1.1225204467773438,16.260000228881836,1.6985000371932983,,28.9888973236084,19.7278995513916,103.46470642089844,,4.75669527053833,20.32503890991211,,,11.660361289978027,14.561488151550293,8.983126640319824,,4.392411708831787,,10.686440467834473,30.395837783813477 -2005-04-15,1.0649782419204712,15.449999809265137,1.6510000228881836,,28.729360580444336,19.377737045288086,104.19336700439453,,4.59644079208374,20.170473098754883,,,11.770808219909668,13.954242706298828,9.073208808898926,,4.271690368652344,,10.628508567810059,29.071359634399414 -2005-04-18,1.0731123685836792,15.279999732971191,1.649999976158142,,29.021320343017578,19.617027282714844,104.92196655273438,,4.645386695861816,20.592548370361328,,,11.724079132080078,14.291598320007324,9.008039474487305,,4.310690879821777,,10.668619155883789,29.619787216186523 -2005-04-19,1.1173985004425049,15.279999732971191,1.6390000581741333,,29.151103973388672,19.621007919311523,104.92196655273438,,4.755453109741211,20.77684211730957,,,11.647616386413574,14.782302856445312,8.858545303344727,,4.308835983276367,,10.606226921081543,30.333751678466797 -2005-04-20,1.069798469543457,14.649999618530273,1.662500023841858,,28.69692039489746,19.329883575439453,103.52297973632812,,4.921918869018555,20.663888931274414,,,11.367258071899414,14.42654037475586,8.753132820129395,,4.2642598152160645,,10.550521850585938,29.5628604888916 -2005-04-21,1.120110273361206,14.989999771118164,1.6864999532699585,,28.800739288330078,19.529285430908203,105.2717056274414,,5.073974132537842,20.830347061157227,,,11.57540512084961,14.96631145477295,8.8949613571167,,4.305120468139648,,10.646334648132324,30.6700439453125 -2005-04-22,1.0694973468780518,14.600000381469727,1.6519999504089355,,28.787752151489258,19.413637161254883,105.21339416503906,,5.361935138702393,20.72927474975586,,,11.562658309936523,15.003117561340332,8.732048988342285,,4.308835983276367,,10.43019962310791,30.742473602294922 -2005-04-25,1.1140846014022827,14.699999809265137,1.6764999628067017,,29.08621597290039,19.688800811767578,106.02946472167969,,5.5537428855896,20.907623291015625,,,11.481953620910645,15.046050071716309,9.094291687011719,,4.331121921539307,,10.4769926071167,31.021873474121094 -2005-04-26,1.090284824371338,14.619999885559082,1.6354999542236328,,28.9434814453125,19.621007919311523,105.44654083251953,,5.434980869293213,20.854122161865234,,,11.430975914001465,14.868165969848633,8.933293342590332,,4.3014068603515625,,10.472537994384766,30.664875030517578 -2005-04-27,1.0830546617507935,14.510000228881836,1.5859999656677246,,29.112163543701172,20.027788162231445,106.08773040771484,,5.4605712890625,21.103803634643555,,,11.435227394104004,14.383607864379883,8.8949613571167,,4.353408336639404,,10.537150382995605,30.20441436767578 -2005-04-28,1.0707026720046997,14.15999984741211,1.6260000467300415,,28.99538230895996,19.76058578491211,103.96016693115234,,5.452373027801514,20.818445205688477,,,11.337520599365234,14.162792205810547,9.307031631469727,,4.368266582489014,,10.48367691040039,28.973045349121094 -2005-04-29,1.0863680839538574,14.229999542236328,1.6180000305175781,,29.22246551513672,20.075639724731445,105.50485229492188,,5.466038227081299,21.097850799560547,,,11.541423797607422,13.892909049987793,9.491024017333984,,4.4202704429626465,,10.503728866577148,29.505956649780273 -2005-05-02,1.0975147485733032,14.319999694824219,1.6549999713897705,,29.417104721069336,20.123489379882812,105.65058135986328,,5.522934436798096,21.14541244506836,,,11.643366813659668,14.064645767211914,9.54660701751709,,4.416557788848877,,10.650794982910156,29.87328338623047 -2005-05-03,1.0908867120742798,14.359999656677246,1.6605000495910645,,29.430084228515625,20.219205856323242,105.21339416503906,,5.619832992553711,21.103803634643555,,,11.681601524353027,13.629157066345215,9.584939002990723,,4.4202704429626465,,10.7844820022583,29.23174476623535 -2005-05-04,1.119206428527832,14.680000305175781,1.6979999542236328,,29.825857162475586,20.506345748901367,105.50485229492188,,5.677225589752197,21.460485458374023,,,11.82178020477295,13.849973678588867,9.699931144714355,,4.4202704429626465,,10.79562759399414,29.609420776367188 -2005-05-05,1.1050466299057007,14.739999771118164,1.6979999542236328,,29.748008728027344,20.550203323364258,104.4847640991211,,5.639460563659668,21.34157943725586,,,11.830273628234863,14.236397743225098,10.01234245300293,,4.397984504699707,,10.82236385345459,29.904329299926758 -2005-05-06,1.1219178438186646,14.899999618530273,1.7259999513626099,,29.514429092407227,20.550203323364258,104.4847640991211,,5.665299892425537,21.1691951751709,,,11.728326797485352,14.13825511932373,10.04683780670166,,4.386839866638184,,10.909262657165527,29.800861358642578 -2005-05-09,1.113783359527588,15.050000190734863,1.7319999933242798,,29.670148849487305,20.74961280822754,105.59231567382812,,5.6156086921691895,21.37725257873535,,,11.881245613098145,14.303869247436523,10.01042366027832,,4.379412651062012,,10.973881721496582,30.012989044189453 -2005-05-10,1.0972135066986084,15.069999694824219,1.7115000486373901,,29.443058013916016,20.76556396484375,104.42647552490234,,5.6598334312438965,20.889781951904297,,,11.749560356140137,13.978780746459961,9.947176933288574,,4.355266094207764,,10.85578727722168,29.609420776367188 -2005-05-11,1.0728116035461426,15.09000015258789,1.690999984741211,,29.62472915649414,20.689800262451172,105.4757308959961,,5.746545314788818,20.98489761352539,,,11.826550483703613,14.156662940979004,10.148421287536621,,4.327409744262695,,10.829050064086914,29.791439056396484 -2005-05-12,1.0282245874404907,15.300000190734863,1.6924999952316284,,29.417104721069336,20.231178283691406,104.54304504394531,,5.682692527770996,20.705495834350586,,,11.818005561828613,13.316332817077637,10.186752319335938,,4.3181233406066895,,10.6173677444458,28.507015228271484 -2005-05-13,1.0475050210952759,15.479999542236328,1.6950000524520874,,29.280851364135742,19.979930877685547,104.04755401611328,,5.695611953735352,20.48554229736328,,,11.9163818359375,12.880839347839355,10.349665641784668,,4.286548614501953,,10.501501083374023,27.924583435058594 -2005-05-16,1.0710039138793945,15.670000076293945,1.7269999980926514,,29.748008728027344,20.62200164794922,105.62136840820312,,5.74058198928833,20.651996612548828,,,12.074638366699219,12.61709213256836,10.309412956237793,,4.336694717407227,,10.52155590057373,27.742586135864258 -2005-05-17,1.065279483795166,15.670000076293945,1.7365000247955322,,29.93617057800293,21.18032455444336,106.26266479492188,,5.792261600494385,20.931406021118164,,,12.06180477142334,13.316332817077637,10.359245300292969,,4.362695217132568,,10.472537994384766,28.00780487060547 -2005-05-18,1.0797406435012817,15.819999694824219,1.7664999961853027,,30.267044067382812,21.734651565551758,107.54499816894531,,5.942080497741699,21.430761337280273,,,12.16445541381836,13.334737777709961,10.550909042358398,,4.397984504699707,,10.635712623596191,27.89858627319336 -2005-05-19,1.1312568187713623,15.859999656677246,1.7795000076293945,,30.137287139892578,21.611021041870117,107.60326385498047,,5.942577362060547,21.513986587524414,,,12.284217834472656,13.54328441619873,10.556658744812012,,4.407269477844238,,10.62006664276123,28.51219940185547 -2005-05-20,1.1312568187713623,16.0,1.774999976158142,,30.215147018432617,21.678829193115234,107.83644104003906,,6.002951622009277,21.436708450317383,,,12.224335670471191,13.273399353027344,10.539408683776855,,4.388696670532227,,10.546302795410156,28.085792541503906 -2005-05-23,1.197836995124817,15.949999809265137,1.784000039100647,,30.202173233032227,21.846315383911133,108.36105346679688,,6.346815586090088,21.3475341796875,,,12.3013277053833,13.604623794555664,10.525988578796387,,4.401699542999268,,10.696069717407227,28.47060775756836 -2005-05-24,1.1960290670394897,16.1200008392334,1.7769999504089355,,30.241092681884766,21.774538040161133,108.04048919677734,,6.360480785369873,21.335636138916016,,,12.335548400878906,14.076918601989746,10.499157905578613,,4.384983539581299,,10.651361465454102,28.621400833129883 -2005-05-25,1.198439598083496,16.15999984741211,1.7625000476837158,,30.1956787109375,21.595077514648438,107.42845916748047,,6.479988098144531,21.3475341796875,,,12.262832641601562,13.892909049987793,10.541325569152832,,4.373839378356934,,10.573122024536133,28.954212188720703 -2005-05-26,1.2273612022399902,16.360000610351562,1.7725000381469727,,30.30598258972168,21.8822078704834,107.66155242919922,,6.439986705780029,21.36536407470703,,,12.36120891571045,13.917444229125977,10.577736854553223,,4.392411708831787,,10.575359344482422,29.235021591186523 -2005-05-27,1.221937894821167,16.209999084472656,1.774999976158142,,30.267044067382812,21.87423324584961,107.48663330078125,,6.608936309814453,21.282135009765625,,,12.12596321105957,14.015580177307129,10.662067413330078,,4.396125793457031,,10.566421508789062,29.53663444519043 -2005-05-31,1.197836995124817,16.399999618530273,1.7755000591278076,,30.052934646606445,21.706745147705078,106.32087707519531,,6.888947010040283,21.252422332763672,,,11.93348503112793,14.168926239013672,10.501076698303223,,4.342267036437988,,10.557477951049805,29.22462272644043 -2005-06-01,1.2141053676605225,16.719999313354492,1.8250000476837158,,30.3281192779541,22.45248031616211,107.63243103027344,,7.1555399894714355,21.25835609436035,,,12.048975944519043,15.052184104919434,10.53174114227295,,4.32369327545166,,10.71171760559082,29.718631744384766 -2005-06-02,1.2062718868255615,17.049999237060547,1.8205000162124634,,30.256052017211914,22.81541633605957,107.54499816894531,,7.1530561447143555,21.246479034423828,,,12.06180477142334,15.08898639678955,10.780900955200195,,4.349696636199951,,10.778776168823242,29.807037353515625 -2005-06-03,1.1520441770553589,17.079999923706055,1.7795000076293945,,29.993968963623047,22.667850494384766,106.9620590209961,,6.963235855102539,21.133522033691406,,,11.959149360656738,15.340469360351562,10.629487037658691,,4.334836959838867,,10.584301948547363,29.718631744384766 -2005-06-06,1.1424040794372559,17.010000228881836,1.7884999513626099,,30.072603225708008,22.923084259033203,106.69982147216797,,7.2285871505737305,21.109745025634766,,,11.980537414550781,15.211664199829102,10.69273567199707,,4.327409744262695,,10.669243812561035,29.952640533447266 -2005-06-07,1.1008293628692627,17.559999465942383,1.7675000429153442,,30.046405792236328,23.517297744750977,107.37014770507812,,7.282749652862549,21.091901779174805,,,11.959149360656738,15.033782005310059,10.639070510864258,,4.353408336639404,,10.675950050354004,29.874629974365234 -2005-06-08,1.1122770309448242,17.799999237060547,1.7415000200271606,,30.079147338867188,23.23015594482422,107.25354766845703,,6.94584321975708,21.204862594604492,,,11.826550483703613,15.205667495727539,10.562409400939941,,4.371981620788574,,10.633476257324219,29.500221252441406 -2005-06-09,1.1342699527740479,18.209999084472656,1.7599999904632568,,30.197065353393555,23.429569244384766,107.22438049316406,,7.113551139831543,21.103803634643555,,,11.775226593017578,15.31002140045166,10.5988187789917,,4.347837924957275,,10.689359664916992,30.389440536499023 -2005-06-10,1.0788371562957764,17.56999969482422,1.747499942779541,,30.138126373291016,23.509309768676758,106.75809478759766,,7.018889904022217,21.062183380126953,,,11.83939266204834,15.653799057006836,10.497243881225586,,4.388696670532227,,10.725126266479492,30.358245849609375 -2005-06-13,1.0815480947494507,17.31999969482422,1.743499994277954,,30.08570098876953,23.577106475830078,106.52489471435547,,7.025101661682129,21.103803634643555,,,11.929211616516113,15.745879173278809,10.600735664367676,,4.440699577331543,,10.79218578338623,30.394657135009766 -2005-06-14,1.0845603942871094,17.079999923706055,1.7519999742507935,,30.118457794189453,27.038698196411133,106.11687469482422,,6.915780067443848,21.163249969482422,,,12.14306926727295,15.80112361907959,10.587321281433105,,4.438844680786133,,11.105133056640625,30.446645736694336 -2005-06-15,1.1186035871505737,17.049999237060547,1.7619999647140503,,30.531221389770508,27.640899658203125,105.85462951660156,,6.827579021453857,21.228633880615234,,,12.160177230834961,16.05895233154297,10.600735664367676,,4.459275245666504,,11.143133163452148,30.8106632232666 -2005-06-16,1.144211769104004,17.389999389648438,1.7790000438690186,,30.419841766357422,27.305898666381836,105.24253845214844,,6.8931708335876465,21.34157943725586,,,12.23289680480957,16.10805892944336,10.54323959350586,,4.448129177093506,,11.031366348266602,31.263063430786133 -2005-06-17,1.1541532278060913,17.440000534057617,1.7654999494552612,,30.557430267333984,27.254056930541992,106.37919616699219,,6.964228630065918,21.448596954345703,,,12.30988597869873,16.329055786132812,10.455076217651367,,4.461129665374756,,10.937483787536621,31.663484573364258 -2005-06-20,1.133064866065979,17.530000686645508,1.784500002861023,,30.603294372558594,27.206205368041992,105.7380142211914,,7.123241424560547,21.430761337280273,,,12.3013277053833,16.267677307128906,10.432077407836914,,4.470417022705078,,10.921839714050293,31.642671585083008 -2005-06-21,1.1405961513519287,17.799999237060547,1.7690000534057617,,30.845712661743164,27.21816062927246,105.3591537475586,,7.151565074920654,21.42481231689453,,,12.23717212677002,15.899348258972168,10.324747085571289,,4.433272361755371,,10.84807014465332,30.94586181640625 -2005-06-22,1.1613842248916626,17.90999984741211,1.7610000371932983,,30.839153289794922,27.325843811035156,104.10589599609375,,7.187839984893799,21.555599212646484,,,12.314160346984863,16.273807525634766,10.343914985656738,,4.416557788848877,,10.9061861038208,31.02906036376953 -2005-06-23,1.1716269254684448,17.6200008392334,1.7714999914169312,,30.531221389770508,27.134422302246094,101.64253234863281,,7.19802713394165,21.35943031311035,,,12.36120891571045,16.10805892944336,10.196331977844238,,4.394268989562988,,10.702775001525879,30.69104766845703 -2005-06-24,1.1375834941864014,17.170000076293945,1.7510000467300415,,30.629507064819336,27.066617965698242,101.99444580078125,,7.3853631019592285,21.14541244506836,,,12.198676109313965,16.531639099121094,10.05067253112793,,4.364553928375244,,10.588774681091309,30.238649368286133 -2005-06-27,1.1177000999450684,16.649999618530273,1.725000023841858,,30.400196075439453,26.99483299255371,101.49590301513672,,7.5555548667907715,21.157302856445312,,,12.010479927062988,17.053430557250977,9.958674430847168,,4.377553462982178,,10.622305870056152,30.83666229248047 -2005-06-28,1.1240266561508179,17.700000762939453,1.6855000257492065,,30.57708168029785,27.585065841674805,103.07950592041016,,7.503378868103027,21.35346794128418,,,11.93348503112793,16.85699462890625,10.169503211975098,,4.401699542999268,,10.82571792602539,30.727447509765625 -2005-06-29,1.0957077741622925,17.3700008392334,1.6675000190734863,,30.734323501586914,27.577096939086914,102.63961029052734,,7.2728118896484375,21.37725257873535,,,11.907825469970703,16.672821044921875,9.99892520904541,,4.4462714195251465,,10.850305557250977,30.389440536499023 -2005-06-30,1.1089636087417603,17.34000015258789,1.6545000076293945,,29.882604598999023,27.38137435913086,101.61322021484375,,7.308341026306152,20.996788024902344,,,11.796614646911621,16.51321792602539,9.901178359985352,,4.410985469818115,,10.77430534362793,29.885021209716797 -2005-07-01,1.099623441696167,17.450000762939453,1.6454999446868896,,29.46983528137207,27.47323226928711,101.87714385986328,,7.236288547515869,21.044811248779297,,,11.591307640075684,17.507699966430664,9.784262657165527,,4.444417476654053,,10.79218578338623,30.321857452392578 -2005-07-05,1.144211769104004,18.040000915527344,1.7039999961853027,,29.555021286010742,28.264122009277344,101.81851196289062,,7.347100257873535,20.990793228149414,,,11.56992244720459,17.84532928466797,9.962508201599121,,4.47598934173584,,11.131957054138184,31.273468017578125 -2005-07-06,1.1264368295669556,18.510000228881836,1.7029999494552612,,29.286388397216797,28.276103973388672,100.64545440673828,,7.242997646331787,20.768699645996094,,,11.450156211853027,17.691869735717773,9.694183349609375,,4.464200019836426,,11.038079261779785,30.737857818603516 -2005-07-07,1.1336679458618164,18.729999542236328,1.6979999542236328,,29.27328872680664,28.188213348388672,100.23490905761719,,7.34287691116333,20.684661865234375,,,11.441601753234863,17.94968032836914,9.619437217712402,,4.416929721832275,,11.067136764526367,30.951047897338867 -2005-07-08,1.1523454189300537,18.940000534057617,1.7369999885559082,,29.581212997436523,29.066980361938477,102.6102294921875,,7.360020160675049,20.894758224487305,,,11.608415603637695,18.060182571411133,9.924178123474121,,4.456636905670166,,11.154309272766113,30.888656616210938 -2005-07-11,1.1478264331817627,19.010000228881836,1.7795000076293945,,29.594314575195312,29.406496047973633,102.96217346191406,,7.288464546203613,20.984790802001953,,,11.599861145019531,18.26276397705078,9.972089767456055,,4.498233318328857,,11.131957054138184,31.185070037841797 -2005-07-12,1.1520441770553589,19.3700008392334,1.815500020980835,,29.686038970947266,29.833906173706055,102.93286895751953,,7.249457836151123,21.15886116027832,,,11.578481674194336,18.618812561035156,9.958674430847168,,4.515253067016602,,11.196783065795898,31.143470764160156 -2005-07-13,1.1553585529327393,19.25,1.8255000114440918,,29.974328994750977,29.718074798583984,103.16749572753906,,7.4253644943237305,21.302915573120117,,,11.646913528442383,18.72316551208496,9.910758972167969,,4.517143249511719,,11.207958221435547,31.07586097717285 -2005-07-14,1.2276628017425537,19.8799991607666,1.8595000505447388,,30.013633728027344,29.95772361755371,104.48709106445312,,7.47580099105835,21.42296600341797,,,11.805170059204102,18.85208511352539,10.054508209228516,,4.556851387023926,,11.290668487548828,30.467443466186523 -2005-07-15,1.2517644166946411,20.010000228881836,1.8574999570846558,,30.12501335144043,30.313222885131836,104.1938247680664,,7.483254909515381,21.52500343322754,,,11.792339324951172,18.52672576904297,10.100504875183105,,4.560631275177002,,11.232549667358398,30.243837356567383 -2005-07-18,1.2499561309814453,19.940000534057617,1.8595000505447388,,29.535354614257812,30.24930763244629,103.22608947753906,,7.442259311676025,21.314931869506836,,,11.65546703338623,18.072463989257812,10.03342342376709,,4.507688045501709,,11.174431800842285,30.238649368286133 -2005-07-19,1.3011715412139893,20.670000076293945,1.9084999561309814,,29.36501693725586,30.50894546508789,103.60729217529297,,7.699659824371338,21.13485336303711,,,11.711075782775879,18.594249725341797,9.891594886779785,,4.498233318328857,,11.123016357421875,30.566251754760742 -2005-07-20,1.3144270181655884,20.59000015258789,1.9084999561309814,,29.39121437072754,30.273284912109375,103.5193862915039,,7.751835823059082,21.104835510253906,,,11.57419490814209,18.624948501586914,9.972089767456055,,4.500124931335449,,11.176667213439941,30.6806583404541 -2005-07-21,1.3041837215423584,20.3700008392334,1.8975000381469727,,29.220874786376953,29.506364822387695,102.63961029052734,,7.800036430358887,21.248899459838867,,,11.373172760009766,18.33028221130371,9.893510818481445,,4.48310661315918,,11.040310859680176,30.103445053100586 -2005-07-22,1.3255746364593506,20.489999771118164,1.8975000381469727,,29.38467025756836,29.921775817871094,102.84486389160156,,7.513317584991455,21.368946075439453,,,11.334678649902344,18.968719482421875,9.83601188659668,,4.484999179840088,,11.073838233947754,30.94066047668457 -2005-07-25,1.3198504447937012,19.75,1.8975000381469727,,29.260173797607422,29.402509689331055,101.96508026123047,,7.350579261779785,21.272911071777344,,,11.300457954406738,18.858217239379883,9.669266700744629,,4.50579833984375,,11.053722381591797,31.169464111328125 -2005-07-26,1.3144270181655884,19.850000381469727,1.8869999647140503,,29.175010681152344,29.913787841796875,101.7598648071289,,7.356541633605957,21.230899810791016,,,11.223464012145996,18.839801788330078,9.657770156860352,,4.545505046844482,,11.07160472869873,30.99264907836914 -2005-07-27,1.3252724409103394,20.100000381469727,2.182499885559082,,28.926044464111328,31.112098693847656,102.0530776977539,,7.377412796020508,21.21887969970703,,,11.420215606689453,18.876636505126953,9.650105476379395,,4.596557140350342,,11.131957054138184,30.99264907836914 -2005-07-28,1.3195494413375854,20.270000457763672,2.2839999198913574,,28.834308624267578,31.343767166137695,102.2876968383789,,7.292191982269287,21.284910202026367,,,11.450156211853027,18.7845458984375,10.096671104431152,,4.675971031188965,,11.136430740356445,31.200664520263672 -2005-07-29,1.284902811050415,20.079999923706055,2.257499933242798,,28.565696716308594,30.596826553344727,101.17333221435547,,7.149578094482422,21.09282684326172,,,11.334678649902344,18.747726440429688,10.071756362915039,,4.623026371002197,,11.031366348266602,30.5506591796875 -2005-08-01,1.287915825843811,20.049999237060547,2.246500015258789,,28.60500144958496,31.028213500976562,100.44022369384766,,7.245233535766602,21.188871383666992,,,11.39455795288086,18.81524085998535,10.002755165100098,,4.626809597015381,,11.07160472869873,30.800262451171875 -2005-08-02,1.3011715412139893,20.420000076293945,2.325500011444092,,28.788448333740234,30.832504272460938,100.44022369384766,,7.433563709259033,21.338939666748047,,,11.52287769317627,19.183574676513672,9.98742389678955,,4.6627373695373535,,11.131957054138184,31.101871490478516 -2005-08-03,1.3020752668380737,20.649999618530273,2.305500030517578,,28.68361473083496,31.084136962890625,100.32286071777344,,7.3866047859191895,21.374948501586914,,,11.518599510192871,18.94416618347168,9.947176933288574,,4.721349716186523,,11.105133056640625,30.6806583404541 -2005-08-04,1.2867109775543213,20.149999618530273,2.2730000019073486,,28.637754440307617,30.694684982299805,99.73637390136719,,7.3972883224487305,21.284910202026367,,,11.377443313598633,19.32476234436035,9.770849227905273,,4.67786169052124,,11.017953872680664,30.431047439575195 -2005-08-05,1.2951467037200928,19.90999984741211,2.2634999752044678,,28.33637809753418,30.1973876953125,99.1498794555664,,7.2636189460754395,21.15886116027832,,,11.227742195129395,19.054655075073242,9.686517715454102,,4.653280735015869,,11.024659156799316,30.20744514465332 -2005-08-08,1.284902811050415,19.959999084472656,2.2829999923706055,,28.133281707763672,29.5443115234375,99.00318908691406,,7.236288547515869,21.00279998779297,,,11.2106351852417,19.545759201049805,9.772764205932617,,4.626809597015381,,10.986661911010742,30.602649688720703 -2005-08-09,1.3201510906219482,20.420000076293945,2.2964999675750732,,28.107067108154297,29.837913513183594,100.11758422851562,,7.244239330291748,21.026798248291016,,,11.420215606689453,19.373868942260742,9.922259330749512,,4.64004373550415,,11.00230884552002,30.919857025146484 -2005-08-10,1.3068956136703491,20.600000381469727,2.23799991607666,,28.008790969848633,29.49637794494629,99.35515594482422,,7.097898960113525,20.888744354248047,,,11.368525505065918,20.564788818359375,9.845597267150879,,4.660843849182129,,10.917370796203613,31.301328659057617 -2005-08-11,1.3255746364593506,20.690000534057617,2.260499954223633,,28.034997940063477,29.166845321655273,101.20269012451172,,7.057400226593018,20.894758224487305,,,11.390063285827637,21.098861694335938,10.039175033569336,,4.67786169052124,,10.941954612731934,31.85001564025879 -2005-08-12,1.388840675354004,20.700000762939453,2.2100000381469727,,27.9694881439209,29.72405433654785,100.44022369384766,,7.198275089263916,20.594621658325195,,,11.269442558288574,21.03746795654297,9.972089767456055,,4.624916076660156,,10.88607120513916,31.90228271484375 -2005-08-15,1.4364402294158936,20.850000381469727,2.252000093460083,,28.29051971435547,30.287263870239258,100.32286071777344,,7.056158542633057,20.7987060546875,,,11.286670684814453,20.411325454711914,10.01234245300293,,4.624916076660156,,10.975483894348145,31.573062896728516 -2005-08-16,1.3933595418930054,20.299999237060547,2.2135000228881836,,28.644319534301758,29.418489456176758,99.35515594482422,,7.097153663635254,20.75669288635254,,,11.222058296203613,19.846559524536133,9.791930198669434,,4.587102890014648,,10.633476257324219,30.867591857910156 -2005-08-17,1.420473337173462,21.190000534057617,2.2060000896453857,,28.65087127685547,29.412500381469727,100.00032806396484,,7.0834879875183105,20.684661865234375,,,11.269442558288574,18.962566375732422,9.837932586669922,,4.577647686004639,,10.563965797424316,30.402511596679688 -2005-08-18,1.3948651552200317,20.8700008392334,2.186500072479248,,28.696727752685547,29.178815841674805,99.67774200439453,,6.956527233123779,20.80471420288086,,,11.148819923400879,18.833662033081055,9.80343246459961,,4.547396659851074,,10.593116760253906,30.36594581604004 -2005-08-19,1.3807061910629272,20.549999237060547,2.186000108718872,,28.578794479370117,28.549713134765625,99.56040954589844,,6.956775188446045,20.732690811157227,,,11.006664276123047,19.367738723754883,9.79384994506836,,4.564411640167236,,10.445113182067871,30.736955642700195 -2005-08-22,1.381910800933838,20.6299991607666,2.188499927520752,,28.65741539001465,28.429893493652344,99.61907958984375,,6.807950019836426,20.714670181274414,,,10.924809455871582,19.539621353149414,9.705680847167969,,4.543612957000732,,10.465300559997559,30.867591857910156 -2005-08-23,1.377994179725647,20.5,2.1710000038146973,,28.39533233642578,28.142292022705078,99.61907958984375,,6.946340084075928,20.618637084960938,,,10.808499336242676,19.61941909790039,9.629019737243652,,4.57575798034668,,10.391298294067383,30.831016540527344 -2005-08-24,1.3788981437683105,20.649999618530273,2.118499994277954,,28.113618850708008,27.225584030151367,98.3580322265625,,7.020628452301025,20.318506240844727,,,10.795576095581055,20.159637451171875,9.4718599319458,,4.5209221839904785,,10.21414566040039,30.7683162689209 -2005-08-25,1.3876349925994873,20.989999771118164,2.115499973297119,,28.21845245361328,28.010473251342773,98.24079132080078,,7.021125316619873,20.48057746887207,,,10.713724136352539,20.17804718017578,9.473772048950195,,4.515253067016602,,10.155847549438477,30.925094604492188 -2005-08-26,1.377994179725647,21.0,2.118499994277954,,28.06776237487793,27.56709098815918,97.88886260986328,,7.045722961425781,20.198450088500977,,,10.72234058380127,19.674671173095703,9.4718599319458,,4.48310661315918,,10.247787475585938,30.522706985473633 -2005-08-29,1.3810075521469116,20.84000015258789,2.1394999027252197,,28.408451080322266,27.770811080932617,98.5340347290039,,7.166720390319824,20.354528427124023,,,10.812806129455566,20.19645881652832,9.431610107421875,,4.50579833984375,,10.236573219299316,30.52792739868164 -2005-08-30,1.402999758720398,20.3700008392334,2.124500036239624,,28.238107681274414,28.010473251342773,97.47830200195312,,7.13740348815918,20.156444549560547,,,10.83004093170166,21.000638961791992,9.308948516845703,,4.502016067504883,,10.1334228515625,30.627220153808594 -2005-08-31,1.4126404523849487,20.770000457763672,2.134999990463257,,28.52312660217285,28.55570411682129,98.56334686279297,,7.105849266052246,20.342525482177734,,,10.976505279541016,21.381242752075195,9.397109985351562,,4.553067207336426,,10.08184814453125,31.301328659057617 -2005-09-01,1.3936606645584106,20.8799991607666,2.0920000076293945,,28.569536209106445,28.148290634155273,97.18505096435547,,7.112061023712158,20.444562911987305,,,10.89896011352539,22.08719253540039,9.33194637298584,,4.541722297668457,,10.090816497802734,32.231468200683594 -2005-09-02,1.3924553394317627,20.899999618530273,2.075500011444092,,28.443586349487305,27.633005142211914,97.74223327636719,,7.166720390319824,20.474567413330078,,,10.911884307861328,21.399662017822266,9.257197380065918,,4.51336145401001,,9.989906311035156,31.708919525146484 -2005-09-06,1.4701818227767944,21.520000457763672,2.180999994277954,,28.735252380371094,28.286087036132812,99.53111267089844,,7.133427619934082,20.750686645507812,,,11.144516944885254,21.24618911743164,9.30319595336914,,4.583318710327148,,10.245542526245117,31.907493591308594 -2005-09-07,1.466566801071167,22.549999237060547,2.186500072479248,,28.708736419677734,28.615625381469727,99.73637390136719,,7.326230049133301,20.942773818969727,,,11.329752922058105,21.454898834228516,9.251450538635254,,4.553067207336426,,10.283665657043457,32.11650848388672 -2005-09-08,1.499706506729126,23.079999923706055,2.1480000019073486,,28.52312660217285,28.65156364440918,99.26715850830078,,7.3391499519348145,20.792705535888672,,,11.420215606689453,21.479461669921875,9.239947319030762,,4.539833068847656,,10.283665657043457,32.03290939331055 -2005-09-09,1.545799970626831,23.850000381469727,2.1475000381469727,,28.47010612487793,29.23275375366211,99.64838409423828,,7.431078910827637,20.900753021240234,,,11.34267807006836,22.001256942749023,9.274447441101074,,4.547396659851074,,10.29039478302002,33.0257682800293 -2005-09-12,1.5485117435455322,23.3799991607666,2.2249999046325684,,28.304397583007812,30.173425674438477,100.96805572509766,,7.695684432983398,20.750686645507812,,,11.34698486328125,21.473323822021484,9.287870407104492,,4.503905296325684,,10.29039478302002,32.67042922973633 -2005-09-13,1.5310384035110474,23.299999237060547,2.196500062942505,,28.277881622314453,26.836130142211914,100.52821350097656,,7.743885517120361,20.498592376708984,,,11.191904067993164,21.282909393310547,9.192030906677246,,4.498233318328857,,10.106510162353516,32.33075714111328 -2005-09-14,1.4945852756500244,23.6299991607666,2.1549999713897705,,28.264619827270508,26.878070831298828,99.85364532470703,,7.528224945068359,20.552608489990234,,,11.21343994140625,21.30134391784668,9.038707733154297,,4.4793267250061035,,10.02354621887207,32.644309997558594 -2005-09-15,1.5024176836013794,23.639999389648438,2.135499954223633,,28.324270248413086,26.542537689208984,100.82138061523438,,7.518784046173096,20.48657989501953,,,11.071285247802734,21.4057559967041,9.06362247467041,,4.5209221839904785,,9.938335418701172,32.63908004760742 -2005-09-16,1.542788028717041,22.649999618530273,2.140000104904175,,28.95400047302246,26.464656829833984,101.08534240722656,,7.4586567878723145,21.00279998779297,,,11.15743637084961,21.252197265625,9.004204750061035,,4.5814290046691895,,9.83742904663086,33.28706741333008 -2005-09-19,1.5858687162399292,22.34000015258789,2.137500047683716,,28.761768341064453,25.30828857421875,99.85364532470703,,7.547852993011475,20.762697219848633,,,11.02820110321045,22.523651123046875,8.916038513183594,,4.549285411834717,,9.868813514709473,33.77302551269531 -2005-09-20,1.6024383306503296,23.0,2.0934998989105225,,28.503244400024414,24.870908737182617,99.23782348632812,,7.650217533111572,20.72667694091797,,,10.94204330444336,22.198101043701172,8.847042083740234,,4.553067207336426,,9.689427375793457,33.72077941894531 -2005-09-21,1.5699011087417603,22.100000381469727,2.0625,,28.012733459472656,24.565351486206055,98.38738250732422,,7.7493510246276855,20.41455078125,,,10.90327262878418,22.37010383605957,8.944791793823242,,4.526595115661621,,9.527973175048828,33.950706481933594 -2005-09-22,1.5635744333267212,22.209999084472656,2.1040000915527344,,27.966331481933594,25.28432273864746,98.29882049560547,,7.736183166503906,20.558610916137695,,,10.877425193786621,22.148967742919922,9.259119033813477,,4.50579833984375,,9.684942245483398,33.95592498779297 -2005-09-23,1.6027398109436035,22.979999542236328,2.109499931335449,,27.99285125732422,25.715700149536133,98.59402465820312,,7.835317134857178,20.450571060180664,,,10.713724136352539,21.608457565307617,9.30319595336914,,4.494451522827148,,9.687183380126953,33.354984283447266 -2005-09-26,1.622020959854126,23.6299991607666,2.1670000553131104,,27.84038734436035,26.159095764160156,98.21026611328125,,7.808484077453613,20.360530853271484,,,10.851577758789062,22.787769317626953,9.322362899780273,,4.507688045501709,,9.66700267791748,33.757354736328125 -2005-09-27,1.6099697351455688,23.770000457763672,2.1579999923706055,,27.787353515625,26.224990844726562,99.30249786376953,,7.800036430358887,20.336517333984375,,,10.68356704711914,23.506406784057617,9.305116653442383,,4.469872951507568,,9.664756774902344,33.767818450927734 -2005-09-28,1.538871169090271,24.170000076293945,2.1684999465942383,,27.575239181518555,25.841533660888672,98.8597412109375,,7.602761745452881,20.360530853271484,,,10.709416389465332,24.02849578857422,9.195865631103516,,4.519033908843994,,9.671486854553223,33.809600830078125 -2005-09-29,1.5768308639526367,24.8700008392334,2.239500045776367,,27.90668487548828,25.83555030822754,99.33201599121094,,7.692702770233154,20.618637084960938,,,10.808499336242676,23.9609317779541,9.416276931762695,,4.484999179840088,,9.76342487335205,33.861881256103516 -2005-09-30,1.6150919198989868,25.200000762939453,2.265000104904175,,27.90668487548828,26.129663467407227,99.39103698730469,,7.862646579742432,20.36652946472168,,,10.75680160522461,23.715248107910156,9.60218334197998,,4.532269477844238,,9.826213836669922,33.20343017578125 -2005-10-03,1.6400970220565796,25.65999984741211,2.30049991607666,,27.873519897460938,25.601442337036133,98.09220123291016,,7.917804718017578,20.48057746887207,,,10.8946533203125,24.489168167114258,9.659687995910645,,4.530378341674805,,9.812760353088379,32.654747009277344 -2005-10-04,1.619309663772583,24.360000610351562,2.246500015258789,,27.780719757080078,25.115230560302734,96.97046661376953,,7.726990222930908,20.37143898010254,,,10.87312126159668,24.741004943847656,9.686517715454102,,4.530378341674805,,9.832939147949219,31.640974044799805 -2005-10-05,1.590086579322815,24.0,2.2244999408721924,,27.813861846923828,24.568979263305664,96.46864318847656,,7.719784736633301,20.280500411987305,,,10.68356704711914,22.892183303833008,9.54660701751709,,4.48949670791626,,9.754457473754883,30.80489730834961 -2005-10-06,1.5575499534606934,23.829999923706055,2.200500011444092,,27.99285125732422,25.43936538696289,99.1548843383789,,7.77047061920166,20.407817840576172,,,10.618953704833984,21.497888565063477,9.903090476989746,,4.445218563079834,,9.850879669189453,30.606319427490234 -2005-10-07,1.5454990863800049,24.0,2.186000108718872,,28.019365310668945,25.5654239654541,101.01455688476562,,7.776432037353516,20.553333282470703,,,10.50694751739502,21.60230827331543,9.78235149383545,,4.379763603210449,,9.87330436706543,31.144554138183594 -2005-10-10,1.5174816846847534,23.110000610351562,2.187999963760376,,27.90005111694336,25.12722396850586,100.335693359375,,7.718294143676758,20.32294464111328,,,10.532791137695312,20.625690460205078,9.83601188659668,,4.381687164306641,,9.987667083740234,30.569744110107422 -2005-10-11,1.5542354583740234,24.0,2.1700000762939453,,27.760852813720703,25.361343383789062,99.77481842041016,,7.605246543884277,20.195629119873047,,,10.468173027038574,21.7558650970459,9.801514625549316,,4.343184947967529,,10.095303535461426,31.04004669189453 -2005-10-12,1.4837397336959839,21.0,2.127500057220459,,27.76746368408203,24.611007690429688,99.77481842041016,,7.477788925170898,20.171375274658203,,,10.700798034667969,21.497888565063477,9.721016883850098,,4.295053958892822,,10.07735824584961,30.799665451049805 -2005-10-13,1.619008183479309,21.6299991607666,2.13100004196167,,27.84038734436035,25.06719970703125,100.42420196533203,,7.3900837898254395,20.462383270263672,,,10.554333686828613,20.42913818359375,10.138837814331055,,4.283505439758301,,10.03700065612793,30.392070770263672 -2005-10-14,1.6268408298492432,21.190000534057617,2.189500093460083,,27.873519897460938,25.98560905456543,101.36883544921875,,7.357783794403076,20.662466049194336,,,10.476786613464355,20.883670806884766,10.135004997253418,,4.273880958557129,,10.099788665771484,30.642892837524414 -2005-10-17,1.6099697351455688,21.3700008392334,2.250999927520752,,27.873519897460938,25.85954475402832,100.39469909667969,,7.577916145324707,20.613962173461914,,,10.390632629394531,21.6207332611084,10.175251007080078,,4.273880958557129,,10.144635200500488,30.757858276367188 -2005-10-18,1.5729140043258667,21.049999237060547,2.2325000762939453,,27.55534553527832,25.307313919067383,100.36516571044922,,7.535181999206543,20.474506378173828,,,10.394941329956055,20.361574172973633,10.081338882446289,,4.254627227783203,,10.119969367980957,29.420114517211914 -2005-10-19,1.655159831047058,21.34000015258789,2.2929999828338623,,28.13204574584961,25.751510620117188,101.57544708251953,,7.669845104217529,21.056556701660156,,,10.32601547241211,20.828380584716797,10.49148941040039,,4.314306259155273,,10.312817573547363,29.874738693237305 -2005-10-20,1.6913120746612549,21.0,2.250499963760376,,27.97295570373535,26.33977508544922,100.01097869873047,,7.533194065093994,21.068679809570312,,,9.43427848815918,19.409521102905273,10.386079788208008,,4.3393354415893555,,10.225364685058594,28.845291137695312 -2005-10-21,1.6768509149551392,21.850000381469727,2.297499895095825,,28.012733459472656,26.411800384521484,99.56814575195312,,8.445028305053711,21.299070358276367,,,9.154271125793457,19.827190399169922,10.54323959350586,,4.427891254425049,,10.252272605895996,28.934131622314453 -2005-10-24,1.7108944654464722,22.1200008392334,2.3464999198913574,,28.755144119262695,27.22215461730957,100.74896240234375,,8.662426948547363,21.6810302734375,,,9.085339546203613,20.852956771850586,10.690815925598145,,4.54147481918335,,10.362150192260742,29.707509994506836 -2005-10-25,1.6901071071624756,22.350000381469727,2.308500051498413,,28.622577667236328,26.735952377319336,100.09949493408203,,8.619196891784668,21.65679168701172,,,9.13272762298584,21.45488739013672,10.690815925598145,,4.560728073120117,,10.17827033996582,29.89041519165039 -2005-10-26,1.7181249856948853,22.81999969482422,1.9874999523162842,,28.635828018188477,26.231718063354492,99.47960662841797,,8.83112907409668,21.887176513671875,,,9.072415351867676,21.485610961914062,10.606488227844238,,4.5530290603637695,,10.220873832702637,29.36785888671875 -2005-10-27,1.6693196296691895,21.81999969482422,1.9529999494552612,,28.622577667236328,25.45737648010254,99.12535095214844,,8.771997451782227,21.844730377197266,,,9.089651107788086,21.006513595581055,10.29983139038086,,4.562654972076416,,10.032514572143555,29.05430793762207 -2005-10-28,1.641000509262085,22.31999969482422,1.9474999904632568,,29.152851104736328,25.595439910888672,100.51274108886719,,8.898959159851074,22.09330940246582,,,9.26196575164795,21.178504943847656,10.660150527954102,,4.599232196807861,,10.202939987182617,29.42533302307129 -2005-10-31,1.73499596118927,23.219999313354492,1.9930000305175781,,28.993772506713867,26.567869186401367,100.09949493408203,,9.246051788330078,22.202455520629883,,,9.365351676940918,21.921709060668945,10.840314865112305,,4.591533184051514,,10.608817100524902,29.33649253845215 -2005-11-01,1.732284426689148,23.079999923706055,2.0185000896453857,,28.914226531982422,26.681928634643555,99.18443298339844,,9.425934791564941,22.34189224243164,,,9.28350830078125,21.872570037841797,10.790482521057129,,4.578056335449219,,10.53705883026123,29.472360610961914 -2005-11-02,1.8060945272445679,24.200000762939453,2.0374999046325684,,29.219148635864258,27.666364669799805,99.80433654785156,,9.433388710021973,22.554101943969727,,,9.305042266845703,22.29638671875,11.051139831542969,,4.603082656860352,,10.664875030517578,29.984474182128906 -2005-11-03,1.8633357286453247,24.5,2.078000068664551,,29.172740936279297,28.632781982421875,100.30613708496094,,9.5891695022583,22.487409591674805,,,9.421358108520508,22.84304428100586,11.281133651733398,,4.528000831604004,,10.640205383300781,30.606319427490234 -2005-11-04,1.8422473669052124,24.6299991607666,2.054500102996826,,29.318584442138672,29.161026000976562,100.42420196533203,,9.700478553771973,22.620790481567383,,,9.58936882019043,21.81114959716797,11.637625694274902,,4.55495548248291,,10.6940279006958,30.256214141845703 -2005-11-07,1.8145301342010498,24.889999389648438,2.069499969482422,,29.471036911010742,29.05898094177246,100.42420196533203,,9.814767837524414,22.845121383666992,,,9.593673706054688,21.497888565063477,11.65678596496582,,4.506824970245361,,10.774750709533691,29.838151931762695 -2005-11-08,1.8045885562896729,24.540000915527344,2.0975000858306885,,29.424631118774414,28.092552185058594,99.65669250488281,,9.687309265136719,22.638980865478516,,,9.519807815551758,21.651445388793945,11.307961463928223,,4.543402194976807,,10.676081657409668,30.13228416442871 -2005-11-09,1.8109153509140015,24.520000457763672,2.069999933242798,,29.524076461791992,27.93048858642578,100.12906646728516,,9.420219421386719,22.869369506835938,,,9.628435134887695,21.792724609375,11.307961463928223,,4.543402194976807,,10.808389663696289,30.20057487487793 -2005-11-10,1.8431507349014282,24.81999969482422,2.1089999675750732,,30.02783966064453,28.500728607177734,101.84114837646484,,9.717123985290527,23.233142852783203,,,9.650156021118164,20.41071128845215,11.488126754760742,,4.599232196807861,,10.996747016906738,29.649080276489258 -2005-11-11,1.8539960384368896,24.760000228881836,2.134000062942505,,30.133913040161133,28.236621856689453,102.28395080566406,,9.699732780456543,23.1967716217041,,,9.745746612548828,20.7669677734375,11.557123184204102,,4.61078405380249,,10.987776756286621,29.685840606689453 -2005-11-14,1.8512846231460571,25.0,2.126499891281128,,30.239965438842773,27.912471771240234,101.54597473144531,,9.862968444824219,23.117958068847656,,,9.667540550231934,21.184640884399414,11.618454933166504,,4.61078405380249,,11.055051803588867,29.754114151000977 -2005-11-15,1.876290202140808,25.5,2.2225000858306885,,29.99469757080078,26.345773696899414,101.54597473144531,,9.75936222076416,22.87542152404785,,,9.511119842529297,21.25834846496582,11.606952667236328,,4.599232196807861,,10.938450813293457,29.638580322265625 -2005-11-16,1.956728458404541,25.549999237060547,2.265000104904175,,29.809099197387695,26.94603729248047,101.95919036865234,,9.892287254333496,22.923940658569336,,,9.285184860229492,22.33937644958496,11.660621643066406,,4.585756778717041,,10.960868835449219,30.032485961914062 -2005-11-17,1.9437743425369263,25.889999389648438,2.3369998931884766,,30.054357528686523,27.17414665222168,102.31344604492188,,10.023967742919922,22.996685028076172,,,9.27649211883545,22.21038818359375,11.967276573181152,,4.653137683868408,,11.041594505310059,30.137537002563477 -2005-11-18,1.9449787139892578,26.739999771118164,2.3989999294281006,,30.20018196105957,27.55831527709961,105.53107452392578,,9.943469047546387,23.057315826416016,,,9.385117530822754,22.357805252075195,11.875279426574707,,4.693564414978027,3.1624999046325684,11.099898338317871,30.594493865966797 -2005-11-21,1.9570297002792358,27.040000915527344,2.3994998931884766,,30.385799407958984,28.24262046813965,106.85941314697266,,10.170805931091309,22.930002212524414,,,9.445942878723145,22.9351806640625,12.227934837341309,,4.691640377044678,3.268749952316284,11.126808166503906,31.1827392578125 -2005-11-22,2.004026412963867,27.09000015258789,2.442500114440918,,30.558135986328125,28.908912658691406,106.44612884521484,,10.347458839416504,23.160400390625,,,9.28952407836914,23.506406784057617,12.093770027160645,,4.76864767074585,2.9375,11.256867408752441,31.33504867553711 -2005-11-23,2.0218021869659424,26.219999313354492,2.4119999408721924,,30.962472915649414,29.41313362121582,106.0919189453125,,10.506221771240234,23.51203155517578,,,9.402498245239258,23.371288299560547,12.17043685913086,,4.751321315765381,2.9749999046325684,11.339837074279785,31.445356369018555 -2005-11-25,2.088984966278076,26.520000457763672,2.4030001163482666,,31.14809799194336,30.391578674316406,106.85941314697266,,10.649333000183105,23.560550689697266,,,9.41553020477295,23.604690551757812,12.151270866394043,,4.76864767074585,2.9600000381469727,11.321895599365234,31.571420669555664 -2005-11-28,2.0986247062683105,26.489999771118164,2.4175000190734863,,30.86305809020996,30.097448348999023,106.20999145507812,,10.521627426147461,23.584794998168945,,,9.380770683288574,22.093690872192383,11.932779312133789,,4.828327655792236,2.9625000953674316,11.212020874023438,30.851856231689453 -2005-11-29,2.051626443862915,25.579999923706055,2.427500009536743,,31.008886337280273,29.263076782226562,106.0624008178711,,10.026205062866211,23.62118148803711,,,9.328634262084961,22.535932540893555,11.821615219116211,,4.8225531578063965,2.668750047683716,10.990021705627441,30.641748428344727 -2005-11-30,2.04319167137146,26.18000030517578,2.4230000972747803,,30.747573852539062,28.956945419311523,105.44247436523438,,10.060242652893066,23.190710067749023,,,9.211316108703613,22.87375831604004,11.672118186950684,,4.795600891113281,2.8137500286102295,10.889111518859863,30.478927612304688 -2005-12-01,2.1570703983306885,27.40999984741211,2.450000047683716,,30.74085807800293,29.22705078125,105.53107452392578,,10.288325309753418,23.384714126586914,,,9.28952407836914,23.61083221435547,11.936607360839844,,4.870682239532471,2.893749952316284,10.770269393920898,31.172229766845703 -2005-12-02,2.1881020069122314,27.950000762939453,2.453000068664551,,30.90839385986328,29.32309913635254,104.79304504394531,,10.378018379211426,23.639366149902344,,,9.254770278930664,23.352848052978516,12.239436149597168,,4.8264031410217285,3.0824999809265137,10.75681209564209,31.02515983581543 -2005-12-05,2.16369891166687,27.270000457763672,2.441499948501587,,31.10938262939453,29.551212310791016,105.5900650024414,,10.083597183227539,23.55447769165039,,,9.27649211883545,24.046926498413086,12.250930786132812,,4.8687567710876465,3.2074999809265137,10.570691108703613,31.25627899169922 -2005-12-06,2.2308812141418457,26.950000762939453,2.4630000591278076,,31.028980255126953,29.60521697998047,105.67868041992188,,10.051050186157227,23.55447769165039,,,9.185251235961914,24.323326110839844,12.18960189819336,,4.851428508758545,3.0875000953674316,10.678329467773438,31.350818634033203 -2005-12-07,2.227867841720581,26.670000076293945,2.441499948501587,,30.727474212646484,29.38313865661621,104.99964904785156,,10.043099403381348,23.3240909576416,,,9.167865753173828,24.231191635131836,12.013272285461426,,4.830252170562744,3.206249952316284,10.707477569580078,30.998891830444336 -2005-12-08,2.2317850589752197,25.649999618530273,2.4175000190734863,,30.673860549926758,30.013410568237305,104.35031127929688,,10.20285701751709,23.433225631713867,,,9.115726470947266,25.18017578125,11.825448036193848,,4.784048557281494,3.1875,10.696268081665039,31.2089900970459 -2005-12-09,2.2393171787261963,26.899999618530273,2.437000036239624,,30.754276275634766,30.109453201293945,104.88158416748047,,10.166831970214844,23.718177795410156,,,8.95062255859375,24.627365112304688,11.925110816955566,,4.793675422668457,3.125,10.781479835510254,30.72579002380371 -2005-12-12,2.2567901611328125,26.989999771118164,2.4535000324249268,,30.647071838378906,29.917369842529297,104.9406967163086,,10.251553535461426,23.736366271972656,,,9.09835147857666,24.710296630859375,11.840781211853027,,4.785974025726318,3.1862499713897705,10.916023254394531,30.914886474609375 -2005-12-13,2.2588977813720703,27.030000686645508,2.4749999046325684,,31.156288146972656,26.37578773498535,104.70454406738281,,10.372801780700684,23.894006729125977,,,9.693607330322266,25.521074295043945,12.074604988098145,,4.816776752471924,3.1987500190734863,11.09317398071289,31.01991081237793 -2005-12-14,2.169422149658203,27.549999237060547,2.4704999923706055,,31.343902587890625,26.82598876953125,105.5900650024414,,10.409323692321777,23.978891372680664,,,9.928234100341797,25.82533836364746,12.135937690734863,,4.787899494171143,3.375,11.135906219482422,31.440105438232422 -2005-12-15,2.174544095993042,27.899999618530273,2.4739999771118164,,31.27689552307129,26.934032440185547,106.26903533935547,,10.498518943786621,23.99708366394043,,,9.902168273925781,25.82533836364746,12.120604515075684,,4.784048557281494,3.4237499237060547,11.079678535461426,31.245771408081055 -2005-12-16,2.1423087120056152,28.170000076293945,2.4605000019073486,,31.471193313598633,26.98806381225586,106.44612884521484,,10.687346458435059,24.1243896484375,,,9.810919761657715,25.179933547973633,11.95577621459961,,4.805225372314453,3.4549999237060547,11.081923484802246,30.494693756103516 -2005-12-19,2.1504428386688232,28.1200008392334,2.4184999465942383,,31.176389694213867,26.23772621154785,105.73767852783203,,10.549452781677246,24.009201049804688,,,10.566946029663086,25.235244750976562,11.748785972595215,,4.780197620391846,3.3112499713897705,11.012201309204102,30.305604934692383 -2005-12-20,2.172436237335205,29.219999313354492,2.4070000648498535,,31.283607482910156,26.477842330932617,104.91114044189453,,10.677159309387207,24.009201049804688,,,10.42790699005127,25.34588623046875,11.560957908630371,,4.745544910430908,3.5087499618530273,10.931228637695312,30.426408767700195 -2005-12-21,2.2143115997314453,29.34000015258789,2.448499917984009,,31.250083923339844,26.081645965576172,104.26170349121094,,10.592435836791992,24.14865493774414,,,10.445286750793457,25.44731330871582,11.702788352966309,,4.707039833068848,3.5687499046325684,10.942474365234375,30.25309181213379 -2005-12-22,2.2299773693084717,30.020000457763672,2.4609999656677246,,31.43770980834961,25.961591720581055,105.30223846435547,,10.734304428100586,24.28203010559082,,,10.453977584838867,25.07851219177246,11.79861831665039,,4.732067584991455,3.5875000953674316,10.931228637695312,29.99047088623047 -2005-12-23,2.209792375564575,30.5,2.4609999656677246,,31.45111083984375,26.591876983642578,105.30223846435547,,10.70672607421875,24.372974395751953,,,10.410523414611816,24.672821044921875,11.714284896850586,,4.741696834564209,3.9024999141693115,10.872746467590332,29.99047088623047 -2005-12-27,2.2363038063049316,31.200000762939453,2.427999973297119,,31.19649887084961,26.225709915161133,104.23197174072266,,10.550446510314941,24.312349319458008,,,10.267143249511719,23.889127731323242,11.71045207977295,,4.741696834564209,4.15749979019165,10.735547065734863,29.344449996948242 -2005-12-28,2.2164196968078613,31.700000762939453,2.4030001163482666,,31.002197265625,26.231718063354492,104.38062286376953,,10.601380348205566,24.19715118408203,,,10.25410270690918,24.377777099609375,11.714284896850586,,4.739768981933594,4.543749809265137,10.760289192199707,29.544025421142578 -2005-12-29,2.1525533199310303,30.530000686645508,2.3994998931884766,,30.948585510253906,26.424165725708008,104.61846160888672,,10.43889045715332,24.16683006286621,,,10.188932418823242,23.898334503173828,11.69511890411377,,4.739768981933594,4.982500076293945,10.679316520690918,29.538785934448242 -2005-12-30,2.1658077239990234,30.600000381469727,2.3575000762939453,,30.921777725219727,26.14753532409668,104.2022705078125,,10.307456970214844,24.063762664794922,,,10.132450103759766,24.285585403442383,11.50345516204834,,4.7147417068481445,4.788750171661377,10.526368141174316,29.502010345458984 -2006-01-03,2.251969814300537,32.400001525878906,2.378999948501587,,31.54490852355957,26.899234771728516,105.15362548828125,,10.813563346862793,24.36690330505371,,,10.332319259643555,25.410423278808594,11.833112716674805,,4.757096290588379,4.170000076293945,10.398164749145508,30.710033416748047 -2006-01-04,2.258596897125244,32.560001373291016,2.362499952316284,,31.209890365600586,26.490310668945312,105.00496673583984,,11.062267303466797,24.226280212402344,,,10.666881561279297,26.286325454711914,12.139771461486816,,4.791749954223633,3.958750009536743,10.418405532836914,30.762554168701172 -2006-01-05,2.240823745727539,33.68000030517578,2.382499933242798,,31.250083923339844,26.159568786621094,104.7374267578125,,11.211341857910156,24.29965591430664,,,10.679911613464355,25.309011459350586,12.116775512695312,,4.803303241729736,4.453750133514404,10.276701927185059,30.61023712158203 -2006-01-06,2.2986652851104736,33.779998779296875,2.3935000896453857,,31.20318603515625,28.294416427612305,105.45092010498047,,11.569615364074707,24.470870971679688,,,10.797228813171387,25.539512634277344,12.120604515075684,,4.885787487030029,4.433750152587891,10.319442749023438,31.214250564575195 -2006-01-09,2.2911338806152344,33.25,2.3540000915527344,,31.223299026489258,28.745441436767578,105.18328094482422,,11.600423812866211,24.868316650390625,,,10.797228813171387,25.474964141845703,11.997942924499512,,4.903425216674805,4.478750228881836,10.281203269958496,31.198495864868164 -2006-01-10,2.4360427856445312,34.93000030517578,2.2825000286102295,,30.961984634399414,29.022079467773438,104.61846160888672,,11.67148208618164,24.905000686645508,,,10.619085311889648,26.120376586914062,11.89061164855957,,4.874029159545898,4.6875,10.31494140625,31.440105438232422 -2006-01-11,2.5276293754577637,36.27000045776367,2.246500015258789,,30.888273239135742,29.0040340423584,105.33198547363281,,11.71794319152832,24.886667251586914,,,10.753777503967285,26.50761604309082,11.928945541381836,,4.913225173950195,4.711249828338623,10.474635124206543,31.65544891357422 -2006-01-12,2.5393779277801514,35.349998474121094,2.2179999351501465,,30.687274932861328,28.769514083862305,104.05360412597656,,11.51917839050293,24.428054809570312,,,10.679911613464355,26.5168399810791,11.86761474609375,,4.891665935516357,4.81374979019165,10.287946701049805,31.324562072753906 -2006-01-13,2.5785434246063232,34.130001068115234,2.2200000286102295,,30.687274932861328,28.78152084350586,104.35092163085938,,11.584274291992188,24.409709930419922,,,10.719017028808594,26.470731735229492,11.99411392211914,,4.897546768188477,4.877500057220459,10.211479187011719,32.02309036254883 -2006-01-17,2.5520312786102295,32.86000061035156,2.200000047683716,,30.35895538330078,28.883760452270508,103.87522888183594,,11.60564136505127,24.28130531311035,,,10.549569129943848,27.079254150390625,11.936607360839844,,4.868148326873779,4.771249771118164,10.110260009765625,32.322479248046875 -2006-01-18,2.4851503372192383,34.150001525878906,2.2160000801086426,,30.32546615600586,29.20849609375,103.51844787597656,,11.054068565368652,24.018373489379883,,,10.42790699005127,26.38774871826172,11.932779312133789,,4.86422872543335,4.818749904632568,10.161994934082031,31.870784759521484 -2006-01-19,2.3812131881713867,37.130001068115234,2.2225000858306885,,30.24505615234375,29.42498779296875,103.10226440429688,,10.84387493133545,23.883852005004883,,,10.84936809539795,27.457275390625,12.017109870910645,,4.879908084869385,4.847499847412109,10.301444053649902,32.30146408081055 -2006-01-20,2.2923390865325928,35.70000076293945,2.196000099182129,,29.608522415161133,29.352834701538086,99.20770263671875,,9.924835205078125,23.266273498535156,,,10.736398696899414,27.19912338256836,11.618454933166504,,4.84266996383667,4.784999847412109,10.121504783630371,31.792003631591797 -2006-01-23,2.339939832687378,35.470001220703125,2.186500072479248,,29.454421997070312,29.28666877746582,98.96985626220703,,10.621504783630371,23.400800704956055,,,10.814607620239258,26.765775680541992,11.591626167297363,,4.791714191436768,4.664999961853027,10.177735328674316,32.14390182495117 -2006-01-24,2.2908332347869873,36.77000045776367,2.2009999752044678,,29.642030715942383,29.13032341003418,97.98877716064453,,11.007357597351074,23.302961349487305,,,10.684258460998535,26.645912170410156,11.771781921386719,,4.832871913909912,4.587500095367432,10.283452987670898,32.017860412597656 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-2006-02-10,2.027827739715576,40.099998474121094,1.9259999990463257,,29.427637100219727,31.60195541381836,98.94009399414062,,9.009272575378418,24.409709930419922,,,11.265229225158691,22.155750274658203,13.607888221740723,,5.385535717010498,3.7412500381469727,10.290201187133789,31.38009262084961 -2006-02-13,1.949497103691101,38.959999084472656,1.8930000066757202,,29.280210494995117,31.559852600097656,98.85093688964844,,8.589133262634277,24.317996978759766,,,11.22136402130127,21.49190902709961,13.251402854919434,,5.418853282928467,3.78125,10.23621654510498,31.469844818115234 -2006-02-14,2.037768602371216,40.220001220703125,1.912500023841858,,29.58841896057129,31.788372039794922,99.47525024414062,,8.530000686645508,24.519779205322266,,,11.186272621154785,22.377037048339844,13.289734840393066,,5.544281005859375,3.786250114440918,10.447644233703613,31.443452835083008 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-2006-02-21,2.081151008605957,40.04999923706055,1.9144999980926514,,29.849742889404297,32.666378021240234,99.1779556274414,,9.108159065246582,24.886667251586914,,,11.247688293457031,23.925994873046875,13.515893936157227,,5.516844749450684,3.424999952316284,10.287946701049805,32.08236312866211 -2006-02-22,2.1486361026763916,40.79999923706055,1.9359999895095825,,30.204853057861328,33.14145278930664,100.01039123535156,,9.080828666687012,25.320804595947266,,,11.488956451416016,22.9394588470459,13.807220458984375,,5.536442279815674,3.5250000953674316,10.229469299316406,31.81835174560547 -2006-02-23,2.1615896224975586,40.38999938964844,1.8949999809265137,,30.399150848388672,32.86481857299805,99.62102508544922,,9.393386840820312,25.137367248535156,,,11.467025756835938,22.616750717163086,13.864714622497559,,5.475687503814697,3.643749952316284,10.278953552246094,31.591323852539062 -2006-02-24,2.1528537273406982,40.540000915527344,1.9175000190734863,,30.63367462158203,32.49799728393555,99.26158142089844,,9.376739501953125,25.473661422729492,,,11.567923545837402,22.893352508544922,13.768879890441895,,5.40317440032959,3.5999999046325684,10.222724914550781,31.90283966064453 -2006-02-27,2.13869309425354,40.619998931884766,1.9005000591278076,,30.807872772216797,32.7144889831543,99.80073547363281,,9.699235916137695,25.424755096435547,,,11.668815612792969,22.42314338684082,14.067877769470215,,5.442371368408203,3.5712499618530273,10.292447090148926,31.638824462890625 -2006-02-28,2.063375234603882,38.66999816894531,1.871999979019165,,30.72076988220215,32.389747619628906,98.452880859375,,9.009520530700684,25.15570068359375,,,11.488956451416016,22.063549041748047,13.922209739685059,,5.4070940017700195,3.523750066757202,10.20248031616211,31.348411560058594 -2006-03-01,2.0817532539367676,40.06999969482422,1.8559999465942383,,30.890117645263672,32.46190643310547,98.12339782714844,,9.063685417175293,25.45532989501953,,,11.519665718078613,22.95789337158203,13.906883239746094,,5.505086421966553,3.581249952316284,10.155241966247559,31.860595703125 -2006-03-02,2.0971176624298096,41.33000183105469,1.843999981880188,,30.58527374267578,32.18526840209961,98.39297485351562,,9.353137016296387,25.473661422729492,,,11.431931495666504,23.216066360473633,13.588723182678223,,5.542322635650635,3.653749942779541,10.135001182556152,32.12987518310547 -2006-03-03,2.040178060531616,39.5099983215332,1.8604999780654907,,30.612377166748047,32.10108184814453,99.0219497680664,,9.396119117736816,25.430862426757812,,,11.554760932922363,23.501880645751953,13.638553619384766,,5.4854865074157715,3.608750104904175,10.195732116699219,32.19853210449219 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-2006-03-17,1.9479917287826538,33.95000076293945,1.7994999885559082,,31.770751953125,34.27803039550781,103.36502838134766,,8.44229507446289,25.314687728881836,,,11.576693534851074,23.808027267456055,14.033377647399902,,5.291466236114502,3.7587499618530273,10.540510177612305,32.23548889160156 -2006-03-20,1.9278062582015991,34.150001525878906,1.8114999532699585,,31.770751953125,33.875125885009766,103.33507537841797,,8.650999069213867,25.345264434814453,,,11.611788749694824,23.14361572265625,14.140704154968262,,5.25618839263916,3.8812499046325684,10.78207015991211,32.02955627441406 -2006-03-21,1.8621305227279663,34.439998626708984,1.7960000038146973,,31.54721450805664,33.375980377197266,102.85584259033203,,8.445525169372559,25.192398071289062,,,11.541598320007324,22.986740112304688,13.906883239746094,,5.236591815948486,3.862499952316284,10.861087799072266,32.061241149902344 -2006-03-22,1.8579127788543701,34.369998931884766,1.7999999523162842,,31.831745147705078,33.17753601074219,103.42488861083984,,8.452978134155273,25.71214485168457,,,11.581082344055176,23.57732582092285,14.014209747314453,,5.275788307189941,3.8975000381469727,10.8588228225708,32.23548889160156 -2006-03-23,1.812421202659607,34.75,1.784000039100647,,31.63529396057129,32.8046760559082,102.19691467285156,,8.494471549987793,25.70602798461914,,,11.475798606872559,24.15869140625,13.849381446838379,,5.291466236114502,3.9412500858306885,10.958158493041992,32.341068267822266 -2006-03-24,1.8063963651657104,36.130001068115234,1.7734999656677246,,31.770751953125,32.70244216918945,101.68768310546875,,9.088530540466309,25.742721557617188,,,11.414385795593262,24.53702735900879,14.037209510803223,,5.363979339599609,4.125,10.879140853881836,32.298851013183594 -2006-03-27,1.7928389310836792,35.33000183105469,1.7625000476837158,,31.716585159301758,32.92496109008789,101.20846557617188,,9.1851806640625,25.748828887939453,,,11.322254180908203,24.832317352294922,14.025713920593262,,5.352220058441162,4.275000095367432,10.82496166229248,32.362205505371094 -2006-03-28,1.7687381505966187,34.09000015258789,1.784500002861023,,31.20174217224121,33.17152404785156,100.63937377929688,,9.371770858764648,25.412519454956055,,,11.120469093322754,25.45981788635254,14.029544830322266,,5.295385837554932,4.113749980926514,10.779810905456543,32.18268585205078 -2006-03-29,1.8777951002120972,34.290000915527344,1.815999984741211,,31.140775680541992,32.78665542602539,101.62779235839844,,9.813526153564453,25.48589515686035,,,11.072216033935547,25.690519332885742,14.38603687286377,,5.342422962188721,4.25,10.847537994384766,32.356929779052734 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-2006-04-18,1.9949889183044434,31.229999542236328,1.8140000104904175,,31.13399887084961,35.17551803588867,101.44808959960938,,10.043597221374512,26.261394500732422,,,10.936223983764648,26.5487117767334,14.784687042236328,,5.167834758758545,4.046249866485596,10.475042343139648,33.550228118896484 -2006-04-19,1.9778172969818115,31.540000915527344,1.844499945640564,,31.19497299194336,34.916587829589844,101.50797271728516,,10.199130058288574,26.273731231689453,,,10.887969017028809,27.582246780395508,14.903517723083496,,5.12998104095459,4.125,10.4908447265625,33.951534271240234 -2006-04-20,2.037468433380127,31.3799991607666,1.8170000314712524,,31.35076332092285,34.8322639465332,102.19691467285156,,10.310935020446777,26.261394500732422,,,10.944999694824219,27.166994094848633,14.89584732055664,,5.048300743103027,4.122499942779541,10.475042343139648,33.750892639160156 -2006-04-21,2.0196926593780518,31.729999542236328,1.8014999628067017,,31.750452041625977,34.657615661621094,101.74758911132812,,10.860023498535156,26.199756622314453,,,10.909905433654785,27.489965438842773,14.834514617919922,,5.050293445587158,4.111249923706055,10.344101905822754,34.32115173339844 -2006-04-24,1.980828881263733,32.810001373291016,1.7894999980926514,,31.88591957092285,34.27220153808594,101.62779235839844,,10.944499015808105,26.31070899963379,,,10.874808311462402,27.139307022094727,14.800015449523926,,5.08615255355835,4.172500133514404,10.280889511108398,34.00961685180664 -2006-04-25,1.9934825897216797,33.40999984741211,1.777500033378601,,31.89947509765625,34.669654846191406,101.74758911132812,,10.613058090209961,26.027130126953125,,,10.844101905822754,26.502580642700195,14.627527236938477,,5.100098133087158,4.088749885559082,10.3012113571167,33.76673126220703 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-2006-05-01,2.0968172550201416,31.790000915527344,1.7295000553131104,,33.31526565551758,34.12766647338867,103.00563049316406,,9.910920143127441,27.60528564453125,,,11.019574165344238,25.275266647338867,14.278697967529297,,5.211663722991943,4.591249942779541,10.368932723999023,33.48688507080078 -2006-05-02,2.1576735973358154,32.619998931884766,1.718999981880188,,33.50493621826172,33.95903778076172,103.27520751953125,,9.809053421020508,28.049131393432617,,,11.0458984375,25.60746955871582,14.497196197509766,,5.211663722991943,4.513750076293945,10.420859336853027,34.146915435791016 -2006-05-03,2.1432127952575684,33.27000045776367,1.6979999542236328,,33.39656066894531,33.77234649658203,103.03555297851562,,9.793401718139648,28.024477005004883,,,11.041510581970215,25.17375946044922,14.317037582397461,,5.17779541015625,4.462500095367432,10.540510177612305,33.67167663574219 -2006-05-04,2.142911672592163,33.95000076293945,1.7235000133514404,,33.830116271972656,34.314353942871094,104.233642578125,,9.807811737060547,28.166263580322266,,,11.063441276550293,25.29372215270996,14.869016647338867,,5.163851737976074,4.582499980926514,10.475042343139648,33.42879867553711 -2006-05-05,2.1658077239990234,34.43000030517578,1.7519999742507935,,34.18913269042969,35.12132263183594,105.31188201904297,,9.796631813049316,28.75806427001953,,,11.146784782409668,25.469045639038086,15.191008567810059,,5.17380952835083,4.599999904632568,10.666936874389648,33.79313278198242 -2006-05-08,2.1658077239990234,33.95000076293945,1.7345000505447388,,33.945274353027344,34.71183395385742,104.83269500732422,,9.808557510375977,28.41901397705078,,,11.203819274902344,25.33063507080078,15.049179077148438,,5.207679748535156,4.53249979019165,10.739174842834473,33.640010833740234 -2006-05-09,2.1398983001708984,34.15999984741211,1.7419999837875366,,33.99946212768555,34.067440032958984,104.83269500732422,,10.156892776489258,28.369699478149414,,,11.190661430358887,25.14607048034668,14.738691329956055,,5.241547584533691,4.68874979019165,10.806900978088379,33.76145553588867 -2006-05-10,2.1269443035125732,32.83000183105469,1.7079999446868896,,33.98591613769531,33.57964324951172,103.9341049194336,,10.012290000915527,28.308053970336914,,,11.088802337646484,25.192211151123047,14.64285659790039,,5.213654518127441,4.612500190734863,10.78658390045166,33.89942932128906 -2006-05-11,2.0531344413757324,31.489999771118164,1.6764999628067017,,33.660762786865234,32.41133499145508,103.36502838134766,,9.61525821685791,27.833385467529297,,,10.986948013305664,26.04118537902832,14.00654411315918,,5.201700687408447,4.596250057220459,10.666936874389648,33.67655944824219 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-2006-05-25,1.9380491971969604,30.969999313354492,1.781499981880188,,33.132362365722656,30.827510833740234,103.09544372558594,,9.515626907348633,26.415504455566406,4.204172611236572,,10.561820030212402,23.106706619262695,13.584890365600586,,5.120022296905518,4.272500038146973,11.202747344970703,32.647029876708984 -2006-05-26,1.9145514965057373,31.6299991607666,1.8035000562667847,,33.45075225830078,31.230989456176758,102.82584381103516,,9.47488021850586,26.649761199951172,4.106380462646484,,10.628250122070312,23.40199851989746,13.581060409545898,,5.225610256195068,4.300000190734863,11.24806022644043,32.67889404296875 -2006-05-30,1.8443562984466553,30.479999542236328,1.7319999933242798,,32.99013137817383,30.586620330810547,101.98722839355469,,9.241082191467285,26.162755966186523,4.021383285522461,,10.44225025177002,23.14361572265625,13.389402389526367,,5.147913932800293,4.31374979019165,10.942220687866211,31.946552276611328 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-2006-11-17,2.5863757133483887,21.450000762939453,2.127500057220459,,37.94805908203125,33.23357391357422,110.17548370361328,,12.39275074005127,29.83292007446289,8.674549102783203,,12.269246101379395,25.557918548583984,14.343864440917969,,6.812180995941162,5.818749904632568,10.80171012878418,39.13047409057617 -2006-11-20,2.6050541400909424,21.440000534057617,2.121999979019165,,37.98265075683594,33.01000213623047,109.35482025146484,,12.299827575683594,29.98314666748047,8.802665710449219,,12.197099685668945,25.271381378173828,14.087043762207031,,6.814235210418701,5.948750019073486,10.851741790771484,38.782440185546875 -2006-11-21,2.669224500656128,21.239999771118164,2.127000093460083,,37.85810470581055,33.57196044921875,108.80774688720703,,12.662574768066406,29.889253616333008,9.206243515014648,,12.15201187133789,25.918415069580078,14.018041610717773,,6.7198486328125,5.991250038146973,10.872212409973145,39.29646682739258 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-2009-11-30,6.0226263999938965,7.010000228881836,6.795499801635742,,12.640020370483398,26.888689041137695,55.62643051147461,,14.484999656677246,28.876909255981445,22.275772094726562,,9.629082679748535,44.016700744628906,8.394726753234863,,6.719280242919922,3.200000047683716,13.124614715576172,42.63422775268555 -2009-12-01,5.934053897857666,7.199999809265137,6.925000190734863,,12.679892539978027,27.32813835144043,56.14728927612305,,14.65569019317627,28.69341278076172,22.472766876220703,,9.989445686340332,44.62376022338867,8.329564094543457,,6.779139995574951,3.268749952316284,13.172731399536133,43.185142517089844 -2009-12-02,5.911758899688721,7.300000190734863,7.112500190734863,,12.488378524780273,27.077030181884766,55.80006408691406,,14.597053527832031,28.49633026123047,22.42005157470703,,9.931146621704102,44.2968635559082,8.310395240783691,,6.821544170379639,3.305000066757202,13.129422187805176,43.04315185546875 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-2009-12-21,5.972012519836426,9.529999732971191,6.639500141143799,,12.19312572479248,25.155954360961914,54.063880920410156,,14.874580383300781,28.475948333740234,23.616798400878906,,9.862257957458496,48.281951904296875,8.870041847229004,,6.868930816650391,3.3712499141693115,12.91270923614502,38.908634185791016 -2009-12-22,6.036182880401611,9.430000305175781,6.6875,,12.233019828796387,25.394529342651367,53.75139236450195,,14.935203552246094,28.503128051757812,23.640838623046875,,9.862257957458496,48.55303955078125,9.092370986938477,,6.95872163772583,3.380000114440918,12.898200988769531,38.942718505859375 -2009-12-23,6.088601589202881,9.670000076293945,6.947000026702881,,12.121307373046875,25.589139938354492,53.856224060058594,,15.1975736618042,28.2448673248291,23.61309051513672,,9.846357345581055,49.02979278564453,9.100034713745117,,6.99363899230957,3.450000047683716,12.893363952636719,38.766658782958984 -2009-12-24,6.297682762145996,9.90999984741211,6.923500061035156,,12.169184684753418,25.551469802856445,53.96106719970703,,15.366522789001465,28.469141006469727,23.622343063354492,,9.856958389282227,49.543922424316406,9.069371223449707,,7.008605480194092,3.4387500286102295,12.961077690124512,38.99382400512695 -2009-12-28,6.375109672546387,9.829999923706055,6.9654998779296875,,12.201104164123535,25.670753479003906,53.61158752441406,,15.47559642791748,28.35361099243164,23.766618728637695,,9.872857093811035,49.02979278564453,9.12686824798584,,7.065968990325928,3.418750047683716,13.052962303161621,39.232357025146484 -2009-12-29,6.299490451812744,9.75,6.9704999923706055,,12.065445899963379,25.375686645507812,53.96106719970703,,15.389381408691406,28.197296142578125,23.894248962402344,,9.8357572555542,47.74913787841797,9.011873245239258,,7.068463325500488,3.473750114440918,13.08439826965332,39.096046447753906 -2009-12-30,6.376010417938232,9.720000267028809,6.82450008392334,,12.025551795959473,25.32546043395996,53.64654541015625,,15.47211742401123,28.22447395324707,23.859102249145508,,9.803962707519531,47.39391326904297,8.935210227966309,,7.063475131988525,3.483750104904175,13.130341529846191,39.05628967285156 -2009-12-31,6.34859561920166,9.680000305175781,6.72599983215332,,12.017566680908203,24.859277725219727,52.877681732177734,,15.403792381286621,28.31962776184082,23.674142837524414,,9.639681816101074,46.599342346191406,8.839380264282227,,6.991145133972168,3.408750057220459,12.92480754852295,38.72690200805664 -2010-01-04,6.44741153717041,9.699999809265137,6.695000171661377,,12.520292282104492,25.31916618347168,53.996028900146484,,15.57199764251709,29.15656089782715,23.753673553466797,,10.031842231750488,49.170005798339844,8.835545539855957,,7.128324508666992,3.509999990463257,13.113418579101562,39.27211380004883 -2010-01-05,6.458559513092041,9.710000038146973,6.734499931335449,,12.927266120910645,25.96175765991211,54.275611877441406,,15.503422737121582,29.7213134765625,23.68338966369629,,9.888752937316895,49.83372116088867,9.042537689208984,,7.093406677246094,3.615000009536743,12.98283576965332,39.42543411254883 -2010-01-06,6.355825424194336,9.569999694824219,6.612500190734863,,13.078883171081543,25.76015281677246,53.996028900146484,,15.112601280212402,29.884628295898438,23.64914321899414,,9.856958389282227,49.543922424316406,8.977373123168945,,7.0237250328063965,3.694999933242798,12.95382308959961,39.766212463378906 -2010-01-07,6.344078063964844,9.470000267028809,6.5,,13.509795188903809,26.169652938842773,56.79191589355469,,14.760787010192871,30.476604461669922,23.49460792541504,,9.819864273071289,49.4504508972168,8.954377174377441,,6.944860935211182,3.651249885559082,12.961077690124512,39.641273498535156 -2010-01-08,6.386253833770752,9.430000305175781,6.676000118255615,,13.390093803405762,25.142763137817383,58.015159606933594,,14.957565307617188,30.40175437927246,23.50294303894043,,9.899354934692383,50.41328430175781,8.923709869384766,,6.893984317779541,3.643749952316284,12.895784378051758,39.482242584228516 -2010-01-11,6.329919815063477,9.140000343322754,6.515500068664551,,13.509795188903809,24.71436882019043,58.5743522644043,,14.934955596923828,30.299680709838867,23.11612892150879,,9.978843688964844,48.637176513671875,8.896878242492676,,6.860910892486572,3.6362500190734863,13.108577728271484,39.92522430419922 -2010-01-12,6.2579145431518555,8.649999618530273,6.367499828338623,,13.05494499206543,24.7332706451416,58.60929489135742,,14.670845985412598,29.5920467376709,23.103166580200195,,9.947052001953125,47.421958923339844,8.747382164001465,,6.858371257781982,3.619999885559082,13.234317779541016,39.72645568847656 -2010-01-13,6.346186637878418,9.149999618530273,6.45550012588501,,13.262414932250977,25.02936553955078,58.81896209716797,,14.58661937713623,30.109169006347656,23.703739166259766,,10.180224418640137,48.618492126464844,8.962041854858398,,6.776965141296387,3.625,13.302026748657227,39.56742858886719 -2010-01-14,6.309431076049805,9.0,6.367499828338623,,13.42201042175293,24.789968490600586,58.36461639404297,,14.655193328857422,30.408552169799805,24.104434967041016,,10.270316123962402,49.805686950683594,9.027204513549805,,6.66248893737793,3.612499952316284,13.108577728271484,39.57310485839844 -2010-01-15,6.2039875984191895,8.84000015258789,6.35699987411499,,12.975144386291504,24.525379180908203,57.455989837646484,,14.410463333129883,29.7213134765625,24.305248260498047,,10.328604698181152,49.310218811035156,8.919876098632812,,6.560733318328857,3.4987499713897705,12.980419158935547,39.2494010925293 -2010-01-19,6.478442192077637,9.010000228881836,6.380499839782715,,13.023021697998047,24.632471084594727,57.80545425415039,,14.599787712097168,29.449134826660156,24.49957847595215,,10.598881721496582,49.61870193481445,9.038707733154297,,6.665035247802734,3.3924999237060547,13.065053939819336,39.34025192260742 -2010-01-20,6.378724098205566,8.869999885559082,6.289000034332275,,13.158679962158203,24.42458724975586,57.66565704345703,,14.420650482177734,29.530792236328125,24.37373161315918,,10.567083358764648,48.3193473815918,8.927539825439453,,6.570908546447754,3.3350000381469727,13.023942947387695,38.63603210449219 -2010-01-21,6.268459320068359,8.989999771118164,6.330999851226807,,12.34473991394043,24.046592712402344,55.98811721801758,,14.484503746032715,27.58477020263672,23.922134399414062,,10.196122169494629,47.20695114135742,9.077037811279297,,6.530205249786377,3.4175000190734863,12.796642303466797,37.88068389892578 -2010-01-22,5.957553386688232,7.880000114440918,6.071499824523926,,11.889898300170898,23.403993606567383,56.302635192871094,,13.66534423828125,26.645755767822266,23.30213165283203,,10.047736167907715,45.63650131225586,8.781882286071777,,6.458975315093994,3.328749895095825,12.80147933959961,37.539939880371094 -2010-01-25,6.117824554443359,8.069999694824219,6.015500068664551,,11.953728675842285,23.643388748168945,57.2113151550293,,13.41663932800293,26.679777145385742,23.361356735229492,,9.989445686340332,46.62736892700195,8.586389541625977,,6.5073113441467285,3.317500114440918,12.786970138549805,37.39795684814453 -2010-01-26,6.204290390014648,8.09000015258789,5.973999977111816,,11.786152839660645,23.347305297851562,57.141448974609375,,13.476765632629395,26.15585708618164,23.006011962890625,,9.952349662780762,44.860626220703125,8.64005184173584,,6.4437127113342285,3.427500009536743,12.963491439819336,37.437705993652344 -2010-01-27,6.262734889984131,8.1899995803833,6.137499809265137,,12.121307373046875,23.25910758972168,56.96670150756836,,13.468814849853516,26.761438369750977,23.72040367126465,,10.06893539428711,44.26235580444336,8.590222358703613,,6.517484188079834,3.4887499809265137,12.91270923614502,37.221900939941406 -2010-01-28,6.0039472579956055,7.880000114440918,6.301499843597412,,12.264942169189453,22.900014877319336,56.47740173339844,,13.274770736694336,26.863489151000977,23.083736419677734,,9.872857093811035,43.97257995605469,8.463724136352539,,6.497134685516357,3.28125,12.7216796875,36.89250183105469 -2010-01-29,5.786131381988525,7.460000038146973,6.270500183105469,,12.113327980041504,23.08901023864746,56.19780349731445,,13.166691780090332,26.496063232421875,23.125381469726562,,9.888752937316895,43.000404357910156,8.352561950683594,,6.4513444900512695,3.174999952316284,12.919966697692871,36.59150314331055 -2010-02-01,5.866568565368652,7.980000019073486,5.94350004196167,,12.304841041564941,23.158313751220703,56.79191589355469,,13.243215560913086,26.965564727783203,23.451114654541016,,9.957648277282715,44.468013763427734,8.521224021911621,,6.456431865692139,3.2462499141693115,12.932062149047852,37.58536911010742 -2010-02-02,5.900613307952881,7.909999847412109,5.906000137329102,,12.448478698730469,23.485902786254883,58.888885498046875,,13.196009635925293,27.591556549072266,23.37153434753418,,10.196122169494629,45.58041763305664,8.605549812316895,,6.535293102264404,3.3499999046325684,12.934477806091309,38.028350830078125 -2010-02-03,6.002138614654541,7.809999942779541,5.954999923706055,,12.392618179321289,23.328401565551758,58.294742584228516,,13.43701171875,27.414661407470703,22.910690307617188,,9.960748672485352,45.28128433227539,8.59788703918457,,6.5073113441467285,3.234999895095825,13.123092651367188,37.823909759521484 -2010-02-04,5.785829067230225,7.190000057220459,5.796999931335449,,11.770195960998535,22.421222686767578,56.058006286621094,,13.088179588317871,26.094608306884766,20.553726196289062,,9.645124435424805,43.23408508300781,8.36022663116455,,6.367395877838135,3.0562500953674316,12.808734893798828,36.75621032714844 -2010-02-05,5.8885602951049805,7.349999904632568,5.869500160217285,,11.969690322875977,22.566120147705078,55.18427658081055,,13.200233459472656,26.060590744018555,20.42695426940918,,9.60767936706543,43.39299392700195,8.318062782287598,,6.420815944671631,3.055000066757202,12.92480754852295,36.80164337158203 -2010-02-08,5.848191738128662,7.420000076293945,5.8414998054504395,,11.554740905761719,22.34562873840332,54.520263671875,,13.25439739227295,25.652320861816406,20.950727462768555,,9.543484687805176,43.411712646484375,8.398557662963867,,6.354677200317383,2.992500066757202,12.799059867858887,36.784481048583984 -2010-02-09,5.910553455352783,7.539999961853027,5.901500225067139,,11.546762466430664,22.666913986206055,54.520263671875,,13.328187942504883,26.1218318939209,20.677738189697266,,9.564886093139648,44.43062210083008,8.505890846252441,,6.425904273986816,3.106250047683716,12.876441955566406,37.27037048339844 -2010-02-10,5.878318786621094,7.639999866485596,5.868000030517578,,11.70635986328125,22.301532745361328,54.83479690551758,,13.278745651245117,26.44843864440918,20.996990203857422,,9.489988327026367,44.61756896972656,8.574889183044434,,6.390288829803467,3.067500114440918,12.874022483825684,37.07029724121094 -2010-02-11,5.9852681159973145,7.840000152587891,6.004499912261963,,11.6744384765625,22.459014892578125,55.11439895629883,,13.327195167541504,26.550504684448242,21.19131851196289,,9.55953311920166,45.60844421386719,8.647717475891113,,6.408097743988037,3.166249990463257,12.835331916809082,37.293235778808594 -2010-02-12,6.0367865562438965,7.869999885559082,5.982999801635742,,11.530800819396973,22.528318405151367,54.345497131347656,,13.24570083618164,26.502866744995117,20.865585327148438,,9.522086143493652,46.37500762939453,8.66304874420166,,6.3775739669799805,3.1600000858306885,12.791805267333984,37.04171371459961 -2010-02-16,6.127768039703369,8.0600004196167,5.876500129699707,,12.097370147705078,22.950414657592773,56.058006286621094,,13.44893741607666,27.264963150024414,20.848934173583984,,9.479291915893555,49.47848892211914,8.770383834838867,,6.441167831420898,3.203749895095825,12.95140266418457,37.88772964477539 -2010-02-17,6.102160930633545,8.029999732971191,5.815499782562256,,12.496357917785645,22.85590362548828,56.44245529174805,,13.37216567993164,27.244544982910156,20.805435180664062,,9.452542304992676,49.815006256103516,8.873879432678223,,6.461519718170166,3.2274999618530273,13.072311401367188,37.59047317504883 -2010-02-18,6.113608360290527,7.949999809265137,5.9039998054504395,,12.671907424926758,22.77401351928711,56.75699996948242,,13.496641159057617,27.49630355834961,20.543560028076172,,9.484640121459961,49.86175537109375,8.916038513183594,,6.420815944671631,3.211250066757202,12.92963981628418,37.70480728149414 -2010-02-19,6.075648784637451,7.929999828338623,5.875999927520752,,12.671907424926758,22.893718719482422,56.51235580444336,,13.435522079467773,27.23774528503418,20.60185432434082,,9.623726844787598,50.385257720947266,8.954377174377441,,6.3852009773254395,3.221250057220459,12.934477806091309,37.653358459472656 -2010-02-22,6.037990570068359,7.900000095367432,5.9004998207092285,,12.935246467590332,23.038610458374023,56.79191589355469,,13.486207008361816,27.795696258544922,20.750835418701172,,9.602328300476074,49.2073860168457,8.778048515319824,,6.364852428436279,3.242500066757202,13.016693115234375,37.384700775146484 -2010-02-23,5.936764240264893,7.789999961853027,5.861999988555908,,12.719791412353516,22.931507110595703,55.74346923828125,,13.294150352478027,27.13567352294922,20.545408248901367,,9.452542304992676,47.328460693359375,8.693720817565918,,6.316516876220703,3.1675000190734863,12.965913772583008,37.12173843383789 -2010-02-24,6.04522180557251,8.050000190734863,5.986000061035156,,13.03100299835205,23.271711349487305,56.337581634521484,,13.204705238342285,27.795696258544922,20.520421981811523,,9.527432441711426,47.14151382446289,8.847042083740234,,6.336869239807129,3.231250047683716,13.0384521484375,37.47043228149414 -2010-02-25,6.085590362548828,7.889999866485596,5.909999847412109,,13.206554412841797,23.227615356445312,55.985931396484375,,13.079483032226562,27.652803421020508,20.496355056762695,,9.463239669799805,47.70237731933594,8.778048515319824,,6.301254749298096,3.2612500190734863,13.094070434570312,37.23607635498047 -2010-02-26,6.16452169418335,7.909999847412109,5.920000076293945,,13.294336318969727,22.994516372680664,56.47825241088867,,13.088677406311035,28.557762145996094,20.76287078857422,,9.388346672058105,47.309776306152344,8.781882286071777,,6.311429500579834,3.257499933242798,13.074724197387695,37.156036376953125 -2010-03-01,6.296176433563232,8.210000038146973,6.2270002365112305,,13.334234237670898,23.183507919311523,55.91558837890625,,13.235017776489258,28.4625244140625,21.53742027282715,,9.495338439941406,47.889347076416016,8.927539825439453,,6.359764575958252,3.3550000190734863,13.03361701965332,37.384700775146484 -2010-03-02,6.291958332061768,8.380000114440918,6.276500225067139,,13.13474178314209,22.963014602661133,55.91558837890625,,13.442975044250488,28.319629669189453,21.45135498046875,,9.415094375610352,47.21630096435547,8.942876815795898,,6.32923698425293,3.369999885559082,12.95865535736084,37.43614196777344 -2010-03-03,6.306419372558594,8.350000381469727,6.29449987411499,,13.07086181640625,23.026010513305664,56.37278366088867,,13.54881763458252,28.258380889892578,21.482820510864258,,9.26530933380127,47.13216781616211,8.839380264282227,,6.331781387329102,3.34375,12.97558879852295,37.4018440246582 -2010-03-04,6.347992897033691,8.5,6.426499843597412,,13.094817161560059,23.403993606567383,56.65409851074219,,13.779136657714844,28.523754119873047,21.561477661132812,,9.270662307739258,46.41237258911133,8.785715103149414,,6.349587917327881,3.336250066757202,13.048127174377441,37.384700775146484 -2010-03-05,6.596238136291504,8.609999656677246,6.445499897003174,,13.334355354309082,24.342674255371094,57.49812698364258,,14.01815128326416,29.129352569580078,22.166675567626953,,9.350906372070312,48.1043586730957,8.958209037780762,,6.357218265533447,3.5174999237060547,13.091653823852539,37.996360778808594 -2010-03-08,6.600154876708984,8.640000343322754,6.505499839782715,,13.366299629211426,24.789968490600586,57.21677017211914,,13.975168228149414,28.979652404785156,22.72838592529297,,9.281359672546387,47.178916931152344,8.939042091369629,,6.430994033813477,3.521250009536743,13.094070434570312,38.00205612182617 -2010-03-09,6.7188544273376465,8.630000114440918,6.440999984741211,,13.41420841217041,24.51277732849121,57.99044418334961,,13.9182710647583,28.863969802856445,22.80889892578125,,9.217164993286133,47.964134216308594,9.054036140441895,,6.502223491668701,3.5512499809265137,13.072311401367188,38.173545837402344 -2010-03-10,6.773683071136475,8.920000076293945,6.5254998207092285,,13.661725997924805,24.544273376464844,58.06078338623047,,14.32226276397705,29.21099281311035,23.097614288330078,,9.174369812011719,48.010868072509766,9.287870407104492,,6.4920477867126465,3.625,13.041423797607422,38.42506790161133 -2010-03-11,6.793567180633545,8.949999809265137,6.678999900817871,,13.669716835021973,24.865570068359375,57.95530700683594,,14.438788414001465,29.381101608276367,23.15221405029297,,9.249261856079102,47.97346115112305,9.30319595336914,,6.5123982429504395,3.6475000381469727,13.124101638793945,38.42506790161133 -2010-03-12,6.826706886291504,8.930000305175781,6.591000080108643,,13.454132080078125,25.27506446838379,59.92465591430664,,14.39903450012207,29.360685348510742,23.131853103637695,,9.136922836303711,48.02023696899414,9.307031631469727,,6.517484188079834,3.549999952316284,13.107080459594727,38.18497848510742 -2010-03-15,6.743558883666992,8.920000076293945,6.55649995803833,,13.454132080078125,24.947465896606445,60.80379867553711,,13.992561340332031,29.306255340576172,23.142032623291016,,9.23321533203125,47.28116989135742,9.360696792602539,,6.558189392089844,3.5225000381469727,13.476707458496094,37.89916229248047 -2010-03-16,6.761935710906982,9.399999618530273,6.5894999504089355,,13.59785270690918,24.934864044189453,63.54683303833008,,14.042749404907227,29.42192268371582,23.073556900024414,,9.23321533203125,47.34664535522461,9.694183349609375,,6.575995445251465,3.586250066757202,13.615312576293945,38.053504943847656 -2010-03-17,6.751992702484131,9.670000076293945,6.566999912261963,,13.789482116699219,25.26875877380371,63.441368103027344,,14.051692008972168,29.796175003051758,23.009706497192383,,9.206470489501953,47.59925079345703,9.797679901123047,,6.588713645935059,3.6212499141693115,13.598288536071777,38.505096435546875 -2010-03-18,6.767960071563721,9.390000343322754,6.638000011444092,,13.637772560119629,25.48296356201172,63.96883010864258,,14.072563171386719,29.694095611572266,22.792238235473633,,9.217164993286133,46.1304817199707,9.590688705444336,,6.62941837310791,3.5425000190734863,13.603158950805664,38.52223205566406 -2010-03-19,6.695656776428223,9.109999656677246,6.517499923706055,,13.430170059204102,25.823156356811523,63.54683303833008,,13.913551330566406,29.5648250579834,22.61272430419922,,9.045981407165527,44.680419921875,9.571518898010254,,6.675209045410156,3.5924999713897705,13.457253456115723,38.322181701660156 -2010-03-22,6.770971775054932,9.3100004196167,6.523499965667725,,13.541955947875977,25.955446243286133,63.54683303833008,,13.85143756866455,29.762155532836914,22.864418029785156,,9.174369812011719,44.58687210083008,9.675019264221191,,6.715910911560059,3.7612500190734863,13.525341033935547,38.28215789794922 -2010-03-23,6.879729747772217,9.449999809265137,6.4629998207092285,,13.67769718170166,26.150745391845703,64.4611587524414,,13.640249252319336,30.333711624145508,22.726537704467773,,9.383004188537598,44.465248107910156,9.740184783935547,,6.7540693283081055,3.8499999046325684,13.590999603271484,38.270729064941406 -2010-03-24,6.910157203674316,9.229999542236328,6.4019999504089355,,14.029017448425293,25.94284439086914,64.88318634033203,,13.847212791442871,30.57866668701172,22.6423397064209,,9.42044734954834,44.35298538208008,9.694183349609375,,6.680296421051025,3.6449999809265137,13.515609741210938,38.01348114013672 -2010-03-25,6.828211784362793,9.029999732971191,6.736499786376953,,14.164755821228027,26.875225067138672,64.35572814941406,,13.985107421875,30.57866668701172,22.77280616760254,,9.302755355834961,42.78132629394531,9.28019905090332,,6.652314186096191,3.7699999809265137,13.522910118103027,37.89916229248047 -2010-03-26,6.956250190734863,9.020000457763672,6.752999782562256,,14.29251766204834,27.19021987915039,64.496337890625,,13.980385780334473,30.633092880249023,22.78668785095215,,9.169020652770996,42.72517776489258,9.425861358642578,,6.675209045410156,3.825000047683716,13.498586654663086,38.036346435546875 -2010-03-29,7.001140594482422,9.109999656677246,6.75600004196167,,14.404301643371582,27.089426040649414,64.70734405517578,,13.9744234085083,30.524234771728516,22.950485229492188,,9.243910789489746,43.92265319824219,9.433525085449219,,6.743895053863525,3.825000047683716,13.554519653320312,38.470794677734375 -2010-03-30,7.105376720428467,9.270000457763672,6.828999996185303,,14.180732727050781,26.850027084350586,64.35572814941406,,14.080265998840332,30.333711624145508,23.35765838623047,,9.23321533203125,43.763607025146484,9.414358139038086,,6.601434707641602,3.78125,13.595869064331055,38.32788848876953 -2010-03-31,7.079768657684326,9.270000457763672,6.78849983215332,,14.252588272094727,26.799623489379883,64.00399017333984,,14.090453147888184,30.44938850402832,23.50478172302246,,9.174369812011719,43.84779739379883,9.30319595336914,,6.573453903198242,3.6762499809265137,13.520474433898926,38.28787612915039 -2010-04-01,7.108992099761963,9.369999885559082,6.5904998779296875,,14.404301643371582,26.81852912902832,64.4611587524414,,14.132192611694336,30.776365280151367,23.499235153198242,,9.136922836303711,44.47462463378906,9.291695594787598,,6.642138481140137,3.819999933242798,13.493727684020996,38.64799880981445 -2010-04-05,7.184913635253906,9.529999732971191,6.57450008392334,,14.476167678833008,27.322526931762695,65.16455078125,,14.187101364135742,30.885345458984375,23.650997161865234,,9.040633201599121,45.72820281982422,9.472607612609863,,6.693016529083252,3.867500066757202,13.493727684020996,38.979549407958984 -2010-04-06,7.216546058654785,9.350000381469727,6.7779998779296875,,14.763603210449219,27.78870391845703,65.41070556640625,,14.117782592773438,31.225955963134766,23.944347381591797,,9.07273006439209,45.74691390991211,9.46876049041748,,6.693016529083252,3.9200000762939453,13.503453254699707,38.81377410888672 -2010-04-07,7.248479843139648,9.65999984741211,6.743500232696533,,14.86740779876709,27.845417022705078,65.05902862548828,,14.001504898071289,30.87172508239746,23.672122955322266,,9.131573677062988,44.83946228027344,9.588079452514648,,6.6660075187683105,3.9437499046325684,13.44266128540039,38.49367141723633 -2010-04-08,7.228896141052246,9.420000076293945,7.047999858856201,,14.891364097595215,28.135210037231445,65.27005004882812,,14.099644660949707,31.171445846557617,23.78508758544922,,9.169020652770996,45.213661193847656,9.557287216186523,,6.762165546417236,3.9549999237060547,13.466973304748535,38.79090881347656 -2010-04-09,7.284328460693359,9.300000190734863,7.002999782562256,,14.843459129333496,28.280099868774414,65.12935638427734,,14.06809139251709,31.321317672729492,23.97027015686035,,9.227867126464844,47.037925720214844,9.514942169189453,,6.8713154792785645,4.034999847412109,13.391594886779785,39.30537796020508 -2010-04-12,7.29939603805542,9.420000076293945,7.059999942779541,,14.899347305297852,28.494293212890625,65.79755401611328,,14.229835510253906,31.4302978515625,24.034154891967773,,9.249261856079102,46.93501663208008,9.426413536071777,,6.855723857879639,4.118750095367432,13.379435539245605,39.27678680419922 -2010-04-13,7.303613662719727,9.5600004196167,7.007999897003174,,14.907330513000488,28.24151611328125,66.64157104492188,,14.578668594360352,31.246389389038086,23.93508529663086,,9.190421104431152,46.96308898925781,9.518796920776367,,6.808945178985596,4.072500228881836,13.30648136138916,39.24821472167969 -2010-04-14,7.401824951171875,9.890000343322754,7.214000225067139,,15.490206718444824,28.79762077331543,68.0482406616211,,14.634074211120605,32.51339340209961,24.363784790039062,,9.131573677062988,47.55247116088867,9.561135292053223,,6.819339275360107,4.328750133514404,13.287027359008789,39.2196159362793 -2010-04-15,7.499136447906494,10.15999984741211,7.290999889373779,,15.554088592529297,28.999849319458008,68.57572174072266,,14.79060173034668,32.56789779663086,24.317495346069336,,9.088780403137207,47.74891662597656,9.67275619506836,,6.819339275360107,4.173749923706055,13.16301155090332,39.019569396972656 -2010-04-16,7.453341960906982,9.8100004196167,7.108500003814697,,14.699726104736328,28.68387222290039,66.71186065673828,,13.668821334838867,31.028396606445312,24.027692794799805,,8.987137794494629,46.542091369628906,9.60732364654541,,6.7387776374816895,4.21750020980835,13.158146858215332,38.830928802490234 -2010-04-19,7.443400859832764,9.579999923706055,7.121500015258789,,14.683762550354004,28.36790657043457,66.60638427734375,,13.667579650878906,30.919391632080078,23.8239803314209,,8.98178768157959,45.391422271728516,9.584228515625,,6.855723857879639,4.206250190734863,13.226238250732422,39.002418518066406 -2010-04-20,7.368686199188232,9.770000457763672,7.210000038146973,,14.859424591064453,28.56380844116211,66.81739044189453,,13.79031753540039,31.253189086914062,24.202678680419922,,8.965742111206055,45.79369354248047,9.722793579101562,,6.928488731384277,4.235000133514404,13.25784683227539,39.4254150390625 -2010-04-21,7.809439182281494,9.779999732971191,7.321499824523926,,14.595928192138672,29.183116912841797,66.92289733886719,,13.771930694580078,30.89216423034668,24.128604888916016,,8.880146026611328,45.915306091308594,9.772834777832031,,6.8453288078308105,4.252500057220459,13.245695114135742,39.39683151245117 -2010-04-22,8.02785873413086,9.859999656677246,7.504499912261963,,14.803535461425781,29.821374893188477,66.64157104492188,,13.592049598693848,30.47663116455078,24.222122192382812,,8.81595516204834,46.14918899536133,10.48876667022705,,6.827138900756836,4.352499961853027,13.250555992126465,39.19103240966797 -2010-04-23,8.159208297729492,9.760000228881836,7.18149995803833,,14.71570110321045,30.69977569580078,67.06352996826172,,13.540618896484375,30.61286163330078,24.742494583129883,,9.045981407165527,47.50568389892578,10.492612838745117,,6.8219380378723145,4.418749809265137,13.260281562805176,39.57975387573242 -2010-04-26,8.119141578674316,9.970000267028809,7.355500221252441,,14.412293434143066,30.529146194458008,67.8724136352539,,13.208930015563965,29.897615432739258,24.609167098999023,,8.99783706665039,47.8611946105957,10.542651176452637,,6.827138900756836,4.491250038146973,13.141125679016113,39.608333587646484 -2010-04-27,7.8943986892700195,9.579999923706055,7.10099983215332,,13.94917106628418,29.37902069091797,65.76236724853516,,13.144827842712402,28.889448165893555,23.597131729125977,,8.805255889892578,45.77499008178711,10.211629867553711,,6.743972301483154,4.275000095367432,13.141125679016113,39.025272369384766 -2010-04-28,7.881141185760498,9.550000190734863,6.96750020980835,,14.196700096130371,29.385332107543945,66.64157104492188,,13.148058891296387,29.604698181152344,23.425830841064453,,8.842700004577637,44.50267028808594,10.092306137084961,,6.733578681945801,4.442500114440918,13.03656005859375,39.55118942260742 -2010-04-29,8.093233108520508,9.720000267028809,7.08650016784668,,14.611893653869629,30.13102912902832,68.5405502319336,,13.217872619628906,29.972553253173828,23.64620018005371,,9.019235610961914,43.632625579833984,10.238574028015137,,6.793348789215088,4.481249809265137,13.058443069458008,39.24821472167969 -2010-04-30,7.865775108337402,9.069999694824219,6.855000019073486,,14.236620903015137,28.766029357910156,66.3250503540039,,13.061346054077148,29.005252838134766,22.966569900512695,,8.944341659545898,44.680419921875,9.999930381774902,,6.772562503814697,4.21875,13.04386043548584,38.73945236206055 -2010-05-03,8.02424144744873,9.289999961853027,6.874499797821045,,14.42027473449707,29.13886833190918,67.73175811767578,,13.183089256286621,29.65238380432129,23.216567993164062,,9.045981407165527,46.32693099975586,10.461820602416992,,6.829733371734619,4.317500114440918,13.068171501159668,38.77946472167969 -2010-05-04,7.793169021606445,8.680000305175781,6.491499900817871,,14.021036148071289,28.153047561645508,65.3403549194336,,12.581079483032227,28.930307388305664,23.263790130615234,,9.23321533203125,46.32693099975586,10.01917552947998,,6.730981349945068,4.233749866485596,13.136260986328125,37.996360778808594 -2010-05-05,7.712131023406982,8.579999923706055,6.546500205993652,,13.997084617614746,27.110342025756836,63.65236282348633,,12.66530704498291,29.039306640625,22.03139305114746,,9.287273406982422,45.57853317260742,10.092306137084961,,6.6971964836120605,4.113749980926514,13.318645477294922,37.82486343383789 -2010-05-06,7.418693542480469,8.270000457763672,6.435500144958496,,12.999000549316406,26.2319393157959,60.87415313720703,,12.389768600463867,27.799543380737305,21.32398796081543,,9.049417495727539,43.24906539916992,9.857515335083008,,6.533468723297119,3.918750047683716,12.944156646728516,36.52151870727539 -2010-05-07,7.105678081512451,8.380000114440918,6.249000072479248,,12.919154167175293,25.928607940673828,59.361961364746094,,12.252372741699219,27.76548194885254,20.65639877319336,,8.898050308227539,41.022525787353516,9.795927047729492,,6.523068904876709,3.773750066757202,12.74232006072998,36.41292190551758 -2010-05-10,7.651874542236328,8.989999771118164,6.564499855041504,,13.813433647155762,27.521102905273438,63.441368103027344,,12.960721969604492,28.57610321044922,21.32491111755371,,9.18996524810791,45.176246643066406,10.40793228149414,,6.671206474304199,4.096250057220459,12.786091804504395,37.287513732910156 -2010-05-11,7.728095531463623,9.069999694824219,6.5229997634887695,,13.701651573181152,28.077213287353516,63.30067443847656,,12.647666931152344,28.303627014160156,20.670284271240234,,9.195372581481934,44.596221923828125,10.277060508728027,,6.663409233093262,4.175000190734863,12.75691032409668,37.097591400146484 -2010-05-12,7.895905494689941,9.489999771118164,6.69350004196167,,13.629789352416992,28.506921768188477,64.8479995727539,,12.556732177734375,28.398983001708984,21.538803100585938,,9.135909080505371,44.95172882080078,10.719711303710938,,6.710189342498779,4.298749923706055,12.83591365814209,37.356571197509766 -2010-05-13,7.7835283279418945,9.420000076293945,6.573500156402588,,13.47009563446045,27.634857177734375,63.47650146484375,,12.693133354187012,27.799543380737305,21.51009750366211,,8.952109336853027,45.615943908691406,10.561898231506348,,6.689396858215332,4.25124979019165,12.816343307495117,37.25873947143555 -2010-05-14,7.64675760269165,8.800000190734863,6.426499843597412,,13.04690933227539,27.2177677154541,62.03468322753906,,12.609901428222656,27.172832489013672,19.67121696472168,,8.757497787475586,44.87687301635742,10.203932762145996,,6.60103702545166,4.101250171661377,12.747859001159668,36.6026611328125 -2010-05-17,7.658808708190918,8.850000381469727,6.445499897003174,,13.05489730834961,27.3251895904541,61.75333786010742,,12.620833396911621,27.138774871826172,19.51936149597168,,8.708843231201172,43.567138671875,10.357894897460938,,6.6971964836120605,4.117499828338623,12.897059440612793,36.4127311706543 -2010-05-18,7.602772235870361,8.420000076293945,6.314000129699707,,12.735509872436523,26.908113479614258,60.59281539916992,,12.382315635681152,26.580202102661133,18.77861976623535,,8.546670913696289,43.2303466796875,10.230873107910156,,6.650416851043701,4.026249885559082,13.136752128601074,36.1364860534668 -2010-05-19,7.48166036605835,8.470000267028809,6.229499816894531,,13.022954940795898,26.592151641845703,60.698326110839844,,12.284424781799316,26.82543182373047,18.745296478271484,,8.552077293395996,42.57550048828125,10.080760955810547,,6.6452178955078125,3.9237499237060547,12.972875595092773,35.940826416015625 -2010-05-20,7.162920951843262,8.09000015258789,5.985499858856201,,12.216509819030762,25.751663208007812,57.181617736816406,,11.801921844482422,25.769580841064453,19.02770233154297,,8.233129501342773,40.18057632446289,9.661209106445312,,6.486687183380127,3.8137500286102295,12.54730224609375,34.720726013183594 -2010-05-21,7.300299167633057,8.399999618530273,6.136000156402588,,12.767447471618652,26.415203094482422,57.74427795410156,,11.728378295898438,27.281831741333008,19.800844192504883,,8.325026512145996,40.66703796386719,9.734343528747559,,6.458101272583008,3.872499942779541,12.564423561096191,35.037254333496094 -2010-05-24,7.434060573577881,8.09000015258789,6.105999946594238,,12.296348571777344,26.017074584960938,56.30243682861328,,11.855339050292969,26.307720184326172,19.42955207824707,,8.227723121643066,39.73152160644531,9.649662971496582,,6.3489508628845215,3.8812499046325684,12.473921775817871,34.640159606933594 -2010-05-25,7.387664794921875,8.149999618530273,6.243000030517578,,12.368215560913086,25.90333366394043,56.091426849365234,,11.853103637695312,26.52569580078125,19.154544830322266,,8.141229629516602,39.47892761230469,9.591927528381348,,6.320362091064453,3.884999990463257,12.297825813293457,34.36391067504883 -2010-05-26,7.354225158691406,8.220000267028809,6.1605000495910645,,12.35224437713623,25.631591796875,56.30243682861328,,11.813350677490234,26.41670799255371,18.981407165527344,,8.168256759643555,39.78765106201172,9.511096954345703,,6.270986557006836,4.195000171661377,12.23422622680664,34.13369369506836 -2010-05-27,7.632597923278809,8.800000190734863,6.335000038146973,,12.919154167175293,26.69325065612793,58.58829879760742,,12.185786247253418,27.53386688232422,19.240663528442383,,8.308812141418457,42.05160903930664,10.015326499938965,,6.40092658996582,4.338749885559082,12.40054702758789,35.37105178833008 -2010-05-28,7.7389445304870605,8.569999694824219,6.2729997634887695,,12.567832946777344,26.699573516845703,57.49812698364258,,12.065781593322754,26.961669921875,18.682327270507812,,8.233129501342773,42.05160903930664,9.96528434753418,,6.315165042877197,4.211249828338623,12.366303443908691,34.79555130004883 -2010-06-01,7.857945442199707,8.140000343322754,6.1620001792907715,,12.328290939331055,25.732698440551758,56.196929931640625,,11.984786033630371,26.253225326538086,18.554553985595703,,8.103389739990234,40.88222122192383,9.892154693603516,,6.322962760925293,4.065000057220459,12.454357147216797,34.09917068481445 -2010-06-02,7.951938629150391,8.539999961853027,6.315499782562256,,12.69582748413086,25.404102325439453,57.49812698364258,,12.258087158203125,26.941251754760742,18.612890243530273,,8.216912269592285,44.81139373779297,10.230873107910156,,6.4399094581604,4.216249942779541,12.650026321411133,34.97395324707031 -2010-06-03,7.9269328117370605,8.6899995803833,6.438000202178955,,12.631906509399414,25.448333740234375,57.84978485107422,,12.561949729919434,26.63469123840332,18.70362663269043,,8.233129501342773,47.720855712890625,10.338645935058594,,6.445106506347656,4.307499885559082,12.650026321411133,35.42860794067383 -2010-06-04,7.711225986480713,8.109999656677246,6.138500213623047,,12.264370918273926,24.569934844970703,55.24740982055664,,12.391011238098145,25.62653160095215,18.21011734008789,,7.9790496826171875,45.18560028076172,10.0653657913208,,6.281380653381348,4.086249828338623,12.327173233032227,34.260318756103516 -2010-06-07,7.5599894523620605,7.710000038146973,6.100500106811523,,11.848899841308594,23.956941604614258,54.19240188598633,,12.06304931640625,25.013452529907227,18.524927139282227,,7.849311351776123,44.624290466308594,9.83056926727295,,6.320362091064453,3.9337499141693115,12.410332679748535,34.127952575683594 -2010-06-08,7.511487007141113,7.769999980926514,5.941999912261963,,12.248390197753906,24.462501525878906,54.438568115234375,,12.044663429260254,25.735519409179688,18.290660858154297,,7.8655290603637695,43.92265319824219,9.949893951416016,,6.489288330078125,4.007500171661377,12.420120239257812,35.24443435668945 -2010-06-09,7.326809406280518,7.610000133514404,5.895500183105469,,11.992719650268555,24.645761489868164,53.87590789794922,,11.777323722839355,25.285921096801758,18.09807014465332,,7.849311351776123,43.79166793823242,10.126948356628418,,6.471096038818359,3.990000009536743,12.471478462219238,34.5480842590332 -2010-06-10,7.547035217285156,8.010000228881836,6.1605000495910645,,12.35225772857666,25.429363250732422,55.14194107055664,,12.100069046020508,26.082923889160156,18.992515563964844,,8.06014347076416,46.1772575378418,10.38483715057373,,6.61143159866333,4.162499904632568,12.527729034423828,35.6185302734375 -2010-06-11,7.637417316436768,8.119999885559082,6.151500225067139,,12.464118003845215,26.036035537719727,54.71994400024414,,12.137088775634766,25.94669532775879,18.970291137695312,,8.357464790344238,46.48622512817383,10.450273513793945,,6.572450637817383,4.292500019073486,12.439681053161621,35.601261138916016 -2010-06-14,7.660614013671875,8.279999732971191,6.191500186920166,,12.3123140335083,25.941251754760742,54.12208557128906,,12.005158424377441,25.428979873657227,18.9045467376709,,8.287188529968262,46.33641815185547,10.56959342956543,,6.541263103485107,4.341249942779541,12.532626152038574,35.31925582885742 -2010-06-15,7.823602199554443,8.819999694824219,6.3420000076293945,,12.623916625976562,24.367708206176758,55.528770446777344,,12.372875213623047,26.05567741394043,19.404552459716797,,8.389900207519531,47.591041564941406,10.750500679016113,,6.637419700622559,4.478750228881836,12.630456924438477,35.975345611572266 -2010-06-16,8.05135726928711,8.899999618530273,6.34499979019165,,12.67984676361084,24.1275691986084,55.739749908447266,,12.454366683959961,26.23960304260254,19.501773834228516,,8.368273735046387,47.488037109375,10.773597717285156,,6.632225036621094,4.62375020980835,12.469029426574707,35.975345611572266 -2010-06-17,8.190542221069336,8.90999984741211,6.29449987411499,,12.639894485473633,23.900066375732422,56.30600357055664,,12.424800872802734,26.185094833374023,19.814741134643555,,8.362872123718262,46.37388229370117,10.769747734069824,,6.6452178955078125,4.607500076293945,12.57420539855957,36.02714157104492 -2010-06-18,8.256823539733887,8.829999923706055,6.291500091552734,,12.639894485473633,23.90638542175293,56.447566986083984,,12.423559188842773,26.68920135498047,19.838809967041016,,8.222315788269043,45.7746467590332,10.812088012695312,,6.6088337898254395,4.6875,12.608447074890137,36.31488800048828 -2010-06-21,8.139328956604004,8.800000190734863,6.127500057220459,,12.615922927856445,23.432432174682617,56.97842025756836,,12.138580322265625,26.478015899658203,20.679542541503906,,8.16285228729248,45.04436492919922,10.785144805908203,,6.61143159866333,4.583749771118164,12.478812217712402,36.33216857910156 -2010-06-22,8.250190734863281,8.579999923706055,6.115499973297119,,12.448137283325195,23.135425567626953,55.88133239746094,,12.081186294555664,26.110179901123047,20.45732307434082,,8.092575073242188,42.619384765625,10.481063842773438,,6.590641021728516,4.487500190734863,12.395658493041992,35.64729690551758 -2010-06-23,8.163427352905273,8.5600004196167,6.072500228881836,,12.328291893005371,23.148054122924805,54.46571731567383,,11.976835250854492,26.491649627685547,20.356399536132812,,8.043923377990723,41.30860900878906,10.515707015991211,,6.61143159866333,4.581250190734863,12.427449226379395,35.16388702392578 -2010-06-24,8.10407829284668,8.130000114440918,5.916500091552734,,12.00070858001709,22.58563232421875,53.36861801147461,,11.804157257080078,25.905818939208984,19.89714241027832,,7.8168792724609375,40.68129348754883,10.265519142150879,,6.5100812911987305,4.385000228881836,12.236674308776855,34.57109451293945 -2010-06-25,8.034788131713867,8.09000015258789,6.050000190734863,,12.320300102233887,22.219099044799805,52.7669563293457,,11.744030952453613,26.866300582885742,20.22121238708496,,7.914182186126709,40.99962615966797,10.319403648376465,,6.442509651184082,4.492499828338623,11.935833930969238,34.01285171508789 -2010-06-28,8.082987785339355,8.050000190734863,5.889999866485596,,12.176487922668457,22.33917236328125,53.085479736328125,,11.72912311553955,26.253225326538086,19.58510971069336,,7.860121726989746,39.17388916015625,10.157744407653809,,6.484091758728027,4.522500038146973,12.124162673950195,33.650272369384766 -2010-06-29,7.717552185058594,7.480000019073486,5.430500030517578,,11.641167640686035,21.587160110473633,51.24518585205078,,11.28637409210205,25.24506187438965,18.795291900634766,,7.719572067260742,37.93799591064453,9.626571655273438,,6.356746673583984,4.198750019073486,11.960289001464844,32.971160888671875 -2010-06-30,7.577763557434082,7.320000171661377,5.4629998207092285,,11.481371879577637,21.397579193115234,51.032859802246094,,11.055061340332031,24.938518524169922,18.474925994873047,,7.708760738372803,37.59157180786133,9.35328197479248,,6.286579132080078,4.141250133514404,11.75728702545166,32.844547271728516 -2010-07-01,7.485877513885498,7.389999866485596,5.547999858856201,,11.201730728149414,21.65140151977539,49.971134185791016,,10.919404983520508,24.611099243164062,18.78256607055664,,7.692542552947998,37.63838195800781,9.491853713989258,,6.325562477111816,4.18625020980835,11.823322296142578,32.579830169677734 -2010-07-02,7.439484119415283,7.170000076293945,5.456999778747559,,11.057909965515137,21.48641586303711,49.121768951416016,,10.846359252929688,24.440568923950195,18.789052963256836,,7.643889904022217,37.12345504760742,9.372529983520508,,6.312567234039307,4.086249828338623,11.74016284942627,32.55679702758789 -2010-07-06,7.490400314331055,7.039999961853027,5.502999782562256,,11.233687400817871,21.023193359375,49.44028091430664,,10.834432601928711,24.781633377075195,18.53515625,,7.724978446960449,36.889381408691406,9.08769702911377,,6.343753337860107,4.06374979019165,11.879578590393066,33.06900405883789 -2010-07-07,7.792868137359619,7.389999866485596,5.671500205993652,,11.753023147583008,21.848125457763672,51.74065399169922,,11.185501098632812,26.02310562133789,19.233829498291016,,7.903372764587402,38.743202209472656,9.39177131652832,,6.470363140106201,4.326250076293945,11.965181350708008,33.62725067138672 -2010-07-08,7.775393962860107,7.369999885559082,5.810999870300293,,11.872870445251465,21.829082489013672,52.48383712768555,,11.34351921081543,26.029916763305664,19.428415298461914,,8.011490821838379,39.23006820678711,9.561135292053223,,6.5341877937316895,4.425000190734863,12.028778076171875,33.845947265625 -2010-07-09,7.821490287780762,7.340000152587891,5.86299991607666,,12.07261848449707,21.810047149658203,52.908546447753906,,11.615082740783691,26.500585556030273,19.970487594604492,,7.984462738037109,39.1270751953125,9.73819351196289,,6.603332042694092,4.488749980926514,12.089921951293945,33.82868576049805 -2010-07-12,7.751295566558838,7.360000133514404,5.975500106811523,,12.15251350402832,21.65774917602539,52.83774948120117,,11.822295188903809,26.73250389099121,19.799062728881836,,8.070954322814941,38.977272033691406,9.726644515991211,,6.60599422454834,4.491250038146973,12.258689880371094,33.92076110839844 -2010-07-13,7.58590030670166,7.519999980926514,6.182499885559082,,12.520045280456543,22.476343154907227,53.82866668701172,,12.154480934143066,27.612449645996094,19.888015747070312,,7.995273113250732,39.08961868286133,9.98453140258789,,6.63524866104126,4.518750190734863,12.361409187316895,34.19700622558594 -2010-07-14,7.61391544342041,7.440000057220459,6.164999961853027,,12.520045280456543,22.178089141845703,53.79328536987305,,12.207650184631348,27.523773193359375,19.752735137939453,,8.02230167388916,39.95099639892578,10.0076265335083,,6.637906074523926,4.418749809265137,12.31494140625,34.104915618896484 -2010-07-15,7.5753560066223145,7.409999847412109,6.103000164031982,,12.296327590942383,22.476343154907227,53.970237731933594,,12.274237632751465,27.598806381225586,19.626710891723633,,8.038516998291016,39.23942947387695,10.057665824890137,,6.6485443115234375,4.432499885559082,12.329618453979492,34.110679626464844 -2010-07-16,7.528661251068115,7.369999885559082,5.924499988555908,,11.169768333435059,21.784666061401367,51.492916107177734,,11.419299125671387,26.602895736694336,18.274776458740234,,7.870939254760742,37.563480377197266,9.757440567016602,,6.56610107421875,4.166250228881836,12.148624420166016,33.35676193237305 -2010-07-19,7.398510456085205,7.440000057220459,5.997000217437744,,10.874147415161133,21.810047149658203,51.74065399169922,,11.582533836364746,26.63019371032715,18.14596939086914,,7.962836265563965,37.21706771850586,9.811327934265137,,6.616631507873535,4.151249885559082,12.111936569213867,33.62725067138672 -2010-07-20,7.588608264923096,7.599999904632568,6.005000114440918,,11.001980781555176,21.924266815185547,52.873165130615234,,11.96540641784668,27.03265380859375,19.023479461669922,,7.8655290603637695,37.928646087646484,9.919102668762207,,6.5926947593688965,4.190000057220459,12.444571495056152,33.926513671875 -2010-07-21,7.659408092498779,7.400000095367432,5.871500015258789,,10.674398422241211,21.47372817993164,52.519248962402344,,11.863786697387695,26.207265853881836,18.671363830566406,,7.838502883911133,36.80510711669922,9.688152313232422,,6.6272687911987305,4.287499904632568,12.31494140625,33.47761154174805 -2010-07-22,7.803414344787598,7.610000133514404,6.003499984741211,,10.914093971252441,22.165403366088867,53.82866668701172,,12.045409202575684,26.841655731201172,19.31072425842285,,8.006084442138672,37.806922912597656,9.68045425415039,,6.784176349639893,4.625,12.439681053161621,34.17399215698242 -2010-07-23,7.8311309814453125,7.820000171661377,5.94350004196167,,10.978012084960938,22.711130142211914,55.59819412231445,,12.175848007202148,27.1690731048584,19.731416702270508,,7.881748199462891,37.46986389160156,9.7689847946167,,6.792150020599365,4.677499771118164,12.637794494628906,34.369667053222656 -2010-07-26,7.811246395111084,8.069999694824219,5.920000076293945,,11.305594444274902,23.415496826171875,57.119964599609375,,12.148767471313477,27.51013946533203,19.72122573852539,,8.11960220336914,37.488590240478516,9.772834777832031,,6.90384578704834,4.778749942779541,12.505721092224121,34.75525665283203 -2010-07-27,7.955854892730713,8.210000038146973,5.856500148773193,,11.337553977966309,22.495378494262695,57.26152038574219,,12.239701271057129,27.75570297241211,19.850954055786133,,8.254755973815918,34.867000579833984,9.69200325012207,,6.954379558563232,4.741250038146973,12.464136123657227,34.99698257446289 -2010-07-28,7.861859321594238,7.980000019073486,5.856500148773193,,11.177756309509277,22.298664093017578,56.80147171020508,,12.033979415893555,27.50331687927246,19.467336654663086,,8.108798027038574,35.76582717895508,9.618870735168457,,6.967673301696777,4.637499809265137,12.505721092224121,35.05451583862305 -2010-07-29,7.77599573135376,7.78000020980835,5.8429999351501465,,11.209715843200684,21.924266815185547,57.1553840637207,,12.049880027770996,27.428287506103516,19.30795669555664,,8.157447814941406,35.86882400512695,9.553436279296875,,6.919806003570557,4.678750038146973,12.488605499267578,34.72649002075195 -2010-07-30,7.750088691711426,7.489999771118164,5.894499778747559,,11.217707633972168,21.99407386779785,57.04918670654297,,12.046401977539062,27.47602653503418,19.462697982788086,,8.108798027038574,34.75466537475586,9.564979553222656,,6.898529529571533,4.695000171661377,12.520394325256348,34.34665298461914 -2010-08-02,7.888672351837158,7.650000095367432,6.003499984741211,,11.537296295166016,22.74286460876465,58.07553482055664,,12.18454360961914,28.403711318969727,18.765884399414062,,8.368273735046387,35.7939338684082,9.549506187438965,,7.071390628814697,4.778749942779541,12.57420539855957,35.64729690551758 -2010-08-03,7.891083240509033,7.510000228881836,6.120999813079834,,11.457399368286133,22.14636993408203,58.04011535644531,,12.170132637023926,28.021730422973633,18.61669921875,,8.83318042755127,36.26206588745117,9.564980506896973,,7.097986221313477,4.671249866485596,12.544856071472168,36.09619903564453 -2010-08-04,7.922715187072754,7.519999980926514,6.379000186920166,,11.337553977966309,22.311349868774414,58.323272705078125,,12.579838752746582,28.16497802734375,19.023479461669922,,8.986230850219727,36.945552825927734,9.742972373962402,,7.084688186645508,4.75124979019165,12.620674133300781,36.09619903564453 -2010-08-05,7.884154319763184,7.5,6.391499996185303,,11.201730728149414,22.292312622070312,58.46481704711914,,12.624063491821289,28.151334762573242,18.683412551879883,,8.849578857421875,36.80510711669922,9.742972373962402,,7.111283302307129,4.677499771118164,12.625564575195312,36.090450286865234 -2010-08-06,7.835651874542236,7.449999809265137,6.415999889373779,,11.153787612915039,22.1527099609375,58.217079162597656,,12.428279876708984,27.585161209106445,19.21993637084961,,8.87690544128418,36.130977630615234,9.801010131835938,,7.058091640472412,4.658750057220459,12.667146682739258,35.66456604003906 -2010-08-09,7.885659694671631,7.420000076293945,6.441500186920166,,11.113838195800781,22.577869415283203,57.969364166259766,,12.555736541748047,27.162254333496094,19.912113189697266,,8.975298881530762,36.33696365356445,9.92870044708252,,7.143194198608398,4.735000133514404,12.733183860778809,35.940826416015625 -2010-08-10,7.815159797668457,6.829999923706055,6.5,,10.890121459960938,21.936962127685547,57.50925827026367,,12.51499080657959,26.718868255615234,20.04740333557129,,9.057289123535156,35.96245574951172,9.828097343444824,,7.183087348937988,4.708749771118164,12.772319793701172,35.64155578613281 -2010-08-11,7.537393569946289,6.489999771118164,6.29449987411499,,10.53857135772705,21.124713897705078,55.562808990478516,,12.217588424682617,25.763906478881836,19.4274959564209,,8.745720863342285,34.13670349121094,9.541769027709961,,7.06075382232666,4.56374979019165,12.551640510559082,35.00395965576172 -2010-08-12,7.585599422454834,6.570000171661377,6.328000068664551,,10.434706687927246,21.213550567626953,54.855003356933594,,12.224297523498535,25.79118537902832,19.62856101989746,,8.855043411254883,34.01499557495117,9.46437931060791,,7.090005397796631,4.56125020980835,12.406495094299316,34.91122055053711 -2010-08-13,7.504557132720947,6.489999771118164,6.234499931335449,,10.57053279876709,21.029525756835938,54.43032455444336,,12.083670616149902,25.579715728759766,19.518291473388672,,8.789449691772461,33.387691497802734,9.282522201538086,,7.105962753295898,4.486249923706055,12.399116516113281,34.72572708129883 -2010-08-16,7.460572719573975,6.619999885559082,6.303500175476074,,10.53857135772705,20.972421646118164,54.71345138549805,,12.064787864685059,25.709325790405273,19.49976348876953,,8.762120246887207,32.81656265258789,9.216741561889648,,7.087347507476807,4.433750152587891,12.401577949523926,34.708351135253906 -2010-08-17,7.591020584106445,6.630000114440918,6.442999839782715,,10.554550170898438,20.877235412597656,55.13813400268555,,12.187277793884277,25.566076278686523,19.832426071166992,,8.89330768585205,33.62174987792969,9.402469635009766,,7.172450065612793,4.574999809265137,12.551640510559082,35.253196716308594 -2010-08-18,7.6241583824157715,6.570000171661377,6.482500076293945,,10.642437934875488,21.05490493774414,55.562808990478516,,11.979318618774414,25.845746994018555,19.7240047454834,,8.800384521484375,32.863365173339844,9.479857444763184,,7.254890441894531,4.706250190734863,12.512283325195312,34.86484146118164 -2010-08-19,7.528057098388672,6.420000076293945,6.378499984741211,,10.402748107910156,20.724937438964844,53.970237731933594,,11.627008438110352,25.286405563354492,19.35614013671875,,8.762120246887207,32.36714553833008,9.301870346069336,,7.172450065612793,4.538750171661377,12.315472602844238,34.36636734008789 -2010-08-20,7.520824909210205,6.25,6.388000011444092,,10.28289794921875,20.6234073638916,53.19166946411133,,11.479177474975586,25.33415985107422,19.122621536254883,,8.701994895935059,31.337244033813477,9.305737495422363,,7.034157752990723,4.597499847412109,12.354833602905273,34.1345100402832 -2010-08-23,7.4051384925842285,6.139999866485596,6.329999923706055,,10.28289794921875,20.445728302001953,52.69617462158203,,11.530110359191895,25.156797409057617,19.013288497924805,,8.800384521484375,31.82411003112793,9.162572860717773,,7.044795513153076,4.546249866485596,12.58116626739502,34.48807907104492 -2010-08-24,7.2282938957214355,5.989999771118164,6.226500034332275,,10.099127769470215,20.103063583374023,51.56371307373047,,11.215067863464355,24.699779510498047,18.764949798583984,,8.647333145141602,31.26233673095703,8.829811096191406,,7.105962753295898,4.448750019073486,12.62053108215332,34.163482666015625 -2010-08-25,7.317468643188477,6.130000114440918,6.34250020980835,,10.115113258361816,20.6107177734375,51.56371307373047,,11.295318603515625,24.71341323852539,19.098539352416992,,8.740257263183594,30.709928512573242,9.0387544631958,,7.151175022125244,4.5625,12.682031631469727,34.14609909057617 -2010-08-26,7.2388410568237305,5.869999885559082,6.243000030517578,,9.963303565979004,20.26170539855957,51.315975189208984,,11.204880714416504,24.304141998291016,18.82611083984375,,8.691062927246094,30.831645965576172,9.00393009185791,,7.100645542144775,4.364999771118164,12.53934097290039,33.89686584472656 -2010-08-27,7.279212474822998,6.079999923706055,6.331999778747559,,10.099127769470215,20.217287063598633,52.059181213378906,,11.399918556213379,24.965805053710938,19.145801544189453,,8.794917106628418,31.702402114868164,9.081315040588379,,7.164473056793213,4.525000095367432,12.546722412109375,34.661964416503906 -2010-08-30,7.305724620819092,5.78000020980835,6.189499855041504,,9.843454360961914,19.963462829589844,51.38673782348633,,11.247367858886719,24.45421028137207,18.78256607055664,,8.669198036193848,31.861555099487305,9.065838813781738,,7.082028865814209,4.368750095367432,12.436017036437988,34.19827651977539 -2010-08-31,7.323801517486572,5.610000133514404,6.241499900817871,,9.955315589904785,19.919029235839844,51.24518585205078,,11.1810302734375,24.802099227905273,18.380407333374023,,8.69653034210205,31.655582427978516,8.891716957092285,,7.188405513763428,4.483749866485596,12.335152626037598,34.26201629638672 -2010-09-01,7.54161262512207,5.760000228881836,6.624499797821045,,10.563028335571289,20.724937438964844,53.12088394165039,,11.437187194824219,25.743438720703125,18.632450103759766,,8.898771286010742,32.938270568847656,9.162572860717773,,7.2735090255737305,4.59250020980835,12.595928192138672,35.30535125732422 -2010-09-02,7.597047805786133,5.929999828338623,6.760499954223633,,10.619003295898438,21.232585906982422,53.616336822509766,,11.507996559143066,26.029916763305664,18.970666885375977,,8.964364051818848,32.95699691772461,9.541769027709961,,7.286806583404541,4.65500020980835,12.733696937561035,35.39231491088867 -2010-09-03,7.7958831787109375,6.090000152587891,6.939499855041504,,10.794916152954102,21.810047149658203,54.46571731567383,,11.68489933013916,26.718868255615234,19.179149627685547,,8.997160911560059,33.743473052978516,9.700409889221191,,7.29744291305542,4.793749809265137,12.802579879760742,35.54301834106445 -2010-09-07,7.7669596672058105,5.949999809265137,6.861000061035156,,10.563028335571289,21.378541946411133,54.64265823364258,,11.538309097290039,26.111772537231445,18.580564498901367,,8.926102638244629,33.144256591796875,9.623022079467773,,7.252232074737549,4.795000076293945,12.758298873901367,35.096702575683594 -2010-09-08,7.920908451080322,5.829999923706055,6.956999778747559,,10.690970420837402,21.283355712890625,55.562808990478516,,11.691855430603027,26.68476676940918,18.01346778869629,,9.051819801330566,33.921363830566406,9.588199615478516,,7.284145832061768,4.869999885559082,12.750916481018066,35.21261978149414 -2010-09-09,7.92542839050293,5.860000133514404,7.019000053405762,,10.794916152954102,21.296045303344727,56.30600357055664,,11.830991744995117,27.35324478149414,17.789222717285156,,9.166614532470703,34.14606475830078,9.607547760009766,,7.395840167999268,4.949999809265137,12.770599365234375,35.38652038574219 -2010-09-10,7.935669898986816,5.809999942779541,7.122000217437744,,10.834898948669434,21.49911117553711,56.55373001098633,,11.829996109008789,27.121322631835938,18.360023498535156,,9.286863327026367,34.67975997924805,9.828097343444824,,7.401159286499023,4.986249923706055,12.785360336303711,35.47344970703125 -2010-09-13,8.045028686523438,6.179999828338623,7.253499984741211,,11.154753684997559,21.98771858215332,57.50925827026367,,11.982301712036133,28.049013137817383,17.88652229309082,,9.275930404663086,33.77994918823242,9.963523864746094,,7.427751064300537,5.113749980926514,12.844402313232422,35.3575325012207 -2010-09-14,8.075759887695312,6.269999980926514,7.287499904632568,,10.938850402832031,23.307621002197266,57.190765380859375,,11.936585426330566,27.776166915893555,18.509214401245117,,9.336055755615234,33.7612190246582,9.975133895874023,,7.427751064300537,5.276249885559082,12.955111503601074,35.36332702636719 -2010-09-15,8.140829086303711,6.21999979019165,7.272500038146973,,10.962841987609863,23.32666015625,57.827796936035156,,11.941802978515625,27.953519821166992,19.47567367553711,,9.439915657043457,33.62062072753906,9.963523864746094,,7.44903039932251,5.320000171661377,13.004311561584473,35.3575325012207 -2010-09-16,8.332136154174805,6.150000095367432,7.406499862670898,,10.834898948669434,23.428192138671875,57.863426208496094,,11.952237129211426,27.960342407226562,19.485864639282227,,9.38525390625,33.00199508666992,9.955785751342773,,7.475622177124023,5.508749961853027,13.075653076171875,35.34014129638672 -2010-09-17,8.295987129211426,6.119999885559082,7.415999889373779,,10.714959144592285,23.57413673400879,58.07734298706055,,12.178083419799805,27.32595443725586,19.799062728881836,,9.325128555297852,32.87077713012695,9.878396987915039,,7.491579055786133,5.521249771118164,13.04120922088623,35.23000717163086 -2010-09-20,8.532780647277832,6.090000152587891,7.565000057220459,,10.986828804016113,24.316585540771484,59.00432586669922,,12.628535270690918,28.09676170349121,20.26607322692871,,9.445380210876465,33.948673248291016,10.168594360351562,,7.589977741241455,5.653749942779541,13.171602249145508,35.676326751708984 -2010-09-21,8.549046516418457,6.170000076293945,7.536499977111816,,10.914863586425781,24.14524269104004,58.8973503112793,,12.757235527038574,27.687488555908203,20.10670280456543,,9.368854522705078,33.78932189941406,10.12216567993164,,7.608593940734863,5.635000228881836,13.178982734680176,35.6705322265625 -2010-09-22,8.668954849243164,6.260000228881836,7.5914998054504395,,10.730947494506836,24.30388641357422,58.8260383605957,,12.820343017578125,27.244104385375977,20.29573631286621,,9.412586212158203,33.1050910949707,10.033169746398926,,7.603271961212158,5.5,13.240483283996582,35.61836242675781 -2010-09-23,8.704200744628906,6.400000095367432,7.642499923706055,,10.531044960021973,24.513296127319336,57.542564392089844,,12.757732391357422,26.671119689941406,20.332794189453125,,9.314190864562988,32.992637634277344,9.847442626953125,,7.581997871398926,5.548749923706055,13.198660850524902,35.44447326660156 -2010-09-24,8.806634902954102,6.840000152587891,8.036499977111816,,10.874882698059082,25.128826141357422,59.39649200439453,,13.100851058959961,27.114503860473633,20.53109359741211,,9.510972023010254,33.798709869384766,10.110557556152344,,7.600614547729492,5.614999771118164,13.304452896118164,35.79225158691406 -2010-09-27,8.771687507629395,7.019999980926514,7.968500137329102,,10.587020874023438,25.02729606628418,58.57648849487305,,13.178369522094727,26.6574764251709,20.605226516723633,,9.38525390625,33.161354064941406,10.118297576904297,,7.67773962020874,5.652500152587891,13.156840324401855,35.76906967163086 -2010-09-28,8.642139434814453,6.949999809265137,7.985000133514404,,10.611005783081055,25.496871948242188,58.61214065551758,,13.097869873046875,26.56879997253418,20.663599014282227,,9.52737045288086,34.62351989746094,10.11442756652832,,7.691034317016602,5.683750152587891,13.240483283996582,35.9719352722168 -2010-09-29,8.657504081726074,7.28000020980835,7.94950008392334,,10.48306655883789,25.617448806762695,58.32691955566406,,13.11078929901123,26.200456619262695,20.629308700561523,,9.510972023010254,36.32001495361328,9.982870101928711,,7.635185241699219,5.6875,13.12485408782959,35.69950866699219 -2010-09-30,8.54844856262207,7.110000133514404,7.853000164031982,,10.475074768066406,25.90934181213379,57.934722900390625,,13.063582420349121,25.961708068847656,20.756263732910156,,9.38525390625,35.738895416259766,9.88613510131836,,7.605931758880615,5.630000114440918,13.166678428649902,35.8154411315918 -2010-10-01,8.511393547058105,7.050000190734863,7.685500144958496,,10.63499927520752,25.960290908813477,58.32691955566406,,13.059358596801758,26.473310470581055,20.828533172607422,,9.39072036743164,35.45771026611328,10.037038803100586,,7.661783218383789,5.631249904632568,13.127320289611816,36.25016784667969 -2010-10-04,8.394499778747559,6.940000057220459,7.769499778747559,,10.51505184173584,25.63548469543457,57.399959564208984,,12.978113174438477,26.603071212768555,20.63024139404297,,9.23766803741455,34.7922248840332,9.940308570861816,,7.675079345703125,5.605000019073486,13.178982734680176,36.04729080200195 -2010-10-05,8.704805374145508,6.980000019073486,8.043499946594238,,10.842896461486816,26.036724090576172,58.861698150634766,,13.372662544250488,27.074352264404297,20.932323455810547,,9.418048858642578,35.392093658447266,10.156988143920898,,7.808048248291016,5.638750076293945,13.284769058227539,36.667484283447266 -2010-10-06,8.712336540222168,6.860000133514404,7.769999980926514,,10.706960678100586,25.998502731323242,60.252159118652344,,13.276260375976562,27.251935958862305,20.69139289855957,,9.43445110321045,35.42022705078125,10.098950386047363,,7.7581915855407715,5.556250095367432,13.422537803649902,37.061641693115234 -2010-10-07,8.713240623474121,6.869999885559082,7.813499927520752,,10.642995834350586,26.234155654907227,60.78691864013672,,13.16843032836914,26.992387771606445,20.47905921936035,,9.500043869018555,34.548526763916016,10.08734130859375,,7.657895565032959,5.573750019073486,13.373330116271973,37.00947952270508 -2010-10-08,8.859354019165039,7.050000190734863,7.777500152587891,,10.539043426513672,26.170480728149414,61.03650665283203,,13.32595157623291,26.848960876464844,20.63947296142578,,9.54377269744873,34.37983322143555,10.08734130859375,,7.6497626304626465,5.777500152587891,13.38563346862793,37.316680908203125 -2010-10-11,8.898219108581543,7.239999771118164,7.651500225067139,,10.51505184173584,26.02399444580078,60.46604919433594,,13.387818336486816,27.135826110839844,20.664505004882812,,9.500043869018555,33.64875030517578,10.056387901306152,,7.676869869232178,5.739999771118164,13.434837341308594,37.41523361206055 -2010-10-12,8.994020462036133,7.300000190734863,7.823999881744385,,10.810914993286133,25.941184997558594,61.286067962646484,,13.45117473602295,27.59343147277832,20.596813201904297,,9.554702758789062,33.60186004638672,10.501362800598145,,7.695847034454346,5.800000190734863,13.265088081359863,37.502159118652344 -2010-10-13,9.04222583770752,7.21999979019165,7.758500099182129,,10.626998901367188,26.132266998291016,61.60691833496094,,13.49863052368164,27.2109375,21.409088134765625,,9.691353797912598,34.4079475402832,10.547791481018066,,7.717530250549316,5.848750114440918,13.240483283996582,37.6992301940918 -2010-10-14,9.107596397399902,7.139999866485596,7.776500225067139,,10.0752592086792,26.10040855407715,61.17910385131836,,13.43974494934082,26.44599151611328,21.573211669921875,,9.653092384338379,34.9703254699707,10.613572120666504,,7.725663185119629,5.784999847412109,13.100257873535156,37.8499641418457 -2010-10-15,9.482072830200195,7.119999885559082,8.232000350952148,,9.579487800598145,26.845598220825195,58.11301040649414,,14.943402290344238,25.37367057800293,21.669631958007812,,9.702287673950195,35.232757568359375,10.656133651733398,,7.679582595825195,5.702499866485596,13.12485408782959,37.78619384765625 -2010-10-18,9.58028507232666,6.960000038146973,8.178000450134277,,9.867358207702637,27.087627410888672,57.934722900390625,,15.347393035888672,26.090829849243164,21.831897735595703,,9.7296142578125,35.823265075683594,10.582616806030273,,7.7581915855407715,5.778749942779541,13.225720405578613,38.41798400878906 -2010-10-19,9.323907852172852,6.949999809265137,7.933499813079834,,9.43556022644043,26.769163131713867,57.292999267578125,,15.101917266845703,25.742496490478516,21.98026466369629,,9.505504608154297,34.192359924316406,10.478142738342285,,7.647050857543945,5.610000133514404,13.117478370666504,37.745609283447266 -2010-10-20,9.355239868164062,6.820000171661377,7.933499813079834,,9.39557933807373,26.928396224975586,57.22169876098633,,15.105644226074219,26.02251434326172,22.302013397216797,,9.653092384338379,34.548526763916016,10.621307373046875,,7.755479335784912,5.663750171661377,13.154380798339844,38.261478424072266 -2010-10-21,9.324809074401855,6.889999866485596,8.248499870300293,,9.083724021911621,26.97934341430664,57.399959564208984,,15.205275535583496,25.74931526184082,22.549596786499023,,9.63669204711914,34.670372009277344,10.559399604797363,,7.682291507720947,5.676249980926514,13.292146682739258,38.441158294677734 -2010-10-22,9.26305103302002,6.889999866485596,8.456500053405762,,9.147692680358887,27.221376419067383,57.25734329223633,,15.218692779541016,25.74931526184082,22.498586654663086,,9.565635681152344,34.44542694091797,11.023723602294922,,7.66873836517334,5.883749961853027,13.299527168273926,38.45276641845703 -2010-10-25,9.304325103759766,7.260000228881836,8.449999809265137,,8.923802375793457,27.43792152404785,57.25734329223633,,15.317329406738281,25.319028854370117,22.731327056884766,,9.631230354309082,34.13612747192383,10.985030174255371,,7.687713146209717,5.988749980926514,13.272465705871582,38.37160873413086 -2010-10-26,9.280524253845215,7.199999809265137,8.4975004196167,,9.035749435424805,27.336013793945312,57.6138801574707,,15.369504928588867,25.40781593322754,22.580188751220703,,9.560164451599121,33.48938751220703,11.039196014404297,,7.674159049987793,5.997499942779541,13.422537803649902,38.562896728515625 -2010-10-27,9.273902893066406,7.349999904632568,8.375499725341797,,9.227660179138184,27.29779624938965,57.43561935424805,,15.316584587097168,25.64003562927246,22.787893295288086,,9.445380210876465,34.361080169677734,10.934725761413574,,7.685005187988281,5.849999904632568,13.252789497375488,38.064395904541016 -2010-10-28,9.195868492126465,7.630000114440918,8.342000007629395,,9.219659805297852,27.32328224182129,57.32865524291992,,15.36900806427002,25.619537353515625,22.209299087524414,,9.603899955749512,34.46417999267578,10.923113822937012,,7.725663185119629,5.869999885559082,13.304452896118164,38.38320541381836 -2010-10-29,9.067532539367676,7.340000152587891,8.261500358581543,,9.155693054199219,27.374217987060547,57.11475372314453,,15.247760772705078,25.701513290405273,22.259366989135742,,9.521907806396484,35.04530715942383,11.050804138183594,,7.7310872077941895,5.835000038146973,13.326590538024902,38.53969192504883 -2010-11-01,9.163934707641602,7.360000133514404,8.128999710083008,,9.195673942565918,26.858322143554688,56.86518478393555,,15.280060768127441,25.558063507080078,22.16014862060547,,9.631230354309082,35.62641525268555,11.147538185119629,,7.785300254821777,5.8125,13.361035346984863,38.806339263916016 -2010-11-02,9.319990158081055,7.539999961853027,8.230500221252441,,9.115708351135254,27.151315689086914,56.82952880859375,,15.294968605041504,25.243894577026367,22.80829429626465,,9.538300514221191,36.49810791015625,11.174623489379883,,7.844941139221191,5.849999904632568,13.479119300842285,39.32220458984375 -2010-11-03,9.423628807067871,7.639999866485596,8.423500061035156,,9.211664199829102,27.22773551940918,57.25734329223633,,15.408761024475098,25.762985229492188,23.350719451904297,,9.614828109741211,36.151302337646484,11.259749412536621,,7.877465724945068,5.803750038146973,13.50864028930664,39.397560119628906 -2010-11-04,9.588421821594238,8.0,8.446499824523926,,9.699434280395508,27.820064544677734,58.861698150634766,,15.510380744934082,27.18362808227539,23.63446617126465,,9.598260879516602,36.6949348449707,11.511255264282227,,7.98047399520874,6.06125020980835,13.61934757232666,40.21483612060547 -2010-11-05,9.554073333740234,8.039999961853027,8.53849983215332,,9.883347511291504,28.501554489135742,59.64603805541992,,15.53050422668457,27.962263107299805,23.7642765045166,,9.487810134887695,36.929264068603516,11.944620132446289,,7.934390068054199,6.28249979019165,13.579981803894043,40.5742073059082 -2010-11-08,9.598962783813477,8.140000343322754,8.599499702453613,,10.0752592086792,28.552507400512695,59.57475662231445,,15.572493553161621,27.66855812072754,23.43695640563965,,9.416015625,38.175846099853516,11.851755142211914,,7.909995079040527,6.46999979019165,13.50864028930664,40.75969696044922 -2010-11-09,9.522440910339355,7.909999847412109,8.513500213623047,,9.811382293701172,28.119413375854492,59.25387191772461,,15.52404499053955,27.251935958862305,23.321979522705078,,9.382878303527832,39.919219970703125,11.673766136169434,,7.909995079040527,6.40749979019165,13.543083190917969,41.19717025756836 -2010-11-10,9.581192016601562,7.75,8.666500091552734,,10.05126953125,28.329580307006836,59.00432586669922,,15.47584342956543,27.743696212768555,23.512062072753906,,9.294519424438477,40.06918716430664,11.789844512939453,,7.874755859375,6.481249809265137,13.410237312316895,41.48879623413086 -2010-11-11,9.539619445800781,7.630000114440918,8.518500328063965,,9.891342163085938,28.278635025024414,58.29128646850586,,15.33447265625,27.333892822265625,23.372983932495117,,9.377357482910156,40.678409576416016,11.894316673278809,,7.81511926651001,6.496250152587891,13.368414878845215,41.897090911865234 -2010-11-12,9.279925346374512,7.630000114440918,8.284000396728516,,9.691442489624023,27.76274299621582,57.934722900390625,,14.989118576049805,27.053861618041992,22.547740936279297,,9.305566787719727,39.431819915771484,11.681509971618652,,7.714818954467773,6.318749904632568,13.316751480102539,41.407142639160156 -2010-11-15,9.250096321105957,7.570000171661377,7.945000171661377,,9.675445556640625,27.507970809936523,57.75649642944336,,14.794824600219727,27.374866485595703,22.52547836303711,,9.25033950805664,38.98191833496094,11.913668632507324,,7.760903358459473,6.213749885559082,13.272465705871582,41.10966491699219 -2010-11-16,9.085906028747559,7.429999828338623,7.888999938964844,,9.547504425048828,27.234100341796875,56.544307708740234,,14.502888679504395,27.053861618041992,21.61029624938965,,9.167498588562012,38.241458892822266,11.595037460327148,,7.655185699462891,6.25,13.348730087280273,40.21141052246094 -2010-11-17,9.053069114685059,7.329999923706055,7.917500019073486,,9.291627883911133,27.304168701171875,56.36604690551758,,14.498665809631348,26.760169982910156,21.75030517578125,,9.101229667663574,38.447654724121094,11.65332317352295,,7.579281806945801,6.363749980926514,13.228185653686523,40.25223159790039 -2010-11-18,9.291974067687988,7.349999904632568,8.208499908447266,,9.355594635009766,27.43792152404785,57.18604278564453,25.81796646118164,14.821907043457031,27.0880069732666,22.48468780517578,,9.294519424438477,39.30996322631836,11.882577896118164,,7.709404945373535,6.494999885559082,13.279845237731934,41.010501861572266 -2010-11-19,9.240756034851074,7.46999979019165,8.241000175476074,,9.323614120483398,27.73090171813965,57.827789306640625,25.870832443237305,14.679542541503906,26.917253494262695,22.61356544494629,,9.277949333190918,40.66903305053711,11.952524185180664,,7.676869869232178,6.78125,13.38071346282959,41.1446647644043 -2010-11-22,9.440497398376465,7.409999847412109,8.519499778747559,,9.035749435424805,28.571617126464844,57.15040969848633,25.734907150268555,14.689230918884277,26.30255699157715,22.56998062133789,,9.184069633483887,40.70655059814453,11.99526596069336,,7.66873836517334,6.87375020980835,13.378254890441895,40.94050598144531 -2010-11-23,9.301009178161621,7.320000171661377,8.40999984741211,,8.867829322814941,28.13213539123535,56.18778991699219,25.10814666748047,14.485248565673828,25.701513290405273,21.850444793701172,,9.150931358337402,39.57242202758789,11.812638282775879,,7.598258018493652,6.940000057220459,13.203580856323242,40.2347526550293 -2010-11-24,9.483880996704102,7.619999885559082,8.862500190734863,,9.019756317138672,28.539758682250977,56.82952880859375,25.281827926635742,14.782402992248535,26.063493728637695,22.04887580871582,,9.217202186584473,40.29412841796875,12.232295989990234,,7.628077030181885,7.072500228881836,13.287229537963867,40.75969314575195 -2010-11-26,9.489904403686523,7.550000190734863,8.859999656677246,,8.891814231872559,28.501554489135742,56.33039855957031,25.523469924926758,14.658919334411621,25.612712860107422,21.804092407226562,,9.106752395629883,39.853607177734375,12.100180625915527,,7.571150779724121,7.0625,13.220802307128906,40.38056945800781 -2010-11-29,9.546239852905273,7.380000114440918,8.974499702453613,,9.043743133544922,27.64809799194336,56.936500549316406,25.523469924926758,14.462888717651367,25.89274787902832,21.84210968017578,,9.145406723022461,39.891082763671875,11.964183807373047,,7.508804798126221,7.003749847412109,13.247864723205566,40.508888244628906 -2010-11-30,9.37391471862793,7.289999961853027,8.770000457763672,,8.755881309509277,27.20862579345703,56.437374114990234,25.825529098510742,13.806962966918945,25.544414520263672,21.97840118408203,,9.001824378967285,39.356842041015625,11.890353202819824,,7.533201217651367,7.216249942779541,13.306910514831543,40.573062896728516 -2010-12-01,9.532082557678223,7.510000228881836,8.827500343322754,,9.036006927490234,27.03029441833496,58.11301040649414,26.263500213623047,14.021629333496094,26.056671142578125,23.013212203979492,,9.222726821899414,40.1441650390625,12.31778335571289,,7.666027545928955,7.237500190734863,13.456978797912598,41.605445861816406 -2010-12-02,9.584803581237793,7.539999961853027,8.826499938964844,,9.348146438598633,27.743629455566406,59.46780776977539,26.187976837158203,14.207226753234863,26.848960876464844,23.105937957763672,,9.217202186584473,41.231407165527344,12.7296724319458,,7.73922061920166,7.261250019073486,13.469281196594238,41.692955017089844 -2010-12-03,9.563416481018066,7.650000095367432,8.784000396728516,,9.492205619812012,27.27870750427246,59.824337005615234,26.08981704711914,14.236544609069824,27.053861618041992,23.095739364624023,,9.233770370483398,42.777931213378906,12.714128494262695,,7.7229533195495605,7.378749847412109,13.437296867370605,41.5237922668457 -2010-12-06,9.645059585571289,7.820000171661377,8.90250015258789,,9.316130638122559,27.12583351135254,59.539093017578125,26.036958694458008,14.36971664428711,27.251935958862305,23.474040985107422,,9.283473014831543,42.63735580444336,12.714128494262695,,7.671451091766357,7.443749904632568,13.405316352844238,41.593780517578125 -2010-12-07,9.586615562438965,8.020000457763672,8.838500022888184,,9.260101318359375,26.488924026489258,60.71562194824219,26.187976837158203,14.587861061096191,26.807968139648438,22.882463455200195,,9.261387825012207,42.28117370605469,12.737442016601562,,7.736507892608643,7.340000152587891,13.552922248840332,41.681278228759766 -2010-12-08,9.670967102050781,8.170000076293945,8.814499855041504,,9.604256629943848,26.520771026611328,60.751277923583984,26.01430892944336,14.67233657836914,27.497817993164062,23.240381240844727,,9.233770370483398,41.10957336425781,12.659728050231934,,7.760903358459473,7.336249828338623,13.479455947875977,41.90876388549805 -2010-12-09,9.63331127166748,7.949999809265137,8.742500305175781,,10.12448501586914,26.750062942504883,61.0721321105957,25.478158950805664,14.696188926696777,27.873472213745117,23.294157028198242,,9.255861282348633,39.778621673583984,12.589784622192383,,7.8124098777771,7.37624979019165,13.442344665527344,41.99626922607422 -2010-12-10,9.6574068069458,8.069999694824219,8.781000137329102,,10.244536399841309,26.622676849365234,63.17558670043945,25.531028747558594,14.713829040527344,28.296920776367188,23.622411727905273,,9.399449348449707,39.703643798828125,12.663610458374023,,7.831383228302002,7.50124979019165,13.42750358581543,42.10123825073242 -2010-12-13,9.690850257873535,8.229999542236328,8.712499618530273,,10.03644847869873,26.558984756469727,62.81909942626953,25.523469924926758,14.773707389831543,28.351558685302734,24.048009872436523,,9.493331909179688,39.666099548339844,12.430469512939453,,7.80156946182251,7.463749885559082,13.410187721252441,42.20622634887695 -2010-12-14,9.649273872375488,8.050000190734863,8.696999549865723,,9.924399375915527,22.62290382385254,63.06865310668945,25.591426849365234,14.780912399291992,27.85980987548828,23.563068389892578,,9.449152946472168,39.28144836425781,12.477096557617188,,7.953368186950684,7.09375,13.469558715820312,42.10123825073242 -2010-12-15,9.651386260986328,8.020000457763672,8.778499603271484,,9.836356163024902,21.973262786865234,62.35560607910156,25.37999153137207,14.666374206542969,27.463668823242188,23.108720779418945,,9.43258285522461,39.39404296875,12.383840560913086,,7.896442890167236,6.847499847412109,13.415138244628906,41.90876388549805 -2010-12-16,9.67819881439209,8.029999732971191,8.902000427246094,,10.020442008972168,22.036949157714844,63.3538818359375,25.37999153137207,14.70140552520752,27.327058792114258,20.72292137145996,,9.509899139404297,39.64734649658203,12.663610458374023,,7.923550605773926,7.013750076293945,13.514083862304688,42.12457275390625 -2010-12-17,9.658917427062988,8.100000381469727,8.878999710083008,,10.060456275939941,21.82677459716797,63.104305267333984,25.67449378967285,14.678796768188477,27.094839096069336,20.516151428222656,,9.404970169067383,40.06950759887695,12.741325378417969,,7.918127536773682,7.159999847412109,13.459662437438965,42.095401763916016 -2010-12-20,9.70711898803711,8.239999771118164,9.16450023651123,,10.10047435760498,21.635700225830078,63.104305267333984,25.49326515197754,14.784638404846191,27.286075592041016,20.727563858032227,,9.48228645324707,40.838809967041016,12.795726776123047,,7.896442890167236,7.153749942779541,13.301346778869629,42.12457275390625 -2010-12-21,9.767069816589355,8.140000343322754,9.237500190734863,,10.38860034942627,21.310876846313477,63.817344665527344,25.561227798461914,14.98365306854248,28.003236770629883,20.378921508789062,,9.598260879516602,41.4673957824707,12.768526077270508,,7.880178451538086,7.175000190734863,13.27165699005127,42.41621780395508 -2010-12-22,9.795990943908691,8.109999656677246,9.23799991607666,,10.708746910095215,21.349092483520508,64.89537811279297,26.369218826293945,15.043779373168945,28.7955265045166,20.15822982788086,,9.697668075561523,41.936500549316406,12.795726776123047,,7.896442890167236,6.81125020980835,13.187552452087402,42.46288299560547 -2010-12-23,9.748993873596191,8.039999961853027,9.129500389099121,,10.452635765075684,21.87772560119629,64.82349395751953,26.28615951538086,15.012473106384277,28.740875244140625,20.24167823791504,,9.7252779006958,41.8051643371582,12.679157257080078,,7.915416717529297,6.856249809265137,13.259294509887695,42.69618225097656 -2010-12-27,9.781530380249023,8.050000190734863,9.107000350952148,,10.620706558227539,21.7949275970459,65.36248016357422,26.127574920654297,14.966509819030762,29.143856048583984,20.830482482910156,,9.659006118774414,42.002166748046875,12.616981506347656,,7.9289703369140625,6.8125,13.251869201660156,42.58537673950195 -2010-12-28,9.805329322814941,8.09000015258789,9.054499626159668,,10.676733016967773,21.686662673950195,65.82962036132812,26.67127227783203,14.880542755126953,29.102882385253906,20.81842613220215,,9.714235305786133,42.26485824584961,12.58590030670166,,7.923550605773926,6.683750152587891,13.293919563293457,42.824501037597656 -2010-12-29,9.799910545349121,8.079999923706055,9.168499946594238,,10.652722358703613,21.83951187133789,65.64996337890625,27.199865341186523,14.932222366333008,28.932130813598633,20.905588150024414,,9.719758033752441,42.0396842956543,12.632527351379395,,7.945234775543213,6.824999809265137,13.378032684326172,42.795345306396484 -2010-12-30,9.750801086425781,8.140000343322754,9.137499809265137,,10.628707885742188,21.845888137817383,65.36248016357422,27.80396842956543,14.87905216217041,28.843334197998047,20.744253158569336,,9.659006118774414,42.18980407714844,12.593667984008789,,7.950657367706299,6.892499923706055,13.375557899475098,42.789527893066406 -2010-12-31,9.717662811279297,8.180000305175781,9.0,,10.676733016967773,21.935434341430664,65.72180938720703,27.834171295166016,14.75755786895752,28.973102569580078,20.780414581298828,,9.670053482055664,42.199180603027344,12.484870910644531,,7.964211463928223,6.855000019073486,13.340920448303223,42.64952087402344 -2011-01-03,9.928849220275879,8.470000267028809,9.211000442504883,,11.357030868530273,22.050582885742188,65.68587493896484,27.985198974609375,15.01545524597168,29.76538848876953,20.478130340576172,,9.763941764831543,42.79961013793945,12.920073509216309,,8.042823791503906,6.946249961853027,13.4967679977417,43.48362731933594 -2011-01-04,9.980671882629395,8.770000457763672,9.250499725341797,,11.397052764892578,22.42161750793457,66.8716812133789,28.6195125579834,14.96004867553711,30.19618034362793,20.74239158630371,,9.935140609741211,42.03031539916992,12.620868682861328,,8.099749565124512,6.831250190734863,13.548717498779297,43.68775939941406 -2011-01-05,10.062307357788086,8.90999984741211,9.371000289916992,,11.605143547058105,22.837421417236328,66.9794692993164,28.747888565063477,15.132726669311523,30.565431594848633,21.353445053100586,,10.001409530639648,42.002166748046875,12.570359230041504,,8.126858711242676,6.942500114440918,13.459662437438965,43.57111358642578 -2011-01-06,10.054177284240723,8.6899995803833,9.293000221252441,,11.55711841583252,22.549556732177734,66.69203186035156,29.374649047851562,15.242792129516602,30.41499137878418,21.444374084472656,,10.040068626403809,41.9740104675293,12.41881275177002,,8.054824829101562,6.829999923706055,13.348342895507812,43.851097106933594 -2011-01-07,10.126182556152344,8.829999923706055,9.274499893188477,,11.405056953430176,22.626317977905273,66.22489929199219,29.435049057006836,15.315837860107422,29.840604782104492,21.441593170166016,,10.12842845916748,43.034149169921875,12.737442016601562,,7.971927642822266,6.693749904632568,13.378032684326172,44.09021759033203 -2011-01-10,10.316883087158203,9.1899995803833,9.234000205993652,,11.525104522705078,22.971759796142578,66.51233673095703,29.11790657043457,15.260433197021484,29.67650604248047,21.35901641845703,,10.084246635437012,43.587684631347656,12.733553886413574,,7.831002712249756,6.902500152587891,13.291446685791016,43.82191467285156 -2011-01-11,10.292479515075684,8.359999656677246,9.217000007629395,,11.757205963134766,22.83101463317871,66.94355773925781,29.26137351989746,15.305154800415039,29.81325912475586,21.28478240966797,,10.06216049194336,44.722877502441406,12.535383224487305,,7.712185859680176,6.798749923706055,13.429975509643555,44.1485481262207 -2011-01-12,10.376232147216797,8.390000343322754,9.204000473022461,,11.997314453125,22.818227767944336,67.08728790283203,29.16320037841797,15.326521873474121,30.572263717651367,21.603042602539062,,10.144997596740723,44.88236618041992,12.512069702148438,,7.748104095458984,6.877500057220459,13.568506240844727,44.66769790649414 -2011-01-13,10.414191246032715,8.260000228881836,9.27649974822998,,11.82123851776123,22.735061645507812,66.8357162475586,28.898910522460938,15.322050094604492,30.394479751586914,21.6661319732666,,10.06216049194336,45.182594299316406,12.593667984008789,,7.759157657623291,6.933750152587891,13.553667068481445,44.74349594116211 -2011-01-14,10.498550415039062,8.199999809265137,9.4375,,12.20540714263916,22.786251068115234,67.62628173828125,28.84605598449707,15.50814437866211,30.70902442932129,21.98160171508789,,10.12842845916748,45.426509857177734,12.706357955932617,,7.8558735847473145,7.037499904632568,13.558618545532227,45.40261459350586 -2011-01-18,10.262656211853027,8.100000381469727,9.5625,,12.005319595336914,22.472795486450195,66.8357162475586,28.717683792114258,15.892008781433105,30.599618911743164,22.04840087890625,,10.150518417358398,45.02310562133789,12.822927474975586,,7.828242301940918,7.103750228881836,13.64024543762207,45.91007614135742 -2011-01-19,10.208126068115234,7.929999828338623,9.343500137329102,,11.501096725463867,22.325664520263672,65.86556243896484,28.241945266723633,15.696224212646484,29.88847541809082,21.83777618408203,,10.117383003234863,44.69473648071289,12.826811790466309,,7.828242301940918,6.901249885559082,13.613035202026367,45.635929107666016 -2011-01-20,10.022546768188477,8.020000457763672,9.097999572753906,,11.63715648651123,22.594341278076172,66.22489929199219,28.075817108154297,15.572493553161621,30.599618911743164,21.81365966796875,,10.07320499420166,43.01539611816406,12.89286994934082,,7.800608158111572,6.761250019073486,13.850509643554688,45.35013961791992 -2011-01-21,9.842991828918457,7.539999961853027,8.871000289916992,,11.405056953430176,22.459997177124023,70.93212127685547,28.121126174926758,15.201299667358398,30.968868255615234,21.667987823486328,,10.13947582244873,42.79961013793945,12.900643348693848,,7.828242301940918,6.65625,13.786197662353516,46.06754684448242 -2011-01-24,10.166250228881836,7.679999828338623,8.842499732971191,,11.140936851501465,22.562349319458008,72.01012420654297,28.423175811767578,15.182665824890137,30.78424835205078,22.175518035888672,,10.189179420471191,43.83160400390625,13.013328552246094,,7.869687080383301,6.690000057220459,13.865354537963867,45.84008026123047 -2011-01-25,10.285252571105957,7.480000019073486,8.835000038146973,,10.908829689025879,22.479188919067383,71.79450988769531,28.997079849243164,15.402053833007812,30.68166732788086,22.411191940307617,,10.200226783752441,43.66273498535156,13.075502395629883,,7.947061061859131,6.625,14.164680480957031,45.8925666809082 -2011-01-26,10.359063148498535,7.489999771118164,8.769499778747559,,10.844803810119629,22.383230209350586,71.57891845703125,28.611955642700195,15.317329406738281,30.756887435913086,22.285003662109375,,10.13947582244873,44.938663482666016,12.850122451782227,,7.938769340515137,6.735000133514404,14.179525375366211,46.46418762207031 -2011-01-27,10.339781761169434,7.75,9.22249984741211,,10.940849304199219,22.255292892456055,72.87251281738281,29.200963973999023,15.32453441619873,30.838956832885742,22.185726165771484,,10.2057466506958,44.957420349121094,12.834587097167969,,7.772979259490967,7.473750114440918,14.24136734008789,46.59251022338867 -2011-01-28,10.12557601928711,7.489999771118164,8.557000160217285,,10.8848237991333,21.820297241210938,72.58504486083984,27.637840270996094,14.931973457336426,30.456018447875977,21.792312622070312,,10.023502349853516,44.713497161865234,12.32944107055664,,7.596127986907959,7.46875,14.026152610778809,46.0733757019043 -2011-01-31,10.222586631774902,7.829999923706055,8.482000350952148,,10.988866806030273,21.74993324279785,72.36944580078125,27.554777145385742,14.916321754455566,30.729534149169922,21.94449234008789,,10.06216049194336,46.78685760498047,12.251729011535645,,7.60441780090332,7.482500076293945,13.870308876037598,47.059146881103516 -2011-02-01,10.394611358642578,8.220000267028809,8.605500221252441,,11.45307445526123,22.00581169128418,74.7410659790039,27.524578094482422,15.181673049926758,31.406494140625,22.096656799316406,,10.614418983459473,46.1395378112793,12.531496047973633,,7.7011332511901855,7.522500038146973,13.934623718261719,48.94313430786133 -2011-02-02,10.373217582702637,8.289999961853027,8.67650032043457,,11.397052764892578,22.191326141357422,74.41764831542969,26.943117141723633,15.205523490905762,31.078266143798828,22.211713790893555,,10.580933570861816,46.083229064941406,12.512069702148438,,7.645864486694336,7.426249980926514,13.818355560302734,48.6515007019043 -2011-02-03,10.34670639038086,8.329999923706055,8.685500144958496,,11.549118041992188,22.40242576599121,74.5614013671875,27.23007583618164,15.15955924987793,31.085111618041992,22.768413543701172,,10.69813060760498,46.59922790527344,12.574240684509277,,7.734286785125732,7.53249979019165,13.8331937789917,48.668983459472656 -2011-02-04,10.438895225524902,8.399999618530273,8.796500205993652,,11.437066078186035,22.54315757751465,73.8786392211914,27.630292892456055,15.180181503295898,30.49020767211914,22.940067291259766,,10.770675659179688,46.02695083618164,12.659728050231934,,7.728763103485107,7.962500095367432,13.8604097366333,48.5756721496582 -2011-02-07,10.60097885131836,8.329999923706055,8.821499824523926,,11.741204261779785,22.383230209350586,74.99256896972656,27.713354110717773,15.262419700622559,31.11245346069336,23.19429588317871,,10.625579833984375,45.99879837036133,12.62071704864502,,7.725999355316162,8.188750267028809,13.870308876037598,48.95480728149414 -2011-02-08,10.700995445251465,8.239999771118164,9.152999877929688,,11.693181037902832,21.973819732666016,76.46585845947266,27.856826782226562,15.364038467407227,31.27657127380371,23.15996742248535,,10.692546844482422,46.561710357666016,12.921114921569824,,7.712185859680176,8.373749732971191,13.946996688842773,48.65575408935547 -2011-02-09,10.790173530578613,8.229999542236328,9.265000343322754,,11.717193603515625,21.653974533081055,76.57364654541016,27.49435806274414,15.317329406738281,30.84577751159668,23.056974411010742,,10.631163597106934,44.88236618041992,12.87039852142334,,7.728763103485107,8.30875015258789,14.033574104309082,48.40363693237305 -2011-02-10,10.681114196777344,8.220000267028809,9.310500144958496,,11.597134590148926,21.788314819335938,76.4299087524414,27.094154357910156,15.315837860107422,31.132984161376953,23.393781661987305,,10.620000839233398,45.858070373535156,12.936723709106445,,7.803370952606201,8.640000343322754,13.751564979553223,48.784751892089844 -2011-02-11,10.750706672668457,8.279999732971191,9.462499618530273,,11.82123851776123,21.494043350219727,76.64550018310547,27.524578094482422,15.516094207763672,31.844118118286133,23.51996421813965,,10.508383750915527,45.76425552368164,13.01084041595459,,7.866921424865723,8.726249694824219,13.776301383972168,48.56193542480469 -2011-02-14,10.820903778076172,8.630000114440918,9.520999908447266,,11.91728401184082,21.14859962463379,77.25635528564453,27.403743743896484,15.606781005859375,31.8236026763916,23.65636444091797,,10.631163597106934,46.1301383972168,13.10057544708252,,7.864160060882568,8.619999885559082,13.55614185333252,49.78742599487305 -2011-02-15,10.842594146728516,8.600000381469727,9.451499938964844,,11.82123851776123,21.033458709716797,77.11263275146484,27.267824172973633,15.50739860534668,32.01506042480469,23.762130737304688,,10.631163597106934,45.71732711791992,12.9445219039917,,7.803370952606201,8.417499542236328,13.593242645263672,48.649898529052734 -2011-02-16,10.93990421295166,8.989999771118164,9.331000328063965,,11.877262115478516,20.899120330810547,77.04076385498047,27.751110076904297,15.509138107299805,32.7808952331543,23.60254669189453,,10.759514808654785,46.1395378112793,13.096670150756836,,7.819952964782715,8.4712495803833,13.49429702758789,49.072059631347656 -2011-02-17,10.794391632080078,9.4399995803833,9.387999534606934,,11.853254318237305,21.020662307739258,77.32823944091797,27.464155197143555,15.534976959228516,32.698848724365234,23.365013122558594,,10.809741020202637,45.67981719970703,13.06936264038086,,7.87521505355835,8.44124984741211,13.543773651123047,49.183494567871094 -2011-02-18,10.561208724975586,9.180000305175781,9.324999809265137,,11.805231094360352,21.135814666748047,77.04076385498047,27.56987762451172,15.654733657836914,32.82193374633789,23.264806747436523,,10.7092866897583,45.32330322265625,13.264426231384277,,7.894556999206543,8.479999542236328,13.699613571166992,49.54701232910156 -2011-02-22,10.201196670532227,8.850000381469727,9.020999908447266,,11.349031448364258,21.193389892578125,74.81293487548828,27.011083602905273,15.161050796508789,31.4611873626709,22.95305824279785,,10.541868209838867,45.65167999267578,12.784568786621094,,7.792318344116211,8.268750190734863,13.276605606079102,50.09818649291992 -2011-02-23,10.322005271911621,8.550000190734863,8.833999633789062,,11.341024398803711,20.93111228942871,73.19591522216797,26.120014190673828,15.188629150390625,31.427005767822266,22.650577545166016,,10.469319343566895,49.01972579956055,12.449057579040527,,7.745339870452881,8.03125,13.118281364440918,51.05393600463867 -2011-02-24,10.32983684539795,9.100000381469727,8.887499809265137,,11.180951118469238,20.579273223876953,74.4622802734375,24.93446922302246,15.12651538848877,31.392812728881836,22.656139373779297,,10.54745101928711,48.8696174621582,12.449057579040527,,7.71494722366333,8.069999694824219,12.885747909545898,50.40895080566406 -2011-02-25,10.488908767700195,9.289999961853027,8.862000465393066,,11.365036964416504,20.70721435546875,75.3306655883789,25.10814666748047,15.156826972961426,31.91934585571289,22.890886306762695,,10.525128364562988,50.924224853515625,12.679234504699707,,7.772979259490967,8.2524995803833,12.80164623260498,50.03956604003906 -2011-02-28,10.641042709350586,9.210000038146973,8.66450023651123,,11.437066078186035,20.624046325683594,75.69244384765625,25.319580078125,15.240307807922363,31.92616844177246,22.320261001586914,,10.737192153930664,50.942989349365234,12.866499900817871,,7.8420562744140625,8.2787504196167,12.858543395996094,50.150962829589844 -2011-03-01,10.523550987243652,9.029999732971191,8.472000122070312,,11.148941993713379,20.76478385925293,73.26827239990234,24.881608963012695,14.92625904083252,31.180835723876953,22.301706314086914,,10.681386947631836,47.22779846191406,12.636320114135742,,7.759157657623291,8.05875015258789,12.880806922912598,49.72292709350586 -2011-03-02,10.608207702636719,9.170000076293945,8.60099983215332,,11.076858520507812,20.751989364624023,73.52155303955078,24.82874870300293,14.92700481414795,30.91416358947754,22.841716766357422,,10.7092866897583,46.77747344970703,12.569994926452637,,7.784027576446533,7.985000133514404,12.856072425842285,49.887107849121094 -2011-03-03,10.832350730895996,9.279999732971191,8.63949966430664,,11.429265975952148,21.129413604736328,75.07740020751953,24.942012786865234,15.14490032196045,31.509065628051758,23.349241256713867,,11.032967567443848,47.45298385620117,12.878198623657227,,7.772979259490967,8.319999694824219,12.865961074829102,50.321022033691406 -2011-03-04,10.84560489654541,9.229999542236328,8.583499908447266,,11.309127807617188,20.911916732788086,73.70248413085938,24.45873260498047,14.92278003692627,31.126134872436523,23.172954559326172,,10.971580505371094,47.45298385620117,12.921114921569824,,7.71494722366333,8.416250228881836,12.880806922912598,49.887107849121094 -2011-03-07,10.705821990966797,8.84000015258789,8.454000473022461,,11.237040519714355,20.348979949951172,73.73863983154297,23.93768882751465,14.700163841247559,30.900480270385742,22.942842483520508,,10.94367790222168,47.05895233154297,13.108376502990723,,7.709420680999756,8.482500076293945,12.868439674377441,49.67601776123047 -2011-03-08,10.71786880493164,8.989999771118164,8.344499588012695,,11.765653610229492,20.227434158325195,74.6431655883789,24.707931518554688,14.716313362121582,31.727874755859375,23.103355407714844,,10.982739448547363,45.989410400390625,13.268327713012695,,7.861399173736572,8.686249732971191,12.972333908081055,49.605648040771484 -2011-03-09,10.618751525878906,8.670000076293945,8.452500343322754,,11.685563087463379,20.00994110107422,74.6431655883789,24.353015899658203,14.702897071838379,31.837276458740234,23.00872802734375,,10.971580505371094,46.486656188964844,13.475099563598633,,7.955343246459961,8.606249809265137,13.120553970336914,49.47664260864258 -2011-03-10,10.444018363952637,8.420000076293945,8.307000160217285,,11.421257972717285,19.773239135742188,72.72553253173828,23.726255416870117,14.417917251586914,31.132984161376953,22.598617553710938,,10.804161071777344,44.22564697265625,14.813249588012695,,7.905609607696533,8.461250305175781,13.115572929382324,47.717586517333984 -2011-03-11,10.604292869567871,8.649999618530273,8.403499603271484,,11.517369270324707,20.16345977783203,73.66625213623047,24.111373901367188,14.32872200012207,31.27657127380371,23.049551010131836,,10.865545272827148,45.54020690917969,14.263162612915039,,7.864160060882568,8.681249618530273,13.100625038146973,48.15149688720703 -2011-03-14,10.65158748626709,8.430000305175781,8.33650016784668,,11.397228240966797,20.240224838256836,72.07426452636719,23.854629516601562,14.161759376525879,30.9757022857666,23.088516235351562,,11.055291175842285,46.87355422973633,13.939353942871094,,7.789553642272949,8.5337495803833,13.033361434936523,48.3039436340332 -2011-03-15,10.406658172607422,8.279999732971191,8.253999710083008,,11.180978775024414,19.82442283630371,70.95265197753906,24.428525924682617,14.15107536315918,30.503887176513672,22.699756622314453,,11.027386665344238,47.08013153076172,13.935452461242676,,7.6845502853393555,8.4399995803833,12.968595504760742,47.72344970703125 -2011-03-16,9.94210433959961,8.119999885559082,8.234999656677246,,10.964727401733398,19.72847557067871,68.56464385986328,23.998106002807617,13.841498374938965,29.956851959228516,22.667280197143555,,10.770675659179688,48.873558044433594,13.654562950134277,,7.551914215087891,8.392499923706055,12.799205780029297,46.50382614135742 -2011-03-17,10.081592559814453,8.3100004196167,8.048500061035156,,11.196995735168457,19.747655868530273,69.54154968261719,23.741361618041992,13.947341918945312,30.469684600830078,22.617176055908203,,11.094355583190918,50.526145935058594,13.689671516418457,,7.6652092933654785,8.385000228881836,12.796713829040527,47.588592529296875 -2011-03-18,9.961992263793945,8.550000190734863,8.090999603271484,,11.2450532913208,20.169858932495117,69.65008544921875,24.050952911376953,13.939888954162598,31.27657127380371,22.424175262451172,,11.261773109436035,49.13648223876953,13.638952255249023,,7.7204742431640625,7.913750171661377,12.834077835083008,47.40681838989258 -2011-03-21,10.221983909606934,8.550000190734863,8.22599983215332,,11.253059387207031,20.406545639038086,71.35064697265625,23.62053871154785,14.323503494262695,31.201343536376953,23.006864547729492,,11.150162696838379,49.55901336669922,13.77550220489502,,7.808897972106934,8.188750267028809,12.933722496032715,48.57366943359375 -2011-03-22,10.279223442077637,8.359999656677246,8.130000114440918,,11.116903305053711,20.099489212036133,70.51844787597656,23.2127628326416,14.343877792358398,31.091949462890625,22.89552879333496,,11.127838134765625,50.33837127685547,13.635054588317871,,7.764686107635498,8.023750305175781,12.953649520874023,48.40949249267578 -2011-03-23,10.218670845031738,8.59000015258789,8.265999794006348,,10.932685852050781,20.37456512451172,70.6631851196289,23.529924392700195,14.464130401611328,31.180835723876953,22.90480613708496,,11.116679191589355,50.394710540771484,14.313880920410156,,7.77573823928833,8.114999771118164,12.863972663879395,48.432945251464844 -2011-03-24,10.392805099487305,8.829999923706055,8.555000305175781,,10.796531677246094,19.274276733398438,71.5677261352539,23.70359992980957,14.581650733947754,31.269733428955078,23.410484313964844,,11.328742027282715,51.64353942871094,14.661094665527344,,7.886270999908447,8.15625,13.100625038146973,48.50917434692383 -2011-03-25,10.590731620788574,8.880000114440918,8.548999786376953,,10.684404373168945,18.692138671875,71.45916748046875,23.764009475708008,14.404004096984863,31.3586368560791,22.982746124267578,,11.356644630432129,53.25856399536133,14.395807266235352,,7.971927642822266,8.223750114440918,13.040841102600098,49.03102111816406 -2011-03-28,10.557592391967773,8.6899995803833,8.467499732971191,,10.7084321975708,18.775306701660156,71.45916748046875,23.29583168029785,14.295180320739746,31.427005767822266,23.41604232788086,,11.31200122833252,51.71866226196289,14.388007164001465,,8.1128511428833,8.138750076293945,13.000985145568848,48.94306945800781 -2011-03-29,10.573260307312012,8.680000305175781,8.730999946594238,,10.69240951538086,18.602584838867188,71.85717010498047,23.484609603881836,14.453447341918945,31.46802520751953,23.354812622070312,,11.373385429382324,52.53556442260742,14.38020133972168,,8.303512573242188,8.539999961853027,13.018414497375488,48.81407165527344 -2011-03-30,10.50306510925293,8.789999961853027,8.970999717712402,,10.772502899169922,18.685749053955078,72.76172637939453,23.824419021606445,14.456180572509766,31.762056350708008,23.535751342773438,,11.351058959960938,54.03792190551758,14.32558822631836,,8.485889434814453,8.62874984741211,13.043329238891602,49.54114532470703 -2011-03-31,10.49945068359375,8.600000381469727,9.006500244140625,,10.676393508911133,18.372291564941406,72.54462432861328,23.431753158569336,14.57841968536377,31.52273178100586,23.35573959350586,,11.334325790405273,54.89237976074219,14.415312767028809,,8.458255767822266,8.506250381469727,12.966104507446289,49.330081939697266 -2011-04-01,10.380452156066895,8.359999656677246,9.006500244140625,,10.7084321975708,18.32111930847168,73.59391784667969,24.47383689880371,14.703641891479492,31.69368553161621,23.525529861450195,,11.373385429382324,54.50739288330078,14.532356262207031,,8.461021423339844,9.1537504196167,12.986032485961914,49.65256118774414 -2011-04-04,10.278922080993652,8.100000381469727,9.147000312805176,,10.764492988586426,18.00766372680664,74.28137969970703,24.45873260498047,14.601278305053711,31.858678817749023,24.239973068237305,,11.462677001953125,54.95811462402344,14.329483032226562,,8.502469062805176,9.318750381469727,13.115572929382324,49.76396560668945 -2011-04-05,10.209630966186523,8.109999656677246,9.26449966430664,,10.78852367401123,18.32111930847168,73.55773162841797,24.821191787719727,14.139397621154785,32.023677825927734,24.395849227905273,,11.412457466125488,55.25858688354492,14.2007417678833,,8.483124732971191,9.506250381469727,13.137990951538086,50.08646774291992 -2011-04-06,10.184024810791016,8.430000305175781,9.137999534606934,,10.988754272460938,19.03118324279785,74.35375213623047,24.821191787719727,14.265862464904785,32.75242233276367,24.64651107788086,,11.323163032531738,53.85951614379883,14.19683837890625,,8.578660011291504,9.237500190734863,13.19777774810791,49.94574737548828 -2011-04-07,10.185230255126953,8.40999984741211,9.245499610900879,,10.900653839111328,19.18471336364746,73.6301040649414,24.3983154296875,14.410463333129883,32.587432861328125,24.617738723754883,,11.345481872558594,54.23508834838867,14.00567626953125,,8.598369598388672,9.137499809265137,13.202759742736816,50.28582763671875 -2011-04-08,10.094247817993164,8.470000267028809,9.23550033569336,,10.796531677246094,18.999204635620117,73.05119323730469,23.80176544189453,14.364748001098633,32.20243453979492,24.42184829711914,,11.4180326461792,53.83134841918945,13.95495891571045,,8.646230697631836,8.925000190734863,13.088170051574707,50.39723205566406 -2011-04-11,9.965907096862793,8.420000076293945,9.20199966430664,,10.804540634155273,19.517358779907227,73.01500701904297,23.235416412353516,14.34511947631836,32.21617889404297,24.75141716003418,,11.53522777557373,52.9205322265625,13.845724105834961,,8.63215446472168,9.161250114440918,13.157917976379395,49.93400573730469 -2011-04-12,10.01411247253418,8.260000228881836,9.02400016784668,,10.78852367401123,19.536645889282227,72.39990997314453,23.522367477416992,14.177163124084473,32.06492614746094,24.412565231323242,,11.4180326461792,50.73273849487305,13.95495891571045,,8.578660011291504,9.24625015258789,13.332298278808594,48.77302551269531 -2011-04-13,10.126485824584961,8.199999809265137,9.114500045776367,,10.628334999084473,19.446645736694336,72.14662170410156,23.30338478088379,14.318038940429688,31.796810150146484,25.043853759765625,,11.4180326461792,50.544944763183594,13.970571517944336,,8.49700927734375,9.369999885559082,13.359695434570312,48.761295318603516 -2011-04-14,10.0147123336792,8.1899995803833,9.090999603271484,,10.516204833984375,18.938783645629883,72.3637466430664,23.091947555541992,14.373443603515625,30.916810989379883,24.96122932434082,,11.434776306152344,49.568382263183594,14.03298568725586,,8.527982711791992,9.176250457763672,13.327317237854004,48.925479888916016 -2011-04-15,9.865283966064453,8.270000457763672,9.000499725341797,,10.267918586730957,18.5466365814209,72.50843048095703,22.8351993560791,13.185574531555176,30.861812591552734,24.84147834777832,,11.457097053527832,50.00031661987305,14.192943572998047,,8.629339218139648,9.233750343322754,13.339773178100586,49.42387771606445 -2011-04-18,9.997539520263672,8.199999809265137,8.916999816894531,,9.947548866271973,18.78449249267578,72.2913589477539,22.63131332397461,13.089669227600098,30.222429275512695,24.606595993041992,,11.384552955627441,49.36183547973633,13.970571517944336,,8.533611297607422,9.263750076293945,13.279983520507812,48.726139068603516 -2011-04-19,10.178600311279297,8.270000457763672,8.940999984741211,,9.883476257324219,19.028783798217773,73.34065246582031,22.344362258911133,12.95773983001709,30.696809768676758,24.793203353881836,,11.457097053527832,49.36183547973633,14.107108116149902,,8.533611297607422,9.725000381469727,13.289946556091309,49.13656997680664 -2011-04-20,10.315677642822266,8.630000114440918,9.193499565124512,,9.827404975891113,19.350221633911133,73.81100463867188,22.601110458374023,13.062090873718262,30.634929656982422,25.0679988861084,,11.378969192504883,49.718631744384766,14.3919038772583,,8.482934951782227,9.806249618530273,13.374641418457031,50.22132110595703 -2011-04-21,10.565428733825684,8.710000038146973,9.294500350952148,,9.859441757202148,19.363075256347656,72.18280029296875,23.3713436126709,13.046439170837402,30.717430114746094,25.370649337768555,,11.044130325317383,50.9017448425293,14.434823036193848,,8.637782096862793,9.81624984741211,13.347245216369629,50.637630462646484 -2011-04-25,10.635022163391113,8.699999809265137,9.270999908447266,,9.963563919067383,19.414506912231445,71.96572875976562,23.514816284179688,13.045197486877441,30.669307708740234,25.198902130126953,,11.239449501037598,49.868865966796875,14.384098052978516,,8.601181983947754,9.80875015258789,13.294929504394531,50.5555534362793 -2011-04-26,10.556992530822754,8.880000114440918,9.114999771118164,,9.795369148254395,19.73593521118164,72.72553253173828,23.61298370361328,13.23824691772461,31.019929885864258,25.656587600708008,,11.267356872558594,49.962772369384766,14.278767585754395,,8.710984230041504,8.704999923706055,13.429448127746582,51.25918197631836 -2011-04-27,10.548861503601074,8.949999809265137,9.831500053405762,,9.87546443939209,19.73593521118164,74.7155532836914,23.998106002807617,13.360984802246094,31.28117561340332,25.563749313354492,,11.512903213500977,50.61066436767578,14.508943557739258,,8.846126556396484,8.756250381469727,13.556488990783691,51.470252990722656 -2011-04-28,10.446429252624512,9.069999694824219,9.753499984741211,,9.947548866271973,19.82594871520996,74.5346450805664,24.096271514892578,13.366201400756836,31.52181625366211,25.50247573852539,,11.624516487121582,51.56843185424805,14.388007164001465,,8.832051277160645,8.779999732971191,13.623758316040039,51.21226119995117 -2011-04-29,10.548257827758789,9.100000381469727,9.790499687194824,,9.835413932800293,20.070222854614258,73.9919204711914,24.232194900512695,13.518506050109863,31.370563507080078,25.61295509338379,,11.702645301818848,53.005035400390625,14.122715950012207,,8.761663436889648,8.557499885559082,13.69599723815918,51.587528228759766 -2011-05-02,10.432270050048828,9.029999732971191,10.059499740600586,,9.883476257324219,20.218082427978516,74.10044860839844,24.300153732299805,13.380861282348633,31.06119155883789,25.5572509765625,,11.730547904968262,52.9111442565918,14.309976577758789,,8.787001609802246,8.350000381469727,13.710942268371582,50.995323181152344 -2011-05-03,10.490110397338867,8.800000190734863,9.922499656677246,,10.091714859008789,20.192367553710938,74.67938995361328,24.91180992126465,13.26483154296875,31.569936752319336,26.21546745300293,,11.406869888305664,51.070770263671875,14.161721229553223,,8.97000503540039,8.09375,13.815568923950195,50.203739166259766 -2011-05-04,10.531388282775879,8.789999961853027,9.998499870300293,,10.003609657287598,20.12808609008789,73.34065246582031,24.949567794799805,13.312039375305176,31.28117561340332,26.21639633178711,,11.518486022949219,50.197513580322266,14.267060279846191,,8.950298309326172,8.164999961853027,13.793149948120117,49.728797912597656 -2011-05-05,10.446429252624512,8.869999885559082,9.855500221252441,,9.851432800292969,19.870935440063477,72.00189971923828,24.179330825805664,13.274273872375488,31.05429458618164,25.48391342163086,,11.378969192504883,48.90172576904297,14.239752769470215,,8.789816856384277,8.143750190734863,13.718413352966309,48.44464874267578 -2011-05-06,10.443717956542969,8.920000076293945,9.880000114440918,,9.859441757202148,19.928796768188477,72.39990997314453,24.096271514892578,13.299863815307617,30.964933395385742,25.46070098876953,,11.468260765075684,48.83599090576172,14.251455307006836,,8.801078796386719,8.25,13.705957412719727,48.4857177734375 -2011-05-09,10.472036361694336,8.9399995803833,10.039999961853027,,9.75532341003418,19.54308319091797,72.61702728271484,23.70359992980957,13.358996391296387,30.909942626953125,25.880325317382812,,11.496159553527832,50.526145935058594,14.141834259033203,,8.82641887664795,8.211250305175781,13.725883483886719,48.77302551269531 -2011-05-10,10.52777099609375,8.9399995803833,10.196999549865723,,9.835413932800293,19.53021812438965,73.4491958618164,23.869735717773438,13.482728004455566,31.047433853149414,26.096635818481445,,11.64126205444336,51.051979064941406,14.18489933013916,,8.92214298248291,8.425000190734863,13.833002090454102,48.866859436035156 -2011-05-11,10.460890769958496,8.880000114440918,10.218999862670898,,9.81138801574707,19.562366485595703,72.68937683105469,23.635637283325195,13.303590774536133,30.408065795898438,25.820919036865234,,11.61308479309082,48.6670036315918,14.012625694274902,,8.834866523742676,8.5912504196167,13.83426284790039,47.834903717041016 -2011-05-12,10.44100570678711,8.930000305175781,10.303500175476074,,9.771342277526855,20.37236976623535,72.8702621459961,23.726255416870117,13.29365348815918,30.311813354492188,26.189468383789062,,11.770856857299805,48.948692321777344,14.271037101745605,,8.908065795898438,8.507499694824219,13.972171783447266,47.79362487792969 -2011-05-13,10.258136749267578,8.899999618530273,10.128000259399414,,9.555091857910156,20.770957946777344,71.96572875976562,23.461959838867188,13.157001495361328,29.66556739807129,25.9945125579834,,11.787762641906738,48.88294982910156,14.153573989868164,,8.84331226348877,8.364999771118164,13.972171783447266,47.68747329711914 -2011-05-16,10.041223526000977,8.670000076293945,9.625499725341797,,9.4990234375,20.65523338317871,71.49536895751953,23.484609603881836,12.88046932220459,29.479948043823242,25.91560173034668,,11.82157039642334,48.451019287109375,13.765972137451172,,8.744771003723145,8.0912504196167,14.057433128356934,47.315982818603516 -2011-05-17,10.12678337097168,8.539999961853027,9.740500450134277,,9.5310640335083,20.545940399169922,70.88025665283203,23.484609603881836,13.179611206054688,30.119312286376953,26.18483543395996,,11.911726951599121,48.62942886352539,13.820784568786621,,8.761663436889648,8.011249542236328,13.927034378051758,47.41621398925781 -2011-05-18,10.239156723022461,8.670000076293945,9.854499816894531,,9.44295883178711,20.713088989257812,71.49536895751953,23.80176544189453,13.163461685180664,30.3049373626709,26.119844436645508,,11.9342679977417,49.15525817871094,14.333677291870117,,8.784186363220215,8.388750076293945,13.836770057678223,48.20049285888672 -2011-05-19,10.259037017822266,8.640000343322754,9.9399995803833,,9.36286735534668,20.443086624145508,72.21900939941406,23.764009475708008,13.199240684509277,30.249929428100586,26.371435165405273,,11.849745750427246,49.2491455078125,14.541191101074219,,8.840494155883789,8.361249923706055,13.911991119384766,48.54841995239258 -2011-05-20,10.099068641662598,8.619999885559082,9.932499885559082,,9.274764060974121,20.140939712524414,70.98882293701172,23.545021057128906,13.019855499267578,29.651811599731445,25.768924713134766,,11.658162117004395,50.929931640625,14.333677291870117,,8.81796932220459,8.178750038146973,13.864350318908691,48.10026168823242 -2011-05-23,10.074361801147461,8.489999771118164,9.810999870300293,,9.14661979675293,20.26308250427246,70.1566390991211,23.37889289855957,12.879724502563477,29.253070831298828,25.248096466064453,,11.601818084716797,50.094215393066406,14.26711654663086,,8.750398635864258,8.125,13.846792221069336,47.569541931152344 -2011-05-24,10.007782936096191,8.390000343322754,9.66349983215332,,9.178653717041016,20.417367935180664,69.10736083984375,23.280731201171875,12.876494407653809,29.108680725097656,25.07449722290039,,11.56237506866455,50.272640228271484,14.208383560180664,,8.77292537689209,8.024999618530273,13.736464500427246,47.93515396118164 -2011-05-25,10.146065711975098,8.430000305175781,9.61299991607666,,9.114579200744629,20.057373046875,69.54154968261719,23.61298370361328,12.911527633666992,29.060562133789062,25.4820613861084,,11.708874702453613,51.652923583984375,14.141834259033203,,8.727876663208008,8.006250381469727,13.681297302246094,48.33022689819336 -2011-05-26,10.092437744140625,8.479999542236328,9.75,,9.178653717041016,19.986652374267578,70.26520538330078,23.16745948791504,12.87326431274414,29.184307098388672,26.189468383789062,,11.776493072509766,52.197532653808594,14.26711654663086,,8.758848190307617,8.202500343322754,13.696341514587402,48.58380126953125 -2011-05-27,10.165047645568848,8.489999771118164,9.706500053405762,,9.36286735534668,20.30808448791504,70.3375473022461,23.62053871154785,12.94208812713623,29.418062210083008,26.480981826782227,,11.793396949768066,52.12240982055664,14.274949073791504,,8.809523582458496,8.173749923706055,13.71640396118164,48.725318908691406 -2011-05-31,10.478963851928711,8.680000305175781,9.834500312805176,,9.410922050476074,20.417367935180664,71.06117248535156,24.02075958251953,13.143834114074707,29.72742462158203,26.649030685424805,,12.086400032043457,52.507389068603516,14.404151916503906,,8.885544776916504,8.147500038146973,13.846792221069336,49.22065353393555 -2011-06-01,10.409072875976562,8.369999885559082,9.619999885559082,,9.01011848449707,19.909507751464844,69.21589660644531,22.827648162841797,13.05886173248291,28.70993995666504,26.055784225463867,,11.861015319824219,50.169342041015625,14.087014198303223,,8.775738716125488,8.328749656677246,13.61609935760498,48.37150573730469 -2011-06-02,10.42684555053711,8.239999771118164,9.682499885559082,,9.050198554992676,19.633081436157227,69.0711669921875,22.351917266845703,13.119980812072754,28.606813430786133,26.24981689453125,,11.832839012145996,50.6763916015625,14.063529014587402,,8.719432830810547,8.270000457763672,13.4280366897583,47.95873260498047 -2011-06-03,10.34670639038086,7.96999979019165,9.416000366210938,,9.042181968688965,19.69093132019043,68.09429168701172,21.989450454711914,12.99625015258789,28.579315185546875,25.721574783325195,,11.74268627166748,51.10831832885742,13.765972137451172,,8.629339218139648,8.319999694824219,13.455617904663086,47.87028503417969 -2011-06-06,10.184024810791016,7.800000190734863,9.284500122070312,,8.681456565856934,19.208791732788086,66.79174041748047,21.566579818725586,12.946062088012695,27.864303588867188,25.244384765625,,11.686331748962402,49.277320861816406,13.993057250976562,,8.547687530517578,8.141249656677246,13.480687141418457,47.3454704284668 -2011-06-07,10.003263473510742,7.710000038146973,9.3774995803833,,8.537168502807617,18.59806251525879,66.86408996582031,21.732704162597656,12.895625114440918,27.994945526123047,25.4560546875,,11.686331748962402,49.72802734375,14.0674467086792,,8.533611297607422,8.082500457763672,13.498244285583496,47.17446517944336 -2011-06-08,10.009289741516113,7.619999885559082,9.40250015258789,,8.44898796081543,18.430919647216797,66.97264862060547,21.79311752319336,12.899104118347168,27.768070220947266,25.066139221191406,,11.652525901794434,50.563724517822266,13.993057250976562,,8.542057037353516,7.81374979019165,13.463134765625,47.62261199951172 -2011-06-09,9.986695289611816,7.639999866485596,9.484000205993652,,8.537168502807617,18.623777389526367,67.22590637207031,22.238643646240234,12.838481903076172,28.173683166503906,25.223966598510742,,11.691971778869629,50.74212646484375,13.910834312438965,,8.5392427444458,8.1587495803833,13.445590019226074,47.87028503417969 -2011-06-10,9.818286895751953,7.590000152587891,9.326499938964844,,8.657408714294434,18.276626586914062,66.28520202636719,21.785566329956055,12.65909481048584,28.22180938720703,24.790414810180664,,11.33134937286377,49.55901336669922,13.750307083129883,,8.542057037353516,8.015000343322754,13.219904899597168,47.04473114013672 -2011-06-13,9.839376449584961,7.539999961853027,9.314499855041504,,8.793681144714355,18.5273494720459,66.5384521484375,21.589229583740234,12.540332794189453,28.648067474365234,24.826618194580078,,11.528565406799316,48.169342041015625,13.664173126220703,,8.601181983947754,8.49625015258789,13.194828033447266,46.72039794921875 -2011-06-14,10.015315055847168,7.670000076293945,9.498000144958496,,8.657408714294434,19.3695011138916,67.29825592041016,21.981903076171875,12.630772590637207,28.606813430786133,25.448625564575195,,11.596182823181152,48.96745681762695,13.809033393859863,,8.668753623962402,8.710000038146973,13.267548561096191,47.39854431152344 -2011-06-15,9.843894958496094,7.5,9.298999786376953,,8.416925430297852,19.549503326416016,66.5384521484375,21.861082077026367,12.496108055114746,27.967432022094727,25.109769821166992,,11.376432418823242,48.375450134277344,13.648514747619629,,8.544873237609863,8.508749961853027,13.119597434997559,46.384281158447266 -2011-06-16,9.795990943908691,7.190000057220459,9.182499885559082,,8.497085571289062,19.292362213134766,67.2680435180664,21.589229583740234,12.432005882263184,27.7474308013916,24.757919311523438,,11.404603004455566,48.976844787597656,13.75814151763916,,8.56739616394043,8.5024995803833,13.24748706817627,46.714515686035156 -2011-06-17,9.648371696472168,7.0,9.318499565124512,,8.561213493347168,19.935224533081055,67.45045471191406,21.89883804321289,12.050625801086426,28.049930572509766,24.703147888183594,,11.415870666503906,48.87348175048828,13.875596046447754,,8.66312313079834,8.508749961853027,13.244977951049805,46.59657287597656 -2011-06-20,9.49954891204834,6.889999866485596,9.38599967956543,,8.497085571289062,20.27594566345215,67.41394805908203,22.29150390625,12.039692878723145,27.829946517944336,25.061504364013672,,11.421507835388184,49.03323745727539,14.02828598022461,,8.7166166305542,8.983750343322754,13.300140380859375,47.00345993041992 -2011-06-21,9.800211906433105,7.21999979019165,9.71150016784668,,8.681456565856934,20.815950393676758,68.61776733398438,22.344362258911133,12.248893737792969,28.125572204589844,25.440279006958008,,11.5116605758667,50.245445251464844,14.380661964416504,,8.758848190307617,9.202500343322754,13.362833023071289,47.51060485839844 -2011-06-22,9.719167709350586,7.059999942779541,9.581500053405762,,8.649392127990723,20.423805236816406,67.7057876586914,22.63131332397461,12.100069046020508,27.974313735961914,25.17197608947754,,11.427140235900879,50.386390686035156,14.59599781036377,,8.694091796875,9.03499984741211,13.292619705200195,47.06833267211914 -2011-06-23,9.978860855102539,7.059999942779541,9.708000183105469,,8.585261344909668,20.6487979888916,67.04917907714844,22.75968360900879,11.931365966796875,27.548072814941406,25.356719970703125,,11.635625839233398,49.57826614379883,14.772181510925293,,8.649043083190918,9.202500343322754,13.362833023071289,46.25456619262695 -2011-06-24,9.831844329833984,6.900000095367432,9.6274995803833,,8.43295669555664,20.880239486694336,65.55351257324219,22.593557357788086,11.798691749572754,27.149309158325195,25.4560546875,,11.314448356628418,49.12721252441406,14.623405456542969,,8.570211410522461,9.296250343322754,13.142170906066895,45.27568817138672 -2011-06-27,10.003263473510742,6.920000076293945,10.0625,,8.697488784790039,20.13450813293457,66.68435668945312,22.850299835205078,11.995469093322754,27.41744041442871,25.30751609802246,,11.36515998840332,48.920467376708984,14.873981475830078,,8.660305976867676,9.287500381469727,13.112078666687012,45.94792175292969 -2011-06-28,10.100273132324219,6.949999809265137,10.117500305175781,,8.673443794250488,20.52022933959961,67.2680435180664,23.031532287597656,12.265044212341309,27.183696746826172,25.830190658569336,,11.579277038574219,50.574337005615234,15.367302894592285,,8.733510971069336,9.699999809265137,13.172259330749512,46.956275939941406 -2011-06-29,10.06351375579834,6.889999866485596,10.208999633789062,,8.929957389831543,20.359516143798828,67.7057876586914,22.88050651550293,12.362439155578613,27.809316635131836,28.751785278320312,,11.646894454956055,51.60801315307617,15.437771797180176,,8.801078796386719,9.636249542236328,13.199845314025879,47.321876525878906 -2011-06-30,10.112622261047363,6.989999771118164,10.224499702453613,,8.785664558410645,20.288461685180664,68.8001708984375,22.925809860229492,12.581328392028809,28.14617919921875,27.975671768188477,,11.607450485229492,52.153018951416016,15.46126651763916,,8.84331226348877,9.663749694824219,13.325224876403809,47.98822021484375 -2011-07-01,10.34128475189209,7.110000133514404,10.474499702453613,,8.889877319335938,20.669559478759766,70.04046630859375,23.091947555541992,12.945317268371582,28.761825561523438,29.194625854492188,,11.691971778869629,52.99873733520508,15.735332489013672,,8.919326782226562,9.9037504196167,13.418000221252441,48.35973358154297 -2011-07-05,10.527167320251465,7.139999866485596,10.659500122070312,,8.817728996276855,20.82457733154297,69.45681762695312,23.30338478088379,13.228805541992188,28.381378173828125,29.33295249938965,,11.708874702453613,53.13970184326172,16.03289222717285,,8.905250549316406,10.154999732971191,13.387910842895508,48.117958068847656 -2011-07-06,10.59736156463623,7.0,10.709500312805176,,8.609310150146484,20.669559478759766,69.4932861328125,23.552576065063477,13.301355361938477,28.05628204345703,29.06266975402832,,11.708874702453613,53.34642791748047,15.825382232666016,,8.95379638671875,9.963749885559082,13.470664978027344,48.10026168823242 -2011-07-07,10.761253356933594,7.150000095367432,10.836999893188477,,8.753599166870117,20.850418090820312,70.40528869628906,24.013202667236328,13.580618858337402,28.581974029541016,29.631105422973633,,11.398967742919922,53.63772964477539,15.786223411560059,,8.95379638671875,9.947500228881836,13.66374683380127,48.56610107421875 -2011-07-08,10.836867332458496,6.949999809265137,10.913999557495117,,8.577247619628906,20.55328941345215,69.27439880371094,23.847078323364258,13.217625617980957,28.180774688720703,29.28466033935547,,11.359528541564941,52.76383590698242,15.797979354858398,,8.927990913391113,9.943750381469727,13.560937881469727,48.601497650146484 -2011-07-11,10.66484546661377,6.760000228881836,10.6274995803833,,8.29668140411377,20.081769943237305,67.9611587524414,23.220317840576172,13.100602149963379,27.274612426757812,28.55739402770996,,11.291911125183105,50.63071060180664,15.559147834777832,,8.830513000488281,9.649999618530273,13.508277893066406,48.29486083984375 -2011-07-12,10.657320022583008,6.429999828338623,10.56149959564209,,8.184455871582031,20.120521545410156,67.04917907714844,23.16745948791504,13.267813682556152,27.246950149536133,28.2276668548584,,11.269367218017578,51.57040023803711,15.492589950561523,,8.821910858154297,9.774999618530273,13.525821685791016,48.288944244384766 -2011-07-13,10.785957336425781,6.480000019073486,10.675000190734863,,8.176440238952637,20.18511390686035,67.52339935302734,23.220317840576172,13.373406410217285,27.40604591369629,28.411575317382812,,11.263738632202148,52.62286376953125,15.496503829956055,,8.83624267578125,9.916250228881836,13.54588508605957,48.636871337890625 -2011-07-14,10.778424263000488,6.440000057220459,10.519000053405762,,8.072230339050293,19.028915405273438,67.59635162353516,22.729480743408203,13.141845703125,27.9110050201416,28.392065048217773,,11.21866226196289,51.777137756347656,15.32032585144043,,8.767436981201172,9.782500267028809,13.448089599609375,48.49535369873047 -2011-07-15,10.993830680847168,6.429999828338623,10.643500328063965,,8.016117095947266,19.125797271728516,67.1585693359375,22.472740173339844,14.848243713378906,27.655061721801758,28.565753936767578,,11.12850284576416,58.054298400878906,15.582639694213867,,8.690028190612793,9.741250038146973,13.448089599609375,48.94350051879883 -2011-07-18,11.261357307434082,6.179999828338623,10.576499938964844,,7.7916693687438965,18.705951690673828,66.72085571289062,21.974348068237305,14.781658172607422,27.55130386352539,28.565753936767578,,11.066518783569336,57.32134246826172,15.426026344299316,,8.635552406311035,9.710000038146973,13.370354652404785,48.73711395263672 -2011-07-19,11.353238105773926,6.480000019073486,10.902999877929688,,7.671423435211182,18.74471092224121,67.77874755859375,22.148027420043945,14.970732688903809,27.93867301940918,28.922414779663086,,11.23556137084961,59.689361572265625,15.786223411560059,,8.695760726928711,10.300000190734863,13.533344268798828,49.31499481201172 -2011-07-20,11.656013488769531,6.599999904632568,10.77750015258789,,7.895877838134766,18.680110931396484,68.54481506347656,22.080060958862305,14.791844367980957,28.332950592041016,28.63262367248535,,11.21302318572998,59.15372848510742,15.59438419342041,,8.667088508605957,10.148750305175781,13.51329231262207,49.12041091918945 -2011-07-21,11.667763710021973,6.5,10.660499572753906,,8.20048999786377,19.18393325805664,69.89456939697266,22.623764038085938,15.081047058105469,29.252946853637695,28.841617584228516,,11.325715065002441,59.247711181640625,15.809720993041992,,8.681426048278809,10.052499771118164,13.658729553222656,50.13466262817383 -2011-07-22,11.848824501037598,7.75,10.826000213623047,,8.12032413482666,19.093505859375,69.45681762695312,22.729480743408203,15.360311508178711,29.18377113342285,29.177846908569336,,11.30881404876709,60.54449462890625,15.797979354858398,,8.69289493560791,9.958749771118164,13.67126750946045,50.25260543823242 -2011-07-25,12.005487442016602,7.630000114440918,10.674500465393066,,8.024134635925293,18.925567626953125,69.16497039794922,22.27640151977539,15.378945350646973,28.837905883789062,29.38311004638672,,11.162308692932129,59.94308090209961,15.817557334899902,,8.57534408569336,9.823749542236328,13.533344268798828,49.86929702758789 -2011-07-26,12.153409004211426,7.659999847412109,10.708999633789062,,8.016117095947266,19.222681045532227,67.7057876586914,21.9668025970459,15.466899871826172,28.66498374938965,29.049671173095703,,11.060885429382324,60.694828033447266,15.731419563293457,,8.583945274353027,9.431249618530273,13.438060760498047,49.751365661621094 -2011-07-27,11.827434539794922,7.510000228881836,11.12600040435791,,7.759604454040527,18.589685440063477,66.0642318725586,21.249418258666992,15.086761474609375,28.132354736328125,28.15150260925293,,10.874940872192383,60.422340393066406,15.257674217224121,,8.589677810668945,9.006250381469727,13.352806091308594,49.12631607055664 -2011-07-28,11.80423641204834,7.420000076293945,11.194999694824219,,7.847776889801025,18.04711151123047,66.0642318725586,21.219215393066406,15.179187774658203,28.139265060424805,28.50537872314453,,10.90875244140625,61.36201095581055,15.653114318847656,,8.388986587524414,9.3125,13.287606239318848,48.035404205322266 -2011-07-29,11.76386833190918,7.340000152587891,11.12600040435791,,7.783649921417236,17.827499389648438,65.33462524414062,20.902057647705078,14.999056816101074,27.980180740356445,28.166362762451172,,10.846771240234375,61.230464935302734,15.696178436279297,,8.388986587524414,9.176250457763672,13.217398643493652,47.050636291503906 -2011-08-01,11.952762603759766,7.21999979019165,11.065999984741211,,7.863812446594238,17.414104461669922,65.55351257324219,21.196561813354492,15.075581550598145,27.9732608795166,28.247180938720703,,10.711535453796387,62.329891204833984,15.582639694213867,,8.463528633117676,9.108750343322754,13.194828033447266,46.938594818115234 -2011-08-02,11.716569900512695,7.110000133514404,10.585000038146973,,7.607296466827393,17.368892669677734,62.781070709228516,20.42632484436035,14.718549728393555,27.558225631713867,27.724245071411133,,10.221317291259766,60.68546676635742,15.116724967956543,,8.366048812866211,8.647500038146973,12.959117889404297,45.900753021240234 -2011-08-03,11.826833724975586,7.159999847412109,10.498000144958496,,7.647377967834473,17.427017211914062,63.72955322265625,20.51694107055664,14.936446189880371,27.59973907470703,31.437660217285156,,10.272594451904297,60.516300201416016,15.379044532775879,,8.457797050476074,8.766249656677246,12.858814239501953,45.82998275756836 -2011-08-04,11.368907928466797,6.5,10.074000358581543,,7.078232765197754,16.09642219543457,60.081573486328125,19.62588882446289,14.348846435546875,26.230119705200195,29.963624954223633,,9.890863418579102,55.89299011230469,14.44721794128418,,8.251368522644043,8.098750114440918,12.562920570373535,43.54202651977539 -2011-08-05,11.255929946899414,6.559999942779541,10.135000228881836,,6.549168586730957,16.48397445678711,60.227516174316406,19.867525100708008,14.386611938476562,26.008760452270508,30.32956886291504,,9.96493148803711,53.68473815917969,14.376749992370605,,8.294371604919434,7.829999923706055,12.750988006591797,44.11990737915039 -2011-08-08,10.641042709350586,5.940000057220459,9.6850004196167,,5.218493461608887,15.469874382019043,56.287723541259766,18.553598403930664,13.56620979309082,23.560068130493164,27.117721557617188,,9.492039680480957,48.770118713378906,13.378742218017578,,7.941729545593262,6.991250038146973,12.267026901245117,41.38969039916992 -2011-08-09,11.267681121826172,6.179999828338623,10.254500389099121,,6.092249870300293,16.22560691833496,58.221168518066406,19.286073684692383,14.246731758117676,25.1787052154541,29.983123779296875,,10.027602195739746,53.09272003173828,14.160642623901367,,8.271438598632812,7.659999847412109,12.743464469909668,42.24473190307617 -2011-08-10,10.956774711608887,5.849999904632568,9.706500053405762,,5.426912784576416,15.553839683532715,55.04742431640625,18.062761306762695,13.640498161315918,23.774497985839844,28.20908546447754,,9.714242935180664,51.946292877197266,13.657712936401367,,7.993333339691162,7.385000228881836,12.226960182189941,40.380897521972656 -2011-08-11,11.258338928222656,6.170000076293945,9.918000221252441,,5.811685562133789,16.115795135498047,57.19970703125,19.489967346191406,13.966473579406738,25.379291534423828,30.408527374267578,,10.147253036499023,56.27827453613281,14.581061363220215,,8.153894424438477,7.867499828338623,12.560357093811035,42.48810958862305 -2011-08-12,11.35745906829834,6.210000038146973,10.114999771118164,,5.763589382171631,15.2954740524292,57.929298400878906,19.444656372070312,14.007220268249512,24.839757919311523,30.47168731689453,,10.175737380981445,56.41924285888672,14.679289817810059,,8.090813636779785,7.966249942779541,12.565403938293457,42.737403869628906 -2011-08-15,11.550871849060059,6.429999828338623,10.147500038146973,,6.220508575439453,15.838048934936523,59.78977584838867,19.95060157775879,13.844728469848633,25.510719299316406,31.11534309387207,,10.449216842651367,58.74968338012695,15.095780372619629,,8.259969711303711,8.244999885559082,12.623495101928711,44.09668731689453 -2011-08-16,11.462599754333496,6.340000152587891,9.883999824523926,,5.931929588317871,16.06412124633789,58.91425704956055,19.50506591796875,13.391792297363281,24.922767639160156,31.11534309387207,,10.432126998901367,58.61811828613281,15.280449867248535,,8.254233360290527,7.929999828338623,13.113482475280762,43.627750396728516 -2011-08-17,11.46139907836914,6.139999866485596,9.796500205993652,,5.980024814605713,16.02536964416504,59.206077575683594,18.832998275756836,13.24644660949707,25.29629135131836,30.299861907958984,,10.534682273864746,58.93761444091797,15.205796241760254,,8.363183975219727,7.392499923706055,13.020029067993164,44.019527435302734 -2011-08-18,11.027874946594238,5.789999961853027,9.12600040435791,,5.61929988861084,15.515092849731445,55.959415435791016,17.821125030517578,12.544059753417969,24.34171485900879,28.3205509185791,,10.090277671813965,54.54924392700195,13.65378189086914,,8.159621238708496,6.978750228881836,13.080646514892578,42.108211517333984 -2011-08-19,10.726000785827637,5.980000019073486,8.946499824523926,,5.5872321128845215,15.540924072265625,55.04742431640625,16.73373031616211,12.197216033935547,23.760663986206055,27.87935447692871,,10.067483901977539,53.98542785644531,13.791301727294922,,8.024869918823242,6.597499847412109,13.209456443786621,41.43153381347656 -2011-08-22,10.738353729248047,6.050000190734863,8.876999855041504,,5.146347522735596,15.469874382019043,55.12039566040039,16.3939208984375,12.377346992492676,23.110445022583008,28.421785354614258,,10.0731840133667,53.09272003173828,13.708789825439453,,8.156755447387695,6.99875020980835,13.18167781829834,41.657100677490234 -2011-08-23,11.255329132080078,6.5,9.677499771118164,,5.050155162811279,15.747620582580566,56.68901824951172,16.658220291137695,12.890408515930176,24.058115005493164,29.944116592407227,,10.392242431640625,55.62987518310547,14.431754112243652,,8.308711051940918,7.828750133514404,13.439302444458008,43.72273635864258 -2011-08-24,11.333057403564453,6.340000152587891,9.68649959564209,,5.603266716003418,16.180389404296875,57.34566116333008,16.89231300354004,13.001468658447266,24.784420013427734,30.205114364624023,,10.477703094482422,56.73872375488281,14.683219909667969,,8.437727928161621,7.864999771118164,13.479714393615723,43.651493072509766 -2011-08-25,11.258946418762207,6.369999885559082,9.601499557495117,,6.132331371307373,15.592597961425781,56.36069869995117,16.839447021484375,12.920719146728516,24.708337783813477,29.98776626586914,,10.232714653015137,54.79356002807617,14.309952735900879,,8.331645011901855,7.451250076293945,13.3104887008667,42.60087966918945 -2011-08-26,11.55599308013916,6.489999771118164,9.963500022888184,,6.220508575439453,16.012449264526367,56.68901824951172,17.269878387451172,13.090167045593262,25.047271728515625,30.21718978881836,,10.375155448913574,56.15611267089844,14.69107723236084,,8.325911521911621,8.4375,13.361003875732422,43.117279052734375 -2011-08-29,11.748506546020508,6.829999923706055,10.326499938964844,,6.725523471832275,16.42584228515625,58.51296615600586,17.964595794677734,13.393780708312988,26.03644561767578,30.406658172607422,,10.75688362121582,58.993995666503906,14.950398445129395,,8.388986587524414,8.763750076293945,13.434247970581055,43.995765686035156 -2011-08-30,11.749106407165527,6.840000152587891,10.545999526977539,,6.509087562561035,16.29665184020996,58.80479431152344,17.80601692199707,13.434030532836914,25.635238647460938,30.62586212158203,,10.75688362121582,61.36201095581055,15.127214431762695,,8.49220085144043,9.045000076293945,13.340801239013672,43.87112808227539 -2011-08-31,11.593647956848145,6.829999923706055,10.761500358581543,,6.5572428703308105,16.529184341430664,59.4979133605957,18.145824432373047,13.44049072265625,25.98110008239746,30.62400245666504,,10.813857078552246,60.85459518432617,15.174362182617188,,8.16535758972168,8.857500076293945,13.434247970581055,43.936431884765625 -2011-09-01,11.47917366027832,6.679999828338623,10.626999855041504,,6.348567962646484,16.012449264526367,59.096649169921875,17.39069366455078,13.23029613494873,25.109521865844727,30.65652084350586,,10.77397632598877,61.230464935302734,15.005409240722656,,8.105147361755371,8.7162504196167,13.297857284545898,43.621829986572266 -2011-09-02,11.268890380859375,6.320000171661377,10.5,,5.818851947784424,15.566752433776855,57.491554260253906,16.665767669677734,13.039979934692383,23.9543514251709,29.78528594970703,,10.51758861541748,59.78333282470703,14.73037338256836,,8.042075157165527,8.420000076293945,13.141265869140625,42.82049560546875 -2011-09-06,11.440308570861816,6.269999980926514,10.809000015258789,,5.610175132751465,15.050025939941406,55.6311149597168,16.190034866333008,12.973889350891113,23.131195068359375,30.00077247619629,,10.62584114074707,60.03704071044922,14.832527160644531,,7.979000091552734,8.498749732971191,13.05286979675293,42.232852935791016 -2011-09-07,11.56653881072998,6.760000228881836,10.994999885559082,,6.003451347351074,15.857427597045898,57.63747787475586,17.2623233795166,13.268310546875,24.085777282714844,31.49616813659668,,10.830950736999512,62.01980209350586,15.394403457641602,,8.06501293182373,8.895000457763672,13.239767074584961,43.716800689697266 -2011-09-08,11.57286548614502,6.809999942779541,10.86299991607666,,5.778722286224365,15.631354331970215,56.871395111083984,16.975370407104492,13.29141616821289,23.17962074279785,31.385648727416992,,10.722697257995605,61.44658660888672,15.292227745056152,,8.016270637512207,8.8462495803833,13.186729431152344,43.22412109375 -2011-09-09,11.372222900390625,6.519999980926514,10.569499969482422,,5.602149963378906,15.825129508972168,55.04742431640625,16.43167495727539,13.040227890014648,22.19045639038086,29.90975570678711,,10.415032386779785,59.012779235839844,14.659645080566406,,7.895852088928223,8.442500114440918,12.972041130065918,42.1497688293457 -2011-09-12,11.446332931518555,6.710000038146973,10.82800006866455,,5.6583333015441895,16.122257232666016,54.7556037902832,16.514738082885742,13.171164512634277,22.42564582824707,29.911611557006836,,10.397944450378418,59.012779235839844,14.793231010437012,,7.993333339691162,8.672499656677246,13.088223457336426,42.64242935180664 -2011-09-13,11.587324142456055,6.960000038146973,10.976499557495117,,5.618199825286865,15.082320213317871,56.214786529541016,16.612913131713867,13.156256675720215,22.474063873291016,30.545053482055664,,10.443520545959473,59.586368560791016,15.005409240722656,,8.062145233154297,8.896249771118164,13.030131340026855,42.52963638305664 -2011-09-14,11.728316307067871,7.210000038146973,11.128499984741211,,5.6583333015441895,15.508624076843262,57.60099411010742,16.748828887939453,13.219613075256348,22.68849754333496,31.322471618652344,,10.489099502563477,58.53325653076172,15.146858215332031,,8.10228157043457,9.404999732971191,13.184203147888184,43.117279052734375 -2011-09-15,11.838583946228027,7.340000152587891,11.33899974822998,,5.883059024810791,16.587324142456055,59.22147750854492,17.141504287719727,13.480243682861328,23.38713836669922,32.317237854003906,,10.534682273864746,59.492332458496094,15.35117244720459,,8.182561874389648,9.602499961853027,13.262499809265137,43.93048095703125 -2011-09-16,12.065735816955566,7.199999809265137,11.96500015258789,,5.802801132202148,16.42584228515625,60.14222717285156,17.073543548583984,13.58260726928711,23.12428092956543,32.22529602050781,,10.34096622467041,59.652191162109375,15.402255058288574,,8.2972412109375,9.859999656677246,13.297857284545898,44.25102233886719 -2011-09-19,12.401046752929688,6.920000076293945,12.084500312805176,,5.610175132751465,16.212682723999023,59.58976745605469,17.405792236328125,13.582359313964844,22.474063873291016,32.32095718383789,,10.289689064025879,61.899505615234375,16.17236328125,,8.1940279006958,9.823749542236328,13.247344017028809,43.74647903442383 -2011-09-20,12.455875396728516,6.739999771118164,11.662500381469727,,5.537944316864014,16.012449264526367,59.07416534423828,16.93761444091797,13.581365585327148,22.30805015563965,32.85968017578125,,10.392242431640625,61.01559829711914,16.140932083129883,,8.271438598632812,9.56624984741211,13.206933975219727,43.93048095703125 -2011-09-21,12.416412353515625,6.480000019073486,11.593500137329102,,5.120589256286621,15.579676628112793,56.6434440612793,16.0692138671875,13.396761894226074,20.986860275268555,31.66985511779785,,10.164342880249023,63.902313232421875,15.677294731140137,,8.113752365112305,9.210000038146973,12.961936950683594,42.71958541870117 -2011-09-22,12.10550594329834,6.119999885559082,11.161499977111816,,4.8637590408325195,15.66364860534668,55.39125061035156,15.283873558044434,12.936123847961426,20.246719360351562,30.740114212036133,,9.96493148803711,62.15337371826172,15.170433044433594,,7.956060409545898,8.8149995803833,12.699262619018555,41.09912872314453 -2011-09-23,12.180218696594238,6.170000076293945,11.180500030517578,,5.064406871795654,15.61843204498291,56.01734161376953,15.857779502868652,13.056625366210938,20.468069076538086,31.303890228271484,,9.942138671875,55.035343170166016,15.209725379943848,,7.9847331047058105,9.083749771118164,12.830597877502441,41.14067840576172 -2011-09-26,12.146177291870117,6.400000095367432,11.492500305175781,,5.297163009643555,16.290191650390625,57.34317398071289,15.918190956115723,13.215141296386719,21.89301109313965,31.05962562561035,,10.124462127685547,56.41757583618164,15.516193389892578,,8.12522029876709,9.52750015258789,13.090752601623535,42.57120895385742 -2011-09-27,12.028379440307617,6.489999771118164,11.21049976348877,,5.200850486755371,15.947855949401855,58.04296112060547,16.001249313354492,13.400239944458008,21.837678909301758,31.404211044311523,,10.113064765930176,59.62397766113281,15.657649993896484,,8.219831466674805,9.442500114440918,13.141265869140625,43.27756118774414 -2011-09-28,11.96059513092041,6.150000095367432,11.48550033569336,,4.9440178871154785,15.805752754211426,56.901241302490234,15.412254333496094,13.139361381530762,21.0767822265625,30.634233474731445,,10.004812240600586,55.76877212524414,15.492623329162598,,8.18542766571045,9.131250381469727,12.959413528442383,42.77894592285156 -2011-09-29,11.766580581665039,5.309999942779541,11.121999740600586,,5.0965118408203125,15.747620582580566,58.4112434387207,15.676547050476074,13.106069564819336,21.713167190551758,30.49955177307129,,10.244107246398926,56.30474853515625,14.99754810333252,,8.268569946289062,8.8125,13.116005897521973,43.85331344604492 -2011-09-30,11.487902641296387,5.079999923706055,10.81149959564209,,4.911913871765137,15.149445533752441,56.054161071777344,15.238569259643555,12.796492576599121,20.834680557250977,29.458349227905273,,10.0731840133667,54.969539642333984,14.651790618896484,,8.176824569702148,8.301250457763672,13.108430862426758,43.111351013183594 -2011-10-03,11.285455703735352,4.53000020980835,10.598999977111816,,4.438380718231201,14.382219314575195,54.102203369140625,14.898762702941895,12.311504364013672,19.817853927612305,28.87504768371582,,9.873769760131836,52.393123626708984,14.2235107421875,,8.073609352111816,8.071249961853027,13.12358283996582,42.232852935791016 -2011-10-04,11.222187995910645,4.71999979019165,10.625,,4.622976303100586,14.811341285705566,54.72832107543945,16.1749267578125,12.470020294189453,21.11577796936035,28.575971603393555,,10.021904945373535,53.33342742919922,14.636062622070312,,8.116615295410156,8.507499694824219,13.355953216552734,43.23006820678711 -2011-10-05,11.395419120788574,4.829999923706055,10.975000381469727,,4.631004810333252,15.058419227600098,56.238304138183594,16.816791534423828,12.53958797454834,21.520509719848633,29.11680030822754,,10.244107246398926,56.58683395385742,14.950398445129395,,8.28319263458252,8.65625,13.297857284545898,43.894866943359375 -2011-10-06,11.368907928466797,4.849999904632568,11.075499534606934,,5.040330410003662,15.773634910583496,57.19588851928711,16.87720489501953,12.788293838500977,22.59514045715332,29.38907814025879,,10.386543273925781,57.0851936340332,15.127214431762695,,8.312453269958496,9.032500267028809,13.323111534118652,43.859256744384766 -2011-10-07,11.140844345092773,4.730000019073486,11.237000465393066,,4.735342979431152,16.105226516723633,57.08538818359375,16.620464324951172,12.798479080200195,21.422821044921875,28.943031311035156,,10.506195068359375,56.39876174926758,15.425827980041504,,8.321232795715332,8.744999885559082,13.563055038452148,43.66337203979492 -2011-10-10,11.713554382324219,4.840000152587891,11.565999984741211,,5.040330410003662,16.31328582763672,59.442474365234375,17.08108901977539,13.346325874328613,22.539316177368164,30.276538848876953,,10.779669761657715,59.520538330078125,16.078060150146484,,8.534822463989258,9.306249618530273,13.843415260314941,45.27790069580078 -2011-10-11,12.059410095214844,4.860000133514404,11.77400016784668,,5.1125640869140625,16.768421173095703,59.442474365234375,16.990476608276367,13.495648384094238,22.539316177368164,30.620365142822266,,10.739792823791504,59.17263412475586,16.23916244506836,,8.4177827835083,9.4087495803833,13.820680618286133,45.27197265625 -2011-10-12,12.116657257080078,4.929999828338623,11.840499877929688,,5.281109809875488,16.787921905517578,60.4000244140625,17.677644729614258,13.627825736999512,23.167346954345703,30.47911262512207,,10.722697257995605,59.163230895996094,16.30988311767578,,8.482152938842773,9.28125,13.941911697387695,45.80024719238281 -2011-10-13,12.304640769958496,4.96999979019165,11.807499885559082,,4.992173671722412,16.61237335205078,59.73707962036133,17.48130989074707,13.888458251953125,22.05084991455078,31.22252082824707,,10.68851089477539,64.35364532470703,16.14486312866211,,8.514336585998535,9.1875,13.89645767211914,45.33131790161133 -2011-10-14,12.713461875915527,4.920000076293945,12.33549976348877,,4.968095779418945,16.683897018432617,61.1365966796875,18.24399185180664,14.700660705566406,22.253210067749023,31.741994857788086,,10.848045349121094,68.1336441040039,16.588863372802734,,8.534822463989258,9.329999923706055,14.007586479187012,46.3641357421875 -2011-10-17,12.652908325195312,4.670000076293945,12.116499900817871,,4.839679718017578,16.170244216918945,59.773921966552734,17.50396728515625,14.470341682434082,21.660072326660156,31.141677856445312,,10.648632049560547,68.58497619628906,16.17236328125,,8.49093246459961,9.0600004196167,13.835835456848145,45.98423385620117 -2011-10-18,12.72069263458252,4.829999923706055,12.194000244140625,,5.329265594482422,16.50184440612793,61.54173278808594,17.77581024169922,14.671590805053711,22.937068939208984,31.584949493408203,,10.808156967163086,69.95781707763672,16.67922592163086,,8.54652214050293,9.151249885559082,14.116191864013672,46.82712936401367 -2011-10-19,12.009099006652832,4.730000019073486,11.576499938964844,,5.136641502380371,16.28077507019043,60.841976165771484,17.436006546020508,14.4278564453125,22.504423141479492,30.08696174621582,,10.716998100280762,67.02408599853516,16.078060150146484,,8.5114107131958,8.911250114440918,14.20711898803711,46.55409622192383 -2011-10-20,11.909379959106445,4.539999961853027,11.680500030517578,,5.192823886871338,16.72941017150879,61.247093200683594,17.337831497192383,14.501646995544434,23.118492126464844,30.26445770263672,,10.671420097351074,68.29346466064453,16.105567932128906,,8.482152938842773,8.958749771118164,14.237421989440918,46.720298767089844 -2011-10-21,11.835868835449219,4.71999979019165,11.73900032043457,,5.184797763824463,16.956972122192383,60.06854248046875,18.38747215270996,14.671093940734863,23.320859909057617,30.981861114501953,,10.859440803527832,69.5628890991211,16.53777503967285,,8.52311897277832,9.138750076293945,14.376334190368652,47.56314468383789 -2011-10-24,12.224505424499512,5.059999942779541,11.880499839782715,,5.393472194671631,17.184547424316406,60.58415222167969,18.863204956054688,14.818428993225098,24.123348236083984,31.659290313720703,,11.030365943908691,69.58164978027344,16.71458625793457,,8.449967384338379,9.541250228881836,14.340977668762207,47.586910247802734 -2011-10-25,11.98349380493164,4.909999847412109,11.357500076293945,,5.184797763824463,16.937467575073242,59.73707962036133,18.772586822509766,14.48897647857666,23.36970329284668,30.434513092041016,,10.751189231872559,66.16841125488281,16.219512939453125,,8.312453269958496,10.018750190734863,14.323297500610352,47.153594970703125 -2011-10-26,12.06875228881836,5.099999904632568,9.920000076293945,,5.2891364097595215,17.327577590942383,60.21588134765625,18.87075424194336,14.567239761352539,23.85120391845703,30.57854461669922,,10.984780311584473,65.83932495117188,16.26666831970215,,8.411932945251465,10.361249923706055,14.48999309539795,48.12110900878906 -2011-10-27,12.19196891784668,5.539999961853027,10.33899974822998,,5.794774532318115,17.587650299072266,63.972469329833984,19.87508201599121,14.8743314743042,25.832984924316406,32.44545364379883,,11.303845405578613,66.90185546875,16.922832489013672,,8.62259578704834,10.75,14.601130485534668,48.60191345214844 -2011-10-28,12.199801445007324,5.940000057220459,10.866000175476074,,5.899111747741699,17.230052947998047,63.530517578125,19.973247528076172,14.910853385925293,25.602699279785156,32.95003890991211,,11.292450904846191,68.87646484375,16.698871612548828,,8.7015962600708,10.728750228881836,14.434433937072754,48.364498138427734 -2011-10-31,12.19467830657959,5.829999923706055,10.67549991607666,,5.481760025024414,17.054506301879883,61.54173278808594,19.520166397094727,14.724512100219727,24.25593376159668,32.2679557800293,,10.973388671875,64.7297592163086,16.64385986328125,,8.57578182220459,10.551250457763672,14.325821876525879,46.35225296020508 -2011-11-01,11.945530891418457,5.300000190734863,10.604999542236328,,5.136641502380371,16.85944938659668,59.00049591064453,17.617237091064453,14.376920700073242,22.825414657592773,31.065481185913086,,11.013272285461426,64.61695098876953,16.199872970581055,,8.397305488586426,10.256250381469727,14.202067375183105,45.07607650756836 -2011-11-02,11.972648620605469,5.460000038146973,10.781000137329102,,5.393472194671631,17.288570404052734,59.847564697265625,17.519071578979492,14.530219078063965,23.47437858581543,33.23625564575195,,11.127217292785645,65.96156311035156,16.180217742919922,,8.508487701416016,10.475000381469727,14.361176490783691,45.92489242553711 -2011-11-03,12.143159866333008,5.730000019073486,10.91450023651123,,5.545969009399414,17.5616512298584,61.3944091796875,18.145824432373047,14.84526252746582,23.990768432617188,34.06609344482422,,11.326634407043457,66.99588775634766,16.26666831970215,,8.613816261291504,10.720000267028809,14.502625465393066,46.80931854248047 -2011-11-04,12.057905197143555,5.670000076293945,10.824000358581543,,5.208876132965088,17.75670623779297,60.36319351196289,17.82866668701172,14.81147289276123,23.70466423034668,33.46207046508789,,11.201288223266602,67.68231201171875,17.362892150878906,,8.531893730163574,10.537500381469727,14.522828102111816,46.607486724853516 -2011-11-07,12.042539596557617,5.679999828338623,10.850000381469727,,5.17677116394043,17.20404052734375,60.36319351196289,18.13072395324707,15.114339828491211,23.8930721282959,34.00291442871094,,11.434886932373047,66.72318267822266,17.378616333007812,,8.613816261291504,10.4375,14.633954048156738,47.100181579589844 -2011-11-08,12.238362312316895,5.75,10.899499893188477,,5.240981101989746,17.45112419128418,60.69466018676758,18.908506393432617,15.213971138000488,24.437366485595703,34.2036247253418,,11.555740356445312,66.87364196777344,17.4296932220459,,8.619671821594238,10.4712495803833,14.982504844665527,47.62562942504883 -2011-11-09,11.908473014831543,5.380000114440918,10.560999870300293,,4.9440178871154785,17.69818878173828,58.374412536621094,16.847002029418945,14.93097972869873,22.706789016723633,33.2158088684082,,11.12987995147705,63.62961196899414,16.87567710876465,,8.458749771118164,10.111249923706055,14.661742210388184,46.21046829223633 -2011-11-10,11.6054048538208,5.659999847412109,10.53950023651123,,4.839679718017578,17.75020980834961,59.1478271484375,17.141504287719727,14.785137176513672,22.846357345581055,33.463924407958984,,11.388845443725586,66.93944549560547,17.09964370727539,,8.531893730163574,10.125,14.681952476501465,46.99269485473633 -2011-11-11,11.587324142456055,5.949999809265137,10.869500160217285,,4.98414945602417,18.263856887817383,60.03171920776367,16.998029708862305,15.114837646484375,23.223167419433594,34.39691925048828,,11.503944396972656,68.56616973876953,17.42183494567871,,8.607967376708984,10.487500190734863,14.952197074890137,47.60173416137695 -2011-11-14,11.425844192504883,5.789999961853027,10.946499824523926,,4.8557329177856445,17.971271514892578,59.295166015625,17.360488891601562,15.230369567871094,22.713768005371094,34.1292839050293,,11.388845443725586,66.57276153564453,17.146791458129883,,8.540669441223145,10.368749618530273,14.873899459838867,47.14795684814453 -2011-11-15,11.71416187286377,5.760000228881836,10.891500473022461,,4.919939041137695,18.244356155395508,59.66341018676758,17.632341384887695,15.318819046020508,22.818437576293945,34.50658416748047,,11.43488597869873,66.99588775634766,17.367687225341797,,8.558226585388184,10.40999984741211,14.512726783752441,47.22557067871094 -2011-11-16,11.59184455871582,5.679999828338623,10.599499702453613,,4.735342979431152,18.244356155395508,58.74271011352539,17.10374641418457,15.192355155944824,21.960132598876953,33.5466423034668,,11.262239456176758,66.13081359863281,16.969287872314453,,8.420709609985352,10.106249809265137,14.315718650817871,46.724002838134766 -2011-11-17,11.37011432647705,5.440000057220459,10.22599983215332,,4.655080795288086,17.893253326416016,57.60099411010742,16.454334259033203,14.92899227142334,21.276273727416992,33.39701843261719,,11.204691886901855,64.41007232666016,16.578786849975586,,8.370969772338867,9.824999809265137,14.328350067138672,46.49110794067383 -2011-11-18,11.295700073242188,5.46999979019165,9.857000350952148,,4.639030933380127,17.594167709350586,57.6378173828125,16.37126922607422,14.780167579650879,21.366985321044922,33.49272918701172,,11.239217758178711,65.59484100341797,16.574840545654297,,8.379748344421387,9.611249923706055,14.454632759094238,46.51500701904297 -2011-11-21,11.117048263549805,5.420000076293945,9.462499618530273,,4.406276702880859,17.17153549194336,56.1278190612793,15.895532608032227,14.433818817138672,20.87154197692871,32.691715240478516,,10.911194801330566,63.62961196899414,16.440731048583984,,8.297823905944824,9.461250305175781,14.310672760009766,45.923858642578125 -2011-11-22,11.342999458312988,5.300000190734863,9.616999626159668,,4.309963703155518,17.021995544433594,55.20708465576172,15.653889656066895,14.410463333129883,20.522642135620117,32.947261810302734,,10.876667022705078,62.971405029296875,16.677392959594727,,8.215898513793945,9.382499694824219,14.35865592956543,45.39840316772461 -2011-11-23,11.056190490722656,5.050000190734863,9.44950008392334,,4.125365734100342,16.716411590576172,54.24953079223633,15.283873558044434,14.164740562438965,19.80389404296875,32.25029754638672,,10.617697715759277,60.695919036865234,16.2711181640625,,8.060826301574707,9.553750038146973,14.305617332458496,44.5325813293457 -2011-11-25,10.953157424926758,4.989999771118164,9.119999885559082,,4.149443626403809,16.664390563964844,54.13903045654297,15.359391212463379,13.98808765411377,19.87367820739746,32.17131042480469,,10.617697715759277,60.084720611572266,16.109386444091797,,8.01986312866211,9.336250305175781,14.368762016296387,44.12654495239258 -2011-11-28,11.33125114440918,5.300000190734863,9.707500457763672,,4.213651657104492,17.223548889160156,54.50731658935547,15.661446571350098,14.6139497756958,20.34818458557129,33.384010314941406,,10.986004829406738,62.886756896972656,16.507776260375977,,8.177860260009766,9.951250076293945,14.459683418273926,45.28495788574219 -2011-11-29,11.243278503417969,5.320000171661377,9.419500350952148,,4.077210903167725,18.114307403564453,54.94929504394531,15.336735725402832,14.483262062072754,19.929500579833984,33.23812484741211,,11.164406776428223,64.48528289794922,16.649791717529297,,8.210044860839844,9.788749694824219,14.692049980163574,45.9358024597168 -2011-11-30,11.514418601989746,5.690000057220459,9.614500045776367,,4.374756336212158,17.613666534423828,58.595359802246094,16.076765060424805,14.892220497131348,21.61122703552246,34.80579376220703,,11.5499849319458,67.42842864990234,17.150739669799805,,8.479229927062988,10.166250228881836,14.876421928405762,48.03167724609375 -2011-12-01,11.687045097351074,5.699999809265137,9.856499671936035,,4.447134017944336,17.600662231445312,58.595359802246094,15.827573776245117,15.24950122833252,21.255338668823242,35.401451110839844,,11.526960372924805,67.16515350341797,17.194124221801758,,8.43826675415039,10.232500076293945,14.803181648254395,47.64354705810547 -2011-12-02,11.740370750427246,5.650000095367432,9.80150032043457,,4.535593509674072,17.945266723632812,59.25827407836914,16.0692138671875,15.413233757019043,22.56025505065918,35.161705017089844,,11.446394920349121,66.3188705444336,17.320356369018555,,8.473377227783203,10.229999542236328,14.67184829711914,47.64354705810547 -2011-12-05,11.84008502960205,5.760000228881836,9.812000274658203,,4.65622091293335,18.445920944213867,60.14222717285156,16.30330467224121,15.544666290283203,23.383665084838867,34.646888732910156,,11.417622566223145,66.41287994384766,17.434741973876953,,8.528968811035156,10.506250381469727,14.734991073608398,48.037628173828125 -2011-12-06,11.778026580810547,5.659999847412109,9.599499702453613,,4.64818000793457,18.28986358642578,61.57857131958008,16.37126922607422,15.497957229614258,23.18828010559082,34.503780364990234,,11.642059326171875,66.51630401611328,17.24935531616211,,8.534822463989258,10.328749656677246,14.846124649047852,48.258575439453125 -2011-12-07,11.721991539001465,5.71999979019165,9.765999794006348,,4.736639499664307,18.283367156982422,61.6522216796875,16.56760025024414,15.488515853881836,23.725595474243164,34.787208557128906,,11.78017807006836,63.97755432128906,17.30851936340332,,8.6021146774292,10.27750015258789,14.87026309967041,48.41382598876953 -2011-12-08,11.769290924072266,5.46999979019165,9.52400016784668,,4.4953837394714355,17.828222274780273,60.06854248046875,15.842677116394043,15.306148529052734,22.483489990234375,34.318843841552734,,11.61904239654541,63.89289093017578,16.90618324279785,,8.44411849975586,9.987500190734863,14.735562324523926,47.69131088256836 -2011-12-09,11.858467102050781,5.539999961853027,9.65149974822998,,4.599925994873047,18.276865005493164,62.020530700683594,15.971046447753906,15.588644027709961,23.15339469909668,35.0724983215332,,11.831972122192383,64.06214904785156,17.340070724487305,,8.493858337402344,10.337499618530273,14.821977615356445,48.56903076171875 -2011-12-12,11.804842948913574,5.300000190734863,9.47599983215332,,4.382797718048096,18.2508487701416,60.62097930908203,15.706751823425293,15.538207054138184,22.35788345336914,34.50191116333008,,11.734134674072266,61.0438232421875,17.35585594177246,,8.488007545471191,9.890000343322754,14.763521194458008,47.79879379272461 -2011-12-13,11.713554382324219,5.179999828338623,9.025500297546387,,4.278254985809326,15.429031372070312,60.47365951538086,15.185708999633789,15.544170379638672,21.834529876708984,34.28446578979492,,11.947067260742188,58.251155853271484,17.20201873779297,,8.496785163879395,9.3100004196167,14.638988494873047,48.08540725708008 -2011-12-14,11.453864097595215,5.070000171661377,9.010499954223633,,4.205877780914307,15.181955337524414,61.173439025878906,14.70242977142334,15.356335639953613,21.988040924072266,33.55779266357422,,12.00461483001709,56.228214263916016,16.996904373168945,,8.429490089416504,9.248749732971191,14.65169620513916,47.434547424316406 -2011-12-15,11.416207313537598,5.039999961853027,9.062999725341797,,4.230006217956543,15.188460350036621,61.83635330200195,15.178156852722168,15.392860412597656,22.16250228881836,33.38029479980469,,12.165749549865723,56.18117141723633,17.119184494018555,,8.423635482788086,9.266249656677246,14.727943420410156,47.78684616088867 -2011-12-16,11.47887134552002,5.130000114440918,9.062999725341797,,4.181752681732178,15.077924728393555,62.646610260009766,15.215911865234375,15.552369117736816,22.253210067749023,33.65443801879883,,12.102452278137207,56.6422119140625,17.150739669799805,,8.441193580627441,9.266249656677246,14.8092679977417,47.86448287963867 -2011-12-19,11.51471996307373,4.860000133514404,8.966500282287598,,4.012874603271484,14.668298721313477,62.09414291381836,14.385270118713379,15.449755668640137,21.422821044921875,33.33662414550781,,12.165749549865723,55.936527252197266,17.205961227416992,,8.409006118774414,9.00374984741211,14.684731483459473,47.48830032348633 -2011-12-20,11.928661346435547,5.190000057220459,9.12600040435791,,4.157629013061523,14.993396759033203,63.64101791381836,14.868553161621094,15.661938667297363,22.476512908935547,34.7463264465332,,12.349907875061035,58.8156852722168,17.773967742919922,,8.52019214630127,9.042499542236328,15.04308032989502,48.963157653808594 -2011-12-21,11.943724632263184,5.079999923706055,8.717499732971191,,4.205877780914307,14.876362800598145,65.15101623535156,15.344284057617188,15.548891067504883,22.553266525268555,34.77141189575195,,12.476516723632812,58.75923156738281,17.844968795776367,,8.572856903076172,8.890000343322754,15.093915939331055,49.631919860839844 -2011-12-22,12.006989479064941,5.449999809265137,8.951499938964844,,4.398883819580078,15.097427368164062,67.12185668945312,15.631239891052246,15.645292282104492,23.3418025970459,34.4991455078125,,12.447742462158203,59.73778533935547,17.750308990478516,,8.67818832397461,8.823749542236328,15.04308032989502,50.33055114746094 -2011-12-23,12.150995254516602,5.409999847412109,8.86400032043457,,4.503427505493164,15.136439323425293,67.7912368774414,15.480210304260254,15.73076057434082,23.425533294677734,35.140323638916016,,12.56283950805664,58.919189453125,17.927804946899414,,8.73963451385498,9.147500038146973,15.246405601501465,50.8858642578125 -2011-12-27,12.247403144836426,5.380000114440918,8.81350040435791,,4.406925201416016,15.233969688415527,66.97314453125,15.17060661315918,15.907413482666016,23.048715591430664,34.82439041137695,,12.528306007385254,59.3802375793457,18.121091842651367,,8.789374351501465,9.212499618530273,15.205740928649902,50.921695709228516 -2011-12-28,12.130208969116211,5.28000020980835,8.694499969482422,,4.254129886627197,14.954383850097656,66.3038101196289,14.996928215026855,15.89374828338623,22.783554077148438,34.73422622680664,,12.390190124511719,58.15707778930664,18.05797576904297,,8.763038635253906,9.068750381469727,15.180330276489258,50.26486587524414 -2011-12-29,12.204919815063477,5.340000152587891,8.692999839782715,,4.390841484069824,15.131165504455566,67.19625091552734,15.261228561401367,15.960831642150879,23.320859909057617,35.1514778137207,,12.493778228759766,58.79686737060547,18.322261810302734,,8.827408790588379,8.979999542236328,15.246405601501465,50.915714263916016 -2011-12-30,12.201308250427246,5.400000095367432,8.654999732971191,,4.471259117126465,15.301396369934082,66.60127258300781,15.306528091430664,16.04779052734375,23.202238082885742,34.6450309753418,,12.453495979309082,58.27936553955078,18.148698806762695,,8.847890853881836,8.973750114440918,15.18795394897461,50.61119842529297 -2012-01-03,12.388991355895996,5.480000019073486,8.951499938964844,,4.664262294769287,15.504375457763672,68.27466583251953,15.895532608032227,16.532527923583984,24.409446716308594,34.23150634765625,,12.643407821655273,57.56429672241211,17.864696502685547,,8.88885498046875,9.022500038146973,15.33281421661377,51.35161590576172 -2012-01-04,12.455575942993164,5.460000038146973,8.875499725341797,,4.672305583953857,15.209735870361328,69.0184097290039,15.971046447753906,16.603836059570312,24.564077377319336,33.105224609375,,12.528306007385254,57.57368469238281,18.211809158325195,,8.90347957611084,9.082500457763672,15.17524242401123,51.363563537597656 -2012-01-05,12.59385871887207,5.460000038146973,8.880499839782715,,5.074397563934326,15.347237586975098,68.981201171875,16.741283416748047,16.373516082763672,25.077152252197266,32.76218795776367,,12.430475234985352,57.761878967285156,18.286758422851562,,8.894707679748535,9.15625,15.101540565490723,51.208316802978516 -2012-01-06,12.725512504577637,5.429999828338623,9.130499839782715,,4.969852447509766,15.857939720153809,69.35308837890625,17.30763053894043,16.150156021118164,24.852237701416016,31.87995147705078,,12.413208961486816,57.150299072265625,18.42875862121582,,8.853702545166016,9.268750190734863,14.994792938232422,50.82614517211914 -2012-01-09,12.705326080322266,5.590000152587891,8.928000450134277,,5.042230606079102,16.119836807250977,70.13398742675781,17.24721908569336,15.465409278869629,24.810060501098633,32.14954376220703,,12.55707836151123,55.18382263183594,18.37748146057129,,8.847740173339844,9.296250343322754,15.040545463562012,51.053043365478516 -2012-01-10,12.75082015991211,5.710000038146973,8.967000007629395,,5.3317365646362305,16.185306549072266,69.61339569091797,17.549274444580078,15.482304573059082,25.33719825744629,32.42937088012695,,12.626136779785156,54.591064453125,18.468210220336914,,8.877570152282715,9.393750190734863,15.004964828491211,51.184425354003906 -2012-01-11,12.730030059814453,5.809999942779541,8.944999694824219,,5.524738788604736,16.244232177734375,70.20836639404297,18.47808837890625,15.552369117736816,25.765926361083984,31.745136260986328,,12.603120803833008,51.1473503112793,18.58654022216797,,8.946178436279297,9.470000267028809,15.096452713012695,50.802276611328125 -2012-01-12,12.695085525512695,5.820000171661377,8.796500205993652,,5.460403919219971,16.211496353149414,70.3943099975586,18.629114151000977,15.643800735473633,25.89946174621582,31.915267944335938,,12.654919624328613,51.1473503112793,18.775876998901367,,8.984959602355957,9.707500457763672,15.121867179870605,50.59925842285156 -2012-01-13,12.647481918334961,5.659999847412109,8.920999526977539,,5.315651893615723,15.903769493103027,70.05962371826172,18.342159271240234,15.528268814086914,25.245820999145508,31.522958755493164,,12.568586349487305,50.959163665771484,18.681209564208984,,8.970046997070312,9.646249771118164,15.132033348083496,50.682838439941406 -2012-01-17,12.7947998046875,5.730000019073486,9.083000183105469,,5.211108684539795,16.01506996154785,69.68778228759766,18.274198532104492,15.617464065551758,24.53596305847168,32.16349411010742,,12.626136779785156,51.30729675292969,18.819263458251953,,9.0237398147583,9.5337495803833,15.210819244384766,51.166507720947266 -2012-01-18,12.92766284942627,5.96999979019165,9.472000122070312,,5.468446254730225,16.47994613647461,70.72899627685547,18.50829315185547,15.725046157836914,25.681577682495117,32.759403228759766,,12.643407821655273,53.0385627746582,18.94943618774414,,9.04760456085205,9.154999732971191,15.25149154663086,51.62031173706055 -2012-01-19,12.886688232421875,6.21999979019165,9.72249984741211,,5.5971174240112305,16.434112548828125,71.21240997314453,18.74238395690918,15.890517234802246,25.9556827545166,32.8077278137207,,12.568586349487305,50.86509704589844,18.941556930541992,,9.074451446533203,9.117500305175781,15.403971672058105,51.96662139892578 -2012-01-20,12.662246704101562,6.420000076293945,9.546500205993652,,5.68557596206665,16.36863899230957,71.21240997314453,18.87830924987793,14.559289932250977,26.25790786743164,31.669828414916992,,12.603120803833008,50.82745361328125,18.99282455444336,,9.101300239562988,9.202500343322754,15.505640983581543,52.24129104614258 -2012-01-23,12.876445770263672,6.519999980926514,9.304499626159668,,5.830328941345215,16.82040786743164,70.43148803710938,18.81789207458496,14.547611236572266,26.468753814697266,31.521089553833008,,12.493778228759766,55.51313400268555,18.673315048217773,,9.068487167358398,9.4712495803833,15.48022174835205,52.2293701171875 -2012-01-24,12.665559768676758,6.53000020980835,9.350000381469727,,5.8624958992004395,16.60434913635254,70.05962371826172,18.719728469848633,14.433570861816406,26.468753814697266,31.857629776000977,,12.465004920959473,53.81951141357422,18.79560089111328,,8.976011276245117,9.550000190734863,15.602212905883789,52.05620574951172 -2012-01-25,13.456385612487793,6.730000019073486,9.390000343322754,,5.910747051239014,16.833513259887695,71.1380386352539,18.81789207458496,14.149335861206055,26.426586151123047,32.423789978027344,,12.499536514282227,56.32231140136719,18.842931747436523,,9.011808395385742,9.686249732971191,15.62254810333252,52.08008575439453 -2012-01-26,13.395224571228027,6.769999980926514,9.666000366210938,,5.870538234710693,16.381731033325195,70.91490936279297,18.666868209838867,14.114800453186035,26.349281311035156,32.33640670776367,,12.447742462158203,52.61515426635742,19.067773818969727,,8.7850923538208,9.175000190734863,15.49547004699707,51.81139373779297 -2012-01-27,13.475062370300293,6.820000171661377,9.768500328063965,,5.8624958992004395,16.656728744506836,70.76615905761719,18.402570724487305,14.409967422485352,26.152482986450195,32.42564010620117,,12.361417770385742,54.03593063354492,18.874483108520508,,8.69858455657959,9.614999771118164,15.429393768310547,51.25010681152344 -2012-01-30,13.647688865661621,6.739999771118164,9.607500076293945,,5.68557596206665,16.617441177368164,70.2827377319336,18.29685401916504,14.353070259094238,26.011911392211914,32.72128677368164,,12.418965339660645,54.346412658691406,19.122995376586914,,8.752283096313477,9.632499694824219,15.579337120056152,51.04709243774414 -2012-01-31,13.752228736877441,6.710000038146973,9.722000122070312,,5.733826160430908,15.681158065795898,69.57621765136719,18.138275146484375,14.413196563720703,26.215744018554688,33.05595397949219,,12.315378189086914,54.12060546875,18.902099609375,,8.773163795471191,9.952500343322754,15.594589233398438,50.002140045166016 -2012-02-01,13.74349308013916,6.900000095367432,8.972999572753906,,5.918790340423584,15.831743240356445,69.79930877685547,18.402570724487305,14.431086540222168,26.426586151123047,33.246543884277344,,12.39096736907959,55.07090377807617,19.02832794189453,,8.829838752746582,9.805000305175781,15.802994728088379,50.139461517333984 -2012-02-02,13.711254119873047,6.929999828338623,9.086000442504883,,5.991165637969971,15.910316467285156,69.7249526977539,18.357263565063477,14.53742504119873,26.391443252563477,35.47306823730469,,12.274674415588379,54.929771423339844,18.79954719543457,,8.886517524719238,9.697500228881836,15.741994857788086,49.87674331665039 -2012-02-03,13.84862995147705,7.079999923706055,9.383999824523926,,6.304795742034912,15.62222957611084,70.72899627685547,19.769363403320312,14.816193580627441,26.904512405395508,36.286521911621094,,12.327008247375488,55.7013053894043,19.05988311767578,,8.934249877929688,10.057499885559082,15.76486873626709,50.70672607421875 -2012-02-06,13.97788143157959,6.920000076293945,9.156999588012695,,6.409339904785156,16.152572631835938,70.840576171875,20.162033081054688,15.133223533630371,26.806110382080078,36.378578186035156,,12.181641578674316,57.21615982055664,19.11530113220215,,8.94021224975586,10.100000381469727,15.72674560546875,51.20233154296875 -2012-02-07,14.124296188354492,7.130000114440918,9.209500312805176,,6.312839031219482,16.617441177368164,71.323974609375,19.79956817626953,15.075581550598145,26.616350173950195,36.527320861816406,,12.239787101745605,58.55222702026367,19.162803649902344,,8.961095809936523,10.12874984741211,15.678452491760254,51.55462646484375 -2012-02-08,14.360788345336914,7.25,9.27400016784668,,6.5380096435546875,16.630538940429688,71.54711151123047,19.444656372070312,15.152105331420898,26.918569564819336,36.71324920654297,,12.216524124145508,58.03474426269531,19.28551483154297,,8.95512866973877,10.199999809265137,15.660669326782227,51.22441864013672 -2012-02-09,14.857574462890625,7.239999771118164,9.24899959564209,,6.578220844268799,16.597801208496094,71.1380386352539,19.437103271484375,15.192106246948242,26.609323501586914,36.85175323486328,,12.292119026184082,59.60604476928711,19.47551918029785,,8.946178436279297,10.352499961853027,15.747084617614746,50.960243225097656 -2012-02-10,14.865114212036133,7.050000190734863,9.277000427246094,,6.48975944519043,16.421022415161133,70.20836639404297,19.255870819091797,15.054213523864746,26.433612823486328,36.82759094238281,,12.239787101745605,59.10736846923828,19.325096130371094,,8.901433944702148,10.256250381469727,15.731826782226562,50.311832427978516 -2012-02-13,15.141676902770996,7.289999961853027,9.579500198364258,,6.634512424468994,16.50613021850586,70.91490936279297,19.135051727294922,15.210492134094238,26.918569564819336,36.875003814697266,,12.38515567779541,59.549591064453125,19.49531364440918,,8.961095809936523,10.3100004196167,15.703874588012695,50.68406295776367 -2012-02-14,15.348349571228027,7.320000171661377,9.5649995803833,,6.417382717132568,16.689462661743164,70.43148803710938,19.180360794067383,15.149868965148926,26.651498794555664,36.772735595703125,,12.40260124206543,59.511966705322266,19.443845748901367,,8.970046997070312,10.59375,15.81316089630127,50.834163665771484 -2012-02-15,14.993147850036621,7.300000190734863,9.22350025177002,,6.256545066833496,16.597801208496094,69.76213073730469,18.825450897216797,15.045517921447754,26.28602409362793,36.53195571899414,,12.274674415588379,59.3802375793457,19.190515518188477,,8.910385131835938,10.506250381469727,15.696246147155762,50.50397872924805 -2012-02-16,15.129922866821289,7.590000152587891,8.996500015258789,,6.505842685699463,16.938261032104492,70.69180297851562,20.51694107055664,15.06937026977539,26.70772361755371,36.54962158203125,,12.40260124206543,59.62486267089844,19.20634651184082,,8.95512866973877,10.703749656677246,15.767402648925781,51.2784538269043 -2012-02-17,15.12721061706543,7.420000076293945,9.125,,6.449550628662109,16.833513259887695,71.6958236694336,20.645320892333984,15.022660255432129,27.038055419921875,36.81456756591797,,12.321192741394043,61.835975646972656,19.178638458251953,,8.95214557647705,10.608750343322754,15.879237174987793,51.404518127441406 -2012-02-21,15.510720252990723,7.28000020980835,9.11299991607666,,6.521926403045654,16.96445083618164,72.17928314208984,20.43387794494629,15.25521469116211,27.03101921081543,37.14461898803711,,12.338639259338379,60.4716682434082,19.103422164916992,,9.050586700439453,10.3149995803833,15.266732215881348,51.97488784790039 -2012-02-22,15.456191062927246,7.139999866485596,9.029000282287598,,6.393256187438965,16.421022415161133,72.1048812866211,20.04875946044922,15.104650497436523,26.756921768188477,37.82139587402344,,12.420040130615234,62.19351577758789,19.131134033203125,,9.032690048217773,10.351249694824219,14.893136024475098,52.185028076171875 -2012-02-23,15.557122230529785,7.289999961853027,8.944499969482422,,6.449550628662109,16.493038177490234,72.4425277709961,20.229999542236328,15.059183120727539,27.052106857299805,37.75353240966797,,12.22816276550293,62.16529846191406,19.182588577270508,,9.086384773254395,10.300000190734863,14.877889633178711,52.24506759643555 -2012-02-24,15.738475799560547,7.460000038146973,8.956500053405762,,6.336965084075928,16.362091064453125,72.17990112304688,19.686296463012695,15.153348922729492,26.904512405395508,38.637630462646484,,12.31537914276123,62.04298782348633,19.119258880615234,,9.050586700439453,10.728750228881836,14.941423416137695,52.43718719482422 -2012-02-27,15.839407920837402,7.46999979019165,8.92650032043457,,6.465633392333984,16.37517738342285,71.54218292236328,19.98080062866211,15.138689041137695,27.452722549438477,39.17593765258789,,12.361894607543945,60.311729431152344,19.091552734375,,9.056553840637207,10.895000457763672,14.857552528381348,52.37114334106445 -2012-02-28,16.130130767822266,7.519999980926514,9.1899995803833,,6.52996826171875,16.722198486328125,71.87979888916016,19.73915672302246,15.364286422729492,27.558141708374023,39.41483688354492,,12.338639259338379,59.95417785644531,19.360721588134766,,9.107264518737793,10.96500015258789,14.977010726928711,52.31710433959961 -2012-02-29,16.3419132232666,7.349999904632568,8.98449993133545,,6.417244911193848,16.172216415405273,71.4671401977539,19.648540496826172,15.360809326171875,27.57924461364746,39.04576110839844,,12.286306381225586,59.91654968261719,19.222179412841797,,9.125164985656738,11.154999732971191,15.01512622833252,51.93285369873047 -2012-03-01,16.403079986572266,7.510000228881836,9.001999855041504,,6.538020133972168,16.172216415405273,71.72972869873047,19.988353729248047,15.463918685913086,28.37343978881836,39.08573532104492,,12.495628356933594,60.78218460083008,19.281558990478516,,9.137093544006348,11.515000343322754,14.949049949645996,52.13098907470703 -2012-03-02,16.424467086791992,7.460000038146973,8.96500015258789,,6.5460710525512695,15.916864395141602,71.1670150756836,19.973247528076172,15.435345649719238,28.556175231933594,38.374542236328125,,12.449111938476562,59.04148864746094,19.352800369262695,,9.20868968963623,11.52750015258789,14.99734115600586,51.830806732177734 -2012-03-05,16.062347412109375,7.070000171661377,9.012999534606934,,6.417244911193848,16.132930755615234,70.71682739257812,19.633438110351562,15.26142692565918,28.394521713256836,38.82449722290039,,12.501443862915039,59.72835922241211,19.412181854248047,,9.244483947753906,11.489999771118164,15.096452713012695,52.23905563354492 -2012-03-06,15.974971771240234,6.900000095367432,9.054499626159668,,6.20789909362793,15.753171920776367,69.10365295410156,18.561153411865234,15.030610084533691,27.635467529296875,37.96177291870117,,12.367711067199707,58.86273956298828,19.131134033203125,,9.166925430297852,11.104999542236328,14.987173080444336,51.54861831665039 -2012-03-07,15.987924575805664,7.170000076293945,9.18850040435791,,6.457503795623779,15.969246864318848,70.41668701171875,18.78769302368164,15.076326370239258,28.0782470703125,38.2778434753418,,12.425859451293945,59.60604476928711,19.59031867980957,,9.211670875549316,11.3774995803833,15.213362693786621,51.53061294555664 -2012-03-08,16.328357696533203,7.46999979019165,9.381999969482422,,6.489709854125977,16.074005126953125,71.39210510253906,19.218116760253906,15.0847749710083,28.422637939453125,38.79102325439453,,12.47818660736084,60.49048614501953,19.93865966796875,,9.247467041015625,11.606249809265137,15.292165756225586,50.93023681640625 -2012-03-09,16.424165725708008,7.579999923706055,9.215999603271484,,6.481656551361084,16.218042373657227,71.42960357666016,19.34648895263672,14.913588523864746,28.837316513061523,39.00115203857422,,12.489818572998047,59.7565803527832,20.520549774169922,,9.301163673400879,11.867500305175781,15.371479034423828,50.61201858520508 -2012-03-12,16.62993049621582,7.5,9.169500350952148,,6.433348655700684,16.080547332763672,71.76727294921875,19.172800064086914,15.035331726074219,28.492921829223633,39.032752990722656,,12.52470588684082,58.382877349853516,20.23158073425293,,9.378721237182617,11.918749809265137,15.524989128112793,51.36250305175781 -2012-03-13,17.11496925354004,7.760000228881836,9.229499816894531,,6.835934162139893,16.100191116333008,73.4929428100586,19.686296463012695,15.349130630493164,30.496000289916992,39.34510803222656,,12.797994613647461,58.392295837402344,20.71846580505371,,9.435401916503906,12.212499618530273,15.606863021850586,52.14898681640625 -2012-03-14,17.762088775634766,7.760000228881836,9.11299991607666,,7.117745399475098,15.66150951385498,74.24327087402344,19.87508201599121,15.304658889770508,30.629531860351562,39.17776870727539,,12.751474380493164,57.28132247924805,20.85305404663086,,9.381704330444336,12.196249961853027,15.627328872680664,51.64469909667969 -2012-03-15,17.64098358154297,8.25,9.221500396728516,,7.439815998077393,16.499589920043945,75.63138580322266,19.671194076538086,15.432364463806152,31.416715621948242,39.00394058227539,,12.739843368530273,57.045936584472656,21.00743293762207,,9.438385963439941,12.00374984741211,15.665704727172852,51.68670654296875 -2012-03-16,17.641277313232422,8.199999809265137,9.2524995803833,,7.8907151222229,16.7091007232666,75.78143310546875,19.30872917175293,15.529510498046875,31.325353622436523,39.061561584472656,,12.75728988647461,58.66532516479492,21.06285285949707,,9.423466682434082,11.788749694824219,15.565925598144531,51.896846771240234 -2012-03-19,18.109155654907227,8.180000305175781,9.276000022888184,,7.673314094543457,17.101945877075195,75.81893157958984,19.172800064086914,15.751630783081055,31.627565383911133,39.51895523071289,,12.722403526306152,59.74806594848633,21.19743537902832,,9.441365242004395,11.97249984741211,15.540334701538086,52.22705841064453 -2012-03-20,18.255569458007812,8.0600004196167,9.616499900817871,,7.8987650871276855,17.213254928588867,75.29370880126953,18.946266174316406,15.739456176757812,31.89464569091797,38.95093536376953,,12.675885200500488,58.806541442871094,21.268695831298828,,9.483125686645508,12.072500228881836,15.50452995300293,51.99290084838867 -2012-03-21,18.151325225830078,8.039999961853027,9.58650016784668,,7.9068193435668945,17.76978874206543,75.29370880126953,19.097293853759766,15.900704383850098,31.711894989013672,38.854248046875,,12.658441543579102,58.79713439941406,21.300357818603516,,9.498044967651367,12.206250190734863,15.494290351867676,51.63865661621094 -2012-03-22,18.056129455566406,8.029999732971191,9.619999885559082,,7.729679107666016,17.651935577392578,74.4683837890625,18.916065216064453,16.051517486572266,31.381574630737305,38.751991271972656,,12.635180473327637,55.45478057861328,21.854537963867188,,9.45926284790039,12.217499732971191,15.51731014251709,51.23042678833008 -2012-03-23,17.957008361816406,8.09000015258789,9.751999855041504,,7.930974960327148,18.012046813964844,74.2057876586914,19.006681442260742,15.96555233001709,31.740026473999023,39.41856002807617,,12.68751049041748,55.57719039916992,21.909950256347656,,9.402588844299316,12.137499809265137,15.542893409729004,51.36250305175781 -2012-03-26,18.286293029785156,8.239999771118164,10.143500328063965,,7.995388031005859,17.92038345336914,75.21869659423828,19.316280364990234,16.133010864257812,32.44987487792969,40.50347900390625,,12.885210037231445,55.80314636230469,22.131628036499023,,9.483125686645508,12.369999885559082,15.65803337097168,52.25105285644531 -2012-03-27,18.51224708557129,8.1899995803833,10.272000312805176,,7.729679107666016,17.632299423217773,75.18115997314453,19.142606735229492,16.07561683654785,32.25308609008789,40.036781311035156,,13.082907676696777,55.14410400390625,22.270172119140625,,9.438385963439941,12.199999809265137,15.629886627197266,52.00490188598633 -2012-03-28,18.606840133666992,8.079999923706055,10.057999610900879,,7.850456237792969,17.4293270111084,75.0686264038086,18.9915771484375,16.292768478393555,32.52015686035156,39.74485397338867,,13.03057861328125,54.17434310913086,22.179128646850586,,9.354859352111816,11.984999656677246,15.655474662780762,51.54861831665039 -2012-03-29,18.373058319091797,8.119999885559082,10.230500221252441,,7.673314094543457,16.218042373657227,74.84355926513672,19.112398147583008,16.110153198242188,32.098453521728516,39.8099250793457,,13.036393165588379,53.62825393676758,22.060379028320312,,9.310111999511719,11.755000114440918,15.560811996459961,51.68070983886719 -2012-03-30,18.062461853027344,8.020000457763672,10.125499725341797,,7.705522060394287,15.504375457763672,75.29370880126953,19.369140625,15.93200969696045,32.31634521484375,39.09596252441406,,13.170129776000977,54.73924255371094,22.123716354370117,,9.316079139709473,11.75,15.65803337097168,52.07097244262695 -2012-04-02,18.63727378845215,8.199999809265137,9.90250015258789,,7.794094562530518,15.478184700012207,75.10616302490234,20.20734214782715,16.07313346862793,32.421775817871094,40.165992736816406,,13.13524055480957,55.294742584228516,22.432472229003906,,9.381704330444336,12.023750305175781,15.698963165283203,52.27508544921875 -2012-04-03,18.959327697753906,7.980000019073486,9.982999801635742,,7.641107559204102,15.419257164001465,74.88105010986328,19.286073684692383,15.96629524230957,32.13172912597656,40.72101593017578,,13.106167793273926,54.75807189941406,22.527477264404297,,9.375741004943848,12.261249542236328,15.51731014251709,51.53061294555664 -2012-04-04,18.808395385742188,7.809999942779541,9.69950008392334,,7.407608985900879,15.026402473449707,74.05573272705078,18.953819274902344,15.78070068359375,31.417211532592773,40.090267181396484,,13.018950462341309,54.240238189697266,22.54726219177246,,9.41750431060791,11.806249618530273,15.417533874511719,51.02029037475586 -2012-04-05,19.090681076049805,7.869999885559082,9.719499588012695,,7.431765079498291,14.829978942871094,73.1178207397461,18.73482894897461,15.710387229919434,31.367692947387695,40.91916275024414,,12.989876747131348,54.277896881103516,23.030202865600586,,9.403084754943848,11.94124984741211,15.522432327270508,50.92420959472656 -2012-04-09,19.167495727539062,7.75,9.593500137329102,,7.190212726593018,14.829978942871094,72.02986145019531,18.274198532104492,15.673614501953125,31.04934310913086,40.86707305908203,,12.821249961853027,53.18574905395508,22.729352951049805,,9.311912536621094,11.9087495803833,15.384271621704102,50.3598518371582 -2012-04-10,18.932817459106445,7.53000020980835,9.348999977111816,,6.876194477081299,13.959174156188965,70.30415344238281,17.904186248779297,15.574729919433594,30.39142608642578,39.5125732421875,,12.786364555358887,53.46821212768555,22.47600746154785,,9.156915664672852,11.53125,15.333106994628906,49.33321762084961 -2012-04-11,18.865333557128906,7.639999866485596,9.398500442504883,,7.133848190307617,14.378213882446289,71.31706237792969,18.145824432373047,15.800825119018555,31.13422966003418,40.006561279296875,,12.763106346130371,51.8017463684082,23.469589233398438,,9.254166603088379,11.776249885559082,15.299839973449707,49.651405334472656 -2012-04-12,18.761999130249023,7.920000076293945,9.534500122070312,,7.383453369140625,14.561539649963379,72.40503692626953,18.349712371826172,16.17475128173828,31.72140121459961,40.37308120727539,,12.745661735534668,53.006874084472656,24.000015258789062,,9.372693061828613,11.885000228881836,15.386834144592285,50.19176483154297 -2012-04-13,18.233577728271484,7.730000019073486,9.42300033569336,,6.988915920257568,14.430596351623535,70.82938385009766,17.972145080566406,15.51857852935791,30.56829071044922,40.975914001464844,,12.70495319366455,52.59260559082031,24.411684036254883,,9.281518936157227,12.032500267028809,15.292165756225586,49.80150604248047 -2012-04-16,17.477394104003906,7.699999809265137,9.274999618530273,,7.077490329742432,14.306191444396973,70.90440368652344,17.68520164489746,15.058189392089844,30.653179168701172,40.25028991699219,,12.780547142028809,52.018272399902344,23.612089157104492,,9.302790641784668,11.885000228881836,15.499405860900879,50.43791961669922 -2012-04-17,18.36823844909668,7.940000057220459,9.419500350952148,,7.182161808013916,14.457890510559082,72.55506134033203,18.153377532958984,15.145149230957031,31.056419372558594,40.787078857421875,,12.972426414489746,53.27049255371094,23.220205307006836,,9.387890815734863,12.048749923706055,15.829451560974121,51.30248260498047 -2012-04-18,18.327268600463867,7.96999979019165,9.553500175476074,,7.182161808013916,14.550230026245117,71.65472412109375,18.236440658569336,15.092476844787598,30.624881744384766,40.62611770629883,,13.053834915161133,53.374053955078125,23.88125991821289,,9.34533977508545,12.1274995803833,15.878059387207031,51.482582092285156 -2012-04-19,17.697622299194336,7.96999979019165,9.555000305175781,,7.0613861083984375,14.510653495788574,71.80476379394531,18.13072395324707,14.889984130859375,30.575347900390625,40.63728713989258,,12.989876747131348,55.15351867675781,23.279573440551758,,9.342304229736328,12.0625,15.798748016357422,51.200401306152344 -2012-04-20,17.261985778808594,7.760000228881836,9.49899959564209,,6.731261253356934,14.161080360412598,72.6301040649414,17.821125030517578,14.809484481811523,30.22163963317871,40.97404479980469,,13.1177978515625,54.31557083129883,23.41812515258789,,9.37877082824707,12.69124984741211,15.977849006652832,51.21240234375 -2012-04-23,17.223417282104492,7.389999866485596,9.411999702453613,,6.586331844329834,14.345766067504883,71.54218292236328,17.330284118652344,14.847745895385742,30.31360626220703,40.02701950073242,,13.013134956359863,54.673336029052734,23.180618286132812,,9.302790641784668,12.556249618530273,15.233320236206055,51.44655990600586 -2012-04-24,16.87938117980957,7.309999942779541,9.516500473022461,,6.6104865074157715,14.312784194946289,73.30538177490234,17.284976959228516,14.938931465148926,30.617794036865234,40.030738830566406,,13.158498764038086,55.1158561706543,22.97873878479004,,9.640138626098633,11.917499542236328,14.780466079711914,51.81878662109375 -2012-04-25,18.377275466918945,7.389999866485596,9.720999717712402,,6.650742530822754,14.563421249389648,72.9677505493164,17.602130889892578,15.148876190185547,30.53291893005371,41.40385437011719,,13.303860664367676,56.641082763671875,23.552711486816406,,9.64621639251709,12.082500457763672,14.675569534301758,52.142974853515625 -2012-04-26,18.30799102783203,7.449999809265137,9.799500465393066,,6.658797264099121,14.583209991455078,73.60552215576172,17.9117431640625,15.291738510131836,30.98566246032715,42.23368835449219,,13.408523559570312,58.97603225708008,24.011890411376953,,9.858953475952148,12.198749542236328,15.082366943359375,51.67469024658203 -2012-04-27,18.16639518737793,7.329999923706055,11.342499732971191,,6.642693996429443,14.728320121765137,74.2057876586914,17.768260955810547,15.279563903808594,30.660249710083008,42.56857681274414,,13.420158386230469,60.17173385620117,22.73331642150879,,9.928857803344727,12.361249923706055,15.102843284606934,51.68070983886719 -2012-04-30,17.593379974365234,7.360000133514404,11.595000267028809,,6.529968738555908,14.556824684143066,73.45545196533203,17.36803436279297,15.027877807617188,30.405582427978516,42.0745964050293,,13.315492630004883,62.760887145996094,22.709558486938477,,10.00179386138916,12.241250038146973,15.072135925292969,51.8368034362793 -2012-05-01,17.537649154663086,7.590000152587891,11.501999855041504,,6.691003322601318,14.807470321655273,74.28079986572266,17.602130889892578,15.01744270324707,30.97860336303711,42.41228485107422,,13.245718955993652,64.34259796142578,22.824357986450195,,10.047382354736328,12.288749694824219,15.113073348999023,52.25706100463867 -2012-05-02,17.65363311767578,7.630000114440918,11.512499809265137,,6.570230007171631,14.576615333557129,74.16825866699219,17.315181732177734,15.087756156921387,30.56121063232422,41.99831008911133,,13.175943374633789,61.31096267700195,22.92727279663086,,10.041301727294922,12.638750076293945,15.097718238830566,51.75275421142578 -2012-05-03,17.528310775756836,7.409999847412109,11.47249984741211,,6.441399097442627,14.240227699279785,73.5680160522461,16.89231300354004,15.181175231933594,30.426794052124023,41.159175872802734,,13.141057968139648,60.887290954589844,22.424556732177734,,10.062579154968262,12.421250343322754,15.092601776123047,51.42253494262695 -2012-05-04,17.029102325439453,7.179999828338623,11.19950008392334,,6.232053756713867,13.732355117797852,72.55506134033203,16.88475799560547,14.832094192504883,29.53542709350586,40.90428924560547,,13.013134956359863,59.9552001953125,21.99308204650879,,9.986600875854492,12.06624984741211,15.018403053283691,50.77412414550781 -2012-05-07,17.15654182434082,7.179999828338623,11.258000373840332,,6.409192085266113,13.600446701049805,72.48003387451172,16.922513961791992,15.094961166381836,29.556657791137695,40.57216262817383,,13.053834915161133,59.84221649169922,22.02882194519043,,10.02914810180664,12.101249694824219,15.143774032592773,50.7200927734375 -2012-05-08,17.11738395690918,7.03000020980835,11.194999694824219,,6.272312641143799,13.270651817321777,72.21743774414062,16.786590576171875,15.225152015686035,29.273672103881836,40.155391693115234,,13.036393165588379,61.10383987426758,21.516613006591797,,10.041301727294922,11.585000038146973,15.107946395874023,50.44392013549805 -2012-05-09,17.14750862121582,6.860000133514404,11.14900016784668,,6.224000930786133,13.257468223571777,70.94192504882812,16.945173263549805,15.134713172912598,28.75018882751465,39.33580017089844,,13.183197021484375,63.862457275390625,21.480880737304688,,9.971404075622559,11.742500305175781,15.205327033996582,50.01765441894531 -2012-05-10,17.18787956237793,6.78000020980835,11.334500312805176,,6.199845790863037,13.151934623718262,71.61722564697266,16.89231300354004,15.2467679977417,28.820926666259766,39.34975814819336,,13.406344413757324,63.28812026977539,21.77867317199707,,10.068658828735352,11.733750343322754,15.246537208557129,50.07809829711914 -2012-05-11,17.073091506958008,6.78000020980835,11.383999824523926,,6.0790696144104,12.716614723205566,71.31706237792969,16.612913131713867,15.03731918334961,26.146820068359375,39.29580307006836,,13.300644874572754,63.1186637878418,21.84219741821289,,10.208455085754395,11.852499961853027,15.305782318115234,50.235286712646484 -2012-05-14,16.81731414794922,6.75,11.146499633789062,,5.918034553527832,12.901293754577637,69.77894592285156,16.33350944519043,15.006759643554688,25.31911849975586,38.55527877807617,,13.265410423278809,62.19597244262695,21.310136795043945,,10.190220832824707,11.757499694824219,15.215629577636719,49.642845153808594 -2012-05-15,16.66518211364746,6.599999904632568,11.219499588012695,,5.877777576446533,12.611082077026367,69.02861022949219,16.1749267578125,15.183411598205566,25.6374568939209,38.55805206298828,,13.095110893249512,60.36945724487305,21.179115295410156,,10.135515213012695,11.824999809265137,15.287748336791992,49.44337463378906 -2012-05-16,16.45158576965332,6.389999866485596,11.20300006866455,,5.724793434143066,12.479166030883789,71.27957153320312,16.544940948486328,15.62615966796875,25.085664749145508,38.083614349365234,,13.294771194458008,60.52009963989258,21.05205726623535,,10.086891174316406,11.8412504196167,15.246537208557129,49.67306900024414 -2012-05-17,15.970755577087402,6.130000114440918,10.918000221252441,,5.620121479034424,12.16257095336914,70.82938385009766,16.318410873413086,15.480067253112793,24.003280639648438,37.079833984375,,13.247796058654785,58.90070724487305,20.516023635864258,,10.117280960083008,11.25374984741211,15.887931823730469,49.51589584350586 -2012-05-18,15.978588104248047,6.010000228881836,10.692500114440918,,5.6523284912109375,11.885549545288086,71.09197235107422,15.993697166442871,14.917314529418945,23.6920108795166,36.705848693847656,38.115238189697266,13.25366497039795,57.865047454833984,20.460433959960938,,10.229727745056152,11.125,16.081111907958984,49.249916076660156 -2012-05-21,16.909496307373047,6.300000190734863,10.905500411987305,,5.499343395233154,11.984488487243652,71.72972869873047,16.265546798706055,15.25794792175293,22.998729705810547,38.19619369506836,33.9278450012207,13.23604965209961,59.42795944213867,21.32205581665039,,10.220616340637207,11.651249885559082,16.23824119567871,49.5944938659668 -2012-05-22,16.779661178588867,6.159999847412109,10.766500473022461,,5.620121479034424,12.175761222839355,71.95482635498047,16.23534393310547,14.927253723144531,24.059885025024414,38.462257385253906,30.90694236755371,13.13621997833252,60.096431732177734,21.191022872924805,,10.193258285522461,11.795000076293945,16.415977478027344,49.54008102416992 -2012-05-23,17.189088821411133,6.079999923706055,10.86400032043457,,5.773103713989258,12.248319625854492,71.95482635498047,16.711076736450195,15.142416000366211,24.236724853515625,38.80179214477539,31.903940200805664,12.971794128417969,60.58600997924805,21.95337677001953,,10.138553619384766,11.859999656677246,16.634931564331055,49.5944938659668 -2012-05-24,17.031213760375977,6.019999980926514,10.76200008392334,,5.748948097229004,12.413207054138184,72.21743774414062,16.643117904663086,14.998311996459961,24.031585693359375,39.056705474853516,32.930850982666016,13.001160621643066,58.533512115478516,21.742938995361328,,10.223649024963379,12.161250114440918,16.761146545410156,49.93907928466797 -2012-05-25,16.93993377685547,6.21999979019165,10.644499778747559,,5.757002830505371,12.644059181213379,72.02986145019531,16.945173263549805,14.696934700012207,23.69908905029297,38.51060485839844,31.814210891723633,12.995287895202637,57.44136047363281,21.66352653503418,,10.238845825195312,12.273750305175781,16.822956085205078,49.6186637878418 -2012-05-29,17.240598678588867,6.460000038146973,10.737500190734863,,5.990501403808594,12.716614723205566,72.59259796142578,17.254772186279297,14.76675033569336,23.79106330871582,38.705055236816406,28.75342559814453,13.024648666381836,57.29072952270508,22.06852912902832,,10.314826965332031,12.595000267028809,16.918270111083984,49.52800369262695 -2012-05-30,17.44847297668457,6.150000095367432,10.46150016784668,,5.805060386657715,12.663849830627441,71.42960357666016,16.89231300354004,14.614943504333496,23.317073822021484,38.289215087890625,28.105379104614258,12.942435264587402,55.247657775878906,21.731027603149414,,10.284433364868164,12.587499618530273,16.856443405151367,48.23433303833008 -2012-05-31,17.40509033203125,6.079999923706055,10.645500183105469,,5.926000118255615,12.347248077392578,71.61722564697266,16.763935089111328,14.431831359863281,23.45149040222168,37.81754684448242,29.511144638061523,12.842606544494629,54.08019256591797,21.794553756713867,,10.384725570678711,12.5912504196167,16.954336166381836,47.5330810546875 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-2012-06-19,17.696714401245117,5.809999942779541,11.201499938964844,,6.53875732421875,13.452468872070312,75.24097442626953,16.416574478149414,14.448478698730469,25.029064178466797,39.77677536010742,31.814210891723633,13.33587646484375,56.76624298095703,21.885873794555664,,10.779812812805176,13.305000305175781,17.466930389404297,51.06951904296875 -2012-06-20,17.646406173706055,6.059999942779541,11.151000022888184,,6.56294584274292,13.505666732788086,75.61715698242188,16.220245361328125,14.348597526550293,25.786026000976562,39.892112731933594,31.505142211914062,13.312390327453613,55.899444580078125,22.092350006103516,,10.761574745178223,13.147500038146973,17.649818420410156,51.36572265625 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-2012-06-27,17.307785034179688,5.5,11.281000137329102,,6.264628887176514,13.166528701782227,76.3759994506836,14.845894813537598,14.144615173339844,26.019472122192383,40.181434631347656,32.13325500488281,13.277154922485352,59.00862121582031,20.944849014282227,,10.694721221923828,11.6537504196167,17.667848587036133,50.29571533203125 -2012-06-28,17.143583297729492,5.409999847412109,11.065500259399414,,6.240440368652344,13.884703636169434,76.6415786743164,14.966720581054688,14.020635604858398,25.38278579711914,39.19346618652344,31.2658634185791,13.230175018310547,57.82148742675781,20.68279266357422,,10.755499839782715,11.313750267028809,17.5931453704834,50.235286712646484 -2012-06-29,17.593982696533203,5.730000019073486,11.417499542236328,,6.595196723937988,13.937898635864258,79.06979370117188,14.89120864868164,14.412202835083008,25.276668548583984,40.013057708740234,31.00664520263672,13.506172180175781,58.29256057739258,21.171175003051758,,10.837553977966309,11.8100004196167,17.958919525146484,51.72842025756836 -2012-07-02,17.850658416748047,5.75,11.465999603271484,,6.490381240844727,14.762471199035645,77.74185180664062,14.777932167053223,14.422141075134277,25.665761947631836,40.92381286621094,30.677635192871094,13.506172180175781,57.369224548339844,20.96073341369629,,11.001668930053711,11.4712495803833,17.863611221313477,51.58940505981445 -2012-07-03,18.05823516845703,6.03000020980835,11.476499557495117,,6.498443126678467,14.463233947753906,77.51423645019531,15.608587265014648,14.60500431060791,25.594425201416016,41.09778594970703,31.10634422302246,13.429830551147461,59.06514358520508,20.623228073120117,,10.940889358520508,11.454999923706055,18.224233627319336,52.157630920410156 -2012-07-05,18.375471115112305,5.880000114440918,11.352999687194824,,6.304942607879639,14.45658016204834,77.13480377197266,15.51041316986084,14.80600643157959,24.52442169189453,41.33796310424805,31.375532150268555,13.312390327453613,58.06645965576172,20.80588150024414,,10.870984077453613,11.734999656677246,18.309240341186523,51.72842025756836 -2012-07-06,18.253154754638672,5.75,11.2524995803833,,6.17594051361084,14.356829643249512,75.88276672363281,15.336735725402832,14.559041023254395,24.18201446533203,41.11267852783203,31.63475227355957,13.23604965209961,57.2844352722168,20.63514518737793,,10.949017524719238,11.477499961853027,18.381366729736328,51.26295852661133 -2012-07-09,18.49447250366211,5.619999885559082,11.2524995803833,,6.095314025878906,14.084197998046875,76.03453063964844,15.268775939941406,14.559785842895508,24.224822998046875,40.14824676513672,32.073429107666016,13.300644874572754,58.02875518798828,20.801912307739258,,10.979907035827637,11.536250114440918,18.48440170288086,50.56775665283203 -2012-07-10,18.323352813720703,4.989999771118164,10.975000381469727,,6.030815124511719,14.057598114013672,74.44100189208984,14.951619148254395,14.452702522277832,24.431692123413086,39.122352600097656,31.375532150268555,13.177327156066895,56.29513931274414,20.782060623168945,,10.949017524719238,11.732500076293945,18.574552536010742,50.24131774902344 -2012-07-11,18.209470748901367,4.889999866485596,10.918499946594238,,6.151752471923828,12.880593299865723,74.66863250732422,15.027130126953125,14.191574096679688,24.674226760864258,39.088836669921875,30.877033233642578,13.118607521057129,55.36239242553711,20.710580825805664,,10.893404960632324,11.367500305175781,18.613189697265625,51.00905990600586 -2012-07-12,18.04287338256836,4.880000114440918,10.767999649047852,,6.030815124511719,12.647850036621094,73.758056640625,14.596707344055176,14.173933982849121,24.281890869140625,39.49470901489258,30.717514038085938,13.312390327453613,54.175254821777344,20.91705322265625,,10.77291488647461,11.579999923706055,18.626070022583008,50.85188674926758 -2012-07-13,18.22573471069336,4.900000095367432,10.919500350952148,,6.304942607879639,12.63454818725586,75.01010131835938,14.815696716308594,14.324000358581543,25.729955673217773,39.992767333984375,30.627784729003906,13.3945951461792,55.54140090942383,21.286317825317383,,10.921208381652832,11.850000381469727,18.850173950195312,51.66799545288086 -2012-07-16,18.284183502197266,4.829999923706055,10.80049991607666,,6.296878337860107,12.568046569824219,74.3271713256836,14.634461402893066,14.284248352050781,25.0308895111084,40.671424865722656,28.165199279785156,13.58250904083252,56.58723449707031,21.00440788269043,,10.942831039428711,11.762499809265137,18.79865074157715,51.41407775878906 -2012-07-17,18.28508949279785,4.869999885559082,10.846500396728516,,6.385566711425781,12.514849662780762,74.82038879394531,14.800593376159668,14.329218864440918,24.959564208984375,40.558773040771484,28.005680084228516,13.870251655578613,58.88612747192383,21.333967208862305,,11.066410064697266,12.15999984741211,18.829565048217773,51.82516860961914 -2012-07-18,18.264604568481445,4.889999866485596,10.873499870300293,,6.07112455368042,12.53480339050293,75.27571868896484,15.155500411987305,14.429346084594727,24.938154220581055,40.66489028930664,29.022615432739258,13.899614334106445,59.15937805175781,21.16323471069336,,11.180724143981934,12.359999656677246,18.765161514282227,52.115333557128906 -2012-07-19,18.507421493530273,4.860000133514404,11.308500289916992,,5.853438854217529,12.474952697753906,75.12393951416016,15.208361625671387,14.73494815826416,24.581483840942383,39.83823013305664,28.912944793701172,13.9759521484375,58.038177490234375,21.520584106445312,,10.961372375488281,12.632499694824219,18.425148010253906,52.115333557128906 -2012-07-20,18.205547332763672,4.21999979019165,11.41450023651123,,5.700248718261719,12.122516632080078,75.38954162597656,14.619359016418457,15.1762056350708,24.18201446533203,39.392311096191406,28.673667907714844,13.917228698730469,58.37736511230469,20.63117218017578,,10.90267276763916,12.397500038146973,18.61060905456543,51.958152770996094 -2012-07-23,18.191394805908203,4.150000095367432,11.30049991607666,,5.716373443603516,12.42175579071045,76.22422790527344,14.574053764343262,15.292731285095215,24.567214965820312,38.72483825683594,28.6636962890625,13.858511924743652,57.94395446777344,20.091176986694336,,10.930476188659668,12.095000267028809,18.507583618164062,51.51081466674805 -2012-07-24,18.103727340698242,4.059999942779541,11.152000427246094,,5.676059722900391,12.036069869995117,75.76893615722656,14.362613677978516,15.095458984375,24.774085998535156,38.15791320800781,28.364599227905273,13.729321479797363,57.12425994873047,20.043521881103516,,10.698768615722656,13.197500228881836,18.5822811126709,51.129966735839844 -2012-07-25,17.32194709777832,4.010000228881836,10.852499961853027,,5.700248718261719,11.530684471130371,75.88276672363281,14.196486473083496,15.105892181396484,25.087955474853516,38.38506317138672,29.25192642211914,13.699962615966797,57.0300407409668,20.01573944091797,,10.915029525756836,13.479999542236328,18.566823959350586,51.528934478759766 -2012-07-26,17.31922721862793,4.039999961853027,11.000499725341797,,5.780873775482178,11.457540512084961,78.00749206542969,14.43057632446289,15.239314079284668,25.54448890686035,39.45003128051758,26.769399642944336,13.793914794921875,57.63303756713867,20.80588150024414,,11.214705467224121,13.827500343322754,18.97638702392578,52.30272674560547 -2012-07-27,17.62893295288086,4.090000152587891,11.866000175476074,,5.893750190734863,11.809978485107422,79.37335205078125,14.853452682495117,15.775979995727539,26.314891815185547,40.658390045166016,23.638824462890625,13.993570327758789,59.06514358520508,18.848384857177734,,11.474218368530273,13.78499984741211,19.19533348083496,52.864925384521484 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-2013-12-12,17.465173721313477,3.690000057220459,19.0625,,12.360210418701172,28.00362777709961,104.85507202148438,30.243045806884766,26.58382797241211,41.60041809082031,73.1599349975586,51.67441940307617,18.692514419555664,75.88245391845703,31.017932891845703,,11.370925903320312,21.045000076293945,20.94489860534668,59.9782600402832 -2013-12-13,17.274799346923828,3.690000057220459,19.211999893188477,,12.303475379943848,28.198545455932617,106.0402603149414,30.235490798950195,26.355993270874023,41.49699020385742,73.66754150390625,53.15993881225586,18.692514419555664,75.32479095458984,30.96521759033203,,11.35750675201416,20.922500610351562,20.83283805847168,59.94684600830078 -2013-12-16,17.370460510253906,3.5899999141693115,19.44849967956543,,12.352105140686035,29.04776954650879,106.5934066772461,31.292675018310547,26.65886116027832,41.68168640136719,74.48843383789062,53.64847183227539,18.692514419555664,75.77849578857422,31.00982093811035,,11.45816421508789,21.142499923706055,20.74211883544922,61.14815139770508 -2013-12-17,17.292253494262695,3.6500000953674316,19.38249969482422,,12.303475379943848,28.692758560180664,106.79096221923828,31.360645294189453,26.581342697143555,41.16454315185547,74.6006088256836,54.69532012939453,18.62453842163086,75.39096069335938,30.859766006469727,,11.35750675201416,21.155000686645508,20.61138343811035,60.85252380371094 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-2014-01-30,15.572028160095215,3.4800000190734863,20.15049934387207,,13.721861839294434,15.815126419067383,101.56135559082031,27.81907081604004,28.209476470947266,41.64197540283203,74.66725158691406,60.89664840698242,19.044742584228516,80.77873229980469,29.164499282836914,,11.388198852539062,26.190000534057617,19.94434928894043,59.11660385131836 -2014-01-31,15.597576141357422,3.430000066757202,17.934499740600586,,13.575967788696289,16.385915756225586,100.08770751953125,27.245168685913086,29.34193992614746,41.16608810424805,70.8477554321289,62.38217544555664,18.78520393371582,81.46875,28.844091415405273,,11.377951622009277,27.02750015258789,19.925670623779297,57.96559524536133 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-2014-02-07,16.28898811340332,3.4700000286102295,18.054000854492188,,13.632706642150879,17.08896827697754,100.3266830444336,27.267824172973633,29.254234313964844,42.10302734375,71.43751525878906,64.12692260742188,19.45278549194336,79.42707061767578,30.14197540283203,,11.029647827148438,27.295000076293945,19.67753028869629,57.37531661987305 -2014-02-10,16.58080291748047,3.630000114440918,18.043500900268555,,13.551652908325195,17.56926727294922,99.76910400390625,26.35411834716797,29.142181396484375,42.19224548339844,71.47496795654297,63.359230041503906,19.608551025390625,79.767333984375,30.451377868652344,,11.077455520629883,27.0575008392334,19.680194854736328,56.70389938354492 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-2014-02-13,17.06477165222168,3.700000047683716,17.860000610351562,,13.575967788696289,17.179460525512695,101.32238006591797,26.58065414428711,29.81226921081543,43.15150833129883,71.64344024658203,67.12788391113281,19.751859664916992,79.59719848632812,30.406606674194336,,11.436006546020508,27.145000457763672,20.107105255126953,57.91370391845703 -2014-02-14,17.05097007751465,3.690000057220459,17.86750030517578,,13.535445213317871,17.249067306518555,102.51719665527344,27.147005081176758,29.884319305419922,43.240745544433594,72.44855499267578,66.88860321044922,19.90139389038086,80.80709075927734,30.54501724243164,,11.319900512695312,26.5,20.221832275390625,59.611305236816406 -2014-02-18,17.113658905029297,3.700000047683716,17.6825008392334,,13.349030494689941,17.395248413085938,102.15877532958984,27.418846130371094,30.085073471069336,43.49356460571289,72.54216766357422,67.09797668457031,19.864015579223633,82.04531860351562,30.11348533630371,,11.207215309143066,26.864999771118164,20.099096298217773,59.585968017578125 -2014-02-19,16.843469619750977,3.7200000286102295,17.368999481201172,,13.130194664001465,17.31867027282715,101.16307830810547,27.207420349121094,29.872892379760742,42.57892608642578,71.75582885742188,67.8556900024414,19.614782333374023,82.78260803222656,29.84886360168457,,11.217461585998535,26.75749969482422,19.971025466918945,59.50994110107422 -2014-02-20,16.648513793945312,3.690000057220459,17.489999771118164,,13.211237907409668,17.29083251953125,100.92198944091797,27.56987762451172,29.9168701171875,42.81688690185547,71.01626586914062,69.42098236083984,19.658401489257812,82.72590637207031,29.942495346069336,,11.330145835876465,26.797500610351562,19.616167068481445,60.40943145751953 -2014-02-21,16.46358299255371,3.690000057220459,17.33799934387207,,13.203134536743164,17.151615142822266,100.19882202148438,27.705801010131836,29.908916473388672,42.83919143676758,70.86647033691406,68.38410186767578,19.602319717407227,80.97722625732422,29.539464950561523,,11.200386047363281,28.170000076293945,19.509445190429688,60.19407653808594 -2014-02-24,16.535675048828125,3.7100000381469727,17.589000701904297,,13.397658348083496,17.52054214477539,101.6050033569336,27.600093841552734,30.125572204589844,43.15150833129883,71.10987091064453,70.5675277709961,19.932554244995117,82.73534393310547,29.539464950561523,,11.087698936462402,28.8075008392334,19.5708065032959,61.087196350097656 -2014-02-25,16.36358642578125,3.690000057220459,17.916000366210938,,13.243660926818848,17.61799430847168,101.52467346191406,27.260272979736328,30.311664581298828,42.40790557861328,71.8400650024414,69.64031982421875,19.87024688720703,82.13985443115234,28.721200942993164,,10.985257148742676,29.174999237060547,19.5708065032959,61.00484085083008 -2014-02-26,16.215961456298828,3.700000047683716,17.989999771118164,,13.235559463500977,17.972997665405273,101.6451644897461,27.811511993408203,30.315889358520508,42.1996955871582,72.42047882080078,69.05209350585938,19.932554244995117,80.28722381591797,29.221920013427734,,10.927206039428711,29.024999618530273,19.952356338500977,60.67544937133789 -2014-02-27,16.539432525634766,3.7100000381469727,18.006500244140625,,13.36523723602295,17.798978805541992,102.4487075805664,27.766216278076172,30.292037963867188,42.15507888793945,72.79496002197266,68.7330551147461,20.08209991455078,82.00751495361328,29.388835906982422,,11.005744934082031,29.087499618530273,19.89365005493164,60.70712661743164 -2014-02-28,16.494611740112305,3.7100000381469727,18.104999542236328,,13.397658348083496,18.536834716796875,102.32817840576172,27.335784912109375,30.20358657836914,42.25175094604492,72.75749969482422,68.2544937133789,20.007328033447266,81.33643341064453,28.888103485107422,,10.903302192687988,28.287500381469727,19.93100929260254,60.9795036315918 -2014-03-03,16.542251586914062,3.6700000762939453,17.98900032043457,,13.211237907409668,18.202707290649414,100.92198944091797,27.343341827392578,29.881587982177734,41.798152923583984,71.83071899414062,67.20764923095703,19.92631721496582,80.25885772705078,28.688613891601562,,10.879399299621582,28.407499313354492,19.776260375976562,60.491756439208984 -2014-03-04,16.651338577270508,3.700000047683716,18.19499969482422,,13.559758186340332,17.959075927734375,103.05134582519531,27.88703155517578,30.185199737548828,42.57892608642578,73.48770904541016,68.59346771240234,20.36871337890625,80.77873229980469,29.17307472229004,,10.978425025939941,29.295000076293945,20.04573631286621,61.13785934448242 -2014-03-05,16.686437606811523,3.7100000381469727,18.618499755859375,,13.989583969116211,17.778100967407227,104.1762466430664,28.332561492919922,30.268434524536133,43.2481689453125,73.20684814453125,71.35515594482422,20.406103134155273,78.84103393554688,29.026514053344727,,10.971597671508789,29.014999389648438,19.957685470581055,59.41495132446289 -2014-03-06,16.635971069335938,3.7300000190734863,18.607999801635742,,14.070682525634766,17.708484649658203,105.34136962890625,28.347667694091797,30.301977157592773,43.7984504699707,72.6732406616211,70.62734985351562,20.225404739379883,79.61608123779297,29.59239387512207,,11.043305397033691,28.950000762939453,19.979032516479492,59.38960647583008 -2014-03-07,16.626253128051758,3.950000047683716,18.60300064086914,,14.054460525512695,17.959075927734375,104.97976684570312,28.460933685302734,30.182220458984375,44.17024612426758,72.96344757080078,69.59046936035156,20.206716537475586,80.41954803466797,29.747093200683594,,11.111600875854492,29.102500915527344,20.027366638183594,60.168724060058594 -2014-03-10,16.641305923461914,3.809999942779541,18.526500701904297,,14.16800308227539,18.265361785888672,104.61817169189453,28.00785255432129,30.102216720581055,44.02153396606445,72.44855499267578,71.81377410888672,20.181791305541992,82.00751495361328,29.94656753540039,,11.101356506347656,29.350000381469727,19.987091064453125,60.491756439208984 -2014-03-11,16.803342819213867,3.8499999046325684,18.44099998474121,,14.005804061889648,18.07741355895996,104.05575561523438,26.565549850463867,29.814504623413086,43.27048873901367,72.92601013183594,69.88957214355469,20.200485229492188,82.17766571044922,30.54501724243164,,11.005744934082031,29.125,20.118671417236328,59.54796600341797 -2014-03-12,16.819652557373047,3.9100000858306885,18.531999588012695,,14.013914108276367,17.917314529418945,103.49329376220703,26.323909759521484,29.996126174926758,43.069705963134766,73.3379135131836,70.667236328125,19.92631721496582,81.44950103759766,30.789281845092773,,11.056966781616211,29.354999542236328,20.282480239868164,59.67465591430664 -2014-03-13,16.632841110229492,3.859999895095825,18.57550048828125,,13.916593551635742,17.60407829284668,101.80589294433594,25.742450714111328,29.54294204711914,42.69791030883789,71.72772979736328,68.6233901977539,19.390474319458008,81.88450622558594,30.300756454467773,,11.046721458435059,29.102500915527344,20.12135887145996,59.313594818115234 -2014-03-14,16.446029663085938,3.8499999046325684,18.687000274658203,,13.624638557434082,17.889467239379883,100.88182830810547,25.971010208129883,29.138952255249023,42.23687744140625,71.46562194824219,67.51671600341797,19.459016799926758,82.95310974121094,30.235618591308594,,11.094529151916504,29.337499618530273,19.946809768676758,59.205909729003906 -2014-03-17,16.51028060913086,3.799999952316284,18.75200080871582,,13.876049995422363,18.105262756347656,102.16747283935547,26.38239860534668,29.618473052978516,42.81688690185547,72.8604965209961,68.53365325927734,19.577396392822266,83.42594146728516,30.198978424072266,,11.231119155883789,29.917499542236328,20.054222106933594,59.74432373046875 -2014-03-18,16.656349182128906,3.890000104904175,18.938499450683594,,13.94092082977295,18.13327980041504,103.05134582519531,26.793800354003906,30.094514846801758,43.17382049560547,73.88087463378906,68.98230743408203,19.895170211791992,83.842041015625,30.36996078491211,,11.261853218078613,31.110000610351562,20.07839012145996,59.991355895996094 -2014-03-19,16.651954650878906,3.9800000190734863,18.661500930786133,,14.143668174743652,18.042200088500977,101.5648193359375,26.595714569091797,29.796119689941406,43.35228729248047,73.30982208251953,68.03514862060547,19.758094787597656,82.4991683959961,30.90326499938965,,11.255022048950195,30.502500534057617,19.973665237426758,59.37060546875 -2014-03-20,16.57171630859375,4.050000190734863,18.44849967956543,,14.532949447631836,18.105260848999023,101.52467346191406,26.862356185913086,29.744192123413086,44.698211669921875,73.40345001220703,66.76896667480469,19.882707595825195,82.7923355102539,31.330720901489258,,11.640892028808594,30.462499618530273,20.242191314697266,59.908992767333984 -2014-03-21,16.702434539794922,4.039999961853027,18.0310001373291,,14.240988731384277,18.890005111694336,102.04692840576172,26.671899795532227,29.393369674682617,44.7428092956543,71.13796997070312,67.03815460205078,20.050947189331055,82.42353820800781,31.228944778442383,,11.71259880065918,30.040000915527344,20.4355411529541,59.73801040649414 -2014-03-24,16.900522232055664,4.050000190734863,17.592500686645508,,14.08690357208252,18.46259307861328,102.08710479736328,26.770936965942383,28.769498825073242,45.41206741333008,72.44855499267578,63.90758514404297,19.621009826660156,81.63864135742188,30.846261978149414,,11.767233848571777,29.65999984741211,20.612773895263672,59.9470100402832 -2014-03-25,17.082319259643555,4.050000190734863,17.73550033569336,,13.957143783569336,18.35049057006836,103.252197265625,26.29098129272461,28.78912353515625,45.30796813964844,70.4732894897461,64.6952133178711,19.826631546020508,81.458984375,30.374032974243164,,11.856019973754883,28.635000228881836,20.642314910888672,60.11806106567383 -2014-03-26,16.91900634765625,4.050000190734863,17.170499801635742,,13.93281364440918,18.05620765686035,102.93080139160156,26.070045471191406,28.1245059967041,44.54206848144531,69.00353240966797,60.208717346191406,20.050947189331055,80.03102111816406,29.93842124938965,,11.818458557128906,28.395000457763672,20.470447540283203,59.985023498535156 -2014-03-27,16.84629249572754,3.9100000858306885,16.923500061035156,,13.79494857788086,18.028182983398438,103.69416809082031,26.29098129272461,27.77832794189453,44.55693054199219,68.65717315673828,60.78697967529297,20.001096725463867,80.61734008789062,29.88143539428711,,11.937971115112305,28.649999618530273,20.4462833404541,60.96049118041992 -2014-03-28,16.82749366760254,3.880000114440918,16.914499282836914,,13.770614624023438,18.266408920288086,103.97538757324219,26.458581924438477,27.854433059692383,44.64616775512695,68.54481506347656,59.829856872558594,19.864015579223633,80.59841918945312,30.003562927246094,,11.975529670715332,28.80500030517578,20.411375045776367,61.885276794433594 -2014-03-31,16.823726654052734,4.010000228881836,16.818500518798828,,13.949033737182617,18.504638671875,104.01554870605469,26.222412109375,27.704214096069336,45.144386291503906,69.93034362792969,60.05916976928711,20.013559341430664,78.46122741699219,29.87329864501953,,11.975529670715332,28.65999984741211,20.52416229248047,61.87262725830078 -2014-04-01,16.977628707885742,4.070000171661377,17.149499893188477,,14.062570571899414,18.483619689941406,103.93521118164062,26.161466598510742,28.211074829101562,45.11463165283203,70.0333023071289,62.43202590942383,19.907630920410156,79.47307586669922,30.129762649536133,,11.98236083984375,29.0,20.615459442138672,61.9043083190918 -2014-04-02,17.00583839416504,4.059999942779541,17.097999572753906,,13.97336483001709,18.77789878845215,104.61817169189453,26.572864532470703,28.203115463256836,45.25681686401367,69.93034362792969,62.5317268371582,20.119483947753906,81.19416809082031,29.99135398864746,,12.077975273132324,29.719999313354492,20.725563049316406,62.04365921020508 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-2014-04-09,16.622495651245117,3.9800000190734863,16.590499877929688,,13.478657722473145,19.170265197753906,104.25660705566406,25.612943649291992,28.06085777282715,44.35136413574219,68.96822357177734,62.222652435302734,19.459016799926758,83.51103210449219,29.50688934326172,,12.132518768310547,27.157499313354492,20.937698364257812,61.650936126708984 -2014-04-10,16.408103942871094,3.8499999046325684,15.855500221252441,,13.07316780090332,18.364505767822266,102.77009582519531,25.36915397644043,26.907365798950195,42.95207214355469,66.7274169921875,58.98240661621094,19.07269859313965,83.34082794189453,28.586841583251953,,12.202004432678223,25.559999465942383,20.647680282592773,61.30253982543945 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-2014-04-15,16.235078811645508,3.7899999618530273,15.803999900817871,,13.292132377624512,17.516698837280273,103.73430633544922,25.414871215820312,26.683034896850586,41.006492614746094,67.64627075195312,58.91262435913086,18.62407684326172,84.4850845336914,28.04539680480957,,12.396570205688477,26.225000381469727,20.645000457763672,62.50605392456055 -2014-04-16,16.267990112304688,3.759999990463257,16.18400001525879,,13.08127212524414,17.145343780517578,104.93961334228516,25.879579544067383,27.682825088500977,41.3507080078125,69.31513214111328,59.54072952270508,18.748687744140625,85.7995376586914,28.818897247314453,,12.542494773864746,26.875,20.736303329467773,63.30415725708008 -2014-04-17,16.45386505126953,3.690000057220459,16.245500564575195,,13.097493171691895,17.1523494720459,106.70735168457031,25.887210845947266,26.666120529174805,41.320770263671875,69.50264739990234,58.76306915283203,18.848384857177734,87.861083984375,28.558351516723633,,12.521648406982422,26.530000686645508,20.854455947875977,63.60819625854492 -2014-04-21,16.649137496948242,4.119999885559082,16.543500900268555,,13.048835754394531,16.90011215209961,106.82785034179688,25.887210845947266,26.294057846069336,41.17860412597656,69.67139434814453,61.05617141723633,19.228466033935547,88.40010070800781,28.692684173583984,,12.52859878540039,26.5049991607666,20.838346481323242,63.93124771118164 -2014-04-22,16.665756225585938,4.300000190734863,16.465999603271484,,13.211031913757324,17.159360885620117,106.7876968383789,26.077665328979492,26.60195541381836,41.76228332519531,69.87765502929688,62.840789794921875,19.315704345703125,87.62464904785156,28.9654483795166,,12.608508110046387,26.934999465942383,20.827604293823242,63.5765266418457 -2014-04-23,16.44791030883789,4.25,16.229000091552734,,13.275914192199707,17.00520896911621,106.14488983154297,26.199562072753906,26.210494995117188,41.941871643066406,68.78069305419922,61.175811767578125,19.265853881835938,87.97452545166016,28.656051635742188,,12.132518768310547,27.219999313354492,20.95650291442871,63.658851623535156 -2014-04-24,17.796337127685547,4.28000020980835,16.857500076293945,,13.251581192016602,16.949155807495117,106.30560302734375,26.031953811645508,26.12195587158203,42.04662322998047,69.70890045166016,60.687278747558594,19.1350040435791,88.4757308959961,28.94102668762207,,11.986598014831543,25.209999084472656,21.029006958007812,63.3485107421875 -2014-04-25,17.927043914794922,4.050000190734863,15.191499710083008,,12.935295104980469,17.082279205322266,106.86805725097656,25.68912124633789,25.675281524658203,41.679962158203125,66.2492446899414,57.536766052246094,19.159929275512695,86.74520111083984,29.087581634521484,,11.98311996459961,24.209999084472656,21.112255096435547,63.60187530517578 -2014-04-28,18.62131690979004,3.9600000381469727,14.829000473022461,,12.12430477142334,17.902063369750977,107.59123992919922,25.719600677490234,25.72353172302246,41.52281951904297,66.79303741455078,55.97147750854492,19.963708877563477,86.50877380371094,28.875886917114258,,12.18810749053955,23.3700008392334,21.418373107910156,64.08325958251953 -2014-04-29,18.5661563873291,4.03000020980835,15.019000053405762,,12.359495162963867,18.07022476196289,107.5108642578125,25.894826889038086,26.2482967376709,41.979270935058594,67.53374481201172,57.97544860839844,19.78924560546875,85.51583862304688,28.75782585144043,,12.306234359741211,23.584999084472656,21.394210815429688,64.26062774658203 -2014-04-30,18.495941162109375,4.090000152587891,15.206500053405762,,12.278395652770996,18.168317794799805,108.03316497802734,26.268129348754883,26.196565628051758,41.88948440551758,68.95885467529297,59.600547790527344,19.49016571044922,85.53475189208984,28.749685287475586,,12.403521537780762,24.44499969482422,21.40495491027832,64.86869812011719 -2014-05-01,18.53951072692871,4.199999809265137,15.394499778747559,,12.237844467163086,18.23137855529785,107.551025390625,26.588098526000977,26.429851531982422,41.69491958618164,69.58705139160156,60.96643829345703,19.409170150756836,84.38105010986328,28.95323944091797,,12.361824989318848,24.59000015258789,21.402273178100586,64.23529052734375 -2014-05-02,18.573989868164062,4.119999885559082,15.400500297546387,,12.36760425567627,18.322463989257812,107.1894760131836,26.64141845703125,26.259737014770508,41.59016418457031,69.17448425292969,60.278507232666016,19.159929275512695,85.08082580566406,28.741544723510742,,12.379199981689453,24.420000076293945,21.24651527404785,64.61534881591797 -2014-05-05,18.836650848388672,4.090000152587891,15.5024995803833,,12.229735374450684,18.154298782348633,106.7876968383789,26.47382164001465,26.253768920898438,40.57249069213867,70.14958190917969,61.036231994628906,18.66769027709961,85.68604278564453,28.871809005737305,,12.424369812011719,24.290000915527344,21.112255096435547,65.18541717529297 -2014-05-06,18.6313533782959,4.010000228881836,14.869000434875488,,11.945889472961426,17.6428165435791,105.22084045410156,26.47382164001465,25.623550415039062,39.91398620605469,69.2026138305664,58.35430145263672,18.337451934814453,85.39290618896484,28.430524826049805,,12.330551147460938,23.860000610351562,20.948442459106445,65.03340148925781 -2014-05-07,18.5661563873291,3.9700000286102295,14.635499954223633,,12.002657890319824,17.691862106323242,106.5868148803711,26.717605590820312,25.36589241027832,40.44527816772461,69.25885009765625,57.21772384643555,18.243162155151367,85.3740005493164,28.495908737182617,,12.424369812011719,23.1200008392334,21.064632415771484,65.3121109008789 -2014-05-08,18.533058166503906,3.930000066757202,14.416000366210938,,12.108086585998535,17.874040603637695,106.2252197265625,26.550003051757812,25.41762351989746,40.67724609375,69.60577392578125,56.58961486816406,18.33745002746582,83.26517486572266,28.430524826049805,,12.646722793579102,23.28499984741211,21.261873245239258,64.81168365478516 -2014-05-09,18.455827713012695,3.869999885559082,14.612000465393066,,11.953994750976562,18.16131591796875,106.14488983154297,26.077665328979492,25.802120208740234,40.41534423828125,69.73704528808594,57.06817626953125,18.249446868896484,83.57721710205078,28.72063446044922,,12.660623550415039,23.395000457763672,21.399675369262695,65.0157699584961 -2014-05-12,18.685611724853516,3.9700000286102295,15.142999649047852,,12.221625328063965,18.392532348632812,107.8724365234375,26.527149200439453,26.358720779418945,40.89425277709961,70.33709716796875,59.6504020690918,18.31230926513672,84.07842254638672,29.072031021118164,,12.705790519714355,24.475000381469727,21.38616943359375,65.19434356689453 -2014-05-13,18.71492576599121,4.03000020980835,15.232000350952148,,12.189186096191406,18.252395629882812,108.1536636352539,26.778549194335938,26.516401290893555,40.87179946899414,70.15894317626953,59.6504020690918,18.356311798095703,84.38105010986328,29.07612419128418,,12.577234268188477,24.049999237060547,21.38346290588379,65.27722930908203 -2014-05-14,18.718395233154297,3.9800000190734863,14.880999565124512,,12.035096168518066,18.23137855529785,107.5108642578125,26.618566513061523,26.196069717407227,40.67724609375,69.47451782226562,59.05220031738281,18.293447494506836,84.23918151855469,28.671602249145508,,12.643251419067383,23.65999984741211,21.275379180908203,65.23258209228516 -2014-05-15,18.559215545654297,3.9600000381469727,14.759499549865723,,11.799910545349121,17.846010208129883,106.86805725097656,26.17671012878418,25.86429786682129,40.04119873046875,68.51817321777344,57.746131896972656,18.268301010131836,84.62691497802734,28.540851593017578,,12.688419342041016,23.15999984741211,20.759309768676758,64.2696304321289 -2014-05-16,18.833127975463867,4.019999980926514,14.885000228881836,,11.76746940612793,17.860027313232422,107.14928436279297,25.902437210083008,25.89662742614746,39.89154815673828,69.1463623046875,57.84583282470703,18.306015014648438,83.69070434570312,28.98623275756836,,12.764856338500977,23.334999084472656,20.807939529418945,64.24412536621094 -2014-05-19,19.056285858154297,4.090000152587891,14.838000297546387,,11.89723014831543,18.301443099975586,106.90821838378906,26.092899322509766,26.305997848510742,40.28064727783203,69.2494888305664,59.03226089477539,18.406604766845703,84.409423828125,29.018905639648438,,12.63977336883545,23.700000762939453,20.699859619140625,64.32701873779297 -2014-05-20,19.06006622314453,4.050000190734863,15.059499740600586,,11.783689498901367,17.27846908569336,105.66277313232422,25.19392967224121,26.351261138916016,40.19834518432617,69.0525894165039,58.384212493896484,18.387741088867188,83.76638793945312,28.69611167907715,,12.334029197692871,23.395000457763672,20.45128059387207,64.1994857788086 -2014-05-21,19.110496520996094,4.099999904632568,15.250499725341797,,11.848567008972168,17.761924743652344,106.42611694335938,25.49105453491211,26.80738639831543,40.497650146484375,70.90902709960938,60.30841827392578,18.588911056518555,85.75224304199219,28.765581130981445,,12.254120826721191,23.559999465942383,20.443172454833984,65.0667724609375 -2014-05-22,19.140745162963867,4.010000228881836,15.245499610900879,,11.929666519165039,18.371505737304688,106.5064697265625,25.4605770111084,27.111801147460938,40.81942367553711,71.0215072631836,60.33832931518555,18.64548683166504,84.07842254638672,29.174190521240234,,12.292341232299805,23.94499969482422,20.370223999023438,64.72879028320312 -2014-05-23,19.356979370117188,4.019999980926514,15.612000465393066,,11.93778133392334,18.925039291381836,106.5064697265625,25.620561599731445,27.491819381713867,40.80446243286133,71.67779541015625,61.165836334228516,18.538619995117188,83.86093139648438,29.411170959472656,,12.271493911743164,24.184999465942383,20.429662704467773,64.61400604248047 -2014-05-27,19.719451904296875,4.039999961853027,15.541000366210938,,12.343274116516113,18.967077255249023,106.74752807617188,25.856725692749023,28.150888442993164,41.260921478271484,72.22162628173828,63.2894401550293,18.61405372619629,85.97920989990234,30.097618103027344,,12.2332763671875,24.924999237060547,20.42426300048828,64.63951873779297 -2014-05-28,19.668386459350586,4.0,15.508000373840332,,12.278395652770996,18.875986099243164,107.10909271240234,26.351924896240234,27.938495635986328,41.49289321899414,72.12787628173828,63.31935119628906,18.61405372619629,85.41178894042969,29.938264846801758,,12.278440475463867,25.075000762939453,20.408048629760742,64.44819641113281 -2014-05-29,20.026763916015625,4.03000020980835,15.689000129699707,,12.286503791809082,19.247343063354492,107.43052673339844,26.24527359008789,27.858909606933594,41.69491958618164,71.9966049194336,63.63839340209961,18.607769012451172,86.93431091308594,29.872900009155273,,12.295811653137207,25.395000457763672,20.529638290405273,64.58212280273438 -2014-05-30,19.95174789428711,4.0,15.6274995803833,,12.278395652770996,19.380474090576172,107.63139343261719,26.344310760498047,27.849458694458008,41.58269119262695,71.67779541015625,63.109981536865234,18.626630783081055,87.89889526367188,29.926006317138672,,12.323607444763184,25.395000457763672,20.74309730529785,64.1102066040039 -2014-06-02,19.814634323120117,3.9700000286102295,15.442000389099121,,12.375713348388672,19.240337371826172,107.79210662841797,26.5576229095459,27.553001403808594,41.41805648803711,72.24038696289062,62.89064407348633,18.67691993713379,87.6624755859375,30.175251007080078,,12.31318473815918,25.735000610351562,20.74039077758789,63.73396301269531 -2014-06-03,20.09484100341797,3.940000057220459,15.35949993133545,,12.335161209106445,19.66073989868164,107.63139343261719,26.862356185913086,27.105831146240234,41.60513687133789,71.58407592773438,62.6812744140625,18.601478576660156,88.22042083740234,30.31009864807129,,12.229802131652832,25.549999237060547,20.72688102722168,64.02093505859375 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-2014-07-02,20.625,4.340000152587891,16.642499923706055,,12.862469673156738,22.159029006958008,107.79009246826172,28.991514205932617,28.96589469909668,42.928306579589844,71.44340515136719,66.25051879882812,19.09182357788086,81.00345611572266,31.948591232299805,,12.393096923828125,29.6299991607666,20.432376861572266,64.77342987060547 -2014-07-03,20.7463436126709,4.239999771118164,16.874500274658203,,13.008541107177734,22.62420082092285,108.80279541015625,28.991514205932617,29.085023880004883,42.98858642578125,71.94971466064453,66.09101104736328,19.192405700683594,81.16429901123047,32.3040771484375,,12.45216178894043,30.125,20.467491149902344,65.42390441894531 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-2014-09-08,21.809642791748047,4.130000114440918,17.117000579833984,,13.309125900268555,22.65239143371582,105.64321899414062,25.75811767578125,29.333229064941406,45.12858963012695,71.57416534423828,77.65618896484375,18.645099639892578,70.58712768554688,31.842899322509766,,12.372993469238281,36.345001220703125,20.81447982788086,62.784423828125 -2014-09-09,21.72760009765625,4.079999923706055,16.487499237060547,,13.138184547424316,22.54604721069336,104.91409301757812,25.626379013061523,28.899986267089844,44.503177642822266,71.4239273071289,76.4398422241211,18.53728675842285,70.9844741821289,31.617416381835938,,12.249302864074707,35.29999923706055,20.87158966064453,62.54039764404297 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-2014-09-22,22.408329010009766,3.759999990463257,16.225000381469727,86.81096649169922,13.862655639648438,23.871862411499023,106.53538513183594,25.913101196289062,29.216339111328125,45.89719772338867,71.50840759277344,76.5694580078125,19.13976287841797,66.4978256225586,30.584274291992188,,12.54616641998291,33.23500061035156,20.7546329498291,61.994571685791016 -2014-09-23,22.7586612701416,3.690000057220459,16.181499481201172,84.18412780761719,13.878935813903809,23.652074813842773,106.29031372070312,25.742612838745117,28.905956268310547,45.91978454589844,70.89813232421875,78.05498504638672,19.057323455810547,66.24224090576172,30.321897506713867,,12.46135139465332,33.439998626708984,20.561532974243164,61.667057037353516 -2014-09-24,22.56131935119629,3.700000047683716,16.410499572753906,87.4676742553711,13.984756469726562,24.098743438720703,105.92266082763672,26.075838088989258,29.24717903137207,46.439720153808594,72.34408569335938,78.30423736572266,19.222213745117188,65.25779724121094,30.879459381103516,,12.510823249816895,34.34000015258789,20.96406364440918,61.5322151184082 -2014-09-25,21.700992584228516,3.630000114440918,16.096500396728516,85.87418365478516,13.716133117675781,23.581178665161133,104.37037658691406,25.471397399902344,28.604028701782227,45.32451629638672,70.15637969970703,76.98820495605469,19.012928009033203,63.714866638183594,30.38747787475586,,12.397730827331543,33.775001525878906,20.702960968017578,60.52402114868164 -2014-09-26,22.339584350585938,3.5999999046325684,16.160499572753906,87.36144256591797,13.862655639648438,23.354297637939453,104.69718170166016,25.703868865966797,28.70549964904785,45.633460998535156,70.47563171386719,78.55348205566406,18.848039627075195,64.08403778076172,30.817964553833008,,12.468414306640625,34.90999984741211,20.803592681884766,61.281761169433594 -2014-09-29,22.197677612304688,3.549999952316284,16.090999603271484,85.71001434326172,13.8463773727417,23.85767936706543,103.83935546875,24.96770477294922,28.668691635131836,45.46015930175781,69.96859741210938,78.76285552978516,18.879745483398438,65.00222778320312,30.858959197998047,,12.450749397277832,35.060001373291016,20.692081451416016,60.639617919921875 -2014-09-30,22.339584350585938,3.4100000858306885,16.121999740600586,85.80657958984375,13.878935813903809,23.81514549255371,104.65632629394531,24.750736236572266,28.718433380126953,45.392333984375,69.40524291992188,78.802734375,18.752912521362305,64.18815612792969,30.936859130859375,,12.4542818069458,34.54999923706055,20.79816246032715,60.39558410644531 -2014-10-01,21.991470336914062,3.3499999046325684,15.873000144958496,83.1507797241211,13.691713333129883,23.127418518066406,102.77725219726562,25.176931381225586,28.26628875732422,45.038169860839844,68.84188079833984,76.3202133178711,18.486557006835938,63.84737014770508,30.588376998901367,,12.355323791503906,33.185001373291016,20.702960968017578,59.63141632080078 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-2014-12-04,25.718963623046875,2.690000057220459,15.846500396728516,105.43055725097656,14.05013656616211,25.580547332763672,106.57626342773438,25.64188003540039,26.726308822631836,46.56296920776367,83.47148895263672,75.0141372680664,20.258657455444336,57.31591796875,33.47290802001953,,12.194457054138184,34.79499816894531,23.181642532348633,61.038612365722656 -2014-12-05,25.609848022460938,2.6600000858306885,15.631500244140625,104.20406341552734,14.433846473693848,25.261491775512695,106.24947357177734,26.292804718017578,26.126928329467773,47.5643196105957,83.76297760009766,76.13078308105469,20.46335220336914,55.782447814941406,34.403282165527344,,12.205244064331055,34.71500015258789,23.00659942626953,60.68288040161133 -2014-12-08,25.030845642089844,2.5799999237060547,15.331999778747559,101.47099304199219,14.417522430419922,25.94212532043457,104.94229125976562,25.550073623657227,26.21248435974121,47.54154586791992,82.78507995605469,76.29029846191406,20.450557708740234,52.34633255004883,34.497982025146484,,12.183667182922363,34.314998626708984,23.03668975830078,59.31167221069336 -2014-12-09,25.41387367248535,2.5899999141693115,15.625,103.79845428466797,14.33587646484375,25.99201774597168,104.49292755126953,25.651708602905273,26.53032875061035,47.37466812133789,82.59698486328125,76.60932922363281,20.437763214111328,52.57351303100586,34.18098449707031,,11.82765007019043,34.16999816894531,22.853443145751953,59.104671478271484 -2014-12-10,24.930633544921875,2.4800000190734863,15.291999816894531,100.3217544555664,14.188925743103027,25.65705108642578,103.22659301757812,24.994976043701172,26.166723251342773,46.03194046020508,81.1771240234375,75.9513168334961,20.380191802978516,49.487640380859375,34.02867126464844,,11.68380355834961,33.900001525878906,22.694812774658203,57.351844787597656 -2014-12-11,24.857147216796875,2.490000009536743,15.368000030517578,101.37442779541016,14.262401580810547,26.106050491333008,103.79849243164062,25.166973114013672,26.280132293701172,46.38091278076172,82.45597076416016,77.49667358398438,20.24586296081543,50.18864822387695,34.21803665161133,,11.762924194335938,34.26499938964844,22.92728042602539,57.69464874267578 -2014-12-12,24.436254501342773,2.5199999809265137,15.366000175476074,101.50962829589844,13.98482894897461,26.262842178344727,101.67430877685547,24.682249069213867,25.79863929748535,45.546443939208984,79.10844421386719,77.59636688232422,19.798091888427734,51.32542419433594,34.27156066894531,,11.565134048461914,34.415000915527344,22.921815872192383,56.01295471191406 -2014-12-15,24.102210998535156,2.4700000286102295,15.303500175476074,101.1136703491211,13.756239891052246,26.30559539794922,100.44880676269531,24.236604690551758,25.55689811706543,44.87888717651367,79.55977630615234,76.7588882446289,19.740510940551758,52.48115158081055,33.30001449584961,,11.59749984741211,34.27000045776367,22.957374572753906,56.20699691772461 -2014-12-16,23.772619247436523,2.5,14.753000259399414,102.14701080322266,13.650108337402344,25.493131637573242,100.04033660888672,24.0255126953125,24.64116668701172,44.325096130371094,77.70735168457031,74.4657974243164,19.61897850036621,55.152565002441406,32.575477600097656,,11.557945251464844,33.224998474121094,22.689342498779297,55.89006805419922 -2014-12-17,24.364990234375,2.549999952316284,14.944000244140625,105.28569030761719,14.090962409973145,26.704708099365234,100.73478698730469,24.353879928588867,25.113706588745117,45.34161376953125,79.6726303100586,75.88153076171875,19.906829833984375,58.64814758300781,33.114768981933594,,11.74853515625,34.57500076293945,23.03668975830078,57.57818603515625 -2014-12-18,25.086517333984375,2.549999952316284,14.886500358581543,105.50782012939453,14.31138801574707,27.42453956604004,103.66239166259766,24.82297706604004,25.422597885131836,46.638832092285156,81.7319107055664,78.16465759277344,20.450557708740234,56.92405319213867,32.94596862792969,,12.050612449645996,35.470001220703125,23.504365921020508,58.962364196777344 -2014-12-19,24.892772674560547,2.569999933242798,14.994999885559082,106.85986328125,14.384862899780273,27.80227279663086,105.64164733886719,25.651708602905273,25.683738708496094,46.98019027709961,81.28056335449219,79.64020538330078,20.431365966796875,56.71562957763672,32.70308303833008,,12.061399459838867,34.54499816894531,23.291040420532227,60.566444396972656 -2014-12-22,25.15110206604004,2.6600000858306885,15.32699966430664,105.04425811767578,14.458337783813477,27.959060668945312,106.01274108886719,25.980079650878906,26.10753059387207,46.98778533935547,81.64727783203125,81.20549774169922,20.527326583862305,54.06315231323242,33.155921936035156,,12.17287826538086,34.029998779296875,23.624706268310547,60.36592483520508 -2014-12-23,25.06202507019043,2.6700000762939453,15.314499855041504,101.90557861328125,14.637947082519531,28.28689956665039,106.7137222290039,26.238082885742188,26.392047882080078,47.397430419921875,82.39952850341797,80.3680191040039,20.117923736572266,53.996849060058594,33.52231216430664,,12.237611770629883,33.89500045776367,23.701292037963867,61.180908203125 -2014-12-24,24.943988800048828,2.6500000953674316,15.15149974822998,102.32085418701172,14.678760528564453,27.716739654541016,106.50755310058594,26.136436462402344,26.3015193939209,47.397430419921875,82.53118133544922,80.52753448486328,20.09873390197754,52.79375457763672,33.456443786621094,,12.21243667602539,33.98500061035156,23.638378143310547,60.6569709777832 -2014-12-26,25.38492202758789,2.6500000953674316,15.454500198364258,102.32085418701172,14.678760528564453,27.894912719726562,106.30138397216797,26.37098503112793,26.563156127929688,47.450523376464844,82.53118133544922,80.53751373291016,20.24586296081543,51.69486618041992,33.68696594238281,,12.287954330444336,34.04499816894531,23.76966094970703,60.28832244873047 -2014-12-29,25.367109298706055,2.6600000858306885,15.60200023651123,102.3498306274414,14.784891128540039,27.85215950012207,105.97149658203125,27.05117416381836,26.379114151000977,47.76156234741211,82.44654083251953,79.77979278564453,20.079547882080078,53.049530029296875,33.91340255737305,,12.266379356384277,34.400001525878906,23.695810317993164,60.19776153564453 -2014-12-30,25.057565689086914,2.630000114440918,15.515000343322754,102.12770080566406,14.801225662231445,28.065961837768555,105.4354476928711,27.434268951416016,26.383590698242188,47.905696868896484,81.77891540527344,78.9822006225586,20.073144912719727,50.82334899902344,33.67051696777344,,12.255587577819824,34.165000915527344,23.736846923828125,60.165428161621094 -2014-12-31,24.58099937438965,2.6700000762939453,15.517499923706055,100.37970733642578,14.605289459228516,27.7808837890625,104.19844055175781,27.293556213378906,26.18363380432129,47.47328186035156,81.01730346679688,77.78579711914062,19.926023483276367,50.63388442993164,33.77755355834961,,12.079377174377441,33.95000076293945,23.48795509338379,59.79673767089844 -2015-01-02,24.34717559814453,2.6700000762939453,15.425999641418457,100.05135345458984,14.61345100402832,27.645471572875977,103.33251953125,27.238819122314453,26.10454559326172,47.70996856689453,80.5658950805664,78.2145004272461,20.04115867614746,52.48115158081055,33.52642822265625,,12.180072784423828,33.44499969482422,23.49342918395996,60.042537689208984 -2015-01-05,23.661273956298828,2.6600000858306885,15.10949993133545,97.5404052734375,14.188925743103027,26.932783126831055,101.43574523925781,26.840084075927734,25.560379028320312,46.22880935668945,78.29975128173828,76.95829010009766,19.932418823242188,49.222389221191406,32.88423156738281,,12.064992904663086,32.650001525878906,23.425050735473633,58.399658203125 -2015-01-06,23.66350746154785,2.630000114440918,14.76449966430664,99.78093719482422,13.764404296875,26.69046401977539,99.25035095214844,27.24663543701172,24.96796417236328,45.030147552490234,78.1305160522461,75.9214096069336,20.09873390197754,47.9245719909668,32.61663818359375,,12.082977294921875,32.11000061035156,23.60556983947754,58.08918762207031 -2015-01-07,23.995317459106445,2.5799999237060547,14.920999526977539,98.63169860839844,13.829713821411133,27.460174560546875,99.2916259765625,28.020645141601562,24.925189971923828,45.098854064941406,79.34587097167969,75.9214096069336,20.373796463012695,46.53202438354492,33.41939163208008,,12.153427124023438,33.279998779296875,24.23187828063965,58.67778778076172 -2015-01-08,24.917264938354492,2.609999895095825,15.02299976348877,101.432373046875,14.115452766418457,27.873525619506836,100.48736572265625,28.30209732055664,25.0037784576416,46.106658935546875,80.58003234863281,77.9453125,20.78959083557129,47.413021087646484,33.958683013916016,,12.27433967590332,34.1349983215332,24.743310928344727,59.65445327758789 -2015-01-09,24.943988800048828,2.630000114440918,14.846500396728516,99.49121856689453,13.862369537353516,27.125213623046875,99.0854263305664,27.825185775756836,24.67996597290039,45.304996490478516,79.55313110351562,77.50664520263672,20.885541915893555,47.640384674072266,32.84716796875,,12.237696647644043,33.82500076293945,24.436994552612305,59.57038116455078 -2015-01-12,24.329357147216797,2.630000114440918,14.570500373840332,98.13917541503906,13.617450714111328,27.859285354614258,98.87924194335938,28.020645141601562,24.499902725219727,44.91563034057617,78.5356216430664,76.48970031738281,20.962299346923828,45.11104965209961,33.028316497802734,,12.270674705505371,33.564998626708984,24.6202392578125,58.425533294677734 -2015-01-13,24.54536247253418,2.6600000858306885,14.737000465393066,97.31828308105469,13.429679870605469,27.866403579711914,98.38442993164062,27.55936622619629,24.680463790893555,44.92326354980469,78.71463775634766,76.22051239013672,20.75121307373047,44.542659759521484,33.291786193847656,,12.270674705505371,33.29999923706055,24.42605972290039,58.21207809448242 -2015-01-14,24.45183563232422,2.630000114440918,14.66349983215332,96.16905212402344,13.094959259033203,28.44368553161621,98.05458068847656,26.816627502441406,24.91374969482422,43.37339401245117,78.62983703613281,76.05101776123047,20.776798248291016,45.42366027832031,33.10653305053711,,12.212052345275879,32.875,23.687618255615234,58.043922424316406 -2015-01-15,23.7882080078125,2.5199999809265137,14.34749984741211,93.01105499267578,12.409187316894531,24.44546890258789,97.22987365722656,26.136436462402344,24.959508895874023,41.98386001586914,77.4898681640625,73.82772064208984,20.725622177124023,44.47635269165039,32.76072311401367,,12.18640422821045,32.32500076293945,23.89820098876953,57.53941345214844 -2015-01-16,23.60336685180664,2.390000104904175,14.536999702453613,93.5711898803711,12.556140899658203,24.937223434448242,97.27112579345703,26.331899642944336,25.27237892150879,42.7015266418457,78.9501724243164,74.9543228149414,20.981494903564453,46.9677848815918,33.18474197387695,,12.384257316589355,32.599998474121094,23.731369018554688,58.936485290527344 -2015-01-20,24.211328506469727,2.240000009536743,14.472000122070312,96.61329650878906,12.458170890808105,24.26016616821289,98.34318542480469,26.527353286743164,25.213685989379883,42.533565521240234,79.38353729248047,76.01113891601562,21.173397064208984,45.78364181518555,33.43585205078125,,12.439221382141113,32.73500061035156,23.709487915039062,58.91709518432617 -2015-01-21,24.396167755126953,2.450000047683716,14.862500190734863,99.75196838378906,12.580632209777832,24.30292510986328,99.12664794921875,26.496078491210938,25.767799377441406,42.670997619628906,78.87480163574219,76.50962829589844,20.8791446685791,47.138309478759766,33.46468734741211,,12.457535743713379,33.290000915527344,23.695810317993164,59.421592712402344 -2015-01-22,25.030845642089844,2.4700000286102295,15.515999794006348,100.4376449584961,13.135781288146973,24.865962982177734,100.11626434326172,26.441354751586914,26.58106231689453,43.96890640258789,79.4966049194336,77.41690826416016,20.987892150878906,46.4467658996582,34.06159591674805,,12.380596160888672,34.709999084472656,24.149816513061523,60.06841278076172 -2015-01-23,25.160005569458008,2.450000047683716,15.619500160217285,99.57814025878906,12.841877937316895,24.951478958129883,100.94093322753906,26.386629104614258,26.857622146606445,43.274131774902344,79.50601196289062,77.59636688232422,20.757600784301758,46.07729721069336,36.317562103271484,,12.22670841217041,34.90999984741211,24.207250595092773,58.7877311706543 -2015-01-26,25.18672752380371,2.609999895095825,15.482999801635742,100.42798614501953,12.939845085144043,25.53589630126953,101.3945083618164,26.3475341796875,26.621850967407227,43.34285354614258,78.7617416381836,77.26736450195312,20.981494903564453,46.910945892333984,36.27639389038086,,12.15709400177002,35.80500030517578,24.24007797241211,59.3504638671875 -2015-01-27,24.304861068725586,2.700000047683716,15.337499618530273,99.4139633178711,12.76024055480957,25.229433059692383,100.52861022949219,26.128620147705078,25.797147750854492,42.90766906738281,77.03766632080078,75.55252075195312,20.853559494018555,46.67412567138672,36.36693572998047,,12.021526336669922,35.97999954223633,23.939224243164062,58.82653045654297 -2015-01-28,25.67888641357422,2.630000114440918,15.195500373840332,95.07775115966797,12.409187316894531,25.03700828552246,98.30197143554688,25.675161361694336,25.367881774902344,41.80063247680664,76.06725311279297,76.01113891601562,20.437763214111328,44.5047721862793,36.04997634887695,,11.973892211914062,35.435001373291016,23.745044708251953,56.88613510131836 -2015-01-29,26.478355407714844,2.609999895095825,15.58899974822998,86.73370361328125,12.596960067749023,25.721193313598633,99.2916259765625,25.92534637451172,25.400712966918945,42.50301742553711,76.67021942138672,77.76585388183594,20.361011505126953,43.09328842163086,36.659244537353516,,12.076485633850098,36.400001525878906,23.991195678710938,56.64683532714844 -2015-01-30,26.090866088867188,2.569999933242798,17.726499557495117,86.0287094116211,12.368369102478027,25.086898803710938,98.50816345214844,25.503162384033203,26.5875301361084,41.51814270019531,77.28260803222656,75.68212890625,19.989994049072266,43.832176208496094,36.03350067138672,,12.061823844909668,36.040000915527344,23.2418155670166,56.5433349609375 -2015-02-02,26.418230056762695,2.6700000762939453,18.223499298095703,87.04273986816406,12.621452331542969,24.922971725463867,99.82762908935547,25.88625717163086,26.28709602355957,42.3503303527832,78.17761993408203,74.76488494873047,20.24586296081543,45.29104232788086,36.22285461425781,,12.296319007873535,35.974998474121094,23.441457748413086,57.94043731689453 -2015-02-03,26.42268180847168,2.759999990463257,18.177499771118164,87.50630187988281,12.972501754760742,25.621414184570312,100.89969635009766,26.566444396972656,26.32489776611328,43.30467987060547,78.9595718383789,75.17366027832031,20.4825382232666,48.68241500854492,36.561668395996094,,12.582117080688477,36.415000915527344,23.57274627685547,59.66739273071289 -2015-02-04,26.625335693359375,2.8499999046325684,18.237499237060547,86.91719818115234,12.890860557556152,25.806716918945312,99.6214599609375,28.01282501220703,26.00257682800293,43.04508972167969,79.30815887451172,75.40296173095703,20.69550323486328,47.308807373046875,36.64844512939453,,12.607763290405273,36.78499984741211,23.698549270629883,59.15639877319336 -2015-02-05,26.81537628173828,3.309999942779541,18.694499969482422,84.01995086669922,13.037813186645508,25.721193313598633,101.02342987060547,28.3411922454834,26.242328643798828,43.34285354614258,80.85327911376953,75.3830337524414,21.289194107055664,48.98556137084961,37.03681182861328,,12.65539264678955,36.650001525878906,23.8708553314209,59.73855209350586 -2015-02-06,26.589561462402344,3.0299999713897705,18.714000701904297,82.74517059326172,13.462336540222168,26.62631607055664,101.10588073730469,28.145736694335938,26.41244125366211,44.19795227050781,79.28932189941406,74.24645233154297,21.40535545349121,48.93819808959961,36.772396087646484,,12.776305198669434,37.05500030517578,23.884531021118164,59.62775802612305 -2015-02-09,26.766185760498047,3.0399999618530273,18.527999877929688,83.05420684814453,13.348040580749512,26.419635772705078,101.60071563720703,28.145736694335938,26.254762649536133,44.14450454711914,79.69441986083984,74.216552734375,21.340816497802734,48.16140365600586,36.69801712036133,,12.692032814025879,36.34000015258789,23.49616241455078,59.666847229003906 -2015-02-10,27.2804012298584,3.0399999618530273,18.649999618530273,84.27104949951172,13.405189514160156,27.13233184814453,101.93058013916016,29.3341121673584,26.707902908325195,44.63313674926758,79.35529327392578,74.96428680419922,22.03777313232422,49.68657302856445,37.6731071472168,,12.768974304199219,36.685001373291016,23.87359046936035,59.30843734741211 -2015-02-11,27.919824600219727,3.069999933242798,18.756999969482422,83.05420684814453,13.356209754943848,27.260616302490234,102.13674926757812,29.451391220092773,26.65965461730957,44.564430236816406,79.57196807861328,76.28032684326172,22.102304458618164,48.58768844604492,37.51197052001953,,12.600431442260742,36.88999938964844,23.613767623901367,59.04125213623047 -2015-02-12,28.273073196411133,3.119999885559082,18.85849952697754,84.11652374267578,13.609289169311523,27.9305477142334,102.6315689086914,29.725025177001953,27.00585174560547,45.4805908203125,82.45487213134766,76.00116729736328,22.502403259277344,48.095088958740234,37.94166564941406,,12.681037902832031,36.974998474121094,23.490694046020508,60.194698333740234 -2015-02-13,28.411684036254883,3.1500000953674316,19.09149932861328,85.99974060058594,13.560307502746582,27.873525619506836,103.70365142822266,29.41228485107422,27.308277130126953,45.556949615478516,82.09685516357422,75.51263427734375,22.353975296020508,48.16140365600586,37.838375091552734,,12.699360847473145,36.880001068115234,23.46881103515625,60.84637451171875 -2015-02-17,28.579362869262695,3.109999895095825,18.771499633789062,83.87509155273438,13.576630592346191,27.994693756103516,103.78608703613281,29.11520004272461,27.001375198364258,45.885250091552734,82.45487213134766,75.37306213378906,22.315261840820312,49.67709732055664,38.02429962158203,,12.717681884765625,36.45000076293945,23.50983428955078,60.637840270996094 -2015-02-18,28.778343200683594,3.0799999237060547,18.668500900268555,83.76885986328125,13.307222366333008,27.880661010742188,104.11597442626953,29.07610511779785,26.845190048217773,45.32789611816406,82.65271759033203,76.47972106933594,22.250728607177734,49.15607833862305,38.42509078979492,,12.637072563171387,37.060001373291016,23.60009002685547,59.30843734741211 -2015-02-19,28.717981338500977,3.059999942779541,18.950000762939453,83.91372680664062,13.233743667602539,27.887792587280273,104.0743637084961,29.32628631591797,27.002866744995117,45.22101593017578,84.03767395019531,79.18159484863281,22.205554962158203,49.27923583984375,38.495323181152344,,12.490511894226074,36.915000915527344,22.842504501342773,58.28532791137695 -2015-02-20,28.952730178833008,3.059999942779541,19.183000564575195,83.67228698730469,13.372533798217773,27.994693756103516,104.90662384033203,29.435749053955078,26.80788230895996,45.65620803833008,85.5356216430664,79.66015625,22.302350997924805,49.10870361328125,38.635807037353516,,12.48685073852539,37.51499938964844,23.055828094482422,58.59811019897461 -2015-02-23,29.73524284362793,3.059999942779541,19.006999969482422,82.54236602783203,13.225584030151367,27.788021087646484,104.74014282226562,29.467021942138672,26.457706451416016,45.3126335144043,85.8465347290039,78.60333251953125,22.19264793395996,48.64451599121094,38.66472244262695,,12.40257740020752,37.935001373291016,23.137882232666016,58.00509262084961 -2015-02-24,29.54967498779297,3.109999895095825,18.929500579833984,81.7890853881836,13.372533798217773,27.26774024963379,105.65563201904297,29.51392936706543,26.665624618530273,46.43495559692383,86.03496551513672,78.2145004272461,22.16038703918457,48.54032516479492,38.61101150512695,,12.475861549377441,37.775001525878906,23.129680633544922,58.27227020263672 -2015-02-25,28.793991088867188,3.0999999046325684,19.26849937438965,83.23770904541016,13.462336540222168,27.29625701904297,107.81954193115234,29.599933624267578,27.052608489990234,46.67927551269531,87.30683898925781,79.3211669921875,22.36688804626465,51.06965637207031,38.945682525634766,,12.5344820022583,38.224998474121094,22.856170654296875,58.38959503173828 -2015-02-26,29.158424377441406,3.0799999237060547,19.239999771118164,82.44579315185547,13.094959259033203,26.761720657348633,107.73631286621094,29.365388870239258,27.63010025024414,47.015201568603516,85.97844696044922,80.16862487792969,22.32171058654785,48.142452239990234,39.06549835205078,,12.640735626220703,38.505001068115234,22.919086456298828,57.77049255371094 -2015-02-27,28.720218658447266,3.109999895095825,19.007999420166016,82.20435333251953,12.907191276550293,27.153715133666992,108.15245819091797,29.169919967651367,27.775344848632812,46.78615951538086,84.91381072998047,78.73294830322266,22.147476196289062,46.92988586425781,38.62752914428711,,12.662721633911133,38.505001068115234,22.95464324951172,57.69882583618164 -2015-03-02,28.861066818237305,3.2100000381469727,19.283000946044922,81.12271118164062,13.070469856262207,27.53144073486328,108.65179443359375,29.404478073120117,28.418991088867188,47.16026306152344,86.6944351196289,79.51060485839844,22.437870025634766,46.825687408447266,38.93328094482422,,12.692032814025879,38.52000045776367,22.96284294128418,57.37297439575195 -2015-03-03,28.921436309814453,3.140000104904175,19.230499267578125,78.78560638427734,13.094959259033203,27.923429489135742,107.61148071289062,29.553020477294922,28.533395767211914,47.31294631958008,85.70521545410156,79.36104583740234,22.302350997924805,47.621429443359375,38.83824920654297,,12.607763290405273,38.220001220703125,22.801477432250977,57.09926223754883 -2015-03-04,28.738100051879883,3.049999952316284,19.13599967956543,82.56167602539062,12.97211742401123,28.358171463012695,106.77922058105469,29.37320899963379,28.51996612548828,47.43511199951172,86.4023666381836,80.65715789794922,22.353975296020508,47.4698600769043,38.449867248535156,,12.457535743713379,37.755001068115234,22.585420608520508,56.812557220458984 -2015-03-05,28.261890411376953,2.9800000190734863,19.39150047302246,83.1507797241211,13.103147506713867,28.244138717651367,107.44501495361328,29.404478073120117,28.61745834350586,47.33586502075195,87.43870544433594,80.96621704101562,22.24427032470703,47.138309478759766,38.68539047241211,,12.457535743713379,37.89500045776367,22.856170654296875,56.52581024169922 -2015-03-06,28.30436897277832,2.9200000762939453,19.004499435424805,81.50901794433594,13.283315658569336,28.301151275634766,105.7804946899414,28.80246925354004,28.2371883392334,46.48838806152344,85.5356216430664,79.76982116699219,21.92160987854004,46.1815071105957,38.10279846191406,,12.267010688781738,37.400001525878906,22.588153839111328,55.802433013916016 -2015-03-09,28.42510414123535,2.930000066757202,18.92799949645996,79.70307159423828,13.242371559143066,28.38667869567871,106.69600677490234,29.685300827026367,28.295137405395508,46.95412063598633,85.8465347290039,79.2015380859375,21.9603328704834,44.15425109863281,38.44160842895508,,12.219377517700195,37.900001525878906,22.667469024658203,55.496185302734375 -2015-03-10,27.837100982666016,2.9200000762939453,18.475500106811523,80.12799835205078,12.931168556213379,28.486454010009766,104.74014282226562,29.59858512878418,27.60672378540039,45.77836608886719,83.69847106933594,77.31720733642578,21.798999786376953,43.557456970214844,38.08627700805664,,12.01053524017334,37.29999923706055,22.44593620300293,54.909690856933594 -2015-03-11,27.329591751098633,2.8399999141693115,18.318500518798828,79.18155670166016,13.19323444366455,28.664628982543945,104.8233871459961,29.77989387512207,27.416213989257812,45.99213409423828,81.93670654296875,77.33715057373047,21.702205657958984,44.608978271484375,37.77227020263672,,11.951910018920898,37.30500030517578,22.201051712036133,54.75326156616211 -2015-03-12,27.823688507080078,2.759999990463257,18.711999893188477,79.11396789550781,13.176854133605957,29.11362075805664,105.697265625,30.29224967956543,27.631593704223633,46.85487747192383,84.08476257324219,78.69306182861328,21.940969467163086,43.044586181640625,38.58207702636719,,12.138768196105957,38.345001220703125,22.533981323242188,54.88359832763672 -2015-03-13,27.63141441345215,2.75,18.52899932861328,79.05602264404297,13.176854133605957,28.885560989379883,104.19922637939453,29.99271583557129,27.224214553833008,46.57238006591797,82.67155456542969,77.81570434570312,21.940969467163086,42.94028854370117,38.544898986816406,,12.003204345703125,38.025001525878906,22.533981323242188,54.65553665161133 -2015-03-16,27.935470581054688,2.759999990463257,18.667499542236328,81.12271118164062,13.209610939025879,29.669527053833008,105.90535736083984,30.410480499267578,27.581851959228516,47.221343994140625,83.57601165771484,77.83564758300781,22.224918365478516,43.67982482910156,38.858917236328125,,12.113123893737793,38.64500045776367,22.91642189025879,55.235504150390625 -2015-03-17,28.402740478515625,2.7699999809265137,18.59600067138672,81.60558319091797,13.176854133605957,29.676654815673828,105.32276916503906,30.1818904876709,27.399303436279297,47.038108825683594,82.87882995605469,79.12177276611328,22.050678253173828,44.248695373535156,38.999393463134766,,12.054497718811035,39.404998779296875,22.73207664489746,54.79236602783203 -2015-03-18,28.722454071044922,2.75,18.756999969482422,81.69249725341797,13.08676815032959,29.769309997558594,106.69600677490234,30.347429275512695,27.830059051513672,47.14498519897461,83.73614501953125,80.66712951660156,22.186193466186523,46.47676086425781,39.59849166870117,,12.30731201171875,40.01499938964844,22.707319259643555,56.08917999267578 -2015-03-19,28.505584716796875,2.740000009536743,18.66200065612793,82.80310821533203,12.783759117126465,29.648141860961914,105.4059829711914,30.465669631958008,27.75495147705078,46.72507095336914,83.86805725097656,82.50159454345703,22.03777313232422,45.177852630615234,40.39178466796875,,12.16441535949707,40.505001068115234,22.429424285888672,55.007423400878906 -2015-03-20,28.147871017456055,2.799999952316284,18.92449951171875,82.28160858154297,12.97211742401123,29.597352981567383,105.697265625,30.639074325561523,27.872835159301758,47.14498519897461,84.62175750732422,83.54844665527344,22.102304458618164,46.78965377807617,40.267826080322266,,12.17541217803955,40.71500015258789,22.902666091918945,55.0921516418457 -2015-03-23,28.440746307373047,2.8399999141693115,18.75550079345703,81.36415100097656,12.8738431930542,29.648149490356445,105.98857879638672,30.418359756469727,27.795738220214844,46.67927551269531,84.16011810302734,84.17655944824219,22.618568420410156,45.85102081298828,40.23064041137695,,12.193729400634766,40.91999816894531,22.92193031311035,55.67211151123047 -2015-03-24,28.324493408203125,2.7899999618530273,18.704500198364258,80.76538848876953,12.783759117126465,29.640886306762695,105.15629577636719,29.83506202697754,28.36178970336914,46.16009521484375,84.31085968017578,85.05390930175781,22.276538848876953,47.05512619018555,40.4578857421875,,12.116791725158691,40.75,22.850393295288086,55.07911682128906 -2015-03-25,27.58447265625,2.630000114440918,18.54800033569336,80.88127899169922,12.61997127532959,28.603275299072266,103.65824127197266,29.46459197998047,27.79449462890625,45.51114273071289,82.31356811523438,82.67108154296875,22.134567260742188,48.25923156738281,39.56956481933594,,11.951910018920898,39.724998474121094,22.3743953704834,55.30068588256836 -2015-03-26,27.7767391204834,2.6500000953674316,18.36750030517578,81.2868881225586,12.62816047668457,27.863168716430664,103.20048522949219,29.44094467163086,27.614683151245117,45.45769500732422,82.84114837646484,82.76081848144531,22.044221878051758,48.467811584472656,39.284481048583984,,12.025188446044922,39.314998626708984,22.53122329711914,54.94876480102539 -2015-03-27,27.55539894104004,2.7200000286102295,18.527999877929688,81.68284606933594,12.538076400756836,27.921213150024414,103.45018005371094,29.4094181060791,27.27495002746582,45.465335845947266,82.20050048828125,83.0499496459961,22.28299331665039,48.932403564453125,39.280357360839844,,11.999542236328125,39.849998474121094,22.382648468017578,54.46651840209961 -2015-03-30,28.252941131591797,2.700000047683716,18.72949981689453,81.02613830566406,12.71005630493164,28.117124557495117,104.5321044921875,29.701068878173828,27.458494186401367,46.541839599609375,82.59619140625,82.95024871826172,22.5862979888916,49.02720260620117,39.65633773803711,,12.080146789550781,39.95500183105469,22.707319259643555,55.802433013916016 -2015-03-31,27.819217681884766,2.680000066757202,18.604999542236328,80.38874053955078,12.603591918945312,27.420549392700195,103.24207305908203,29.559179306030273,27.258039474487305,46.2517204284668,81.39027404785156,81.97319030761719,22.450777053833008,49.340091705322266,39.12747573852539,,11.96290111541748,40.375,22.630277633666992,55.391902923583984 -2015-04-01,27.778974533081055,2.690000057220459,18.51300048828125,79.53889465332031,12.61997127532959,26.999696731567383,103.36695098876953,28.96012306213379,26.98744773864746,46.074954986572266,81.72001647949219,81.42484283447266,22.1539306640625,48.95135498046875,38.43333435058594,,12.0508394241333,39.400001525878906,22.206562042236328,55.040000915527344 -2015-04-02,28.0181941986084,2.690000057220459,18.612499237060547,79.46163177490234,12.726433753967285,27.732553482055664,103.7830581665039,28.770936965942383,26.63776969909668,46.513023376464844,81.99324035644531,81.3151626586914,22.186193466186523,50.9803352355957,38.999393463134766,,12.138768196105957,39.70500183105469,22.21206283569336,54.93573760986328 -2015-04-06,28.472047805786133,2.700000047683716,18.851999282836914,79.01738739013672,12.701866149902344,27.725299835205078,104.7817611694336,28.897058486938477,26.69919776916504,46.47459411621094,82.2853012084961,82.1925277709961,22.250728607177734,51.83363342285156,39.05310821533203,,12.212052345275879,40.125,22.283599853515625,55.47663879394531 -2015-04-07,28.172462463378906,2.700000047683716,18.720500946044922,79.39402770996094,12.660918235778809,27.61646842956543,104.11598205566406,28.163991928100586,26.711881637573242,46.76665115356445,82.98371124267578,82.07288360595703,22.28944206237793,53.35063171386719,38.86719512939453,,12.149763107299805,40.41999816894531,22.14878273010254,55.880653381347656 -2015-04-08,28.080799102783203,2.7100000381469727,19.059999465942383,82.46510314941406,12.783759117126465,27.83414077758789,104.0743637084961,28.463520050048828,26.94019317626953,46.92036056518555,84.30513763427734,82.03299713134766,22.353975296020508,52.37406539916992,39.34646224975586,,12.191690444946289,41.36000061035156,22.294605255126953,54.77932357788086 -2015-04-09,28.295427322387695,2.7200000286102295,19.177000045776367,83.18941497802734,12.865654945373535,28.08810043334961,107.07051086425781,28.605409622192383,26.898910522460938,47.24314498901367,84.05973052978516,81.92333984375,22.605653762817383,52.971370697021484,39.631553649902344,,12.206624984741211,42.095001220703125,22.242328643798828,55.163822174072266 -2015-04-10,28.416156768798828,2.759999990463257,19.13249969482422,81.68284606933594,12.8738431930542,27.993776321411133,118.63893127441406,28.82611656188965,26.860607147216797,47.41992950439453,83.59722900390625,81.79373168945312,22.87023162841797,52.383541107177734,39.80506896972656,,12.236499786376953,41.875,22.19005584716797,55.75684356689453 -2015-04-13,28.36026382446289,2.7799999713897705,19.118000030517578,81.39312744140625,12.939358711242676,27.819629669189453,114.97698211669922,28.692113876342773,26.818824768066406,47.704288482666016,83.29521942138672,82.76081848144531,22.644372940063477,52.23184585571289,40.0777702331543,,12.277573585510254,42.55500030517578,22.09099578857422,55.613468170166016 -2015-04-14,28.237293243408203,2.6700000762939453,19.25550079345703,82.08846282958984,12.955738067626953,27.42780113220215,115.39315032958984,28.75516700744629,26.382099151611328,48.44978332519531,84.11637115478516,83.269287109375,22.605653762817383,54.73488235473633,39.912506103515625,,12.206624984741211,42.005001068115234,22.052480697631836,56.45411682128906 -2015-04-15,28.3446102142334,2.700000047683716,19.172500610351562,81.76976013183594,12.808329582214355,27.246395111083984,114.26957702636719,29.117765426635742,26.48854637145996,49.3489875793457,84.23907470703125,82.46172332763672,22.72181510925293,58.214473724365234,39.78030014038086,,12.281309127807617,42.10499954223633,21.939680099487305,57.39904022216797 -2015-04-16,28.208232879638672,2.869999885559082,19.302000045776367,81.18065643310547,12.931168556213379,26.985177993774414,113.52053833007812,29.22812271118164,26.551715850830078,49.041568756103516,83.73883056640625,82.06291961669922,22.70890235900879,57.797298431396484,39.871177673339844,,12.229029655456543,42.85499954223633,21.80210304260254,57.170963287353516 -2015-04-17,27.890762329101562,2.5799999237060547,18.777999877929688,79.09465026855469,12.742815017700195,26.455493927001953,113.39568328857422,28.881301879882812,26.066743850708008,48.296077728271484,82.04931640625,80.53751373291016,22.612110137939453,57.57923126220703,39.3505859375,,12.139411926269531,42.56999969482422,21.427915573120117,56.64961242675781 -2015-04-20,28.527944564819336,2.490000009536743,19.475500106811523,79.38436889648438,12.751002311706543,26.542564392089844,112.43859100341797,29.251773834228516,26.630308151245117,48.603492736816406,82.4268569946289,82.84056854248047,22.592744827270508,57.27583312988281,39.639808654785156,,12.258904457092285,43.880001068115234,21.49944496154785,56.85163879394531 -2015-04-21,28.37367820739746,2.3499999046325684,19.55900001525879,79.59683990478516,12.693675994873047,26.44823455810547,110.77405548095703,29.29117774963379,26.56017303466797,47.88874435424805,82.84217834472656,83.36898803710938,22.515310287475586,56.68800354003906,39.97034454345703,,12.19542121887207,41.7599983215332,21.46918296813965,56.61702346801758 -2015-04-22,28.75598907470703,2.2799999713897705,19.489999771118164,79.23950958251953,12.890222549438477,26.25232696533203,111.98088073730469,29.29117774963379,26.82852554321289,48.37293243408203,86.07959747314453,84.3759536743164,22.541114807128906,57.56975173950195,39.945556640625,,12.27010440826416,41.1349983215332,21.579238891601562,56.99500274658203 -2015-04-23,28.990737915039062,2.3299999237060547,19.499500274658203,79.46163177490234,12.849274635314941,26.216045379638672,111.73117065429688,28.313756942749023,27.208297729492188,48.26533889770508,85.7775650024414,82.1626205444336,22.818605422973633,58.72645568847656,40.84626388549805,,12.781671524047852,41.630001068115234,21.785598754882812,57.04713439941406 -2015-04-24,29.127119064331055,2.299999952316284,22.2549991607666,81.67318725585938,12.808329582214355,25.679094314575195,111.5230941772461,28.053634643554688,28.106618881225586,48.11162567138672,85.62651824951172,81.2852554321289,22.760534286499023,58.176551818847656,42.837772369384766,,12.699522972106934,41.279998779296875,21.967182159423828,56.67569351196289 -2015-04-27,29.65699005126953,2.3399999141693115,21.92799949645996,81.99188995361328,12.742815017700195,25.635562896728516,111.85603332519531,28.203401565551758,27.700471878051758,47.911800384521484,84.71097564697266,81.66412353515625,22.32171058654785,58.10069274902344,42.03620910644531,,12.729392051696777,40.724998474121094,21.83787727355957,56.70173645019531 -2015-04-28,29.18972396850586,2.309999942779541,21.465499877929688,82.16572570800781,12.816516876220703,25.918554306030273,112.85474395751953,28.156099319458008,27.616178512573242,48.234588623046875,85.16404724121094,80.43780517578125,22.250728607177734,59.067771911621094,41.82135772705078,,13.016912460327148,40.244998931884766,21.763586044311523,57.2165641784668 -2015-04-29,28.76046371459961,2.2799999713897705,21.4685001373291,79.62580871582031,13.08676815032959,25.294532775878906,112.72987365722656,27.990581512451172,27.386743545532227,48.88017654418945,85.18293762207031,80.22844696044922,22.128122329711914,58.84023666381836,41.85441970825195,,12.979574203491211,39.45000076293945,21.427915573120117,57.26219177246094 -2015-04-30,27.980188369750977,2.259999990463257,21.089000701904297,78.50554656982422,13.045823097229004,25.14215850830078,112.68824005126953,27.635860443115234,26.80118179321289,48.618858337402344,85.14515686035156,78.5335464477539,21.895801544189453,60.26240921020508,40.97023010253906,,12.93476390838623,38.775001525878906,21.47469139099121,56.936370849609375 -2015-05-01,28.82976722717285,2.309999942779541,21.14349937438965,78.38965606689453,13.19323444366455,25.52672004699707,113.64537048339844,27.91963005065918,26.829113006591797,48.88785171508789,86.12681579589844,78.75287628173828,21.99259376525879,61.39067840576172,41.55693817138672,,12.852618217468262,38.97999954223633,21.62601661682129,57.900840759277344 -2015-05-04,28.77387046813965,2.309999942779541,21.152000427246094,77.82952117919922,13.463484764099121,25.860496520996094,113.47894287109375,27.903865814208984,26.972759246826172,49.74095153808594,86.06071472167969,78.57342529296875,22.147476196289062,60.7744026184082,41.68914794921875,,12.893692970275879,38.55500030517578,21.785598754882812,58.07026290893555 -2015-05-05,28.12550926208496,2.2799999713897705,21.059499740600586,76.81548309326172,13.389781951904297,25.737138748168945,112.02244567871094,27.596458435058594,26.47498321533203,49.495025634765625,85.68316650390625,77.3271713256836,22.018407821655273,59.513397216796875,40.95964813232422,,12.591233253479004,38.540000915527344,21.496694564819336,57.744422912597656 -2015-05-06,27.94889259338379,2.2899999618530273,20.954999923706055,77.25973510742188,13.340641975402832,25.628311157226562,111.56473541259766,27.40727424621582,26.14678955078125,49.12611389160156,85.48494720458984,77.86556243896484,21.771162033081055,58.84023666381836,40.56174087524414,,12.464277267456055,38.369998931884766,21.499467849731445,57.47073745727539 -2015-05-07,28.121761322021484,2.319999933242798,21.3439998626709,83.05420684814453,13.299700736999512,26.208782196044922,112.52180480957031,27.493980407714844,26.469995498657227,49.57188034057617,86.88186645507812,78.19456481933594,21.849239349365234,57.645606994628906,40.90990447998047,,12.460540771484375,38.880001068115234,21.60467529296875,57.08625411987305 -2015-05-08,28.651594161987305,2.309999942779541,21.684499740600586,84.07789611816406,13.47167682647705,26.5643367767334,113.85343170166016,27.84081268310547,26.845073699951172,50.33273696899414,88.25989532470703,78.27433013916016,22.135526657104492,60.95452880859375,41.266361236572266,,12.580029487609863,39.540000915527344,21.74311637878418,57.992069244384766 -2015-05-11,28.3597412109375,2.319999933242798,21.642499923706055,83.74954986572266,13.504430770874023,26.825546264648438,112.02244567871094,27.76198387145996,26.71938133239746,50.30200958251953,87.32544708251953,77.77582550048828,22.096487045288086,59.655609130859375,41.03425216674805,,12.505352020263672,39.130001068115234,21.624061584472656,57.01960372924805 -2015-05-12,28.258710861206055,2.3499999046325684,21.551000595092773,83.79783630371094,13.455294609069824,26.702199935913086,112.4802017211914,27.383628845214844,26.387197494506836,50.23283767700195,87.20280456542969,77.22747802734375,21.9793701171875,60.49943923950195,41.20832824707031,,12.568829536437988,38.959999084472656,21.86217498779297,57.17729949951172 -2015-05-13,28.29014015197754,2.369999885559082,21.3435001373291,84.53180694580078,13.488053321838379,26.26683807373047,113.22926330566406,27.43091583251953,26.416128158569336,50.355804443359375,87.32544708251953,78.20453643798828,21.816699981689453,59.447017669677734,41.10886001586914,,12.658441543579102,38.685001373291016,21.64067268371582,56.87504196166992 -2015-05-14,28.950185775756836,2.3299999237060547,21.61400032043457,85.37200164794922,13.528997421264648,25.265504837036133,114.0615005493164,27.31268310546875,26.854049682617188,50.76314926147461,88.57135772705078,81.12574768066406,22.083473205566406,57.87315368652344,41.91297149658203,,12.744332313537598,39.04499816894531,21.79572296142578,57.14445877075195 -2015-05-15,28.90977668762207,2.319999933242798,21.299999237060547,85.42994689941406,13.389781951904297,25.09861946105957,113.47894287109375,27.517637252807617,26.627107620239258,50.632484436035156,87.98617553710938,80.17859649658203,22.116010665893555,57.9869270324707,42.11191940307617,,12.819011688232422,38.90999984741211,21.939701080322266,57.39413833618164 -2015-05-18,29.22857666015625,2.3499999046325684,21.261999130249023,84.12619018554688,13.520813941955566,25.4614200592041,113.64537048339844,27.627981185913086,26.54979705810547,51.0474967956543,87.8540267944336,80.63720703125,22.10950469970703,56.67852783203125,42.426937103271484,,13.020650863647461,39.43000030517578,22.127979278564453,57.06560516357422 -2015-05-19,29.201637268066406,2.2799999713897705,21.085500717163086,85.18850708007812,13.733738899230957,25.381601333618164,113.81183624267578,27.683156967163086,26.80217742919922,51.50095748901367,88.53361511230469,80.3879623413086,22.25916290283203,55.32270050048828,42.625885009765625,,12.833948135375977,39.290000915527344,21.161678314208984,57.1576042175293 -2015-05-20,29.19939422607422,2.319999933242798,21.19300079345703,87.59321594238281,13.7091703414917,24.510879516601562,115.0185775756836,27.604331970214844,26.897443771362305,51.09362030029297,88.00506591796875,80.30821228027344,22.317716598510742,55.23737716674805,42.30258560180664,,12.927295684814453,39.29499816894531,21.014938354492188,57.249595642089844 -2015-05-21,29.49799156188965,2.2799999713897705,21.581499099731445,90.6642837524414,13.700976371765137,25.47592544555664,115.35150146484375,28.04575538635254,27.05904769897461,51.224266052246094,87.68414306640625,80.23841094970703,22.356754302978516,55.68299865722656,42.5512809753418,,13.095331192016602,39.099998474121094,21.073078155517578,57.30213165283203 -2015-05-22,29.75617027282715,2.2799999713897705,21.381500244140625,90.07518005371094,13.71735954284668,24.909963607788086,115.18507385253906,28.140335083007812,26.939342498779297,51.08594512939453,87.48592376708984,80.29823303222656,22.304698944091797,55.59767150878906,42.675628662109375,,12.960904121398926,39.23500061035156,21.003854751586914,56.848777770996094 -2015-05-26,29.10060691833496,2.2200000286102295,21.273500442504883,89.35087585449219,13.51262378692627,24.597951889038086,114.51927185058594,27.998462677001953,26.550796508789062,50.51720428466797,86.7308349609375,79.09186553955078,22.1940860748291,54.071189880371094,42.145076751708984,,12.94597053527832,38.86000061035156,20.738059997558594,56.08000946044922 -2015-05-27,29.643922805786133,2.2799999713897705,21.570999145507812,89.42813110351562,13.7091703414917,24.931734085083008,114.51927185058594,28.227054595947266,26.923381805419922,51.08594512939453,87.39157104492188,80.30821228027344,22.317716598510742,54.3082275390625,42.766815185546875,,13.050524711608887,38.459999084472656,20.81835174560547,55.92232894897461 -2015-05-28,29.58554458618164,2.2699999809265137,21.328500747680664,87.83464813232422,13.65184211730957,24.801116943359375,114.97698211669922,28.684228897094727,26.922882080078125,50.87842559814453,87.60862731933594,79.90940856933594,22.408811569213867,52.60161590576172,42.949195861816406,,12.994512557983398,39.189998626708984,20.7214412689209,55.92232894897461 -2015-05-29,29.248779296875,2.2799999713897705,21.46150016784668,86.26049041748047,13.51262378692627,25.178434371948242,113.47894287109375,28.353166580200195,26.540321350097656,50.55561828613281,87.08008575439453,78.95227813720703,22.610509872436523,52.53524398803711,43.07353973388672,,12.897424697875977,39.20500183105469,20.56362533569336,55.981449127197266 -2015-06-01,29.307159423828125,2.25,21.54599952697754,87.67047119140625,13.553565979003906,24.938982009887695,113.52053833007812,28.518693923950195,26.634090423583984,50.78620147705078,87.36319732666016,80.04898834228516,22.486888885498047,52.11806869506836,43.289058685302734,,12.8264799118042,39.310001373291016,20.690988540649414,55.935482025146484 -2015-06-02,29.17694664001465,2.299999952316284,21.54949951171875,87.40972900390625,13.692789077758789,25.229223251342773,113.72859191894531,28.550230026245117,26.892955780029297,50.740089416503906,87.93900299072266,80.19853210449219,22.441347122192383,52.69642639160156,42.882869720458984,,12.830216407775879,38.95000076293945,20.63561248779297,55.94203186035156 -2015-06-03,29.212871551513672,2.2799999713897705,21.829500198364258,87.68013763427734,13.906357765197754,25.44690704345703,114.56088256835938,28.329519271850586,26.949316024780273,51.262699127197266,88.2504653930664,82.1925277709961,22.38928985595703,52.69642639160156,43.206172943115234,,13.080392837524414,39.189998626708984,20.735288619995117,55.81718826293945 -2015-06-04,29.0422420501709,2.3299999237060547,21.538999557495117,87.48698425292969,13.783143997192383,25.055084228515625,113.43730926513672,28.01422691345215,26.769258499145508,50.978355407714844,87.37267303466797,81.80369567871094,22.278675079345703,52.63004684448242,42.87458419799805,,13.170012474060059,39.02000045776367,20.530399322509766,55.33753967285156 -2015-06-05,28.882841110229492,2.3299999237060547,21.34749984741211,87.60287475585938,14.119919776916504,25.055084228515625,113.56214904785156,27.683156967163086,26.601171493530273,51.81607437133789,87.41986846923828,81.8934326171875,22.181076049804688,51.86208724975586,43.26419448852539,,12.908624649047852,40.91999816894531,20.228599548339844,55.3769645690918 -2015-06-08,28.69200897216797,2.309999942779541,21.174999237060547,85.2657699584961,14.02956771850586,24.880935668945312,113.35408020019531,27.8663330078125,26.276968002319336,51.408729553222656,86.74030303955078,80.42784118652344,22.10950469970703,51.340614318847656,42.71707534790039,,12.916097640991211,40.47999954223633,20.104005813598633,55.751495361328125 -2015-06-09,28.606689453125,2.2899999618530273,21.27400016784668,84.58009338378906,14.218490600585938,24.712921142578125,113.72859191894531,28.081361770629883,26.26998519897461,51.631614685058594,86.91960906982422,80.42784118652344,22.129018783569336,51.549198150634766,42.725364685058594,,12.886220932006836,40.334999084472656,20.06524658203125,55.57408142089844 -2015-06-10,28.934473037719727,2.319999933242798,21.53849983215332,85.85487365722656,14.448481559753418,24.997819900512695,114.97698211669922,28.34417724609375,26.76875877380371,52.46164321899414,88.88285827636719,81.91336822509766,22.32422637939453,50.18391799926758,43.678672790527344,,12.964639663696289,40.779998779296875,20.192611694335938,55.988037109375 -2015-06-11,28.869367599487305,2.319999933242798,21.648500442504883,84.22276306152344,14.366336822509766,24.98320770263672,114.47764587402344,28.31232261657715,26.665014266967773,52.66146469116211,89.19430541992188,81.58436584472656,22.42181968688965,49.96583938598633,43.512901306152344,,13.024383544921875,40.630001068115234,20.19537925720215,55.909183502197266 -2015-06-12,28.550559997558594,2.309999942779541,21.496000289916992,83.66262817382812,14.366336822509766,24.98320770263672,113.97825622558594,28.43975067138672,26.551294326782227,52.453975677490234,88.50529479980469,81.2852554321289,22.25916290283203,50.136627197265625,43.62895202636719,,12.938499450683594,40.64500045776367,20.05416488647461,55.20612335205078 -2015-06-15,28.494441986083984,2.319999933242798,21.183500289916992,83.17010498046875,14.349909782409668,24.924758911132812,113.22926330566406,28.240652084350586,26.29542350769043,52.254146575927734,88.06169128417969,80.46772003173828,22.148544311523438,49.82350540161133,43.33051300048828,,12.848886489868164,40.595001220703125,19.915735244750977,55.00899887084961 -2015-06-16,28.64710235595703,2.3499999046325684,21.363000869750977,83.14112091064453,14.415626525878906,25.12200164794922,113.2708511352539,28.360105514526367,26.342805862426758,52.54619598388672,88.86396789550781,80.8166732788086,22.148544311523438,51.14240264892578,43.91080856323242,,12.94597053527832,41.38999938964844,20.032024383544922,55.63979721069336 -2015-06-17,28.579748153686523,2.4700000286102295,21.390499114990234,83.82681274414062,14.26777458190918,24.844406127929688,113.47894287109375,28.519392013549805,26.398170471191406,52.36941909790039,89.1471176147461,81.54447937011719,22.10950469970703,50.041744232177734,44.13462829589844,,12.994512557983398,41.31999969482422,20.13723373413086,55.67264175415039 -2015-06-18,28.70996856689453,2.5199999809265137,21.969499588012695,83.77851867675781,14.275988578796387,25.574909210205078,114.86384582519531,28.829984664916992,26.770755767822266,52.861297607421875,90.65729522705078,82.66112518310547,22.363262176513672,48.58054733276367,44.85581970214844,,13.076661109924316,41.849998474121094,20.206457138061523,56.165443420410156 -2015-06-19,28.422597885131836,2.5799999237060547,21.746000289916992,82.80310821533203,14.10349178314209,25.531084060668945,114.3182601928711,28.758312225341797,26.76875877380371,52.32331085205078,89.48690032958984,82.26232147216797,22.239639282226562,47.7360725402832,44.706607818603516,,13.06545639038086,41.59000015258789,20.140005111694336,55.988037109375 -2015-06-22,28.649351119995117,2.619999885559082,21.81450080871582,82.74517059326172,14.349909782409668,25.509166717529297,115.07369232177734,28.822025299072266,26.843578338623047,52.9996337890625,90.06263732910156,84.4856185913086,22.32422637939453,48.001747131347656,44.68174743652344,,13.08413314819336,42.45000076293945,20.153844833374023,55.96173095703125 -2015-06-23,28.51913833618164,2.609999895095825,22.29949951171875,82.16572570800781,14.514196395874023,25.472639083862305,115.61922454833984,28.909629821777344,26.957796096801758,53.60679626464844,90.32695007324219,87.61619567871094,22.44784927368164,47.7360725402832,44.8641242980957,,13.408990859985352,42.69499969482422,20.092933654785156,55.89605712890625 -2015-06-24,28.761600494384766,2.619999885559082,22.04199981689453,82.25263214111328,14.366336822509766,24.785972595214844,114.40220642089844,28.001724243164062,26.826120376586914,53.045753479003906,90.14759826660156,88.59325408935547,22.27216911315918,48.28640365600586,44.52424621582031,,13.360445976257324,42.16999816894531,20.040327072143555,55.63979721069336 -2015-06-25,28.624656677246094,2.5799999237060547,22.0049991607666,82.32023620605469,14.26777458190918,24.712921142578125,113.47892761230469,27.63536834716797,26.695940017700195,52.761383056640625,89.15654754638672,87.71589660644531,22.135526657104492,48.42873001098633,44.822669982910156,,13.50981330871582,42.57500076293945,19.896350860595703,55.14699935913086 -2015-06-26,28.45627784729004,2.4700000286102295,21.905000686645508,80.42737579345703,14.300628662109375,24.8151912689209,113.68875885009766,27.380529403686523,26.519371032714844,52.9919319152832,89.2037582397461,87.74581146240234,22.07046127319336,47.08137512207031,45.278602600097656,,13.487405776977539,42.96500015258789,19.968339920043945,55.101009368896484 -2015-06-29,27.957866668701172,2.3399999141693115,21.493000030517578,78.29307556152344,13.873495101928711,23.90936851501465,111.80024719238281,26.46465492248535,26.01211929321289,51.646968841552734,87.32544708251953,85.54244995117188,21.85575294494629,46.123046875,44.3916015625,,13.35671615600586,41.46500015258789,19.774524688720703,54.41765594482422 -2015-06-30,28.159921646118164,2.4000000953674316,21.704500198364258,79.45197296142578,13.980281829833984,23.821699142456055,111.50647735595703,26.54430389404297,25.961740493774414,52.07737350463867,88.23157501220703,85.51252746582031,21.816699981689453,46.85365295410156,44.449642181396484,,13.263361930847168,41.720001220703125,19.63885498046875,54.667335510253906 -2015-07-01,28.422597885131836,2.4200000762939453,21.86949920654297,79.63546752929688,14.144558906555176,24.449939727783203,111.88417053222656,26.313335418701172,26.028079986572266,52.65755844116211,89.19430541992188,86.64911651611328,21.920812606811523,45.373470306396484,44.673458099365234,,13.282033920288086,42.130001068115234,19.901884078979492,54.121986389160156 -2015-07-02,28.386676788330078,2.5299999713897705,21.885499954223633,79.25881958007812,13.988496780395508,24.471853256225586,112.38776397705078,26.46465492248535,26.10588836669922,52.232093811035156,88.94890594482422,87.02796936035156,21.712604522705078,45.51580047607422,44.963592529296875,,13.341779708862305,42.29499816894531,19.896350860595703,54.62792205810547 -2015-07-06,28.28789710998535,2.4700000286102295,21.802000045776367,77.48184967041016,13.914568901062012,24.34766960144043,110.41532897949219,26.002731323242188,26.07895278930664,52.085105895996094,89.21318054199219,87.28719329833984,21.634523391723633,44.756710052490234,45.0216178894043,,13.296967506408691,42.290000915527344,20.081857681274414,54.22711181640625 -2015-07-07,28.218297958374023,2.0899999141693115,21.836000442504883,76.89274597167969,13.709220886230469,24.691007614135742,111.08677673339844,26.169984817504883,26.186689376831055,51.675113677978516,88.7688217163086,86.95818328857422,21.946842193603516,44.44359588623047,45.07963943481445,,13.35671615600586,42.470001220703125,20.43071937561035,54.45051956176758 -2015-07-08,27.517837524414062,2.009999990463257,21.485000610351562,75.27029418945312,13.347803115844727,24.48646354675293,108.6527099609375,24.839982986450195,25.7781925201416,50.61530685424805,87.4451904296875,85.39289093017578,21.764657974243164,42.982398986816406,44.258975982666016,,13.22077465057373,42.19499969482422,20.228599548339844,53.859161376953125 -2015-07-09,26.956571578979492,1.9800000190734863,21.719499588012695,76.33261108398438,13.536725044250488,24.596031188964844,109.19829559326172,24.69662857055664,25.9702205657959,51.14134216308594,87.96515655517578,85.62220001220703,22.03142547607422,43.9217414855957,44.80607986450195,,13.068767547607422,42.244998931884766,20.151073455810547,53.61604690551758 -2015-07-10,27.677234649658203,1.9600000381469727,22.175500869750977,77.54945373535156,13.717432022094727,24.785972595214844,110.2474594116211,25.007230758666992,26.441564559936523,51.868507385253906,89.4590072631836,87.68598175048828,22.356754302978516,42.95392990112305,45.237159729003906,,13.167573928833008,43.119998931884766,20.245214462280273,54.02342224121094 -2015-07-13,28.211559295654297,1.9600000381469727,22.778499603271484,79.05602264404297,13.980281829833984,25.10009002685547,111.08677673339844,25.230220794677734,27.26055335998535,52.67301940917969,90.29100799560547,89.82953643798828,22.65606117248535,43.750946044921875,46.17390060424805,,13.254980087280273,44.67499923706055,20.455642700195312,54.15483093261719 -2015-07-14,28.200342178344727,2.049999952316284,23.278499603271484,78.7083511352539,14.070635795593262,25.260799407958984,111.88417053222656,25.301897048950195,27.986270904541016,53.407928466796875,90.07356262207031,89.4107894897461,22.825237274169922,45.26909255981445,46.21534729003906,,13.346176147460938,44.400001525878906,20.43071937561035,54.60820007324219 -2015-07-15,28.471986770629883,1.9600000381469727,23.059499740600586,77.9647216796875,14.522406578063965,25.1439151763916,112.34581756591797,25.0311222076416,27.9423770904541,53.52396011352539,90.05464935302734,89.49055480957031,22.760162353515625,43.99763488769531,45.87546920776367,,13.197976112365723,44.13999938964844,20.3919620513916,54.37824249267578 -2015-07-16,28.85140609741211,1.8700000047683716,23.77400016784668,78.73731994628906,14.744186401367188,25.494564056396484,113.47892761230469,24.37806510925293,28.92147445678711,53.8101921081543,90.59357452392578,90.57728576660156,22.83824348449707,43.8458366394043,46.20707321166992,,13.361376762390137,42.67499923706055,20.44179916381836,54.476806640625 -2015-07-17,29.10060691833496,1.7899999618530273,24.15049934387207,80.504638671875,14.867395401000977,24.01894187927246,114.3182601928711,24.40991973876953,33.56407165527344,53.5394287109375,90.83937072753906,94.6849136352539,22.8187255859375,40.913909912109375,46.165611267089844,,13.304376602172852,43.61000061035156,20.319971084594727,54.27968978881836 -2015-07-20,29.650659561157227,1.7999999523162842,24.405000686645508,79.83827209472656,14.883824348449707,24.01163101196289,113.89859008789062,24.29045867919922,33.069786071777344,53.578121185302734,91.95499420166016,97.61609649658203,22.92934226989746,38.66518020629883,46.5966796875,,13.262574195861816,44.474998474121094,20.23967742919922,53.72117233276367 -2015-07-21,29.35430335998535,1.7999999523162842,24.399999618530273,79.71273040771484,14.850966453552246,23.90936851501465,112.68155670166016,24.202850341796875,33.033878326416016,53.45433044433594,91.43501281738281,98.09465026855469,22.864269256591797,39.082664489746094,46.588382720947266,,13.13716983795166,44.16999816894531,20.140005111694336,53.65547561645508 -2015-07-22,28.112777709960938,1.7899999618530273,24.41349983215332,81.267578125,15.154886245727539,24.135822296142578,111.75827026367188,24.131179809570312,33.02389907836914,54.21245193481445,91.59573364257812,96.74870300292969,22.695098876953125,39.28192138671875,46.994590759277344,,13.023167610168457,44.685001373291016,20.256290435791016,53.740901947021484 -2015-07-23,28.099308013916016,1.7599999904632568,24.108999252319336,81.00682067871094,14.933112144470215,24.004331588745117,110.20549774169922,25.086864471435547,32.13508224487305,53.87207794189453,89.96955108642578,95.15350341796875,22.630033493041992,40.75261688232422,46.886817932128906,,12.893960952758789,47.96500015258789,20.07632827758789,53.31380844116211 -2015-07-24,27.951139450073242,1.6699999570846558,26.47100067138672,80.17628479003906,14.703113555908203,23.712129592895508,108.0651626586914,24.736454010009766,31.101619720458984,53.3073616027832,90.60301208496094,96.65896606445312,22.29169273376465,40.15485382080078,47.491973876953125,,13.030769348144531,48.025001525878906,19.818828582763672,52.52532958984375 -2015-07-27,27.5627384185791,1.6200000047683716,26.570499420166016,78.61177062988281,14.514196395874023,23.41992950439453,108.90450286865234,24.728485107421875,31.286169052124023,52.61115646362305,89.24154663085938,93.88731384277344,22.34375,40.07894515991211,47.23497772216797,,13.042166709899902,48.21500015258789,19.76344871520996,52.078529357910156 -2015-07-28,27.699687957763672,1.7699999809265137,26.30150032043457,77.80054473876953,14.686684608459473,23.471065521240234,109.53401184082031,24.943511962890625,31.323076248168945,52.64209747314453,89.96955108642578,95.00395202636719,23.00090789794922,41.701454162597656,47.36762619018555,,13.04596996307373,48.92499923706055,19.962806701660156,54.19425582885742 -2015-07-29,27.612123489379883,1.9600000381469727,26.450000762939453,77.51082611083984,14.916683197021484,23.463756561279297,110.20549774169922,25.445253372192383,31.519094467163086,53.33058166503906,91.45394897460938,96.6988525390625,23.267681121826172,40.458473205566406,47.674339294433594,,13.182777404785156,49.40999984741211,19.998798370361328,54.62792205810547 -2015-07-30,27.472932815551758,1.9299999475479126,26.83799934387207,77.22109985351562,14.89204216003418,23.463756561279297,109.61795806884766,25.41339874267578,31.552013397216797,53.407928466796875,93.04227447509766,94.9241943359375,23.24816131591797,37.811222076416016,48.13027572631836,,13.224576950073242,49.63999938964844,19.979413986206055,54.542510986328125 -2015-07-31,27.232709884643555,1.9299999475479126,26.8075008392334,75.65658569335938,14.686684608459473,23.587947845458984,109.53401184082031,25.094829559326172,31.203868865966797,53.013404846191406,92.08736419677734,93.72779846191406,23.46288299560547,37.32732009887695,48.02251434326172,,13.201775550842285,49.665000915527344,19.92957305908203,52.0456657409668 -2015-08-03,26.590620040893555,2.200000047683716,26.75149917602539,75.3185806274414,14.596331596374512,23.354175567626953,108.56877136230469,25.230220794677734,31.483182907104492,53.013404846191406,92.12519836425781,93.85740661621094,23.521442413330078,36.26461410522461,48.23805236816406,,13.171374320983887,49.130001068115234,19.984954833984375,51.29005813598633 -2015-08-04,25.737499237060547,2.130000114440918,26.594999313354492,76.1684341430664,14.620975494384766,23.346879959106445,108.69469451904297,25.102794647216797,31.385421752929688,52.95926284790039,91.99282836914062,93.77764129638672,23.495412826538086,35.951499938964844,48.79499816894531,,13.140972137451172,49.67499923706055,20.00433349609375,50.70527648925781 -2015-08-05,25.908119201660156,2.1600000858306885,26.850500106811523,77.08589172363281,14.678473472595215,23.376096725463867,109.53401184082031,25.166505813598633,32.11014175415039,53.16810607910156,92.909912109375,96.15050506591797,23.488855361938477,34.61362075805664,49.052677154541016,,13.13716983795166,50.52000045776367,20.49217414855957,50.70527648925781 -2015-08-06,25.964496612548828,2.109999895095825,26.472999572753906,76.2553482055664,14.62918758392334,22.725955963134766,109.24022674560547,25.373577117919922,32.055274963378906,52.796791076660156,91.8604507446289,94.83446502685547,23.062620162963867,36.0084228515625,47.57303237915039,,13.011768341064453,49.095001220703125,20.291461944580078,51.30976486206055 -2015-08-07,26.052453994750977,2.0899999141693115,26.131000518798828,76.12015533447266,14.579904556274414,22.470279693603516,108.23303985595703,25.278005599975586,31.68718147277832,52.64209747314453,92.43717193603516,94.01692962646484,23.07573699951172,33.892520904541016,47.5481071472168,,13.0003662109375,48.96500015258789,19.86216163635254,50.481868743896484 -2015-08-10,26.999650955200195,1.9299999475479126,26.200000762939453,77.71363067626953,14.818114280700684,22.85744285583496,110.12158203125,25.437286376953125,31.608875274658203,53.291900634765625,92.73027801513672,93.86737823486328,23.18720817565918,35.676326751708984,46.7750244140625,,13.216976165771484,49.375,19.92627716064453,51.74342346191406 -2015-08-11,25.594640731811523,1.899999976158142,26.37299919128418,74.69084167480469,14.612765312194824,22.996238708496094,107.89730072021484,24.55327606201172,32.95806121826172,52.78132629394531,91.89827728271484,93.33897399902344,23.029834747314453,36.57772445678711,46.84153747558594,,13.167573928833008,49.54499816894531,20.051725387573242,51.39192581176758 -2015-08-12,25.989301681518555,1.899999976158142,26.295499801635742,70.86648559570312,14.390987396240234,23.16425323486328,108.52682495117188,24.58513641357422,32.897212982177734,52.015480041503906,91.74700164794922,93.90725708007812,23.19377326965332,36.682106018066406,46.86647033691406,,12.928163528442383,48.8849983215332,20.23292350769043,52.254112243652344 -2015-08-13,25.969013214111328,1.7899999618530273,26.482999801635742,72.5372314453125,14.473127365112305,23.16425323486328,108.23303985595703,24.736454010009766,32.742088317871094,52.25529098510742,91.9266586303711,93.14954376220703,23.18720817565918,35.05010223388672,47.25715255737305,,12.84836196899414,49.70000076293945,20.101903915405273,52.161251068115234 -2015-08-14,26.15168571472168,1.840000033378601,26.576000213623047,72.19921875,14.538840293884277,23.84362030029297,109.4500961303711,25.078895568847656,32.775508880615234,52.51831817626953,92.55064392089844,94.13655853271484,23.160980224609375,34.632606506347656,47.4649772644043,,12.939563751220703,50.125,20.177167892456055,51.96891403198242 -2015-08-17,26.42230796813965,1.7999999523162842,26.76099967956543,72.61448669433594,14.596331596374512,23.653690338134766,109.99565124511719,25.17447280883789,32.962547302246094,52.65755844116211,92.52230834960938,93.64804077148438,23.27901840209961,34.68004608154297,47.99699020385742,,13.007967948913574,50.369998931884766,20.04615020751953,52.2408447265625 -2015-08-18,26.273473739624023,1.7999999523162842,26.750999450683594,71.34935760498047,14.530620574951172,23.682912826538086,109.4081039428711,25.254112243652344,32.726131439208984,52.7658576965332,92.2764663696289,94.88430786132812,23.29214096069336,35.126007080078125,48.07179641723633,,13.053565979003906,50.18000030517578,19.36874008178711,51.66384506225586 -2015-08-19,25.93743324279785,1.7999999523162842,26.645999908447266,70.61539459228516,14.341695785522461,23.544111251831055,107.98123168945312,25.190401077270508,32.964046478271484,52.293975830078125,91.33100891113281,95.02389526367188,23.128196716308594,34.13922119140625,47.87229537963867,,13.057372093200684,50.029998779296875,19.11506462097168,50.55628204345703 -2015-08-20,25.405200958251953,1.7000000476837158,25.788999557495117,67.91130065917969,13.733861923217773,22.959712982177734,105.71501159667969,24.56123161315918,32.26226806640625,51.00983428955078,89.40227508544922,90.28814697265625,22.656057357788086,33.664794921875,46.39265823364258,,12.901559829711914,48.32500076293945,19.076034545898438,49.455352783203125 -2015-08-21,23.851348876953125,1.7799999713897705,24.723499298095703,65.8446044921875,13.224592208862305,22.046585083007812,103.19697570800781,23.57369041442871,30.54897689819336,49.199649810791016,85.73391723632812,85.8016586303711,21.99375343322754,33.81660079956055,43.92380905151367,,12.68494987487793,45.01499938964844,18.54917335510254,47.83713912963867 -2015-08-24,23.25596809387207,1.75,23.168500900268555,63.5461311340332,12.55925464630127,21.381826400756836,100.1753921508789,22.140155792236328,29.40827751159668,46.60816192626953,83.03938293457031,81.84357452392578,21.06915283203125,31.50144386291504,41.845645904541016,,12.301137924194336,42.720001220703125,17.827163696289062,45.57560348510742 -2015-08-25,23.395788192749023,1.659999966621399,23.318500518798828,66.22124481201172,12.534611701965332,24.07007598876953,97.65734100341797,21.72602653503418,29.03170394897461,46.34514617919922,82.08446502685547,82.75083923339844,20.55110740661621,32.07074737548828,42.469112396240234,,12.084524154663086,43.5099983215332,17.590206146240234,45.56896209716797 -2015-08-26,24.737655639648438,1.7200000286102295,25.03849983215332,66.30816650390625,13.191732406616211,25.7502384185791,100.76292419433594,22.379077911376953,31.354000091552734,48.665889739990234,86.70772552490234,86.92826843261719,21.265869140625,33.02907943725586,44.854820251464844,,12.422741889953613,45.380001068115234,18.072473526000977,48.0825309753418 -2015-08-27,25.46609878540039,1.7799999713897705,25.918500900268555,68.41348266601562,13.503866195678711,26.152009963989258,104.95960235595703,22.7613525390625,31.802398681640625,49.880409240722656,88.92012786865234,89.46064758300781,21.81014633178711,36.065345764160156,46.509029388427734,,12.707754135131836,47.845001220703125,18.420930862426758,49.64104461669922 -2015-08-28,25.549537658691406,1.850000023841858,25.90049934387207,67.66986846923828,13.438156127929688,26.27618980407715,105.589111328125,23.095849990844727,31.441783905029297,49.609657287597656,88.9484634399414,90.73680877685547,21.41669464111328,36.36898422241211,46.24302673339844,,12.650747299194336,48.20500183105469,18.103139877319336,49.786964416503906 -2015-08-31,25.43001365661621,1.809999942779541,25.644500732421875,63.85517120361328,13.42172622680664,26.83867835998535,104.16223907470703,23.446266174316406,30.83677101135254,49.586456298828125,87.33172607421875,89.16154479980469,21.128171920776367,36.64415740966797,45.47825622558594,,12.616545677185059,47.76499938964844,18.044597625732422,49.89970779418945 -2015-09-01,24.293365478515625,1.7100000381469727,24.82699966430664,62.60935592651367,12.797463417053223,25.889028549194336,100.2173080444336,22.809141159057617,29.81627655029297,47.53646469116211,84.19281005859375,86.96814727783203,20.564224243164062,36.01791000366211,44.47243881225586,,12.282132148742676,46.58000183105469,17.79092025756836,47.803993225097656 -2015-09-02,25.335285186767578,1.7699999809265137,25.52750015258789,63.29503631591797,13.061159133911133,26.612228393554688,103.11305236816406,23.263090133666992,30.641748428344727,48.40288162231445,85.49755096435547,89.62016296386719,20.9642333984375,36.13178253173828,45.93546676635742,,12.472142219543457,47.81999969482422,17.963760375976562,48.56665802001953 -2015-09-03,24.891010284423828,1.7899999618530273,25.236000061035156,64.19317626953125,13.135319709777832,26.824064254760742,102.86123657226562,23.183452606201172,30.23824119567871,48.48796463012695,86.6510009765625,87.88539123535156,20.911779403686523,36.40693283081055,45.46163558959961,,12.555742263793945,47.814998626708984,18.080842971801758,48.93807601928711 -2015-09-04,24.642929077148438,1.8200000524520874,24.950000762939453,61.72086715698242,12.896347045898438,26.751022338867188,100.72093200683594,23.000276565551758,29.9614200592041,47.57514190673828,85.59210205078125,87.99505615234375,20.570785522460938,34.632606506347656,45.120826721191406,,12.37334156036377,47.5,17.810436248779297,48.05599594116211 -2015-09-08,25.32851791381836,1.8799999952316284,25.87700080871582,58.82362747192383,13.316611289978027,27.539968490600586,104.74976348876953,23.796688079833984,30.6577091217041,48.859283447265625,87.83281707763672,89.26124572753906,21.331451416015625,34.310001373291016,45.89389419555664,,12.593745231628418,48.53499984741211,18.50456428527832,48.74571990966797 -2015-09-09,24.841392517089844,1.850000023841858,25.844499588012695,61.84641647338867,13.10235595703125,27.408475875854492,103.02913665771484,23.589618682861328,30.56094741821289,48.1011848449707,85.06266021728516,90.16851806640625,20.957670211791992,34.101261138916016,45.46163558959961,,12.456941604614258,47.55500030517578,18.1533203125,47.75091552734375 -2015-09-10,25.387161254882812,1.840000033378601,26.11199951171875,61.64360809326172,13.217727661132812,27.26237678527832,103.5746841430664,24.18621063232422,30.991390228271484,48.47249221801758,84.78845977783203,91.70389556884766,21.390470504760742,34.20563888549805,46.026885986328125,,12.445541381835938,48.084999084472656,17.874553680419922,48.09579086303711 -2015-09-11,25.75701904296875,2.009999990463257,26.472000122070312,62.416202545166016,13.217727661132812,27.938608169555664,104.70782470703125,24.30714225769043,31.211849212646484,48.395137786865234,86.3674087524414,91.773681640625,21.619977951049805,34.652076721191406,46.99116516113281,,12.434138298034668,48.29499816894531,18.022294998168945,48.20853042602539 -2015-09-14,26.00509262084961,1.8200000524520874,26.069000244140625,60.45573806762695,13.151802062988281,28.284069061279297,103.95240020751953,24.766685485839844,31.08565902709961,48.25590515136719,85.979736328125,92.03289031982422,21.44948387145996,34.24363327026367,46.79165267944336,,12.369539260864258,48.07500076293945,17.919153213500977,48.07590866088867 -2015-09-15,26.223846435546875,1.8600000143051147,26.118499755859375,62.628665924072266,13.440215110778809,28.27672004699707,106.17664337158203,24.984357833862305,31.679201126098633,49.18418884277344,87.08589172363281,92.62113189697266,21.751131057739258,34.77557373046875,47.30703353881836,,12.487344741821289,49.34000015258789,17.930307388305664,48.3212776184082 -2015-09-16,26.253175735473633,1.8899999856948853,26.36949920654297,64.9271469116211,13.456697463989258,28.636878967285156,108.82056427001953,25.153663635253906,31.721097946166992,49.61738967895508,87.67210388183594,93.16947174072266,21.7576847076416,36.92232131958008,47.59798049926758,,12.517743110656738,51.68000030517578,18.03345489501953,49.27629089355469 -2015-09-17,25.691612243652344,1.8899999856948853,26.943500518798828,63.73927307128906,13.069396018981934,28.100311279296875,107.33859252929688,25.242345809936523,32.066253662109375,48.46476364135742,88.12590026855469,94.05680847167969,21.95441246032715,37.02681350708008,47.614601135253906,,12.456941604614258,52.04999923706055,17.972116470336914,49.38240432739258 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-2015-11-19,26.90233039855957,2.140000104904175,33.063499450683594,75.20269012451172,14.57740306854248,22.543466567993164,128.17115783691406,29.13632583618164,36.830055236816406,52.718055725097656,93.69352722167969,105.94102478027344,21.3449764251709,30.111591339111328,51.25468444824219,,13.019375801086426,44.625,16.92116355895996,53.71980667114258 -2015-11-20,27.020103454589844,2.2200000286102295,33.42250061035156,77.21144104003906,14.54444408416748,22.42585563659668,129.82249450683594,29.297565460205078,37.737327575683594,52.62455368041992,94.2333755493164,106.99784088134766,21.27226448059082,28.8862361907959,51.696685791015625,,13.034866333007812,46.005001068115234,16.745548248291016,53.378604888916016 -2015-11-23,26.669036865234375,2.2200000286102295,33.949501037597656,78.52485656738281,14.396109580993652,22.62432098388672,129.526123046875,29.08795166015625,37.706398010253906,52.11030960083008,94.11026763916016,106.62895202636719,20.710376739501953,29.27569007873535,52.23875045776367,,12.957414627075195,46.08000183105469,16.798507690429688,53.7064208984375 -2015-11-24,26.924972534179688,2.3399999141693115,33.557498931884766,78.09027099609375,14.396109580993652,23.175594329833984,129.82249450683594,29.200822830200195,37.32234573364258,52.03238296508789,93.28630065917969,105.4225845336914,21.133445739746094,29.23769760131836,51.67167663574219,,12.93031120300293,46.040000915527344,16.703725814819336,54.77679443359375 -2015-11-25,26.732454299926758,2.380000114440918,33.766998291015625,78.9111557006836,14.371391296386719,23.484312057495117,128.55227661132812,29.297565460205078,37.315860748291016,52.094722747802734,92.96428680419922,105.09357452392578,21.72838020324707,28.762754440307617,51.86346435546875,,12.953544616699219,46.04999923706055,16.792940139770508,54.355316162109375 -2015-11-27,26.682636260986328,2.3299999237060547,33.66299819946289,78.59245300292969,14.404351234436035,23.13884162902832,128.55227661132812,29.321746826171875,37.42110061645508,52.33625793457031,93.44727325439453,105.13345336914062,21.67549705505371,27.071945190429688,51.855133056640625,,13.000012397766113,44.84000015258789,16.69536590576172,54.341957092285156 -2015-11-30,26.793611526489258,2.359999895095825,33.2400016784668,81.1999740600586,14.363149642944336,23.359355926513672,126.77387237548828,29.1846923828125,37.039039611816406,51.954471588134766,92.73699188232422,103.92708587646484,21.662275314331055,27.147930145263672,51.19630813598633,,13.038740158081055,43.11000061035156,16.40265655517578,54.6296272277832 -2015-12-01,26.576175689697266,2.3399999141693115,33.952999114990234,81.12271118164062,14.676287651062012,23.057987213134766,127.74771881103516,29.23306655883789,38.2580451965332,52.67908477783203,92.74645233154297,106.79844665527344,22.224164962768555,27.119428634643555,51.17963409423828,,13.07746410369873,43.59000015258789,16.44447898864746,54.78349685668945 -2015-12-02,26.336097717285156,2.2699999809265137,33.800498962402344,82.08846282958984,14.560596466064453,22.712522506713867,126.90087890625,28.8057861328125,38.02561569213867,51.93889617919922,91.96041107177734,105.75160217285156,21.74820899963379,27.41390037536621,51.05454635620117,,12.996140480041504,43.459999084472656,16.402311325073242,53.21805953979492 -2015-12-03,26.091495513916016,2.2300000190734863,33.3125,79.76101684570312,14.296159744262695,23.00653076171875,127.15491485595703,28.59617042541504,37.534820556640625,51.2688102722168,90.88075256347656,104.06666564941406,21.41108512878418,26.748973846435547,49.6618537902832,,12.81800651550293,42.07500076293945,16.596269607543945,52.455413818359375 -2015-12-04,26.95894432067871,2.2799999713897705,33.63199996948242,81.943603515625,14.709343910217285,22.80072593688965,129.1027374267578,29.22500991821289,38.24657440185547,52.89726638793945,93.4757080078125,105.86126708984375,21.682113647460938,26.350025177001953,51.49654006958008,,13.209132194519043,43.654998779296875,16.770553588867188,52.756465911865234 -2015-12-07,26.789077758789062,2.359999895095825,33.49150085449219,81.85668182373047,14.494491577148438,22.719867706298828,128.5945587158203,29.128259658813477,38.069007873535156,52.20379638671875,92.64229583740234,105.29296875,21.589563369750977,24.459735870361328,51.613285064697266,,13.271090507507324,43.290000915527344,17.006685256958008,51.37833023071289 -2015-12-08,26.77776527404785,2.390000104904175,33.86650085449219,81.48970031738281,14.205262184143066,22.85317039489746,127.83245849609375,28.604228973388672,38.025115966796875,51.39347839355469,92.98323822021484,106.17032623291016,21.503631591796875,24.459735870361328,51.83845901489258,,13.108442306518555,43.6150016784668,16.756498336791992,49.9266357421875 -2015-12-09,26.186620712280273,2.3499999046325684,33.239498138427734,80.56257629394531,14.130887031555176,22.601383209228516,129.0180206298828,28.580039978027344,37.48843765258789,51.003883361816406,92.64229583740234,104.2860107421875,21.3449764251709,24.8301944732666,51.02119445800781,,13.000012397766113,43.154998779296875,16.621572494506836,50.59562301635742 -2015-12-10,26.311189651489258,2.450000047683716,33.11600112915039,81.44141387939453,14.213523864746094,22.45327377319336,129.78018188476562,28.725156784057617,37.38119888305664,51.12077713012695,92.44340515136719,105.10354614257812,21.391250610351562,24.13676643371582,51.59660339355469,,13.038740158081055,42.834999084472656,16.74244499206543,50.635765075683594 -2015-12-11,25.633987426757812,2.359999895095825,32.00749969482422,77.00863647460938,13.8251314163208,22.060789108276367,128.1287841796875,27.854454040527344,36.852996826171875,49.92085266113281,89.81058502197266,101.8134536743164,21.192943572998047,21.64413070678711,49.88700485229492,,12.845114707946777,41.279998779296875,16.686220169067383,49.732608795166016 -2015-12-14,25.47544288635254,2.3399999141693115,32.89550018310547,77.8102035522461,13.882975578308105,22.142248153686523,128.1287841796875,27.7254581451416,37.296905517578125,50.07668685913086,91.20272064208984,104.34583282470703,21.27226448059082,20.797388076782227,49.97039794921875,,13.011632919311523,41.58000183105469,16.97575569152832,50.86321258544922 -2015-12-15,25.024730682373047,2.359999895095825,32.93199920654297,79.66443634033203,14.395328521728516,22.245925903320312,128.38290405273438,27.846397399902344,37.078941345214844,51.50253677368164,93.22000122070312,104.23616027832031,21.325145721435547,20.62613296508789,50.020450592041016,,13.092958450317383,40.7599983215332,16.764934539794922,53.137786865234375 -2015-12-16,25.217248916625977,2.5399999618530273,33.78850173950195,81.73113250732422,14.668028831481934,22.73468589782715,131.17747497558594,28.628503799438477,37.811641693115234,52.616756439208984,94.74476623535156,106.46943664550781,21.53667640686035,20.57857322692871,50.329010009765625,,13.321434020996094,41.55500030517578,16.95046043395996,52.950443267822266 -2015-12-17,24.6827335357666,2.559999942779541,33.532501220703125,80.69778442382812,14.296159744262695,22.068191528320312,130.32431030273438,27.789365768432617,37.379703521728516,51.64280700683594,94.07234954833984,105.9011459350586,21.371414184570312,20.140933990478516,49.6368293762207,,13.17815113067627,40.6349983215332,16.579402923583984,52.15437316894531 -2015-12-18,24.01459312438965,2.450000047683716,33.207000732421875,79.81895446777344,13.849923133850098,21.50537872314453,129.17251586914062,27.430892944335938,36.87493896484375,50.177978515625,91.1932601928711,103.7276840209961,21.146669387817383,20.29315185546875,48.886268615722656,,13.011632919311523,40.435001373291016,16.542863845825195,51.69943618774414 -2015-12-21,24.30902671813965,2.5299999713897705,33.22549819946289,80.03142547607422,14.023460388183594,21.586843490600586,129.68443298339844,27.561250686645508,37.296905517578125,51.066226959228516,91.90355682373047,104.45549011230469,21.457355499267578,20.3692684173584,49.653499603271484,,13.201383590698242,40.48500061035156,16.739635467529297,51.68606948852539 -2015-12-22,24.286378860473633,2.7699999809265137,33.157501220703125,81.9339370727539,14.114360809326172,22.334787368774414,130.06837463378906,27.936010360717773,37.40813064575195,51.17530059814453,92.37710571289062,105.19326782226562,21.49701499938965,20.77836036682129,50.028785705566406,,13.32530689239502,40.185001373291016,17.017929077148438,51.94697952270508 -2015-12-23,24.598936080932617,2.8299999237060547,33.185001373291016,81.89531707763672,14.329217910766602,22.660629272460938,132.0306854248047,28.33521270751953,37.4235954284668,51.993438720703125,93.5041275024414,104.31591033935547,21.523454666137695,23.004621505737305,50.3206672668457,,13.468589782714844,40.994998931884766,17.172529220581055,53.64620590209961 -2015-12-24,24.46756362915039,2.9200000762939453,33.13949966430664,80.8426513671875,14.271373748779297,22.58657455444336,131.51878356933594,28.18855857849121,37.32832717895508,51.89213180541992,93.37153625488281,104.70474243164062,21.563125610351562,23.213924407958984,50.303985595703125,,13.422118186950684,40.599998474121094,17.099443435668945,53.07087707519531 -2015-12-28,24.193519592285156,3.0,33.7599983215332,79.32642364501953,14.15567684173584,22.608789443969727,131.81741333007812,28.115243911743164,38.032100677490234,51.72072219848633,93.3147201538086,105.61201477050781,21.4309139251709,23.11878204345703,50.19556427001953,,13.460844993591309,40.61000061035156,17.076961517333984,52.676170349121094 -2015-12-29,24.628376007080078,3.0,34.69850158691406,80.40806579589844,14.279632568359375,22.771711349487305,133.43846130371094,28.10709571838379,38.7348747253418,52.25834274291992,94.44173431396484,106.93801879882812,21.701940536499023,23.366147994995117,50.9794807434082,,13.526677131652832,41.125,17.318706512451172,52.957149505615234 -2015-12-30,24.306766510009766,2.9800000190734863,34.45349884033203,78.88218688964844,14.089567184448242,22.55694580078125,132.45730590820312,27.968599319458008,38.45555877685547,51.88433074951172,93.63671112060547,105.9011459350586,21.6490535736084,21.824888229370117,50.72096633911133,,13.453099250793457,40.47999954223633,17.338376998901367,52.25471496582031 -2015-12-31,23.84019660949707,2.869999885559082,33.794498443603516,78.4862289428711,13.907764434814453,22.549545288085938,132.8838653564453,27.70789337158203,37.851043701171875,51.44801712036133,92.20660400390625,104.34583282470703,21.338367462158203,23.413711547851562,50.062129974365234,,13.32530689239502,40.30500030517578,17.231563568115234,52.14768981933594 -2016-01-04,23.860586166381836,2.7699999809265137,31.84950065612793,74.0631103515625,13.577221870422363,22.697656631469727,131.0068359375,27.137609481811523,37.00113296508789,49.90276336669922,89.79161834716797,101.91314697265625,21.120223999023438,24.498300552368164,48.58603286743164,,13.302068710327148,39.83000183105469,17.276538848876953,51.81986618041992 -2016-01-05,23.26265525817871,2.75,31.68950080871582,75.93665313720703,13.577221870422363,23.067930221557617,131.1348419189453,26.420673370361328,37.03804397583008,49.98905944824219,89.96208190917969,102.42162322998047,21.27226448059082,24.42218780517578,48.911277770996094,,13.395010948181152,40.07500076293945,17.686946868896484,52.26139831542969 -2016-01-06,22.807411193847656,2.509999990463257,31.63249969482422,74.68119049072266,13.287991523742676,22.17927360534668,129.0445556640625,25.475622177124023,37.08991241455078,49.267417907714844,88.58609771728516,102.66090393066406,20.895471572875977,22.861906051635742,48.477622985839844,,13.436638832092285,39.935001373291016,17.86404037475586,51.82654571533203 -2016-01-07,21.844829559326172,2.2799999713897705,30.39699935913086,70.22909545898438,12.808697700500488,22.38662338256836,123.58414459228516,24.432809829711914,36.230525970458984,47.27507019042969,86.9633560180664,97.62606048583984,20.75664710998535,22.92850685119629,47.276737213134766,,13.219663619995117,39.0,18.280075073242188,50.99702072143555 -2016-01-08,21.960346221923828,2.140000104904175,30.352500915527344,68.37486267089844,12.560787200927734,21.438730239868164,121.3658447265625,24.058046340942383,35.635986328125,46.21614456176758,85.30265045166016,97.03783416748047,20.492229461669922,24.498300552368164,47.22670364379883,,13.231499671936035,37.5,17.861234664916992,49.96676254272461 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-2016-03-15,23.81471824645996,2.490000009536743,28.85099983215332,69.7558822631836,11.256479263305664,24.067106246948242,130.2065887451172,25.613630294799805,36.32728576660156,46.43577194213867,84.7997055053711,110.33778381347656,19.72343635559082,30.302936553955078,49.4308967590332,,15.196102142333984,40.5099983215332,19.281944274902344,55.90852737426758 -2016-03-16,24.131240844726562,2.630000114440918,28.713499069213867,70.98237609863281,11.040809631347656,24.25637435913086,129.73353576660156,26.141584396362305,36.71433639526367,46.21614456176758,85.41653442382812,111.84325408935547,19.38959503173828,31.83568000793457,49.92454147338867,,15.294727325439453,40.5,19.253625869750977,55.942256927490234 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-2016-03-21,24.117582321166992,2.799999952316284,27.698999404907227,75.4344711303711,11.480450630187988,24.385072708129883,133.68966674804688,26.463294982910156,37.01359939575195,47.424110412597656,87.63712310791016,111.51423645019531,20.077306747436523,31.350156784057617,49.44762420654297,,15.353898048400879,42.755001068115234,19.247961044311523,56.448577880859375 -2016-03-22,24.302030563354492,2.7899999618530273,28.02400016784668,75.5020751953125,11.414087295532227,24.059534072875977,133.56063842773438,26.3148136138916,36.94676208496094,47.25154495239258,87.07720947265625,111.91304779052734,20.2842960357666,31.207361221313477,49.681915283203125,,15.239500999450684,42.224998474121094,19.219642639160156,56.78610610961914 -2016-03-23,24.16767692565918,2.680000066757202,28.48150062561035,73.93756103515625,11.297953605651855,23.7869930267334,133.6036834716797,25.82811164855957,36.81259536743164,47.01622009277344,87.4283218383789,112.2021713256836,20.157428741455078,29.68411636352539,49.22172164916992,,15.203991889953613,41.439998626708984,19.10353660583496,56.53632354736328 -2016-03-24,24.062925338745117,2.7899999618530273,29.147499084472656,73.26153564453125,11.34772777557373,23.688575744628906,133.775634765625,25.53939437866211,36.674930572509766,46.655399322509766,87.21958923339844,112.71064758300781,20.083988189697266,29.246183395385742,48.828495025634766,,15.338125228881836,41.08000183105469,19.25645637512207,56.69158935546875 -2016-03-28,23.953622817993164,2.7799999713897705,28.993499755859375,73.86030578613281,11.297953605651855,23.756710052490234,135.40972900390625,25.588890075683594,36.58665084838867,46.5926628112793,86.58377075195312,113.34872436523438,19.883682250976562,30.31245231628418,49.33049011230469,,15.413074493408203,41.470001220703125,19.290437698364258,56.853614807128906 -2016-03-29,24.520641326904297,2.859999895095825,29.69300079345703,75.40550231933594,11.132052421569824,23.998973846435547,135.3667449951172,25.729124069213867,37.14727020263672,46.302433013916016,88.04515075683594,115.79136657714844,20.063953399658203,31.559606552124023,49.82414245605469,,15.562990188598633,41.755001068115234,19.264949798583984,57.06287384033203 -2016-03-30,24.948745727539062,2.859999895095825,29.934499740600586,76.15877532958984,11.181822776794434,23.900554656982422,136.87173461914062,25.56414031982422,37.434566497802734,46.83580780029297,89.02261352539062,114.35568237304688,20.077306747436523,30.80750846862793,50.20900344848633,,15.531426429748535,42.81999969482422,19.483001708984375,57.056121826171875 -2016-03-31,24.818944931030273,2.8499999046325684,29.68199920654297,76.32295227050781,11.215004920959473,24.559202194213867,136.6997528076172,25.92710304260254,37.15625,46.45146942138672,89.6773910522461,113.75748443603516,19.790197372436523,30.826547622680664,49.94963455200195,,15.452528953552246,42.415000915527344,19.39521598815918,56.42831802368164 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-2016-04-07,24.716474533081055,2.640000104904175,29.571500778198242,74.95159149169922,10.659233093261719,22.87851333618164,131.711669921875,24.269020080566406,36.92332458496094,45.29400634765625,88.91697692871094,113.29887390136719,21.873384475708008,31.254966735839844,51.179561614990234,,15.474662780761719,42.98500061035156,19.31875991821289,55.604732513427734 -2016-04-08,24.743806838989258,2.740000009536743,29.729999542236328,74.81639099121094,10.684114456176758,22.79523468017578,132.39962768554688,24.2277774810791,36.86696243286133,45.625885009765625,89.18321990966797,110.29790496826172,21.699785232543945,33.244693756103516,51.0707893371582,,15.43857479095459,43.540000915527344,19.273441314697266,56.17177963256836 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-2016-04-19,24.345294952392578,2.619999885559082,31.395000457763672,76.73822784423828,11.9864501953125,24.907445907592773,133.94766235351562,26.372556686401367,37.60415267944336,50.0351676940918,92.46376037597656,111.95292663574219,21.960182189941406,36.443485260009766,50.95365524291992,,15.606992721557617,43.95000076293945,19.757686614990234,58.196964263916016 -2016-04-20,24.395389556884766,2.700000047683716,31.649499893188477,78.42828369140625,12.384617805480957,25.07400131225586,133.94766235351562,26.554035186767578,37.54130172729492,50.762142181396484,93.09135437011719,112.08252716064453,22.18719482421875,36.57676315307617,50.95365524291992,,15.5267915725708,43.95000076293945,19.599111557006836,58.59525680541992 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-2016-04-27,22.275346755981445,3.7300000190734863,30.328500747680664,74.99022674560547,12.459272384643555,25.346542358398438,133.00169372558594,26.5292911529541,35.20553970336914,50.65943145751953,93.5477523803711,108.56312561035156,22.033628463745117,39.870765686035156,47.6069450378418,,15.5267915725708,44.79999923706055,19.658573150634766,59.71586608886719 -2016-04-28,21.59446907043457,3.609999895095825,30.100000381469727,73.78304290771484,12.268485069274902,24.718181610107422,132.87266540527344,26.76026725769043,34.46635437011719,50.25642776489258,92.40673065185547,116.37960052490234,21.97353744506836,38.79499435424805,47.2053337097168,,15.494710922241211,44.65999984741211,19.514150619506836,59.42558288574219 -2016-04-29,21.34625244140625,3.549999952316284,32.97949981689453,74.30455017089844,12.07769775390625,24.286653518676758,132.22764587402344,26.23232078552246,34.56561279296875,49.94034194946289,92.22604370117188,117.22704315185547,21.839996337890625,41.99380111694336,47.04637145996094,,15.56689453125,43.939998626708984,18.936458587646484,59.67536163330078 -2016-05-02,21.323484420776367,3.740000009536743,34.192501068115234,73.98584747314453,12.251895904541016,24.430496215820312,132.8296356201172,26.191076278686523,34.82497787475586,50.40656661987305,92.96770477294922,118.21407318115234,21.900096893310547,41.45113754272461,47.991817474365234,,15.679169654846191,43.7400016784668,19.140352249145508,60.16815185546875 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-2016-05-05,21.36166763305664,3.6600000858306885,32.954498291015625,76.12981414794922,11.654647827148438,23.930837631225586,128.52955627441406,25.19292449951172,34.98558044433594,48.391571044921875,91.4653549194336,117.45635223388672,22.414213180541992,40.38486862182617,47.227783203125,,15.534811973571777,39.75,19.032737731933594,59.43233871459961 -2016-05-06,21.24253273010254,3.680000066757202,33.6974983215332,76.48712921142578,11.704416275024414,24.21094512939453,129.51861572265625,25.53939437866211,35.46889114379883,48.67604064941406,91.93126678466797,119.13130950927734,22.420888900756836,39.89934539794922,47.27814865112305,,15.635063171386719,38.70000076293945,19.327255249023438,59.74959945678711 -2016-05-09,21.258567810058594,3.6500000953674316,33.98749923706055,76.68994903564453,11.604877471923828,24.725757598876953,128.44357299804688,25.390913009643555,35.55767822265625,48.367862701416016,91.96929168701172,118.8820571899414,22.581132888793945,39.69941329956055,47.555213928222656,,15.58293342590332,38.70000076293945,19.525484085083008,59.790103912353516 -2016-05-10,21.402904510498047,3.640000104904175,35.153499603271484,76.98931884765625,11.86202335357666,24.96044158935547,131.06658935546875,25.86111068725586,36.07041931152344,49.023719787597656,92.8441162109375,120.1382827758789,22.567771911621094,41.05128479003906,48.26889419555664,,15.763383865356445,39.08000183105469,19.48017120361328,60.748695373535156 -2016-05-11,21.194419860839844,3.6500000953674316,35.6614990234375,77.06658172607422,11.779074668884277,23.870269775390625,130.464599609375,25.63838005065918,35.676883697509766,48.84198760986328,91.674560546875,119.16121673583984,22.338729858398438,41.079856872558594,47.21097183227539,,15.711256980895996,37.380001068115234,18.943885803222656,60.45597839355469 -2016-05-12,20.697265625,3.5899999141693115,35.89649963378906,76.4485092163086,11.729302406311035,23.658292770385742,129.38955688476562,25.720869064331055,35.578128814697266,48.81037139892578,91.14203643798828,119.91893005371094,22.35894012451172,40.2325439453125,47.26975631713867,,15.85962200164795,37.65999984741211,19.06939697265625,61.041419982910156 -2016-05-13,20.738500595092773,3.6700000762939453,35.49599838256836,74.51701354980469,11.513628005981445,23.431171417236328,127.45455169677734,25.176427841186523,35.454429626464844,48.35995864868164,90.67610931396484,119.45034790039062,22.35894012451172,39.99453353881836,46.86674118041992,,15.699222564697266,37.150001525878906,18.524559020996094,60.353878021240234 -2016-05-16,21.508296966552734,3.7899999618530273,35.53300094604492,76.57405090332031,11.555106163024902,24.014116287231445,128.83056640625,25.300168991088867,35.73673629760742,48.72344970703125,91.42729949951172,118.31377410888672,22.486936569213867,35.88178253173828,46.623252868652344,,15.75135326385498,37.119998931884766,18.8326416015625,60.97333526611328 -2016-05-17,21.418947219848633,3.7899999618530273,34.76350021362305,76.63199615478516,11.621463775634766,24.1428165435791,127.75553894042969,25.267168045043945,35.22499465942383,48.72344970703125,90.90431213378906,116.99772644042969,22.251157760620117,37.3955078125,46.0775032043457,,15.683182716369629,36.88999938964844,18.570205688476562,60.94611740112305 -2016-05-18,21.66408348083496,3.8399999141693115,34.872501373291016,76.32295227050781,12.185532569885254,23.279756546020508,127.32555389404297,25.366161346435547,35.24494552612305,50.60411071777344,90.93284606933594,117.29682922363281,22.345470428466797,36.87190628051758,46.010345458984375,,15.418522834777832,36.56999969482422,18.013954162597656,60.82356643676758 -2016-05-19,21.58161163330078,3.7699999809265137,34.92599868774414,75.63727569580078,12.052810668945312,23.870269775390625,126.25050354003906,25.011442184448242,34.930213928222656,50.09048080444336,90.04853057861328,116.4593505859375,22.486936569213867,38.03337478637695,45.8004264831543,,15.414512634277344,37.439998626708984,19.7397518157959,61.34092712402344 -2016-05-20,21.815292358398438,3.869999885559082,35.13999938964844,76.09117889404297,12.044517517089844,24.48349380493164,127.11056518554688,25.21767807006836,35.400062561035156,50.185306549072266,90.78070068359375,116.99772644042969,22.729459762573242,38.44274139404297,45.85921859741211,,15.418522834777832,37.88999938964844,19.928020477294922,61.08906173706055 -2016-05-23,22.09250831604004,4.039999961853027,34.837501525878906,76.29398345947266,12.00304126739502,24.983150482177734,126.80953216552734,25.234174728393555,35.12574005126953,50.14580154418945,90.40985870361328,115.62187957763672,22.68229866027832,39.27100372314453,45.8424186706543,,15.366389274597168,37.27000045776367,19.825334548950195,60.99375915527344 -2016-05-24,22.429288864135742,4.199999809265137,35.209999084472656,78.34136962890625,12.177240371704102,23.12834358215332,128.35755920410156,25.613630294799805,35.916297912597656,50.99921417236328,91.74111938476562,117.3466796875,22.97197723388672,39.33763885498047,46.54768753051758,,15.43857479095459,38.220001220703125,20.03641700744629,61.041419982910156 -2016-05-25,22.823352813720703,4.179999828338623,35.41749954223633,73.00078582763672,12.37631893157959,24.279081344604492,129.38955688476562,26.108579635620117,36.17466354370117,51.77360534667969,91.71257781982422,117.5361099243164,23.14038848876953,40.937042236328125,46.304203033447266,,15.486687660217285,38.310001373291016,20.104881286621094,61.443031311035156 -2016-05-26,23.00434684753418,4.349999904632568,35.74549865722656,75.66624450683594,12.193828582763672,24.188236236572266,129.088623046875,25.811614990234375,36.117305755615234,51.38640213012695,91.64600372314453,119.11137390136719,23.194290161132812,39.61373519897461,46.4217529296875,,15.574909210205078,37.7599983215332,20.210432052612305,61.129913330078125 -2016-05-27,22.990596771240234,4.599999904632568,35.61199951171875,78.19650268554688,12.343140602111816,24.248804092407227,129.51861572265625,25.89411163330078,36.54325866699219,51.7025032043457,92.40673065185547,119.02163696289062,23.3155460357666,39.37571716308594,46.304203033447266,,15.635063171386719,37.91999816894531,20.181901931762695,61.27287292480469 -2016-05-31,22.878334045410156,4.570000171661377,36.13949966430664,79.19122314453125,12.268485069274902,24.35478973388672,129.9916229248047,25.803361892700195,36.69588088989258,51.576072692871094,91.18960571289062,118.4533462524414,23.376171112060547,40.546714782714844,46.08590316772461,,15.699222564697266,37.72999954223633,20.190460205078125,60.598968505859375 -2016-06-01,22.557588577270508,4.429999828338623,35.97200012207031,74.0631103515625,12.368364334106445,24.39264678955078,129.47561645507812,24.928956985473633,36.61757278442383,51.90793991088867,91.674560546875,118.42344665527344,23.409852981567383,41.03224563598633,46.02712631225586,,15.530802726745605,36.25,20.11058235168457,60.748695373535156 -2016-06-02,22.3880558013916,4.239999771118164,36.4119987487793,74.65221405029297,12.434948921203613,24.574338912963867,129.2175750732422,24.961952209472656,36.43053436279297,52.00276184082031,92.12146759033203,118.57299041748047,23.490699768066406,41.184574127197266,45.85921859741211,,15.574909210205078,36.560001373291016,20.23895263671875,60.265377044677734 -2016-06-03,22.43387222290039,4.159999847412109,36.277000427246094,73.9955062866211,12.002137184143066,24.49106788635254,128.74456787109375,24.417505264282227,36.02851867675781,51.0782356262207,91.31321716308594,118.1143798828125,23.369436264038086,41.16554641723633,45.850807189941406,,15.723283767700195,36.400001525878906,20.216129302978516,60.156463623046875 -2016-06-06,22.596540451049805,4.46999979019165,36.33649826049805,75.38617706298828,12.085373878479004,23.71885871887207,129.51861572265625,24.739225387573242,35.73973083496094,51.58395767211914,91.89322662353516,118.43341064453125,23.53111457824707,42.87916946411133,46.67363357543945,,15.775418281555176,36.810001373291016,20.26747703552246,60.8167610168457 -2016-06-07,22.688175201416016,4.510000228881836,36.1870002746582,75.17371368408203,11.943878173828125,23.915693283081055,129.60459899902344,24.93720245361328,35.74471664428711,51.41011047363281,91.93126678466797,117.40650177001953,23.470487594604492,44.00257110595703,46.430137634277344,,15.955867767333984,37.77000045776367,20.261770248413086,61.749385833740234 -2016-06-08,22.66756248474121,4.460000038146973,36.332000732421875,74.98056030273438,12.01046371459961,23.7869930267334,130.33563232421875,24.703290939331055,36.32479476928711,51.56026077270508,93.17692565917969,118.03460693359375,23.74669075012207,42.336524963378906,46.36297607421875,,15.983936309814453,39.040000915527344,20.333091735839844,61.803836822509766 -2016-06-09,22.830219268798828,4.519999980926514,36.38249969482422,74.90330505371094,11.810705184936523,22.78766441345215,130.0346221923828,24.52785301208496,36.33975601196289,51.1651496887207,92.25457000732422,118.20409393310547,23.78710174560547,43.9930419921875,46.665252685546875,,16.076160430908203,38.65999984741211,20.278886795043945,61.722171783447266 -2016-06-10,22.642358779907227,4.320000171661377,35.89550018310547,73.3194808959961,11.511066436767578,22.497278213500977,129.17454528808594,24.277219772338867,35.882381439208984,50.446075439453125,90.53346252441406,116.26992797851562,23.773639678955078,41.13697052001953,46.06911849975586,,16.172405242919922,38.380001068115234,20.293153762817383,61.252437591552734 -2016-06-13,22.300992965698242,4.400000095367432,35.762001037597656,72.8655776977539,11.319634437561035,22.420862197875977,128.2715606689453,24.293933868408203,35.83000946044922,49.99567413330078,89.5635757446289,113.6079330444336,23.403121948242188,41.470333099365234,46.21184539794922,,16.116268157958984,37.45000076293945,20.11914825439453,61.66769790649414 -2016-06-14,22.328487396240234,4.389999866485596,35.96500015258789,75.10610961914062,11.036643028259277,22.290950775146484,130.89456176757812,24.085081100463867,35.82551956176758,49.055328369140625,89.48749542236328,114.594970703125,23.571535110473633,41.136962890625,46.65683364868164,,16.19245147705078,37.189998626708984,20.23895263671875,61.55876541137695 -2016-06-15,22.25517463684082,4.420000076293945,35.7130012512207,75.70487213134766,11.103229522705078,22.420862197875977,131.53964233398438,24.110137939453125,35.85793685913086,48.968414306640625,88.75534057617188,114.25598907470703,23.43680763244629,41.01314926147461,46.472129821777344,,16.1563663482666,37.7599983215332,20.287450790405273,61.37499237060547 -2016-06-16,22.349105834960938,4.75,35.8754997253418,75.58898162841797,11.078261375427246,22.673038482666016,132.7527618408203,24.243810653686523,35.430992126464844,49.16596221923828,89.4590072631836,114.04661560058594,23.409852981567383,40.80360412597656,46.623252868652344,,16.2365665435791,36.41999816894531,20.338788986206055,62.096561431884766 -2016-06-17,21.840499877929688,5.260000228881836,35.31949996948242,74.36248779296875,11.153168678283691,23.15447425842285,132.5795135498047,24.41924476623535,34.50126647949219,49.21337127685547,88.7077865600586,112.68072509765625,23.052818298339844,42.1942024230957,46.43853759765625,,16.332807540893555,37.220001220703125,20.23895263671875,61.75618362426758 -2016-06-20,21.787805557250977,5.099999904632568,35.70050048828125,75.47310638427734,11.269695281982422,23.21560287475586,133.5759735107422,24.77012062072754,34.600528717041016,49.28449630737305,89.71572875976562,113.0296859741211,23.241443634033203,43.079994201660156,46.49732208251953,,16.352855682373047,38.11000061035156,20.2817440032959,62.028480529785156 -2016-06-21,21.97337532043457,5.449999809265137,35.79100036621094,75.927001953125,11.336277961730957,22.9710693359375,134.0526123046875,24.653162002563477,34.71175765991211,49.742801666259766,90.43839263916016,114.0366439819336,23.409852981567383,44.24201202392578,46.85834503173828,,16.469146728515625,38.36000061035156,20.384428024291992,62.307586669921875 -2016-06-22,21.890892028808594,5.019999980926514,35.529998779296875,76.03323364257812,11.32795524597168,22.963420867919922,133.3593292236328,24.494434356689453,34.78757095336914,49.55314636230469,89.43997192382812,113.56806182861328,23.221233367919922,43.28954315185547,46.6904182434082,,16.561378479003906,37.689998626708984,20.467159271240234,62.062522888183594 -2016-06-23,22.01690101623535,5.210000038146973,36.104000091552734,76.42918395996094,11.685858726501465,23.253816604614258,135.13577270507812,24.912145614624023,35.00752639770508,50.61201858520508,91.00890350341797,114.73455047607422,23.30207061767578,43.2800178527832,47.127017974853516,,16.793964385986328,38.31999969482422,20.566997528076172,62.49138259887695 -2016-06-24,21.398324966430664,4.880000114440918,34.948001861572266,73.67681121826172,10.820237159729004,23.03984260559082,129.20001220703125,23.68407440185547,33.67829132080078,47.095638275146484,86.97716522216797,111.7435531616211,22.884395599365234,41.26078414916992,45.909576416015625,,16.649599075317383,37.380001068115234,20.527063369750977,60.85081481933594 -2016-06-27,21.086742401123047,4.71999979019165,34.56800079345703,71.6873779296875,10.137730598449707,22.44379234313965,127.03366088867188,22.982328414916992,33.33114242553711,45.52315902709961,84.695068359375,108.64289093017578,22.769872665405273,40.47024154663086,45.07837677001953,,16.854110717773438,35.91999816894531,20.395843505859375,60.490028381347656 -2016-06-28,21.44185447692871,5.119999885559082,35.397499084472656,73.66715240478516,10.570540428161621,22.940502166748047,129.7199249267578,23.174474716186523,33.918697357177734,47.03243637084961,85.978759765625,112.36168670654297,23.201021194458008,42.40373611450195,46.052310943603516,,16.850099563598633,37.52000045776367,20.398696899414062,61.88553237915039 -2016-06-29,21.627426147460938,5.130000114440918,35.779998779296875,75.36686706542969,10.97838020324707,23.30730628967285,132.3628692626953,23.53370475769043,34.1217041015625,48.35995864868164,87.60475158691406,113.81731414794922,23.585012435913086,41.8989372253418,47.63917541503906,,17.058616638183594,39.75,20.66969108581543,62.9406623840332 -2016-06-30,21.902347564697266,5.139999866485596,35.78099822998047,76.80582427978516,11.044966697692871,23.383726119995117,136.39222717285156,23.64230728149414,34.520225524902344,49.10273742675781,83.73468780517578,113.93695068359375,23.719745635986328,41.08935546875,47.958221435546875,,17.327289581298828,40.130001068115234,20.829435348510742,63.8120002746582 -2016-07-01,21.968793869018555,5.070000171661377,36.284000396728516,76.92171478271484,10.903470993041992,23.964494705200195,136.43557739257812,24.135204315185547,34.87485122680664,48.78419876098633,84.4858627319336,113.84722137451172,23.962265014648438,42.36565017700195,47.849082946777344,,17.43155288696289,40.43000030517578,20.7695369720459,63.88009262084961 -2016-07-05,21.762592315673828,4.960000038146973,36.404998779296875,76.26500701904297,10.603829383850098,23.200321197509766,136.26223754882812,23.53370475769043,34.662376403808594,47.422454833984375,83.90583038330078,113.85718536376953,24.12394142150879,40.24164581298828,47.66436767578125,,17.3834285736084,39.20000076293945,20.863664627075195,63.32188034057617 -2016-07-06,21.88631820678711,5.039999961853027,36.88050079345703,75.9463119506836,10.703710556030273,23.406648635864258,137.51873779296875,23.72584342956543,34.80302810668945,47.9321174621582,82.74324798583984,116.34968566894531,24.157623291015625,40.97504425048828,47.6475715637207,,17.540327072143555,39.849998474121094,21.05764389038086,64.05024719238281 -2016-07-07,21.980249404907227,5.019999980926514,36.82849884033203,76.63199615478516,10.828557968139648,23.383726119995117,137.8653106689453,24.009891510009766,34.68282699584961,48.24269485473633,83.6771469116211,115.50223541259766,24.09699821472168,40.52738952636719,47.781917572021484,,17.214750289916992,40.52000045776367,20.974916458129883,63.281036376953125 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-2016-07-18,22.871463775634766,5.510000228881836,36.80350112915039,79.81895446777344,11.744119644165039,24.438283920288086,142.58790588378906,25.789331436157227,36.599117279052734,50.93434143066406,87.28874969482422,119.01167297363281,24.683082580566406,41.4893798828125,47.790321350097656,,17.438581466674805,41.689998626708984,21.063344955444336,64.54719543457031 -2016-07-19,22.88062858581543,5.409999847412109,36.997501373291016,79.93484497070312,11.868969917297363,24.216670989990234,142.674560546875,26.10679054260254,36.757728576660156,50.85470962524414,88.03203582763672,120.2479476928711,24.683082580566406,41.327457427978516,47.655967712402344,,17.406021118164062,41.91999816894531,21.012008666992188,64.30894470214844 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-2016-07-22,22.60341453552246,5.840000152587891,37.24300003051758,81.5959243774414,11.96884822845459,24.560550689697266,138.90513610839844,26.867021560668945,37.0460205078125,50.998046875,89.2518081665039,120.63677215576172,24.750452041625977,39.17489242553711,48.61311721801758,,17.544395446777344,42.849998474121094,20.98061752319336,63.99580001831055 -2016-07-25,22.300992965698242,6.699999809265137,36.980499267578125,80.34046936035156,11.96052360534668,24.812721252441406,137.08543395996094,26.783479690551758,36.897884368896484,50.8626594543457,88.62284088134766,121.26488494873047,24.777400970458984,39.07012176513672,48.655094146728516,,17.47520637512207,43.59000015258789,21.037670135498047,62.76367950439453 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-2016-08-03,24.236919403076172,6.300000190734863,37.731998443603516,80.80401611328125,12.052079200744629,25.531055450439453,134.87583923339844,25.263011932373047,38.564292907714844,51.491790771484375,90.60494995117188,122.14225006103516,23.971263885498047,38.708187103271484,47.131046295166016,,17.556602478027344,38.90999984741211,20.806615829467773,59.55742263793945 -2016-08-04,24.38664436340332,6.46999979019165,38.03850173950195,81.8470230102539,12.052079200744629,25.561614990234375,135.04910278320312,25.3465576171875,38.485984802246094,51.412147521972656,91.3958740234375,123.9866943359375,23.87615966796875,38.203372955322266,46.69294738769531,,17.53218650817871,38.95000076293945,20.90930938720703,59.55062484741211 -2016-08-05,24.75749969482422,6.610000133514404,38.29899978637695,81.69249725341797,12.526505470275879,26.172958374023438,135.5257110595703,25.730850219726562,39.01518630981445,52.79780578613281,92.32025909423828,124.7743148803711,24.073143005371094,38.10813522338867,47.09735870361328,,17.564743041992188,40.029998779296875,21.040523529052734,59.60506820678711 -2016-08-08,24.962509155273438,6.679999828338623,38.327999114990234,82.08846282958984,12.593091011047363,26.088903427124023,135.4823455810547,25.797687530517578,38.992244720458984,52.63851547241211,92.22492980957031,124.88398742675781,23.726720809936523,38.75580978393555,46.642398834228516,,17.471139907836914,39.7400016784668,20.920713424682617,60.30622863769531 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-2016-08-11,24.861160278320312,6.579999923706055,38.5620002746582,88.6265640258789,12.385009765625,26.455699920654297,135.56903076171875,26.52450180053711,39.1463623046875,52.12884521484375,91.98673248291016,124.52507019042969,23.87615966796875,36.67942810058594,46.73507308959961,,17.658344268798828,40.939998626708984,21.196046829223633,59.53667068481445 -2016-08-12,24.918745040893555,6.730000019073486,38.62799835205078,94.88460540771484,12.409979820251465,26.64674186706543,135.3523406982422,26.374120712280273,39.065059661865234,52.01737976074219,91.59602355957031,124.505126953125,23.76068115234375,36.90802001953125,46.73507308959961,,17.61358070373535,41.09000015258789,21.22189712524414,60.312461853027344 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-2016-08-19,25.190555572509766,7.619999885559082,37.865501403808594,93.54222106933594,12.668001174926758,24.90443229675293,135.39569091796875,26.591333389282227,38.67601776123047,52.4473991394043,90.73835754394531,123.18909454345703,23.76068115234375,38.479591369628906,46.28852462768555,,16.689762115478516,43.0099983215332,20.91171646118164,60.27814865112305 -2016-08-22,24.994754791259766,7.579999923706055,37.9739990234375,92.37367248535156,12.634708404541016,25.064903259277344,135.69900512695312,26.6247501373291,38.512916564941406,52.39962387084961,91.28153228759766,123.7773208618164,23.665590286254883,37.55570602416992,47.055233001708984,,16.64906120300293,42.97999954223633,20.88011360168457,60.4085578918457 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-2016-08-25,24.77823829650879,7.46999979019165,37.96099853515625,90.72223663330078,12.926025390625,30.1925106048584,135.222412109375,26.349058151245117,38.37625503540039,52.61463928222656,91.0909423828125,123.51809692382812,23.61803436279297,38.212894439697266,48.26847457885742,,16.71417808532715,42.22999954223633,20.45504379272461,60.04471206665039 -2016-08-26,24.633121490478516,7.670000076293945,38.45000076293945,91.80387878417969,13.142424583435059,30.169580459594727,135.3090362548828,26.34071159362793,38.38274002075195,52.734073638916016,91.92952728271484,124.58489227294922,23.65200424194336,37.7652473449707,48.26847457885742,,16.555465698242188,42.119998931884766,20.43207359313965,59.91425323486328 -2016-08-29,24.6054744720459,7.590000152587891,38.56449890136719,91.63003540039062,13.184043884277344,29.818069458007812,135.87228393554688,26.574617385864258,38.512916564941406,53.315406799316406,92.22492980957031,126.16014862060547,23.8489933013916,37.88905715942383,47.85563659667969,,16.685691833496094,42.11000061035156,20.506746292114258,60.30559158325195 -2016-08-30,24.416589736938477,7.489999771118164,38.37900161743164,92.71167755126953,13.475358009338379,29.72637176513672,135.91563415527344,26.457660675048828,38.360294342041016,53.75341796875,92.52034759521484,125.46224975585938,23.69275665283203,37.831912994384766,47.51862716674805,,16.640926361083984,41.560001373291016,20.48089599609375,60.08589553833008 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-2016-09-09,23.7554988861084,5.900000095367432,38.00699996948242,96.20767974853516,13.161783218383789,28.384685516357422,130.45648193359375,25.76837158203125,37.889949798583984,53.076515197753906,93.53047180175781,126.71846008300781,23.162935256958008,40.23211669921875,45.79144287109375,,16.160703659057617,38.36000061035156,20.190818786621094,59.61903762817383 -2016-09-12,24.287601470947266,5.940000057220459,38.574501037597656,97.34725952148438,13.295574188232422,28.708026885986328,132.10293579101562,26.36016845703125,38.35680389404297,53.403018951416016,95.39822387695312,128.30369567871094,23.536531448364258,40.879798889160156,46.09475326538086,,16.567672729492188,39.2599983215332,20.661840438842773,59.92798614501953 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-2016-09-27,26.049741744995117,6.539999961853027,40.80550003051758,104.55172729492188,12.785494804382324,29.44708824157715,130.47032165527344,26.715246200561523,39.054588317871094,52.84558868408203,96.6751708984375,128.30369567871094,22.979534149169922,35.22964096069336,45.65663146972656,,16.872896194458008,39.189998626708984,20.773845672607422,57.147518157958984 -2016-09-28,26.247833251953125,6.590000152587891,41.43600082397461,105.02494812011719,12.860749244689941,29.008262634277344,130.55767822265625,26.968868255615234,38.98226547241211,53.124298095703125,96.73231506347656,128.84205627441406,23.08821678161621,36.801971435546875,45.47970199584961,,16.62464141845703,39.380001068115234,20.61875343322754,59.660255432128906 -2016-09-29,25.840126037597656,6.670000076293945,41.45249938964844,101.93456268310547,12.676786422729492,28.8004150390625,128.9420928955078,26.61379051208496,38.65557098388672,52.2801628112793,95.87466430664062,127.70549011230469,22.633106231689453,35.7918815612793,45.033164978027344,,16.57581329345703,38.599998474121094,20.314313888549805,59.358150482177734 -2016-09-30,26.04052734375,6.909999847412109,41.865501403808594,102.16633605957031,13.08652400970459,29.393199920654297,129.3350372314453,26.858964920043945,38.769290924072266,53.028717041015625,96.98008728027344,127.88495635986328,23.006702423095703,36.92585372924805,45.614505767822266,,16.5269775390625,38.68000030517578,20.71353530883789,59.92110824584961 -2016-10-03,25.918445587158203,6.949999809265137,41.83700180053711,101.77037811279297,13.069801330566406,29.393199920654297,129.4224090576172,27.08722686767578,38.53336715698242,52.96501922607422,97.08487701416016,128.38345336914062,22.877639770507812,37.26890563964844,45.36174011230469,,16.592086791992188,38.630001068115234,20.68194007873535,59.76321792602539 -2016-10-04,26.029006958007812,6.96999979019165,41.701499938964844,101.83798217773438,13.211953163146973,29.239229202270508,128.8110809326172,27.19713020324707,38.72639083862305,53.422237396240234,96.45594024658203,127.8051986694336,22.904813766479492,37.211734771728516,45.10057067871094,,16.238027572631836,38.4900016784668,20.607269287109375,59.213985443115234 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-2016-10-07,26.273174285888672,6.75,41.971500396728516,102.369140625,13.487899780273438,29.947500228881836,126.97713470458984,27.340850830078125,38.65906524658203,54.63345718383789,97.6207504272461,128.60279846191406,22.79613494873047,37.41184616088867,45.04158020019531,,16.07488441467285,37.779998779296875,19.731279373168945,59.550384521484375 -2016-10-10,26.731563568115234,6.840000152587891,42.08549880981445,104.69659423828125,13.63005542755127,29.9552001953125,126.01654815673828,27.18022918701172,39.20073318481445,55.05858612060547,98.00261688232422,129.8490447998047,22.830095291137695,37.392791748046875,44.90678405761719,,16.13278579711914,38.279998779296875,19.524490356445312,60.71751403808594 -2016-10-11,26.78914451599121,6.5,41.54999923706055,101.62551879882812,13.471175193786621,29.50868034362793,126.27852630615234,26.96041488647461,39.057579040527344,54.79388427734375,96.76151275634766,128.4931182861328,22.504043579101562,36.954437255859375,44.58662033081055,,16.170007705688477,38.119998931884766,19.35504150390625,60.23693084716797 -2016-10-12,27.02870750427246,6.619999885559082,41.704498291015625,100.07067108154297,13.404279708862305,30.61727523803711,126.19115447998047,26.782875061035156,39.2107048034668,54.64950942993164,96.77103424072266,128.66261291503906,22.46329116821289,36.24927520751953,44.78883743286133,,16.26512336730957,38.52000045776367,19.375137329101562,59.818153381347656 -2016-10-13,26.945789337158203,6.489999771118164,41.4640007019043,98.65101623535156,13.237037658691406,30.663471221923828,125.62355041503906,26.6391544342041,38.814178466796875,54.336669921875,96.09318542480469,127.4363021850586,22.252721786499023,37.554786682128906,44.611907958984375,,16.28166389465332,38.18000030517578,19.596290588378906,59.42679977416992 -2016-10-14,27.09549903869629,6.75,41.14799880981445,98.36129760742188,13.379193305969238,30.26313591003418,126.14752960205078,26.943506240844727,38.83113479614258,54.16020965576172,96.31275939941406,127.49612426757812,22.184791564941406,36.192100524902344,44.72142028808594,,16.219633102416992,38.4900016784668,19.65947723388672,59.41309356689453 -2016-10-17,27.07707977294922,6.670000076293945,40.647499084472656,99.31737518310547,13.421002388000488,30.38632583618164,125.97284698486328,26.681428909301758,38.9024658203125,53.879459381103516,96.28411865234375,127.15714263916016,22.07611083984375,35.972930908203125,44.45180892944336,,16.24030876159668,37.630001068115234,19.593421936035156,59.41309356689453 -2016-10-18,27.058652877807617,6.730000019073486,40.88249969482422,99.80024719238281,13.596602439880371,30.347822189331055,126.54053497314453,26.546159744262695,39.66558837890625,54.30459213256836,97.12429809570312,128.18405151367188,22.205169677734375,36.27786636352539,44.325435638427734,,16.277530670166016,38.29999923706055,19.780107498168945,59.57099914550781 -2016-10-19,26.97803497314453,6.769999980926514,40.884498596191406,100.37004089355469,13.772205352783203,30.44790267944336,126.88985443115234,26.926599502563477,39.97682571411133,54.82597351074219,98.07898712158203,129.71942138671875,22.1440372467041,36.420806884765625,44.780399322509766,,16.285802841186523,38.81999969482422,19.78585433959961,59.84560012817383 -2016-10-20,26.964210510253906,6.960000038146973,40.51599884033203,100.29278564453125,13.84746265411377,30.394014358520508,126.93348693847656,26.842058181762695,39.750877380371094,54.7537841796875,97.9071273803711,129.60975646972656,22.10328483581543,36.77339172363281,45.1511116027832,,15.983902931213379,38.40999984741211,19.739898681640625,59.873069763183594 -2016-10-21,26.85824966430664,6.519999980926514,40.949501037597656,100.37970733642578,13.939447402954102,30.378612518310547,126.54053497314453,27.08722686767578,39.87058639526367,54.93827438354492,98.19355773925781,131.67355346679688,21.858745574951172,35.448822021484375,45.184818267822266,,15.504182815551758,37.939998626708984,19.627883911132812,59.4680061340332 -2016-10-24,27.100114822387695,7.010000228881836,41.90449905395508,100.92051696777344,14.0230712890625,30.378612518310547,126.27852630615234,27.88192367553711,40.55590057373047,55.24308776855469,98.5181655883789,132.87991333007812,21.82478141784668,34.4482421875,45.64820098876953,,15.243640899658203,37.900001525878906,19.872013092041016,59.6671142578125 -2016-10-25,27.23832130432129,7.5,41.75899887084961,100.65011596679688,13.9812593460083,30.224641799926758,125.09957122802734,26.715246200561523,40.284568786621094,55.186946868896484,98.22221374511719,131.89288330078125,21.926671981811523,34.20048141479492,45.21851348876953,,15.177474021911621,32.88999938964844,19.92083740234375,59.53667068481445 -2016-10-26,26.625600814819336,7.289999961853027,41.12950134277344,99.25943756103516,14.10668659210205,30.247737884521484,126.06017303466797,26.698335647583008,39.855621337890625,55.451637268066406,98.54682159423828,130.64663696289062,22.008176803588867,33.30473709106445,45.184818267822266,,15.065812110900879,31.809999465942383,19.98689842224121,59.790679931640625 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-2018-04-09,40.167545318603516,9.529999732971191,70.30400085449219,164.05137634277344,25.56162452697754,55.78839111328125,58.82987594604492,34.00684356689453,50.64811325073242,91.50997161865234,164.32876586914062,157.45591735839844,25.518218994140625,13.351471900939941,50.88242721557617,,16.090747833251953,16.639999389648438,25.755603790283203,54.38077926635742 -2018-04-10,40.92340850830078,9.979999542236328,71.81099700927734,171.0337371826172,26.08363914489746,57.30656433105469,59.83865737915039,35.12153625488281,51.45563507080078,93.25895690917969,168.55421447753906,164.5445556640625,25.87084197998047,14.166170120239258,51.49786376953125,,16.38355827331543,16.81999969482422,25.806350708007812,55.978694915771484 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-2018-04-13,41.27301025390625,9.930000305175781,71.53949737548828,166.1470489501953,25.501720428466797,56.83512878417969,61.856201171875,34.81590270996094,51.337425231933594,91.4271011352539,168.12008666992188,164.02613830566406,26.137109756469727,14.03198528289795,51.35050582885742,,16.077024459838867,16.489999771118164,25.67798614501953,56.537986755371094 -2018-04-16,41.53047561645508,10.09000015258789,72.07499694824219,168.71592712402344,25.61297035217285,57.458370208740234,61.12255096435547,35.211421966552734,51.77185821533203,91.35248565673828,167.73422241210938,164.33522033691406,26.28822898864746,13.897797584533691,51.515201568603516,,16.30577850341797,16.450000762939453,25.92276954650879,57.04641342163086 -2018-04-17,42.102108001708984,10.520000457763672,75.19149780273438,172.57891845703125,25.70710563659668,58.12956619262695,63.2318115234375,35.25637435913086,53.5764274597168,91.35248565673828,172.04644775390625,168.15370178222656,26.144304275512695,13.571919441223145,51.8619384765625,,16.177675247192383,16.350000381469727,26.239192962646484,56.893898010253906 -2018-04-18,42.00761795043945,10.359999656677246,76.39199829101562,176.42257690429688,25.27066421508789,60.24699783325195,62.63572692871094,34.99567413330078,53.47268295288086,90.61477661132812,173.12689208984375,165.86061096191406,26.25944709777832,13.926552772521973,51.57589340209961,,16.109052658081055,16.100000381469727,26.140687942504883,57.54033660888672 -2018-04-19,40.817134857177734,10.109999656677246,77.84549713134766,175.17677307128906,25.826915740966797,58.600982666015625,64.14887237548828,33.952911376953125,54.251766204833984,92.60413360595703,172.69285583496094,167.59539794921875,26.28822898864746,13.648595809936523,51.33317184448242,,15.930622100830078,16.079999923706055,26.236207962036133,57.68559265136719 -2018-04-20,39.144744873046875,9.989999771118164,76.37449645996094,172.97488403320312,25.895370483398438,57.77001953125,66.67080688476562,33.80908203125,53.51657485961914,92.39688110351562,170.83096313476562,165.78085327148438,26.36019515991211,13.121438980102539,50.2756462097168,,15.861992835998535,16.100000381469727,25.964563369750977,57.38052749633789 -2018-04-23,39.03137969970703,10.039999961853027,75.89299774169922,169.55615234375,25.94671630859375,58.72882080078125,66.5791015625,33.88099670410156,53.24174880981445,91.94928741455078,169.23915100097656,165.3421630859375,26.482532501220703,13.121438980102539,50.41434097290039,,15.962650299072266,16.729999542236328,25.70186996459961,57.7945556640625 -2018-04-24,38.488094329833984,10.09000015258789,73.00450134277344,167.1610870361328,25.835466384887695,58.465152740478516,67.31273651123047,34.09674835205078,50.874061584472656,91.51827239990234,167.1264190673828,159.21063232421875,26.669633865356445,12.872237205505371,50.11094665527344,,16.012971878051758,16.959999084472656,25.830228805541992,56.908424377441406 -2018-04-25,38.65578842163086,9.710000038146973,73.00849914550781,164.38938903808594,25.792680740356445,59.431968688964844,64.42399597167969,34.258548736572266,50.93391418457031,91.17012786865234,166.38360595703125,159.21063232421875,26.39617347717285,12.977667808532715,50.024261474609375,,16.104476928710938,16.440000534057617,26.021276473999023,57.743690490722656 -2018-04-26,38.79043960571289,11.039999961853027,75.89800262451172,167.94334411621094,25.732772827148438,60.42279815673828,65.93716430664062,34.384403228759766,51.874603271484375,91.26129150390625,171.87283325195312,173.63720703125,26.518510818481445,13.562333106994629,51.47187042236328,,15.143697738647461,16.90999984741211,26.25113296508789,58.73151779174805 -2018-04-27,38.34164810180664,11.109999656677246,78.63099670410156,171.0916748046875,25.801239013671875,61.557395935058594,65.93716430664062,33.84503936767578,51.37632751464844,90.68108367919922,169.73110961914062,173.06890869140625,26.6264591217041,13.32271671295166,50.58769989013672,,15.116249084472656,17.829999923706055,26.057098388671875,56.501686096191406 -2018-04-30,39.03608703613281,10.880000114440918,78.30650329589844,172.4243927001953,25.604412078857422,61.149906158447266,64.51570892333984,33.02700424194336,50.741886138916016,90.16717529296875,171.9789276123047,171.4836883544922,26.34579849243164,13.274795532226562,49.90290832519531,,14.960691452026367,17.760000228881836,26.406362533569336,56.47260665893555 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-2018-05-07,43.73667526245117,11.59000015258789,80.00700378417969,188.6586151123047,25.364795684814453,60.32688903808594,64.51570892333984,32.667423248291016,52.610294342041016,90.65620422363281,182.4267578125,177.43577575683594,25.136816024780273,13.533580780029297,49.79890060424805,,14.658736228942871,17.8700008392334,25.51380729675293,56.465362548828125 -2018-05-08,43.94689178466797,11.609999656677246,79.61949920654297,189.58570861816406,25.61297035217285,60.43076705932617,65.43275451660156,32.65843963623047,52.566402435302734,91.9990234375,183.80628967285156,178.38290405273438,25.172800064086914,13.763611793518066,49.989601135253906,,14.503181457519531,18.31999969482422,25.594406127929688,56.719566345214844 -2018-05-09,44.25632858276367,11.949999809265137,80.4000015258789,188.73585510253906,26.28902244567871,60.90220260620117,67.03765106201172,32.6045036315918,54.005374908447266,94.00496673583984,183.9027862548828,182.11167907714844,25.309526443481445,14.175755500793457,49.70204544067383,,14.365923881530762,18.290000915527344,24.794389724731445,58.0560302734375 -2018-05-10,44.88938522338867,12.130000114440918,80.4540023803711,189.24771118164062,26.43450164794922,61.38960647583008,67.35861206054688,33.40456008911133,54.74406051635742,94.73438262939453,186.23731994628906,184.9730682373047,25.46212387084961,14.147001266479492,50.233577728271484,,14.585532188415527,18.559999465942383,24.839454650878906,59.356170654296875 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-2018-05-25,44.71628189086914,13.539999961853027,80.50749969482422,192.37672424316406,25.809795379638672,54.693729400634766,67.08349609375,34.429351806640625,53.651241302490234,91.72547912597656,184.4237060546875,184.3649139404297,25.927194595336914,14.568726539611816,50.46883773803711,,14.873766899108887,20.850000381469727,24.77036476135254,57.749366760253906 -2018-05-29,44.55504608154297,13.359999656677246,80.64350128173828,191.21783447265625,24.782882690429688,54.47797775268555,65.02009582519531,33.60232925415039,52.8861198425293,87.8048095703125,182.84158325195312,185.1824493408203,25.94171905517578,14.472880363464355,49.867610931396484,,14.791412353515625,20.65999984741211,24.752342224121094,57.53658676147461 -2018-05-30,44.4601936340332,13.819999694824219,81.24449920654297,191.19850158691406,25.236434936523438,55.61259841918945,64.9742431640625,34.00684356689453,53.25920104980469,89.81073760986328,184.99288940429688,187.1066436767578,26.196054458618164,15.038375854492188,50.085453033447266,,14.901214599609375,21.399999618530273,25.269012451171875,59.796390533447266 -2018-05-31,44.31081008911133,13.729999542236328,81.48100280761719,191.2274932861328,24.952880859375,54.53392028808594,64.56156158447266,38.38468933105469,54.116600036621094,88.70001983642578,183.41075134277344,191.2042999267578,26.108850479125977,15.182147026062012,49.37965393066406,,14.78683853149414,20.899999618530273,24.794387817382812,59.60561752319336 -2018-06-01,45.10990905761719,14.399999618530273,82.0770034790039,197.3406524658203,25.2622127532959,55.01333236694336,64.65326690673828,38.83415222167969,55.83787155151367,89.85218048095703,188.47547912597656,193.4076690673828,26.341381072998047,15.699716567993164,49.58876419067383,,14.85546588897705,21.360000610351562,24.929567337036133,60.03852462768555 -2018-06-04,45.4869270324707,14.850000381469727,83.26349639892578,201.79275512695312,25.2622127532959,55.82036590576172,62.86498260498047,39.355533599853516,56.824947357177734,89.89361572265625,190.752197265625,192.69979858398438,26.486711502075195,14.971283912658691,49.72819519042969,,14.828017234802246,22.709999084472656,25.65952491760254,59.40753936767578 -2018-06-05,45.837860107421875,14.850000381469727,84.81749725341797,201.2326202392578,25.021621704101562,57.3385124206543,63.27766418457031,39.022926330566406,56.843406677246094,89.38798522949219,192.32467651367188,192.36082458496094,26.47945213317871,15.172560691833496,48.51700973510742,,14.9515380859375,23.530000686645508,25.41921043395996,59.194759368896484 -2018-06-06,45.996734619140625,15.670000076293945,84.7874984741211,201.16502380371094,25.8121395111084,57.17870330810547,62.54399490356445,39.490379333496094,56.704742431640625,91.47684478759766,196.03883361816406,190.765625,26.43585205078125,15.124640464782715,49.8153190612793,,15.271799087524414,24.25,25.40118408203125,60.207252502441406 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-2018-06-13,45.21897888183594,16.31999969482422,85.24299621582031,199.5425567626953,25.640287399291992,58.89497756958008,63.69033432006836,40.30647277832031,56.600494384765625,91.153564453125,192.3728790283203,191.83242797851562,26.319583892822266,15.929753303527832,48.978824615478516,,14.741084098815918,23.6200008392334,25.26000213623047,59.80372619628906 -2018-06-14,45.24270248413086,16.25,86.19300079345703,203.6373291015625,25.3481388092041,58.94321060180664,62.54399490356445,39.50851821899414,57.464874267578125,89.54548645019531,192.27642822265625,196.2191925048828,26.27597999572754,15.49792194366455,49.68462371826172,,14.878342628479004,23.469999313354492,25.16988754272461,60.0825309753418 -2018-06-15,44.77793502807617,16.34000015258789,85.79850006103516,200.8752899169922,25.159101486206055,60.14103317260742,61.52627944946289,39.81682205200195,57.471858978271484,89.4377212524414,192.48866271972656,195.26210021972656,26.421321868896484,15.334786415100098,49.76304244995117,,15.166571617126465,23.209999084472656,25.142850875854492,59.18008804321289 -2018-06-18,44.75422286987305,17.110000610351562,86.18949890136719,201.42578125,25.2622127532959,61.949867248535156,61.063682556152344,39.85309600830078,58.52926254272461,89.66980743408203,194.03219604492188,197.71469116210938,26.27597999572754,15.709039688110352,49.85889434814453,,14.727360725402832,23.309999465942383,24.93257713317871,59.29747772216797 -2018-06-19,44.031005859375,16.690000534057617,86.73899841308594,197.42758178710938,25.14192008972168,61.42730712890625,59.907161712646484,38.320621490478516,58.259925842285156,89.14764404296875,192.64300537109375,196.8971710205078,26.319583892822266,15.948945999145508,50.0418815612793,,14.818860054016113,22.6200008392334,25.115814208984375,59.20943069458008 -2018-06-20,44.22307586669922,16.520000457763672,87.50399780273438,199.16592407226562,25.12472915649414,60.985172271728516,59.58333206176758,38.03953170776367,58.34870529174805,89.13932800292969,194.42771911621094,201.3936309814453,26.493988037109375,16.35198974609375,45.50211715698242,,14.640432357788086,23.110000610351562,25.115814208984375,59.02600860595703 -2018-06-21,43.976470947265625,15.649999618530273,86.51100158691406,195.28363037109375,25.167695999145508,62.08654022216797,59.028221130371094,37.28689193725586,57.7411994934082,89.11449432373047,193.69451904296875,200.89512634277344,26.377716064453125,16.160062789916992,44.10795211791992,,14.457427978515625,22.760000228881836,25.296051025390625,58.46839141845703 -2018-06-22,43.848419189453125,15.800000190734863,85.78350067138672,195.09046936035156,24.909915924072266,61.30672073364258,60.36977767944336,37.404781341552734,57.63246154785156,87.65557861328125,194.369873046875,201.1343994140625,26.530311584472656,16.198444366455078,44.64820098876953,,14.49860668182373,22.3799991607666,25.479290008544922,59.70835494995117 -2018-06-25,43.19633483886719,15.109999656677246,83.15750122070312,184.69903564453125,24.47168731689453,60.38221740722656,58.98196792602539,36.824432373046875,56.10272216796875,86.85989379882812,188.0991973876953,195.76058959960938,26.43585205078125,15.929753303527832,44.14280700683594,,14.507753372192383,22.309999465942383,25.974933624267578,58.50507736206055 -2018-06-26,43.73223114013672,15.5,84.55449676513672,184.8632049560547,24.523250579833984,61.51573181152344,63.561737060546875,37.1871452331543,55.7859992980957,86.91790008544922,189.52700805664062,198.40261840820312,26.43585205078125,16.30400276184082,43.89883041381836,,14.46657943725586,22.600000381469727,25.827743530273438,59.165409088134766 -2018-06-27,43.668216705322266,14.970000267028809,83.02549743652344,178.6824493408203,24.265470504760742,59.55418014526367,64.57947540283203,36.6068115234375,55.06377410888672,85.57508850097656,186.36276245117188,195.2521209716797,26.31231117248535,15.97773551940918,43.42830276489258,,14.480303764343262,22.809999465942383,26.101104736328125,59.9504508972168 -2018-06-28,43.9859619140625,15.3100004196167,85.07250213623047,181.92735290527344,24.634950637817383,60.28574752807617,63.97807693481445,36.74282455444336,55.57451629638672,86.97591400146484,190.1443634033203,195.6409454345703,26.421321868896484,16.30400276184082,42.2955436706543,,14.727360725402832,23.40999984741211,25.791696548461914,60.1412467956543 -2018-06-29,43.89347839355469,14.989999771118164,84.98999786376953,179.1749725341797,24.222509384155273,59.95613479614258,62.96036911010742,35.727237701416016,55.64584732055664,86.3708267211914,189.5849151611328,193.7366943359375,26.363183975219727,16.05450439453125,42.56565475463867,,14.690754890441895,22.479999542236328,25.728614807128906,60.6988525390625 -2018-07-02,44.38431930541992,15.15999984741211,85.68900299072266,179.97654724121094,24.299840927124023,59.77124786376953,61.850101470947266,35.81790542602539,56.234901428222656,87.10023498535156,190.69432067871094,196.76756286621094,26.399518966674805,16.05450439453125,42.74863815307617,,14.736507415771484,22.520000457763672,25.232967376708984,59.98716354370117 -2018-07-03,43.611305236816406,15.0,84.697998046875,178.4216766357422,23.87021255493164,59.192413330078125,61.850101470947266,35.33730697631836,55.00940704345703,85.88179016113281,189.36302185058594,192.15145874023438,26.41404914855957,16.160062789916992,42.49595642089844,,14.965270042419434,22.520000457763672,25.365142822265625,60.339332580566406 -2018-07-05,43.96223449707031,15.5,84.98650360107422,180.47872924804688,23.990510940551758,59.28085708618164,62.12767028808594,35.79069900512695,56.07578659057617,86.44017791748047,191.85191345214844,197.8542938232422,26.79191017150879,15.968137741088867,42.35653305053711,,14.91494369506836,22.06999969482422,25.404191970825195,60.390689849853516 -2018-07-06,44.57163619995117,16.360000610351562,85.53150177001953,185.68409729003906,24.085023880004883,59.714969635009766,64.07059478759766,35.50959396362305,56.868839263916016,86.72350311279297,192.7213134765625,202.61993408203125,26.966312408447266,16.380775451660156,42.678932189941406,,14.9515380859375,22.260000228881836,25.386165618896484,60.405357360839844 -2018-07-09,45.19051742553711,16.610000610351562,86.95099639892578,186.1476593017578,24.96147346496582,60.46260452270508,64.5331802368164,36.04460525512695,57.56113815307617,89.40705871582031,194.08326721191406,204.1254119873047,27.002639770507812,16.831798553466797,43.480587005615234,,15.01318359375,22.280000686645508,25.81272315979004,60.82356643676758 -2018-07-10,45.13599395751953,16.549999237060547,87.15350341796875,185.9545135498047,24.772436141967773,60.864566802978516,65.55095672607422,36.352909088134766,57.50078582763672,88.85700225830078,194.65316772460938,202.9290008544922,27.198843002319336,16.313602447509766,43.933685302734375,,15.17662239074707,22.56999969482422,26.197227478027344,61.38117218017578 -2018-07-11,44.55030822753906,16.270000457763672,87.75,181.00022888183594,24.643543243408203,59.714969635009766,64.71822357177734,35.63654708862305,57.55365753173828,88.66535186767578,196.8940887451172,201.9320068359375,27.038976669311523,15.929753303527832,43.6897087097168,,14.882429122924805,22.190000534057617,25.992961883544922,60.59612274169922 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-2018-07-18,45.14785385131836,16.850000381469727,92.14600372314453,184.25479125976562,25.889467239379883,61.379058837890625,63.60799026489258,36.15341567993164,59.64751434326172,92.94900512695312,201.26004028320312,208.73153686523438,27.36597442626953,15.49792194366455,44.56977081298828,,14.807713508605957,21.809999465942383,26.455562591552734,60.324642181396484 -2018-07-19,45.49878692626953,16.709999084472656,90.64849853515625,180.9229736328125,25.49420928955078,62.68946075439453,63.51546859741211,35.64562225341797,59.202606201171875,91.58224487304688,199.03842163085938,207.46536254882812,27.147972106933594,15.785809516906738,44.73532485961914,,14.602243423461914,22.100000381469727,26.350425720214844,60.17057800292969 -2018-07-20,45.39445495605469,16.5,90.68499755859375,180.83604431152344,25.889467239379883,61.18614196777344,60.69359588623047,35.727237701416016,59.10036087036133,92.74064636230469,199.6663055419922,209.30979919433594,27.126171112060547,15.661059379577637,44.36064529418945,,14.522862434387207,21.610000610351562,26.452564239501953,59.7230110168457 -2018-07-23,45.43476486206055,16.65999984741211,90.0999984741211,180.63323974609375,26.422208786010742,61.419281005859375,60.09219741821289,35.60934829711914,60.12733840942383,94.4657974243164,200.7577667236328,210.27688598632812,27.038976669311523,15.421152114868164,44.60462188720703,,14.476167678833008,21.389999389648438,26.32339096069336,59.7230110168457 -2018-07-24,45.76435852050781,16.190000534057617,91.46199798583984,182.52610778808594,26.490949630737305,60.49477005004883,60.69359588623047,35.79976272583008,62.251121520996094,95.13251495361328,202.43850708007812,214.02560424804688,27.395036697387695,15.334786415100098,44.58720016479492,,14.793705940246582,20.610000610351562,26.422517776489258,60.90426254272461 -2018-07-25,46.195926666259766,16.049999237060547,93.18049621582031,191.19850158691406,26.697172164916992,60.551048278808594,60.64733123779297,34.14035415649414,63.03021240234375,95.99092864990234,206.86244201660156,216.84710693359375,27.605772018432617,15.258014678955078,44.979305267333984,,14.125931739807129,21.079999923706055,26.404495239257812,61.32982635498047 -2018-07-26,46.05127716064453,18.350000381469727,90.4000015258789,187.52867126464844,26.585472106933594,61.105743408203125,60.832374572753906,33.324256896972656,63.26114273071289,95.71589660644531,200.30384826660156,175.7308807373047,27.72930335998535,15.248422622680664,44.831172943115234,,14.172630310058594,22.040000915527344,26.503629684448242,61.80670928955078 -2018-07-27,45.28538513183594,18.940000534057617,90.8635025024414,182.9317169189453,26.688581466674805,60.036537170410156,60.41603088378906,34.03153991699219,61.773292541503906,96.69929504394531,196.0247344970703,174.36500549316406,27.910966873168945,13.88575267791748,45.44112014770508,,14.513524055480957,20.600000381469727,26.473588943481445,60.10454559326172 -2018-07-30,45.031654357910156,19.420000076293945,88.96099853515625,178.4893035888672,26.903398513793945,59.84360122680664,60.87863540649414,34.15849304199219,60.83759307861328,97.2826919555664,191.12750244140625,170.54649353027344,28.04176902770996,13.981717109680176,45.22328567504883,,14.94313907623291,20.110000610351562,26.69887924194336,59.972469329833984 -2018-07-31,45.12175750732422,18.329999923706055,88.87200164794922,180.8167266845703,26.533912658691406,60.31789779663086,63.052879333496094,34.37611770629883,60.713897705078125,95.79922485351562,191.2530517578125,172.0619354248047,29.01549530029297,14.80699348449707,45.6502571105957,,14.92912769317627,19.969999313354492,26.804018020629883,59.80372619628906 -2018-08-01,47.7798957824707,18.479999542236328,89.8584976196289,178.92388916015625,26.85183334350586,60.197330474853516,61.24871063232422,33.67789077758789,60.8510627746582,96.39094543457031,194.3440704345703,171.13473510742188,29.262554168701172,14.759013175964355,45.249427795410156,,14.896441459655762,19.09000015258789,26.506629943847656,58.98200607299805 -2018-08-02,49.176536560058594,18.790000915527344,91.71649932861328,176.34535217285156,26.877622604370117,61.03339767456055,60.924896240234375,33.20637130737305,61.15730667114258,96.79931640625,195.12646484375,175.84056091308594,29.05735969543457,14.643855094909668,45.03158950805664,,14.873088836669922,19.610000610351562,26.6628360748291,58.62981033325195 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-2018-08-17,51.77374267578125,19.770000457763672,94.11100006103516,166.8616943359375,26.413623809814453,63.09141159057617,56.900245666503906,32.98873519897461,59.90089416503906,95.64923858642578,196.28555297851562,173.2782745361328,30.845502853393555,14.26000690460205,46.99464797973633,,15.424118041992188,20.489999771118164,29.56412124633789,58.0114631652832 -2018-08-20,51.26927947998047,19.979999542236328,93.83550262451172,170.25146484375,26.52532196044922,63.81493377685547,56.900245666503906,33.342384338378906,60.24055862426758,95.52420806884766,197.77310180664062,171.98216247558594,31.021387100219727,14.355971336364746,47.31052017211914,,15.461478233337402,21.209999084472656,29.005170822143555,58.419151306152344 -2018-08-21,51.16933059692383,20.399999618530273,94.1709976196289,171.8256378173828,26.654211044311523,65.46297454833984,58.42683029174805,33.46933364868164,59.933815002441406,96.10759735107422,196.16966247558594,172.10182189941406,30.89679718017578,15.123669624328613,47.38071060180664,,15.596901893615723,21.649999618530273,29.02933692932129,58.433963775634766 -2018-08-22,51.17171096801758,20.899999618530273,95.24500274658203,171.75804138183594,26.619842529296875,65.07710266113281,57.68667221069336,32.762054443359375,60.2186164855957,95.8158950805664,197.34808349609375,173.11874389648438,30.83083724975586,15.73782730102539,46.345359802246094,,15.260677337646484,21.639999389648438,28.905458450317383,59.271610260009766 -2018-08-23,51.27642059326172,22.290000915527344,95.1449966430664,166.33053588867188,26.499547958374023,66.40354919433594,58.0104866027832,32.34492874145508,60.12135314941406,95.61589813232422,198.22708129882812,172.3809814453125,30.926116943359375,15.862578392028809,46.2049674987793,,15.171957015991211,21.739999771118164,28.757413864135742,58.61929702758789 -2018-08-24,51.435855865478516,23.979999542236328,95.26950073242188,168.2620391845703,26.542503356933594,65.98551940917969,57.8254508972168,32.59883499145508,60.88298416137695,95.5741958618164,202.2646026611328,174.12571716308594,31.07268714904785,15.987332344055176,46.283935546875,,15.241995811462402,21.5,28.687929153442383,59.01958084106445 -2018-08-27,51.859405517578125,25.260000228881836,96.38400268554688,174.46212768554688,26.903398513793945,65.64788818359375,59.0744743347168,34.17662811279297,61.93888854980469,97.26600646972656,204.3220672607422,176.92730712890625,30.471744537353516,15.814594268798828,46.476959228515625,,15.330723762512207,20.6200008392334,28.564048767089844,59.597774505615234 -2018-08-28,52.2781867980957,25.049999237060547,96.64099884033203,172.08639526367188,26.86902618408203,62.3598518371582,59.028221130371094,33.841121673583984,61.40669631958008,96.79096984863281,205.38461303710938,175.7308807373047,30.413116455078125,15.488325119018555,46.54716491699219,,15.256009101867676,20.940000534057617,29.026317596435547,59.5088005065918 -2018-08-29,53.05868911743164,25.200000762939453,99.90499877929688,172.38577270507812,26.7573184967041,62.40809631347656,59.99968338012695,33.659759521484375,62.31196975708008,96.47428894042969,207.2584991455078,175.37196350097656,30.413116455078125,15.900965690612793,46.7226448059082,,15.050542831420898,21.06999969482422,28.896398544311523,59.93873977661133 -2018-08-30,53.546485900878906,24.889999389648438,100.11900329589844,168.61936950683594,26.645614624023438,62.71357345581055,59.0744743347168,32.970603942871094,61.804222106933594,95.99923706054688,206.51467895507812,177.10675048828125,30.413116455078125,15.804999351501465,46.591026306152344,,14.924459457397461,20.670000076293945,29.035383224487305,59.67929458618164 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-2018-09-11,53.26570129394531,30.100000381469727,99.35749816894531,152.06646728515625,26.63628387451172,62.3598518371582,57.03901290893555,30.95536994934082,58.723785400390625,95.36585235595703,206.1766357421875,165.44187927246094,31.006723403930664,14.375163078308105,48.3634147644043,,15.256009101867676,20.15999984741211,29.198535919189453,61.42129898071289 -2018-09-12,52.604190826416016,32.209999084472656,99.5,155.929443359375,26.273643493652344,62.90652084350586,58.33430862426758,31.22119903564453,57.998565673828125,94.24078369140625,206.73690795898438,161.51370239257812,31.080007553100586,14.816588401794434,48.2318000793457,,15.606236457824707,20.079999923706055,28.99610710144043,61.621437072753906 -2018-09-13,53.87486267089844,30.479999542236328,99.49349975585938,159.86004638671875,26.02325439453125,63.155731201171875,58.79692077636719,31.395360946655273,58.62253189086914,94.60746765136719,209.8181915283203,160.8756103515625,31.402462005615234,14.999154090881348,48.16162109375,,15.72765064239502,19.65999984741211,28.739288330078125,61.020992279052734 -2018-09-14,53.26332092285156,32.720001220703125,98.5094985961914,159.09710693359375,26.221837997436523,63.01906204223633,59.21722412109375,31.743690490722656,58.48287582397461,94.5908203125,210.5329132080078,161.83274841308594,31.483081817626953,15.104852676391602,48.03877639770508,,15.690295219421387,18.959999084472656,28.57915496826172,61.46575927734375 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-2018-09-19,51.96171951293945,31.209999084472656,96.32099914550781,157.0593719482422,26.76578712463379,62.85735321044922,60.0578498840332,32.75200653076172,58.41105651855469,98.0243911743164,210.755126953125,162.5705108642578,31.702930450439453,16.517330169677734,48.635414123535156,,15.58288860321045,18.760000228881836,28.775543212890625,62.73331832885742 -2018-09-20,52.35671615600586,31.18000030517578,97.21499633789062,160.19805908203125,26.929841995239258,64.32891845703125,58.18980407714844,33.072837829589844,59.198116302490234,98.86613464355469,213.8460693359375,165.52163696289062,32.06202697753906,17.1226749420166,49.51284408569336,,15.615579605102539,20.0,28.92963218688965,62.8741569519043 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-2019-01-11,36.36424255371094,20.270000457763672,82.02799987792969,146.1367950439453,22.600236892700195,46.0335807800293,41.808380126953125,34.43950653076172,52.73000717163086,84.52892303466797,189.77122497558594,143.3683319091797,31.66694450378418,11.066946983337402,56.21825408935547,,15.02511215209961,19.670000076293945,28.811059951782227,53.7025146484375 -2019-01-14,35.817440032958984,20.229999542236328,80.8604965209961,144.15701293945312,22.895431518554688,46.66084289550781,41.621315002441406,34.88412857055664,52.106536865234375,85.40036010742188,189.3159637451172,144.9535675048828,31.290307998657227,11.423014640808105,55.90068054199219,,14.903438568115234,19.709999084472656,28.844472885131836,53.6351318359375 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-2019-01-24,36.462154388427734,20.850000381469727,82.74649810791016,150.52127075195312,25.24835968017578,46.92152404785156,41.06012725830078,35.34726333618164,53.56345748901367,86.9232406616211,193.53953552246094,145.39224243164062,30.24163055419922,10.402932167053223,57.10919952392578,,14.893696784973145,20.739999771118164,29.880382537841797,53.46290588378906 -2019-01-25,37.670387268066406,21.93000030517578,83.52850341796875,153.75653076171875,25.682477951049805,48.33893585205078,42.83721923828125,35.79188537597656,54.415863037109375,87.47318267822266,196.59104919433594,148.56268310546875,30.01270294189453,10.845608711242676,59.18220138549805,,14.92290210723877,21.440000534057617,29.449010848999023,53.7025146484375 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-2019-03-22,45.81513214111328,26.3700008392334,88.2385025024414,170.22250366210938,23.570837020874023,57.52175521850586,48.59028625488281,34.08903503417969,60.12733840942383,84.4020004272461,223.54063415527344,163.8466796875,31.176206588745117,10.480058670043945,63.809486389160156,,15.122455596923828,20.719999313354492,30.0167293548584,60.93085479736328 -2019-03-25,45.26117706298828,25.969999313354492,88.71299743652344,172.6465301513672,23.422483444213867,58.161712646484375,48.10340881347656,34.3790397644043,59.503868103027344,83.69979095458984,223.21127319335938,165.79080200195312,31.20600128173828,10.576473236083984,64.11096954345703,,14.976441383361816,20.8700008392334,29.983131408691406,60.506893157958984 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-2019-04-22,49.0477294921875,28.18000030517578,94.3655014038086,179.0301055908203,26.2237491607666,59.56468200683594,45.37690353393555,36.95161056518555,62.28902816772461,96.8467788696289,235.7749481201172,180.8953399658203,29.038196563720703,9.477367401123047,66.85984802246094,,15.946490287780762,21.940000534057617,31.265899658203125,62.76302719116211 -2019-04-23,49.755157470703125,27.969999313354492,96.1884994506836,180.8746795654297,26.241207122802734,60.40153503417969,45.42559051513672,37.26033020019531,63.07260513305664,96.96614074707031,236.20181274414062,183.22833251953125,29.365976333618164,9.332746505737305,67.38301086425781,,15.95642375946045,22.3799991607666,31.479692459106445,63.12642288208008 -2019-04-24,49.67841720581055,28.459999084472656,95.0875015258789,179.3101806640625,26.197574615478516,61.27939987182617,45.37690353393555,37.15742874145508,62.64615249633789,96.80414581298828,237.94789123535156,182.03192138671875,29.328725814819336,9.409879684448242,67.73771667480469,,15.305249214172363,22.829999923706055,31.62019157409668,61.89993667602539 -2019-04-25,49.22757339477539,27.65999984741211,95.11250305175781,181.44447326660156,26.24993324279785,60.541011810302734,44.40315628051758,36.5867805480957,63.01774215698242,96.85530090332031,238.25836181640625,192.67987060546875,29.507524490356445,9.072433471679688,68.37616729736328,,15.081559181213379,22.469999313354492,31.617136001586914,62.24818801879883 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-2019-06-18,47.772972106933594,30.450000762939453,95.06849670410156,159.84072875976562,25.110788345336914,56.757022857666016,50.7325439453125,34.700172424316406,55.04481887817383,94.38299560546875,251.06324768066406,187.90423583984375,32.369625091552734,6.605062961578369,73.86920166015625,,16.125438690185547,27.270000457763672,33.66726303100586,57.99951171875 -2019-06-19,47.63333511352539,30.5,95.43949890136719,159.7924346923828,24.84757423400879,55.905460357666016,50.343040466308594,34.77581787109375,54.981475830078125,93.70096588134766,252.09153747558594,186.91722106933594,32.69278335571289,6.576051235198975,74.66206359863281,,16.110525131225586,26.959999084472656,33.65804672241211,57.677894592285156 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-2019-07-17,48.952552795410156,33.599998474121094,99.60150146484375,168.8318328857422,25.61090087890625,61.370330810546875,48.63705825805664,37.026123046875,57.17708206176758,97.86726379394531,267.3644714355469,201.19422912597656,32.12160110473633,5.0577569007873535,80.39912414550781,,16.865550994873047,26.93000030517578,35.18712615966797,57.800418853759766 -2019-07-18,49.50864791870117,33.0,98.8949966430664,166.88101196289062,25.865341186523438,61.04789733886719,49.02692413330078,36.988304138183594,57.17608642578125,98.45108795166016,268.8212585449219,200.1772918701172,32.36210250854492,4.970720291137695,81.51268768310547,,16.779346466064453,26.969999313354492,35.223960876464844,57.310340881347656 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-2020-05-13,74.94461059570312,52.18000030517578,118.39600372314453,192.62782287597656,18.650611877441406,63.4374885559082,28.301481246948242,20.966838836669922,67.30122375488281,73.95014190673828,262.4923400878906,204.4843292236328,28.952938079833984,5.250695705413818,66.84599304199219,,15.109264373779297,7.789999961853027,38.681541442871094,34.019474029541016 -2020-05-14,75.40502166748047,54.5099983215332,119.44249725341797,194.40480041503906,19.401288986206055,65.2637710571289,27.861562728881836,21.797304153442383,67.64038848876953,77.02149963378906,270.4403381347656,206.18917846679688,29.63280487060547,4.948144912719727,67.363525390625,,15.372828483581543,7.710000038146973,38.59086608886719,34.319664001464844 -2020-05-15,74.959228515625,54.20000076293945,120.48899841308594,196.70327758789062,19.159997940063477,66.46437072753906,26.8350830078125,22.10995101928711,68.49130249023438,75.59584045410156,272.0299987792969,210.24697875976562,29.507774353027344,4.791991233825684,67.3362808227539,,15.227602005004883,7.710000038146973,39.37881088256836,34.076263427734375 -2020-05-18,76.72535705566406,54.59000015258789,121.31300354003906,207.9059295654297,20.491548538208008,73.693359375,30.647716522216797,24.239852905273438,69.02748107910156,79.60002136230469,282.7184753417969,212.550048828125,29.750022888183594,5.553244113922119,69.21581268310547,,15.840790748596191,8.229999542236328,39.916622161865234,36.786136627197266 -2020-05-19,76.28199005126953,55.470001220703125,122.46649932861328,209.76016235351562,19.848115921020508,70.58194732666016,30.35443687438965,24.122610092163086,68.50601196289062,78.03353881835938,283.5279846191406,216.2289581298828,29.44525909423828,5.748437881469727,68.87986755371094,,15.577224731445312,7.809999942779541,39.069271087646484,35.65026092529297 -2020-05-20,77.76555633544922,56.38999938964844,124.89700317382812,209.3642120361328,20.473670959472656,68.9416732788086,31.380916595458984,24.894458770751953,70.16368865966797,80.37448120117188,291.39794921875,229.2796630859375,29.40618133544922,5.699639320373535,70.60505676269531,,15.916094779968262,8.239999771118164,39.22560119628906,36.81047439575195 -2020-05-21,77.18575286865234,54.650001525878906,122.33699798583984,204.89280700683594,20.464738845825195,65.93171691894531,31.674198150634766,25.20709991455078,69.96817016601562,79.35363006591797,286.970458984375,230.69540405273438,29.11704444885254,5.631321907043457,70.86835479736328,,16.012916564941406,8.680000305175781,39.08177185058594,36.153289794921875 -2020-05-22,77.6827163696289,55.16999816894531,121.84400177001953,192.85960388183594,20.25025749206543,65.03548431396484,31.332040786743164,25.382963180541992,70.34823608398438,78.73759460449219,287.6044006347656,234.204833984375,29.304594039916992,5.865553855895996,70.47792053222656,,16.072084426879883,8.34000015258789,38.875404357910156,36.18574905395508 -2020-05-26,77.15654754638672,53.189998626708984,121.09300231933594,194.81040954589844,21.697980880737305,67.1915054321289,33.23835754394531,26.770334243774414,70.67742156982422,84.32587432861328,295.8157958984375,231.5029754638672,29.296777725219727,6.324257850646973,70.60505676269531,,16.577693939208984,8.880000114440918,38.72843933105469,37.24859619140625 -2020-05-27,77.49271392822266,52.7400016784668,120.51950073242188,194.28890991210938,23.217199325561523,66.86175537109375,35.63346862792969,27.1513729095459,70.71832275390625,89.21012115478516,292.343994140625,228.45216369628906,29.2342586517334,6.129065036773682,71.36773681640625,,17.131717681884766,9.609999656677246,38.29694747924805,37.51634216308594 -2020-05-28,77.52681732177734,51.7400016784668,120.05500030517578,192.6567840576172,22.2163028717041,64.6211929321289,33.140586853027344,26.06688117980957,70.6629638671875,87.88124084472656,294.8112487792969,224.78321838378906,29.835983276367188,5.82651424407959,71.31327819824219,,16.7067928314209,9.050000190734863,38.67530059814453,36.54273223876953 -2020-05-29,77.45130157470703,53.79999923706055,122.11849975585938,200.28619384765625,21.55500030517578,66.02471160888672,32.114105224609375,25.285263061523438,71.2709732055664,85.63714599609375,293.4362487792969,224.41432189941406,29.84380340576172,5.846034526824951,70.8138656616211,,16.599214553833008,8.75,38.79098129272461,36.89162063598633 -2020-06-01,78.4037857055664,53.630001068115234,123.552001953125,199.49429321289062,21.99289321899414,65.52587127685547,33.04283905029297,26.320907592773438,71.41561889648438,86.77240753173828,293.9335632324219,231.21385192871094,27.710424423217773,6.080265998840332,71.11349487304688,,16.636863708496094,9.260000228881836,38.75971221923828,37.54878616333008 -2020-06-02,78.76676177978516,53.540000915527344,123.62049865722656,206.9884796142578,22.198427200317383,68.08773040771484,34.460350036621094,26.78010368347168,71.78470611572266,87.06279754638672,296.0693359375,232.0214080810547,28.2574405670166,6.255939960479736,70.62320709228516,,16.669137954711914,9.40999984741211,38.75346374511719,38.38447189331055 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-2020-06-05,80.75456237792969,53.099998474121094,124.1500015258789,212.0296630859375,25.295883178710938,69.77871704101562,38.51738357543945,29.906566619873047,71.7433090209961,97.88736724853516,304.154052734375,230.0772705078125,28.124595642089844,6.431613445281982,74.58200073242188,,17.626577377319336,11.100000381469727,38.009281158447266,43.0659065246582 -2020-06-08,81.23200988769531,52.970001220703125,126.2030029296875,211.49850463867188,25.68283462524414,70.75102996826172,41.352420806884766,29.974958419799805,72.15330505371094,99.84104919433594,302.7204284667969,230.7053680419922,28.593467712402344,7.837003707885742,75.8713607788086,,17.874008178710938,11.510000228881836,37.90922164916992,44.4127311706543 -2020-06-09,83.79718017578125,56.38999938964844,130.04299926757812,213.1595916748047,25.39486312866211,69.00931549072266,39.20170974731445,29.173803329467773,72.629638671875,97.2801284790039,303.7736511230469,237.95355224609375,28.2965145111084,7.3685407638549805,74.79085540771484,,17.5458927154541,10.920000076293945,37.9436149597168,43.42288589477539 -2020-06-10,85.95304870605469,57.439998626708984,132.37249755859375,216.01820373535156,23.937049865722656,69.54559326171875,37.1976318359375,28.089309692382812,73.11295318603516,93.3375244140625,305.392578125,236.01937866210938,28.069894790649414,6.734163284301758,71.74002075195312,,17.287704467773438,10.510000228881836,37.884212493896484,41.09435272216797 -2020-06-11,81.826416015625,52.83000183105469,127.89800262451172,207.8673095703125,21.534343719482422,65.75761413574219,33.97154998779297,25.89101791381836,70.0200424194336,85.54912567138672,284.0350341796875,223.7563018798828,26.022476196289062,6.1095452308654785,65.89261627197266,,16.22806739807129,9.470000267028809,37.54963684082031,37.46767044067383 -2020-06-12,82.5328598022461,53.5,127.2509994506836,210.18508911132812,22.299251556396484,66.19174194335938,35.437950134277344,27.31746482849121,70.48589324951172,87.89006042480469,290.41302490234375,227.8938446044922,26.374134063720703,6.314497470855713,69.35200500488281,,16.405569076538086,9.699999809265137,36.81484603881836,38.27088928222656 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-2020-06-19,85.19300842285156,54.22999954223633,133.75050354003906,213.08233642578125,22.722198486328125,69.11997985839844,34.949153900146484,25.97894859313965,71.41062927246094,86.07715606689453,289.155029296875,238.07318115234375,26.11625862121582,6.1095452308654785,68.46218872070312,,16.303373336791992,9.510000228881836,37.474609375,37.30538558959961 -2020-06-22,87.42200469970703,54.7599983215332,135.6909942626953,213.82595825195312,22.155271530151367,72.16738891601562,34.41147232055664,25.764005661010742,72.41516876220703,85.1443099975586,296.8983154296875,238.50189208984375,25.874004364013672,5.894832611083984,68.46218872070312,,16.195798873901367,9.510000228881836,38.04679870605469,37.66238784790039 -2020-06-23,89.2879867553711,53.9900016784668,138.2205047607422,220.91453552246094,22.308252334594727,73.06967163085938,34.21595001220703,25.646760940551758,73.04112243652344,86.18276977539062,299.27789306640625,241.51283264160156,25.608306884765625,5.699639320373535,68.54389953613281,,16.271100997924805,9.859999656677246,37.85607147216797,37.889556884765625 -2020-06-24,87.71188354492188,52.38999938964844,136.72000122070312,218.47120666503906,21.426359176635742,71.3501968383789,31.91859245300293,24.699054718017578,71.42310333251953,83.3050308227539,286.7266540527344,233.3175048828125,25.155061721801758,5.455648422241211,66.86412811279297,,15.824653625488281,9.470000267028809,37.61530685424805,36.104618072509766 -2020-06-25,88.87630462646484,51.93000030517578,137.72900390625,214.55027770996094,22.245256423950195,72.1077880859375,32.65179443359375,24.65020179748535,71.88994598388672,86.20916748046875,290.6275634765625,234.97251892089844,25.25665283203125,5.504446506500244,67.0548095703125,,15.986021041870117,9.600000381469727,37.43083190917969,36.64820098876953 -2020-06-26,86.1455078125,50.099998474121094,134.64349365234375,208.32119750976562,20.83243179321289,72.18441772460938,31.721683502197266,23.897897720336914,67.82843017578125,81.48331451416016,282.17236328125,215.4313507080078,25.037841796875,5.026223659515381,64.984619140625,,15.641773223876953,9.109999656677246,36.99620819091797,35.390628814697266 -2020-06-29,88.13085174560547,50.279998779296875,134.0189971923828,207.65484619140625,21.04840087890625,73.48680877685547,33.288185119628906,24.718591690063477,69.57762908935547,81.84414672851562,285.67340087890625,219.97767639160156,25.50672149658203,5.397090911865234,66.7188491821289,,16.088218688964844,9.829999923706055,37.22758483886719,35.95856857299805 -2020-06-30,88.86654663085938,52.61000061035156,137.9409942626953,208.31153869628906,21.372364044189453,74.28694152832031,33.43503952026367,24.718591690063477,70.5073471069336,82.7770004272461,288.3747253417969,226.3883819580078,25.553606033325195,5.494686126708984,66.8187255859375,,16.260343551635742,9.739999771118164,37.45271682739258,36.28310775756836 -2020-07-01,88.69844818115234,52.58000183105469,143.93499755859375,208.552978515625,20.931421279907227,74.35504913330078,32.99446105957031,24.38640594482422,71.7258529663086,82.07295989990234,293.7092590332031,236.83689880371094,26.366321563720703,5.484926223754883,67.21824645996094,,16.082841873168945,9.569999694824219,37.42457580566406,35.463653564453125 -2020-07-02,88.69844818115234,52.34000015258789,144.51499938964844,215.94094848632812,20.95842170715332,74.4401626586914,33.38609313964844,24.659971237182617,73.05558776855469,82.33955383300781,294.9283752441406,232.71929931640625,26.96804428100586,5.972909450531006,66.99124908447266,,16.179658889770508,9.579999923706055,37.27449035644531,35.763851165771484 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-2020-07-22,94.78367614746094,61.790000915527344,154.99549865722656,243.0784149169922,21.876300811767578,82.87586975097656,34.56096649169922,25.69561195373535,78.23237609863281,87.69792938232422,306.01519775390625,239.14993286132812,30.1329288482666,6.060747146606445,70.13286590576172,,16.597848892211914,10.4399995803833,41.48002243041992,35.38251495361328 -2020-07-23,90.46946716308594,59.56999969482422,149.32749938964844,243.25225830078125,22.083276748657227,81.78630065917969,34.46305847167969,26.145038604736328,75.59833526611328,87.95561981201172,302.6266174316406,231.90179443359375,30.015716552734375,6.402334690093994,68.42585754394531,,16.45476531982422,10.869999885559082,41.161094665527344,35.455543518066406 -2020-07-24,90.24534606933594,69.4000015258789,150.44549560546875,240.4709014892578,21.91229820251465,82.56090545654297,33.5819091796875,25.646760940551758,75.40830993652344,87.33358764648438,299.71661376953125,230.0174560546875,29.429628372192383,6.568249225616455,68.80722045898438,,16.273149490356445,10.90999984741211,41.03601837158203,35.23647689819336 -2020-07-27,92.38419342041016,68.97000122070312,152.760498046875,242.26719665527344,21.72332000732422,83.35254669189453,32.84761047363281,25.109399795532227,76.32256317138672,86.1072998046875,301.61102294921875,232.79905700683594,29.335853576660156,5.836274147033691,69.42465209960938,,16.11906623840332,11.199999809265137,41.02663803100586,35.755741119384766 -2020-07-28,90.86652374267578,67.61000061035156,150.01649475097656,240.51919555664062,21.921300888061523,82.7311782836914,33.72876739501953,25.72492218017578,74.83322143554688,86.48050689697266,299.14044189453125,229.42919921875,30.492406845092773,6.050987243652344,67.7721176147461,,16.339195251464844,11.300000190734863,41.1986083984375,35.333839416503906 -2020-07-29,92.60831451416016,76.08999633789062,151.67649841308594,243.802734375,22.740196228027344,83.50577545166016,32.260169982910156,25.29503059387207,75.91456604003906,88.57766723632812,302.0406494140625,232.58969116210938,30.679956436157227,6.402334690093994,70.29632568359375,,16.267648696899414,11.609999656677246,40.86404037475586,35.72328567504883 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-2020-08-03,106.15023040771484,77.66999816894531,155.59449768066406,249.1046905517578,22.48822784423828,85.8807373046875,29.91041374206543,25.05078125,73.5418930053711,85.39640045166016,305.25341796875,251.2036590576172,30.261735916137695,7.036711692810059,68.55297088623047,,16.300670623779297,9.670000076293945,40.429412841796875,34.27909469604492 -2020-08-04,106.85909271240234,85.04000091552734,156.94149780273438,253.21878051757812,22.506229400634766,85.55724334716797,30.057273864746094,25.20709991455078,73.06905364990234,84.90767669677734,307.0112609863281,249.08004760742188,30.29330062866211,7.495416641235352,68.21703338623047,,16.515302658081055,9.930000305175781,41.161094665527344,35.26892852783203 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-2020-08-19,112.95027160644531,81.08999633789062,163.0240020751953,251.6638946533203,22.947175979614258,95.30384063720703,31.23215103149414,28.54850959777832,77.18694305419922,87.57353210449219,324.5985412597656,261.8017272949219,30.190717697143555,8.62753677368164,70.87042999267578,,16.3612060546875,9.979999542236328,41.572059631347656,34.715423583984375 -2020-08-20,115.45661163330078,82.7699966430664,164.86849975585938,249.1336669921875,22.587209701538086,95.08251953125,30.693668365478516,28.167470932006836,78.89375305175781,86.52494049072266,329.4031066894531,268.2024841308594,30.553691864013672,8.022438049316406,70.49613952636719,,16.32818603515625,9.760000228881836,40.99436569213867,34.18592071533203 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-2020-08-25,121.85054016113281,86.3499984741211,167.32449340820312,276.2035217285156,23.397117614746094,95.88268280029297,32.260169982910156,29.007709503173828,80.2140121459961,89.30632019042969,339.5003662109375,279.9770202636719,30.309085845947266,8.090753555297852,75.51722717285156,,16.45476531982422,10.170000076293945,41.01320266723633,33.82188415527344 -2020-08-26,123.5075912475586,86.0199966430664,172.09249877929688,281.9593811035156,23.001161575317383,95.60176086425781,31.721683502197266,28.80253791809082,82.4166030883789,88.0533676147461,342.7816162109375,302.9977111816406,30.025005340576172,7.417338848114014,75.23420715332031,,16.504289627075195,9.880000114440918,41.035186767578125,33.10210037231445 -2020-08-27,122.03112030029297,83.80000305175781,170.0,274.4362487792969,23.442108154296875,94.67394256591797,31.721683502197266,29.007709503173828,81.51631164550781,90.95027160644531,347.64471435546875,292.3398132324219,29.875080108642578,7.700369358062744,76.14714813232422,,16.45476531982422,9.920000076293945,42.8969841003418,32.87871551513672 -2020-08-28,121.83345031738281,85.55000305175781,170.08999633789062,279.10076904296875,23.667081832885742,94.68245697021484,32.35808181762695,29.33012580871582,82.0190658569336,91.32350158691406,357.5271911621094,292.77850341796875,29.914533615112305,7.602771759033203,77.59870147705078,,16.531808853149414,10.149999618530273,44.04924011230469,33.664703369140625 -2020-08-31,125.96508026123047,90.81999969482422,172.54800415039062,277.1982421875,23.163143157958984,94.41004943847656,31.036334991455078,28.949087142944336,81.50883483886719,89.03087615966797,349.7833557128906,292.31988525390625,29.819847106933594,7.280704498291016,77.11483764648438,,16.40523338317871,9.8100004196167,43.593990325927734,33.0441780090332 -2020-09-01,130.9826202392578,92.18000030517578,174.95599365234375,287.79248046875,23.136150360107422,96.61473846435547,30.302040100097656,29.105409622192383,82.83207702636719,88.98643493652344,348.5235595703125,294.5531311035156,29.10177230834961,7.290462970733643,78.55728149414062,,16.218124389648438,10.25,46.33804702758789,32.622230529785156 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-2020-09-04,118.07763671875,82.01000213623047,164.7310028076172,271.7514343261719,24.049427032470703,90.49437713623047,31.427959442138672,29.310583114624023,79.35711669921875,91.9899673461914,327.1473388671875,281.88128662109375,28.691444396972656,6.968395233154297,78.75810241699219,,16.19060707092285,10.430000305175781,44.843570709228516,32.332664489746094 -2020-09-08,110.131591796875,78.69000244140625,157.49200439453125,260.7708740234375,23.088897705078125,89.6005630493164,30.057273864746094,31.635896682739258,76.43180084228516,88.79092407226562,322.1376953125,270.3460388183594,28.352128982543945,6.636566638946533,77.97300720214844,,16.240135192871094,10.949999809265137,43.468406677246094,31.58805274963379 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-2020-09-11,109.33114624023438,76.33999633789062,155.81100463867188,262.3064270019531,23.10702133178711,91.1753921508789,29.127164840698242,29.760011672973633,75.8497314453125,89.8128433227539,322.4013671875,265.8096618652344,28.46260643005371,6.714643955230713,77.84518432617188,,15.959466934204102,11.319999694824219,42.918968200683594,30.529052734375 -2020-09-14,112.6110610961914,77.9000015258789,155.14849853515625,264.711181640625,23.33355712890625,92.15078735351562,30.10622787475586,30.463468551635742,75.77790069580078,91.05692291259766,330.6530456542969,265.3510437011719,29.204357147216797,7.12454891204834,79.08676147460938,,16.036514282226562,11.720000267028809,43.11362838745117,30.33049201965332 -2020-09-15,112.78678131103516,78.93000030517578,157.80650329589844,268.4389343261719,22.907665252685547,92.37323760986328,29.86145782470703,30.85427474975586,76.88318634033203,88.22220611572266,331.1804504394531,271.6022644042969,29.16489601135254,7.202626705169678,80.0727310180664,,16.025508880615234,11.65999984741211,43.12619400024414,30.00782585144043 -2020-09-16,109.45805358886719,76.66000366210938,153.90499877929688,268.61279296875,23.197633743286133,91.62030029296875,33.043418884277344,31.059452056884766,75.85869598388672,88.5954360961914,333.8267822265625,262.72894287109375,29.02286148071289,7.641811370849609,80.68437957763672,,16.09154510498047,12.229999542236328,42.78083038330078,31.281938552856445 -2020-09-17,107.71068572998047,76.55000305175781,150.43649291992188,266.275634765625,22.97109603881836,90.379638671875,34.51201629638672,31.186464309692383,74.59330749511719,87.5823974609375,331.46356201171875,254.05508422851562,29.05442237854004,7.495416641235352,79.19629669189453,,15.997992515563965,11.970000267028809,42.91582489013672,31.273662567138672 -2020-09-18,104.29409790039062,74.93000030517578,147.74549865722656,263.07904052734375,22.8442325592041,90.33686828613281,33.679813385009766,30.776113510131836,72.82066345214844,87.39579010009766,327.3914489746094,251.77195739746094,28.90450096130371,7.593012809753418,77.55303955078125,,15.920944213867188,11.520000457763672,42.47627639770508,30.768978118896484 -2020-09-21,107.45689392089844,77.94000244140625,148.02349853515625,264.4407653808594,22.173675537109375,90.67056274414062,31.08529281616211,29.310583114624023,71.38269805908203,84.69438171386719,320.15533447265625,247.40509033203125,28.42315101623535,7.514935493469238,76.5853500366211,,15.755847930908203,10.6899995803833,43.03514099121094,30.14019775390625 -2020-09-22,109.14566040039062,77.69999694824219,156.44949340820312,265.8603820800781,21.693418502807617,92.09088897705078,30.59575653076172,28.763452529907227,73.09349060058594,83.77021789550781,327.44024658203125,253.98529052734375,28.604639053344727,7.202626705169678,76.64012145996094,,15.689810752868652,10.920000076293945,43.42444610595703,29.395584106445312 -2020-09-23,104.5674057006836,74.7300033569336,149.9929962158203,263.6005554199219,21.077224731445312,91.115478515625,29.91041374206543,28.66575050354004,70.58715057373047,82.41063690185547,316.9132995605469,248.27247619628906,28.40736961364746,7.309982776641846,75.76372528076172,,15.337599754333496,11.430000305175781,42.69606018066406,28.45241355895996 -2020-09-24,105.64120483398438,75.81999969482422,150.989501953125,260.4908447265625,21.149721145629883,89.6438217163086,29.665647506713867,28.441036224365234,71.23954010009766,82.33955383300781,320.5069580078125,248.78094482421875,28.217985153198242,7.1343092918396,75.80935668945312,,15.431153297424316,11.010000228881836,42.918968200683594,28.39449691772461 -2020-09-25,109.60446166992188,78.05999755859375,154.75650024414062,261.80426025390625,21.285640716552734,90.67056274414062,29.95985221862793,28.33356475830078,72.07100677490234,83.05933380126953,323.9931640625,254.05508422851562,28.446828842163086,6.900077819824219,76.95964813232422,,15.431153297424316,11.15999984741211,43.09792709350586,28.659255981445312 -2020-09-28,112.2206039428711,79.4800033569336,158.70249938964844,266.55572509765625,21.82933807373047,92.78395080566406,30.401159286499023,28.763452529907227,73.0466079711914,85.44971466064453,330.44805908203125,256.049072265625,28.715110778808594,7.12454891204834,78.57553100585938,,15.618266105651855,11.430000305175781,43.09164810180664,29.213579177856445 -2020-09-29,111.371337890625,81.7699966430664,157.24400329589844,267.4442138671875,21.53936767578125,94.18717956542969,30.008882522583008,28.079538345336914,73.2865219116211,84.72993469238281,328.3387145996094,261.004150390625,28.541513442993164,6.685364723205566,77.41612243652344,,15.574241638183594,11.079999923706055,43.05711364746094,28.36141014099121 -2020-09-30,113.05034637451172,81.98999786376953,157.43649291992188,283.91021728515625,21.82933807373047,95.22246551513672,30.548263549804688,28.91000747680664,73.29999542236328,85.54744720458984,330.233154296875,261.11383056640625,28.95973777770996,6.460893630981445,78.4385986328125,,15.689810752868652,11.229999542236328,43.92679214477539,28.40277671813965 -2020-10-01,114.00699615478516,84.86000061035156,161.06300354003906,280.1147766113281,21.83839988708496,97.61823272705078,30.597293853759766,29.68185043334961,74.32198333740234,86.16948699951172,335.31109619140625,265.8296203613281,28.699329376220703,6.334017276763916,79.18718719482422,,15.67880630493164,11.859999656677246,44.92205810546875,27.409957885742188 -2020-10-02,110.32685089111328,81.80000305175781,156.25,278.2992248535156,21.938077926635742,96.18933868408203,31.33280372619629,29.760011672973633,72.74235534667969,86.9870376586914,330.8775939941406,259.1596984863281,28.707225799560547,6.343776702880859,79.031982421875,,15.783364295959473,12.0600004196167,44.11203384399414,27.28585433959961 -2020-10-05,113.72390747070312,86.1500015258789,159.9600067138672,278.3957824707031,22.309600830078125,99.3123550415039,31.430875778198242,30.24852180480957,74.11898040771484,88.82559967041016,335.19390869140625,263.8555603027344,28.999189376831055,6.890316963195801,80.76654815673828,,15.777863502502441,12.15999984741211,44.52019119262695,27.914640426635742 -2020-10-06,110.4635009765625,84.4800033569336,154.9980010986328,282.3746643066406,22.08306312561035,96.21500396728516,30.254060745239258,29.701393127441406,72.49396514892578,87.91080474853516,329.51055908203125,257.883544921875,28.541513442993164,6.861039638519287,79.43367004394531,,15.799878120422363,11.6899995803833,44.152854919433594,27.625072479248047 -2020-10-07,112.33775329589844,86.69000244140625,159.7845001220703,286.3438720703125,22.54520034790039,97.96047973632812,30.940532684326172,30.89335823059082,72.83563232421875,89.44444274902344,335.8286437988281,257.34515380859375,28.77823829650879,7.690609931945801,80.74829864501953,,15.849400520324707,12.170000076293945,44.2344856262207,27.716079711914062 -2020-10-08,112.2303466796875,86.51000213623047,159.52749633789062,290.2455139160156,22.87141990661621,98.32839965820312,32.607688903808594,31.469799041748047,74.11448669433594,91.28302001953125,337.4417724609375,262.96826171875,29.109661102294922,7.895562171936035,81.73424530029297,,16.130449295043945,12.600000381469727,44.382041931152344,29.172208786010742 -2020-10-09,114.18270111083984,83.0999984741211,164.33250427246094,289.4728698730469,22.98015594482422,99.75729370117188,33.539344787597656,31.42095184326172,75.57540130615234,90.7628402709961,344.5201110839844,263.6561584472656,29.0307559967041,7.866283893585205,82.1724624633789,,15.96694564819336,12.550000190734863,44.827877044677734,28.741985321044922 -2020-10-12,121.43565368652344,84.29000091552734,172.14649963378906,295.8468322753906,23.270130157470703,101.24607849121094,33.49030303955078,31.469799041748047,78.26528930664062,91.87494659423828,344.1779479980469,274.9222412109375,29.05442237854004,8.227391242980957,82.87541961669922,,15.859821319580078,12.729999542236328,45.28939437866211,28.650976181030273 -2020-10-13,118.21429443359375,85.27999877929688,172.18150329589844,298.2032470703125,22.60863494873047,101.14339447021484,32.950927734375,31.13761329650879,78.3914794921875,90.38616180419922,338.116455078125,275.31109619140625,29.117551803588867,7.944361686706543,82.30941009521484,,15.64557933807373,12.819999694824219,45.91105270385742,28.311767578125 -2020-10-14,118.30215454101562,84.20999908447266,168.1855010986328,290.7283630371094,21.4034423828125,101.34019470214844,33.44127655029297,30.94220733642578,78.21192169189453,89.88392639160156,335.0465393066406,271.0040588378906,29.08599090576172,8.032196998596191,81.53340911865234,,15.49898910522461,12.539999961853027,45.192073822021484,28.25385284423828 -2020-10-15,117.83358764648438,83.12999725341797,166.9324951171875,289.20245361328125,21.88370704650879,103.15412139892578,33.68645095825195,31.841066360473633,77.76551818847656,91.22920989990234,331.0087585449219,265.91937255859375,28.841367721557617,8.432343482971191,81.09523010253906,,15.476436614990234,12.920000076293945,45.377315521240234,28.502052307128906 -2020-10-16,116.1838607788086,83.16999816894531,163.635498046875,296.7835998535156,21.965259552001953,102.11882019042969,35.745880126953125,32.681304931640625,78.45781707763672,91.04086303710938,331.8202209472656,265.1317138671875,29.94610023498535,8.071237564086914,80.81218719482422,,15.408780097961426,13.0,45.433834075927734,28.212482452392578 -2020-10-19,113.21630859375,82.0,160.36050415039062,294.8327941894531,21.494054794311523,103.38514709472656,35.745880126953125,32.583595275878906,76.54251861572266,89.50721740722656,324.26287841796875,260.61529541015625,29.827735900878906,8.149312973022461,79.97230529785156,,15.15506649017334,13.260000228881836,44.881248474121094,27.64988136291504 -2020-10-20,114.70984649658203,81.55999755859375,160.85049438476562,299.1979675292969,21.87464141845703,103.43645477294922,35.99104690551758,34.78189468383789,77.60591888427734,90.01844787597656,324.311767578125,266.7568054199219,29.583118438720703,8.481141090393066,80.80308532714844,,15.08741283416748,13.470000267028809,45.17951583862305,27.881549835205078 -2020-10-21,114.08509826660156,79.19999694824219,159.2469940185547,297.4209899902344,21.7930908203125,101.55410766601562,35.89297866821289,34.9479866027832,79.47032928466797,89.12158203125,325.97381591796875,277.893310546875,29.259586334228516,8.451862335205078,80.58396911621094,,15.064858436584473,13.9399995803833,45.33650207519531,27.434782028198242 -2020-10-22,112.99176788330078,79.41999816894531,158.82000732421875,295.78887939453125,22.536142349243164,100.50167083740234,37.85434341430664,36.55030059814453,80.56864166259766,92.26957702636719,326.1498107910156,277.2851257324219,29.53577423095703,9.164316177368164,81.57904052734375,,15.944392204284668,14.180000305175781,45.06962203979492,28.841266632080078 -2020-10-23,112.29869842529297,81.95999908447266,160.22000122070312,299.3042297363281,22.563325881958008,101.14339447021484,37.413028717041016,35.9836311340332,81.8489990234375,93.10365295410156,322.2489013671875,283.93511962890625,30.127593994140625,8.871527671813965,82.89366912841797,,15.685042381286621,14.65999984741211,45.163814544677734,28.262121200561523 -2020-10-26,112.3084487915039,82.2300033569336,160.3520050048828,296.358642578125,22.23710823059082,97.84923553466797,36.187191009521484,34.99683380126953,79.32768249511719,90.79871368408203,310.9568176269531,276.2781677246094,29.922428131103516,8.529940605163574,81.85293579101562,,15.436968803405762,13.930000305175781,44.633209228515625,27.591976165771484 -2020-10-27,113.82152557373047,78.87999725341797,164.31649780273438,306.2768859863281,21.611858367919922,97.18185424804688,34.814231872558594,34.08820724487305,80.01649475097656,89.085693359375,310.02801513671875,282.43963623046875,29.53577423095703,8.412825584411621,82.2089614868164,,15.177620887756348,13.670000076293945,44.85613250732422,27.153480529785156 -2020-10-28,108.55017852783203,76.4000015258789,158.13900756835938,297.39202880859375,21.267515182495117,95.06846618652344,36.38331604003906,33.30659484863281,75.64522552490234,86.58344268798828,284.8726501464844,266.8665466308594,27.973369598388672,7.729648113250732,79.57975006103516,,14.94081974029541,13.3100004196167,43.967613220214844,26.119300842285156 -2020-10-29,112.572021484375,78.0199966430664,160.55050659179688,301.853759765625,21.330949783325195,96.0695571899414,36.138153076171875,34.08820724487305,78.17002868652344,87.14845275878906,286.6324157714844,279.98699951171875,27.839218139648438,7.573493957519531,80.61135864257812,,15.08741283416748,13.789999961853027,43.929931640625,27.277587890625 -2020-10-30,106.26596069335938,75.29000091552734,151.8074951171875,294.25335693359375,21.475936889648438,95.44493103027344,36.38331604003906,33.736480712890625,80.85194396972656,87.92874908447266,282.19384765625,262.3201904296875,27.99703598022461,6.421853542327881,79.38803100585938,,15.234003067016602,13.84000015258789,43.56259536743164,26.988012313842773 -2020-11-02,106.1781005859375,74.69999694824219,150.2239990234375,300.1926574707031,21.820274353027344,99.01290130615234,36.873661041259766,33.756019592285156,81.10232543945312,89.91082000732422,283.49407958984375,260.5754089355469,28.588857650756836,6.431613445281982,78.48423767089844,,15.41441822052002,14.460000038146973,44.08063888549805,28.121477127075195 -2020-11-03,107.80831146240234,76.58000183105469,152.42050170898438,275.78826904296875,22.373029708862305,101.66532135009766,38.491783142089844,34.537635803222656,82.30836486816406,92.74493408203125,288.7931213378906,264.5036315917969,28.557296752929688,6.207141399383545,80.69351196289062,,15.482072830200195,14.770000457763672,44.827877044677734,27.641618728637695 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+2024-11-29,237.3300018310547,137.17999267578125,207.88999938964844,87.37000274658203,47.5099983215332,90.0,182.16000366210935,55.59000015258789,170.49000549316406,249.72000122070312,532.9400024414062,574.3200073242188,26.209999084472656,35.7400016784668,102.45999908447266,23.15999984741211,9.710000038146973,92.5,117.95999908447266 From 0b624b7d9f74e3597db92df4fbd1d0e81d6bcc70 Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sun, 1 Dec 2024 13:31:09 -0500 Subject: [PATCH 20/23] versioning and packaging --- README.md | 186 +-- docs/Roadmap.rst | 4 + docs/conf.py | 2 +- docs/index.rst | 2 +- poetry.lock | 3753 ++++++++++++++++++++++++++++++------------- pypfopt/__init__.py | 2 +- pyproject.toml | 32 +- requirements.txt | 2 +- setup.py | 2 +- 9 files changed, 2774 insertions(+), 1211 deletions(-) diff --git a/README.md b/README.md index 0d10b02d..a72af92e 100755 --- a/README.md +++ b/README.md @@ -11,7 +11,7 @@ platforms   - pypi   @@ -279,28 +279,28 @@ The covariance matrix encodes not just the volatility of an asset, but also how ### Objective functions -- Maximum Sharpe ratio: this results in a _tangency portfolio_ because on a graph of returns vs risk, this portfolio corresponds to the tangent of the efficient frontier that has a y-intercept equal to the risk-free rate. This is the default option because it finds the optimal return per unit risk. -- Minimum volatility. This may be useful if you're trying to get an idea of how low the volatility _could_ be, but in practice it makes a lot more sense to me to use the portfolio that maximises the Sharpe ratio. -- Efficient return, a.k.a. the Markowitz portfolio, which minimises risk for a given target return – this was the main focus of Markowitz 1952 -- Efficient risk: the Sharpe-maximising portfolio for a given target risk. -- Maximum quadratic utility. You can provide your own risk-aversion level and compute the appropriate portfolio. +- Maximum Sharpe ratio: this results in a _tangency portfolio_ because on a graph of returns vs risk, this portfolio corresponds to the tangent of the efficient frontier that has a y-intercept equal to the risk-free rate. This is the default option because it finds the optimal return per unit risk. +- Minimum volatility. This may be useful if you're trying to get an idea of how low the volatility _could_ be, but in practice it makes a lot more sense to me to use the portfolio that maximises the Sharpe ratio. +- Efficient return, a.k.a. the Markowitz portfolio, which minimises risk for a given target return – this was the main focus of Markowitz 1952 +- Efficient risk: the Sharpe-maximising portfolio for a given target risk. +- Maximum quadratic utility. You can provide your own risk-aversion level and compute the appropriate portfolio. ### Adding constraints or different objectives -- Long/short: by default all of the mean-variance optimization methods in PyPortfolioOpt are long-only, but they can be initialised to allow for short positions by changing the weight bounds: +- Long/short: by default all of the mean-variance optimization methods in PyPortfolioOpt are long-only, but they can be initialised to allow for short positions by changing the weight bounds: ```python ef = EfficientFrontier(mu, S, weight_bounds=(-1, 1)) ``` -- Market neutrality: for the `efficient_risk` and `efficient_return` methods, PyPortfolioOpt provides an option to form a market-neutral portfolio (i.e weights sum to zero). This is not possible for the max Sharpe portfolio and the min volatility portfolio because in those cases because they are not invariant with respect to leverage. Market neutrality requires negative weights: +- Market neutrality: for the `efficient_risk` and `efficient_return` methods, PyPortfolioOpt provides an option to form a market-neutral portfolio (i.e weights sum to zero). This is not possible for the max Sharpe portfolio and the min volatility portfolio because in those cases because they are not invariant with respect to leverage. Market neutrality requires negative weights: ```python ef = EfficientFrontier(mu, S, weight_bounds=(-1, 1)) ef.efficient_return(target_return=0.2, market_neutral=True) ``` -- Minimum/maximum position size: it may be the case that you want no security to form more than 10% of your portfolio. This is easy to encode: +- Minimum/maximum position size: it may be the case that you want no security to form more than 10% of your portfolio. This is easy to encode: ```python ef = EfficientFrontier(mu, S, weight_bounds=(0, 0.1)) @@ -339,36 +339,36 @@ ef.max_sharpe() The features above mostly pertain to solving mean-variance optimization problems via quadratic programming (though this is taken care of by `cvxpy`). However, we offer different optimizers as well: -- Mean-semivariance optimization -- Mean-CVaR optimization -- Hierarchical Risk Parity, using clustering algorithms to choose uncorrelated assets -- Markowitz's critical line algorithm (CLA) +- Mean-semivariance optimization +- Mean-CVaR optimization +- Hierarchical Risk Parity, using clustering algorithms to choose uncorrelated assets +- Markowitz's critical line algorithm (CLA) Please refer to the [documentation](https://pyportfolioopt.readthedocs.io/en/latest/OtherOptimizers.html) for more. ## Advantages over existing implementations -- Includes both classical methods (Markowitz 1952 and Black-Litterman), suggested best practices - (e.g covariance shrinkage), along with many recent developments and novel - features, like L2 regularisation, shrunk covariance, hierarchical risk parity. -- Native support for pandas dataframes: easily input your daily prices data. -- Extensive practical tests, which use real-life data. -- Easy to combine with your proprietary strategies and models. -- Robust to missing data, and price-series of different lengths (e.g FB data - only goes back to 2012 whereas AAPL data goes back to 1980). +- Includes both classical methods (Markowitz 1952 and Black-Litterman), suggested best practices + (e.g covariance shrinkage), along with many recent developments and novel + features, like L2 regularisation, shrunk covariance, hierarchical risk parity. +- Native support for pandas dataframes: easily input your daily prices data. +- Extensive practical tests, which use real-life data. +- Easy to combine with your proprietary strategies and models. +- Robust to missing data, and price-series of different lengths (e.g FB data + only goes back to 2012 whereas AAPL data goes back to 1980). ## Project principles and design decisions -- It should be easy to swap out individual components of the optimization process - with the user's proprietary improvements. -- Usability is everything: it is better to be self-explanatory than consistent. -- There is no point in portfolio optimization unless it can be practically - applied to real asset prices. -- Everything that has been implemented should be tested. -- Inline documentation is good: dedicated (separate) documentation is better. - The two are not mutually exclusive. -- Formatting should never get in the way of coding: because of this, - I have deferred **all** formatting decisions to [Black](https://github.com/ambv/black). +- It should be easy to swap out individual components of the optimization process + with the user's proprietary improvements. +- Usability is everything: it is better to be self-explanatory than consistent. +- There is no point in portfolio optimization unless it can be practically + applied to real asset prices. +- Everything that has been implemented should be tested. +- Inline documentation is good: dedicated (separate) documentation is better. + The two are not mutually exclusive. +- Formatting should never get in the way of coding: because of this, + I have deferred **all** formatting decisions to [Black](https://github.com/ambv/black). ## Testing @@ -383,9 +383,9 @@ PyPortfolioOpt provides a test dataset of daily returns for 20 tickers: These tickers have been informally selected to meet several criteria: -- reasonably liquid -- different performances and volatilities -- different amounts of data to test robustness +- reasonably liquid +- different performances and volatilities +- different amounts of data to test robustness Currently, the tests have not explored all of the edge cases and combinations of objective functions and parameters. However, each method and parameter has @@ -425,21 +425,13 @@ Contributions are _most welcome_. Have a look at the [Contribution Guide](https: I'd like to thank all of the people who have contributed to PyPortfolioOpt since its release in 2018. Special shout-outs to: -- Tuan Tran (who is now the primary maintainer!) -- Philipp Schiele -- Carl Peasnell -- Felipe Schneider -- Dingyuan Wang -- Pat Newell -- Aditya Bhutra -- Thomas Schmelzer -- Rich Caputo -- Nicolas Knudde - -## Getting in touch - -If you are having a problem with PyPortfolioOpt, please raise a GitHub issue. For anything else, you can reach me at: - -
- -
+- Tuan Tran (who is now the primary maintainer!) +- Philipp Schiele +- Carl Peasnell +- Felipe Schneider +- Dingyuan Wang +- Pat Newell +- Aditya Bhutra +- Thomas Schmelzer +- Rich Caputo +- Nicolas Knudde diff --git a/docs/Roadmap.rst b/docs/Roadmap.rst index 32cbb85d..9d251109 100644 --- a/docs/Roadmap.rst +++ b/docs/Roadmap.rst @@ -49,6 +49,10 @@ Minor bug fixes - `Tuan Tran `_ is now the primary maintainer for PyPortfolioOpt - Wide range of bug fixes and code improvements. +1.5.6 +----- + +- Various bug fixes 1.4.0 ===== diff --git a/docs/conf.py b/docs/conf.py index 9b7d39e9..e86d02f0 100755 --- a/docs/conf.py +++ b/docs/conf.py @@ -58,7 +58,7 @@ # The short X.Y version. version = "1.5" # The full version, including alpha/beta/rc tags. -release = "1.5.5" +release = "1.5.6" # The language for content autogenerated by Sphinx. Refer to documentation # for a list of supported languages. diff --git a/docs/index.rst b/docs/index.rst index 2a307232..228cfdee 100755 --- a/docs/index.rst +++ b/docs/index.rst @@ -15,7 +15,7 @@ python   - python   =1.0.2", markers = "python_version < \"3.11\""} idna = ">=2.8" sniffio = ">=1.1" +typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""} [package.extras] -doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"] -test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"] -trio = ["trio (>=0.16,<0.22)"] - -[[package]] -name = "appdirs" -version = "1.4.4" -description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"." -category = "dev" -optional = false -python-versions = "*" +doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", 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version="1.5.5", + version="1.5.6", description="Financial portfolio optimization in python", long_description=desc, long_description_content_type="text/markdown", From 7745b7fbffed67ab319b6e4a01766d6c990d6cb4 Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sun, 1 Dec 2024 14:06:45 -0500 Subject: [PATCH 21/23] updated gh actions --- .github/workflows/codecov.yml | 65 ++++++++++++++++--------------- .github/workflows/main.yml | 73 +++++++++++++++++------------------ 2 files changed, 69 insertions(+), 69 deletions(-) diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml index 270ad498..b5065c25 100644 --- a/.github/workflows/codecov.yml +++ b/.github/workflows/codecov.yml @@ -1,36 +1,37 @@ name: codecov on: - pull_request: - push: - branches: - - master + pull_request: + push: + branches: + - master jobs: - codecov: - name: py${{ matrix.python-version }} on ${{ matrix.os }} - runs-on: ${{ matrix.os }} - env: - MPLBACKEND: Agg # https://github.com/orgs/community/discussions/26434 - strategy: - matrix: - os: [ubuntu-latest, macos-latest, windows-latest] - python-version: ["3.12"] - steps: - - uses: actions/checkout@v3 - - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v4 - with: - python-version: ${{ matrix.python-version }} - cache: 'pip' - - name: Install dependencies - run: | - pip install -r requirements.txt - - name: Generate coverage report - run: | - pip install pytest pytest-cov - pytest --cov=./ --cov-report=xml - - name: Upload coverage to Codecov - uses: codecov/codecov-action@v3 - with: - files: ./coverage.xml - fail_ci_if_error: true \ No newline at end of file + codecov: + name: py${{ matrix.python-version }} on ${{ matrix.os }} + runs-on: ${{ matrix.os }} + env: + MPLBACKEND: Agg # https://github.com/orgs/community/discussions/26434 + strategy: + matrix: + os: [ubuntu-latest, macos-latest, windows-latest] + python-version: ["3.12"] + steps: + - uses: actions/checkout@v3 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v4 + with: + python-version: ${{ matrix.python-version }} + cache: "pip" + - name: Install dependencies + run: | + pip install -r requirements.txt + pip install ecos + - name: Generate coverage report + run: | + pip install pytest pytest-cov + pytest --cov=./ --cov-report=xml + - name: Upload coverage to Codecov + uses: codecov/codecov-action@v3 + with: + files: ./coverage.xml + fail_ci_if_error: true diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml index 75724ed5..478bac0a 100644 --- a/.github/workflows/main.yml +++ b/.github/workflows/main.yml @@ -5,43 +5,42 @@ name: pytest on: push: - branches: [ "master" ] + branches: ["master"] pull_request: - branches: [ "master" ] + branches: ["master"] jobs: - pytest: - name: py${{ matrix.python-version }} on ${{ matrix.os }} - runs-on: ${{ matrix.os }} - env: - MPLBACKEND: Agg # https://github.com/orgs/community/discussions/26434 - strategy: - matrix: - os: [ubuntu-latest, macos-latest, windows-latest] - python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"] - exclude: - - os: macos-latest - python-version: "3.8" - steps: - - uses: actions/checkout@v3 - - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v4 - with: - python-version: ${{ matrix.python-version }} - cache: 'pip' - - name: Install dependencies - run: | - pip install -r requirements.txt - pip install pytest isort black flake8 - - name: Test with pytest - run: | - pytest ./tests - - name: Check with isort - run: | - isort --check --diff . - - name: Check with black - run: | - black --check --diff . - - name: Check with flake8 - run: | - flake8 --show-source --statistics . + pytest: + name: py${{ matrix.python-version }} on ${{ matrix.os }} + runs-on: ${{ matrix.os }} + env: + MPLBACKEND: Agg # https://github.com/orgs/community/discussions/26434 + strategy: + matrix: + os: [ubuntu-latest, macos-latest, windows-latest] + python-version: ["3.9", "3.10", "3.11", "3.12"] + + steps: + - uses: actions/checkout@v4 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + cache: "pip" + - name: Install dependencies + run: | + pip install -r requirements.txt + pip install pytest isort black flake8 + pip install ecos + - name: Test with pytest + run: | + pytest ./tests + - name: Check with isort + run: | + isort --check --diff . + - name: Check with black + run: | + black --check --diff . + - name: Check with flake8 + run: | + flake8 --show-source --statistics . From 794029d8f1968053401dcf98512c3a5a28e4ceee Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sun, 1 Dec 2024 14:09:55 -0500 Subject: [PATCH 22/23] isort --- pypfopt/plotting.py | 1 + 1 file changed, 1 insertion(+) diff --git a/pypfopt/plotting.py b/pypfopt/plotting.py index 4828675b..e46c6632 100644 --- a/pypfopt/plotting.py +++ b/pypfopt/plotting.py @@ -10,6 +10,7 @@ """ import warnings + import numpy as np import scipy.cluster.hierarchy as sch From 7257dda0a9b00db0819b6d8d184fd0c1d2ddbc89 Mon Sep 17 00:00:00 2001 From: Robert Martin Date: Sun, 1 Dec 2024 14:16:10 -0500 Subject: [PATCH 23/23] minor code formatting --- pypfopt/discrete_allocation.py | 1 + pypfopt/plotting.py | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/pypfopt/discrete_allocation.py b/pypfopt/discrete_allocation.py index 11d00ee7..d67f9116 100644 --- a/pypfopt/discrete_allocation.py +++ b/pypfopt/discrete_allocation.py @@ -2,6 +2,7 @@ The ``discrete_allocation`` module contains the ``DiscreteAllocation`` class, which offers multiple methods to generate a discrete portfolio allocation from continuous weights. """ + import collections import cvxpy as cp diff --git a/pypfopt/plotting.py b/pypfopt/plotting.py index e46c6632..54fcf48a 100644 --- a/pypfopt/plotting.py +++ b/pypfopt/plotting.py @@ -174,7 +174,7 @@ def _plot_cla(cla, points, ax, show_assets, show_tickers, interactive): mode="markers", name="Max Sharpe Portfolio", marker=dict(size=12, symbol="x", color="coral"), - hovertemplate=f"Sharpe: %{{customdata[1]:.4}}
" + hovertemplate, + hovertemplate="Sharpe: %{{customdata[1]:.4}}
" + hovertemplate, ) ) else: