From 4e36a01fb9698150ab547803088ed734d51d8963 Mon Sep 17 00:00:00 2001 From: hiruna72 Date: Tue, 6 Feb 2024 14:25:28 +1100 Subject: [PATCH] adding notebooks --- .gitignore | 1 + notebooks/squig_stats.ipynb | 559 ++++++++++++++++++++++++++ test/data/raw/metric/eventalign.tsv | 13 + test/data/raw/metric/nanopolish.tsv | 13 + test/data/raw/metric/realign.tsv | 13 + test/data/raw/metric/sigfish.tsv | 13 + test/data/raw/metric/squigualator.tsv | 1 + 7 files changed, 613 insertions(+) create mode 100644 notebooks/squig_stats.ipynb create mode 100644 test/data/raw/metric/eventalign.tsv create mode 100644 test/data/raw/metric/nanopolish.tsv create mode 100644 test/data/raw/metric/realign.tsv create mode 100644 test/data/raw/metric/sigfish.tsv create mode 100644 test/data/raw/metric/squigualator.tsv diff --git a/.gitignore b/.gitignore index 38c4422..3b10f54 100644 --- a/.gitignore +++ b/.gitignore @@ -6,6 +6,7 @@ output *egg* dist __pycache__ +*/.ipynb_checkpoints/* idealg_v build venv3 diff --git a/notebooks/squig_stats.ipynb b/notebooks/squig_stats.ipynb new file mode 100644 index 0000000..10f1c2c --- /dev/null +++ b/notebooks/squig_stats.ipynb @@ -0,0 +1,559 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "e12bb0ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.core.display import display, HTML\n", + "display(HTML(\n", + " ''\n", + "))" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "7cda617d", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from io import StringIO\n", + "\n", + "POS_DWELL = 0\n", + "POS_MEAN = 1\n", + "POS_MEDIAN = 2\n", + "POS_STD = 3\n", + "POS_BOXPLOT = 4\n", + "POS_DWELL_STD = 5\n", + "\n", + "def get_boxplot_stats(data):\n", + " return [round(np.min(data), 4), round(np.percentile(data, 25), 4), round(np.median(data), 4), round(np.percentile(data, 75), 4), round(np.max(data), 4)]\n", + "\n", + "def get_stats(file_path, base_shift=0):\n", + " df = pd.read_csv(file_path, sep='\\t', header=None)\n", + "\n", + " # Initialize an empty list to store cell means\n", + " pos_dwell = []\n", + " pos_mean = []\n", + " pos_median = []\n", + " pos_std = []\n", + " pos_boxplot = []\n", + " pos_dwell_std = []\n", + " \n", + " # Iterate over columns\n", + " for col in df.columns[abs(base_shift):]:\n", + " col_means = []\n", + " col_dwells = []\n", + " col_medians = []\n", + " col_stds = []\n", + " col_values = []\n", + "\n", + " for cell in df[col]:\n", + " if pd.isna(cell):\n", + " continue\n", + "\n", + " cell_values = str(cell).split(',')\n", + " col_dwells.append(len(cell_values))\n", + "\n", + " numeric_values = pd.to_numeric(cell_values, errors='coerce')\n", + " col_values.extend(numeric_values)\n", + " col_means.append(np.nanmean(numeric_values))\n", + " col_medians.append(np.nanmedian(numeric_values))\n", + " col_stds.append(np.std(numeric_values))\n", + " \n", + "# print(col_dwells)\n", + "# print(col_values)\n", + " \n", + " pos_dwell.append(get_boxplot_stats(col_dwells))\n", + " pos_mean.append(get_boxplot_stats(col_means))\n", + " pos_median.append(get_boxplot_stats(col_medians))\n", + " pos_std.append(get_boxplot_stats(col_stds))\n", + " pos_boxplot.append(get_boxplot_stats(col_values))\n", + " \n", + " pos_dwell_std.append(np.std(col_dwells))\n", + " \n", + "\n", + "# print(pos_dwell)\n", + "# print(pos_mean)\n", + "# print(pos_median)\n", + "# print(pos_std)\n", + " return [pos_dwell, pos_mean, pos_median, pos_std, pos_boxplot, pos_dwell_std]\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d7e27dde", + "metadata": {}, + "outputs": [], + "source": [ + "# %matplotlib notebook\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from matplotlib.lines import Line2D\n", + "\n", + "colors = ['lightblue','lightcoral','lightcyan','lightgoldenrodyellow','lightgreen','lightpink','lightsalmon','lightseagreen','lightskyblue','lightslategray']\n", + "medianprops = dict(color='red', linewidth=2)\n", + "\n", + "def draw_boxplots(stats, ref, ref_index, title, labels):\n", + "\n", + " plt.figure(figsize=(30,6))\n", + "\n", + " num_stats = len(stats)\n", + " \n", + " all_stats = []\n", + " x_ticks = []\n", + " for i in range(len(stats[0])):\n", + " for j in range(num_stats):\n", + " all_stats.append(stats[j][i])\n", + "\n", + " for i in range(len(stats[0])):\n", + " x_ticks.append(ref[i])\n", + " x_ticks.append(ref_index[i])\n", + " for j in range(num_stats-2):\n", + " x_ticks.append('')\n", + "\n", + " distance_within_group = 1\n", + " distance_between_groups = 3\n", + " positions = [0]\n", + " positions.append(positions[-1]+distance_within_group)\n", + " for i in range(len(stats[0])):\n", + " for j in range(num_stats-1):\n", + " positions.append(positions[-1]+distance_within_group)\n", + " positions.append(positions[-1]+distance_between_groups)\n", + "\n", + " positions = positions[1:-1]\n", + "\n", + " # Set box colors\n", + " box_colors = colors[:num_stats] * (len(all_stats) // 2)\n", + "\n", + " # Create paired box plots with different colors for experiments and controls\n", + " bplot = plt.boxplot(all_stats, medianprops=medianprops, positions=positions, vert=True, patch_artist=True, flierprops=dict(marker='.', markerfacecolor='black', markersize=5))\n", + "\n", + " for patch, color in zip(bplot['boxes'], box_colors):\n", + " patch.set_facecolor(color)\n", + " \n", + " legend_elements = []\n", + " for j in range(num_stats):\n", + " legend_elements.append(Line2D([0], [0], marker='s', color='w', markerfacecolor=box_colors[j], markersize=10, label=labels[j]))\n", + " \n", + " plt.legend(handles=legend_elements, loc='upper right')\n", + "\n", + " # Add labels and title\n", + " plt.xticks(positions, x_ticks)\n", + " plt.title(title)\n", + "\n", + " # Show the plot\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dddfdc9f", + "metadata": {}, + "outputs": [], + "source": [ + "ref = \"AGGTTGCAGTGAACCAACGTCGCCACTGCACTCCAGTCTGGCGACAGAGCGAGACTCCCTGTCA\"\n", + "ref_index = list(range(7,100))\n", + "\n", + "file_path = '../test/data/raw/metric/eventalign.tsv'\n", + "f5c = get_stats(file_path, base_shift=-6)\n", + "\n", + "file_path = '../test/data/raw/metric/nanopolish.tsv'\n", + "nanopolish = get_stats(file_path, base_shift=-6)\n", + "\n", + "file_path = '../test/data/raw/metric/realign.tsv'\n", + "realign = get_stats(file_path, base_shift=-6)\n", + "\n", + "file_path = '../test/data/raw/metric/sigfish.tsv'\n", + "sigfish = get_stats(file_path, base_shift=-6)\n", + "\n", + "file_path = '../test/data/raw/metric/squigualator.tsv'\n", + "squigulator = get_stats(file_path, base_shift=-6)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a1d54a40", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "start_base = 0\n", + "end_base = 40\n", + "stats_index = POS_MEDIAN\n", + "stats = [squigulator[stats_index][start_base:end_base], nanopolish[stats_index][start_base:end_base], f5c[stats_index][start_base:end_base], sigfish[stats_index][start_base:end_base], realign[stats_index][start_base:end_base]]\n", + "legend_labels = ['pore model', 'nanopolish projection', 'f5c eventalign', 'sigfish dtw', 'squigualiser realign']\n", + "draw_boxplots(stats, ref, ref_index, \"event median\", legend_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "83f77dcb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "start_base = 0\n", + "end_base = 40\n", + "stats_index = POS_BOXPLOT\n", + "stats = [squigulator[stats_index][start_base:end_base], nanopolish[stats_index][start_base:end_base], f5c[stats_index][start_base:end_base], realign[stats_index][start_base:end_base]]\n", + "legend_labels = ['pore model', 'nanopolish projection', 'f5c eventalign', 'squigualiser realign']\n", + "draw_boxplots(stats, ref, ref_index, \"event median\", legend_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d7980959", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "x_min = 0\n", + "x_max = 20\n", + "y_min = 0\n", + "y_max = 20\n", + "\n", + "MIN_INDEX = 0\n", + "Q1_INDEX = 1\n", + "MEDIAN_INDEX = 2\n", + "Q3_INDEX = 3\n", + "MAX_INDEX = 4\n", + "\n", + "def fix_range(arr):\n", + " lower_limit = x_min\n", + " upper_limit = x_max\n", + " mask = (arr < lower_limit) | (arr > upper_limit)\n", + " arr[mask] = np.nan\n", + " return arr\n", + "\n", + "def draw_scatter(list_a, list_b, label_a, label_b):\n", + " \n", + " use_stat_index = MEDIAN_INDEX\n", + " \n", + " a_x = np.array([sublist[use_stat_index] for sublist in list_a[POS_DWELL]])\n", + " a_y = np.array([sublist[use_stat_index] for sublist in list_a[POS_STD]])\n", + " b_x = np.array([sublist[use_stat_index] for sublist in list_b[POS_DWELL]])\n", + " b_y = np.array([sublist[use_stat_index] for sublist in list_b[POS_STD]])\n", + " \n", + " a_x = fix_range(a_x)\n", + " b_x = fix_range(b_x)\n", + " \n", + " plt.scatter(a_x, a_y, color='blue', marker='o', label=label_a)\n", + " plt.scatter(b_x, b_y, color='red', marker='o', label=label_b)\n", + "\n", + " # Add labels and title\n", + " plt.xlabel('dwell time')\n", + " plt.ylabel('current level stddev')\n", + " plt.title('dwell time Vs current level stddev')\n", + " plt.legend()\n", + " \n", + " # Set x-axis limits\n", + " plt.xlim(x_min, x_max)\n", + " plt.ylim(y_min, y_max)\n", + " \n", + " fig_name = \"dwell_vs_current_{}.svg\".format(label_b) \n", + " plt.savefig(fig_name, format='svg')\n", + "\n", + " # Show the plot\n", + " plt.show()\n", + " \n", + "def draw_scatter_2(list_a, list_b, label_a, label_b):\n", + " \n", + " use_stat_index = MEDIAN_INDEX\n", + " \n", + " a_x = np.array(list_a[POS_DWELL_STD])\n", + " a_y = np.array([sublist[use_stat_index] for sublist in list_a[POS_STD]])\n", + " b_x = np.array(list_b[POS_DWELL_STD])\n", + " b_y = np.array([sublist[use_stat_index] for sublist in list_b[POS_STD]])\n", + " \n", + " a_x = fix_range(a_x)\n", + " b_x = fix_range(b_x)\n", + " \n", + " plt.scatter(a_x, a_y, color='blue', marker='o', label=label_a)\n", + " plt.scatter(b_x, b_y, color='red', marker='o', label=label_b)\n", + "\n", + " # Add labels and title\n", + " plt.xlabel('dwell time stddev')\n", + " plt.ylabel('current level stddev')\n", + " plt.title('dwell time stddev Vs current level stddev')\n", + " plt.legend()\n", + " \n", + " # Set x-axis limits\n", + " plt.xlim(x_min, x_max)\n", + " plt.ylim(y_min, y_max)\n", + " \n", + " fig_name = \"dwell_stddev_vs_current_stddev_{}.svg\".format(label_b) \n", + " plt.savefig(fig_name, format='svg')\n", + "\n", + " # Show the plot\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "0bf9a54f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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124.05,125.29,124.6,127.62,124.46,128.86,126.25,126.11,121.58,125.97,127.07,118.14 104.82,104.13,105.37,102.62,102.89,103.03,104.54,103.99,102.89,105.23,101.8,102.48,104.54,103.72,102.76,98.36,90.26 66.9,66.9,65.39,68.0,68.0,76.52 97.81,93.69,100.15,97.4,98.77,101.52,104.68,100.28,101.93,103.17,102.62,101.25 99.32,98.09,97.54,101.52,100.01,97.54,94.24 86.0,81.74,79.95,80.5,80.78,79.4,82.97,81.88,80.5,80.09,80.91,82.84,94.79 107.57,112.1,109.76,109.08,107.57,107.84,109.76,108.66,106.47,114.71,109.21,109.9,109.35,109.35,110.59,109.9,109.49,115.53,108.94,109.08,107.84 125.29,125.01,131.19 119.93,118.97,120.62,116.63,120.07,120.34,121.17,120.34,114.3,116.08,116.22,120.34,116.08,117.32,116.77,117.18,115.26 105.78,107.7,104.13,107.84,104.27,104.41,108.11,104.96 96.44,82.01,85.59,105.5,93.14,86.41,88.74,83.11,82.43 93.69,99.05,98.91,97.81,98.09,96.58,101.8,108.94 131.19,131.06,130.78,130.51,131.47,132.7,132.7,131.33,130.64,131.33,131.47,129.55 121.44,110.86,111.69 101.93,97.95,98.5,99.87,98.09,97.81,94.38,96.16,95.61,95.75,93.28 80.23,77.62,75.28,77.34,76.11,76.11,76.38,80.23,74.6,77.89 75.14,72.95,75.56,76.38,79.54,78.17,73.91,75.42,71.02,70.75,70.47,70.47,72.12,71.85,74.6,76.38 134.77,133.67,134.77,132.98,134.49,132.57,135.73,133.25,135.04,133.67,132.43,134.63,110.72,126.52,131.19,116.91 109.21,109.21,109.08,109.63,107.43,111.27,103.99,104.96,109.21,107.15,118.83,107.43,109.08,112.92,113.06,107.57,117.59,134.08,110.86,106.19,105.09,103.17,106.6,106.47,108.11,113.2,107.15,107.02,109.35,105.64,107.15,105.92 130.37,126.11,132.84,132.43,132.57,129.55,131.33,129.68,132.7,131.74 121.3,117.59,114.85,116.08,114.98,114.98,114.02,113.2,115.67,116.91,118.14,115.67,112.51,116.22,116.49,115.67,114.16,116.63,115.26,115.67,111.55,112.37,117.32,114.43,109.9,113.2,117.04,115.95,112.51,113.75,113.06,114.98,113.33,111.96,117.59,115.26,113.61,114.43,112.37,115.81,115.26,111.14,111.96,115.53,119.65,113.75,115.12,110.31,110.86,117.73,112.51,113.61,114.16,114.16,111.14,115.12,115.81,114.71,116.77,113.2,116.63,131.19,132.7,120.48,115.53,111.96,112.65,109.9 81.74,78.72,75.01,76.38,78.44,80.23,78.85,80.64,79.82,83.25,80.36,88.06,89.84,90.39,93.69,92.45,92.59,91.9,88.61,89.98 93.97,94.51,90.94,91.9 77.75,64.43,64.7,65.94,63.19,64.7,62.78,60.99,64.15,61.82,67.45,63.6,62.78,61.96,61.41,61.82,63.88,60.58,60.86,64.15 65.8,69.1,71.71,66.35,70.89,70.2,69.1,68.41,69.65,67.73,66.49,75.14,94.51 119.24,125.01,124.74,124.87,127.48,121.03,123.09,116.77 89.57,88.33,84.49,83.39,87.37 82.84,85.17,81.33,87.37,86.68,75.01,70.47,86.13,85.59,85.17,84.35,85.86 nan 81.19,80.91,85.17,81.74,78.85 91.9,87.65,87.23,86.96 88.2,89.29,90.81 71.85,71.57,72.81,76.38,90.67,73.91,73.5,70.47,74.73,67.86,63.74,68.55,63.47 68.55,71.85,68.83,69.1 80.09,81.74,78.72,77.75,79.27,75.14,74.05,80.64,87.37,92.87,84.62,83.11,83.94,89.16 111.41,121.03,121.99,122.54,123.64,125.97,119.52,119.65,120.75 131.47,130.23,128.72,128.17,129.41,125.84,129.68,128.17,129.55,126.94 118.01,115.95,117.59,114.85,113.61,114.43,118.01,118.01,117.46,115.4,119.1,116.08,112.65,114.43,116.49,112.37,113.61,108.8 95.34,98.22,100.7,96.3,95.89,94.79,94.93,92.18,95.34 92.59,91.63,92.45,95.48,95.75,92.59,94.79,92.18,94.65,92.45 129.0,132.29,134.08,133.53,135.86,133.53,131.88,133.53,134.9,134.35 115.4,117.87,111.69,106.19,113.88,112.79,112.37,108.25 132.43,134.35,138.06,134.9,140.12,131.88 112.1,112.1,112.65,108.94,116.08,115.67,111.27,110.18,104.82,106.33,108.11,105.09 86.13,72.67,75.42,75.42,74.05,76.24 68.55,65.25,63.47,64.43,63.33,63.19 65.94,65.53,63.47,65.25,65.25,65.25,61.82,62.64,61.13,64.7,66.08,66.22,68.28,63.88,67.73,62.92,65.94,62.78,64.7,67.73,63.06,64.43,62.37,66.63,63.88,66.22,65.39,63.6,65.53,66.08 69.24,69.37,68.41,64.43,68.83,66.76,67.59,65.94 68.14,67.45,69.24,67.59,68.96,66.35 62.92,63.33,63.19 61.54,61.68,60.86,59.76,58.66,59.62,59.21 61.41,62.92,61.68,60.86 61.41,57.84,58.93,61.41,57.42,58.38,60.45,57.01,54.4,59.76 61.54,60.31,60.45,61.54,58.8 62.78,61.13,60.58,60.86 59.76,58.52,58.93 60.86,60.86,60.03 57.97,60.17,59.76,58.25,60.99,59.21,58.38,58.93,63.6,60.58,64.7,60.58,64.43,61.13,62.37,63.74,60.17,59.76,59.76,63.06,61.96,60.31,62.23,61.54,59.76,58.93,58.66,58.8,60.31,62.09,63.06,61.13,62.37,59.07,58.93,62.23,59.62,58.25,57.56,58.52,61.41,61.13,63.06,64.15,60.72,60.86,59.76,60.86,60.99,58.52,61.96,61.54,60.99,62.37,60.31,60.45,62.51,59.48,59.62,60.72,65.25,61.96,61.27,58.93,60.31,62.37,60.45,61.13,62.64,59.21,62.92,59.35,59.48,59.76 59.62,63.6,62.64 58.93,59.76,59.62 60.99,62.51,60.31,60.17 69.65,67.59,69.1,68.83 66.35,65.67,61.82,65.53,61.82 57.42,59.62,59.21,58.52,57.29 61.96,60.99,59.07,59.76,60.31,60.45,65.25,58.93,59.07,59.48,62.51,62.78,61.27,60.99,58.52 68.55,67.31,62.51,61.82,60.31,63.47,60.58,64.98,64.7,65.39,61.96,65.67,63.6,64.7,63.88,64.7 74.73,75.42,74.18,71.85,72.95 75.14,73.91,74.6 73.63,72.95,73.5,75.97,77.34,68.96 62.64,60.58,60.86,61.13,60.58,60.31,59.21,57.29,58.52 61.96,61.82,60.58,62.51,62.23 70.06,76.24,74.73,76.93,77.34,77.07,75.42,73.91,72.12,75.01 77.07,78.72,76.93 73.63,72.67,70.47,72.4,75.69,68.0,69.65,68.55,69.79,68.0 61.96,60.31,61.68,59.48 62.64,61.96,63.06,59.07,61.96,63.06,64.29,63.19,65.12,65.53,63.19,64.02,63.6,64.15,63.19,61.27,63.19,62.92,66.35,63.6,64.15,64.15,64.15,64.02,61.54,63.06,65.8,64.98,61.41,63.47,64.02,63.88,64.7,64.15,65.12,65.53,60.86,62.78,66.35,62.78,63.06,60.86,61.96,64.15,65.94,60.58,61.41,64.15,63.74,63.33,61.96,64.15,61.27,63.19,63.88,64.15,63.6,61.82,64.84,62.23,63.33,63.06,62.64,62.51,63.06,59.62,63.74,60.45,62.09,63.06,58.66,63.74,59.07,61.96,61.96,60.86,63.33 67.04,69.79,68.96,70.06,65.94,68.96,69.65,68.28,64.7,67.73,67.73,66.08,66.22,69.51,69.65,67.86,69.51,74.6,69.65,67.59,68.55,67.59,66.35,68.0,67.73,68.28,69.79,69.37,69.37,68.0,67.59,67.59,68.28,67.45,67.86,66.9,67.18,65.8,68.96,68.55,68.55,68.14,70.61,68.96,64.84,68.55,70.06 74.6,76.24,76.38,77.62,78.85 75.69,77.21,76.52,76.52,76.38,79.54,72.95,73.08,70.75,71.16 67.18,64.7,68.0 +nan nan nan nan nan nan 120.2,123.64,123.5,118.42,120.62,115.26,114.16 107.02,106.6,103.44,104.13,105.37,106.74,103.72,103.17,102.62,106.6 83.66,86.0,78.72,78.58,76.52 73.08,72.4,76.66,74.6,73.08,74.18,73.91,73.36,73.22,73.36,118.97,138.34,132.02,119.38,113.06 nan nan 69.65,83.94,69.37,68.0,70.2,70.2,67.18,70.47 73.63,74.32,72.67,86.41 108.8,106.47,108.11,106.74,108.66,105.78,108.8,106.88,110.59 101.66,99.87,97.54,100.15,97.54,97.81,98.64,98.77,96.58,96.03,98.77,93.69,89.98 80.91,82.15,77.21,77.75,77.75,72.26,77.62 64.15,63.6,64.15,62.37,64.29 85.72,83.39,86.0,83.11 86.41,86.13,85.04,88.47,88.74,87.78,87.78,74.32,69.24,70.2,68.69,71.57,71.16,71.3,69.51,70.2 110.04,125.01,127.21,126.66,120.75,126.11,126.52,127.48,126.8,127.35,127.07,127.07,118.01 108.53,107.15,105.09,106.19,105.78,108.39,101.93,108.11 85.86,78.72,76.79,83.39,76.66 93.14,90.81,94.1,96.03,97.12,94.65,97.54,96.03,97.54,95.48,98.91,96.85 94.79,93.83,94.24,94.65 81.05,80.91,76.24,79.68,82.15,80.36,78.85,88.88 106.05,106.47,103.03,103.99,104.27,103.86 125.42,122.68,123.91,121.99,127.76,126.11,123.09,124.33 115.53,118.69,119.52,116.08,116.77,116.08,110.86,112.65,118.83 103.03,106.47,104.68,105.37,102.62,101.8 91.35,85.04,81.19,82.29,75.69,76.11,84.62 92.18,94.38,99.6,98.5,93.28,91.63 115.95,126.52,124.19,128.86,126.39,127.9,128.31,126.11 108.94,108.8,110.18,111.82,104.41,109.63,104.41 93.42,92.18,88.47,89.29 80.23,75.42,74.05,72.95,73.91 70.61,69.1,69.24,68.83,68.28,69.1,69.65,72.4,71.57 114.43,129.0,124.46 107.84,105.78,108.11,105.78,106.88,105.78,103.72,102.07 126.52,124.6,123.91,124.74,125.15,126.39,126.8,120.07 106.47,109.35,109.21,111.14,112.79,110.86,109.21,105.78,101.66,100.83 85.86,73.63,71.3,73.08,75.01,75.42,71.3 92.59,100.01,99.05,100.97,100.97,102.34,89.29 71.85,67.04,71.3,69.65,69.24,69.65,68.0,69.1 66.22,68.0,66.63,67.45,66.9,66.63,69.1,68.83,67.04,67.73,67.45,77.89,75.14,74.6,74.18 124.46,124.33,117.59,118.56 87.37,78.3,79.82 70.47,67.73,66.22,72.81,71.85,65.25,64.7 78.72,78.99,77.21,80.64 76.79,78.17,76.79,77.48,78.03,76.79,77.21 73.63,72.81,72.26,75.83 81.46,81.88,82.56 67.31,68.0,66.35,61.27,64.7,68.96,63.88,65.67 76.52,77.34,74.05 74.32,72.4,71.98,78.44,92.59 117.46,118.97,117.04,117.46,114.71,113.75,116.36 121.99,119.1,119.65,121.71,118.28 108.53,109.76,111.27,118.28,115.95,109.63,107.02 96.58,94.24,94.38,93.28,94.38,93.69 89.16,87.23,86.41,88.61,90.67,90.26,85.59,86.82,87.65 119.65,126.39,123.78 109.21,109.35,108.66,108.66,103.17,114.85 129.27,127.9,127.35,127.48,129.96,129.55,130.09,126.39,128.86,120.2 105.37,106.74,106.6,105.37,107.43 81.6,71.3,73.91,76.66,74.6,70.2 63.06,63.19,61.41 60.31,60.99,59.21,58.66,56.19,58.66,60.99,61.27,60.86 64.98,65.8,65.39,66.76,62.37,66.63,65.8,62.64,67.45,67.45,65.8,68.28,66.35,64.29,66.9,66.9,65.67,64.57,66.49 65.25,64.15,64.15,66.63,66.76 62.23,59.48,62.78,63.74,64.7,61.41 58.66,57.56,58.66,57.01,57.01,59.07,56.32,57.01,55.91,60.17,57.01,58.25,58.52,60.86,57.01,55.64,56.74,56.05,58.38,58.52,58.93,59.21,58.11,61.13,60.17,57.56,56.05,55.36,57.01,59.62,56.46,54.81,59.21,58.25 62.23,62.92,60.86 60.03,61.27,59.21,62.51,60.17,60.86,60.86,59.9,62.37,60.31 58.52,58.66,59.76 56.32,56.87,58.52,58.52,58.25,59.21 59.48,61.13,60.72 58.25,59.76,59.07,58.25,60.45,57.56,61.27,59.21,58.25,59.21,57.01,58.93,61.68,57.01,57.7,60.31,58.25,60.45 57.56,58.66,57.01 59.62,58.52,57.7,58.52,58.66,60.86 58.66,52.61,54.81 58.93,60.03,58.38,58.66,57.29,59.48 64.7,65.8,66.35,66.49 64.98,63.33,65.8,64.98,64.7,66.35,67.04,65.53,66.63,68.55,65.25,64.02,64.29,66.35,66.9,63.47,65.25,67.45,64.84,64.84,69.37,66.9,64.02,67.45,64.57,65.8,64.43,66.76,64.7,65.8,66.9,68.0,67.45,64.43 60.86,60.17,56.32,57.56 54.81,52.48,56.19,59.21,56.46,54.81,59.21,60.72,60.86 64.98,62.37,63.6,57.97,60.72,60.86 70.89,71.85,74.32,76.52 72.26,70.2,72.81,74.6,71.57 71.57,71.16,69.24,72.26,73.77,70.47 62.23,59.48,61.41 60.86,63.06,64.29,58.93,60.58,56.32,60.45,62.09,62.51,62.09,61.41,60.03,58.25,62.78,62.92,62.78,61.96,62.51,62.78,55.77,58.25 nan nan 62.51,63.06,62.92 60.17,60.45,57.97,59.21,60.72,60.72,59.62 59.07,57.56,59.9,60.17,58.38,58.25 65.8,65.67,65.8 69.65,70.06,73.63,72.67 68.96,67.86,68.0,68.83,69.37,69.24,70.2,67.04,68.96,64.15 59.21,59.21,57.01,57.01,57.01 +nan nan nan nan nan nan 122.81,117.46,118.97,111.82,116.22,115.53 108.53,105.64,109.08,108.66,109.63,107.98,102.76,106.05,109.63,110.04,112.1,106.88,108.94,107.98,112.51,97.95 81.46,82.84,78.58 78.85,75.97,78.03,78.85,78.58,75.01,76.79,77.89,75.14,87.37 139.16,139.3,137.79,142.6 128.03,123.91,116.49,119.24,129.27,121.71,126.11,121.17,97.95 69.1,68.83,70.89,67.31,65.12,62.64,69.92,74.46,71.44,72.26 76.38,78.44,75.97,76.93 111.55,108.94,109.9,110.31,108.11,110.72,107.02 100.15,97.54,97.67,97.54,97.54,91.49,92.87,89.57 82.84,73.5,76.93,73.22,71.44 65.39,64.98,64.15,64.57,66.35,64.57,64.7,65.53,66.22,65.67,66.35,65.53,64.7,64.15,65.25,65.12,64.7,66.35,66.49,66.76,66.63,65.67,66.63,65.39,64.57 87.65,108.94,110.04,107.02,108.53,105.78,106.05,108.66,106.33 87.65,88.61,82.56,80.91,104.13 129.82,130.64,129.82,130.09 119.38,110.18,107.98,109.08,109.21,109.9,103.44 81.33,78.03,79.4,82.84,76.66,76.93,73.91,74.46,73.5,74.32,75.97 nan 88.06,92.04,96.44,97.67,96.85,91.49 79.95,80.64,79.95,80.91,82.01,84.49 103.58,107.84,104.96,109.9,110.72,108.66,107.7,108.66,110.45,111.41,108.66,108.66,109.63,108.25,108.39,106.88 120.62,124.19,128.31 118.01,105.23,110.31,127.35,125.7,128.31,128.86,120.07,113.2,118.83,116.22,119.52,118.42,118.56,117.04,119.1,115.81,117.32,117.46,115.53,115.67,119.52,113.47 107.98,105.5,105.78 84.07,84.49,85.72,83.11,83.94,82.7,76.93 92.18,93.69,99.87,98.22,97.54 126.8,123.64,114.02 113.88,116.77,115.53,112.65 95.89,95.34,98.5,97.81,96.03,94.65,91.77 78.17,77.34,78.72,80.23,77.21,75.97,77.34,80.5,79.54,75.01,76.52,75.69,78.99,74.46 71.44,70.89,69.24,70.47,69.79,68.83,71.3,67.86,68.55,70.61,70.06,71.3,70.47,69.92,69.79,71.44,72.26,70.06,70.75,71.16,70.61,71.3,70.47,70.61,72.67,72.12,70.06,71.57,69.51,70.61,71.71,70.06,67.59,71.16,70.06,70.75,70.47,67.86,67.73,68.96,69.37,75.42,86.96 130.09,114.16,130.51,131.33,113.88 107.84,110.31,104.68,106.05,108.11,106.05,102.89,104.68,104.68,107.84,100.15 127.35,128.58,127.07,129.13,133.25,129.55,128.86,128.58,129.96,129.41,128.17,129.41,128.03,126.94,128.31,124.87,119.24 110.04,110.45,109.21,111.0,111.82,129.82,113.75,112.51,112.79,112.79,111.82,107.84,104.13 89.98,77.07,78.85,75.69,83.66,77.34,77.62,73.22,75.01,75.14,75.01 99.46,98.64,99.6,101.52,99.87,102.48,103.58,88.47 74.18,72.95,73.77,72.26,73.77 69.51,66.63,69.51,66.76,71.85,78.85 116.49,122.68,107.02,116.77 86.55,83.8,86.96,88.2 76.38,73.91,72.53,71.44,69.1,71.71,68.14,66.63,82.7,84.49,80.5,83.66 79.54,77.48,77.34,80.23,78.3,78.03,79.4,80.5 77.34,75.83,76.93 79.54,78.85,77.07,74.73 80.23,85.31,85.31 72.26,70.75,65.94,67.31,68.83,64.7,70.89,67.73 75.42,77.34,73.91,76.11,77.07,74.05,74.05,78.44,87.65,87.92,89.71,101.93 nan 121.03,122.4,124.05 125.97,126.52,126.66,123.64,127.07,123.36,124.87,126.39,126.52,126.11,122.4,123.23,119.65,129.55 114.71,111.82,109.35 105.5,96.71,96.71,105.09,95.89,97.12 90.94,91.49,89.29,89.02,90.53,93.14,92.45,109.63 128.45,128.31,133.39 120.48,109.9,113.88,114.02,115.26,117.04,112.24,108.25,108.8,122.54,123.78,122.13,116.22 nan nan 93.42,68.96,68.69 55.91,55.91,58.25,53.71,59.07,60.17,56.74,58.52,59.07,58.38 61.13,60.45,61.96,60.99 62.09,64.43,64.43,62.09,62.92 60.72,60.99,62.23,60.99 62.78,65.12,62.92 58.38,61.13,57.29,58.52,58.25,56.87,60.17,56.6,57.84,59.07,62.09,58.52,56.87,56.87,55.91,59.76,60.58,60.03,59.62,60.45,54.68,60.17,62.64,61.82,62.23,59.62,61.27,57.84,64.84,64.15,62.37,62.23,60.86,62.09,61.96,63.19,61.96,60.03,64.15,63.06,60.31,63.19,63.06,61.27 63.74,64.02,62.64 61.82,61.82,60.03 63.47,62.37,61.27 63.33,63.47,63.19,62.37,63.33,61.27 58.8,58.11,60.03,58.52 60.99,60.99,62.37,62.23,62.23 61.27,60.99,62.64,57.84,60.86 62.51,61.27,62.64,61.13,63.47,60.58,62.64,62.64,60.72,62.51,65.25,60.99 61.27,60.03,60.45 61.82,63.19,61.27 58.38,59.62,58.52,56.6,58.11,59.76 66.22,62.37,61.82,62.37 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77.48,80.64,75.83,76.52,76.24,74.32,75.56,73.63,73.08,78.03,80.23,81.19,79.68,74.73,74.32,74.46 128.45,139.99,139.57,142.05,141.36 121.58,126.8,119.38 87.23,64.98,68.28,70.89,69.37,69.65,73.63,71.44,65.39,61.54,63.88 75.14,72.53,74.46,76.66,74.73,78.03,88.88 112.92,107.98,110.18,107.15,110.59,108.94,109.49,108.53,108.25,107.15 97.12,96.71,96.16,95.06,96.03,91.77 80.23,78.44,78.85,78.85,79.54,75.28 69.51,64.84,65.39,66.35,64.29,65.8 85.86,88.06,88.06,86.0,85.45,83.25 73.22,72.95,72.26,70.34,71.57,71.44,72.26,72.81,72.26,76.79,73.91,73.63,76.11,72.67,73.08,74.6,75.42,73.5,73.63,76.93,75.28,75.28,74.18,72.95,76.93,73.91,74.46,74.73,74.18,74.46,90.53 120.2,120.89,117.59,121.71,122.26,117.46 103.31,101.8,94.79,94.1,94.24,94.93 67.31,67.45,65.8,66.49,66.49,67.04,72.53,67.73,70.61,71.3,68.69,66.49,67.73,67.73,67.73,70.61,65.8,62.51,64.29,86.27,85.17,76.24,85.45,87.1 93.69,96.58,95.34,93.28,96.03,96.99,95.34,97.54,96.16,96.85 93.42,93.28,93.28,94.51 81.33,80.64,80.64,82.7,91.49 104.96,106.05,104.54,104.54,103.58,107.02,104.68,108.25 125.15,125.97,124.6 122.13,115.95,116.91,107.98,103.72,108.25,112.1,110.18 99.87,96.85,97.95,105.64,108.8,102.34,103.86,102.34,102.76,99.05,102.34,99.73,103.03 89.43,84.07,84.49,81.19,81.05,78.58,80.78,79.54 95.61,95.75,98.91,94.24,96.71,95.61,95.61,96.85,96.3,99.05 127.9,127.07,125.97,122.81,121.99,124.74 108.66,108.8,110.72,111.82,109.35 92.32,91.49,93.97,93.69,90.53,90.67,90.39,91.35,91.63,90.26,85.59 74.05,75.83,77.34,74.87 71.16,68.55,69.92,68.96,70.34,72.26,70.61,69.51,69.92,70.06,70.89,71.98,79.54,101.38 131.74,132.84,130.78,128.72,129.96,127.62,129.27,128.31,117.59 104.13,102.62,103.86,100.28,111.82,100.97,101.38,100.7,100.83,103.44,104.54,104.96,98.22,96.85,96.44,98.64 115.53,127.62,127.21,126.11,126.8,125.15 109.35,111.69,106.74 79.13,77.48,72.12,74.73,75.56,76.52,73.91,76.38,71.85,77.48,75.28,71.3,71.57,92.04,91.08,87.65,89.29,88.47,90.67,87.78,87.92,85.17,84.21,86.82 88.47,89.84,89.02,86.0,88.2,90.12,87.1,88.33,87.1,87.92,89.29,87.1,88.33,89.98,88.33,88.47,90.12,87.92,91.77,91.63,84.49,92.45,89.57,87.92 87.51,87.1,89.57,85.45,88.06,86.55 72.53,61.96,63.47,64.84,59.76,65.39,64.29,64.57,67.18,72.81,76.38,87.92 120.07,116.36,120.62,119.93,118.83,118.14,117.59,111.96 82.84,78.72,79.54,81.19 68.55,68.69,68.55,69.24,70.75,69.65,70.34,79.13,82.43,80.78 78.85,80.64,75.97,78.44,81.46 75.14,75.28,75.83 78.03,82.7,86.0 71.85,70.06,69.24 71.98,70.89,71.44,68.0,68.41,67.86,68.83 63.06,67.73,67.73,68.0,66.35,65.67 76.79,75.14,74.18,73.63,72.12,76.93,75.83,78.99,87.23 104.96,116.49,116.22,117.04,115.26 120.34,123.5,121.17,122.68,122.13 112.1,111.82,107.43,105.23 95.61,95.34,91.63,91.08 87.65,85.86,85.31,87.37,88.33,86.55,86.96,86.27,88.47,88.47,87.1,86.55,86.96,87.37,87.78,84.49,87.1,88.33,88.88,88.47,87.51,86.82,87.23,86.82,87.23,89.02,90.94 126.8,126.8,130.37,128.17,129.0 109.63,109.35,112.51,107.02,110.18,111.14,112.65,109.35,108.8,103.86,103.17,103.99,115.95 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87.65,86.82,86.96,80.64,84.9,83.11 77.89,75.01,73.77,74.18,75.01,76.52,79.27,73.08,74.05,73.22,74.05,73.36,75.28,74.87,72.26,72.81,76.11,73.91,74.05,78.3,73.5,76.24,76.38,74.05,76.66,74.32,78.58,88.2 143.7,145.34,144.79,142.87,141.63,143.01,140.4,145.34 128.72,123.23,118.97,118.69,114.71,118.69,104.13 68.83,70.06,69.37,69.65,63.33 73.08,71.16,72.81,72.26,70.06,71.98,78.17,88.33 108.94,111.41,111.27,108.39,110.18,110.45,111.14,111.96,110.18,112.1,110.45,107.7,109.76,109.9,110.18,109.08,111.82,107.98,108.66,112.1,107.98,109.21,108.8,111.27 100.42,98.91,92.04,93.69,93.55,95.89,96.58,93.28,89.16 nan 72.12,65.39,63.6,65.53,64.98,64.29,64.57,72.26 108.8,106.47,108.25,105.78,108.94,109.9 94.51,87.65,90.81,86.0,86.0,85.45,87.65,88.61,86.68,84.9,77.62,80.23,105.23 132.7,129.55,130.92,132.7,129.27,132.7,130.51,130.09,109.63,104.54,77.21,76.66,78.99 nan 78.72,80.91,78.85 94.38,96.16,96.03,96.71,97.54,96.71,102.62,98.09,99.19,99.19 101.8,99.19,99.32,98.5 80.91,78.58,80.36,78.58,82.43,78.72,80.09,79.4,80.91,80.91 96.71,106.33,103.72,104.96,109.76,108.53,107.98,105.37,105.37,109.08,101.25,108.53,107.98,106.88,106.47,104.82,106.88,108.94,107.7,107.84,106.88,105.64,106.6,109.21,107.98,107.29 nan 125.01,125.42,126.11,126.8,125.84,125.42 114.43,106.6,102.89,106.33,107.43,103.86,103.86,95.75 81.33,84.21,82.84,78.58,77.89 98.36,98.09,100.28,96.3,78.72,96.16,96.03,97.4,95.89,97.26,99.19,100.56 129.0,126.39,129.55,125.84,128.86,128.72,124.74,128.86,130.09,129.82,126.11,127.76,128.72,126.52,126.11,128.17,129.55,126.8,126.94,129.96,129.82,128.45,129.68,129.13,127.9,132.84,128.58,128.58,126.8,126.8,128.03,124.46,126.39,127.9,129.41,130.78,129.68,126.8,130.64,128.72,128.17,128.03,127.76,128.58,127.35,125.42,130.64,128.58,126.94 120.07,113.61,115.95,114.02,113.47,110.86 101.8,100.97,91.9,96.99,91.77 74.6,74.18,77.34 73.08,71.85,72.26,70.47,69.1,68.69,68.41,67.86,68.41,67.73,69.1,69.65,69.65,68.96,70.34,70.06,69.79 115.4,129.13,131.47,130.09,132.98,131.06,126.8,113.75,129.41,134.35,135.59,119.79 108.25,102.07,104.41,105.37,107.43,109.21,106.47,106.6,107.57,103.58,105.37,102.07,102.48,104.54,110.04,124.87,133.12,130.92,115.26,107.15,104.82,105.23,101.8,104.82,105.09,106.19,105.64,104.96,107.7,107.84,106.47,98.91,99.46,100.28 127.62,127.62,126.39,129.0,129.55 118.01,110.86,110.86,117.04,104.27,101.38 78.72,74.87,76.52,77.07,75.01,77.34,73.36 94.79,102.62,105.64,104.82,99.73,100.56,101.93,102.48 77.34,67.45,67.59,68.28 66.76,67.45,66.76,66.49,68.41,91.9 125.29,122.68,127.35,120.89,118.14,119.38,107.7 81.05,78.44,77.21 70.34,68.69,69.51,66.63,65.12,66.22 77.48,79.68,78.99,79.68 77.34,78.3,76.11,79.13,73.91,74.18 84.21,79.95,86.55 70.47,69.65,68.28,69.24,69.65 71.85,69.65,69.92,70.61,67.18,69.65,66.22,63.47,65.39,62.64 71.16,72.53,70.06,64.84,72.67 75.56,81.05,78.58,81.88,77.48,77.07,77.75,80.5,80.78,79.4,80.64,89.02 112.65,123.23,123.5,122.81,122.13,124.05,123.36,121.17,118.83,116.77,118.01 124.05,126.52,126.25,124.6,126.8,126.94,124.19 111.0,111.69,113.88,113.2,114.3,113.06,111.96,111.82,104.96 91.77,93.97,91.49,91.9,91.08 88.2,87.37,89.43,89.02,87.1,87.78,89.16,86.96,89.29,87.1 115.67,132.7,132.7,130.51,130.92,129.55,130.92,125.7,130.09 111.69,114.85,109.9,106.33,110.18,108.25,104.68 132.02,133.12,131.61,131.19,132.7,135.04,132.43,130.92,132.98,131.33,135.04,133.53,128.03 119.65,115.95,109.76,116.63,108.39,108.94,110.04,111.0,112.79,112.65,100.15,101.25,100.28 73.22,70.06,72.81,71.16,70.61,67.31 62.92,61.54,58.93,60.17,58.66,58.66 60.45,61.27,60.03,58.66,59.62,60.31,60.99,61.27,63.06,59.62,59.9 65.67,66.49,64.98,66.63,68.69 63.47,63.47,64.43 64.02,64.98,68.14,64.02,65.39,65.39,63.06,62.92,60.58,60.99,59.07,61.82,62.78,58.38,60.31,60.58,65.25 61.82,57.97,57.42,63.74,62.37,63.19,60.99,64.57,64.02,59.35,56.6,59.62,55.36,59.9,60.72,58.52,60.99,55.23,56.46,57.42,57.97,57.56,60.58,58.66,59.35,59.21,59.07,56.05,56.87,56.32,60.86,58.93,56.05,57.7,57.84,56.74,57.01,57.7,56.46,54.95 59.62,57.97,56.6 54.95,55.23,55.77,55.5,54.4,58.11,56.87 60.86,61.13,59.62,61.27 58.11,60.45,59.62,59.62,58.93,57.97 61.27,59.21,61.82 58.66,58.52,58.66,58.25,57.7,58.8 61.82,59.62,60.99 57.97,58.38,58.66,59.62 58.38,58.11,57.01 60.31,59.48,60.72,61.13,58.52 56.46,56.87,55.64 59.62,59.62,61.41,59.48,60.86,58.66,59.35,60.99,59.07 57.42,54.26,55.23 58.52,57.84,57.97,61.82,57.97,58.66,59.35,57.29,59.21,58.52,58.8,57.97,58.66 61.82,60.72,60.45,60.58,59.62,59.62,63.47,60.17,61.82,59.62,59.62,61.27,58.8,58.38 65.39,68.83,65.12,68.41,67.04 64.98,64.84,65.8,65.25,65.39 66.76,67.18,66.63,66.49,65.67,66.08,66.49,67.59,64.57 59.62,59.62,58.66,57.97,59.07,58.38,63.06,57.42,58.52,58.38,58.8,61.82,58.66,59.35,54.68,57.97,59.62,59.62 63.19,63.47,61.27,59.9,62.23,59.62,59.9,63.06,61.41,60.58,60.86,61.68,61.13,60.86,63.06,61.13,61.82,64.57,61.82,61.82,61.82,65.94 75.69,76.11,74.05,74.05,76.38,73.08,74.05,74.05,71.85,73.36,75.56,76.79,74.73,69.92,70.89,71.3,71.71,75.14,72.53,73.77,70.61,72.81,71.71 73.36,71.98,74.32,74.05 61.13,62.78,59.62,60.17,57.84 61.27,60.58,61.68,62.92,69.65,63.47 58.8,57.97,59.07,63.47,59.62,55.09,57.42,59.07,61.13,60.58,60.72,61.41,59.62,60.86,58.66,60.31,59.62,59.62 64.02,64.57,67.45,64.02,64.57,66.22,64.02 72.81,74.73,71.16,73.5,70.06,75.83,70.47,73.5 69.65,68.96,68.28,67.86,68.14,70.06,67.18,69.51,66.63,67.45,66.22,67.04,71.85,68.41,69.79,71.16,71.44,69.51 65.39,60.86,66.08 +nan nan nan nan nan nan 125.84,125.97,127.62,126.52,126.66,128.72,128.45,123.5,121.3,124.19,121.85 117.87,115.4,112.1,112.65,114.98,114.57,114.3,111.69,112.1,111.55,114.16,108.11,110.59 91.9,90.39,89.43,90.12,88.88,89.98,90.81,88.61,89.29,89.84,87.23,86.96,83.8 78.99,80.09,78.44,96.3 143.15,146.03,147.4,130.23,147.82 119.38,123.91,124.6,128.58,131.61,127.21,122.81,128.03,124.46,118.56,102.62 71.85,68.55,71.57,83.25,71.44 65.8,66.35,69.65,84.21 112.37,114.43,114.85,112.24,116.63,115.12,118.56,119.1,112.51,110.18 105.09,100.42,102.34,104.41,102.89,93.0 82.15,81.74,81.19,81.6,80.36,83.11,81.33,82.84,83.8,86.0,82.7,85.72,83.66,84.76,81.05,81.88,81.88,80.09 76.11,77.62,74.05,69.92,70.89,66.08,68.96,66.9,67.04,85.72,92.04,93.28,91.63 nan 94.38,92.32,95.2,91.08,92.59,92.18,90.53,96.03,92.32,92.59,86.0,91.63,95.48,93.14,93.42,93.55,92.73,96.58,92.73,90.94,91.63,91.63,95.48,99.6,83.94,77.75,74.6,76.66,74.32,74.18,77.75,77.21,75.69,76.24,75.56,76.11,76.24,70.2,73.77,71.85 108.25,129.13,129.55,128.03,128.86,125.7,130.78,128.03,127.07,129.27,130.09,124.6,127.48,129.27,129.55,127.9,129.27,127.76,131.33,127.9,128.72,126.66,128.58,128.72,126.66,117.73 105.23,108.53,105.09,98.22 71.71,68.69,69.37,67.45 94.24,100.97,97.67,98.5,97.12,102.07,104.68,96.3,101.11,86.41,67.45,69.1 96.03,98.77,95.61,97.54,105.5,103.86,103.17,102.07,98.5 82.84,84.07,85.31,83.11,83.11,87.23,97.12 113.61,112.79,114.98,111.96,110.18,112.92,111.69,113.75,111.14,110.31,112.1,111.69,112.1,109.63,112.37,114.3,114.43,113.88,114.71,115.53,114.57,114.71,113.61,115.26,115.12,111.82,113.75,113.47,114.98,111.41,114.02,114.16,112.24 124.46,134.35,132.98,129.0,115.4,133.8 116.91,114.85,110.72,111.69,110.86,109.76,109.21,111.27,112.1,114.71,114.16 109.49,106.47,107.7,110.18,105.78,106.88 89.43,85.17,79.4,87.1 103.72,101.8,104.82,105.09,104.13,102.62,102.62,104.13,103.72,104.13,103.03,107.02,105.23,106.47 131.88,132.29,137.65,136.55,135.32,135.73,134.22,137.51,134.49,134.49,137.79,133.12,137.1,138.34,138.61,137.51,137.51,137.93,135.86 nan 116.77,108.11,108.8,104.27,100.83,95.2 80.64,76.24,78.85,78.99,78.3,77.62,78.99,78.17 76.93,76.93,77.89,75.28,75.28,76.52,80.64,85.31,81.6,85.45,85.72,82.29,81.6 130.92,139.3,137.93,139.57,138.89,139.3,139.85,139.85,137.1 108.8,106.05,126.11 139.44,134.22,137.65,138.06,137.65,136.41,135.59,134.49,137.38,138.47 120.48,117.46,117.32,116.22,118.56,115.81,120.48,117.32,119.93,118.83,117.59,119.38,111.82 87.23,81.74,78.3,79.82,78.03,81.05,82.84,77.34,77.89,74.32,80.64,79.54,78.58,82.97,79.27,81.74,87.37,77.75,76.66 98.09,94.93,93.14,96.03,96.3,94.24,99.87,94.93,94.93,97.95,96.58,98.77,92.73,94.1,93.14,91.9 66.22,67.86,64.02,66.49,64.02,68.69,67.73,66.49,66.9,68.14,68.55,63.47,76.93,67.45,65.12,62.64,65.12 72.4,71.3,70.89,71.85,72.53,71.85,69.51,70.47,73.5,70.47,71.85,72.26,73.08,73.22,71.3,68.96,70.06,74.05,72.12,72.53,71.16,68.69,71.02,71.44,71.02,71.57,76.79 122.81,121.3,128.58,127.9,128.03,129.0,129.82,131.33,127.9,129.96,125.7,125.56,124.87 100.97,96.99,93.97,93.0,90.39,93.83,91.35,90.67,90.81,93.28,94.24,84.49 77.34,70.89,74.46,78.44,88.33,88.2,88.88,86.96 83.66,81.05,82.15,81.88,81.19,81.74,82.29 78.58,80.5,80.64 88.33,87.23,87.37,86.96 89.16,89.98,87.65,87.51,87.78,92.32,91.35,89.84,89.16,87.51,87.23,91.22 77.34,69.92,74.6,72.12,75.28,73.22,71.57,74.05,72.12,75.28,74.05,67.18,64.7,64.7,66.22,64.7,66.63,64.29,67.04,66.35 71.02,74.32,73.22,70.06 81.6,82.56,80.64,82.84,82.15,80.5,82.56,78.72,82.29,79.4,75.83,79.82,79.13 109.49,124.46,123.91,126.39,126.94,123.5,126.11,125.84,127.07,124.19,123.91,119.1 130.09,131.61,129.55,133.25,128.03 120.2,113.75,113.61 101.52,104.41,100.15,109.49,101.52,99.05,99.73 93.42,92.59,95.61,93.69,93.69,94.1,97.54,96.44,97.12,98.64 140.54,139.3,133.67 117.32,118.42,123.23,108.8,114.16 142.46,138.2,141.91,138.47 121.17,118.56,116.22,117.87,105.78 77.89,73.91,73.63,74.87 73.08,72.26,72.95,72.67 68.41,68.0,65.12,68.55,66.35,64.57,63.88,65.12 68.41,68.83,67.31,70.89,74.32,70.89,72.53,71.71,69.92,74.46,72.53,70.47,70.89,69.65,67.31,72.12,70.89,69.92,71.71,75.14,72.95,71.57,73.77,71.57,66.35,66.63 71.71,70.61,70.2 66.9,65.8,66.22,64.43,68.0,66.9,66.22,66.9,67.45,68.28,67.45,67.45,65.8,68.55,65.25,66.9,66.22,65.8,68.0,66.76,67.59,65.25,65.25,67.04,66.63,66.76,69.79,67.31,64.84,68.28,67.18,69.65,66.9,68.14 61.68,63.47,62.78,62.23,62.51,63.06,63.06,65.94,65.94,61.82,59.21,59.21,62.51,62.23,62.09,57.84,61.96,64.98,65.67,61.41,63.74,66.35,62.92,65.25,64.57,61.54,66.08,62.23,59.21,59.62,59.76,63.06,61.54,60.72,60.03,61.82,62.51,62.23,63.33,58.93,61.41,62.51,64.43,63.06,61.13,65.12,67.73,63.88,62.51,63.06,66.22,64.98,66.35,62.51,63.74,65.25,64.43,66.08,64.43,63.88,65.12,60.99,65.25,59.62,62.51,66.63,63.06,61.96,64.29,65.25,65.25,63.74,64.7,64.7,68.55,63.33,63.6,64.02,61.96,61.41 64.57,65.12,64.98,66.08,68.28,64.98,66.08,66.49,69.37 62.51,65.12,64.98,65.25,65.25 62.51,65.25,64.7,62.51,65.39,64.43,64.84,64.15 66.63,68.55,65.67,63.88,64.15,67.45,64.15,65.67,66.49,65.8 64.57,64.15,65.12,64.98,62.23,63.88 68.14,64.98,64.7,63.47 62.51,61.68,62.23 63.06,63.47,63.06,62.09,64.15,61.13,64.15,64.02,63.06 59.9,59.9,62.92 65.8,67.73,65.67,64.15,64.7,63.06 72.12,73.91,70.61,68.83,71.3 71.85,72.26,71.85,72.4 66.9,67.31,65.39,65.25 61.68,62.37,61.54 64.7,68.14,66.49,65.25,65.25,61.27,65.67,63.06,63.88,65.8,62.64,66.08,60.31,63.06,62.09,64.15,64.15,65.25,63.6,67.18,67.18,63.33,68.69,65.94,69.65,66.9,66.35,67.31,67.86,68.28,70.06,67.31,67.18,65.12,66.9,68.0,66.35,67.18,67.45,65.8,64.7,66.08,66.49,65.67,66.9,68.96,67.45,67.45,66.35,64.98,67.73,63.33,67.73,69.1,66.08,64.84,65.67,67.18,66.35,69.65,72.4,69.37,66.9,67.45,69.37,68.0,69.65,68.0,66.22,68.55,66.49,65.8,67.04,66.49,65.8,66.9,67.45,66.08,66.35,65.53,67.86 75.56,78.44,78.3,80.23,78.99,79.68,79.95 81.6,79.95,81.6 74.05,79.4,76.38,73.5,71.57 66.63,64.98,66.76,65.94 66.35,66.22,68.96,63.88,65.8,64.84,64.43,66.35,65.25,62.51,67.73,66.76,68.83,64.7,64.15,64.15,65.53,66.49,64.7,66.08,61.82,60.03,66.35,63.06,69.92,64.15,64.29,63.74,65.12,61.96,62.51,62.23,63.06,63.33,65.12,63.33,61.27,69.24 72.12,79.95,78.99,76.79,78.17,79.27,79.4,76.79,81.33,78.99,77.89 76.24,77.34,76.93,77.48,73.77,77.34,74.73 70.2,67.18,64.02,69.1,64.57,66.63,68.14,66.22 63.06,61.96,65.8,64.29,60.58,60.31,62.23 64.84,66.08,65.39,63.33,62.92,62.23,61.27,59.48,59.76,61.82,61.13,60.99 71.3,70.75,74.6,69.1,70.34,68.55,69.37,69.65 76.52,78.03,77.89,77.89 74.46,76.11,74.87 68.28,65.12,68.28,66.63,63.88,68.55 +nan nan nan nan nan nan 123.91,124.74,125.42,125.01,128.58,123.64,120.62,118.83,117.73 114.3,116.36,112.65,112.65,114.98,108.66 88.33,92.73,91.49 81.74,82.43,79.54,82.29,80.78,80.23,78.99,79.95,80.23,82.01,112.24,81.05,84.62 152.07,152.49,149.88 138.75,127.62,131.33,122.13,115.95,114.3,113.33,110.18,116.91 84.76,70.2,67.86,69.65,70.89,72.12,68.55,64.98 75.83,78.99,77.48,78.17,87.51 117.04,118.01,115.12,115.67,115.67,115.12,117.46,119.24,116.91,116.36,116.22,116.22,116.08,114.71,109.9 99.32,101.8,101.66,101.25,104.54,100.28,99.87,101.38,98.09,98.77,97.81,96.3,87.65,79.82,76.79,74.05,69.79,68.28,80.36,94.65,94.65,92.59,94.24,89.02,94.38,95.61,96.3,90.12 79.27,75.56,76.66,77.89 69.24,70.61,75.83 131.19,130.78,128.31,127.76,132.98,130.09,116.08,100.15 76.24,68.83,69.24,69.79,66.35,68.28,66.63 nan nan nan nan 89.16,101.38,106.33,100.01,102.07,103.44,104.82,101.52,98.77 82.97,84.21,82.7,82.97,82.97,82.7,85.86,82.7,83.94,83.11,83.39,83.52,84.49,83.52,82.29,85.86,87.37 114.02,113.2,114.71,113.61,113.88,113.47,112.65,119.65 136.14,134.63,135.04,134.35,136.28,133.67,136.28,136.14 114.71,121.17,119.93,116.22,118.14,117.87,122.81,120.75,124.46,121.99,118.56,121.3,120.89 108.66,107.02,110.59,111.0,108.8,108.8,110.04,110.31,112.1,110.72,107.15,110.72,106.6,105.78 95.34,86.27,88.2,88.88,87.51,86.27,86.55,87.51,84.76,86.68,85.86 102.07,103.44,100.28,100.42,104.13 137.24,137.38,138.2,136.83,135.59,135.32,136.96 124.6,119.38,119.38,121.85,116.08,119.38,122.13,119.38,119.65,116.63,119.65,119.65,113.47 100.01,96.71,94.51,94.1,100.15,95.06 81.46,78.99,78.85,79.82 75.83,75.69,73.5,75.83,74.87,72.53,73.63,72.53,73.22,74.32,73.22,75.42,80.91 137.1,138.47,141.5,134.9,141.36,138.2,135.45,132.16,136.41,137.38,138.61,139.02,136.55,137.93 110.18,113.75,114.57,108.39,107.43,106.6,106.05 132.7,135.86,138.2,134.22,139.71,138.34,139.99,138.89,138.34,139.99,139.16,138.2,135.32 118.69,116.36,117.18,118.28,117.87,118.14,112.51 93.14,81.88,78.85,80.64,79.27,80.36,79.82,81.88,75.42,74.87 96.58,98.36,100.28,98.5,101.66,95.2,99.32,97.95,99.05,98.09,99.05,98.91,98.09,97.67,97.95,98.91,99.46,100.7,93.83,87.51 60.99,63.6,64.98,63.6,64.43,65.67,63.47,64.98,66.08,66.35,65.8,66.63,65.8,65.8,66.08,65.53,64.7,66.76,67.59,66.63,66.63,68.41,65.8,67.18,65.67,66.35,68.83,66.9,66.08,63.47,67.18 71.57,75.69,73.77,76.24,75.97,87.51,79.54,87.78 130.78,133.25,121.03 87.51,89.57,82.15 74.87,75.83,74.46,75.14,75.97 73.91,73.22,75.42,74.87,74.32,76.79,73.22,77.34,86.13,88.06,80.09,79.13,82.56,78.3,73.5,72.67,72.12,74.32,75.42,72.95,80.36,75.14,77.89,76.52,76.24,71.57,76.11,73.91 75.97,77.89,78.44 71.57,71.71,73.22 83.39,89.98,88.61,88.88,87.78,86.82,87.51,86.68,90.26,88.47,87.51,83.11,84.21,84.9,89.71,90.94,91.63,93.97,94.65 81.88,74.87,70.47,72.26,68.83,65.39,69.1,73.08,72.12 79.4,81.74,78.85,77.07 81.74,80.91,82.56,81.46,81.74,81.33,80.78,82.29,84.62,91.35,93.69 nan nan 122.54,126.39,126.94,127.62,123.78 105.09,98.77,110.45,105.78,111.14,111.0,110.31,111.82,110.86,110.31,111.55,106.05,102.07,102.21,103.72,100.83,101.25,101.25,99.6,100.15,101.25,114.85,119.24,115.4,109.9,101.52,99.6,99.32,99.32,101.11,100.7,99.87,99.46,98.22,99.87 93.97,92.45,93.69,93.69,96.44 137.24,138.75,137.93,138.2,138.2,136.96,139.3,137.51,139.71,135.73,137.93,134.49,136.0,138.2,136.69,134.9,137.65,138.61,136.41,135.32,134.77,137.79,137.1,137.65,136.69,117.04,125.15,116.49,116.36,113.47,122.54,142.32,138.2,138.61,140.4,139.3,139.85,138.47,138.2,138.2,140.67 117.59,108.66,111.69,108.94 140.54,139.57,139.3,139.71,139.57,137.65,140.26,139.71,139.3,136.69,138.06 116.77,117.04,117.18 94.38,79.54,76.24,69.92 65.12,63.6,63.88,65.94,64.15,63.74,63.33 65.53,64.29,64.43,67.31,66.63,65.8,65.53,65.39,63.47,62.78,65.25,65.53,69.24,66.63,63.47,64.29,63.06 65.8,72.67,67.31 65.53,62.64,63.47 68.28,65.94,66.08,65.53,68.41,67.18,67.86,67.86,69.79,71.02,70.61,67.45,68.83,67.18,67.31,66.9,66.08,68.14,71.3,67.31,70.34,69.79,66.63,68.83,69.37,68.83,67.86,67.86,68.28,68.69,70.89,67.45,66.35,66.63,68.55,67.86,71.02,68.14,69.24,69.92,71.02,70.75,72.26,71.02,70.2,70.61,71.3,71.71,70.2,72.67,69.92,75.28,70.47,68.28,70.61,67.45 65.8,64.98,64.84,69.1,64.02,67.86,65.39,63.06,64.15,62.09,61.68,63.06,63.6,64.43,65.94,62.51,63.6,64.84,60.03,59.48,63.19,63.74,64.43,61.82,65.39,66.08,65.12,60.72,62.09,64.43,62.23,63.47,64.15,66.08,62.78,62.92,61.68,62.23,63.33,62.23,66.63,64.29,65.53,63.88,65.8,65.12,65.53,64.43,61.54,63.19,66.49,65.25,65.8,62.51,61.54,64.98,62.78,62.09,59.9,61.54,62.78,62.92,64.98,65.67,66.08,66.76 61.96,61.54,64.43 65.67,64.43,64.7,66.22,66.08 63.6,65.39,64.29 64.7,66.63,66.35,64.84 64.7,64.7,64.15,64.98,66.49,64.02 60.72,59.62,62.23 65.12,65.8,61.41,62.78,62.51,63.19,61.96,60.99 63.33,63.33,63.47,63.74 62.23,62.78,62.92,61.82,62.23 65.25,67.18,63.88 69.24,72.53,72.12,70.47,69.65,70.2,72.12 68.55,66.63,70.75,68.28,67.86,73.5,68.14,67.04,67.59 63.6,61.54,62.23,60.58 68.14,61.82,64.02,60.03,61.96,64.43,63.33,62.78,62.09,61.54,60.58,61.82,63.33,61.82,62.78,61.96 68.28,66.08,67.86,68.28,66.9,64.43,65.53,67.04,64.84,65.25,69.37,67.73,66.08,67.73,66.08,66.35,65.67,65.39,64.43,60.58,62.92,64.43,62.23,66.63 71.57,77.07,78.44,76.11,79.13,78.58,79.27,77.62 80.64,79.13,79.82,79.82,83.25 77.62,80.36,74.73,79.27,77.48,79.27,77.89,78.85,77.48,78.99,77.34,78.58,76.38,78.58,74.87,80.09,74.18,77.62,78.03,75.97,78.03,75.01,75.42,83.66,78.17,74.32 68.83,70.2,65.8,64.29,66.49,66.9 64.43,65.12,63.88,65.53,64.98,63.6,66.63,64.84,63.47,66.63,63.47,66.76,66.63,62.51,65.12,66.35,67.18,64.02,63.06,63.88,63.06,64.84,64.15,64.7,64.43,62.23,65.25,67.86,65.39,63.74,64.43,66.9,66.63,64.15,65.67,63.6,65.12,63.19,64.98,63.74,63.74,64.15,64.43,63.6,65.53,65.39,64.98,62.64,63.33,61.96,64.29,62.51,59.76,57.56,57.97 nan nan nan 67.45,62.78,66.9 63.6,63.33,64.43,60.03,63.47,67.59 71.02,73.08,73.22 78.17,77.07,80.09,76.66 71.85,71.57,72.81,73.91 68.14,64.84,65.67,64.98 +nan nan nan nan nan nan 134.08,133.94,133.25,135.04,133.8,135.32,139.3,133.39,134.35,132.84,127.07,123.64,127.07 119.1,116.91,123.5,116.22,118.97,116.36,123.09,118.01,121.71 107.29,96.58,98.91,100.42,99.87,100.42,98.09,100.01,96.3,98.22,94.93 91.63,89.71,89.57,86.27,86.41,88.47,87.37,87.92,87.65,104.41 156.06,153.31,155.1,154.82,158.26,146.99 135.59,133.53,133.67,134.77,110.04 79.68,82.15,82.84,83.94,77.21,79.4,75.69,72.95,81.88,80.64,79.13,76.66,77.62,78.85,79.27 83.11,82.84,84.49,86.13,85.59,90.26,90.81,87.78,88.47,89.16 121.71,123.09,122.4,122.26 123.78,122.54,124.19,123.91,122.4,124.33,122.54,125.84,119.93,104.13 86.13,82.29,81.74,79.27,99.73,101.25,100.56,98.77,101.93,100.7,98.5,99.32,101.66,102.07,103.31,98.77,104.82,99.32,84.07,81.74,81.74,84.21,82.84,82.56,86.0,85.31,84.21,84.07,81.19,81.88 84.35,83.52,82.97,81.46,85.72,82.15 126.25,131.06,135.18,139.71,138.47,136.28,131.47,136.14,134.63,120.34 105.09,105.37,109.08,105.09,108.11,93.28,78.17,76.38,73.08,76.52,76.79,80.09,75.28,76.24 nan nan 103.58,104.96,104.82,99.46,102.07,96.03,104.68 114.57,116.63,109.9,108.11,104.96,109.63,110.31,110.45,112.1 105.64,108.11,107.84,110.18,109.35 99.32,91.9,92.18,93.28,92.87,89.98,93.0,91.35,102.62 119.65,120.34,122.54,121.99,118.97,121.44,120.75,120.2,117.46,120.48,118.01,118.83,119.38 136.0,137.24,141.91,135.45 127.9,130.64,129.68 119.65,118.14,120.07,108.11,118.28,116.49,118.69,114.43,121.71,114.43,113.33,114.98 102.21,97.26,94.38,93.0,97.26,93.83 115.53,115.67,114.16,103.03,93.42,89.16,99.87,109.9,111.41,112.51,111.0,109.9,114.02,115.67,110.18 130.92,143.83,144.24,150.01,148.5,142.32,143.42,142.87,144.52 132.57,122.54,121.58,114.71 110.45,110.04,109.9,107.02,108.8,112.92,108.25,108.66,119.38,120.48,116.91,119.93,117.46,123.5,111.0,104.96,110.45,111.41,105.09,105.37,100.15 89.98,87.23,86.96,87.23 85.59,84.21,83.11,87.1,83.8,82.29,84.07,79.13,82.15,81.88,81.33,83.39,86.82,91.22,92.73,90.67,89.98,89.57,95.06 145.48,145.21,142.32,146.31,132.29 118.83,116.91,110.31,112.92,126.11 138.34,146.72,141.36 125.01,123.5,122.81,123.64,123.78,130.23,125.56,122.13,122.68,116.63 96.16,81.88,88.47,83.39,80.78,86.96,85.04 92.45,106.05,102.76 80.91,73.36,70.75,70.89,69.92,71.57,72.67,70.75,72.95,70.75,72.95,72.53,75.42,67.73,70.89,71.02,72.81,70.89,72.26,71.3,73.08,72.4,74.18,74.32,74.05,73.63,74.46 70.89,68.83,70.89,77.48,90.53 136.69,135.45,133.12,132.29 100.7,89.57,90.67,93.42,96.85,90.67,91.35,93.14 85.72,85.86,79.82,79.68,79.82,82.56 91.9,94.24,93.55,91.63,92.04,90.67 86.13,87.65,85.04,89.43,86.13,88.88 95.48,96.85,95.06 99.19,100.28,99.87,99.05,101.11,99.32,99.32,99.6,100.01,97.12 81.6,83.66,80.91,79.27,82.15,83.11,82.7,81.88,84.9,83.66,80.91,79.54,79.27,75.56,77.48,79.13 81.88,78.85,79.27 91.08,90.67,88.2,82.84,82.15,88.06,84.35,87.78,87.78,87.65,87.23,90.39,89.29,96.58,95.75,97.54,99.6 122.95,132.7,130.51,129.27,127.21,130.23,127.21,129.55,128.86,131.06 140.95,139.02,138.61,139.02,137.93,135.86,140.12,136.83,141.22,137.1,137.38,138.47,138.34,137.65,137.24 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105.5,106.47,105.23,109.21,105.09,107.98,106.6,107.02,106.47,106.74,108.94,107.29,103.99,105.09,104.82,107.29,112.1,107.84,103.72,109.49 99.32,95.61,96.99,98.5,97.12 88.61,75.97,75.14 89.98,89.71,88.2,92.04,90.39,92.73,88.06,92.73,87.78,91.22,88.61,94.65,94.1 109.49,118.97,116.36,117.87,117.87,116.77,120.34,117.46,119.65,120.62,119.1,117.59,119.52,118.28,118.69,119.65,116.63 104.82,103.99,102.76,102.07,101.38,103.31,101.8,97.67 91.49,91.35,85.04,86.27,83.25 74.05,71.57,73.77,71.16,73.08 67.59,64.98,66.63,66.76,66.63,67.18,66.35,65.12,66.35,64.84,68.41,65.39,66.22,66.22,66.08,65.8,68.55,68.83,66.22,71.85 120.34,121.71,121.03,121.71,121.58,122.26,123.64,120.48,119.24,121.71,121.03,123.5 110.18,100.28,96.44,99.46,100.15,99.05,103.03,97.95,97.67,97.95,96.99,92.73,97.12 120.75,118.14,115.12,117.46,117.46,122.26,116.91,118.42,118.01,118.83,118.97,118.42,119.52,119.65,118.42,118.97,116.77,115.67 107.98,107.43,106.05,105.92,107.7,106.88,103.58,101.8 83.11,65.53,73.77,80.91 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110.45,120.07,120.34,119.38,118.69,115.81,121.44 107.57,106.74,105.23,106.47,98.36,104.68,92.87 114.57,117.73,118.97,120.07,118.01,118.97,118.83,122.81,120.07,118.42,121.58 113.06,106.74,106.05,109.08,105.23,102.62,98.5 66.63,64.98,67.18,70.61,70.61,64.02,69.37,67.45,67.59,68.55,71.44,64.84,65.53,65.25 57.42,55.64,56.46,57.29 57.97,57.7,60.99,59.35,56.87,56.19,57.15,54.81,56.87,56.19,57.56,56.05,54.95,53.44 56.87,59.48,58.38,57.56,58.93,61.68,57.84,59.48,60.03,57.84,60.17,57.15,57.97,56.05,57.42,59.62,64.29,61.41,62.78,61.68,60.86,60.45,59.76,63.06,60.03,64.43,59.76,59.48,57.7,58.93 62.64,60.17,59.48 57.01,60.31,57.29,56.46,58.93,58.93 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126.39,124.05,124.6,119.1,128.17,126.8,130.23,129.82,124.19 107.15,99.73,100.28,95.61,96.71,104.41 75.14,68.69,65.25,68.41,67.04,64.02,62.23,64.29,66.63,65.94,64.29,65.94,64.29,60.99,63.6,67.59,68.14,65.39,60.17,66.49,71.3,69.37,66.63,68.55,69.51,67.86,72.53,78.85 98.77,101.11,103.86,103.31,97.67,101.66,103.86,102.07,101.38,99.32 92.87,89.71,86.82,88.74,91.63,89.02,87.92,91.77,88.88,89.57,91.08,92.45,89.98,90.12,96.44,91.63,85.59 73.22,73.36,69.79,70.75,65.39,62.64,61.54,60.99,60.99,61.27,65.8,64.02,84.21 103.31,99.32,99.05,100.28,98.64,100.01,97.67,98.09,96.71,94.93,97.26,83.25,80.23,76.66,76.11,107.29 109.08 111.14,113.34,110.45,110.31,112.79,109.49,107.7,108.53,112.92,101.25,108.39,110.31,110.72,112.37,112.65,112.24,107.43 96.16,92.87 69.65,67.04,65.25,63.47,67.86,62.92,63.74,66.22,66.08,65.39,64.29,63.19,65.12,64.7,67.04,65.8,64.43,62.09,86.27 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74.32,73.63,70.47,72.4,77.34,71.16,69.51,70.2,73.91,71.44,72.81,73.22,73.77,72.12,71.02,74.87,77.34,77.21 82.43 78.58,85.17,79.68,80.09,80.23,78.44,80.36,76.24,79.27,74.32,72.12,71.71,75.14,75.97 104.41 125.97,127.35 116.22,117.46,118.56,118.28,114.98,110.04,109.21,111.96,113.34,113.06,116.49 105.37,96.16,98.64,96.71 89.16,77.75,78.85,79.68,79.13,82.7,82.15,78.72 70.61,68.96,67.86,65.94,69.92,70.61,67.45,67.04,67.31,67.86,69.79,66.9,67.04,68.96,68.14,68.83,67.18,67.59,68.69,67.45,67.73,68.28,68.55,70.61,68.96,65.67,70.47 126.39,126.25 124.05,114.98,109.63,112.24,105.5,111.69,106.74,105.23,86.55 62.78,64.57,63.88,66.9,62.37,61.82,57.84,58.11,54.54,62.37,65.12 69.51,71.85,70.2,69.37,71.02 99.32 99.87,100.56,100.42,99.6,99.46,101.93,101.25,99.87,101.38,85.45,88.33,86.82,88.33,86.0,87.51,88.47,89.57,89.29,82.56,85.59,83.39,83.8 73.36,65.53,67.31,66.76,69.24,68.69,68.69,68.83,66.63,67.04,70.06,70.89,68.14 63.19,61.13,59.62,60.45,58.66,64.43 89.98,99.05,98.64,98.91,95.89,98.36,97.54,98.64,97.81,96.03 80.91,76.66,81.05,79.95,81.6,78.44,78.72,82.7,82.29,80.5,81.46,79.13,81.33,82.29,77.07,76.93,73.91,88.06 114.98,113.75,113.47,118.14,117.59,117.32,117.32,120.62,116.49,116.08,119.38,116.08 107.29,100.28,101.11,100.56,99.46,99.05 85.72,67.18,69.65,70.75,76.11 85.31 86.55,86.0,84.76,87.1,88.2,89.43,87.37,88.2,89.02,89.71,90.94,86.82,87.92,89.02 80.36,72.4,73.91,75.01,76.79,78.17,72.26,76.11,73.22,74.05,73.77,76.24,73.36,73.63,75.28,74.87,72.26,75.56,70.2,74.46,73.5,74.05,72.67,72.4,73.08,73.36,72.81,74.32,77.21,71.98,71.16,72.67,71.57,74.46,72.81,85.86 95.34,94.79,95.89,94.51,94.79,97.4,98.22,98.22,96.58,96.58,95.61,95.06,95.61,97.54,98.22,103.03 114.85 118.14,117.18,113.88,110.45,115.53,116.22,115.95,115.95,109.35,109.63,110.72,109.49,108.94 102.34,103.44,95.89,94.1,94.79,94.24,94.51,94.93,92.59,90.12 77.21,76.52,78.85,78.3,79.4,79.13,76.66,80.5,74.46,80.23,87.1,85.59,83.25,85.04,83.94,83.39,86.27,82.15,85.59,84.76,84.21,86.0 92.18,85.04,87.23,98.91 117.59,118.83 117.59,113.47,114.43,115.12,116.22,116.36,113.06,106.74,108.25,108.53,106.6,106.6,109.35,111.0,107.98 96.16,89.29,88.61,90.81,87.78,87.78,88.06,84.21,87.92,87.37,88.47,89.02,89.16,89.71,85.17,86.0,87.65,90.12,86.41,87.65,86.41,87.37,87.92,88.74,85.86,86.55,87.51,88.33,86.96,86.82 79.95,73.63,72.4,71.71,72.53,72.4,71.85,75.56,75.14,73.36,71.85,73.91 68.0,65.25,62.64,62.92,62.37,63.6,63.19,62.78,63.19,62.92,62.37,62.37,64.02,62.92,61.54,62.37,60.17,61.41,61.41,63.19,63.33,62.37,64.02,69.51 115.4 115.12 114.85,116.22,116.22,116.49,115.12,115.81,114.16,118.14,116.22,113.61,115.4,115.12,116.49,116.22,113.61,117.87,117.18,117.46,117.32,117.46,116.49,116.49,118.01,116.91,117.87,116.63,116.91,116.91,118.28,112.79,114.98,117.18,115.26,118.01,117.59,116.22,116.49,121.44,116.49,118.14,114.3,116.91,118.69,115.67,115.12,116.49,115.4,116.22,115.12,116.63,115.53,114.02,116.22,114.3,116.08,114.98,116.49,118.14 109.9,107.29,111.55,105.92,103.58,105.5,94.1,105.37,105.23,108.39,118.42,111.82,107.02,111.96,110.59,106.33 83.25,84.76,85.31,79.82 93.14,92.73,95.48,94.93,99.19,94.51,94.79,94.93,96.44,94.79,92.59,89.98 77.21 64.57,62.92,64.57,63.33,66.49,66.9,61.82,61.41,62.37,66.76 115.67,113.2,112.51,116.49,114.02,113.47,110.31,107.7,110.04 84.07 74.18,74.18,67.45,63.6,65.8,64.7,64.57,65.53,65.94,65.8,66.49,64.02,63.6,62.92,65.25,63.6,64.02,61.13,64.43,63.33,61.96,65.67,62.78,60.03,60.17,67.18 73.22,70.06,71.85,73.22,68.69,69.79,71.44,71.44,69.51,67.86,69.1,70.2,69.79,69.37,72.53,68.41 78.3,76.52,75.01,76.52,76.11,78.3,78.3,74.6,76.24,71.44,75.01,73.63,78.3,75.01,75.97,76.66 80.91 79.4 64.29,65.12,63.06,65.39,63.6,65.53,63.47,58.8,57.01,60.17,60.17,62.23,57.84,54.68,60.72,61.54,61.82,60.45,61.68,63.06,60.86,65.8,68.96,69.24,67.31,65.25,65.67,66.76 70.06,69.51,69.24,70.06,70.47,69.37,70.47,66.22 76.52,82.7 106.6 108.11 107.7,109.76,105.78,110.31,111.82,110.45,108.53,107.98,113.06,115.95,109.08,101.93,101.66,100.7,102.62 91.9 86.55,84.35,87.78,85.86,82.01,83.8,82.15,81.88,85.31,84.76,82.97 113.88,120.48,119.38,116.77,121.85 114.02,99.73,99.87,102.62,101.8,103.31,100.42 119.1,119.52,119.79,119.38,118.83 106.05,102.76,103.99,102.76,100.01,100.28,103.86,99.46,87.51 66.22,64.7,64.84,65.25,67.73,66.49,68.0,69.51,68.96,69.51,68.28,65.12,67.73,67.45,64.43 61.82,53.58,54.54,54.68,54.68,54.81,52.48,53.16,54.95,52.89,53.44,52.2,53.71,56.19,61.41,57.7,57.01,54.95,56.32,57.29,55.77 58.66 61.54 61.13,59.9,59.07 57.01 55.23 54.13 57.29 55.23 52.61 53.85 52.07 nan nan nan nan nan nan 52.48 54.68,51.38,49.18,54.81,51.65,51.65,53.03,48.63,50.28,53.03,55.64,53.99,53.58,54.81,55.36,54.26,54.26,54.81,54.54,52.61,51.93,52.2,54.4,55.23,54.68,53.58,57.01,54.95,54.68,53.16,54.13 55.36,58.93,55.36,55.77,54.26,55.5,55.23,56.74,56.6,56.46,54.95,54.54,56.74,55.77,54.13,54.81,57.42,55.5,53.44,52.61,55.5,54.54,55.77,54.68,56.46,54.4,56.05,55.77,55.77,56.6,52.61,54.68,55.5,54.68,56.46,53.99,56.32,55.77,58.25,57.01,56.46,56.46,54.54,54.81,55.09,53.44,54.26,53.44,52.2,56.32,55.23,54.4,56.87,54.4,56.05,55.23,53.44,50.83,52.75,51.1,52.34,55.36,54.13,56.87,53.99,56.32,55.5,57.97,57.15,51.38,53.71,55.23 60.72,60.99,58.93,58.25,63.33,59.9,61.13,59.48,60.72,59.9,60.03,59.21,59.21,61.68,57.56,61.27,61.68,62.09,61.41,62.09,61.27,59.21,59.9,59.48,58.66,60.58,61.13,60.58 63.19,61.82,63.6,60.72,62.23,61.13,61.96,64.02,64.02,59.9 56.32,53.44,55.09,55.5,56.74,53.3,55.77,58.38 54.13,53.99,51.93,50.83,52.34,53.44,53.58,52.89,53.85,50.55,53.3,55.23,56.46,54.68 56.6,62.09 66.49,67.86,64.57,64.57,65.8,64.98 66.22 62.92,59.76,60.72,55.09,59.21,59.9,61.27,60.03,60.17,57.84 54.68,52.34,56.05,58.93,53.99,57.56,53.99,55.23,54.81,52.61,56.74,52.2,55.23,52.61,53.85,51.38,53.16 58.66,57.97,58.38 61.82 67.31,68.69,62.37,68.0,66.22,64.43,67.45,67.73 59.9,60.72,61.54 55.91 +87.65,72.81,77.75,74.05,68.41,74.05,65.8,59.76,64.84,65.67,68.41 72.26,74.46,73.63,74.32,73.63,73.36,77.75 82.7,83.66,84.35 79.27,82.01,72.95,74.32,74.18,73.22,74.05,73.63,81.33 119.24 127.21,130.51,127.48,126.25,129.0,126.94,122.81,126.94,121.17,118.42,120.89,120.62,119.52,123.78,119.38,120.34,123.36,120.07,119.65,118.56,120.75,118.83,119.79,119.79 114.71,112.65,110.72,113.06,111.0,117.73,121.17,112.37,118.01,115.12,109.9,112.51,112.37,110.59,114.02,114.85,111.0,109.9,112.37,112.92,114.85,114.71,114.57,112.24 107.15,106.33,107.7,103.86,92.73,93.83,100.42,98.36,101.25,99.73,91.63 78.3,76.52,81.33,78.85,79.4,79.82,83.25,79.95,82.15 73.91,68.83,69.24,69.24,69.92,70.61,69.65,77.48 133.8,132.7,131.47,136.14,135.86,135.59,129.13,132.7,133.53,137.24,134.35 125.15,115.4,116.49,113.75,116.77,100.56,95.48 61.54,62.78,59.35,66.22,61.27,62.23,60.99,62.37,68.0,63.74,62.78,60.99,66.63,66.08,58.52,65.94,68.0,66.22,67.45,56.87,61.41,64.02,58.8,63.47,62.92,103.31,71.71,59.9,62.37,59.62,63.19,63.47,63.06,62.92,64.02,62.09,60.17,61.54,60.31,61.41,62.64,59.21,56.32,58.8,60.58,62.23,71.85,67.31,66.76,65.8,66.76 70.2,81.05 103.72 100.7,101.66,103.86,102.62,101.66,103.03,100.83,103.03,103.03,102.48,100.7,101.38,102.21,100.28,104.27,100.28,103.58,98.22,92.04,90.67,88.74,89.84,91.49,93.69,87.23,88.2 78.03,73.91,73.91,73.22,74.46,67.31 61.54,59.9,60.03 80.91 81.19,80.36,81.6,83.39,82.15,82.43,80.5,81.88,80.78,82.56,83.8,82.43,83.25,82.15,79.54,81.88,81.33,70.06,67.31,63.74,62.09,63.47 103.86 111.14,111.96,114.02,113.75,114.71,104.13,98.09,99.19,91.9 71.98,60.86,59.76,83.11,60.17,61.54,61.54,61.41 85.45 88.2,89.29,89.84,90.39,92.18,91.22,89.84,90.67,90.94,88.33 78.72,72.26,74.18,72.53,72.4,74.18,74.18,73.63,74.46,71.98,75.28 94.24,103.03,103.17,99.32,100.83,103.72,101.66,101.38,101.11,100.28,96.58,98.36,100.01,100.83,103.99,100.28,98.5,104.68,103.86,102.07,101.38,100.97,98.77,101.25,101.66,103.86,101.93,103.86,101.93,101.25,100.15,101.8,101.38,101.8,96.71,96.03,95.06,101.66,99.46,99.19,99.87,108.11 123.91 118.14,117.32,117.32,114.16,109.9,100.15,114.02,110.86 96.44,94.79,92.87,96.16,99.05,99.87,97.54,94.24,92.45 80.64,76.79,75.56,78.99,70.06,72.53,76.11 92.18,91.22,91.35,92.18 115.81,122.54,121.44,123.91,124.05,120.2,122.81,125.15,121.3,121.3,120.89,120.75,122.81,121.03,118.83 108.39,107.7,104.13,103.44,103.58,103.58,103.58,103.58,103.31,103.72,104.41 98.77,95.06,88.47,86.0,86.55,88.74,89.43,89.57,87.65,90.39,86.13 80.78 69.51,69.79,70.06,67.18,68.69,63.74,64.98,64.57,66.08,64.29,64.84,66.63,66.63,65.53,71.16,72.12,83.25 125.01,124.46,119.1 96.44,96.44,100.28,98.5,96.99,98.09,96.44,100.15,98.64,96.58,99.05 119.93,121.99,118.83,123.09,122.54,120.89,121.44,120.89,121.17,125.56,121.71,121.71 108.25,107.98,107.43,105.23,104.41,106.47,110.45 103.03 94.1 71.16,72.95,70.89,70.61 66.76,65.94,66.76,66.63 83.25 82.15,84.62,84.62,81.05,81.6,83.66,84.9,81.88,81.74,82.01,82.84 57.7,57.7,56.74,58.66,58.93,59.07,57.15,55.36,59.07,60.17,55.77,57.42,57.97,56.19,55.23,56.74,60.58,59.62,60.72,58.8,57.97,55.36,58.93,57.01,57.29,56.32,54.95,55.77,58.25,57.97,59.35,57.01,58.93,57.29,61.82,61.27,61.27,61.96,60.86,61.41,63.74,62.37 60.72 63.74 98.5,113.47,113.47,113.06,113.61 78.85,75.56,66.76,63.88,66.76,64.43,64.98,70.75,76.93,75.01,74.18,77.21,75.56,77.34,73.63,75.56,75.56,73.36,72.81,73.08,74.6,70.61,72.26,71.16,70.89,72.4,71.16,71.57,67.73,77.62,75.28,76.38,81.05 66.22,65.12,63.06,62.64,64.57,61.54,68.0,65.8,66.76,66.08,68.0,61.27,61.41,63.74,62.64,65.12,63.88,65.12,62.23,64.29,62.37,68.0,64.57,67.31,63.74,61.54,63.47,60.58,64.02,64.43,65.53,64.57,63.06,63.47,64.84,62.37,66.35,62.09,63.19,64.02,65.25,63.74,64.7,64.7,66.63,63.6,61.68,62.37,60.17,57.01,59.76,60.58,62.09,60.86,64.84 72.12,70.06,71.85,72.53,69.51,68.41,69.24,71.16 84.35,81.05,82.15,79.68 101.93,111.96,111.27,112.65,111.27,111.55,111.55,113.47,111.96,113.2,116.36,112.51,112.51,110.18,112.79,110.86,110.72,113.2,110.72,109.76,113.88,114.02,119.24,114.02,110.31,109.35,108.25,110.18,116.08,115.67,114.16,117.73,114.57,117.59,117.32,117.32,119.52,116.36 120.2 108.25,104.54,106.6,106.05,108.39,107.15,107.7,108.25,105.23,106.6,105.09,104.41,107.02,107.7 94.24,87.23,95.06,89.16,89.43,88.74,89.84,89.84 85.72,83.52,90.26 124.33,123.5,125.7,124.33,125.7,121.71,122.26 102.34,101.52,99.6 124.74,122.26 116.08,103.72,107.98,105.64,95.06,95.06,87.92 nan 69.51,64.57,63.19,66.22,66.76,70.34 61.41,52.61,53.03,52.89,57.97,56.32 59.35,58.38,57.01,60.72,59.62,56.19,57.56,61.41 62.78,63.19,62.64,62.09,58.8,61.82,60.72,62.37,62.37,62.09,63.47,63.74,61.68 61.13,57.01,58.52,57.84,58.25,61.41,62.09,62.37,62.37,63.47,61.27,60.45,61.68,59.21,59.62,60.17,61.82,61.27,59.48,59.62,59.35 53.85,52.75,57.15,57.42,55.77,57.42,57.97,57.97,55.64,56.74,57.97,56.05,55.09,56.46,56.32,55.36,53.85,57.15,55.5,56.6,56.05,57.97,58.8,58.8 54.68 53.03 51.38 54.95 52.61 55.5 53.3 53.03 53.58,52.75,52.61,52.75,52.75,51.65,52.61,51.38,53.58,53.16,51.38,50.42,53.58,54.13,54.81,53.71,51.24,52.48,55.5,52.75,48.91,50.0,51.93,53.44,53.3,54.13,52.61,55.36,50.42,51.38,53.3,53.3,56.05,54.68,53.58,53.85,56.87,52.89,53.44,54.4,54.68,54.95,53.03,55.09,54.4,53.03,51.38,54.68,55.77,54.81,55.77,53.03,53.58,54.95,54.26,53.58,52.2,53.85,51.93,53.3,56.6,57.97,56.32,55.36,53.58,50.83,53.85,53.58,55.77,52.34,53.03,54.81,53.58,53.44,54.68,54.13,53.58,52.75,54.81,54.95,53.44,55.77,53.58,52.75,53.85,54.81,55.5,54.95,54.13,54.13,54.95,52.48,52.61,54.68,56.6,53.99,52.2,53.58,57.15,54.95,52.07,53.3,53.03,52.61,53.3 57.42,59.62,56.46,57.84,55.91,56.05,55.5,54.68,57.29,55.23,54.81,56.46 62.09,62.37,59.07,59.07,62.64,60.86,58.52 61.41,63.19 56.32,57.29,56.19,56.87 54.13,53.58,52.61,49.18,53.16,54.81,53.16,53.58,53.3,54.81,51.24,53.58,53.58,51.38,52.89,57.7,55.23,54.95 58.25,59.48,57.01,56.46,58.25,57.42,58.52,56.6,56.87,57.7,57.01,54.95,55.5,54.95,57.97,53.16,56.74,56.46,55.5,56.05,58.66,57.15,57.01,57.7,56.87,57.29,57.84,57.42,54.95,59.35,55.23,56.05,54.95 65.12,66.49,65.94,67.59 68.69,63.74,68.69,67.59,69.51,65.8,71.16,65.94,69.65,67.86,68.83,66.63,69.51 58.66 53.85,54.68,56.87,55.23,52.48,50.83,53.03,50.28,50.55,51.38,54.54,54.81,55.5,52.75,51.65,53.03,56.32,57.15,55.23,53.3 60.45 66.76,67.04,66.49,65.53,66.35,65.12,68.14 71.02,66.49,69.51,66.35 54.54,54.26,57.29,57.7,57.42,53.03,52.48,55.5,55.23,56.05,55.23,48.91,53.44,50.55,53.99,53.58,51.65,55.77,52.48,51.79,51.38 49.18 63.19,60.45,62.23,62.37,58.66,60.17,60.99,58.52,60.45,58.38,60.99,59.35,57.56,59.21,61.13,57.01,59.21,61.82,58.38,60.58,59.9,59.35,63.47,62.37,61.82,58.93,58.8,59.76,59.21,61.54,59.21,58.8,60.86,59.07,57.15,55.77,58.8,61.82,60.99,61.41,59.21,61.41,57.97,63.06,62.09,61.54,60.17,61.27,58.25,56.87,59.21,60.86,60.58,58.52,60.17,60.99,61.13,62.37,60.86,57.97,58.93,61.82,59.9,59.35,59.76,60.03,59.21,63.06,61.27,60.86,60.45,60.45,60.03,59.35,59.62,57.15,59.9,57.7,59.48,60.17,59.35,59.07,59.35,60.17,58.52,60.99,62.64,61.68,58.66,57.97,60.58,61.27,59.76,61.41,59.76,59.62,58.93,59.62,60.17,61.82,59.35,63.6,60.58,60.72,60.31,59.21,59.21 60.17 67.31 61.54,62.92,62.09,61.68,63.74,60.58 57.97,55.23 +85.59,69.92,65.39,70.61 82.15,77.21,80.23,78.3 83.25,80.64,80.23,81.33,82.15,80.64,79.68,84.9,80.36,82.29,80.91,83.11,88.61,84.62,89.84,91.08,87.37,89.43,87.37,90.12,88.2,85.59,89.84,94.51,94.79,88.74,90.39,86.27,90.67,90.39,87.37,83.66,89.57 79.68,79.13,79.4,80.91,79.95,76.79,79.4,79.82,78.85,78.17,81.05,79.13,78.72,82.15 119.38,137.38,142.46,139.02,136.69,135.45 128.45,128.58,129.27,128.86,129.82,130.51,127.62,131.19,128.72,128.17,122.26,120.48,119.38,119.93,119.24,119.79,119.93 118.28,111.69,112.37,108.94,109.21,110.04 104.54,109.21,104.13,107.29,107.57,105.78,105.92,107.98,107.98,105.09,105.78,108.94,105.09,105.78,112.51,107.29,107.98 87.65,86.82,86.96,80.64,84.9,83.11,77.89 75.01,73.77,74.18,75.01,76.52,79.27,73.08,74.05,73.22,74.05,73.36,75.28,74.87,72.26,72.81,76.11,73.91,74.05,78.3,73.5,76.24,76.38,74.05,76.66,74.32,78.58,88.2 143.7,145.34,144.79,142.87,141.63,143.01,140.4,145.34,128.72 123.23,118.97,118.69,114.71,118.69,104.13 68.83,70.06,69.37,69.65,63.33 73.08,71.16,72.81,72.26,70.06,71.98,78.17,88.33 108.94,111.41,111.27,108.39,110.18,110.45,111.14,111.96,110.18,112.1,110.45,107.7,109.76,109.9,110.18,109.08,111.82,107.98,108.66,112.1,107.98,109.21,108.8,111.27 100.42,98.91,92.04,93.69,93.55,95.89,96.58,93.28,89.16 72.12,65.39,63.6,65.53,64.98,64.29,64.57 72.26 108.8,106.47,108.25,105.78,108.94,109.9,94.51 87.65,90.81,86.0,86.0,85.45,87.65,88.61,86.68,84.9,77.62,80.23 105.23,132.7,129.55,130.92,132.7,129.27,132.7,130.51,130.09 109.63,104.54 77.21,76.66,78.99,78.72,80.91,78.85 94.38,96.16,96.03,96.71,97.54,96.71,102.62,98.09,99.19,99.19,101.8,99.19,99.32,98.5 80.91 78.58,80.36,78.58,82.43,78.72,80.09,79.4,80.91,80.91 96.71,106.33,103.72,104.96,109.76,108.53,107.98,105.37,105.37,109.08,101.25,108.53,107.98,106.88,106.47,104.82,106.88,108.94,107.7,107.84,106.88,105.64,106.6,109.21,107.98,107.29 125.01,125.42,126.11,126.8,125.84,125.42 114.43 106.6,102.89,106.33,107.43,103.86,103.86,95.75 81.33,84.21,82.84,78.58,77.89 98.36,98.09,100.28,96.3,78.72,96.16,96.03,97.4,95.89,97.26,99.19,100.56 129.0,126.39,129.55,125.84,128.86,128.72,124.74,128.86,130.09,129.82,126.11,127.76,128.72,126.52,126.11,128.17,129.55,126.8,126.94,129.96,129.82,128.45,129.68,129.13,127.9,132.84,128.58,128.58,126.8,126.8,128.03,124.46,126.39,127.9,129.41,130.78,129.68,126.8,130.64,128.72,128.17,128.03,127.76,128.58,127.35,125.42,130.64,128.58,126.94,120.07 113.61,115.95,114.02,113.47,110.86,101.8,100.97 91.9,96.99,91.77 74.6,74.18,77.34,73.08,71.85,72.26,70.47 69.1,68.69,68.41,67.86,68.41,67.73,69.1,69.65,69.65,68.96,70.34,70.06,69.79 115.4,129.13,131.47,130.09,132.98,131.06,126.8,113.75,129.41,134.35,135.59,119.79 108.25,102.07,104.41,105.37,107.43,109.21,106.47,106.6,107.57,103.58,105.37,102.07,102.48,104.54,110.04,124.87,133.12,130.92,115.26,107.15,104.82,105.23,101.8,104.82,105.09,106.19,105.64,104.96,107.7,107.84,106.47,98.91,99.46,100.28 127.62,127.62,126.39,129.0,129.55,118.01 110.86,110.86,117.04,104.27,101.38 78.72,74.87,76.52,77.07,75.01,77.34,73.36 94.79,102.62,105.64,104.82,99.73,100.56,101.93,102.48 77.34 67.45,67.59,68.28,66.76,67.45,66.76,66.49,68.41,91.9 125.29,122.68,127.35,120.89,118.14,119.38,107.7 81.05,78.44,77.21 70.34,68.69,69.51,66.63,65.12,66.22 77.48 79.68,78.99,79.68,77.34,78.3,76.11,79.13,73.91,74.18,84.21,79.95 86.55 70.47,69.65,68.28,69.24,69.65,71.85,69.65,69.92,70.61 67.18,69.65,66.22,63.47,65.39,62.64 71.16,72.53,70.06,64.84,72.67 75.56,81.05,78.58,81.88,77.48,77.07,77.75,80.5,80.78,79.4,80.64,89.02 112.65 123.23,123.5,122.81,122.13,124.05,123.36,121.17,118.83,116.77,118.01,124.05,126.52,126.25,124.6,126.8,126.94,124.19 111.0,111.69,113.88,113.2,114.3,113.06,111.96,111.82,104.96 91.77,93.97,91.49,91.9,91.08,88.2,87.37,89.43,89.02,87.1,87.78,89.16,86.96,89.29 87.1 115.67,132.7,132.7,130.51,130.92,129.55,130.92,125.7,130.09 111.69,114.85,109.9,106.33,110.18,108.25,104.68 132.02,133.12,131.61,131.19,132.7,135.04,132.43,130.92,132.98,131.33,135.04,133.53,128.03,119.65 115.95,109.76,116.63,108.39,108.94,110.04,111.0,112.79,112.65,100.15,101.25,100.28 73.22,70.06,72.81,71.16,70.61,67.31 62.92 61.54,58.93,60.17,58.66,58.66,60.45,61.27,60.03,58.66,59.62,60.31,60.99,61.27,63.06,59.62,59.9 65.67,66.49,64.98,66.63,68.69,63.47,63.47,64.43,64.02,64.98,68.14,64.02,65.39,65.39,63.06,62.92,60.58,60.99,59.07,61.82,62.78,58.38,60.31,60.58,65.25,61.82,57.97,57.42,63.74,62.37,63.19,60.99,64.57,64.02 59.35,56.6,59.62,55.36,59.9,60.72,58.52,60.99 55.23,56.46,57.42,57.97,57.56,60.58,58.66,59.35,59.21,59.07,56.05,56.87,56.32,60.86,58.93,56.05,57.7,57.84,56.74,57.01,57.7,56.46 54.95 59.62 57.97 56.6 54.95 55.23 nan nan nan nan nan nan nan 55.77 55.5,54.4 58.11,56.87 60.86,61.13,59.62,61.27,58.11,60.45,59.62,59.62,58.93,57.97,61.27,59.21,61.82,58.66,58.52,58.66,58.25,57.7,58.8,61.82,59.62,60.99,57.97,58.38,58.66,59.62,58.38,58.11,57.01,60.31,59.48,60.72,61.13,58.52,56.46,56.87,55.64,59.62,59.62,61.41,59.48,60.86,58.66,59.35,60.99,59.07,57.42,54.26,55.23,58.52,57.84,57.97,61.82,57.97,58.66,59.35,57.29,59.21,58.52,58.8,57.97,58.66,61.82,60.72,60.45,60.58,59.62,59.62,63.47,60.17,61.82,59.62,59.62,61.27,58.8,58.38 65.39,68.83,65.12,68.41,67.04,64.98,64.84,65.8,65.25,65.39,66.76,67.18,66.63,66.49,65.67,66.08,66.49,67.59,64.57,59.62,59.62,58.66,57.97,59.07,58.38,63.06,57.42,58.52,58.38,58.8,61.82,58.66,59.35,54.68,57.97,59.62,59.62,63.19,63.47,61.27,59.9,62.23,59.62,59.9,63.06,61.41,60.58,60.86,61.68,61.13,60.86,63.06,61.13,61.82,64.57 61.82 61.82 61.82 65.94 75.69,76.11,74.05,74.05,76.38,73.08,74.05,74.05,71.85,73.36,75.56,76.79,74.73,69.92,70.89,71.3,71.71,75.14,72.53,73.77,70.61,72.81,71.71,73.36,71.98,74.32,74.05 61.13,62.78,59.62,60.17,57.84,61.27,60.58,61.68,62.92,69.65,63.47,58.8,57.97,59.07,63.47,59.62,55.09,57.42,59.07,61.13,60.58,60.72,61.41,59.62,60.86,58.66,60.31 59.62 59.62 64.02,64.57,67.45,64.02,64.57,66.22,64.02 72.81,74.73,71.16,73.5,70.06,75.83,70.47,73.5,69.65,68.96,68.28,67.86,68.14,70.06,67.18,69.51,66.63,67.45,66.22,67.04,71.85,68.41,69.79,71.16,71.44,69.51 65.39,60.86,66.08 57.15,58.8,56.87,61.54,61.54,55.5,58.25,61.82,61.68,61.27,57.97,59.9,60.86,59.48,59.62,57.42,56.6,57.42,57.84,59.07,62.51,59.48,58.25 +80.09 81.19,79.68,76.24 85.72,88.61,85.45,83.52,84.49,87.23,88.06,92.45,98.09,91.49,93.83,92.73,92.59,82.15,85.31,85.45,83.39,83.39,84.49,85.17,90.81 91.22 119.38,143.97,144.24,141.08,144.38,143.15,141.5,143.28,140.95,140.67,132.57,134.22,133.94,133.25,135.73,136.41,134.9,136.96,132.29,135.73,136.83 125.84,125.97,127.62,126.52,126.66,128.72,128.45,123.5,121.3,124.19,121.85 117.87,115.4,112.1,112.65,114.98,114.57,114.3,111.69,112.1,111.55,114.16,108.11,110.59 91.9 90.39,89.43,90.12,88.88,89.98,90.81,88.61,89.29,89.84,87.23,86.96,83.8,78.99,80.09,78.44 96.3 143.15,146.03,147.4,130.23,147.82,119.38,123.91,124.6,128.58,131.61,127.21,122.81,128.03 124.46,118.56,102.62 71.85 68.55,71.57,83.25,71.44,65.8,66.35,69.65,84.21 112.37,114.43,114.85,112.24,116.63,115.12,118.56,119.1,112.51,110.18,105.09 100.42,102.34,104.41,102.89,93.0,82.15,81.74,81.19,81.6,80.36,83.11,81.33,82.84,83.8,86.0,82.7,85.72,83.66,84.76,81.05,81.88,81.88,80.09,76.11,77.62,74.05,69.92,70.89,66.08,68.96,66.9,67.04,85.72,92.04,93.28,91.63,94.38,92.32,95.2,91.08,92.59,92.18,90.53,96.03,92.32,92.59,86.0,91.63,95.48,93.14,93.42,93.55,92.73,96.58,92.73,90.94,91.63,91.63,95.48,99.6,83.94 77.75 74.6 76.66 74.32,74.18,77.75,77.21,75.69,76.24,75.56,76.11,76.24,70.2,73.77,71.85 108.25,129.13,129.55,128.03,128.86,125.7,130.78,128.03,127.07,129.27,130.09,124.6,127.48,129.27,129.55,127.9,129.27,127.76,131.33,127.9,128.72,126.66,128.58,128.72,126.66,117.73 105.23,108.53,105.09,98.22 71.71,68.69,69.37,67.45 94.24,100.97,97.67,98.5,97.12,102.07,104.68,96.3,101.11,86.41,67.45,69.1,96.03,98.77,95.61,97.54,105.5,103.86,103.17,102.07,98.5 82.84,84.07,85.31 83.11,83.11,87.23 97.12 113.61 112.79,114.98,111.96,110.18,112.92,111.69,113.75,111.14,110.31,112.1,111.69,112.1,109.63,112.37,114.3,114.43,113.88,114.71,115.53,114.57,114.71,113.61,115.26,115.12,111.82,113.75,113.47,114.98,111.41,114.02,114.16,112.24,124.46,134.35,132.98,129.0,115.4,133.8,116.91,114.85,110.72,111.69,110.86,109.76,109.21,111.27,112.1,114.71,114.16,109.49,106.47,107.7,110.18 105.78,106.88,89.43 85.17,79.4 87.1,103.72,101.8,104.82,105.09,104.13,102.62,102.62,104.13,103.72,104.13,103.03,107.02,105.23,106.47 131.88,132.29,137.65,136.55,135.32,135.73,134.22,137.51,134.49,134.49,137.79,133.12,137.1,138.34,138.61,137.51,137.51,137.93,135.86 116.77,108.11,108.8,104.27,100.83 95.2,80.64 76.24,78.85,78.99,78.3,77.62,78.99,78.17,76.93,76.93,77.89,75.28,75.28,76.52,80.64,85.31,81.6,85.45,85.72,82.29 81.6 130.92,139.3,137.93,139.57,138.89,139.3,139.85,139.85,137.1 108.8,106.05 126.11,139.44,134.22,137.65,138.06,137.65,136.41,135.59,134.49,137.38,138.47,120.48,117.46,117.32,116.22,118.56,115.81,120.48,117.32,119.93,118.83,117.59,119.38 111.82 87.23,81.74,78.3,79.82,78.03,81.05,82.84,77.34,77.89,74.32,80.64,79.54,78.58,82.97,79.27,81.74,87.37,77.75,76.66 98.09,94.93,93.14,96.03,96.3,94.24,99.87,94.93,94.93,97.95,96.58,98.77,92.73,94.1,93.14,91.9 66.22,67.86,64.02,66.49,64.02,68.69,67.73,66.49,66.9,68.14,68.55,63.47,76.93,67.45,65.12,62.64,65.12,72.4,71.3,70.89,71.85,72.53,71.85,69.51,70.47,73.5,70.47,71.85,72.26,73.08,73.22,71.3,68.96,70.06,74.05,72.12,72.53,71.16,68.69,71.02,71.44,71.02,71.57 76.79 122.81,121.3,128.58,127.9,128.03,129.0,129.82,131.33,127.9,129.96,125.7,125.56,124.87 100.97,96.99,93.97,93.0,90.39,93.83,91.35,90.67,90.81,93.28,94.24,84.49,77.34,70.89,74.46,78.44,88.33,88.2,88.88,86.96,83.66,81.05,82.15,81.88,81.19,81.74,82.29,78.58,80.5,80.64,88.33,87.23,87.37,86.96,89.16,89.98,87.65,87.51,87.78,92.32,91.35,89.84,89.16,87.51,87.23,91.22,77.34 69.92 74.6,72.12 75.28,73.22,71.57,74.05,72.12 75.28 74.05 67.18,64.7,64.7,66.22,64.7,66.63,64.29,67.04,66.35 71.02,74.32,73.22,70.06 81.6,82.56,80.64,82.84,82.15,80.5,82.56,78.72,82.29,79.4,75.83,79.82,79.13 109.49 124.46,123.91,126.39,126.94,123.5,126.11,125.84,127.07,124.19,123.91,119.1,130.09,131.61,129.55,133.25,128.03,120.2 113.75,113.61,101.52,104.41,100.15,109.49,101.52 99.05,99.73,93.42,92.59,95.61,93.69,93.69,94.1,97.54,96.44,97.12 98.64 140.54,139.3,133.67,117.32,118.42,123.23 108.8,114.16 142.46,138.2,141.91,138.47,121.17,118.56,116.22,117.87 105.78 61.68 63.47 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88.33,92.73,91.49,81.74,82.43,79.54,82.29,80.78,80.23,78.99,79.95,80.23,82.01,112.24,81.05 84.62 152.07,152.49,149.88,138.75,127.62,131.33 122.13,115.95,114.3,113.34,110.18,116.91 84.76 70.2,67.86,69.65,70.89,72.12,68.55,64.98,75.83,78.99,77.48,78.17,87.51 117.04,118.01,115.12,115.67,115.67,115.12,117.46,119.24,116.91,116.36,116.22,116.22,116.08,114.71,109.9 99.32,101.8,101.66,101.25,104.54,100.28,99.87,101.38,98.09,98.77,97.81,96.3,87.65 79.82,76.79,74.05,69.79,68.28 80.36 94.65,94.65,92.59,94.24,89.02,94.38,95.61,96.3 90.12,79.27,75.56,76.66,77.89,69.24,70.61,75.83 131.19,130.78,128.31,127.76,132.98,130.09,116.08 100.15 76.24,68.83,69.24,69.79,66.35,68.28,66.63 89.16,101.38,106.33,100.01,102.07,103.44,104.82,101.52,98.77 82.97,84.21 82.7,82.97,82.97,82.7,85.86,82.7,83.94,83.11,83.39,83.52,84.49,83.52,82.29,85.86,87.37 114.02,113.2,114.71,113.61,113.88,113.47,112.65 119.65,136.14,134.63,135.04,134.35,136.28,133.67,136.28,136.14 114.71,121.17,119.93,116.22,118.14,117.87,122.81,120.75,124.46,121.99,118.56,121.3,120.89,108.66,107.02,110.59,111.0,108.8,108.8,110.04,110.31,112.1,110.72,107.15,110.72 106.6,105.78,95.34 86.27 88.2,88.88,87.51,86.27,86.55,87.51,84.76,86.68,85.86,102.07,103.44,100.28,100.42,104.13 137.24,137.38,138.2,136.83,135.59,135.32,136.96,124.6,119.38,119.38,121.85,116.08,119.38,122.13,119.38,119.65,116.63,119.65,119.65 113.47,100.01 96.71,94.51,94.1,100.15,95.06,81.46 78.99,78.85,79.82,75.83,75.69,73.5,75.83,74.87,72.53,73.63,72.53,73.22,74.32,73.22,75.42 80.91 137.1,138.47,141.5,134.9,141.36,138.2,135.45,132.16,136.41,137.38,138.61,139.02,136.55,137.93 110.18,113.75,114.57,108.39,107.43,106.6,106.05 132.7,135.86,138.2,134.22,139.71,138.34,139.99,138.89,138.34,139.99,139.16,138.2,135.32,118.69,116.36,117.18,118.28,117.87,118.14 112.51,93.14 81.88,78.85,80.64,79.27,80.36,79.82,81.88,75.42,74.87 96.58,98.36,100.28,98.5,101.66,95.2,99.32,97.95,99.05,98.09,99.05,98.91,98.09,97.67,97.95,98.91,99.46,100.7,93.83,87.51 60.99 63.6,64.98,63.6,64.43,65.67,63.47,64.98,66.08,66.35,65.8,66.63,65.8,65.8,66.08,65.53,64.7,66.76,67.59,66.63,66.63,68.41,65.8,67.18,65.67,66.35,68.83,66.9,66.08,63.47,67.18,71.57,75.69,73.77,76.24,75.97,87.51,79.54,87.78 130.78,133.25,121.03 87.51,89.57,82.15 74.87 75.83 74.46,75.14,75.97,73.91,73.22,75.42,74.87,74.32,76.79,73.22,77.34,86.13,88.06,80.09,79.13,82.56,78.3,73.5,72.67,72.12,74.32,75.42,72.95,80.36,75.14,77.89,76.52,76.24,71.57,76.11,73.91,75.97,77.89,78.44,71.57,71.71,73.22,83.39,89.98,88.61,88.88,87.78,86.82,87.51,86.68,90.26,88.47,87.51,83.11,84.21,84.9 89.71,90.94,91.63,93.97,94.65 81.88,74.87,70.47,72.26,68.83 65.39 69.1,73.08,72.12 79.4,81.74,78.85,77.07,81.74,80.91,82.56,81.46,81.74,81.33,80.78,82.29,84.62,91.35,93.69 122.54 126.39,126.94,127.62,123.78 105.09,98.77,110.45,105.78,111.14,111.0,110.31,111.82,110.86,110.31,111.55,106.05,102.07,102.21,103.72,100.83,101.25,101.25,99.6,100.15,101.25,114.85,119.24,115.4,109.9,101.52,99.6,99.32,99.32,101.11,100.7,99.87,99.46 98.22,99.87,93.97,92.45,93.69,93.69 96.44 137.24,138.75,137.93,138.2,138.2,136.96,139.3,137.51,139.71,135.73,137.93,134.49,136.0,138.2,136.69,134.9,137.65,138.61,136.41,135.32,134.77,137.79,137.1,137.65,136.69,117.04,125.15,116.49,116.36,113.47,122.54,142.32,138.2,138.61,140.4,139.3,139.85,138.47,138.2,138.2,140.67,117.59 108.66,111.69,108.94 140.54,139.57,139.3,139.71,139.57,137.65,140.26,139.71,139.3,136.69,138.06,116.77,117.04,117.18 94.38 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62.09,61.68,63.06,63.6,64.43,65.94,62.51,63.6,64.84,60.03,59.48,63.19,63.74,64.43,61.82,65.39,66.08,65.12,60.72,62.09,64.43,62.23,63.47,64.15,66.08,62.78,62.92,61.68,62.23,63.33,62.23,66.63,64.29,65.53,63.88,65.8,65.12,65.53,64.43,61.54,63.19,66.49,65.25,65.8,62.51,61.54,64.98,62.78,62.09,59.9,61.54,62.78,62.92,64.98,65.67,66.08,66.76,61.96,61.54,64.43,65.67,64.43,64.7,66.22,66.08,63.6,65.39,64.29,64.7,66.63,66.35,64.84,64.7,64.7,64.15,64.98,66.49,64.02 60.72 59.62 62.23 65.12 65.8 61.41 62.78 62.51 63.19 nan nan nan nan nan nan 61.96 60.99 63.33 63.33 63.47,63.74,62.23,62.78 62.92 61.82 62.23 65.25,67.18,63.88 69.24,72.53,72.12,70.47,69.65,70.2,72.12,68.55,66.63,70.75,68.28,67.86,73.5,68.14,67.04,67.59 nan nan 63.6 61.54 62.23,60.58,68.14,61.82,64.02,60.03,61.96,64.43,63.33,62.78,62.09,61.54,60.58,61.82,63.33,61.82,62.78,61.96 68.28,66.08,67.86,68.28,66.9,64.43,65.53,67.04,64.84,65.25,69.37,67.73,66.08,67.73,66.08,66.35,65.67,65.39 64.43 +87.78 87.92 86.96,81.46,87.1,97.81,98.22,95.34,100.83,104.68,99.32,100.28,102.48,103.58,103.31,100.97,103.31,98.09,103.99,101.93,98.09,99.73,102.62,100.42,101.11,101.52,95.34,94.93,92.18,91.9,89.84,93.0,89.02,92.73,93.55,90.53,91.35,96.71,93.14,92.18,91.49,90.94,93.28,91.9,97.54,95.06,93.83 92.87 136.14,149.6,147.27,145.21,148.37,143.56,146.99,142.18,137.79,140.81,135.45,137.51,138.2,141.5,143.42,143.97,144.11,134.08,133.94,133.25,135.04,133.8,135.32,139.3,133.39,134.35,132.84 127.07,123.64,127.07,119.1,116.91,123.5 116.22,118.97,116.36,123.09,118.01,121.71 107.29,96.58,98.91,100.42,99.87,100.42,98.09,100.01,96.3,98.22,94.93,91.63 89.71,89.57,86.27,86.41,88.47,87.37,87.92,87.65 104.41 156.06,153.31,155.1,154.82,158.26,146.99,135.59,133.53,133.67,134.77 110.04 79.68 82.15,82.84,83.94,77.21,79.4,75.69,72.95,81.88,80.64,79.13,76.66,77.62,78.85,79.27,83.11,82.84,84.49,86.13,85.59,90.26,90.81,87.78,88.47,89.16 121.71,123.09,122.4,122.26,123.78,122.54,124.19,123.91,122.4,124.33,122.54,125.84,119.93,104.13 86.13,82.29 81.74 79.27 99.73,101.25,100.56,98.77,101.93,100.7,98.5,99.32,101.66,102.07,103.31,98.77,104.82,99.32 84.07,81.74,81.74,84.21,82.84,82.56,86.0,85.31,84.21,84.07,81.19,81.88,84.35,83.52,82.97,81.46,85.72,82.15 126.25,131.06,135.18,139.71,138.47,136.28,131.47,136.14,134.63,120.34 105.09,105.37,109.08 105.09 108.11 93.28 78.17,76.38,73.08,76.52,76.79,80.09,75.28,76.24 103.58,104.96,104.82,99.46,102.07,96.03,104.68,114.57,116.63,109.9,108.11,104.96,109.63,110.31,110.45,112.1,105.64,108.11,107.84,110.18,109.35,99.32,91.9,92.18,93.28,92.87,89.98,93.0,91.35,102.62 119.65,120.34,122.54,121.99,118.97,121.44,120.75,120.2,117.46,120.48,118.01,118.83,119.38,136.0,137.24,141.91,135.45,127.9,130.64,129.68 119.65,118.14,120.07,108.11,118.28,116.49,118.69,114.43,121.71,114.43,113.34,114.98 102.21,97.26,94.38,93.0,97.26,93.83,115.53,115.67,114.16,103.03,93.42 89.16 99.87,109.9,111.41,112.51,111.0,109.9 114.02,115.67,110.18,130.92,143.83,144.24,150.01,148.5,142.32,143.42,142.87,144.52,132.57,122.54,121.58 114.71,110.45,110.04,109.9,107.02,108.8,112.92,108.25,108.66,119.38,120.48,116.91,119.93,117.46,123.5,111.0,104.96,110.45,111.41,105.09,105.37,100.15 89.98,87.23,86.96,87.23,85.59,84.21,83.11,87.1,83.8,82.29,84.07,79.13,82.15,81.88,81.33,83.39,86.82,91.22,92.73,90.67,89.98 89.57 95.06 145.48,145.21,142.32,146.31,132.29,118.83,116.91 110.31,112.92 126.11,138.34,146.72,141.36,125.01,123.5,122.81,123.64,123.78,130.23,125.56,122.13,122.68,116.63 96.16 81.88,88.47,83.39,80.78 86.96 85.04 92.45 106.05,102.76 80.91 73.36 70.75,70.89,69.92,71.57,72.67,70.75,72.95,70.75,72.95,72.53,75.42,67.73,70.89,71.02,72.81,70.89,72.26,71.3 73.08,72.4,74.18,74.32,74.05,73.63 74.46 70.89 68.83 70.89 77.48,90.53 136.69 135.45,133.12,132.29 100.7 89.57,90.67,93.42,96.85,90.67,91.35,93.14,85.72,85.86,79.82,79.68,79.82,82.56,91.9,94.24,93.55,91.63,92.04,90.67,86.13,87.65,85.04,89.43,86.13,88.88,95.48,96.85,95.06,99.19,100.28,99.87,99.05,101.11,99.32,99.32,99.6,100.01,97.12 81.6,83.66,80.91,79.27,82.15,83.11,82.7,81.88,84.9,83.66,80.91,79.54,79.27,75.56,77.48,79.13,81.88,78.85,79.27,91.08,90.67,88.2,82.84,82.15,88.06,84.35,87.78,87.78,87.65,87.23,90.39,89.29,96.58,95.75,97.54,99.6 122.95,132.7,130.51,129.27,127.21,130.23,127.21,129.55,128.86,131.06,140.95,139.02,138.61,139.02,137.93,135.86,140.12,136.83,141.22,137.1,137.38,138.47,138.34,137.65,137.24,128.31,127.76,129.13,125.29,127.62,117.73,123.5,121.17,121.44,121.17,121.3 109.21,107.98,105.92,106.88,104.68,104.82,101.66,100.42,101.25,100.42,101.52,102.21,104.27,102.21,102.89,102.07,102.48,104.13,102.89,105.92,101.11,100.56,103.44,103.86,102.34,99.87 125.84,146.58,145.21,143.7,144.52,145.89,144.52,143.01,145.62,143.7,141.77,145.07,143.97,144.52,146.17,144.66,144.11,144.93,142.73,128.86,122.4,118.69,122.26,146.44,143.7,143.97,143.7,143.83,123.5,122.13,126.39,122.26 116.08,98.91 nan nan 84.35 81.05 82.01 81.19 84.49 82.84 85.72 79.82 78.17 74.05 73.5 75.56 75.56 74.87 74.18 71.02 73.08 75.28 70.89 74.6 69.24 68.83,68.0,71.57,69.1,73.5,77.48,76.52,74.05,78.17,78.99,76.24,74.05,76.24,75.28,74.6,77.34,75.83,71.16,71.16,70.2,70.61,73.22,70.89,67.45 66.22 62.37 64.02 65.53 66.9 66.22 62.78 68.83 70.47 67.45,66.49,68.83,68.41 68.83 65.53 +90.53,78.03,61.82,70.34 74.32,70.61,72.67,75.14,69.92,74.87,71.57,71.44,72.4,72.4,73.36 85.04,87.78,78.99,85.04,82.56,81.6,83.8,85.17 82.01,78.99,80.64,81.33,80.09,73.77,74.05,73.22,75.83,79.82 109.08 124.87,124.19,121.44,121.44,123.09,123.91,125.01,125.84,125.42,125.15,123.5,119.24 115.53,117.46,118.83,116.22,114.3,119.24,120.75,121.44,113.2,120.2,117.59,117.87,118.28,108.94,110.18,110.45 106.19,97.26,99.05,99.87,96.99,97.4 84.35,84.62,82.56,79.54,81.46,82.01,82.56,82.97,79.95,80.36,77.75,82.15,78.72,83.25,79.4,81.74,83.66,82.56,81.05,82.56,89.02,79.82,82.43,82.7,79.68 73.77,73.22,70.2,74.32,76.93,68.69,68.96,69.37,68.69,68.14,67.18,68.83,68.41,68.83,69.79,67.04,68.69,70.61,79.68 128.86,121.03,133.39,127.62 112.92,117.18,114.57,109.76,117.59,115.67,102.62,103.31,103.03 76.79,65.67,61.54,67.18,59.07,64.98,58.52,58.66,65.39,65.25,65.94,68.0,64.43,68.14 71.71 101.11 101.25,94.93,89.16,88.06,89.71,86.96,90.53,90.26,89.29,88.06,88.88,83.8,81.05 73.77,73.22,72.26,73.77,74.73,71.98,77.62,73.63,74.46,75.42,71.02,69.24,67.18 59.62,59.76,59.48,58.93,60.03,58.93,67.45 79.54 80.36,80.64,77.21,77.34,79.68,80.64,78.58,81.6,79.4,81.19,82.01,80.91,82.56,83.66,81.19,83.11,81.33,68.55,68.28,69.37,71.98 109.76 109.9,107.7,107.84,111.14,112.37,103.86,98.22,95.34 87.65,63.33,65.8,63.33,64.29,64.98,60.99,61.13,63.6,81.05 88.06 81.46,89.02,90.67,88.47,89.43 73.63,74.32,75.97 98.91,99.73,102.34 112.65 113.06,117.04,112.51 105.5,106.47,105.23,109.21,105.09,107.98,106.6,107.02,106.47,106.74,108.94,107.29,103.99,105.09,104.82,107.29,112.1,107.84,103.72,109.49,99.32,95.61,96.99,98.5,97.12,88.61 75.97,75.14 89.98,89.71,88.2,92.04,90.39,92.73,88.06,92.73,87.78,91.22,88.61,94.65,94.1,109.49 118.97,116.36,117.87,117.87,116.77,120.34,117.46,119.65,120.62,119.1,117.59,119.52,118.28,118.69,119.65 116.63,104.82,103.99,102.76,102.07,101.38,103.31,101.8 97.67,91.49,91.35,85.04,86.27,83.25 74.05,71.57,73.77,71.16,73.08 67.59,64.98,66.63,66.76,66.63,67.18,66.35,65.12,66.35,64.84,68.41,65.39,66.22,66.22,66.08,65.8,68.55,68.83,66.22,71.85 120.34,121.71,121.03,121.71,121.58,122.26,123.64,120.48,119.24,121.71,121.03,123.5 110.18,100.28,96.44,99.46,100.15,99.05,103.03,97.95,97.67,97.95,96.99,92.73,97.12 120.75,118.14,115.12,117.46,117.46,122.26,116.91,118.42,118.01,118.83,118.97,118.42,119.52,119.65,118.42,118.97,116.77,115.67 107.98,107.43,106.05,105.92,107.7,106.88 103.58 101.8 83.11 65.53,73.77 80.91 83.52,81.46,84.49,83.11,82.01,82.43,84.76,80.64,84.9,82.84,80.5 59.76,60.17,57.7,55.64,56.46,59.35,58.93,55.23,59.48,60.03,58.25,59.76,62.09,60.31,62.23,63.33,61.82,61.13,63.33 64.57 64.29 97.95,109.76,110.31 85.86,80.64,80.78,83.94,80.91,76.38,72.12,65.53,64.98,65.12,68.41,66.08,64.43,65.94,65.39,65.94,64.7,63.19,66.08,62.78,63.88,64.02,68.96,75.56,73.22,75.69,75.97,74.46,72.26,72.12,71.57,70.34,68.14,69.79,67.18,71.57,73.36,75.01,74.18,75.42,76.52,76.38,77.21,74.87,72.53,74.87 67.45,64.29,65.94,67.18,68.41,64.29,66.08,64.98,64.43,61.41,61.13,60.86,62.51,60.31,58.38,62.09,69.37,69.37,74.18,68.28,66.22,67.04,68.28,68.96,68.41,67.18 69.24 78.72,89.16 110.04 108.39 109.9,109.63,108.39,107.29,109.21,110.04,110.45,109.49,112.65,109.63,108.53,110.18,109.35,110.59,108.25,110.86,110.59,110.04,107.7,112.51,114.57,114.57,113.47,114.02,111.27,105.23,106.47,105.37,102.34,104.82,103.72,103.17 87.51,88.47,88.88 86.96,87.1,87.92,84.21,81.46,81.19,80.5,82.01,82.43,82.84,81.6,82.56,83.8,82.15 110.45,120.07,120.34,119.38,118.69,115.81,121.44 107.57,106.74,105.23,106.47,98.36,104.68,92.87,114.57,117.73 118.97,120.07,118.01,118.97,118.83,122.81,120.07,118.42,121.58 113.06,106.74,106.05,109.08,105.23,102.62,98.5 nan 66.63,64.98,67.18,70.61,70.61,64.02,69.37,67.45,67.59,68.55,71.44,64.84,65.53,65.25 57.42,55.64,56.46,57.29,57.97,57.7,60.99,59.35,56.87,56.19,57.15,54.81,56.87,56.19,57.56,56.05,54.95,53.44,56.87 59.48,58.38,57.56,58.93,61.68,57.84,59.48,60.03,57.84,60.17,57.15,57.97,56.05,57.42,59.62 64.29,61.41,62.78,61.68 60.86,60.45,59.76,63.06,60.03,64.43,59.76,59.48,57.7,58.93,62.64,60.17,59.48,57.01,60.31 57.29,56.46,58.93,58.93,55.64,55.09,56.19 52.61 53.99 55.23 56.05 53.85 51.79 55.77 55.91 51.79,52.48,51.52,50.55,54.68,53.58,55.23,50.69,50.69,52.75,53.44,52.89,54.81,51.1,51.65,52.34,53.85,55.09,55.64,57.42,56.19,54.4,50.55,53.3,55.64,57.29,55.23,57.01,53.99,55.36,54.4,54.95,54.54,55.77,57.56,55.09,55.64,55.91,56.19,53.99,56.87,55.36,54.95,55.23,55.77,57.01,55.36,56.19,52.61,55.36,53.99,53.03,55.64,53.03,55.36,52.89,53.3,50.97,57.7,56.05,57.15,53.44,54.26,54.81,55.77,54.54,54.4,57.42,55.36,54.54,53.3,54.54,56.19,53.85,53.99,53.85,54.68 56.19,54.68,58.11,55.77,54.95,55.36,54.4,52.61,55.64,54.81,55.36,54.4,56.87,55.36,57.84,56.32,53.58,53.85,54.95,55.09,53.85,57.84 59.21,59.62,62.78,60.58,60.58,58.38,56.6,60.86,59.62,60.31,60.17,57.56,61.54,60.31,59.48,61.82,64.02,61.41,60.31,61.68,60.45,61.13,61.68,58.93,61.54,61.27,61.13 60.58 58.38,56.05,57.84,57.84,52.61,54.68,56.6,55.36,53.99,53.44,53.44,57.42,54.4,56.19,56.19,56.46,55.64 54.54,53.44,54.81,53.71,55.36,55.77,53.85,56.6,53.99,56.74,54.54,55.5,54.13,57.84,55.5,53.3,51.1,52.07,52.61,55.09,55.5,51.24,50.97,51.93 55.91,57.15,57.29,58.38,57.84,60.45 68.14,65.53,66.08,67.73,68.41,67.73,68.0,68.41,70.61,70.89,68.28,66.35,69.24,70.34,67.18,69.37,67.04,67.73,67.86,68.41,69.37,67.18,68.83,68.83,69.92,67.31,72.95,68.55,66.35,67.31,67.04,66.76,68.0,68.14,68.14,65.8,68.14 67.04 62.37,65.25,62.23 55.64,57.42,53.03,51.65 56.19,60.86,56.87,56.74,56.6,56.87,58.25,52.89,53.44,53.03,55.23 65.53,64.84,64.57,64.02,63.19,67.59,64.43,65.67,66.08,64.15,63.74,68.41,69.51,67.45,65.94,69.37,68.14,67.73,66.35 68.83,68.55 59.62,57.97,58.38,57.15,58.93,57.29,59.76,59.07,56.6,56.87,56.87,59.35,56.87,58.66,58.93,58.38,56.19,59.21,56.87,57.15,58.8,58.25,56.87,58.11,58.38 55.09,56.87,56.19,54.81,52.34,53.99,54.95,55.77,55.23,53.85,55.5,54.81,55.36,56.46,57.29,57.01,53.44,55.09,53.03,53.99,54.68 55.64,56.05,56.74,56.19,55.23,56.32,55.64,56.87,55.5,55.36,54.26,53.99,53.44,55.09 60.58,59.07,58.93,59.35,60.58,61.13,58.93,61.96,61.54,59.62,59.48,57.42,66.63,63.74 68.28,66.63,67.73,65.67,66.63,65.94,68.28 63.47,65.53,63.47,64.7,64.98,66.08,66.49,68.28,66.76 57.42,55.36 diff --git a/test/data/raw/metric/realign.tsv b/test/data/raw/metric/realign.tsv new file mode 100644 index 0000000..cb19a68 --- /dev/null +++ b/test/data/raw/metric/realign.tsv @@ -0,0 +1,13 @@ +117.46,77.75,77.75,79.13,75.83,81.33,73.63,77.07,75.69,76.52 78.17,75.83,73.63,78.03,75.69 75.83,79.4,81.46,86.55,89.16,85.59,83.66,85.59,86.68,89.02 89.02,84.07,84.35,76.79,78.72,85.86,91.22,130.78,132.02,132.29 129.55,135.18,126.11,127.35,123.09 120.48,126.66,122.13,125.84,121.71 123.23,119.24,116.49,120.34,117.73,119.79,118.28,120.89,115.95,121.85,121.44,117.87,119.24,120.07,118.83,116.63,107.84,106.6,107.84,101.8 106.6,105.5,103.44,102.07,107.02,100.28,105.64,106.47,105.78,104.41 105.64,111.0,101.93,102.07,95.34,83.11,82.56,88.06,82.84,87.51,82.7,85.45,84.76,83.52,86.27 83.94,85.45,86.96,83.94,80.23 76.24,75.97,74.73,75.01,73.63,72.4,72.26,75.69,76.11,75.14 104.96,130.64,136.0,130.23,131.61 122.95,119.52,111.69,108.94,109.76 67.18,69.37,61.41,58.8,61.82 82.56,107.15,82.97,103.99,103.31 95.34,95.06,90.26,89.16,90.53,92.04,78.03,76.52,77.21,78.17 77.07,79.54,76.24,77.21,74.73 78.03,78.17,70.47,70.61,61.96,62.09,70.2,86.55,85.31,83.94 87.51,86.13,78.3,72.67,72.67 72.53,68.83,117.32,112.1,113.34 116.36,118.28,115.53,118.83,113.47 110.04,118.97,107.7,106.47,99.6,97.67,91.08,94.79,86.41,65.67 67.18,66.35,66.22,94.38,90.26 93.83,92.45,90.26,95.61,92.87 92.45,93.55,91.35,82.56,76.24 79.13,78.03,78.17,80.5,103.44,104.82,102.89,103.58,106.88,104.96 101.66,122.13,120.62,112.51,109.9 115.4,107.7,106.19,107.43,114.57 106.74,109.21,117.18,110.04,108.66,103.44,98.64,99.73,99.6,99.32 98.36,98.64,97.12,97.12,94.38 80.23,82.29,79.13,79.82,79.54,76.93,73.77,72.81,71.57,73.77 89.02,92.87,91.22,89.16,92.04,88.06,90.67,90.12,109.76,121.17 118.56,124.74,124.05,118.56,120.48 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70.61,64.02,69.37,67.45,67.59,68.55,71.44,64.84,65.53,65.25 57.42,55.64,56.46,57.29,57.97,57.7,60.99,59.35,56.87,56.19,57.15,54.81,56.87,56.19,57.56,56.05,54.95,53.44,56.87,59.48 58.38,57.56,58.93,61.68,57.84,59.48,60.03,57.84,60.17,57.15 57.97,56.05,57.42,59.62,64.29,61.41,62.78,61.68,60.86,60.45,59.76,63.06,60.03,64.43,59.76 59.48,57.7,58.93,62.64,60.17,59.48,57.01,60.31,57.29,56.46 58.93,58.93,55.64,55.09,56.19 52.61,53.99,55.23,56.05,53.85 51.79,55.77,55.91,51.79,52.48,51.52,50.55,54.68,53.58,55.23,50.69,50.69,52.75,53.44,52.89,54.81,51.1,51.65,52.34,53.85 55.09,55.64,57.42,56.19,54.4 50.55,53.3,55.64,57.29,55.23 57.01,53.99,55.36,54.4,54.95,54.54,55.77,57.56,55.09,55.64,55.91,56.19,53.99,56.87,55.36,54.95,55.23,55.77,57.01,55.36,56.19,52.61,55.36,53.99,53.03,55.64,53.03,55.36,52.89,53.3,50.97,57.7,56.05,57.15,53.44,54.26,54.81,55.77,54.54,54.4 57.42,55.36,54.54,53.3,54.54 56.19,53.85,53.99,53.85,54.68 56.19,54.68,58.11,55.77,54.95 55.36,54.4,52.61,55.64,54.81 55.36,54.4,56.87,55.36,57.84 56.32,53.58,53.85,54.95,55.09,53.85,57.84,59.21,59.62,62.78 60.58,60.58,58.38,56.6,60.86,59.62,60.31,60.17,57.56,61.54,60.31,59.48,61.82,64.02,61.41,60.31,61.68,60.45,61.13,61.68,58.93,61.54,61.27,61.13,60.58,58.38,56.05,57.84,57.84,52.61 54.68,56.6,55.36,53.99,53.44,53.44,57.42,54.4,56.19,56.19,56.46,55.64,54.54,53.44,54.81,53.71,55.36,55.77,53.85,56.6,53.99,56.74,54.54,55.5,54.13 57.84,55.5,53.3,51.1,52.07,52.61,55.09,55.5,51.24,50.97 51.93,55.91,57.15,57.29,58.38 57.84,60.45,68.14,65.53,66.08,67.73,68.41,67.73,68.0,68.41 70.61,70.89,68.28,66.35,69.24,70.34,67.18,69.37,67.04,67.73,67.86,68.41,69.37,67.18,68.83,68.83,69.92,67.31,72.95,68.55,66.35,67.31,67.04,66.76,68.0,68.14,68.14,65.8,68.14,67.04 62.37,65.25,62.23,55.64,57.42 53.03,51.65,56.19,60.86,56.87 56.74,56.6,56.87,58.25,52.89,53.44,53.03,55.23,65.53,64.84 64.57,64.02,63.19,67.59,64.43 65.67,66.08,64.15,63.74,68.41,69.51,67.45,65.94,69.37,68.14,67.73,66.35,68.83,68.55,59.62,57.97,58.38,57.15,58.93,57.29 59.76,59.07,56.6,56.87,56.87,59.35,56.87,58.66,58.93,58.38,56.19,59.21,56.87,57.15,58.8,58.25,56.87,58.11,58.38,55.09 56.87,56.19,54.81,52.34,53.99,54.95,55.77,55.23,53.85,55.5,54.81,55.36,56.46,57.29,57.01,53.44,55.09,53.03,53.99,54.68,55.64,56.05,56.74,56.19,55.23 56.32,55.64,56.87,55.5,55.36 54.26,53.99,53.44,55.09,60.58,59.07,58.93,59.35,60.58,61.13 58.93,61.96,61.54,59.62,59.48,57.42,66.63,63.74,68.28,66.63 67.73,65.67,66.63,65.94,68.28,63.47,65.53,63.47,64.7,64.98 66.08,66.49,68.28,66.76,57.42 diff --git a/test/data/raw/metric/sigfish.tsv b/test/data/raw/metric/sigfish.tsv new file mode 100644 index 0000000..a644bf3 --- /dev/null +++ b/test/data/raw/metric/sigfish.tsv @@ -0,0 +1,13 @@ +nan nan nan nan nan nan 119.24,116.49,120.34,117.73,119.79,118.28,120.89,115.95,121.85,121.44,117.87,119.24,120.07,118.83,116.63 107.84,106.6,107.84,101.8,106.6,105.5,103.44,102.07,107.02,100.28,105.64,106.47,105.78,104.41,105.64,111.0,101.93,102.07,95.34 83.11,82.56,88.06,82.84,87.51,82.7,85.45,84.76,83.52,86.27,83.94,85.45,86.96,83.94 80.23,76.24,75.97,74.73,75.01,73.63,72.4,72.26,75.69,76.11,75.14 104.96,130.64,136.0,130.23,131.61,122.95,119.52 111.69,108.94,109.76 67.18,69.37,61.41,58.8,61.82 82.56,107.15,82.97 103.99,103.31,95.34,95.06 90.26,89.16,90.53,92.04 78.03,76.52,77.21,78.17,77.07,79.54,76.24,77.21,74.73,78.03,78.17 70.47,70.61,61.96,62.09,70.2 86.55,85.31,83.94,87.51,86.13 78.3,72.67,72.67,72.53,68.83 117.32,112.1,113.33,116.36,118.28,115.53,118.83 113.47,110.04,118.97,107.7,106.47,99.6,97.67,91.08,94.79,86.41 65.67,67.18,66.35,66.22 94.38,90.26,93.83,92.45,90.26,95.61,92.87,92.45,93.55,91.35 nan 82.56,76.24,79.13,78.03,78.17,80.5 103.44,104.82,102.89,103.58,106.88,104.96,101.66 122.13,120.62,112.51,109.9,115.4 107.7,106.19,107.43,114.57,106.74,109.21,117.18,110.04,108.66,103.44 98.64,99.73,99.6,99.32,98.36,98.64,97.12,97.12,94.38 80.23,82.29,79.13,79.82,79.54,76.93,73.77,72.81,71.57,73.77 89.02,92.87,91.22,89.16,92.04,88.06,90.67,90.12 109.76,121.17,118.56,124.74,124.05,118.56,120.48,122.95,120.07,118.97,120.48,120.07,116.22,120.48,118.42,117.59,118.97,120.75,120.48,117.59,123.91,120.75,119.79,119.38 114.43,107.57,111.41,107.02,107.57,109.08,109.76,111.14 101.66,99.05,101.66,97.4,89.16,92.45,91.08,89.02,89.43,90.26,90.12,88.88 71.85,73.22,70.89,72.26,75.42 70.89,69.92,68.83,71.02,66.76,64.7,64.15,64.7,65.53 115.12,117.32,119.24,126.25,120.62,120.62,120.07,116.49,119.79,117.59,119.65,123.23,121.58,123.09,119.24,119.1,122.4,120.2,121.03,119.65 101.8,98.22,94.79,93.97 113.2,125.97,121.03,121.03,118.56,120.89,119.52,117.46,118.69,118.42,124.87,119.93,118.01,120.89,121.71,121.99,118.42,121.85,121.03,119.24,120.75,120.89,119.24,122.81 111.41,108.39,104.54,104.54,101.25,103.03 77.07,75.56,75.97,75.01,73.77,83.66,67.73,71.3 83.94,84.49,86.13,83.25,85.45 82.56,82.97,81.6,81.33,78.03 63.6,61.54,60.86,61.82,59.21,61.68,60.17,62.23,63.19,68.28,90.12 116.91,113.47,114.02,110.72,110.18,113.61 95.34,84.76,85.17 75.56,74.46,77.75,73.77,76.66,72.4,75.01,75.01 71.44,67.18,65.94,70.75 76.24,79.4,76.66,79.27,76.11,78.44,77.07,68.69,77.62,77.89,78.17 83.25,84.76,84.76,83.66 nan 74.05,66.08,63.74,72.53,64.98,61.96,63.33,61.13,61.41,60.58,63.06,60.99,61.27,61.54,62.51,61.82,59.76,60.58,61.68,62.78,64.43,61.13,63.06,62.78,64.98 73.5,73.77,75.28,73.63,74.46,74.6,73.36 75.69,74.05,76.52,79.4 105.37,115.53,115.81,116.22,115.12,116.36,115.95,116.63,113.33,114.71,114.85 118.28,119.93,119.79,117.87 116.36,111.96,114.02,114.57,109.63,115.12,108.94,107.84,101.66 92.73,96.85,93.69,95.75,93.55,92.18,91.35,90.12,89.02,89.16 89.16,86.0,86.13,96.3,102.34,101.11 129.55,129.41,131.33,133.67,134.49,129.41,132.16 106.05,100.97,105.64,94.79,103.17,100.15,97.95,97.54 114.98,130.51,132.29,129.55,131.47,129.41,131.06,131.33 105.92,105.5,109.08,108.94,110.04,106.47,109.49,104.27,97.81,107.15,106.74,97.95,97.12,96.99,98.36,97.54,102.21,97.12,102.62,97.54 74.32,72.81,72.53,69.37,64.84,69.24,75.14,70.06,70.06,68.28,69.37,70.89,70.75,73.5,74.6,71.02,72.67,71.57,69.79,70.47,82.56,75.97,72.95,72.53,69.37,70.47,75.83,100.15,84.21,75.42,68.41,71.16,69.37,68.83,73.08,67.73,70.06,66.63,67.86,69.92,66.63,70.61,68.41 60.86,60.45,61.41,60.45,61.13,58.38,60.58 nan 64.15,68.96,66.08,64.84,65.8,65.25,65.67,66.63,67.18,67.18,60.86,64.7,62.78,64.15,67.73,64.7,66.9,66.08,64.43,64.98,66.76,69.24,64.7 61.54,60.03,61.27,63.33,61.41 58.38,58.11,61.96,56.87,58.8,59.21,59.07,61.13,58.38,57.15,60.99,61.68,57.84,55.09,54.13,56.19,55.64,56.05,55.91,56.19,58.38,58.11,59.07,57.29,60.99,56.19,59.48,59.48,60.03,59.21,60.58,58.38,64.98,59.76,62.23,61.68,60.58,59.48,60.31,59.35,63.88,58.25,60.03 58.38,56.46,56.46 61.68,58.93,60.03,57.84,59.76 57.15,55.91,56.05,55.91 60.58,58.11,59.07,59.07 57.84,61.54,61.96 55.91,52.89,56.6 56.6,56.74,58.38 57.29,55.64,55.91 59.07,60.03,56.19,60.45,57.29,58.38,60.17 58.38,56.74,56.87 62.51,57.56,60.99,61.41,62.78,60.58,58.93,58.11,59.62,61.41,58.38,57.01,60.58,58.38,57.97,60.03,57.56,62.23,57.97,58.93,60.45,59.62,57.15,59.48,57.42,60.03,57.84,60.45,56.19,59.76,61.41,59.48,59.76,57.15,58.66,58.66,57.15,59.76,58.38,59.35,60.03,61.41,59.07,61.96,58.38,59.07,62.09,60.03,57.15,60.86,63.74,63.33,60.58,58.8,60.58,60.31,58.93,59.07,60.45,58.66,58.38,61.41,58.93,57.7,61.82,62.51,59.76,60.45,58.38,58.38,62.09,59.21,58.38,58.38,62.23,60.31,61.54,57.7,58.38,60.99,59.48,57.84,57.7,59.76,57.29,57.84,62.37,56.6,61.68,60.03,60.31,58.38,59.48,57.84,59.62,62.23,63.19,58.66,59.62,62.23,59.35,58.38,63.88,61.41,60.31,60.86,61.54,61.13,60.03,61.27,62.78,61.13,60.99,58.93,58.93,60.58 64.98,66.63,68.41,65.94,66.49,66.9,64.98,67.73,69.92 64.29,64.29,67.18,62.23,62.09,64.29,64.57,65.67 59.35,59.35,59.62,58.93,59.9,58.11 53.99,52.89,57.01,56.19,57.42,58.93,57.56,59.35,58.25,57.97,53.99 62.78,63.19,61.68,62.23 71.57,71.02,71.57,71.85,70.89,67.59,70.34,70.75,70.47,70.89,70.89,71.02,69.92 70.61,72.4,74.05,69.37,72.53,75.14,71.85,74.73,68.96,71.44 65.53,65.94,66.08,63.88,60.86,63.6,60.99 56.46,57.15,57.7,58.93,57.29,60.31,55.64,58.66,57.01,54.54,55.64 59.21,57.56,58.66,59.48,59.9,59.07,61.68,60.03,61.13,57.29 71.3,70.47,66.08,68.14,66.22,62.78 70.34,70.89,67.18,71.44,66.08,68.14 61.96,60.17,58.38,64.7,63.33,58.38 57.42,51.79,56.19,55.36,56.74,56.19,55.5,57.56,55.91 59.21,59.48,61.68,59.62,63.88,59.62,63.33,58.52,55.64,54.54,58.93,57.84,62.09,59.62,58.66,61.41,57.84,57.29,57.97,56.19,59.76 66.22,58.8,66.08,63.47,63.74,64.02,64.7,61.82 70.89,72.95,70.75,70.06 nan 64.43,59.21,61.96 57.7,58.25,57.84,55.5,56.19,53.99,55.09,57.42,55.23,56.6 +nan nan nan nan nan nan 110.72,114.57,113.47,110.86,106.88,111.14,105.37,113.47,113.88,112.37,109.49,111.0,109.9,112.65,109.08,111.82,107.43,108.53,111.82,109.49,111.14,106.19,109.9,110.45,110.72,110.31,108.11,107.98,111.14,109.49 96.71,105.92,105.64,107.15,100.83,100.56,100.15,99.19,99.05,98.09 81.05,86.82,74.18,70.89,69.65,71.02,70.61,69.24,101.11,130.64,128.45,121.71,122.68,113.33 69.79,71.44,67.31,72.26,68.83,96.16 126.39,124.05,124.6,119.1,128.17,126.8,130.23,129.82,124.19 107.15,99.73,100.28,95.61,96.71,104.41 75.14,68.69,65.25,68.41,67.04,64.02,62.23,64.29,66.63,65.94,64.29,65.94,64.29,60.99,63.6,67.59,68.14,65.39,60.17,66.49 71.3,69.37,66.63,68.55,69.51,67.86,72.53,78.85 98.77,101.11,103.86,103.31,97.67,101.66,103.86,102.07,101.38,99.32 92.87,89.71,86.82,88.74,91.63,89.02,87.92,91.77,88.88,89.57,91.08,92.45,89.98,90.12,96.44,91.63,85.59 73.22,73.36,69.79,70.75 65.39,62.64,61.54,60.99,60.99,61.27,65.8,64.02 84.21,103.31,99.32,99.05,100.28,98.64,100.01,97.67,98.09,96.71,94.93,97.26 83.25,80.23,76.66,76.11 107.29,109.08,111.14,113.33,110.45,110.31,112.79,109.49,107.7,108.53,112.92,101.25,108.39,110.31,110.72,112.37,112.65,112.24 107.43,96.16,92.87 69.65,67.04,65.25,63.47,67.86,62.92,63.74,66.22,66.08,65.39,64.29,63.19,65.12,64.7,67.04,65.8,64.43,62.09 86.27,93.0,94.79,89.98,90.26,90.26,91.63,87.23,92.45,89.98,91.08,91.49,91.49 85.04,87.37,90.26 78.85,74.46,78.03,77.07,75.28,79.54 95.34,97.67,101.25,96.85,98.22,96.85,98.36,98.36,98.91,97.54,98.91,99.32,98.91,98.77,99.73,97.54,100.15,98.36,101.25,97.12,100.83,98.09,101.25,97.54,99.46,99.6,98.91 113.06,115.67,112.79,114.71,110.45 106.6,99.19,106.33,108.66 98.5,95.34,97.54,98.09,97.54,97.4,90.26 77.21,78.99,79.27,83.94,79.82,75.97,71.02 92.04,87.92,88.88,89.29,89.57,95.34 117.46,115.67,119.79,116.77,112.37,117.04,116.08,118.97 107.57,106.33,103.58 91.63,87.78,89.57,88.47,89.16,86.41,85.72,81.88 73.36,73.08,68.96,70.61 68.0,67.59,69.24,66.35,68.41,67.59,68.55,66.08,62.78,62.51,64.7,67.86,67.45,70.47,68.14,67.59 110.31,118.83,121.44 98.64,98.64,99.32,101.8,101.8,105.09 117.18,120.75,119.65 106.47,107.02,101.25,104.82,106.47,106.74,110.86,106.19,106.05,104.13,108.39,103.31,105.37,103.03,91.49 75.56,74.05,75.14,69.37,70.75,82.43,83.39,84.62,81.05,82.15,80.09 83.25,83.25,85.72,82.7,84.07,85.17,81.74 64.02,62.78,59.48,59.9,58.8,62.23,64.15 nan 86.68,109.08,108.11,111.69,113.33,111.69,113.06,114.71,111.0,114.98,108.94,110.86,109.49,108.25 91.22,86.0,83.94,83.39,82.15,78.58,84.62 73.63,69.24,68.69,69.24 66.08,64.7,64.02 71.16,77.21,78.03,76.38,78.03,74.73,75.56,72.4,71.44,71.02,71.98,67.86,72.67,74.18,72.81,74.73,74.46,69.92,72.26,71.98,70.89,75.14,74.73,71.98,70.34,72.95,70.06 77.07,78.85,81.19,86.41,79.95,79.13 nan 68.0,64.84,67.86,67.59,66.35,66.08,67.59,65.12,60.86,63.19,64.57,66.9,55.09,68.14,61.96,64.02,66.22 72.12,67.31,70.34,73.5,74.32,69.1,65.39,69.51 72.4,68.69,71.71,71.98,72.4,74.46,79.68,88.88 108.39,107.43,105.92,109.63 114.71,111.14,112.92,114.98,113.61,113.88,113.47 104.13,101.66,99.05 91.77,90.39,85.72,86.41,82.97,84.76,95.2 nan 119.1,116.91,119.24,120.89,117.04,119.52,118.97,118.56,119.65,119.93,120.2,119.1,118.14,121.71 107.29,97.81,99.73,101.8,96.03,106.05,109.08,104.27 121.85,125.56,120.07,121.44,122.4,117.87 108.8,104.41,95.34,94.79 69.65,59.62,64.57,69.65,66.76,69.24,67.59,63.19 60.17,56.87,57.84,59.21,57.7,57.7,57.7,55.64,55.64,56.32,55.5,57.15 58.8,58.8,59.35,61.27,60.03,59.35,58.93,57.97 62.92,62.51,63.88,62.92,62.09,61.96 60.99,60.99,60.03,62.64,62.64,62.78,64.98,63.6,60.86,61.82 58.25,59.9,57.97,61.54,57.7,60.45,57.97 55.36,55.91,55.36,57.42,60.31,57.29,54.68,55.64,57.97,56.19,55.64,56.05,58.66,58.38,54.68,55.36,55.77,55.77,56.6,57.01,58.11,60.17,55.64,56.6,54.95,56.74,54.95,53.3,52.2,54.26,57.56,56.87,56.05,54.26,54.13,54.4,56.6,56.05,54.26,58.66,53.85,56.05,51.24,55.5,51.52,56.32,57.29,57.15,55.36,57.01,57.15,55.5,56.6,57.97,58.11,55.77,57.15,55.23,51.93,55.5,57.01,56.46,54.81,54.4,58.25,55.36,56.6,56.6,57.56,55.36,53.44,58.11,55.64,56.6 54.81,54.4,53.44 55.77,55.5,57.7,56.6,53.03,56.32,56.46,57.7 55.5,51.52,56.32 57.29,55.23,57.15,57.29,54.81,54.4,58.11,53.99,57.15,56.05 56.46,58.52,61.54,56.6 56.05,54.4,56.05,53.71 54.81,61.68,58.8,54.4,59.62,55.91,57.01,57.56,57.29,57.01 57.56,53.85,56.05,57.7,57.15,55.23,57.56,57.56,54.81,56.6,60.03,57.7 55.23,52.89,56.05 59.07,57.97,55.36,57.97,59.35,57.29,55.77,56.6,57.7,58.52,60.31,56.6,60.03,57.29,61.27,57.29,55.91,57.84,57.42,58.8,59.9,60.58,55.09,58.8,58.8,57.29,57.7,57.97,61.54,57.97,58.8,58.8,57.7,56.19,57.01,56.6,60.03,57.15,55.77,59.35,60.45,57.15,58.93 64.29,61.13,60.45,63.19 65.39,65.39,64.02 56.74,62.78,56.05,56.6,55.09 57.01,57.7,55.64,57.15,56.6,56.87,55.91,56.74,56.32,55.36 56.46,56.6,57.7,54.95,59.62,58.52,60.72,62.37,59.21 64.57,68.14,66.76,66.22,68.69,69.79 nan 64.98,67.59,66.35,67.59,64.43 58.8,59.48,57.01,57.7,59.07,54.95,54.95 59.9,57.97,56.87,56.87,57.01,59.07,55.91,55.5,55.64 65.94,63.88,68.41,68.83,67.31,69.51,66.9,69.79,67.59,67.59,68.28 71.98,69.92,69.51,69.79,69.92,67.59,69.24 64.43,63.33,64.43,64.7,62.09,60.03,54.4,61.68,59.9,61.54 58.38,57.01,57.15,60.72,57.29,57.15,58.52,61.68,56.05,56.05,57.97,53.71,53.99,57.29 60.72,59.35,58.93,56.05,50.28,57.29 63.19,60.31,60.99,63.88,64.84,60.45,62.64,61.96 66.08,66.63,69.1,69.79,69.79,69.37 65.25,69.65,66.76,66.35,66.22,65.67,67.04,68.14,61.82,66.08,65.94,66.35,64.43,65.94,64.02,65.8,63.74,61.27 57.84,57.56,56.6 53.16,54.26,54.95,54.13,54.13 +nan nan nan nan nan nan 134.9,133.94,133.53,123.36,126.25,140.12,141.08,139.16,140.95,136.69,133.12,131.19,132.57,130.78,129.55,131.19,128.17,132.57,135.73,130.78,131.61,132.84,128.45,128.86,125.84,124.74,129.13,126.52,128.72,132.57,131.33,127.21,127.62,129.96,126.66,129.27,127.76,127.21,126.66,129.13,130.64,129.41,132.7,128.58,132.84,129.41,137.65,128.45,129.96,129.13,131.33,129.0,129.68,127.35,132.16,132.02,129.68,130.37,123.78,122.4,131.19,125.7,125.84,130.64,129.13,127.9,130.37,129.0,126.8,126.66,126.25 122.26,125.01,120.62,119.52,112.92,112.51,113.06,116.36,112.37,115.67,113.61,108.66,106.05 93.42,93.97,94.93,94.38,94.38,89.98,90.39,93.55,95.2,95.48,94.79 87.78,85.86,86.55,87.65,86.96,85.17,91.08,91.63,94.51,101.11 118.28,117.46,119.65,118.14 115.67,116.91,116.77,121.99,120.75,128.03,136.55,136.14,134.49,139.85,134.35,125.84,121.58,126.25,117.04,93.14,92.73,93.28,92.32,93.14,96.58,91.35,95.34,92.32,94.24,125.56,145.48,143.7,145.62,143.28,148.23,149.6,143.28,125.01,127.21,130.51,128.72,125.7,120.89,131.88,131.88,133.12,131.88,133.8,130.51,126.8,120.07,126.11,124.6,121.44,125.7,125.01,126.52,125.7,121.71,124.19,122.81,126.39,126.39,122.95,123.91,126.8,120.62 100.42,78.3,80.09,80.23,77.07,78.99,79.54 80.64,80.09,81.88,79.54,80.64,86.96,93.42 125.01,123.36,122.95,125.84,122.54,130.23,131.61,134.22,133.67,134.22,134.35,125.7,124.87,125.84,125.7,125.7,126.8,124.46,120.62,120.07,119.65,99.87,100.15,101.38,95.89,98.09,101.25,99.05,107.98,127.76,127.9,124.33,130.78,127.21,131.88,132.57,126.94,128.86,133.53,132.7,131.19 112.65,119.65,120.75,111.96,116.77,113.61,121.17,110.45,104.96 87.23,84.9,85.86,85.59,87.92,86.68,88.47 90.67,91.63,89.29,93.28,89.29,91.9,91.35 117.59,123.09,123.91,127.07,124.05,126.25,137.24,136.41,138.61,137.79,137.93,137.79,137.79,134.9,137.24,137.38,138.34,134.63,135.32,140.95,139.3,136.14,136.41,129.0,125.15,127.21,126.25,123.5,126.25,126.8,124.6,131.88,129.68,122.81,114.98 88.47,88.06,88.88,89.98,87.37,87.78,89.84,88.2,91.63,89.16,87.23,91.9,87.92,90.67,91.08,85.72,81.05,82.7,83.39,81.88,81.33,81.88,80.5,81.74,80.09,80.5,81.33,82.7,80.09,80.64,82.84,83.94,78.3,80.09,77.21,79.82,82.01,79.27,80.5,77.07,81.74,80.09,83.11,88.33,89.16,91.63,89.43,95.75 142.32,137.65,146.72,144.24,144.52,145.62,142.05,143.7,142.46,144.24,140.4,144.52,143.42,143.7,142.32,143.01,141.91,138.34,140.12,143.97,145.76,146.99,135.32 121.58,121.03,124.46 84.21,76.79,75.69,76.66,75.14,74.32,76.11,75.14,77.07,78.58,77.34,93.0 144.52,146.99,147.82,150.98,146.72,139.16,137.79,139.57,137.93,137.51,139.02,140.4,144.38,143.97,142.05,139.85,141.77,137.93,135.73,133.94,117.87,108.25,112.65,113.2,116.08,111.55,109.76,109.35 106.05,107.98,105.92,106.05 85.72,78.44,80.09,74.05,76.66,75.97,76.24,78.44,78.3,79.54,90.81 118.69,119.1,124.74 142.18,141.36,140.67,143.7 136.0,132.7,130.23,129.82,121.03,132.7,124.46,123.09,113.06,113.61,112.37,117.04,114.43,112.51,105.92,98.5,98.77,100.15,97.67,101.52,126.52,132.16,126.52,133.94,129.68,124.19,130.51,131.33,125.56,127.35,126.11,130.78,132.57,126.25,131.74,127.35,127.9,131.06,128.86,129.82,124.6,129.96,131.33,127.35,124.46,123.78,121.44,128.72,126.39 112.24,86.55,89.16,110.18,114.71,107.84 91.08,88.2,93.0,90.12,90.81,88.61,88.47,87.51,91.9,89.98,104.54 119.65,121.85,118.83,120.2,121.44,122.68,121.99,122.4,119.93,122.13,120.89,119.65,111.41,105.23,104.13,104.41,103.17,103.44,104.41,103.17,104.13,101.66,103.17,100.97,103.99,103.99,100.15,105.09,104.27,116.77 137.79,137.65,138.47,138.2,137.65,137.1,139.02,137.65,138.34,134.63,133.25,140.54 125.7,126.39,130.51,123.36 116.49,110.18,103.72,102.21,99.6,99.32 101.25,103.03,102.89,100.15,100.7,103.31,101.11,101.93 102.89,107.29,104.54,102.48,99.6,110.04 143.83,148.23,148.23 131.61,125.84,122.26 140.54,138.89,138.47,144.24,138.34,142.46,140.4 130.92,121.85,128.45,109.49 97.12,82.84,94.79,97.12,97.81,99.46 94.93,97.4,97.12 100.15,98.64,99.46,98.5,98.09 92.45,91.08,96.03,98.22 130.23,151.39,149.74,148.92,148.92,147.54,149.19,145.62,118.69,118.14,117.59,120.89,116.36,111.0,114.16,111.82,129.96,131.33,131.47,130.78,130.92,132.29,129.27,132.02,130.92,126.66,138.06,138.2,138.47,135.59,137.93,134.77,134.49,135.04,134.63,128.17,132.29,125.29,125.97,128.03,129.55,127.9,129.27,129.27,130.51 116.36,108.11,106.19,105.64,103.72,102.07,99.73,103.31,103.17,113.61,128.58,127.9,127.48,128.86,118.97,127.76,128.17,130.23,127.48,132.7,127.35,127.21,132.7,132.98,131.47,119.52,115.67,123.78,99.87 81.05,78.3,81.05,82.56,81.05,79.68,81.33 nan 91.49,88.88,90.39 nan nan 88.33,87.65,86.41 nan nan 117.04,123.78,124.05,121.99,116.91 136.41,140.4,142.18,140.81,142.6,140.54,141.63,141.08,144.66,141.77,144.38,142.32,143.42,143.42,141.77,138.34,145.34,143.83,147.27,143.97,145.48,144.93,146.99,141.91,135.45,127.9,128.72,130.51,128.86,127.62,119.1,126.25,126.25,140.67,133.94,135.45,140.26,143.56,142.6,145.34,146.58,144.52,142.05,141.22,143.97,143.56,144.93,141.5,143.28,142.73,141.08 133.53,125.42,123.09,126.8,125.84,126.52,126.52,128.17,127.35,125.84,125.97,126.11,125.56,121.99,127.48,124.33,128.86,123.78,131.19,128.72,127.62,128.72,129.0,127.62,128.58,129.82,124.46,128.03,128.58 112.51,104.68,103.17,103.86,110.31,107.7,122.13 nan 147.27,146.44,148.92,138.2 126.25,125.7,119.24,112.24,111.55,134.08,132.16,130.23 133.8,135.86,133.12 132.29,131.06,132.16,130.51,131.74,128.03,127.48,128.17,130.23,129.0,128.45,127.9,128.86,130.78,126.94,112.1,116.22,114.43,109.49,111.14,115.53 101.38,100.42,98.22,89.84 76.11,74.32,76.24,74.46 nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan +nan nan nan nan nan nan 120.34,116.77,111.96,112.51,109.21,102.34 nan 86.55,85.72,88.06,85.31,87.23,86.13 79.95,77.21,77.62,78.58,80.09,78.58,79.54,80.09,78.3,77.34,76.11,77.62,77.62,78.44,77.07,78.44,78.58,78.44,76.79,78.3,78.85,76.11,78.03,76.93,78.58,78.85,78.72,78.03,81.05,81.6,81.19,78.44,78.85,77.75,75.83,75.83,76.93,76.79,78.85,76.79,78.03,78.3,75.69,79.27,79.27,77.75,78.58,81.74,80.09,78.44,78.99,80.64,76.38,79.95,78.44,80.5,80.09,80.09,78.17,76.52,78.17,76.24,80.23,78.72,78.85,78.44,80.64,80.78,84.07 136.0,146.03,146.85,144.93,145.76,139.85 124.74,121.44,124.6,107.15,107.02,113.75,105.78,118.28 68.96,67.18,66.63,70.47,68.0,68.41,61.96 74.87,76.52,72.95,73.5,73.5,84.62 112.92,114.02,115.12,116.77,116.49,112.37,115.4,116.22 96.44,101.52,100.42,100.7,100.97,102.62,99.6,98.22,100.01 87.1,78.85,76.79,80.23,77.34,79.82,78.44,75.69,72.67,72.95,71.98 70.2,67.59,68.55,67.59,67.59,68.55,70.61 90.81,89.57,95.61,93.0,93.97 91.77,93.42,93.83,91.77,93.97,92.87,91.35,82.97,73.22,68.14,69.65 124.05,125.29,124.6,127.62,124.46,128.86,126.25,126.11,121.58,125.97,127.07,118.14 104.82,104.13,105.37,102.62,102.89,103.03,104.54,103.99,102.89,105.23,101.8,102.48,104.54,103.72,102.76,98.36,90.26 66.9,66.9,65.39,68.0,68.0,76.52 97.81,93.69,100.15,97.4,98.77,101.52,104.68,100.28,101.93,103.17,102.62,101.25 99.32,98.09,97.54,101.52,100.01,97.54,94.24 86.0,81.74,79.95,80.5,80.78,79.4,82.97,81.88,80.5,80.09,80.91,82.84,94.79 107.57,112.1,109.76,109.08,107.57,107.84,109.76,108.66,106.47,114.71,109.21,109.9,109.35,109.35,110.59,109.9,109.49,115.53,108.94,109.08,107.84 125.29,125.01,131.19 119.93,118.97,120.62,116.63,120.07,120.34,121.17,120.34,114.3,116.08,116.22,120.34,116.08,117.32,116.77,117.18,115.26 105.78,107.7,104.13,107.84,104.27,104.41,108.11,104.96 96.44,82.01,85.59,105.5,93.14,86.41,88.74,83.11,82.43 93.69,99.05,98.91,97.81,98.09,96.58,101.8,108.94 131.19,131.06,130.78,130.51,131.47,132.7,132.7,131.33,130.64,131.33,131.47,129.55 121.44,110.86,111.69 101.93,97.95,98.5,99.87,98.09,97.81,94.38,96.16,95.61,95.75,93.28 80.23,77.62,75.28,77.34,76.11,76.11,76.38,80.23,74.6,77.89,75.14,72.95,75.56,76.38,79.54,78.17,73.91,75.42 71.02,70.75,70.47,70.47,72.12,71.85,74.6,76.38 134.77,133.67,134.77,132.98,134.49,132.57,135.73,133.25,135.04,133.67,132.43,134.63,110.72,126.52,131.19,116.91 109.21,109.21,109.08,109.63,107.43,111.27,103.99,104.96,109.21,107.15,118.83,107.43,109.08,112.92,113.06,107.57,117.59,134.08,110.86,106.19,105.09,103.17,106.6,106.47,108.11,113.2,107.15,107.02,109.35,105.64,107.15,105.92 130.37,126.11,132.84,132.43,132.57,129.55,131.33,129.68,132.7,131.74 121.3,117.59,114.85,116.08,114.98,114.98,114.02,113.2,115.67,116.91,118.14,115.67,112.51,116.22,116.49,115.67,114.16,116.63,115.26,115.67,111.55,112.37,117.32,114.43,109.9,113.2,117.04,115.95,112.51,113.75,113.06,114.98,113.33,111.96,117.59,115.26,113.61,114.43,112.37,115.81,115.26,111.14,111.96,115.53,119.65,113.75,115.12,110.31,110.86,117.73,112.51,113.61,114.16,114.16,111.14,115.12,115.81,114.71,116.77,113.2,116.63,131.19,132.7,120.48,115.53,111.96,112.65,109.9 81.74,78.72,75.01,76.38,78.44,80.23,78.85,80.64,79.82,83.25,80.36,88.06,89.84,90.39 93.69,92.45,92.59,91.9,88.61,89.98,93.97,94.51,90.94,91.9 77.75,64.43,64.7,65.94 63.19,64.7,62.78,60.99,64.15,61.82,67.45,63.6,62.78,61.96,61.41,61.82,63.88,60.58,60.86,64.15,65.8,69.1,71.71,66.35,70.89,70.2,69.1,68.41,69.65,67.73,66.49,75.14,94.51 119.24,125.01,124.74,124.87,127.48,121.03,123.09,116.77 89.57,88.33,84.49,83.39,87.37 82.84,85.17,81.33,87.37,86.68,75.01,70.47 86.13,85.59,85.17,84.35,85.86 81.19,80.91,85.17,81.74,78.85 91.9,87.65,87.23,86.96 88.2,89.29,90.81 71.85,71.57,72.81,76.38,90.67,73.91,73.5,70.47,74.73,67.86,63.74,68.55,63.47 68.55,71.85,68.83,69.1 80.09,81.74,78.72,77.75,79.27,75.14,74.05,80.64,87.37,92.87,84.62,83.11,83.94,89.16 111.41,121.03,121.99,122.54,123.64,125.97,119.52,119.65,120.75 131.47,130.23,128.72,128.17,129.41,125.84,129.68,128.17,129.55,126.94 118.01,115.95,117.59,114.85,113.61,114.43,118.01,118.01,117.46,115.4,119.1,116.08,112.65,114.43,116.49,112.37,113.61,108.8 95.34,98.22,100.7,96.3,95.89,94.79,94.93,92.18,95.34 92.59,91.63,92.45,95.48,95.75,92.59,94.79,92.18,94.65,92.45 129.0,132.29,134.08,133.53,135.86,133.53,131.88,133.53,134.9,134.35 115.4,117.87,111.69,106.19,113.88,112.79,112.37,108.25 132.43,134.35,138.06,134.9,140.12,131.88 112.1,112.1,112.65,108.94,116.08,115.67,111.27,110.18,104.82,106.33,108.11,105.09 86.13,72.67,75.42,75.42,74.05,76.24 68.55,65.25,63.47,64.43,63.33,63.19 65.94,65.53,63.47,65.25,65.25,65.25,61.82,62.64,61.13 64.7,66.08,66.22,68.28,63.88,67.73,62.92,65.94,62.78,64.7,67.73,63.06,64.43,62.37,66.63,63.88,66.22,65.39,63.6,65.53,66.08,69.24,69.37,68.41,64.43,68.83,66.76,67.59,65.94,68.14,67.45,69.24,67.59,68.96,66.35 62.92,63.33,63.19 61.54,61.68,60.86 59.76,58.66,59.62,59.21 61.41,62.92,61.68,60.86 61.41,57.84,58.93,61.41,57.42,58.38,60.45,57.01,54.4,59.76 61.54,60.31,60.45,61.54,58.8 62.78,61.13,60.58,60.86 59.76,58.52,58.93 60.86,60.86,60.03 57.97,60.17,59.76,58.25,60.99,59.21,58.38,58.93 nan nan 63.6,60.58,64.7,60.58,64.43,61.13,62.37,63.74,60.17,59.76,59.76,63.06,61.96,60.31,62.23,61.54,59.76,58.93,58.66,58.8,60.31,62.09,63.06,61.13,62.37,59.07,58.93,62.23,59.62,58.25,57.56,58.52,61.41,61.13,63.06,64.15,60.72,60.86,59.76,60.86,60.99,58.52,61.96,61.54,60.99,62.37,60.31,60.45,62.51,59.48,59.62,60.72,65.25,61.96,61.27,58.93,60.31,62.37,60.45,61.13,62.64,59.21,62.92,59.35,59.48,59.76,59.62,63.6,62.64,58.93,59.76,59.62,60.99,62.51,60.31,60.17 69.65,67.59,69.1,68.83 66.35,65.67,61.82,65.53,61.82 57.42,59.62,59.21,58.52,57.29,61.96,60.99,59.07,59.76,60.31,60.45,65.25 58.93,59.07,59.48 62.51,62.78,61.27,60.99,58.52,68.55,67.31,62.51,61.82,60.31,63.47,60.58,64.98,64.7,65.39,61.96,65.67,63.6,64.7,63.88,64.7 74.73,75.42,74.18,71.85,72.95 75.14,73.91,74.6 73.63,72.95,73.5,75.97,77.34,68.96 62.64,60.58,60.86,61.13,60.58,60.31,59.21,57.29,58.52 61.96,61.82,60.58,62.51,62.23 70.06,76.24,74.73,76.93,77.34,77.07,75.42,73.91,72.12,75.01 77.07,78.72,76.93 73.63,72.67,70.47,72.4,75.69,68.0,69.65,68.55,69.79,68.0 61.96,60.31,61.68,59.48 62.64,61.96,63.06,59.07,61.96,63.06 64.29,63.19,65.12,65.53,63.19,64.02,63.6,64.15,63.19,61.27,63.19,62.92,66.35,63.6,64.15,64.15,64.15,64.02,61.54,63.06,65.8,64.98,61.41,63.47,64.02,63.88,64.7,64.15,65.12,65.53,60.86,62.78,66.35,62.78,63.06,60.86,61.96,64.15,65.94,60.58,61.41,64.15,63.74,63.33,61.96,64.15,61.27,63.19,63.88,64.15,63.6,61.82,64.84,62.23,63.33,63.06,62.64,62.51,63.06,59.62,63.74,60.45,62.09,63.06,58.66,63.74,59.07,61.96,61.96,60.86,63.33,67.04,69.79,68.96,70.06,65.94,68.96,69.65,68.28,64.7,67.73,67.73,66.08,66.22,69.51,69.65,67.86,69.51,74.6,69.65,67.59,68.55,67.59,66.35,68.0,67.73,68.28,69.79,69.37,69.37,68.0,67.59,67.59,68.28,67.45,67.86,66.9,67.18,65.8,68.96,68.55,68.55,68.14,70.61,68.96,64.84,68.55,70.06 74.6,76.24,76.38,77.62,78.85 75.69,77.21,76.52,76.52,76.38,79.54,72.95,73.08,70.75,71.16,67.18,64.7,68.0 61.13,62.64,61.96,62.78,61.96,64.02,63.88,65.53,61.41,60.99,62.23,63.06,62.64,59.48,61.41,64.43,63.19,59.48,65.25,62.92,63.33 60.31,61.54,61.96 +nan nan nan nan nan nan 123.23,119.65,115.67,124.6,121.71,115.67,121.44,119.38,118.01,121.85,118.28,118.14,120.2,123.64,123.5,118.42,120.62,115.26,114.16 107.02,106.6,103.44,104.13,105.37,106.74,103.72,103.17,102.62,106.6 83.66,86.0,78.72,78.58,76.52 73.08,72.4,76.66,74.6,73.08,74.18,73.91,73.36,73.22,73.36 118.97,138.34,132.02,119.38,113.06 nan 69.65,83.94,69.37,68.0,70.2,70.2,67.18,70.47 73.63,74.32,72.67,86.41 108.8,106.47,108.11,106.74,108.66,105.78,108.8,106.88,110.59 101.66,99.87,97.54,100.15,97.54,97.81,98.64,98.77,96.58,96.03,98.77,93.69,89.98 80.91,82.15,77.21,77.75,77.75,72.26,77.62 64.15,63.6,64.15,62.37,64.29 85.72,83.39,86.0,83.11 86.41,86.13,85.04,88.47,88.74,87.78,87.78,74.32,69.24,70.2,68.69,71.57,71.16,71.3,69.51,70.2 110.04,125.01,127.21,126.66,120.75,126.11,126.52,127.48,126.8,127.35,127.07,127.07,118.01 108.53,107.15,105.09,106.19,105.78,108.39,101.93,108.11 85.86,78.72,76.79,83.39,76.66 93.14,90.81,94.1,96.03,97.12,94.65,97.54,96.03,97.54,95.48,98.91,96.85 94.79,93.83,94.24,94.65 81.05,80.91,76.24,79.68,82.15,80.36,78.85,88.88 106.05,106.47,103.03,103.99,104.27,103.86 125.42,122.68,123.91,121.99,127.76,126.11,123.09,124.33 115.53,118.69,119.52,116.08,116.77,116.08,110.86,112.65,118.83 103.03,106.47,104.68,105.37,102.62,101.8 91.35,85.04,81.19,82.29,75.69,76.11,84.62 92.18,94.38,99.6,98.5,93.28,91.63 115.95,126.52,124.19,128.86,126.39,127.9,128.31,126.11 108.94,108.8,110.18,111.82,104.41,109.63,104.41 93.42,92.18,88.47,89.29 80.23,75.42,74.05,72.95,73.91 70.61,69.1,69.24,68.83,68.28,69.1,69.65,72.4,71.57 114.43,129.0,124.46 107.84,105.78,108.11,105.78,106.88,105.78,103.72,102.07 126.52,124.6,123.91,124.74,125.15,126.39,126.8,120.07 106.47,109.35,109.21,111.14,112.79,110.86,109.21,105.78,101.66,100.83 85.86,73.63,71.3,73.08,75.01,75.42,71.3 92.59,100.01,99.05,100.97,100.97,102.34,89.29 71.85,67.04,71.3,69.65,69.24,69.65,68.0,69.1 66.22,68.0,66.63,67.45,66.9,66.63,69.1,68.83,67.04,67.73,67.45,77.89,75.14,74.6,74.18 124.46,124.33,117.59,118.56 87.37,78.3,79.82 70.47,67.73,66.22,72.81,71.85,65.25,64.7 78.72,78.99,77.21,80.64 76.79,78.17,76.79,77.48,78.03,76.79,77.21,73.63,72.81,72.26,75.83 81.46,81.88,82.56 nan 67.31,68.0,66.35,61.27,64.7,68.96,63.88,65.67 76.52,77.34,74.05 74.32,72.4,71.98,78.44,92.59 117.46,118.97,117.04,117.46,114.71,113.75,116.36 121.99,119.1,119.65,121.71,118.28 108.53,109.76,111.27,118.28,115.95,109.63,107.02 96.58,94.24,94.38,93.28,94.38,93.69 89.16,87.23,86.41,88.61,90.67,90.26,85.59,86.82,87.65 119.65,126.39,123.78 109.21,109.35,108.66,108.66,103.17,114.85 129.27,127.9,127.35,127.48,129.96,129.55,130.09,126.39,128.86,120.2 105.37,106.74,106.6,105.37,107.43 81.6,71.3,73.91,76.66,74.6,70.2 63.06,63.19,61.41,60.31,60.99,59.21,58.66,56.19,58.66 60.99,61.27,60.86 64.98,65.8,65.39,66.76,62.37,66.63,65.8,62.64,67.45,67.45,65.8,68.28,66.35,64.29,66.9,66.9,65.67,64.57,66.49,65.25,64.15,64.15,66.63,66.76 62.23,59.48,62.78,63.74,64.7,61.41 nan 58.66,57.56,58.66,57.01,57.01,59.07 56.32,57.01,55.91 60.17,57.01,58.25,58.52,60.86 57.01,55.64,56.74,56.05 58.38,58.52,58.93,59.21,58.11,61.13,60.17 57.56,56.05,55.36 57.01,59.62,56.46,54.81,59.21,58.25 nan nan nan 62.23,62.92,60.86 nan nan 60.03,61.27,59.21,62.51,60.17,60.86,60.86,59.9,62.37,60.31,58.52,58.66,59.76,56.32,56.87,58.52,58.52,58.25,59.21,59.48,61.13,60.72,58.25,59.76,59.07,58.25,60.45,57.56,61.27,59.21,58.25,59.21,57.01,58.93,61.68,57.01,57.7,60.31,58.25,60.45 57.56,58.66,57.01,59.62,58.52,57.7,58.52,58.66,60.86,58.66,52.61,54.81 58.93,60.03,58.38,58.66,57.29,59.48 64.7,65.8,66.35,66.49 nan 64.98,63.33,65.8,64.98,64.7,66.35,67.04,65.53,66.63,68.55,65.25,64.02,64.29,66.35,66.9,63.47,65.25,67.45,64.84,64.84,69.37,66.9,64.02,67.45,64.57,65.8,64.43,66.76,64.7,65.8,66.9,68.0,67.45,64.43 60.86,60.17,56.32,57.56,54.81,52.48,56.19,59.21,56.46,54.81,59.21,60.72,60.86 64.98,62.37,63.6,57.97,60.72,60.86 70.89,71.85,74.32,76.52,72.26,70.2,72.81,74.6,71.57 71.57,71.16,69.24,72.26,73.77,70.47 62.23,59.48,61.41,60.86,63.06,64.29 58.93,60.58,56.32,60.45 nan 62.09,62.51,62.09,61.41,60.03,58.25,62.78,62.92,62.78,61.96,62.51,62.78,55.77,58.25,62.51,63.06,62.92,60.17,60.45,57.97,59.21,60.72,60.72,59.62,59.07,57.56,59.9,60.17,58.38,58.25,65.8,65.67,65.8 69.65,70.06,73.63,72.67 68.96,67.86,68.0,68.83,69.37,69.24,70.2,67.04,68.96,64.15 59.21,59.21,57.01,57.01,57.01 53.71,54.13,53.99 +nan nan nan nan nan nan 122.81,117.46,118.97,111.82,116.22,115.53 108.53,105.64,109.08,108.66,109.63,107.98,102.76,106.05,109.63,110.04,112.1,106.88,108.94,107.98,112.51,97.95 81.46,82.84,78.58 78.85,75.97,78.03,78.85,78.58,75.01,76.79,77.89,75.14,87.37 139.16,139.3,137.79,142.6 128.03,123.91,116.49,119.24,129.27,121.71,126.11,121.17,97.95 69.1,68.83,70.89,67.31,65.12,62.64 69.92,74.46,71.44,72.26,76.38,78.44,75.97,76.93 111.55,108.94,109.9,110.31,108.11,110.72,107.02 100.15,97.54,97.67,97.54,97.54,91.49,92.87,89.57 82.84,73.5,76.93,73.22,71.44 65.39,64.98,64.15,64.57,66.35,64.57,64.7,65.53,66.22,65.67,66.35,65.53,64.7,64.15,65.25,65.12,64.7,66.35,66.49,66.76,66.63,65.67,66.63,65.39,64.57 87.65,108.94,110.04,107.02,108.53,105.78,106.05,108.66,106.33 87.65,88.61,82.56,80.91,104.13 129.82,130.64,129.82,130.09 119.38,110.18,107.98,109.08,109.21,109.9,103.44 81.33,78.03,79.4,82.84,76.66,76.93,73.91,74.46,73.5,74.32,75.97 88.06,92.04,96.44,97.67,96.85,91.49 nan 79.95,80.64,79.95,80.91,82.01,84.49 103.58,107.84,104.96,109.9,110.72,108.66,107.7,108.66,110.45,111.41,108.66,108.66,109.63,108.25,108.39,106.88 120.62,124.19,128.31 118.01,105.23,110.31,127.35,125.7,128.31,128.86,120.07,113.2,118.83,116.22,119.52,118.42,118.56,117.04,119.1,115.81,117.32,117.46,115.53,115.67,119.52,113.47 107.98,105.5,105.78 84.07,84.49,85.72,83.11,83.94,82.7,76.93 92.18,93.69,99.87,98.22,97.54 126.8,123.64,114.02 113.88,116.77,115.53,112.65 95.89,95.34,98.5,97.81,96.03,94.65,91.77 78.17,77.34,78.72,80.23,77.21,75.97,77.34,80.5,79.54,75.01,76.52,75.69,78.99,74.46 71.44,70.89,69.24,70.47,69.79,68.83,71.3,67.86,68.55,70.61,70.06,71.3,70.47,69.92,69.79,71.44,72.26,70.06,70.75,71.16,70.61,71.3,70.47,70.61,72.67,72.12,70.06,71.57,69.51,70.61,71.71,70.06,67.59,71.16,70.06,70.75,70.47,67.86,67.73,68.96,69.37,75.42,86.96 130.09,114.16,130.51,131.33,113.88 107.84,110.31,104.68,106.05,108.11,106.05,102.89,104.68,104.68,107.84,100.15 127.35,128.58,127.07,129.13,133.25,129.55,128.86,128.58,129.96,129.41,128.17,129.41,128.03,126.94,128.31,124.87,119.24 110.04,110.45,109.21,111.0,111.82,129.82,113.75,112.51,112.79,112.79,111.82,107.84,104.13 89.98,77.07,78.85,75.69,83.66,77.34,77.62,73.22,75.01,75.14,75.01 99.46,98.64,99.6,101.52,99.87,102.48,103.58,88.47 74.18,72.95,73.77,72.26,73.77 69.51,66.63,69.51,66.76,71.85,78.85 116.49,122.68,107.02,116.77 86.55,83.8,86.96,88.2 76.38,73.91,72.53 71.44,69.1,71.71,68.14,66.63 82.7,84.49,80.5,83.66,79.54,77.48,77.34,80.23,78.3,78.03,79.4,80.5,77.34,75.83,76.93,79.54,78.85,77.07,74.73 80.23,85.31,85.31 nan 72.26,70.75,65.94,67.31,68.83,64.7,70.89,67.73 75.42,77.34,73.91,76.11,77.07,74.05,74.05,78.44 87.65,87.92,89.71,101.93 121.03,122.4,124.05 125.97,126.52,126.66,123.64,127.07,123.36,124.87,126.39,126.52,126.11,122.4,123.23,119.65,129.55 114.71,111.82,109.35 105.5,96.71,96.71,105.09,95.89,97.12 90.94,91.49,89.29,89.02,90.53,93.14,92.45,109.63 128.45,128.31,133.39 120.48,109.9,113.88,114.02,115.26,117.04,112.24,108.25,108.8 122.54,123.78,122.13,116.22 nan 93.42,68.96,68.69 55.91,55.91,58.25,53.71,59.07,60.17,56.74,58.52,59.07,58.38,61.13,60.45,61.96,60.99 62.09,64.43,64.43,62.09,62.92,60.72,60.99,62.23,60.99 62.78,65.12,62.92 nan nan 58.38,61.13,57.29,58.52,58.25,56.87,60.17,56.6,57.84,59.07,62.09,58.52 nan nan nan nan nan nan nan 56.87,56.87,55.91 59.76,60.58,60.03,59.62,60.45,54.68,60.17 62.64,61.82,62.23,59.62,61.27,57.84 64.84,64.15,62.37 nan 62.23,60.86,62.09,61.96,63.19,61.96,60.03,64.15,63.06,60.31,63.19,63.06,61.27,63.74,64.02,62.64,61.82,61.82,60.03,63.47,62.37,61.27,63.33,63.47,63.19,62.37,63.33,61.27,58.8,58.11,60.03,58.52,60.99,60.99,62.37,62.23,62.23,61.27,60.99,62.64,57.84,60.86,62.51,61.27,62.64,61.13,63.47,60.58,62.64,62.64,60.72,62.51,65.25,60.99,61.27,60.03,60.45,61.82,63.19,61.27,58.38,59.62,58.52,56.6,58.11,59.76,66.22,62.37,61.82,62.37,61.13,62.23,61.68,61.54,62.09,63.47,60.72,61.27,61.27,60.58,60.72,60.31,59.48,59.9,62.78 59.76,58.52,56.32,60.31,61.68,59.07,60.99,62.78,57.84,58.25,56.05,59.07,63.47,60.31,64.57,62.64,62.23,62.92,58.25,55.91,56.32 62.64,61.68,62.51,63.33,62.09,61.82,62.92,60.99,59.62,64.57 66.76,67.86,68.69,67.04 68.14,68.96,69.1 65.67,66.08,65.12,62.92,61.27,64.84 57.42,59.07,61.13 61.82,61.68,60.45,61.96,62.51,61.27,60.03 75.69,73.08,74.46,74.73,73.91,75.01,75.69,75.69,73.91,76.38,76.52,74.46,75.01,72.26,75.69,73.91,74.46,72.26,72.81,76.66,72.53,74.46,78.03,75.14,75.83,75.01,71.71,75.28,76.11,74.87,73.08,75.01,77.21,72.53,75.69,74.32,72.95,75.69,77.75,78.17,75.01,75.28,74.46,78.3,76.11 72.26,75.01,74.05,74.32,80.64 69.92,68.69,71.02,63.47,64.29,67.31,64.57,61.27,60.99,64.7,65.67,62.51,63.74,64.57,64.29,63.47,62.64,63.47,61.54,67.73 62.23,61.82,62.09,61.82,61.82,65.53,60.45,62.37,62.78,62.37,62.09 57.97,61.96,61.13,60.17,59.35,61.68,60.72,61.27,59.62,60.45,60.72,62.37,65.67,60.86,58.66,62.23,63.88,63.33,59.07,62.23,63.33,60.17,60.72,60.17,61.13,60.58,61.27,58.52,58.25,62.78,60.58,62.92,59.62,58.8,58.11,58.11 67.59,65.53,65.12,63.47,66.22,64.57,64.43,68.69,66.63,64.7,64.02,65.25,65.94,65.67,63.88 72.26,76.24,74.46,73.5,74.32,75.01,76.38 73.63,72.81,74.18,73.22,75.28,72.81,73.91,75.28,75.97,74.46,73.5,76.11,74.46,72.26,72.26,73.5,74.46,72.67,70.34,69.51,68.55,71.57,70.06,69.92,71.98,69.51 62.92,65.67,65.12,64.02,61.27,62.78,61.82,59.35,60.58,60.99,61.54,61.68,63.19,64.84 60.58,60.03,62.09,60.72,60.58,61.54,60.99,60.72 +nan nan nan nan nan nan 118.97,123.64,116.22,118.28,119.65,118.97,124.05,119.38,118.83,117.87,122.68,123.09,117.46,123.23,121.44,123.64,119.38,115.53,118.97,119.38,120.2,121.71,118.56,118.69,117.46,120.2,116.77,119.79,120.62,117.59,111.14,116.63,118.28,118.01 112.37,107.98,109.49,105.92,105.5,105.92,105.37,106.33,108.11,104.82,102.76,107.29,109.08,107.57 93.97,85.04,85.59,84.07,83.52,87.92,83.25,89.29,83.52 77.48,80.64,75.83,76.52,76.24,74.32,75.56,73.63,73.08,78.03,80.23,81.19,79.68,74.73,74.32,74.46 128.45,139.99,139.57,142.05,141.36 121.58,126.8,119.38 87.23,64.98,68.28,70.89,69.37,69.65,73.63,71.44,65.39,61.54,63.88 75.14,72.53,74.46,76.66,74.73,78.03,88.88 112.92,107.98,110.18,107.15,110.59,108.94,109.49,108.53,108.25,107.15 97.12,96.71,96.16,95.06,96.03,91.77 80.23,78.44,78.85,78.85,79.54,75.28 69.51,64.84,65.39,66.35,64.29,65.8 85.86,88.06,88.06,86.0,85.45,83.25 73.22,72.95,72.26,70.34,71.57,71.44,72.26,72.81,72.26,76.79,73.91,73.63,76.11,72.67,73.08,74.6,75.42,73.5,73.63,76.93,75.28,75.28,74.18,72.95,76.93,73.91,74.46,74.73,74.18,74.46,90.53 120.2,120.89,117.59,121.71,122.26,117.46 103.31,101.8,94.79,94.1,94.24,94.93 67.31,67.45,65.8,66.49,66.49,67.04,72.53,67.73,70.61,71.3,68.69,66.49,67.73,67.73,67.73,70.61,65.8,62.51,64.29,86.27,85.17,76.24,85.45,87.1 93.69,96.58,95.34,93.28,96.03,96.99,95.34,97.54,96.16,96.85 93.42,93.28,93.28,94.51 81.33,80.64,80.64,82.7,91.49 104.96,106.05,104.54,104.54,103.58,107.02,104.68,108.25 125.15,125.97,124.6 122.13,115.95,116.91,107.98,103.72,108.25,112.1,110.18 99.87,96.85,97.95,105.64,108.8,102.34,103.86,102.34,102.76,99.05,102.34,99.73,103.03 89.43,84.07,84.49,81.19,81.05,78.58,80.78,79.54 95.61,95.75,98.91,94.24,96.71,95.61,95.61,96.85,96.3,99.05 127.9,127.07,125.97,122.81,121.99,124.74 108.66,108.8,110.72,111.82,109.35 92.32,91.49,93.97,93.69,90.53,90.67,90.39,91.35,91.63,90.26,85.59 74.05,75.83,77.34,74.87 71.16,68.55,69.92,68.96,70.34,72.26,70.61,69.51,69.92,70.06,70.89,71.98,79.54,101.38 131.74,132.84,130.78,128.72,129.96,127.62,129.27,128.31,117.59 104.13,102.62,103.86,100.28,111.82,100.97,101.38,100.7,100.83,103.44,104.54,104.96,98.22,96.85,96.44,98.64 115.53,127.62,127.21,126.11,126.8,125.15 109.35,111.69,106.74 79.13,77.48,72.12,74.73,75.56,76.52,73.91,76.38,71.85,77.48,75.28,71.3,71.57,92.04,91.08,87.65,89.29,88.47,90.67,87.78,87.92,85.17,84.21,86.82 88.47,89.84,89.02,86.0,88.2,90.12,87.1,88.33,87.1,87.92,89.29,87.1,88.33,89.98,88.33,88.47,90.12,87.92,91.77,91.63,84.49,92.45,89.57,87.92,87.51,87.1,89.57,85.45,88.06,86.55 72.53,61.96,63.47,64.84,59.76,65.39,64.29,64.57,67.18,72.81,76.38,87.92 nan 120.07,116.36,120.62,119.93,118.83,118.14,117.59,111.96 82.84,78.72,79.54,81.19 68.55,68.69,68.55,69.24 70.75,69.65,70.34 nan 79.13,82.43,80.78 78.85,80.64,75.97,78.44,81.46,75.14,75.28,75.83,78.03,82.7,86.0 71.85,70.06,69.24 71.98,70.89,71.44,68.0,68.41,67.86,68.83,63.06,67.73,67.73,68.0,66.35,65.67 76.79,75.14,74.18,73.63,72.12,76.93,75.83,78.99,87.23 104.96,116.49,116.22,117.04,115.26 120.34,123.5,121.17,122.68,122.13 112.1,111.82,107.43,105.23 95.61,95.34,91.63,91.08 87.65,85.86,85.31,87.37,88.33,86.55,86.96,86.27,88.47,88.47,87.1,86.55,86.96,87.37,87.78,84.49,87.1,88.33,88.88,88.47,87.51,86.82,87.23,86.82,87.23,89.02,90.94 126.8,126.8,130.37,128.17,129.0 109.63,109.35,112.51,107.02,110.18,111.14,112.65,109.35,108.8,103.86,103.17,103.99,115.95 129.0,130.92,128.72 112.79,107.7,109.08,107.84,108.8,113.2,112.37,102.62,109.63,109.21,111.96,108.53,111.55,102.34 69.37,69.79,69.1,74.6,76.66,72.53,72.12,66.49,74.73,68.41,73.08,69.51,68.69,71.3,67.31,72.53,69.24,68.28,73.91,72.53 62.92,60.45,60.31,59.07,60.31,60.45,58.8 63.47,61.13,60.86,62.64,63.19,60.99,60.45,60.86,58.38,62.78,60.45,61.13,59.76,64.02,61.41,61.13,61.82,61.96,56.19,63.74,61.27 66.08,68.0,67.73,64.02,67.04,68.55,69.24,66.76,65.94,62.51,69.79,65.53,65.67,61.68,64.02,62.37,64.15,65.25,68.69,66.35 61.54,60.72,63.74,61.82 nan 56.46,58.25,58.66,57.7 59.21,58.38,59.9 57.15,58.11,56.46,57.7 nan nan nan nan nan 54.68,54.95,56.05,54.81 56.87,60.86,57.97,56.05,55.5 58.8,59.9,59.35,58.66,60.72,58.25,59.07,58.66,57.01,61.82,60.45,60.99,61.54,58.66,58.11,58.8,60.72,59.35,55.77,60.58,59.62,57.56,59.9,60.58,60.86,58.93,59.62,61.27,58.52,58.11,60.31,58.66,58.11,58.66,58.93,61.82,59.21,57.7,59.9,56.19,59.9,55.77,57.15,60.86,59.07,60.45,57.97,59.9,59.76,58.66,57.97,59.07,57.7,61.13,60.31,61.41,57.56,58.8,55.5,58.11,58.52,59.48,63.6,59.21,61.82,61.13,58.25,57.7,61.13,57.97,58.66,59.9,57.56,58.8,58.52,57.56,61.96,60.17,58.11,53.03,56.46,56.19,59.07,60.99,59.21,58.11,57.42,58.11,59.9,57.15,61.68 64.98,67.04,64.98 61.82,64.29,65.39,64.7,62.78,64.7,68.69,63.33 58.66,58.8,59.07 57.7,56.6,58.8,57.15,58.93,55.23,57.01,56.05,56.87 62.09,60.86,60.45,57.7,56.32,63.19,61.13,59.9,58.66,60.58,61.41,60.58,61.54,62.64,58.8,60.31,62.78,58.8,58.8,59.9,64.29 71.44,71.44,73.08,72.4,69.1,71.85,74.18,70.75,71.16,75.01,76.11,71.71 nan 58.8,62.92,61.82,60.45,61.54 55.5,56.74,56.19 58.66,60.58,61.27,57.7,58.25,58.66,62.78,61.54,60.58,61.27,60.45,57.15,59.48,60.86 67.86,69.24,72.26,67.59,70.06,70.89,72.26,71.71,73.91,71.44,71.85,70.61,73.77,69.51,76.66,72.81,73.63,72.67,74.18,75.01,73.63,73.22,68.96,69.65,72.95,73.36,73.08,73.63,71.98,71.44,72.12,74.73,70.75,70.34,71.44,73.63,72.12,70.89,62.92,69.79 71.57,73.08,72.81 69.79,66.22,65.94,60.99,62.78,60.86,61.82,59.21,57.7,59.9,59.07,61.27,63.19,63.47,63.19,63.06 60.31,59.9,57.7,62.09,59.35,58.93,57.01,58.66 61.68,60.99,60.86,61.54,60.03,60.17,62.09,57.7,58.52,62.09,60.86,60.99,60.58,60.86,59.76,60.17,58.8,59.76,59.35,59.35,57.01,56.6,59.9,58.8,59.9,60.31,59.9,57.7,57.56 66.22,66.63,64.57,65.67,64.84 71.16,74.32,71.02,72.4,71.57,71.44 67.59,67.04,68.83,69.92,71.57,71.57,66.49,62.92,66.35 62.78,62.37,62.09,60.45,59.9 55.91,56.32,55.5 +nan nan nan nan nan nan 110.04,109.21,111.96,113.33,113.06,116.49 105.37,96.16,98.64,96.71,89.16 77.75,78.85,79.68,79.13,82.7,82.15,78.72 70.61,68.96,67.86,65.94,69.92,70.61,67.45,67.04,67.31,67.86,69.79,66.9,67.04,68.96,68.14,68.83,67.18,67.59,68.69,67.45,67.73,68.28,68.55,70.61,68.96,65.67,70.47 126.39,126.25,124.05 114.98,109.63,112.24,105.5,111.69,106.74,105.23,86.55 62.78,64.57,63.88,66.9,62.37,61.82,57.84,58.11,54.54 62.37,65.12,69.51,71.85,70.2,69.37,71.02 99.32,99.87,100.56,100.42,99.6,99.46,101.93,101.25,99.87,101.38 85.45,88.33,86.82,88.33,86.0,87.51,88.47,89.57,89.29,82.56,85.59,83.39,83.8 73.36,65.53,67.31,66.76,69.24,68.69,68.69,68.83,66.63,67.04,70.06,70.89,68.14 63.19,61.13,59.62,60.45,58.66,64.43 89.98,99.05,98.64,98.91,95.89,98.36,97.54,98.64,97.81,96.03 80.91,76.66,81.05,79.95,81.6,78.44,78.72,82.7,82.29,80.5,81.46,79.13,81.33,82.29,77.07,76.93,73.91,88.06 114.98,113.75,113.47,118.14,117.59,117.32,117.32,120.62,116.49,116.08,119.38,116.08 107.29,100.28,101.11,100.56,99.46,99.05,85.72 67.18,69.65,70.75,76.11 85.31,86.55,86.0,84.76,87.1,88.2,89.43,87.37,88.2,89.02,89.71,90.94 86.82,87.92,89.02 80.36,72.4,73.91,75.01,76.79,78.17,72.26,76.11,73.22,74.05,73.77,76.24,73.36,73.63,75.28,74.87,72.26,75.56,70.2,74.46,73.5,74.05,72.67,72.4,73.08,73.36,72.81,74.32,77.21,71.98,71.16,72.67,71.57,74.46,72.81 85.86,95.34,94.79,95.89,94.51,94.79,97.4,98.22,98.22,96.58,96.58,95.61,95.06,95.61,97.54,98.22,103.03 114.85,118.14,117.18,113.88,110.45,115.53,116.22,115.95,115.95 109.35,109.63,110.72,109.49,108.94,102.34,103.44 95.89,94.1,94.79,94.24,94.51,94.93,92.59,90.12 77.21,76.52,78.85,78.3,79.4,79.13,76.66,80.5,74.46,80.23 87.1,85.59,83.25,85.04,83.94,83.39,86.27,82.15,85.59,84.76,84.21,86.0,92.18,85.04,87.23,98.91 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108.39,118.42,111.82,107.02,111.96,110.59,106.33 nan 83.25,84.76,85.31,79.82 93.14,92.73,95.48,94.93,99.19,94.51,94.79,94.93,96.44,94.79,92.59,89.98 77.21,64.57,62.92,64.57,63.33,66.49,66.9 61.82,61.41,62.37,66.76 115.67,113.2,112.51,116.49,114.02,113.47,110.31,107.7,110.04 84.07,74.18,74.18 67.45,63.6,65.8,64.7,64.57,65.53,65.94,65.8,66.49,64.02,63.6,62.92,65.25,63.6,64.02,61.13,64.43,63.33,61.96,65.67 62.78,60.03,60.17 67.18,73.22,70.06,71.85,73.22,68.69,69.79,71.44,71.44,69.51,67.86,69.1,70.2,69.79,69.37,72.53,68.41 78.3,76.52,75.01,76.52 76.11,78.3,78.3,74.6,76.24,71.44,75.01,73.63,78.3,75.01,75.97,76.66,80.91,79.4 64.29,65.12,63.06,65.39,63.6,65.53,63.47,58.8,57.01,60.17,60.17,62.23,57.84,54.68,60.72,61.54,61.82,60.45,61.68,63.06,60.86 65.8,68.96,69.24,67.31,65.25,65.67,66.76 70.06,69.51,69.24,70.06,70.47,69.37,70.47,66.22,76.52,82.7 106.6,108.11,107.7,109.76,105.78 110.31,111.82,110.45,108.53,107.98,113.06,115.95,109.08 101.93,101.66,100.7,102.62 91.9,86.55,84.35,87.78,85.86 82.01,83.8,82.15,81.88,85.31,84.76,82.97 113.88,120.48,119.38,116.77,121.85,114.02 99.73,99.87,102.62,101.8,103.31,100.42 119.1,119.52,119.79,119.38,118.83 106.05,102.76,103.99,102.76,100.01,100.28,103.86,99.46,87.51 66.22,64.7,64.84,65.25,67.73,66.49,68.0,69.51,68.96,69.51,68.28,65.12,67.73,67.45,64.43,61.82 53.58,54.54,54.68,54.68 54.81,52.48,53.16,54.95,52.89,53.44,52.2,53.71 56.19,61.41,57.7,57.01 54.95,56.32,57.29,55.77,58.66,61.54,61.13,59.9,59.07 57.01,55.23,54.13,57.29,55.23 52.61,53.85,52.07,52.48,54.68,51.38,49.18,54.81,51.65,51.65 53.03,48.63,50.28,53.03 55.64,53.99,53.58,54.81,55.36,54.26,54.26,54.81,54.54 52.61,51.93,52.2 nan nan nan nan nan nan 54.4,55.23,54.68,53.58,57.01,54.95,54.68,53.16,54.13,55.36,58.93,55.36,55.77,54.26,55.5,55.23,56.74,56.6,56.46,54.95,54.54,56.74,55.77,54.13,54.81,57.42,55.5,53.44,52.61,55.5,54.54,55.77,54.68,56.46,54.4,56.05,55.77,55.77,56.6,52.61,54.68,55.5,54.68,56.46,53.99,56.32,55.77 58.25,57.01,56.46,56.46 nan 54.54,54.81,55.09,53.44,54.26,53.44,52.2,56.32,55.23,54.4,56.87,54.4,56.05,55.23,53.44 50.83,52.75,51.1,52.34 55.36,54.13,56.87,53.99,56.32,55.5,57.97,57.15,51.38,53.71,55.23 60.72,60.99,58.93,58.25,63.33,59.9,61.13,59.48,60.72,59.9,60.03,59.21,59.21,61.68,57.56,61.27,61.68,62.09,61.41,62.09,61.27,59.21,59.9,59.48,58.66,60.58,61.13,60.58,63.19,61.82,63.6,60.72,62.23,61.13 61.96,64.02,64.02,59.9 56.32,53.44,55.09,55.5,56.74,53.3,55.77,58.38,54.13,53.99 51.93,50.83,52.34 53.44,53.58,52.89,53.85,50.55,53.3,55.23,56.46,54.68,56.6 62.09,66.49,67.86,64.57 64.57,65.8,64.98,66.22 62.92,59.76,60.72,55.09,59.21,59.9,61.27,60.03,60.17,57.84,54.68,52.34,56.05,58.93,53.99,57.56 53.99,55.23,54.81,52.61,56.74,52.2,55.23 52.61,53.85,51.38,53.16 58.66,57.97,58.38 61.82,67.31,68.69,62.37,68.0,66.22,64.43,67.45,67.73 59.9,60.72,61.54 55.91,52.07,54.26,53.03,55.64 50.55,48.91,52.2 +nan nan nan nan nan nan 114.71,112.65,110.72,113.06,111.0,117.73,121.17,112.37,118.01,115.12,109.9,112.51,112.37,110.59,114.02,114.85,111.0,109.9,112.37,112.92,114.85,114.71,114.57,112.24,107.15,106.33,107.7,103.86 92.73,93.83,100.42,98.36,101.25,99.73,91.63 78.3,76.52,81.33,78.85,79.4,79.82,83.25,79.95,82.15 73.91,68.83,69.24,69.24,69.92,70.61,69.65,77.48 133.8,132.7,131.47,136.14,135.86,135.59,129.13,132.7,133.53,137.24,134.35 125.15,115.4,116.49,113.75,116.77,100.56,95.48 61.54,62.78,59.35,66.22,61.27,62.23,60.99,62.37,68.0,63.74,62.78,60.99,66.63,66.08,58.52,65.94,68.0,66.22,67.45,56.87,61.41,64.02,58.8,63.47,62.92,103.31,71.71,59.9,62.37,59.62,63.19,63.47,63.06,62.92,64.02,62.09,60.17,61.54,60.31,61.41,62.64,59.21,56.32,58.8,60.58,62.23 71.85,67.31,66.76,65.8,66.76,70.2,81.05 103.72,100.7,101.66,103.86,102.62,101.66,103.03,100.83,103.03,103.03,102.48,100.7,101.38,102.21,100.28,104.27,100.28,103.58,98.22 92.04,90.67,88.74,89.84,91.49,93.69,87.23,88.2 78.03,73.91,73.91,73.22,74.46,67.31 61.54,59.9,60.03 80.91,81.19,80.36,81.6 83.39,82.15,82.43,80.5,81.88,80.78,82.56,83.8,82.43,83.25,82.15,79.54,81.88,81.33,70.06,67.31,63.74,62.09,63.47 103.86,111.14,111.96,114.02,113.75,114.71 104.13,98.09,99.19,91.9 71.98,60.86,59.76,83.11,60.17,61.54,61.54,61.41 85.45,88.2,89.29,89.84,90.39,92.18,91.22 89.84,90.67,90.94,88.33 78.72,72.26,74.18,72.53,72.4,74.18,74.18,73.63,74.46,71.98,75.28 94.24,103.03,103.17,99.32,100.83,103.72,101.66,101.38,101.11,100.28,96.58,98.36,100.01,100.83,103.99,100.28,98.5,104.68,103.86,102.07,101.38,100.97,98.77,101.25,101.66,103.86,101.93,103.86,101.93,101.25,100.15,101.8,101.38,101.8,96.71,96.03,95.06,101.66,99.46,99.19,99.87,108.11 123.91,118.14,117.32,117.32 114.16,109.9,100.15,114.02,110.86 96.44,94.79,92.87,96.16,99.05,99.87,97.54,94.24,92.45 80.64,76.79,75.56,78.99,70.06,72.53,76.11 92.18,91.22,91.35,92.18 115.81,122.54,121.44,123.91,124.05,120.2,122.81,125.15,121.3,121.3,120.89,120.75,122.81,121.03,118.83 108.39,107.7,104.13,103.44,103.58,103.58,103.58,103.58,103.31,103.72,104.41,98.77,95.06 88.47,86.0,86.55,88.74,89.43,89.57,87.65,90.39,86.13,80.78 69.51,69.79,70.06,67.18,68.69 63.74,64.98,64.57,66.08,64.29,64.84,66.63,66.63,65.53,71.16,72.12,83.25 125.01,124.46,119.1 96.44,96.44,100.28,98.5,96.99,98.09,96.44,100.15,98.64,96.58,99.05 119.93,121.99,118.83,123.09,122.54,120.89,121.44,120.89,121.17,125.56,121.71,121.71 108.25,107.98,107.43,105.23,104.41,106.47,110.45,103.03,94.1 71.16,72.95,70.89,70.61,66.76,65.94,66.76,66.63 83.25,82.15,84.62,84.62,81.05,81.6,83.66,84.9,81.88,81.74,82.01,82.84 57.7,57.7,56.74 58.66,58.93,59.07,57.15,55.36,59.07,60.17,55.77,57.42,57.97,56.19,55.23,56.74,60.58,59.62,60.72,58.8,57.97,55.36,58.93,57.01,57.29,56.32,54.95,55.77,58.25,57.97,59.35,57.01,58.93,57.29,61.82,61.27,61.27,61.96,60.86,61.41,63.74,62.37,60.72,63.74 98.5,113.47,113.47,113.06,113.61 78.85,75.56,66.76 63.88,66.76,64.43,64.98 nan 70.75,76.93,75.01,74.18 77.21,75.56,77.34 73.63,75.56,75.56,73.36,72.81,73.08,74.6,70.61,72.26,71.16,70.89,72.4,71.16,71.57,67.73,77.62,75.28,76.38,81.05 66.22,65.12,63.06,62.64,64.57,61.54 68.0,65.8,66.76,66.08,68.0,61.27,61.41,63.74,62.64,65.12,63.88,65.12,62.23,64.29,62.37,68.0,64.57,67.31,63.74,61.54,63.47,60.58,64.02,64.43,65.53,64.57,63.06,63.47,64.84,62.37,66.35,62.09,63.19,64.02,65.25,63.74,64.7,64.7,66.63,63.6,61.68,62.37,60.17,57.01,59.76,60.58,62.09,60.86,64.84 72.12,70.06,71.85,72.53,69.51,68.41,69.24,71.16,84.35,81.05,82.15,79.68 101.93,111.96,111.27,112.65,111.27,111.55,111.55,113.47,111.96,113.2,116.36,112.51,112.51,110.18,112.79,110.86,110.72,113.2,110.72,109.76,113.88,114.02,119.24,114.02,110.31,109.35,108.25,110.18 116.08,115.67,114.16,117.73,114.57,117.59,117.32,117.32,119.52,116.36,120.2 108.25,104.54,106.6,106.05,108.39,107.15,107.7,108.25,105.23,106.6,105.09,104.41,107.02,107.7 94.24,87.23,95.06,89.16,89.43,88.74,89.84 89.84,85.72,83.52,90.26 124.33,123.5,125.7,124.33,125.7,121.71,122.26 102.34,101.52,99.6 124.74,122.26,116.08 103.72,107.98,105.64,95.06,95.06,87.92 69.51,64.57,63.19,66.22,66.76,70.34,61.41 52.61,53.03,52.89 57.97,56.32,59.35,58.38,57.01,60.72,59.62,56.19,57.56 61.41,62.78,63.19,62.64,62.09,58.8,61.82,60.72,62.37,62.37,62.09,63.47,63.74,61.68,61.13,57.01,58.52,57.84,58.25,61.41,62.09,62.37,62.37,63.47,61.27,60.45,61.68,59.21,59.62,60.17,61.82,61.27,59.48,59.62,59.35 53.85,52.75,57.15,57.42,55.77,57.42,57.97,57.97,55.64,56.74,57.97,56.05 55.09,56.46,56.32,55.36,53.85,57.15,55.5,56.6,56.05,57.97,58.8,58.8 54.68,53.03,51.38,54.95,52.61,55.5 53.3,53.03,53.58 52.75,52.61,52.75,52.75 nan 51.65,52.61,51.38,53.58,53.16,51.38,50.42 53.58,54.13,54.81 53.71,51.24,52.48,55.5,52.75 48.91,50.0,51.93 53.44,53.3,54.13,52.61,55.36 50.42,51.38,53.3 53.3,56.05,54.68,53.58,53.85,56.87,52.89,53.44,54.4,54.68,54.95,53.03,55.09,54.4,53.03,51.38,54.68,55.77,54.81,55.77,53.03,53.58,54.95,54.26,53.58,52.2,53.85,51.93,53.3,56.6,57.97,56.32,55.36,53.58,50.83,53.85,53.58,55.77,52.34,53.03,54.81,53.58,53.44,54.68,54.13,53.58,52.75,54.81,54.95,53.44,55.77,53.58,52.75,53.85,54.81,55.5,54.95,54.13,54.13,54.95,52.48,52.61,54.68,56.6,53.99,52.2,53.58,57.15,54.95,52.07,53.3,53.03,52.61,53.3,57.42,59.62,56.46,57.84,55.91,56.05,55.5,54.68,57.29,55.23,54.81,56.46,62.09,62.37,59.07,59.07,62.64,60.86,58.52,61.41,63.19,56.32,57.29,56.19,56.87,54.13,53.58,52.61,49.18,53.16,54.81,53.16,53.58,53.3,54.81,51.24,53.58,53.58,51.38,52.89,57.7,55.23,54.95,58.25,59.48,57.01,56.46,58.25,57.42,58.52,56.6,56.87,57.7,57.01,54.95,55.5,54.95,57.97,53.16,56.74,56.46,55.5,56.05,58.66,57.15,57.01,57.7,56.87,57.29,57.84,57.42,54.95,59.35,55.23,56.05,54.95 65.12,66.49,65.94,67.59,68.69,63.74 68.69,67.59,69.51,65.8,71.16,65.94,69.65,67.86,68.83,66.63,69.51 58.66,53.85,54.68,56.87,55.23 52.48,50.83,53.03,50.28,50.55,51.38 54.54,54.81,55.5,52.75,51.65,53.03,56.32,57.15,55.23,53.3,60.45 66.76,67.04,66.49,65.53,66.35,65.12 68.14,71.02,66.49,69.51,66.35 61.54,61.27,58.25,54.54,54.26,57.29,57.7,57.42 53.03,52.48,55.5,55.23,56.05,55.23,48.91,53.44,50.55 53.99,53.58,51.65,55.77,52.48,51.79,51.38,49.18 63.19,60.45,62.23,62.37 nan 58.66,60.17,60.99,58.52,60.45,58.38,60.99,59.35,57.56,59.21,61.13,57.01,59.21,61.82,58.38,60.58,59.9,59.35,63.47,62.37,61.82,58.93,58.8,59.76,59.21,61.54,59.21,58.8,60.86,59.07,57.15,55.77,58.8,61.82,60.99,61.41,59.21,61.41,57.97,63.06,62.09,61.54,60.17,61.27,58.25,56.87,59.21,60.86,60.58,58.52,60.17,60.99,61.13,62.37,60.86,57.97,58.93,61.82,59.9,59.35,59.76,60.03,59.21,63.06,61.27,60.86,60.45,60.45,60.03,59.35,59.62,57.15,59.9,57.7,59.48,60.17,59.35,59.07,59.35,60.17,58.52,60.99,62.64,61.68,58.66,57.97,60.58,61.27,59.76,61.41,59.76,59.62,58.93,59.62,60.17,61.82,59.35,63.6,60.58,60.72,60.31 59.21,59.21,60.17 nan nan 67.31,61.54,62.92,62.09,61.68,63.74,60.58 nan 57.97,55.23,53.58,52.75,56.05,52.61,56.6,52.75,54.13,56.05,54.95,53.3,53.58,52.75,57.7,55.77,55.64,52.61,57.97,55.64,57.15,56.6,55.5,56.32 55.23,55.23,52.34,54.54 +nan nan nan nan nan nan 122.26,120.48,119.38,119.93,119.24,119.79,119.93,118.28 111.69,112.37,108.94,109.21,110.04,104.54,109.21,104.13,107.29,107.57,105.78,105.92,107.98,107.98,105.09,105.78,108.94,105.09,105.78,112.51,107.29,107.98 87.65,86.82,86.96,80.64,84.9,83.11 77.89,75.01,73.77,74.18,75.01,76.52,79.27,73.08,74.05,73.22,74.05,73.36,75.28,74.87,72.26,72.81,76.11,73.91,74.05,78.3,73.5,76.24,76.38,74.05,76.66,74.32,78.58,88.2 143.7,145.34,144.79,142.87,141.63,143.01,140.4,145.34 128.72,123.23,118.97,118.69,114.71,118.69,104.13 68.83,70.06,69.37,69.65,63.33 73.08,71.16,72.81,72.26,70.06,71.98,78.17,88.33 108.94,111.41,111.27,108.39,110.18,110.45,111.14,111.96,110.18,112.1,110.45,107.7,109.76,109.9,110.18,109.08,111.82,107.98,108.66,112.1,107.98,109.21,108.8,111.27 100.42,98.91,92.04,93.69,93.55,95.89,96.58,93.28,89.16 72.12,65.39,63.6,65.53,64.98,64.29,64.57,72.26 nan 108.8,106.47,108.25,105.78,108.94,109.9 94.51,87.65,90.81,86.0,86.0,85.45,87.65,88.61,86.68,84.9,77.62,80.23,105.23 132.7,129.55,130.92,132.7,129.27,132.7,130.51,130.09,109.63,104.54 nan 77.21,76.66,78.99,78.72,80.91,78.85 94.38,96.16,96.03,96.71,97.54,96.71,102.62,98.09,99.19,99.19 101.8,99.19,99.32,98.5 80.91,78.58,80.36,78.58,82.43,78.72,80.09,79.4,80.91,80.91 96.71,106.33,103.72,104.96,109.76,108.53,107.98,105.37,105.37,109.08,101.25,108.53,107.98,106.88,106.47,104.82,106.88,108.94,107.7,107.84,106.88,105.64,106.6,109.21,107.98,107.29 125.01,125.42,126.11,126.8,125.84,125.42 nan 114.43,106.6,102.89,106.33,107.43,103.86,103.86,95.75 81.33,84.21,82.84,78.58,77.89 98.36,98.09,100.28,96.3,78.72,96.16,96.03,97.4,95.89,97.26,99.19,100.56 129.0,126.39,129.55,125.84,128.86,128.72,124.74,128.86,130.09,129.82,126.11,127.76,128.72,126.52,126.11,128.17,129.55,126.8,126.94,129.96,129.82,128.45,129.68,129.13,127.9,132.84,128.58,128.58,126.8,126.8,128.03,124.46,126.39,127.9,129.41,130.78,129.68,126.8,130.64,128.72,128.17,128.03,127.76,128.58,127.35,125.42,130.64,128.58,126.94 120.07,113.61,115.95,114.02,113.47,110.86 101.8,100.97,91.9,96.99,91.77 74.6,74.18,77.34,73.08,71.85,72.26,70.47 69.1,68.69,68.41,67.86,68.41,67.73,69.1,69.65,69.65,68.96,70.34,70.06,69.79 115.4,129.13,131.47,130.09,132.98,131.06,126.8,113.75,129.41,134.35,135.59,119.79 108.25,102.07,104.41,105.37,107.43,109.21,106.47,106.6,107.57,103.58,105.37,102.07,102.48,104.54,110.04,124.87,133.12,130.92,115.26,107.15,104.82,105.23,101.8,104.82,105.09,106.19,105.64,104.96,107.7,107.84,106.47,98.91,99.46,100.28 127.62,127.62,126.39,129.0,129.55 118.01,110.86,110.86,117.04,104.27,101.38 78.72,74.87,76.52,77.07,75.01,77.34,73.36 94.79,102.62,105.64,104.82,99.73,100.56,101.93,102.48 77.34,67.45,67.59,68.28 66.76,67.45,66.76,66.49,68.41,91.9 125.29,122.68,127.35,120.89,118.14,119.38,107.7 81.05,78.44,77.21 70.34,68.69,69.51 66.63,65.12,66.22 77.48,79.68,78.99,79.68,77.34,78.3,76.11,79.13,73.91,74.18 84.21,79.95,86.55 nan 70.47,69.65,68.28,69.24,69.65,71.85,69.65,69.92,70.61,67.18,69.65,66.22,63.47,65.39,62.64 71.16,72.53,70.06,64.84,72.67 75.56,81.05,78.58,81.88,77.48,77.07,77.75,80.5,80.78,79.4,80.64,89.02 112.65,123.23,123.5,122.81,122.13,124.05,123.36,121.17,118.83,116.77,118.01 124.05,126.52,126.25,124.6,126.8,126.94,124.19 111.0,111.69,113.88,113.2,114.3,113.06,111.96,111.82,104.96 91.77,93.97,91.49,91.9,91.08 88.2,87.37,89.43,89.02,87.1,87.78,89.16,86.96,89.29,87.1 115.67,132.7,132.7,130.51,130.92,129.55,130.92,125.7,130.09 111.69,114.85,109.9,106.33,110.18,108.25,104.68 132.02,133.12,131.61,131.19,132.7,135.04,132.43,130.92,132.98,131.33,135.04,133.53,128.03 119.65,115.95,109.76,116.63,108.39,108.94,110.04,111.0,112.79,112.65,100.15,101.25,100.28 73.22,70.06,72.81,71.16,70.61,67.31 62.92,61.54,58.93,60.17,58.66,58.66,60.45,61.27,60.03,58.66,59.62 60.31,60.99,61.27,63.06,59.62,59.9 65.67,66.49,64.98,66.63,68.69,63.47,63.47,64.43,64.02,64.98,68.14,64.02,65.39,65.39,63.06,62.92 60.58,60.99,59.07,61.82,62.78,58.38,60.31,60.58,65.25,61.82,57.97,57.42,63.74,62.37,63.19,60.99,64.57,64.02 59.35,56.6,59.62,55.36,59.9,60.72,58.52,60.99 55.23,56.46,57.42,57.97,57.56 nan nan nan nan 60.58,58.66,59.35,59.21,59.07 56.05,56.87,56.32 60.86,58.93,56.05,57.7,57.84,56.74,57.01,57.7,56.46,54.95 59.62,57.97,56.6 54.95,55.23,55.77,55.5,54.4,58.11,56.87 60.86,61.13,59.62,61.27,58.11,60.45,59.62,59.62,58.93,57.97,61.27,59.21,61.82,58.66,58.52,58.66,58.25,57.7,58.8,61.82,59.62,60.99,57.97,58.38,58.66,59.62,58.38,58.11,57.01,60.31,59.48,60.72,61.13,58.52,56.46,56.87,55.64,59.62,59.62,61.41,59.48,60.86,58.66,59.35,60.99,59.07,57.42,54.26,55.23,58.52,57.84,57.97,61.82,57.97,58.66,59.35,57.29,59.21,58.52,58.8,57.97,58.66,61.82,60.72,60.45,60.58,59.62,59.62,63.47,60.17,61.82,59.62,59.62,61.27,58.8,58.38 65.39,68.83,65.12,68.41,67.04 64.98,64.84,65.8,65.25,65.39,66.76,67.18,66.63,66.49,65.67,66.08,66.49,67.59,64.57 59.62,59.62,58.66,57.97,59.07,58.38,63.06 57.42,58.52,58.38 58.8,61.82,58.66,59.35,54.68,57.97,59.62,59.62 63.19,63.47,61.27 nan nan 59.9,62.23,59.62,59.9,63.06,61.41,60.58,60.86,61.68,61.13,60.86 63.06,61.13,61.82,64.57,61.82,61.82,61.82,65.94 75.69,76.11,74.05,74.05,76.38,73.08,74.05,74.05,71.85,73.36,75.56,76.79,74.73,69.92,70.89,71.3,71.71,75.14,72.53,73.77,70.61,72.81,71.71 73.36,71.98,74.32,74.05 61.13,62.78,59.62,60.17,57.84,61.27,60.58,61.68,62.92,69.65,63.47 58.8,57.97,59.07,63.47,59.62,55.09,57.42,59.07 nan 61.13,60.58,60.72,61.41,59.62,60.86,58.66,60.31,59.62,59.62,64.02,64.57,67.45,64.02,64.57,66.22,64.02 72.81,74.73,71.16,73.5,70.06,75.83,70.47,73.5 69.65,68.96,68.28,67.86,68.14,70.06,67.18,69.51,66.63,67.45,66.22,67.04,71.85,68.41,69.79,71.16,71.44,69.51,65.39,60.86,66.08 57.15,58.8,56.87,61.54,61.54,55.5,58.25,61.82,61.68,61.27,57.97,59.9,60.86,59.48,59.62,57.42,56.6,57.42,57.84,59.07,62.51,59.48 58.25,57.42,55.77 +nan nan nan nan nan nan 123.5,121.3,124.19,121.85 117.87,115.4,112.1,112.65,114.98,114.57,114.3,111.69,112.1,111.55,114.16,108.11,110.59 91.9,90.39,89.43,90.12,88.88,89.98,90.81,88.61,89.29,89.84,87.23,86.96,83.8 78.99,80.09,78.44,96.3 143.15,146.03,147.4,130.23,147.82 119.38,123.91,124.6,128.58,131.61,127.21,122.81,128.03,124.46,118.56,102.62 71.85,68.55,71.57,83.25,71.44 65.8,66.35,69.65,84.21 112.37,114.43,114.85,112.24,116.63,115.12,118.56,119.1,112.51,110.18 105.09,100.42,102.34,104.41,102.89,93.0 82.15,81.74,81.19,81.6,80.36,83.11,81.33,82.84,83.8,86.0,82.7,85.72,83.66,84.76,81.05,81.88,81.88,80.09,76.11,77.62,74.05,69.92,70.89 66.08,68.96,66.9,67.04 85.72,92.04,93.28,91.63 94.38,92.32,95.2,91.08,92.59,92.18,90.53,96.03,92.32,92.59,86.0,91.63,95.48,93.14,93.42,93.55,92.73,96.58,92.73,90.94,91.63,91.63,95.48,99.6,83.94,77.75,74.6,76.66,74.32,74.18,77.75,77.21,75.69,76.24,75.56,76.11,76.24,70.2,73.77,71.85 108.25,129.13,129.55,128.03,128.86,125.7,130.78,128.03,127.07,129.27,130.09,124.6,127.48,129.27,129.55,127.9,129.27,127.76,131.33,127.9,128.72,126.66,128.58,128.72,126.66,117.73 105.23,108.53,105.09,98.22 71.71,68.69,69.37,67.45 94.24,100.97,97.67,98.5,97.12,102.07,104.68,96.3,101.11 86.41,67.45,69.1,96.03,98.77,95.61,97.54,105.5,103.86,103.17,102.07,98.5 82.84,84.07,85.31,83.11,83.11,87.23,97.12 113.61,112.79,114.98,111.96,110.18,112.92,111.69,113.75,111.14,110.31,112.1,111.69,112.1,109.63,112.37,114.3,114.43,113.88,114.71,115.53,114.57,114.71,113.61,115.26,115.12,111.82,113.75,113.47,114.98,111.41,114.02,114.16,112.24 124.46,134.35,132.98,129.0,115.4,133.8 116.91,114.85,110.72,111.69,110.86,109.76,109.21,111.27,112.1,114.71,114.16 109.49,106.47,107.7,110.18,105.78,106.88 89.43,85.17,79.4,87.1 103.72,101.8,104.82,105.09,104.13,102.62,102.62,104.13,103.72,104.13,103.03,107.02,105.23,106.47 131.88,132.29,137.65,136.55,135.32,135.73,134.22,137.51,134.49,134.49,137.79,133.12,137.1,138.34,138.61,137.51,137.51,137.93,135.86 116.77,108.11,108.8,104.27,100.83,95.2 nan 80.64,76.24,78.85,78.99,78.3,77.62,78.99,78.17,76.93,76.93,77.89,75.28,75.28,76.52 80.64,85.31,81.6,85.45,85.72,82.29,81.6 130.92,139.3,137.93,139.57,138.89,139.3,139.85,139.85,137.1 108.8,106.05,126.11 139.44,134.22,137.65,138.06,137.65,136.41,135.59,134.49,137.38,138.47 120.48,117.46,117.32,116.22,118.56,115.81,120.48,117.32,119.93,118.83,117.59,119.38,111.82 87.23,81.74,78.3,79.82,78.03,81.05,82.84,77.34,77.89,74.32,80.64,79.54,78.58,82.97,79.27,81.74,87.37,77.75,76.66 98.09,94.93,93.14,96.03,96.3,94.24,99.87,94.93,94.93,97.95,96.58,98.77,92.73,94.1,93.14,91.9 66.22,67.86,64.02,66.49,64.02 68.69,67.73,66.49,66.9,68.14,68.55,63.47,76.93,67.45,65.12,62.64,65.12,72.4,71.3,70.89,71.85,72.53,71.85,69.51,70.47,73.5,70.47,71.85,72.26,73.08,73.22,71.3,68.96,70.06,74.05,72.12,72.53,71.16,68.69,71.02,71.44,71.02,71.57,76.79 122.81,121.3,128.58,127.9,128.03,129.0,129.82,131.33,127.9,129.96,125.7,125.56,124.87 100.97,96.99,93.97,93.0,90.39,93.83,91.35,90.67,90.81,93.28,94.24,84.49 77.34,70.89,74.46,78.44 nan nan 88.33,88.2,88.88,86.96 83.66,81.05,82.15,81.88,81.19,81.74,82.29,78.58,80.5,80.64,88.33,87.23,87.37,86.96,89.16,89.98,87.65,87.51,87.78,92.32,91.35,89.84,89.16,87.51,87.23,91.22 77.34,69.92,74.6,72.12,75.28,73.22,71.57,74.05,72.12,75.28,74.05,67.18,64.7,64.7,66.22,64.7,66.63,64.29,67.04,66.35 71.02,74.32,73.22,70.06 81.6,82.56,80.64,82.84,82.15,80.5,82.56,78.72,82.29,79.4,75.83,79.82,79.13 109.49,124.46,123.91,126.39,126.94,123.5,126.11,125.84,127.07,124.19,123.91,119.1 130.09,131.61,129.55,133.25,128.03 120.2,113.75,113.61 101.52,104.41,100.15,109.49,101.52,99.05,99.73,93.42,92.59,95.61,93.69,93.69,94.1 97.54,96.44,97.12,98.64 140.54,139.3,133.67 117.32,118.42,123.23,108.8,114.16 142.46,138.2,141.91,138.47 121.17,118.56,116.22,117.87,105.78 77.89,73.91,73.63,74.87,73.08,72.26,72.95,72.67 68.41,68.0,65.12,68.55,66.35 64.57,63.88,65.12 68.41,68.83,67.31,70.89,74.32,70.89,72.53,71.71,69.92,74.46,72.53,70.47,70.89,69.65,67.31,72.12,70.89,69.92,71.71,75.14,72.95,71.57,73.77,71.57,66.35,66.63,71.71,70.61,70.2,66.9,65.8,66.22,64.43,68.0,66.9,66.22,66.9,67.45,68.28,67.45,67.45,65.8,68.55,65.25,66.9,66.22,65.8,68.0,66.76,67.59,65.25,65.25,67.04,66.63,66.76,69.79,67.31,64.84,68.28,67.18,69.65,66.9,68.14 61.68,63.47,62.78,62.23,62.51,63.06,63.06,65.94,65.94,61.82,59.21,59.21,62.51,62.23,62.09,57.84,61.96,64.98,65.67,61.41,63.74,66.35,62.92,65.25,64.57,61.54,66.08,62.23,59.21,59.62,59.76,63.06,61.54,60.72,60.03,61.82,62.51,62.23,63.33,58.93,61.41,62.51,64.43,63.06,61.13,65.12,67.73,63.88,62.51,63.06,66.22,64.98,66.35,62.51,63.74,65.25,64.43,66.08,64.43,63.88,65.12,60.99,65.25,59.62,62.51,66.63,63.06,61.96,64.29,65.25,65.25,63.74,64.7,64.7,68.55,63.33,63.6,64.02,61.96,61.41,64.57,65.12,64.98,66.08,68.28,64.98,66.08,66.49,69.37,62.51,65.12,64.98,65.25,65.25,62.51,65.25,64.7,62.51,65.39,64.43,64.84,64.15,66.63,68.55,65.67,63.88,64.15,67.45,64.15,65.67,66.49,65.8,64.57,64.15,65.12,64.98,62.23,63.88,68.14,64.98,64.7,63.47 62.51,61.68,62.23,63.06,63.47,63.06,62.09,64.15,61.13,64.15,64.02,63.06 59.9,59.9,62.92 nan nan nan nan nan nan nan nan nan 65.8,67.73,65.67,64.15,64.7,63.06 72.12,73.91,70.61,68.83,71.3 71.85,72.26,71.85,72.4,66.9,67.31,65.39,65.25,61.68,62.37,61.54,64.7,68.14,66.49,65.25,65.25,61.27,65.67,63.06,63.88,65.8,62.64,66.08,60.31,63.06,62.09,64.15,64.15,65.25,63.6,67.18,67.18,63.33,68.69,65.94,69.65,66.9,66.35,67.31,67.86,68.28,70.06,67.31,67.18,65.12,66.9,68.0,66.35,67.18,67.45,65.8,64.7,66.08,66.49,65.67,66.9,68.96,67.45,67.45,66.35,64.98,67.73,63.33,67.73,69.1,66.08,64.84,65.67,67.18,66.35,69.65,72.4,69.37,66.9,67.45,69.37,68.0,69.65,68.0,66.22,68.55,66.49,65.8,67.04,66.49,65.8,66.9,67.45 66.08,66.35,65.53,67.86 nan nan 75.56,78.44,78.3,80.23,78.99,79.68,79.95 81.6,79.95,81.6 74.05,79.4,76.38,73.5,71.57,66.63,64.98,66.76,65.94,66.35,66.22,68.96,63.88,65.8,64.84,64.43,66.35,65.25,62.51,67.73,66.76,68.83,64.7,64.15,64.15,65.53,66.49,64.7,66.08,61.82,60.03,66.35,63.06,69.92,64.15,64.29,63.74,65.12 61.96,62.51,62.23 63.06,63.33,65.12,63.33,61.27,69.24 72.12,79.95,78.99,76.79,78.17,79.27,79.4,76.79,81.33,78.99,77.89 76.24,77.34,76.93,77.48,73.77,77.34,74.73 70.2,67.18,64.02,69.1,64.57,66.63,68.14,66.22 63.06,61.96,65.8,64.29 60.58,60.31,62.23 64.84,66.08,65.39,63.33,62.92,62.23,61.27,59.48,59.76,61.82,61.13,60.99,71.3,70.75,74.6,69.1,70.34,68.55,69.37,69.65 76.52,78.03,77.89,77.89 74.46,76.11,74.87,68.28,65.12,68.28,66.63,63.88,68.55 61.68,58.66,63.33,60.03,64.7,64.02,63.6,64.15,63.06,65.94,64.29,64.29,63.06,63.06,64.43,60.86,61.96,64.57,63.33,63.6,65.53,62.78,67.45,65.8,62.64 60.03,57.97,62.37 +nan nan nan nan nan nan 108.94,110.18,110.45,106.19 97.26,99.05,99.87,96.99,97.4 84.35,84.62,82.56,79.54,81.46,82.01,82.56,82.97,79.95,80.36,77.75,82.15,78.72,83.25,79.4,81.74,83.66,82.56,81.05,82.56,89.02,79.82,82.43,82.7,79.68,73.77,73.22,70.2,74.32,76.93 68.69,68.96,69.37,68.69,68.14,67.18,68.83,68.41,68.83,69.79,67.04,68.69,70.61,79.68 128.86,121.03,133.39,127.62 112.92,117.18,114.57,109.76,117.59,115.67,102.62,103.31,103.03 76.79,65.67,61.54,67.18,59.07,64.98,58.52,58.66,65.39 65.25,65.94,68.0,64.43,68.14,71.71 101.11,101.25,94.93 89.16,88.06,89.71,86.96,90.53,90.26,89.29,88.06,88.88,83.8,81.05 73.77,73.22,72.26,73.77,74.73,71.98,77.62,73.63,74.46,75.42,71.02,69.24,67.18 59.62,59.76,59.48,58.93,60.03,58.93,67.45 79.54,80.36,80.64 77.21,77.34,79.68,80.64,78.58,81.6,79.4,81.19,82.01,80.91,82.56,83.66,81.19,83.11,81.33,68.55,68.28,69.37,71.98 109.76,109.9,107.7,107.84,111.14,112.37 103.86,98.22,95.34,87.65 63.33,65.8,63.33,64.29,64.98,60.99,61.13,63.6 81.05,88.06,81.46 89.02,90.67,88.47,89.43 73.63,74.32,75.97 98.91,99.73,102.34 112.65,113.06,117.04,112.51 105.5,106.47,105.23,109.21,105.09,107.98,106.6,107.02,106.47,106.74,108.94,107.29,103.99,105.09,104.82,107.29,112.1,107.84,103.72,109.49 99.32,95.61,96.99,98.5,97.12 88.61,75.97,75.14 89.98,89.71,88.2,92.04,90.39,92.73,88.06,92.73,87.78,91.22,88.61,94.65,94.1 109.49,118.97,116.36,117.87,117.87,116.77,120.34,117.46,119.65,120.62,119.1,117.59,119.52,118.28,118.69,119.65,116.63 104.82,103.99,102.76,102.07,101.38,103.31,101.8,97.67 91.49,91.35,85.04,86.27,83.25 74.05,71.57,73.77,71.16,73.08 67.59,64.98,66.63,66.76,66.63,67.18,66.35,65.12,66.35,64.84,68.41,65.39,66.22,66.22,66.08,65.8,68.55,68.83,66.22,71.85 120.34,121.71,121.03,121.71,121.58,122.26,123.64,120.48,119.24,121.71,121.03,123.5 110.18,100.28,96.44,99.46,100.15,99.05,103.03,97.95,97.67,97.95,96.99,92.73,97.12 120.75,118.14,115.12,117.46,117.46,122.26,116.91,118.42,118.01,118.83,118.97,118.42,119.52,119.65,118.42,118.97,116.77,115.67 107.98,107.43,106.05,105.92,107.7,106.88,103.58,101.8 83.11,65.53,73.77,80.91 83.52,81.46,84.49,83.11,82.01,82.43,84.76,80.64,84.9,82.84,80.5 59.76,60.17,57.7,55.64,56.46,59.35,58.93,55.23,59.48,60.03,58.25,59.76 62.09,60.31,62.23,63.33,61.82,61.13,63.33,64.57,64.29 97.95,109.76,110.31 85.86,80.64,80.78,83.94,80.91,76.38,72.12 65.53,64.98,65.12,68.41,66.08,64.43,65.94,65.39,65.94 64.7,63.19,66.08,62.78,63.88,64.02,68.96 75.56,73.22,75.69,75.97,74.46,72.26,72.12,71.57,70.34,68.14,69.79,67.18 71.57,73.36,75.01,74.18,75.42 76.52,76.38,77.21,74.87,72.53,74.87 67.45,64.29,65.94,67.18,68.41,64.29,66.08,64.98,64.43,61.41,61.13,60.86,62.51,60.31,58.38,62.09 69.37,69.37,74.18,68.28,66.22,67.04 68.28,68.96,68.41,67.18,69.24,78.72,89.16 110.04,108.39,109.9,109.63,108.39,107.29,109.21,110.04,110.45,109.49,112.65,109.63,108.53,110.18,109.35,110.59,108.25,110.86,110.59,110.04,107.7 112.51,114.57,114.57,113.47,114.02,111.27 105.23,106.47,105.37,102.34,104.82,103.72,103.17 87.51,88.47,88.88,86.96,87.1,87.92 84.21,81.46,81.19,80.5,82.01,82.43,82.84,81.6,82.56,83.8,82.15 110.45,120.07,120.34,119.38,118.69,115.81,121.44 107.57,106.74,105.23,106.47,98.36,104.68,92.87 114.57,117.73,118.97,120.07,118.01,118.97,118.83,122.81,120.07,118.42,121.58 113.06,106.74,106.05,109.08,105.23,102.62,98.5 66.63,64.98,67.18,70.61,70.61,64.02,69.37,67.45,67.59,68.55,71.44,64.84,65.53,65.25 57.42,55.64,56.46,57.29,57.97,57.7,60.99,59.35,56.87,56.19,57.15,54.81,56.87,56.19,57.56,56.05,54.95,53.44 56.87,59.48,58.38,57.56,58.93,61.68,57.84,59.48,60.03,57.84,60.17,57.15,57.97,56.05,57.42,59.62 64.29,61.41,62.78,61.68,60.86,60.45,59.76,63.06,60.03,64.43 59.76,59.48,57.7,58.93,62.64,60.17,59.48 57.01,60.31,57.29,56.46,58.93,58.93 55.64,55.09,56.19,52.61,53.99,55.23,56.05,53.85,51.79,55.77,55.91,51.79,52.48,51.52,50.55,54.68,53.58,55.23,50.69,50.69,52.75,53.44,52.89,54.81,51.1,51.65,52.34,53.85,55.09,55.64,57.42,56.19,54.4,50.55,53.3,55.64,57.29,55.23,57.01,53.99,55.36,54.4,54.95,54.54,55.77,57.56,55.09,55.64,55.91,56.19,53.99,56.87,55.36,54.95,55.23,55.77,57.01,55.36,56.19,52.61,55.36,53.99,53.03,55.64,53.03,55.36,52.89,53.3,50.97 57.7,56.05,57.15 53.44,54.26,54.81 55.77,54.54,54.4,57.42,55.36 54.54,53.3,54.54,56.19,53.85,53.99,53.85 54.68,56.19,54.68,58.11,55.77,54.95 55.36,54.4,52.61 55.64,54.81,55.36,54.4 56.87,55.36,57.84,56.32 53.58,53.85,54.95,55.09,53.85 57.84,59.21,59.62 62.78,60.58,60.58 58.38,56.6,60.86,59.62,60.31,60.17,57.56,61.54,60.31,59.48,61.82,64.02,61.41,60.31,61.68,60.45,61.13,61.68,58.93,61.54,61.27,61.13,60.58 58.38,56.05,57.84,57.84 52.61,54.68,56.6,55.36,53.99,53.44,53.44,57.42,54.4,56.19,56.19,56.46,55.64,54.54,53.44,54.81,53.71,55.36,55.77,53.85,56.6,53.99,56.74,54.54,55.5,54.13,57.84,55.5,53.3,51.1,52.07,52.61,55.09,55.5,51.24,50.97,51.93 55.91,57.15,57.29,58.38,57.84,60.45 68.14,65.53,66.08,67.73,68.41,67.73,68.0,68.41,70.61,70.89,68.28,66.35,69.24,70.34,67.18,69.37,67.04,67.73,67.86,68.41,69.37,67.18,68.83,68.83,69.92,67.31,72.95,68.55,66.35,67.31,67.04,66.76,68.0,68.14,68.14 65.8,68.14,67.04 62.37,65.25,62.23 55.64,57.42,53.03,51.65,56.19 60.86,56.87,56.74,56.6,56.87,58.25,52.89,53.44,53.03,55.23 65.53,64.84,64.57,64.02,63.19,67.59,64.43,65.67,66.08,64.15,63.74 68.41,69.51,67.45,65.94,69.37,68.14,67.73,66.35,68.83,68.55 59.62,57.97,58.38,57.15,58.93,57.29,59.76,59.07 56.6,56.87,56.87 59.35,56.87,58.66,58.93,58.38,56.19,59.21,56.87,57.15,58.8,58.25,56.87,58.11,58.38,55.09,56.87,56.19,54.81,52.34,53.99,54.95,55.77,55.23,53.85,55.5,54.81,55.36,56.46,57.29,57.01,53.44,55.09,53.03,53.99,54.68,55.64,56.05,56.74,56.19,55.23,56.32,55.64,56.87,55.5,55.36,54.26,53.99,53.44,55.09 60.58,59.07,58.93,59.35,60.58,61.13,58.93,61.96,61.54,59.62,59.48,57.42 66.63,63.74,68.28,66.63,67.73 65.67,66.63,65.94,68.28,63.47,65.53,63.47,64.7,64.98,66.08,66.49,68.28,66.76 57.42,55.36,53.99,53.85,58.25,55.36,53.44,51.79 56.74,55.64,54.68,55.5 +nan nan nan nan nan nan 123.91,124.74,125.42,125.01,128.58,123.64,120.62,118.83,117.73 114.3,116.36,112.65,112.65,114.98,108.66 88.33,92.73,91.49 81.74,82.43,79.54,82.29,80.78,80.23,78.99,79.95,80.23,82.01,112.24,81.05,84.62 152.07,152.49,149.88 138.75,127.62,131.33,122.13,115.95,114.3,113.33,110.18,116.91 84.76,70.2,67.86,69.65,70.89,72.12,68.55,64.98 75.83,78.99,77.48,78.17,87.51 117.04,118.01,115.12,115.67,115.67,115.12,117.46,119.24,116.91,116.36,116.22,116.22,116.08,114.71,109.9 99.32,101.8,101.66,101.25,104.54,100.28,99.87,101.38,98.09,98.77,97.81,96.3 87.65,79.82,76.79,74.05,69.79,68.28,80.36 nan 94.65,94.65,92.59,94.24,89.02 94.38,95.61,96.3,90.12,79.27,75.56,76.66,77.89,69.24,70.61,75.83 131.19,130.78,128.31,127.76,132.98,130.09,116.08,100.15 nan 76.24,68.83,69.24,69.79,66.35,68.28,66.63 89.16,101.38,106.33,100.01,102.07,103.44,104.82,101.52,98.77 nan 82.97,84.21,82.7,82.97,82.97,82.7,85.86,82.7,83.94,83.11,83.39,83.52,84.49,83.52,82.29,85.86,87.37 114.02,113.2,114.71,113.61,113.88,113.47,112.65,119.65 136.14,134.63,135.04,134.35,136.28,133.67,136.28,136.14 114.71,121.17,119.93,116.22,118.14,117.87,122.81,120.75,124.46,121.99,118.56,121.3,120.89 108.66,107.02,110.59,111.0,108.8,108.8,110.04,110.31,112.1,110.72,107.15,110.72,106.6,105.78 95.34,86.27,88.2,88.88,87.51,86.27,86.55,87.51,84.76,86.68,85.86 102.07,103.44,100.28,100.42,104.13 137.24,137.38,138.2,136.83,135.59,135.32,136.96 124.6,119.38,119.38,121.85,116.08,119.38,122.13,119.38,119.65,116.63,119.65,119.65,113.47 100.01,96.71,94.51,94.1,100.15,95.06 81.46,78.99,78.85,79.82,75.83,75.69,73.5,75.83,74.87 72.53,73.63,72.53,73.22,74.32,73.22,75.42,80.91 137.1,138.47,141.5,134.9,141.36,138.2,135.45,132.16,136.41,137.38,138.61,139.02,136.55,137.93 110.18,113.75,114.57,108.39,107.43,106.6,106.05 132.7,135.86,138.2,134.22,139.71,138.34,139.99,138.89,138.34,139.99,139.16,138.2,135.32 118.69,116.36,117.18,118.28,117.87,118.14,112.51 93.14,81.88,78.85,80.64,79.27,80.36,79.82,81.88,75.42,74.87 96.58,98.36,100.28,98.5,101.66,95.2,99.32,97.95,99.05,98.09,99.05,98.91,98.09,97.67,97.95,98.91,99.46,100.7,93.83,87.51 60.99,63.6,64.98,63.6,64.43,65.67,63.47,64.98 66.08,66.35,65.8,66.63,65.8,65.8,66.08,65.53,64.7,66.76,67.59,66.63,66.63,68.41,65.8,67.18,65.67,66.35,68.83,66.9,66.08,63.47,67.18,71.57,75.69,73.77,76.24,75.97,87.51,79.54,87.78 130.78,133.25,121.03 87.51,89.57,82.15 74.87,75.83,74.46,75.14,75.97,73.91,73.22,75.42 74.87,74.32,76.79,73.22,77.34,86.13,88.06,80.09,79.13,82.56,78.3,73.5,72.67,72.12,74.32,75.42,72.95,80.36,75.14,77.89,76.52,76.24,71.57,76.11,73.91 75.97,77.89,78.44,71.57,71.71,73.22 83.39,89.98,88.61,88.88 87.78,86.82,87.51,86.68,90.26,88.47,87.51,83.11,84.21,84.9,89.71,90.94,91.63,93.97,94.65 81.88,74.87,70.47,72.26 68.83,65.39,69.1,73.08,72.12 79.4,81.74,78.85,77.07,81.74,80.91,82.56,81.46,81.74,81.33,80.78,82.29,84.62,91.35,93.69 122.54,126.39,126.94,127.62,123.78 nan 105.09,98.77,110.45,105.78,111.14,111.0,110.31,111.82,110.86,110.31,111.55 106.05,102.07,102.21,103.72,100.83,101.25,101.25,99.6,100.15,101.25,114.85,119.24,115.4,109.9,101.52,99.6,99.32,99.32,101.11,100.7,99.87,99.46,98.22,99.87 93.97,92.45,93.69,93.69,96.44 137.24,138.75,137.93,138.2,138.2,136.96,139.3,137.51,139.71,135.73,137.93,134.49,136.0,138.2,136.69,134.9,137.65,138.61,136.41,135.32,134.77,137.79,137.1,137.65,136.69,117.04,125.15,116.49,116.36,113.47,122.54,142.32,138.2,138.61,140.4,139.3,139.85,138.47,138.2,138.2,140.67 117.59,108.66,111.69,108.94 140.54,139.57,139.3,139.71,139.57,137.65,140.26,139.71,139.3,136.69,138.06 116.77,117.04,117.18 94.38,79.54,76.24,69.92 65.12,63.6,63.88,65.94,64.15,63.74,63.33 65.53,64.29,64.43 67.31,66.63,65.8,65.53,65.39,63.47,62.78,65.25,65.53,69.24,66.63,63.47,64.29,63.06,65.8,72.67,67.31,65.53,62.64,63.47,68.28,65.94,66.08,65.53,68.41,67.18,67.86,67.86,69.79,71.02,70.61,67.45,68.83,67.18,67.31,66.9,66.08,68.14,71.3,67.31,70.34,69.79,66.63,68.83,69.37,68.83,67.86,67.86,68.28,68.69,70.89,67.45,66.35,66.63,68.55,67.86,71.02,68.14,69.24,69.92,71.02,70.75,72.26,71.02,70.2,70.61,71.3,71.71,70.2,72.67,69.92,75.28,70.47,68.28,70.61,67.45 65.8,64.98,64.84,69.1,64.02,67.86,65.39,63.06,64.15 62.09,61.68,63.06,63.6,64.43,65.94,62.51,63.6,64.84,60.03,59.48,63.19,63.74,64.43,61.82,65.39,66.08,65.12,60.72,62.09,64.43,62.23,63.47,64.15,66.08,62.78,62.92,61.68,62.23,63.33,62.23,66.63,64.29,65.53,63.88,65.8,65.12,65.53,64.43,61.54,63.19,66.49,65.25,65.8,62.51,61.54,64.98,62.78,62.09,59.9,61.54,62.78,62.92,64.98,65.67,66.08,66.76,61.96,61.54,64.43,65.67,64.43,64.7,66.22,66.08,63.6,65.39,64.29,64.7,66.63,66.35,64.84,64.7,64.7,64.15,64.98,66.49,64.02 60.72,59.62,62.23 nan nan nan nan nan nan nan nan nan 65.12,65.8,61.41,62.78,62.51,63.19,61.96,60.99,63.33,63.33,63.47,63.74,62.23,62.78,62.92,61.82,62.23,65.25,67.18,63.88 69.24,72.53,72.12,70.47,69.65,70.2,72.12 68.55,66.63,70.75,68.28,67.86,73.5,68.14,67.04,67.59 63.6,61.54,62.23,60.58,68.14,61.82,64.02,60.03,61.96,64.43,63.33,62.78 62.09,61.54,60.58,61.82 63.33,61.82,62.78,61.96 68.28,66.08,67.86,68.28,66.9 64.43,65.53,67.04,64.84,65.25 69.37,67.73,66.08,67.73,66.08,66.35,65.67,65.39 64.43,60.58,62.92,64.43,62.23,66.63 nan 71.57,77.07,78.44,76.11,79.13,78.58,79.27,77.62,80.64,79.13,79.82,79.82,83.25,77.62,80.36,74.73,79.27,77.48,79.27,77.89,78.85,77.48,78.99,77.34,78.58 76.38,78.58,74.87,80.09,74.18,77.62,78.03,75.97,78.03,75.01,75.42,83.66,78.17,74.32 68.83,70.2,65.8,64.29,66.49,66.9,64.43,65.12,63.88,65.53,64.98,63.6,66.63,64.84,63.47,66.63,63.47,66.76,66.63,62.51,65.12,66.35,67.18 64.02,63.06,63.88,63.06 64.84,64.15,64.7,64.43,62.23 65.25,67.86,65.39,63.74,64.43,66.9,66.63,64.15,65.67,63.6,65.12,63.19,64.98,63.74,63.74,64.15,64.43,63.6,65.53,65.39,64.98,62.64,63.33,61.96,64.29,62.51,59.76,57.56,57.97,67.45,62.78,66.9,63.6,63.33,64.43,60.03,63.47,67.59,71.02,73.08,73.22 78.17,77.07,80.09,76.66 71.85,71.57,72.81,73.91 68.14,64.84,65.67,64.98 60.03,63.06,63.47 diff --git a/test/data/raw/metric/squigualator.tsv b/test/data/raw/metric/squigualator.tsv new file mode 100644 index 0000000..5218442 --- /dev/null +++ b/test/data/raw/metric/squigualator.tsv @@ -0,0 +1 @@ +nan nan nan nan nan nan 110.39,110.39,110.39,110.39,110.39,110.39,110.39,110.39,110.39,110.39 103.39,103.39,103.39,103.39,103.39,103.39,103.39,103.39,103.39,103.39 79.21,79.21,79.21,79.21,79.21,79.21,79.21,79.21,79.21,79.21 71.24,71.24,71.24,71.24,71.24,71.24,71.24,71.24,71.24,71.24 143.5,143.5,143.5,143.5,143.5,143.5,143.5,143.5,143.5,143.5 110.67,110.67,110.67,110.67,110.67,110.67,110.67,110.67,110.67,110.67 62.45,62.45,62.45,62.45,62.45,62.45,62.45,62.45,62.45,62.45 73.99,73.99,73.99,73.99,73.99,73.99,73.99,73.99,73.99,73.99 111.77,111.77,111.77,111.77,111.77,111.77,111.77,111.77,111.77,111.77 93.77,93.77,93.77,93.77,93.77,93.77,93.77,93.77,93.77,93.77 67.67,67.67,67.67,67.67,67.67,67.67,67.67,67.67,67.67,67.67 60.39,60.39,60.39,60.39,60.39,60.39,60.39,60.39,60.39,60.39 109.02,109.02,109.02,109.02,109.02,109.02,109.02,109.02,109.02,109.02 77.97,77.97,77.97,77.97,77.97,77.97,77.97,77.97,77.97,77.97 124.82,124.82,124.82,124.82,124.82,124.82,124.82,124.82,124.82,124.82 103.53,103.53,103.53,103.53,103.53,103.53,103.53,103.53,103.53,103.53 74.4,74.4,74.4,74.4,74.4,74.4,74.4,74.4,74.4,74.4 96.93,96.93,96.93,96.93,96.93,96.93,96.93,96.93,96.93,96.93 90.61,90.61,90.61,90.61,90.61,90.61,90.61,90.61,90.61,90.61 75.23,75.23,75.23,75.23,75.23,75.23,75.23,75.23,75.23,75.23 101.88,101.88,101.88,101.88,101.88,101.88,101.88,101.88,101.88,101.88 126.33,126.33,126.33,126.33,126.33,126.33,126.33,126.33,126.33,126.33 114.24,114.24,114.24,114.24,114.24,114.24,114.24,114.24,114.24,114.24 101.05,101.05,101.05,101.05,101.05,101.05,101.05,101.05,101.05,101.05 75.78,75.78,75.78,75.78,75.78,75.78,75.78,75.78,75.78,75.78 97.21,97.21,97.21,97.21,97.21,97.21,97.21,97.21,97.21,97.21 124.82,124.82,124.82,124.82,124.82,124.82,124.82,124.82,124.82,124.82 112.59,112.59,112.59,112.59,112.59,112.59,112.59,112.59,112.59,112.59 88.96,88.96,88.96,88.96,88.96,88.96,88.96,88.96,88.96,88.96 73.17,73.17,73.17,73.17,73.17,73.17,73.17,73.17,73.17,73.17 66.85,66.85,66.85,66.85,66.85,66.85,66.85,66.85,66.85,66.85 126.88,126.88,126.88,126.88,126.88,126.88,126.88,126.88,126.88,126.88 104.49,104.49,104.49,104.49,104.49,104.49,104.49,104.49,104.49,104.49 122.48,122.48,122.48,122.48,122.48,122.48,122.48,122.48,122.48,122.48 107.51,107.51,107.51,107.51,107.51,107.51,107.51,107.51,107.51,107.51 71.52,71.52,71.52,71.52,71.52,71.52,71.52,71.52,71.52,71.52 100.37,100.37,100.37,100.37,100.37,100.37,100.37,100.37,100.37,100.37 70.01,70.01,70.01,70.01,70.01,70.01,70.01,70.01,70.01,70.01 66.43,66.43,66.43,66.43,66.43,66.43,66.43,66.43,66.43,66.43 123.17,123.17,123.17,123.17,123.17,123.17,123.17,123.17,123.17,123.17 84.57,84.57,84.57,84.57,84.57,84.57,84.57,84.57,84.57,84.57 65.88,65.88,65.88,65.88,65.88,65.88,65.88,65.88,65.88,65.88 71.93,71.93,71.93,71.93,71.93,71.93,71.93,71.93,71.93,71.93 72.89,72.89,72.89,72.89,72.89,72.89,72.89,72.89,72.89,72.89 102.15,102.15,102.15,102.15,102.15,102.15,102.15,102.15,102.15,102.15 73.3,73.3,73.3,73.3,73.3,73.3,73.3,73.3,73.3,73.3 64.37,64.37,64.37,64.37,64.37,64.37,64.37,64.37,64.37,64.37 73.3,73.3,73.3,73.3,73.3,73.3,73.3,73.3,73.3,73.3 72.48,72.48,72.48,72.48,72.48,72.48,72.48,72.48,72.48,72.48 116.99,116.99,116.99,116.99,116.99,116.99,116.99,116.99,116.99,116.99 120.7,120.7,120.7,120.7,120.7,120.7,120.7,120.7,120.7,120.7 110.53,110.53,110.53,110.53,110.53,110.53,110.53,110.53,110.53,110.53 89.38,89.38,89.38,89.38,89.38,89.38,89.38,89.38,89.38,89.38 84.57,84.57,84.57,84.57,84.57,84.57,84.57,84.57,84.57,84.57 126.05,126.05,126.05,126.05,126.05,126.05,126.05,126.05,126.05,126.05 108.47,108.47,108.47,108.47,108.47,108.47,108.47,108.47,108.47,108.47 126.33,126.33,126.33,126.33,126.33,126.33,126.33,126.33,126.33,126.33 106.27,106.27,106.27,106.27,106.27,106.27,106.27,106.27,106.27,106.27 69.32,69.32,69.32,69.32,69.32,69.32,69.32,69.32,69.32,69.32 56.68,56.68,56.68,56.68,56.68,56.68,56.68,56.68,56.68,56.68 59.02,59.02,59.02,59.02,59.02,59.02,59.02,59.02,59.02,59.02 62.45,62.45,62.45,62.45,62.45,62.45,62.45,62.45,62.45,62.45 61.35,61.35,61.35,61.35,61.35,61.35,61.35,61.35,61.35,61.35 57.92,57.92,57.92,57.92,57.92,57.92,57.92,57.92,57.92,57.92 54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21 54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21 54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21 54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21 54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21 54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21 54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21 54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21 54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21 54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21,54.21 55.31,55.31,55.31,55.31,55.31,55.31,55.31,55.31,55.31,55.31 59.15,59.15,59.15,59.15,59.15,59.15,59.15,59.15,59.15,59.15 62.59,62.59,62.59,62.59,62.59,62.59,62.59,62.59,62.59,62.59 56.68,56.68,56.68,56.68,56.68,56.68,56.68,56.68,56.68,56.68 55.17,55.17,55.17,55.17,55.17,55.17,55.17,55.17,55.17,55.17 56.54,56.54,56.54,56.54,56.54,56.54,56.54,56.54,56.54,56.54 65.47,65.47,65.47,65.47,65.47,65.47,65.47,65.47,65.47,65.47 69.73,69.73,69.73,69.73,69.73,69.73,69.73,69.73,69.73,69.73 60.39,60.39,60.39,60.39,60.39,60.39,60.39,60.39,60.39,60.39 55.17,55.17,55.17,55.17,55.17,55.17,55.17,55.17,55.17,55.17 56.54,56.54,56.54,56.54,56.54,56.54,56.54,56.54,56.54,56.54 65.47,65.47,65.47,65.47,65.47,65.47,65.47,65.47,65.47,65.47 69.73,69.73,69.73,69.73,69.73,69.73,69.73,69.73,69.73,69.73 60.39,60.39,60.39,60.39,60.39,60.39,60.39,60.39,60.39,60.39 55.17,55.17,55.17,55.17,55.17,55.17,55.17,55.17,55.17,55.17 55.31,55.31,55.31,55.31,55.31,55.31,55.31,55.31,55.31,55.31 61.08,61.08,61.08,61.08,61.08,61.08,61.08,61.08,61.08,61.08 66.43,66.43,66.43,66.43,66.43,66.43,66.43,66.43,66.43,66.43 66.57,66.57,66.57,66.57,66.57,66.57,66.57,66.57,66.57,66.57 56.68,56.68,56.68,56.68,56.68,56.68,56.68,56.68,56.68,56.68