diff --git a/docs/exercises/atmospheric_carbon_dioxide.html b/docs/exercises/atmospheric_carbon_dioxide.html index a4c1ad2..3bd5f99 100644 --- a/docs/exercises/atmospheric_carbon_dioxide.html +++ b/docs/exercises/atmospheric_carbon_dioxide.html @@ -1090,11 +1090,11 @@

Determine t

To capture the main trend of carbon dioxide concentration over time we will fit the following exponential model:

y(t) = a + b \ exp \bigg(\frac{c \ t}{d}\bigg)

t is time since March, 1958 (the start of the data set)
a, b, c, and d are unknown parameters.

-
+
# Define lambda function
 exp_model = lambda t,a,b,c,d: a + b*np.exp(c*t/d)
-
+
# Fit exponential model
 exp_par = curve_fit(exp_model, x_train, y_train)
 
@@ -1110,22 +1110,27 @@ 

Determine t d: 1.0298254042563226

-
-
# Predict CO2 concentration using exponential model
-y_train_exp = exp_model(x_train, *exp_par[0])
+
+
# Predict CO2 concentration using exponential model for train and test sets
+y_train_exp = exp_model(x_train, *exp_par[0])
+y_test_exp = exp_model(x_test, *exp_par[0])
-
+
# Define lambda function for the mean absolute error formula
 mae_fn = lambda obs,pred: np.mean(np.abs(obs - pred))
 
-# Compute MAE between observed and predicted carbon dioxide using the expoential model
+# Compute MAE between observed and predicted carbon dioxide using the exponetial model
 mae_train_exp = mae_fn(y_train, y_train_exp)
-print('MAE using the exponential model is:',np.round(mae_train_exp, 2), 'ppm')
+print('Exponential model MAE for train dataset:',np.round(mae_train_exp, 2), 'ppm') + +mae_test_exp = mae_fn(y_test, y_test_exp) +print('Exponential model MAE for test dataset:',np.round(mae_test_exp, 2), 'ppm')
-
MAE using the exponential model is: 1.87 ppm
+
Exponential model MAE for train dataset: 1.87 ppm
+Exponential model MAE for test dataset: 2.06 ppm
-
+
# Overlay obseved and predicted carbon dioxide
 plt.figure(figsize=(6,4))
 plt.plot(df_train['decimal_date'], y_train, '-k', label='Observed')
@@ -1141,7 +1146,7 @@ 

Determine t

Examine residuals of exponential fit

-
+
# Compute residuals
 residuals_exp_fit = y_train - y_train_exp
 
@@ -1157,7 +1162,7 @@ 

Exami

-
+
# Check if residuals approach a zero mean
 print('Mean residuals (ppm):', np.mean(residuals_exp_fit))
@@ -1172,27 +1177,26 @@

Deter

To determine the seasonality of the data we will use the de-trended residuals.

y(t) = A \ sin[2 \pi (m + phi) ]

t is time since March, 1958 (the start of the data set)
A is amplitude of the wave
m is the fractional month (Jan is zero and Dec is 1)
phi is the phase constant (an offset to align the sine wave)

-
+
# Define the sinusoidal model
 sin_model = lambda t,A,phi: A*np.sin(2*np.pi*((t-np.floor(t)) + phi))
 
 # Fit sinusoidal-exponential model
-p0 = [-3, -10]
-sin_par = curve_fit(sin_model, x_train, y_train, p0)
-
-# Display parameters
-print('A:', sin_par[0][0])
-print('phi:', sin_par[0][1])
+sin_par = curve_fit(sin_model, x_train, residuals_exp_fit) + +# Display parameters +print('A:', sin_par[0][0]) +print('phi:', sin_par[0][1])
-
A: 2.9614562555902526
-phi: -9.921208441996372
+
A: 2.824752471828899
+phi: 1.1443361257709888
-
+
# Generate timeseries using sinusoidal-exponential model
 y_train_sin = sin_model(x_train, *sin_par[0])
-
+
# Visualize residuals of the exponential fit and the fitted sinusoidal model
 plt.figure(figsize=(10,4))
 plt.scatter(df_train['decimal_date'], residuals_exp_fit, facecolor='w', edgecolor='k')
@@ -1203,7 +1207,7 @@ 

Deter

-
+
# Close up view for a shorter time span of 50 months
 zoom_range = range(0,50)
 plt.figure(figsize=(10,4))
@@ -1217,7 +1221,7 @@ 

Deter

Althought we can still some minor differences, overall the sinnusoidal model seems to capture the main trend of the residuals. We could compute the residuals of this fit to inspect if there still is a trend that we can exploit to include in our model. In this exercise we will stop here, since this is probably sufficient for most practical applications, but before we move on, let’s plot the residuals of the sinusoidal fit. You will see that slowly the residuals are looking more random.

-
+
# Calculate residuals
 residuals_sin_fit = residuals_exp_fit - y_train_sin
 
@@ -1231,33 +1235,34 @@ 

Deter

+

It seems that there might still be some additional information that can be exploited in the residuals. However, it is unclear whether the trend will persist over time. For this tutorial we will stop here. Note that the pattern in the residuals may be attributed to local variations in the exponential fit (the main trend we fitted first). So the right course of action may be to first evaluate if a better trend model can better capture annual trends in atmospheric carbon dioxide. Also note that the residuals oscillate between +2 and -2 ppm, which is probably good for most practical applications.

Combine trend and seasonal models

Now that we have an exponential and a sinusoidal model, let’s combine them to have a full deterministic model that we can use to predict and forecast the atmospheric carbon dioxide concentration. The combined model is:

y(t) = a + b \ exp \bigg(\frac{c \ t}{d}\bigg) + A \ sin(2 \pi [m + phi] )

-
+
# Define the exponential-sinusoidal model as the sum of both models
 exp_sin_model = lambda t,a,b,c,d,A,phi: exp_model(t,a,b,c,d) + sin_model(t,A,phi)
-
+
# Recall that the parameters for the exponential and sinnusoidal models are:
 print(exp_par[0])
 print(sin_par[0])
[2.55969616e+02 5.76715165e+01 1.65854032e-02 1.02982540e+00]
-[ 2.96145626 -9.92120844]
+[2.82475247 1.14433613]
-
+
# So the combined parameters for both models are
 exp_sin_par = np.concatenate((exp_par[0], sin_par[0]))
-
-
# Predict the time series using the full model
+
+
# Predict the time series using the full model for the train and test datasets
 y_train_exp_sin = exp_sin_model(x_train, *exp_sin_par)
-
+
# Create figure of combined models
 plt.figure(figsize=(6,4))
 plt.plot(df_train['decimal_date'], y_train, '-k', label='Observed')
@@ -1272,85 +1277,69 @@ 

Combine

-
+
# Compute MAE of combined model against the training set
 mae_train_exp_sin = mae_fn(y_train, y_train_exp_sin)
-print('MAE using the exponential-sinusoidal model is:',np.round(mae_train_exp_sin, 2), 'ppm')
+print('Exponential-Sinusoidal model MAE for train set:',np.round(mae_train_exp_sin, 2), 'ppm')
-
MAE using the exponential-sinusoidal model is: 1.05 ppm
-
-
-
-
# Compute residuals
-residuals_exp_sin = y_train - y_train_exp_sin
-
-# Plot residuals
-plt.figure(figsize=(6,4))
-plt.scatter(df_train['decimal_date'], residuals_exp_sin, s=10)
-plt.xlabel('Time')
-plt.ylabel('Atmospheric carbon dioxide (ppm)')
-
-
Text(0, 0.5, 'Atmospheric carbon dioxide (ppm)')
-
-
-

+
Exponential-Sinusoidal model MAE for train set: 0.79 ppm

Full model against test set

-
-
# Predict the time series using the full model
-y_test_exp_sin = exp_sin_model(x_test, *exp_sin_par)
-
-# Compute MAE of combined model against the test set
-mae_test_exp_sin = mae_fn(y_test, y_test_exp_sin)
-print('MAE using the exponential-sinusoidal model is:',np.round(mae_test_exp_sin, 2), 'ppm')
+
+
# Predict the time series using the full model
+y_test_exp_sin = exp_sin_model(x_test, *exp_sin_par)
+
+# Compute MAE of combined model against the test set
+mae_test_exp_sin = mae_fn(y_test, y_test_exp_sin)
+print('MAE using the exponential-sinusoidal model is:',np.round(mae_test_exp_sin, 2), 'ppm')
-
MAE using the exponential-sinusoidal model is: 1.16 ppm
+
MAE using the exponential-sinusoidal model is: 0.8 ppm
-
-
# Create figure of combined models
-plt.figure(figsize=(6,4))
-plt.plot(df_test['decimal_date'], y_test, '-k', label='Observed')
-plt.plot(df_test['decimal_date'], y_test_exp_sin, color='tomato', alpha=0.75, label='Predicted')
-plt.title('Mauna Loa, HI')
-plt.xlabel('Time')
-plt.ylabel('Atmospheric carbon dioxide (ppm)')
-plt.legend()
-plt.show()
+
+
# Create figure of combined models
+plt.figure(figsize=(6,4))
+plt.plot(df_test['decimal_date'], y_test, '-k', label='Observed')
+plt.plot(df_test['decimal_date'], y_test_exp_sin, color='tomato', alpha=0.75, label='Predicted')
+plt.title('Mauna Loa, HI')
+plt.xlabel('Time')
+plt.ylabel('Atmospheric carbon dioxide (ppm)')
+plt.legend()
+plt.show()
-

+

Generate 2030 forecast

-
-
# Forecast of concentration in July 2030 (relative date)
-y_2030 = exp_sin_model(2030.5 - start_date, *exp_sin_par)
-print('Carbon dioxide concentration in 2050 is estimated to be:', np.round(y_2030),'ppm')
+
+
# Forecast of concentration in July 2030 (relative date)
+y_2030 = exp_sin_model(2030 - start_date, *exp_sin_par)
+print('Carbon dioxide concentration in 2030 is estimated to be:', np.round(y_2030),'ppm')
-
Carbon dioxide concentration in 2050 is estimated to be: 443.0 ppm
+
Carbon dioxide concentration in 2030 is estimated to be: 438.0 ppm
-
-
last_date = df['decimal_date'].iloc[-1]
-x_forecast = np.arange(last_date, 2030, 0.1) - start_date
-y_forecast = exp_sin_model(x_forecast, *exp_sin_par)
-
-# Figure with projection
-plt.figure(figsize=(6,4))
-plt.plot(df['decimal_date'], df['monthly_avg_co2'], '-k', label='Observed')
-plt.plot(start_date+x_forecast, y_forecast, color='tomato', alpha=0.75, label='Forecast')
-plt.title('Mauna Loa, HI')
-plt.xlabel('Time')
-plt.ylabel('Atmospheric carbon dioxide (ppm)')
-plt.legend()
-plt.show()
+
+
last_date = df['decimal_date'].iloc[-1]
+x_forecast = np.arange(last_date, 2030, 0.1) - start_date
+y_forecast = exp_sin_model(x_forecast, *exp_sin_par)
+
+# Figure with projection
+plt.figure(figsize=(6,4))
+plt.plot(df['decimal_date'], df['monthly_avg_co2'], '-k', label='Observed')
+plt.plot(start_date+x_forecast, y_forecast, color='tomato', alpha=0.75, label='Forecast')
+plt.title('Mauna Loa, HI')
+plt.xlabel('Time')
+plt.ylabel('Atmospheric carbon dioxide (ppm)')
+plt.legend()
+plt.show()
-

+

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"text": "Determine trend of time series\nTo capture the main trend of carbon dioxide concentration over time we will fit the following exponential model:\ny(t) = a + b \\ exp \\bigg(\\frac{c \\ t}{d}\\bigg)\nt is time since March, 1958 (the start of the data set) a, b, c, and d are unknown parameters.\n\n# Define lambda function\nexp_model = lambda t,a,b,c,d: a + b*np.exp(c*t/d)\n\n\n# Fit exponential model\nexp_par = curve_fit(exp_model, x_train, y_train)\n\n# Display parameters\nprint('a:', exp_par[0][0])\nprint('b:', exp_par[0][1])\nprint('c:', exp_par[0][2])\nprint('d:', exp_par[0][3])\n\na: 255.96961561849702\nb: 57.671516523308355\nc: 0.016585403165490224\nd: 1.0298254042563226\n\n\n\n# Predict CO2 concentration using exponential model\ny_train_exp = exp_model(x_train, *exp_par[0])\n\n\n# Define lambda function for the mean absolute error formula\nmae_fn = lambda obs,pred: np.mean(np.abs(obs - pred))\n\n# Compute MAE between observed and predicted carbon dioxide using the expoential model\nmae_train_exp = mae_fn(y_train, y_train_exp)\nprint('MAE using the exponential model is:',np.round(mae_train_exp, 2), 'ppm')\n\nMAE using the exponential model is: 1.87 ppm\n\n\n\n# Overlay obseved and predicted carbon dioxide\nplt.figure(figsize=(6,4))\nplt.plot(df_train['decimal_date'], y_train, '-k', label='Observed')\nplt.plot(df_train['decimal_date'], y_train_exp, '-r', label='Predicted')\nplt.title('Mauna Loa, HI')\nplt.xlabel('Time')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.legend()\nplt.show()\n\n\n\n\n\nExamine residuals of exponential fit\n\n# Compute residuals\nresiduals_exp_fit = y_train - y_train_exp\n\n# Generate scatter plot.\n# We will also add a line plot to better see any temporal trends\nplt.figure(figsize=(10,4))\nplt.scatter(df_train['decimal_date'],residuals_exp_fit, facecolor='w', edgecolor='k')\nplt.plot(df_train['decimal_date'],residuals_exp_fit, color='k')\nplt.title('Residuals')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.show()\n\n\n\n\n\n# Check if residuals approach a zero mean\nprint('Mean residuals (ppm):', np.mean(residuals_exp_fit))\n\nMean residuals (ppm): -4.931054212049981e-06\n\n\nResiduals exhibit a mean close to zero and a sinusoidal pattern. This suggests that a model involving sine or cosine terms could be used to add to improve the exponential model predictions." + "text": "Determine trend of time series\nTo capture the main trend of carbon dioxide concentration over time we will fit the following exponential model:\ny(t) = a + b \\ exp \\bigg(\\frac{c \\ t}{d}\\bigg)\nt is time since March, 1958 (the start of the data set) a, b, c, and d are unknown parameters.\n\n# Define lambda function\nexp_model = lambda t,a,b,c,d: a + b*np.exp(c*t/d)\n\n\n# Fit exponential model\nexp_par = curve_fit(exp_model, x_train, y_train)\n\n# Display parameters\nprint('a:', exp_par[0][0])\nprint('b:', exp_par[0][1])\nprint('c:', exp_par[0][2])\nprint('d:', exp_par[0][3])\n\na: 255.96961561849702\nb: 57.671516523308355\nc: 0.016585403165490224\nd: 1.0298254042563226\n\n\n\n# Predict CO2 concentration using exponential model for train and test sets\ny_train_exp = exp_model(x_train, *exp_par[0])\ny_test_exp = exp_model(x_test, *exp_par[0])\n\n\n# Define lambda function for the mean absolute error formula\nmae_fn = lambda obs,pred: np.mean(np.abs(obs - pred))\n\n# Compute MAE between observed and predicted carbon dioxide using the exponetial model\nmae_train_exp = mae_fn(y_train, y_train_exp)\nprint('Exponential model MAE for train dataset:',np.round(mae_train_exp, 2), 'ppm')\n\nmae_test_exp = mae_fn(y_test, y_test_exp)\nprint('Exponential model MAE for test dataset:',np.round(mae_test_exp, 2), 'ppm')\n\nExponential model MAE for train dataset: 1.87 ppm\nExponential model MAE for test dataset: 2.06 ppm\n\n\n\n# Overlay obseved and predicted carbon dioxide\nplt.figure(figsize=(6,4))\nplt.plot(df_train['decimal_date'], y_train, '-k', label='Observed')\nplt.plot(df_train['decimal_date'], y_train_exp, '-r', label='Predicted')\nplt.title('Mauna Loa, HI')\nplt.xlabel('Time')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.legend()\nplt.show()\n\n\n\n\n\nExamine residuals of exponential fit\n\n# Compute residuals\nresiduals_exp_fit = y_train - y_train_exp\n\n# Generate scatter plot.\n# We will also add a line plot to better see any temporal trends\nplt.figure(figsize=(10,4))\nplt.scatter(df_train['decimal_date'],residuals_exp_fit, facecolor='w', edgecolor='k')\nplt.plot(df_train['decimal_date'],residuals_exp_fit, color='k')\nplt.title('Residuals')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.show()\n\n\n\n\n\n# Check if residuals approach a zero mean\nprint('Mean residuals (ppm):', np.mean(residuals_exp_fit))\n\nMean residuals (ppm): -4.931054212049981e-06\n\n\nResiduals exhibit a mean close to zero and a sinusoidal pattern. This suggests that a model involving sine or cosine terms could be used to add to improve the exponential model predictions." }, { "objectID": "exercises/atmospheric_carbon_dioxide.html#determine-seasonality-of-time-series", "href": "exercises/atmospheric_carbon_dioxide.html#determine-seasonality-of-time-series", "title": "68  Atmospheric carbon dioxide", "section": "Determine seasonality of time series", - "text": "Determine seasonality of time series\nTo determine the seasonality of the data we will use the de-trended residuals.\ny(t) = A \\ sin[2 \\pi (m + phi) ]\nt is time since March, 1958 (the start of the data set) A is amplitude of the wave m is the fractional month (Jan is zero and Dec is 1) phi is the phase constant (an offset to align the sine wave)\n\n# Define the sinusoidal model\nsin_model = lambda t,A,phi: A*np.sin(2*np.pi*((t-np.floor(t)) + phi))\n\n# Fit sinusoidal-exponential model\np0 = [-3, -10]\nsin_par = curve_fit(sin_model, x_train, y_train, p0)\n\n# Display parameters\nprint('A:', sin_par[0][0])\nprint('phi:', sin_par[0][1])\n\nA: 2.9614562555902526\nphi: -9.921208441996372\n\n\n\n# Generate timeseries using sinusoidal-exponential model\ny_train_sin = sin_model(x_train, *sin_par[0])\n\n\n# Visualize residuals of the exponential fit and the fitted sinusoidal model\nplt.figure(figsize=(10,4))\nplt.scatter(df_train['decimal_date'], residuals_exp_fit, facecolor='w', edgecolor='k')\nplt.plot(df_train['decimal_date'], y_train_sin, '-k')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.show()\n\n\n\n\n\n# Close up view for a shorter time span of 50 months\nzoom_range = range(0,50)\nplt.figure(figsize=(10,4))\nplt.scatter(x_train[zoom_range], residuals_exp_fit[zoom_range],\n facecolor='w', edgecolor='k')\nplt.plot(x_train[zoom_range], y_train_sin[zoom_range], '-k')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.show()\n\n\n\n\nAlthought we can still some minor differences, overall the sinnusoidal model seems to capture the main trend of the residuals. We could compute the residuals of this fit to inspect if there still is a trend that we can exploit to include in our model. In this exercise we will stop here, since this is probably sufficient for most practical applications, but before we move on, let’s plot the residuals of the sinusoidal fit. You will see that slowly the residuals are looking more random.\n\n# Calculate residuals\nresiduals_sin_fit = residuals_exp_fit - y_train_sin\n\n# Plot\nplt.figure(figsize=(10,4))\nplt.scatter(df_train['decimal_date'], residuals_sin_fit, facecolor='w', edgecolor='k')\nplt.title('Residuals')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.show()" + "text": "Determine seasonality of time series\nTo determine the seasonality of the data we will use the de-trended residuals.\ny(t) = A \\ sin[2 \\pi (m + phi) ]\nt is time since March, 1958 (the start of the data set) A is amplitude of the wave m is the fractional month (Jan is zero and Dec is 1) phi is the phase constant (an offset to align the sine wave)\n\n# Define the sinusoidal model\nsin_model = lambda t,A,phi: A*np.sin(2*np.pi*((t-np.floor(t)) + phi))\n\n# Fit sinusoidal-exponential model\nsin_par = curve_fit(sin_model, x_train, residuals_exp_fit)\n\n# Display parameters\nprint('A:', sin_par[0][0])\nprint('phi:', sin_par[0][1])\n\nA: 2.824752471828899\nphi: 1.1443361257709888\n\n\n\n# Generate timeseries using sinusoidal-exponential model\ny_train_sin = sin_model(x_train, *sin_par[0])\n\n\n# Visualize residuals of the exponential fit and the fitted sinusoidal model\nplt.figure(figsize=(10,4))\nplt.scatter(df_train['decimal_date'], residuals_exp_fit, facecolor='w', edgecolor='k')\nplt.plot(df_train['decimal_date'], y_train_sin, '-k')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.show()\n\n\n\n\n\n# Close up view for a shorter time span of 50 months\nzoom_range = range(0,50)\nplt.figure(figsize=(10,4))\nplt.scatter(x_train[zoom_range], residuals_exp_fit[zoom_range],\n facecolor='w', edgecolor='k')\nplt.plot(x_train[zoom_range], y_train_sin[zoom_range], '-k')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.show()\n\n\n\n\nAlthought we can still some minor differences, overall the sinnusoidal model seems to capture the main trend of the residuals. We could compute the residuals of this fit to inspect if there still is a trend that we can exploit to include in our model. In this exercise we will stop here, since this is probably sufficient for most practical applications, but before we move on, let’s plot the residuals of the sinusoidal fit. You will see that slowly the residuals are looking more random.\n\n# Calculate residuals\nresiduals_sin_fit = residuals_exp_fit - y_train_sin\n\n# Plot\nplt.figure(figsize=(10,4))\nplt.scatter(df_train['decimal_date'], residuals_sin_fit, facecolor='w', edgecolor='k')\nplt.title('Residuals')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.show()\n\n\n\n\nIt seems that there might still be some additional information that can be exploited in the residuals. However, it is unclear whether the trend will persist over time. For this tutorial we will stop here. Note that the pattern in the residuals may be attributed to local variations in the exponential fit (the main trend we fitted first). So the right course of action may be to first evaluate if a better trend model can better capture annual trends in atmospheric carbon dioxide. Also note that the residuals oscillate between +2 and -2 ppm, which is probably good for most practical applications." }, { "objectID": "exercises/atmospheric_carbon_dioxide.html#combine-trend-and-seasonal-models", "href": "exercises/atmospheric_carbon_dioxide.html#combine-trend-and-seasonal-models", "title": "68  Atmospheric carbon dioxide", "section": "Combine trend and seasonal models", - "text": "Combine trend and seasonal models\nNow that we have an exponential and a sinusoidal model, let’s combine them to have a full deterministic model that we can use to predict and forecast the atmospheric carbon dioxide concentration. The combined model is:\ny(t) = a + b \\ exp \\bigg(\\frac{c \\ t}{d}\\bigg) + A \\ sin(2 \\pi [m + phi] )\n\n# Define the exponential-sinusoidal model as the sum of both models\nexp_sin_model = lambda t,a,b,c,d,A,phi: exp_model(t,a,b,c,d) + sin_model(t,A,phi)\n\n\n# Recall that the parameters for the exponential and sinnusoidal models are:\nprint(exp_par[0])\nprint(sin_par[0])\n\n[2.55969616e+02 5.76715165e+01 1.65854032e-02 1.02982540e+00]\n[ 2.96145626 -9.92120844]\n\n\n\n# So the combined parameters for both models are\nexp_sin_par = np.concatenate((exp_par[0], sin_par[0]))\n\n\n# Predict the time series using the full model\ny_train_exp_sin = exp_sin_model(x_train, *exp_sin_par)\n\n\n# Create figure of combined models\nplt.figure(figsize=(6,4))\nplt.plot(df_train['decimal_date'], y_train, '-k', label='Observed')\nplt.plot(df_train['decimal_date'], y_train_exp_sin, \n color='tomato', alpha=0.75, label='Predicted')\nplt.title('Mauna Loa, HI')\nplt.xlabel('Time')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.legend()\nplt.show()\n\n\n\n\n\n# Compute MAE of combined model against the training set\nmae_train_exp_sin = mae_fn(y_train, y_train_exp_sin)\nprint('MAE using the exponential-sinusoidal model is:',np.round(mae_train_exp_sin, 2), 'ppm')\n\nMAE using the exponential-sinusoidal model is: 1.05 ppm\n\n\n\n# Compute residuals\nresiduals_exp_sin = y_train - y_train_exp_sin\n\n# Plot residuals\nplt.figure(figsize=(6,4))\nplt.scatter(df_train['decimal_date'], residuals_exp_sin, s=10)\nplt.xlabel('Time')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\n\nText(0, 0.5, 'Atmospheric carbon dioxide (ppm)')" + "text": "Combine trend and seasonal models\nNow that we have an exponential and a sinusoidal model, let’s combine them to have a full deterministic model that we can use to predict and forecast the atmospheric carbon dioxide concentration. The combined model is:\ny(t) = a + b \\ exp \\bigg(\\frac{c \\ t}{d}\\bigg) + A \\ sin(2 \\pi [m + phi] )\n\n# Define the exponential-sinusoidal model as the sum of both models\nexp_sin_model = lambda t,a,b,c,d,A,phi: exp_model(t,a,b,c,d) + sin_model(t,A,phi)\n\n\n# Recall that the parameters for the exponential and sinnusoidal models are:\nprint(exp_par[0])\nprint(sin_par[0])\n\n[2.55969616e+02 5.76715165e+01 1.65854032e-02 1.02982540e+00]\n[2.82475247 1.14433613]\n\n\n\n# So the combined parameters for both models are\nexp_sin_par = np.concatenate((exp_par[0], sin_par[0]))\n\n\n# Predict the time series using the full model for the train and test datasets\ny_train_exp_sin = exp_sin_model(x_train, *exp_sin_par)\n\n\n# Create figure of combined models\nplt.figure(figsize=(6,4))\nplt.plot(df_train['decimal_date'], y_train, '-k', label='Observed')\nplt.plot(df_train['decimal_date'], y_train_exp_sin, \n color='tomato', alpha=0.75, label='Predicted')\nplt.title('Mauna Loa, HI')\nplt.xlabel('Time')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.legend()\nplt.show()\n\n\n\n\n\n# Compute MAE of combined model against the training set\nmae_train_exp_sin = mae_fn(y_train, y_train_exp_sin)\nprint('Exponential-Sinusoidal model MAE for train set:',np.round(mae_train_exp_sin, 2), 'ppm')\n\nExponential-Sinusoidal model MAE for train set: 0.79 ppm" }, { "objectID": "exercises/atmospheric_carbon_dioxide.html#full-model-against-test-set", "href": "exercises/atmospheric_carbon_dioxide.html#full-model-against-test-set", "title": "68  Atmospheric carbon dioxide", "section": "Full model against test set", - "text": "Full model against test set\n\n# Predict the time series using the full model\ny_test_exp_sin = exp_sin_model(x_test, *exp_sin_par)\n\n# Compute MAE of combined model against the test set\nmae_test_exp_sin = mae_fn(y_test, y_test_exp_sin)\nprint('MAE using the exponential-sinusoidal model is:',np.round(mae_test_exp_sin, 2), 'ppm')\n\nMAE using the exponential-sinusoidal model is: 1.16 ppm\n\n\n\n# Create figure of combined models\nplt.figure(figsize=(6,4))\nplt.plot(df_test['decimal_date'], y_test, '-k', label='Observed')\nplt.plot(df_test['decimal_date'], y_test_exp_sin, color='tomato', alpha=0.75, label='Predicted')\nplt.title('Mauna Loa, HI')\nplt.xlabel('Time')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.legend()\nplt.show()" + "text": "Full model against test set\n\n# Predict the time series using the full model\ny_test_exp_sin = exp_sin_model(x_test, *exp_sin_par)\n\n# Compute MAE of combined model against the test set\nmae_test_exp_sin = mae_fn(y_test, y_test_exp_sin)\nprint('MAE using the exponential-sinusoidal model is:',np.round(mae_test_exp_sin, 2), 'ppm')\n\nMAE using the exponential-sinusoidal model is: 0.8 ppm\n\n\n\n# Create figure of combined models\nplt.figure(figsize=(6,4))\nplt.plot(df_test['decimal_date'], y_test, '-k', label='Observed')\nplt.plot(df_test['decimal_date'], y_test_exp_sin, color='tomato', alpha=0.75, label='Predicted')\nplt.title('Mauna Loa, HI')\nplt.xlabel('Time')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.legend()\nplt.show()" }, { "objectID": "exercises/atmospheric_carbon_dioxide.html#generate-2030-forecast", "href": "exercises/atmospheric_carbon_dioxide.html#generate-2030-forecast", "title": "68  Atmospheric carbon dioxide", "section": "Generate 2030 forecast", - "text": "Generate 2030 forecast\n\n# Forecast of concentration in July 2030 (relative date)\ny_2030 = exp_sin_model(2030.5 - start_date, *exp_sin_par)\nprint('Carbon dioxide concentration in 2050 is estimated to be:', np.round(y_2030),'ppm')\n\nCarbon dioxide concentration in 2050 is estimated to be: 443.0 ppm\n\n\n\nlast_date = df['decimal_date'].iloc[-1]\nx_forecast = np.arange(last_date, 2030, 0.1) - start_date\ny_forecast = exp_sin_model(x_forecast, *exp_sin_par)\n\n# Figure with projection\nplt.figure(figsize=(6,4))\nplt.plot(df['decimal_date'], df['monthly_avg_co2'], '-k', label='Observed')\nplt.plot(start_date+x_forecast, y_forecast, color='tomato', alpha=0.75, label='Forecast')\nplt.title('Mauna Loa, HI')\nplt.xlabel('Time')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.legend()\nplt.show()" + "text": "Generate 2030 forecast\n\n# Forecast of concentration in July 2030 (relative date)\ny_2030 = exp_sin_model(2030 - start_date, *exp_sin_par)\nprint('Carbon dioxide concentration in 2030 is estimated to be:', np.round(y_2030),'ppm')\n\nCarbon dioxide concentration in 2030 is estimated to be: 438.0 ppm\n\n\n\nlast_date = df['decimal_date'].iloc[-1]\nx_forecast = np.arange(last_date, 2030, 0.1) - start_date\ny_forecast = exp_sin_model(x_forecast, *exp_sin_par)\n\n# Figure with projection\nplt.figure(figsize=(6,4))\nplt.plot(df['decimal_date'], df['monthly_avg_co2'], '-k', label='Observed')\nplt.plot(start_date+x_forecast, y_forecast, color='tomato', alpha=0.75, label='Forecast')\nplt.title('Mauna Loa, HI')\nplt.xlabel('Time')\nplt.ylabel('Atmospheric carbon dioxide (ppm)')\nplt.legend()\nplt.show()" }, { "objectID": "exercises/atmospheric_carbon_dioxide.html#practice", diff --git a/exercises/atmospheric_carbon_dioxide.ipynb b/exercises/atmospheric_carbon_dioxide.ipynb index 3c322aa..d8d5d15 100644 --- a/exercises/atmospheric_carbon_dioxide.ipynb +++ b/exercises/atmospheric_carbon_dioxide.ipynb @@ -329,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -339,7 +339,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -366,24 +366,26 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ - "# Predict CO2 concentration using exponential model\n", - "y_train_exp = exp_model(x_train, *exp_par[0])\n" + "# Predict CO2 concentration using exponential model for train and test sets\n", + "y_train_exp = exp_model(x_train, *exp_par[0])\n", + "y_test_exp = exp_model(x_test, *exp_par[0])\n" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "MAE using the exponential model is: 1.87 ppm\n" + "Exponential model MAE for train dataset: 1.87 ppm\n", + "Exponential model MAE for test dataset: 2.06 ppm\n" ] } ], @@ -391,14 +393,17 @@ "# Define lambda function for the mean absolute error formula\n", "mae_fn = lambda obs,pred: np.mean(np.abs(obs - pred))\n", "\n", - "# Compute MAE between observed and predicted carbon dioxide using the expoential model\n", + "# Compute MAE between observed and predicted carbon dioxide using the exponetial model\n", "mae_train_exp = mae_fn(y_train, y_train_exp)\n", - "print('MAE using the exponential model is:',np.round(mae_train_exp, 2), 'ppm')\n" + "print('Exponential model MAE for train dataset:',np.round(mae_train_exp, 2), 'ppm')\n", + "\n", + "mae_test_exp = mae_fn(y_test, y_test_exp)\n", + "print('Exponential model MAE for test dataset:',np.round(mae_test_exp, 2), 'ppm')\n" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -433,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -463,7 +468,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -505,15 +510,15 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "A: 2.9614562555902526\n", - "phi: -9.921208441996372\n" + "A: 2.824752471828899\n", + "phi: 1.1443361257709888\n" ] } ], @@ -522,8 +527,7 @@ "sin_model = lambda t,A,phi: A*np.sin(2*np.pi*((t-np.floor(t)) + phi))\n", "\n", "# Fit sinusoidal-exponential model\n", - "p0 = [-3, -10]\n", - "sin_par = curve_fit(sin_model, x_train, y_train, p0)\n", + "sin_par = curve_fit(sin_model, x_train, residuals_exp_fit)\n", "\n", "# Display parameters\n", "print('A:', sin_par[0][0])\n", @@ -532,7 +536,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -542,12 +546,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -567,12 +571,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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FxcXIysrilPDetC6Y9u3bh08//RSjRo0S7xs1ahQ++ugjZGZm6jXc3fLz8+Hg4ABbW1s899xz2LZtG8aMGdPt8xMSEuDs7CzevLy8JM1nzNra2vDhhx/i559/5h2FmLnw8HB4e3tjw4YNUKvVHR5Tq9VISEiAj48PwsPDe3ydvLw8JCQkoLa2Vsq4hOjNd999h48//rjT554QKaSmpsLPzw+RkZFYunQpIiMj4efnh9TUVI1+Pjc3F++99x4aGhru+VzqCCO9YRYFN9PSiBEjWG5ubqf7c3Nzma+vr7Yvp5Xm5mZWWFjIjhw5wl566SU2YMAAdurUqW6f39TUxGpra8VbaWkpA8Bqa2slzWls1Go1e/755xkAJpPJ2L///W/ekYiZS0lJYTKZjEVHR7Ps7GxWV1fHsrOzWXR0NJPJZCwlJaXHnz958iRzcnJiANikSZNYVVWVgZITopt//vOfDAADwJ5++mmmUql4RyJmrH0bm5OTw+rr61lOTo7GbezBgwdZnz59GAA2Y8YMVl9f3+Pz29ramLe3N4uOju702VapVCw6Opr5+Piwtra2Xv/diPlRKpUMAMvJyeny8ezsbAaAKZVKwwZjjNXW1mpUG2hdMKWlpbHJkyezw4cPi/cdPnyYhYSEsG3btmkdtDdmzZrFnnnmGY2fr+mbYm7effdd8YtcuH3yySe8YxEzl5KSwry9vTt87nx8fO75RV5WVsaGDBnS4eeCgoJYZWWlgZITop2UlBQml8s7fGafe+45plareUcjZqi3xUtRUREbOHBgh89rWFjYPc+NetsRRiyXMRfckhVMLi4uzMbGhsnlcmZjY9Ph/11dXTvcpBYZGcmeeOIJjZ9viQVTUlKS2CBu2rSJrVmzpsOfCZFSW1sbUyqVbPPmzUypVN6zMaytrWWBgYEMALvvvvtYZmYmc3NzYwBYQEAAu3btmoGSE6IZpVLJbGxsGAD2zDPPsP/+979MJpMxAOyPf/wjFU1E73rTW3/jxg02YsQIBoBNmDCB7d27l7m4uDAAbPLkyay6urrHY+vaEUaIsRbcmtYGWm9c+8EHH2j7I3qxbt06PPjggxg6dCjq6+uxefNmZGRk0JycHmRmZuKJJ54AAKxatQqrVq0CYww2NjZ45513sHr1arS2tuKFF17gnJSYK4VCofGKSa2trVi4cCFOnDiBQYMGYdeuXfD29kZGRgZmzpyJ/Px8REREYM+ePTROnhiF48ePY/78+WhpaUFsbCz+8Y9/QKFQQKVSYdmyZfj444+hUCiwadMmyGQy3nGJmdB1PkhjYyMWLFiAwsJCDB06FOnp6fDw8MDevXsxe/ZsHDp0CLNmzcLu3bvRr1+/Ll87NjYWCxYsMMmNRwlfsbGxSE5ORnx8PEJDQ8X7fXx8TGMPL8PUb7331FNPsWHDhjEbGxs2cOBANmvWLPbLL79o9RqWdIXp9OnTYq9RbGxsh559tVrNXnnlFbF36K233uKYlJA7n8mnnnqKAWD29vbsyJEjHR4/d+4cGzx4MAPARo4cycrKyjglJeSOoqIiNmjQIAaARUREsMbGxg6Pf/7552IbGx8fT1eaiN7ocoVJpVKxuLg4BoA5Ozt3mv994sQJcZheYGAgu379upR/BWLBtB15IjW9Dsm7deuWVgfX9vmGYikFU3l5uXjJPCQkhN2+fbvL57355pviF/orr7xCX+iEmzfeeIMBYHK5nKWnp3f5nKKiIjZ06FAGgPn6+rJLly4ZOCUhd5SXl7Phw4eLJ5c1NTVdPu+zzz4T29g///nP1MYSvdBlPkh8fDwDwKytrbudWH/q1CmxE2Ds2LGsoqJCyr8GIUZBrwWTu7s7S0hIYFevXu32OWq1mv3yyy/sgQceYBs2bNAurYFYQsF069YtFhwczAAwPz+/e/YStV8QYt26dfSFTgzu66+/Fj+D//znP3t8bnFxMfPx8WEAmLe3N7t48aKBUhJyR01NDRs/fjwDwIYPH87Ky8t7fP7HH38sfr5ffvllamOJXmgzH+TDDz8UP4Pffvttj6979uxZ5unpyQCw0aNHsytXrkj9VyGEK70WTGfPnmWxsbHM1taWTZ48mf3hD39gb731FktMTGQvv/wye/jhh5m7uzsbMmQI++STT7hfXuuOuRdMra2tLCoqigFgAwYMYIWFhRr93KZNm8TGdM2aNfSFTgzm119/ZVZWVgwAe+mllzT6mcuXL4uTlr28vDT+nBPSW42NjSwiIoIBYG5ubqyoqEijn/vggw/ENva1116TOCWxFJoswJCWliYuQqJpZ3ZhYSHz8vISO14vX74s1V+BEO4kWSXv0qVLLDExkS1YsICNHz+ejRo1ioWFhbE//vGPbOfOnUZbKAnMuWBqv9eSnZ0dy87O1urn2/eC0spOxBDa77W0ZMkSrfatuXLlChs9ejQDwDw9PdnZs2clTErInWFQsbGxDABzdHRkx44d0+rnN27cSPNGid71NB+k/V5LzzzzjFbf6xcvXhSLMR8fH1ZcXCxBekL4k2xZcVNmzgWTMLSuN0sz/utf/xJ7op599lnaeJFIpv1eSzNmzGBNTU1av0ZFRQUbO3YsA8AGDRrU4ybWhPSGWq1mzz77LAPAbGxs2N69e3V6nfZDoN955x09pyTkN+33WnrooYdYa2ur1q9x6dIl5uvrywCwoUOHanxFlRBTQgVTF8y1YGq/19IHH3zQq9f66quvxKJp2bJlRn/VkJieu/daqqqq0vm1rl+/Lr7WwIED2YkTJ/SYlJA7hFVFZTIZ+/7773v1Wm+//bbYXicmJuopISG/uXuvpfr6ep1fq6ysjI0cOZIBYIMHD2bnzp3TY1JC+KOCqQvmWDDt27dP3DRx1apVennN//3vf+Ku9b/73e906pkipCstLS1szpw54lUhfQzzuHnzprjQSb9+/djRo0d7H5SQ/++TTz4RC5xPP/1UL6/5+uuv662Ti5D2bt++zUJDQ8WrQj0t1qWp8vJyNmbMGAaAubu7s9OnT+shKSHGgQqmLphbwdTTXku9tXXrVqZQKBgAtnjxYtbS0qK31yaW6V57LfVGdXU1mzJlCgPAXFxc2KFDh/T22sRybd26Vbziru/FGv7yl7+IRdPHH3+s19cmluleey31xrVr11hAQIB4Nf/kyZN6e21CeKKCqQvmVDBputdSb6SmpjJra2sGgD3yyCOsublZ78cglkOTvZZ6o7a2VuxZdXJy0nrhE0La+/XXX8X27w9/+IPeF8JRq9XspZde0vvVK2K5NNlrqTcqKytZUFAQA8D69+/Pjh8/rvdjEGJoVDB1wVwKJm33WuqNnTt3ikP+aGUnoitt9lrqjfr6ejZ9+nRxaf3GxkbJjkXM15EjR5iDgwMDwOLi4iSby6lWq9natWs13iOHkO5os9dSb1RVVbFJkyaJ2zrQPGdi6iQtmDIzM9ljjz3GQkJCWFlZGWOMsW+++YZlZWXp8nIGYw4Fk657LfXGv/71LwaAjRgxgpYbJ1prv9fSn//8Z8mP19DQIK7Ap+uKkcRy1dfXs0GDBjEAbObMmTqt4KgNtVrNVq5cKW6ES20s0ZYuey31Rk1NDevXrx8DwHbv3i358Yh5OX/+PEtISGAXLlzgHYUxpnltIIeWUlJSMHfuXPTp0wfHjx9Hc3MzAKC2thYbNmzQ9uWIlr799lukp6fDzs4OO3bsgJ+fn+THXLx4Mfr06YPCwkIcOXJE8uMR86FSqfDEE0+gra0NixcvNkgbYW9vj6VLlwK48/tCiDZ27NiBa9euYdiwYdi2bRtsbW0lPZ5MJsOGDRvQt29fXLx4EYcOHZL0eMS8NDU1YdmyZWCM4ZlnnsFLL70k+TGdnZ2xcOFCANTGEu19++23WLduHVauXMk7ila0Lpjeeust/POf/8S///1vWFtbi/eHhYXh2LFjeg1HOtu8eTMAYP369Zg6dapBjuno6IgFCxZ0OD4hmsjMzMSVK1fg6uqKr776CnK51k2OTh577DEAwA8//ICamhqDHJOYhy1btgAAHn/8cTg5ORnkmH379hXb2KSkJIMck5iHn3/+GdXV1Rg8eDA++eQTyGQygxxXaGNTUlLQ2NhokGMS08cYw9atWwEAixYt4pxGO1qfvZw7dw7Tp0/vdL+zszOdmEjsxo0b2LNnDwBgyZIlBj220GO/ZcsWqFQqgx6bmC6hYXz44YdhZ2dnsOMGBARg7NixaG5uxrZt2wx2XGLaqqur8dNPPwG4c2XdkIQ2duvWrdTGEo0Jbeyjjz4KKysrgx03LCwMXl5eqK+vx65duwx2XGLaCgoKcPbsWdja2oqdRKZC64LJ3d0dRUVFne7fv38/hg8frpdQpGvbtm2DSqXChAkTDDIUr725c+fC1dUVFRUVUCqVBj02MU1tbW1ISUkBYPieJJlMRsPyiNa2bduG1tZW+Pv7Y8yYMQY99v33349+/fqhoqICGRkZBj02MU2NjY3YsWMHAMO3sXK5XOy4pTaWaEoo8B944AGDXcHXF60Lpt///vf405/+hNzcXMhkMly9ehXffvst1q5di+eff16KjOT/43kZ08bGRhyzTMPyiCaUSiUqKyvRv39/zJw50+DHF77M9+7di/LycoMfn5geoY019NUlQLc2VqVSISMjA0lJScjIyKArUxZm165daGhowLBhwzB58mSDH1/olKKhz0QTpjwcD9ChYHrppZewdOlSzJo1C7du3cL06dPx9NNP49lnn8X//d//SZGRALh27ZrY6yh8qRpa+zHLTU1NXDIQ0yE0jI888ohBh4oIfHx8EBoa2qGRJqQ7169fF4c88/oyF4r8lJQUcUGl7qSmpsLPzw+RkZFYunQpIiMj4efnh9TUVENEJUag/XA8Q81dam/cuHEYO3YsWlpa6HNH7ikvLw9FRUWws7NDdHQ07zha07pgkslkePnll1FVVYWCggIcPHgQN27cwJtvvilFPvL/paSkQK1WY/LkyfDx8eGSYdq0aRgyZAjq6urwww8/cMlATENra6v4BcqzJ4mG5RFNpaSkQKVSITg42OBDngXh4eEYPHgwamtr8eOPP3b7vNTUVMTFxSEgIAA5OTmor69HTk4OAgICEBcXRyevFqChoQHp6ekA+LWxNPSZaEMo8OfNmwcHBwfOabSn85JVNjY2GDNmDCZPnmySf3FTYwyXMduPWaZheaQnv/76K6qrq+Hm5oYZM2Zwy7Fw4UIoFAocOXIE58+f55aDGD9hdTwew/EEcrlcPH53q+WpVCrEx8cjKioKaWlpCAkJgYODA0JCQpCWloaoqCisXbuWhueZufT0dDQ2NsLX1xcTJkzglkM4J1Aqlbh69Sq3HMS4mfpwPADQaJxMbGysxi9IPVv6d/XqVWRlZQHgNxxP8Nhjj+Fvf/ubOGbZxcWFax5inISGMS4uDgqFglsONzc3zJkzBz/++COSkpLw6quvcstCjNeVK1fENvbRRx/lmmXp0qXYuHEjduzYgfr6ejg6OnZ4PCsrCyUlJUhKSuq0TL9cLse6desQGhqKrKwsREREGDA5MSTew/EEwtDn7OxsbN26FatXr+aWhRivI0eOoKSkBPb29pg3bx7vODrR6AqTs7OzeHNycsKePXs6bGB69OhR7NmzB87OzpIFtWTff/89GGMIDQ2Fl5cX1yzjxo3DmDFjaLlm0q3m5makpaUBMI6epPZDRhhjnNMQYyS0sWFhYRg6dCjXLEFBQRg5ciSamprE36P2hAVM/P39u/x54X5a6MR81dXViUt5G1MbSyNPLIe2C84IBX50dDTs7e0NEVHvNCqYvvrqK/E2aNAgPProoyguLkZqaipSU1Nx8eJFLF68GAMGDJA6r0X67rvvABhHw0hjlsm9/PLLL6itrYWHhwemTZvGOw4WLFiAPn36oLCwEEePHuUdhxghYTiesbWxXQ3L8/DwAHBnP5OuCPcLzyPmZ+fOnWhubsaoUaMwbtw43nFo6LOF0XbBGbVabVTnsbrSeg7Tl19+ibVr13YYZqNQKLBmzRp8+eWXeg1HgNLSUmRnZ0MmkyEuLo53HAC/9SbRcs2kK0JP0sKFCzsNGeLB0dFR3CCPekDJ3YqLi5Gbmwu5XM59yLNAmBfyyy+/4MaNGx0eCw8Ph7e3NzZs2AC1Wt3hMbVajYSEBPj4+CA8PNxgeYlhGctwPIEw9BmgNtbc6bLgTG5uLkpLS+Hg4IAHH3yQQ2r90Ppspq2tDWfPnu10/9mzZzs13qT3hKo8PDwcnp6enNPc4ePjg6lTp9JyzaSTxsZGbN++HYBx9SQJRf6WLVtoMjzpQGhjIyIi4O7uzjnNHSNHjkRwcDBUKhWSk5M7PKZQKLBx40akp6cjJiamw0lLTEwM0tPTkZiYyHXuIJFOTU0NfvrpJwDG2cZu3ryZhj6bKV0XnBHOExcsWAA7Ozse0fVC64Jp2bJlWL58Od5//33s378f+/fvx8aNG/H0009j2bJlUmS0aMZ6GZOG5VkObcYq//TTT7h16xa8vLwQEhJiwJQ9mzt3Lvr164fy8nJxPzNCAONYHa8rPa1IGhsbi+TkZOTn5yM0NBROTk4IDQ1FQUEBkpOTtVqoiZiW7du3o7W1FWPHjsXYsWN5xxG1H/rcfo47MR/CgjPr16/vdsGZ4uJicQEd4M5V7++//x6A8Z3Hao1pSaVSsXfffZd5enoymUzGZDIZ8/T0ZO+++y5ra2vT9uUMqra2lgFgtbW1XHO0tbUxpVLJNm/ezJRKZbfv28WLFxkAJpfLWUVFhYFT9uzatWtMoVAwAOzcuXO84xCJpKSkMG9vbwZAvHl7e7OUlJQun79o0SIGgK1Zs8bASe/t2WefZQDYU089xTsKkZimbeyZM2cYAGZlZcUqKysNnLJnpaWlTCaTMQDs0qVLXT5H078nMR8PPvggA8Bef/113lE6Wbx4MQPAVq1axTsKkcDmzZsZAFZfX9/l43V1dQwA27x5s3hfZmYmA8CcnZ1ZU1OToaJqRdPaQOuC6e6D8C4+tGEMBZM2J6DvvPMOA8BmzpzJIem9PfDAAwwAe+2113hHIRJISUlhMpmMRUdHs5ycHFZfX89ycnJYdHQ0k8lknT6zDQ0NzN7engFgubm5nFJ3b9++fQwAc3JyYo2NjbzjEIlo08a+9tprDAB78MEHOSS9txkzZjAA7N133+UdhUhI08K3srKSWVlZMQDs7NmzBk55bzt27GAAmLu7OxXvZkipVDIALCcnp8vHs7OzGQCmVCrF+1asWMEAsCeeeMIwIXVgkILJ1PAumLQ9AZ0wYQIDwD777DMuee/lm2++YQDYiBEjmFqt5h2H6FFbWxvz9vZm0dHRTKVSdXhMpVKx6Oho5uPj0+FL8bvvvhNPTo3x86BSqZiXlxcD0O0VMmLatGlj1Wo1Gz16NAPA/vOf/3BM3b3PPvuMAWDjx4/nHYVIRJsC//PPP2cAWGBgoOGDaqC5uZn169ePAWC7d+/mHYfombbnBW1tbWzQoEEMANu1axePyBrRa8EUFBTEqqqqGGOMjR8/ngUFBXV7k8qGDRvYxIkTmYODAxs4cCBbsGCB1j0sPAsmbT9ohYWFDABTKBTsxo0bBs+ribq6OtanTx8GgB0+fJh3HKIBTXsydelJeuSRRxgA9uKLL0oRXS9efPFFBoA98sgjvKMQPdO2jT1x4gQDwGxtbVlNTQ2PyPfU/orC6dOneccheqZtJ+r999/PALC3336bU+J7E4Y+L1u2jHcUIoH2n9ns7GxWV1fHsrOzu/zM7t27lwFgrq6urKWlhWPqnum1YHrttddYQ0OD+P893aQyd+5c9tVXX7GCggKWl5fHHnroITZ06FB269YtjV+DZ8Gk7QnoW2+9xQCwOXPmGDCl9oQ5K6tXr+YdhdyDNj2Z2o5Vrq+vZ3Z2dgwAO3r0qKR/j97Iy8sz+pNkohtt29h169YxACwmJsaAKbUXFRXFALC//vWvvKMQPdK2wL9+/bo4b7ioqIhHZI3Q0Gfz19W5hI+PT6dzCaF4Xr58OaekmjH7IXnXr19nANi+ffs0/hmeBZO2J6Djxo1jANgXX3xhyJha2759OwPAPDw8aMyyEdO2J1Pbk0/h8+3n52eUw/EEarWajRkzhgFgX375Je84RI+0aWPVajUbPnw4A8C2bNli4KTa+fbbbxkA5uvra9S/W0Q72rax//znPxkAFhwcbMCU2qOhz5bhXqNVWltb2YABAxgA9ssvv3BKqRlNawOtlxVXKpXdPvbZZ59p+3I6q62tBQD069ev2+c0Nzejrq6uw40XbXZnP3v2LE6ePAkrKyvExMQYKqJOHnjgAbi6una5XLM2y1ET6eiyd4K2m2Ma20aK3ZHJZHjssccA0AaL5kabNvbIkSO4ePEi7O3tERUVZbCMupg/fz7s7e1x4cIFWq7ZjAibvvv7+3f5uHC/8Lz2bawxk8vl4pL4tO2I+VIoFIiIiMCSJUsQERHRad83pVKJyspKDBgwAJGRkZxS6pm2lZiNjQ1bu3Zth/GIN27cYFFRUczFxUX70k4HKpWKzZs3j4WFhfX4vFdffbXDJUPhZuxzmISVmx566CGD59TFM88802m5Zm2XoybS0WU+EmOaj1Wura1lNjY2DAA7ceKE1H+dXmu/XP/Vq1d5xyF6ok0bu2bNGgaALV68mFNa7dByzeZHm3a5vLycyeVyBoAVFxcbNqgO2g99rq6u5h2HcLB8+XIGgD377LO8o9yTZEPyDhw4wHx9fVlgYCA7deoUS09PZ4MGDWLTp09nJSUlOgfWxnPPPceGDRvGSktLe3xeU1OTuPR5bW0tKy0tNZpV8no6ARWGDBnryk13y8jIENfZb2xs1Hr4F5GWLnsnCDQZqyysljh69GiTGTI0depUBoBt2rSJdxSiR5q0sSqVig0ePJgBYNu2beMdWSPCcs009Nl8aFPgf/zxxwwAmzJlCqe02qGhz5atubmZubq6MgBs7969vOPck6RzmOrr69ljjz3GbG1tmbW1NXvnnXcMdqK0YsUKNmTIEHbx4kWtf5b3suKM3fsEND8/nwFgNjY2JjMpXaVSsSFDhjAA7Pvvv9d6OWoiLV2vMAnuNVZZmJT+yiuv6Du6ZIQTkEmTJvGOQvTsXm1sVlaWyU1Kb38CsmfPHt5xiJ5o2okaHh7OALCNGzdyTqy5t99+mwFgs2bN4h2FGNiuXbsYADZo0CCTONeTtGA6evQoGzVqFPP19WV9+vRhy5Yt02q1Ol2o1Wq2YsUK5unpyc6fP6/TaxhDwcRYzyegf/nLXxgANn/+fI4JtffCCy8wAGz69Om9Ojkn+qfLnkqaqqqqYtbW1gwAO3XqlL4iS+7atWviilO6tifEePXUxprCRopd+f3vf88AsKeffpp3FKJH9yrwy8rKmEwmYwDY5cuXOafVnDD0WSaT0dBnC/PEE08wAGzFihW8o2hEsoIpISGB2djYsD/+8Y+ssbGR5efns/Hjx7Phw4ez7OxsnQPfy/PPP8+cnZ1ZRkYGKy8vF2+3b9/W+DWMpWDqjlqtZiNHjmQA2Lfffss7jlaOHz/OAIgnz7oM/yLS0WbvBG18+eWXDADz9/fXc2LpPfDAAwyApNshEOPS2trK3NzcGAD2448/8o6jFWFPExcXF9bU1MQ7DtGjngr8Dz74gAG455xtY0RDny1PU1MTc3Z2ZgBYZmYm7zgakaxgcnd377Rjb0tLC1u7di2zsbHR9uU01tXiDQDYV199pfFrGHvBJBQddnZ2rK6ujnccrajVanbfffeJ/y50hcn4aLp3gjaEouONN97QY1LDEOZejRw50mTmXpHe2b17NwPA+vfvb9QbKXalra2NeXp6MgBs+/btvOMQAxGKjr///e+8o2jto48+YgDYxIkTGWOab5xOTJcw39LT07PTiBZjJVnBdOPGjW4fy8jI0PblDMrYC6aXXnqJAWCxsbG8o+hE2GzXzs6O5jAZKX1+YVVWVjIrKysGgJ07d06PKQ2jrq6O9enThwFghw8f5h2HGMDTTz/NALBnnnmGdxSdrF69mgFgixYt4h2FGMClS5fEYW1XrlzhHUdr7Yc+f/TRR7RyrgV47LHHGAD2pz/9iXcUjUm2D9OAAQOgUqmQkpKCt956C2+99RZSU1OhUqkwY8YMbV+O/H+MMXz33XcAgEWLFnFOoxth74WWlhbs3LkTMTExyMnJQX19PXJychATE4P09HQkJiZ2WrOfGMa99k7QRmpqKtra2jB+/HiMHDlSjykNw9HREfPnzwdAezJZgpaWFqSkpAAAFi9ezDmNbpYuXQoA2LFjB27dusU5DZHa999/DwCYPn06PD09OafRnpubG+6//34AwP/93/8hICCgwzlBQEAA4uLikJqayjkp0YfGxkZs374dgOmex/ZI20qssLCQjRgxgtnb27OgoCAWFBTE7O3t2ahRo1hRUZGuBZ5BGPMVpsOHDzMAzN7eXvIFNKQUEhLCALBly5bpffgXMS6zZ89mANiGDRt4R9HZ9u3bablmC5Gens4AMHd3d5P9t1ar1czPz48BYP/73/94xyESmzRpEgPAPvnkE95RdPb1118zAKxv376dfu9o1Il5SU1NZQDY0KFDTWqYu2RXmFauXAlfX1+Ulpbi2LFjOHbsGC5fvgwfHx+sXLlSP1WcBRJ28Y6KikLfvn05p9HdY489BgAoKChAUVERlEolNm/eDKVSicLCQsTGxnJOSPTh+vXr2Lt3LwDT7kl64IEH4OrqivLycuzZswcZGRlISkpCRkYGVCoV73hEj7Zs2QIAWLhwocle4ZbJZOJVpqSkJM5piJQuXryIw4cPQy6X45FHHuEdR2cDBw4EADQ0NOD48eMdHpPL5Vi3bh2Ki4uRlZXFIx7RI+E8duHChZDJZJzT6J/WBdO+ffvw3nvvoV+/fuJ9/fv3xzvvvIN9+/bpNZylYGYwHE8gnIwcPnwYFy9e1NvwL2JcUlJSoFarMXHiRAwfPpx3HJ3Z2Nhg4cKFAIBHHnkEkZGRWLp0KSIjI+Hn50dDRcxE+6EipjocTyAMff75559x8+ZNzmmIVITheJGRkRg0aBDnNLqrra0V/7+roc/+/v4AgPLycoNlIvrX0NCAnTt3AjD989juaF0w2draor6+vtP9t27dgo2NjV5CWZrc3FxcvnwZDg4OePDBB3nH6ZVBgwZh9uzZAKgH1JwJBf6jjz7KOUnvDRkyBADQ1NSEjIwMGl9vhn788UfU19dj6NChCAkJ4R2nV0aPHo2goCC0tbUhOTmZdxwiEaG33tTbWA8PD/H/t2zZ0unKfUFBQafnEdOza9cu3L59Gz4+Ppg4cSLvOJLQumCKiorCM888g9zcXLA7q+zh4MGDeO6558QJ1EQ7QsM4f/589OnTh3Oa3hOG5X377bdgjHFOQ/StvLxcvJps6l/mKpUKX3zxBezs7NDW1oabN2/CwcEBISEhSEtLQ1RUFNauXUvD80ycMBzv0UcfhVyu9dee0RGuMtFiJeapsLAQx48fh0KhMPlh7OHh4Rg2bBisra1RXl6OjIwM8TG1Wo2EhAT4+PggPDycX0jSa+0LfHMcjgfoUDB9+OGH8PX1xdSpU2FnZwc7OzuEhYXBz88Pf//736XIaNbUarV46d1cLmPGxMTAzs4O58+fx7Fjx3jHIXqWnJwMxhhCQkIwbNgw3nF6JSsrC5cuXRLnCLQ/AaXx9cZBpVL1am7ZrVu3kJ6eDsD0h+MJhL9HVlYWSktLOach+iacfM6ePRsDBgzgnKZ3FAoF3n//fbS2tgIAPvjgA1o518zU19fjhx9+AGA+57Fd0bpgcnFxwfbt23Hu3DkkJycjOTkZ586dw7Zt2+Ds7CxFRrOWnZ2NK1euwMnJCXPnzuUdRy9ouWbzZk7D8YRx83/4wx8AAOnp6R3G3NP4er5SU1Ph5+fXq7llO3fuRGNjI/z8/DBhwgQJ0xqOl5cXwsPDwRgTT66J+TCnNhYAYmNj8cYbbwC408Y6OTkhNDQUBQUFSE5ONvmraJYuPT0dTU1NGDFiBMaPH887jmR0HpswYsQIREdHIzo6Gn5+fvrMZFGEL7uYmBjY2tpyTqM/wrC8pKQkGs5kRsrKyrB//34AEBdLMGXCuHmZTIYxY8agubm5w8k4ja/nJzU1FXFxcb3eu0UYjrd48WKzGipCq+WZpzNnziA/Px/W1tZ4+OGHecfRm5dfflmcL7pq1SpaOdeMWMJwPACQMQ0mmaxZswZvvvkm+vbtizVr1vT43Pfff19v4fStrq4Ozs7OqK2thZOTE+84UKlUGDJkCCoqKvDDDz/goYce4h1Jb1paWuDu7o7q6mrs2bMHM2fO5B2J6MGmTZuwZs0aTJs2zSyGqalUKvj5+SEgIACTJ0/GX//6V8yePRu7d++GWq1GTEwMCgoKUFhYSENGDKj9v0taWlqHeUfa/LtUV1dj0KBBaG1tRX5+vnjF0BxUVlbCw8MDbW1tOHv2LEaNGsU7EtGD1157Da+//jrmzZsnDiU1Fy+++CL+9re/4ZFHHqEFS8xEbW0t3Nzc0NLSgpMnTyIgIIB3JK1pWhtodIXp+PHj4vjT48ePd3vLy8vTS3hLkZWVhYqKCri6uoory5kLGxsbxMXFAaAeUHNibkNFFAoFNm7ciPT0dCiVSgDA3r178cMPP9D4eo6ysrJQUlKC9evXd1qkQZu5ZWlpaWhtbcXYsWPNqlgCgAEDBmDOnDkAqI01F+23GDGXNrY94apoeno66urqOKch+rBjxw60tLTgvvvuM7s29m4aFUxKpRIuLi7i/3d3EzayJJoRLmM+/PDDZrkkuzCR/pdffqHV8szApUuXcPDgQchkMrEYNgexsbFITk7GxYsXAdy5ghEVFUXj6zkS5ox19wWs6dwyoY01l8Ue7iasliecZBPTVlBQgDNnzsDGxgYLFizgHUfvAgMDMXz4cDQ3N5vFCAViOcPxgF7MYSK909bWhpSUFADmu6rItGnTYG1tjcuXL6O4uJh3HNJLwknZjBkzzG5OT2xsLIqKisRe3Xnz5tH4eo6Ez5cwh+xumswtu3HjBn799VcA5tvGRkVFQSaT4cyZM7h69SrvOKSXhJPPBx980CwX0ZLJZOLwfOGKPjFd1dXV+OWXXwCYbxvbnpUmT9LmpIE2edRMRkYGbty4gf79+5vt/J6+ffti8uTJOHDgAPbu3Yvhw4fzjkR6wZyHigB3huc9/vjj+O6773DmzBkahsdReHg4vL29sWHDhi7nMGmyd0tKSgpUKhUmTJiAESNGGCK2wbm4uCAoKAjHjh1DRkaGOOSJmB5zH44niIyMxOeff04jksyAMOQ5ICAA9913H+84ktPoCpOzs7N4c3Jywp49e3DkyBHx8aNHj2LPnj1m2SMiFaEn6ZFHHoGVlUZ1q0mi3iTzcOHCBRw5cgRyuVwcammOwsPDoVAocPHiRVy+fJl3HIvVfm5ZTExMh1XyNJ1bJnTemXvPZ2RkJABqY01dXl4eCgsLYWdnh+joaN5xJCN8XvPy8lBVVcU5DemN9sPxLIFGBdNXX30l3gYNGoRHH30UxcXFSE1NRWpqKi5evIjFixeb/AZrhtLa2mqRX+Y0j8l0CSsazZw5E25ubpzTSMfJyQkTJ04EQCegvAlzy/Lz8xEaGqrV3i3Nzc3i8vfmtPpoV4ROKeqxN23CBvbz5s2Do6Mj5zTS8fDwwOjRo8EYQ2ZmJu84REdVVVXikGcqmLrx5ZdfYu3atR169hQKBdasWYMvv/xSr+HMVXFxMfr27Qs3NzfMmDGDdxxJTZ06Fba2tigvL8f58+d5xyE6EsYpx8TE8A1iANRjbzyEuWVKpRKbN2/WeO+Ww4cPo7GxEQMHDsTYsWMNlJYPuipqXFQqFTIyMpCUlISMjAyN9yGkNpaYEqVSCZVKhTFjxmDkyJG84xiE1gWTsOfD3c6ePQu1Wq2XUOZu5MiRKCkpQW5urtnPk7Czs8PUqVMBUONoqpqbm5GdnQ0AZjvfrj26KmpcFAoFIiIisGTJEkRERGjUZgptTUREhNmv3OTo6EhXRY1Eamoq/Pz8EBkZiaVLlyIyMhJ+fn73nNtdU1OD48ePA/it/TFnVDCZvoyMDACWcU4g0LpgWrZsGZYvX473338f+/fvx/79+7Fx40Y8/fTTWLZsmRQZzZJcLoe3tzfvGAZBQ0ZMW25uLpqamjBo0CCMHj2adxzJhYWFias7CkuNE9MinIhZwsknQCegxiA1NRVxcXEICAjoMOcuICAAcXFxPRZNWVlZUKvVGDFiBAYPHmzA1HxEREQAAPLz83Hjxg2+YYhO2ndKWQqtC6bExES8+OKL2LhxI6ZPn47p06fj/fffxwsvvIC//e1vUmQkJk74Ms/IyKAeexNkSb31wJ3VHadMmQKATkBNUVNTk3hF1FK+zOmqKF8qlQrx8fGIiopCWloaQkJC4ODggJCQEKSlpSEqKgpr167tdniepRX4AwcOREBAAIDfrlQQ03H9+nWcOnUKAMx+Wkl7WhdMcrkcL774Iq5cuYKamhrU1NTgypUrePHFF81+eBnRzeTJk2Fvb48bN26Iv2TEdAhfaJbyZQ5Qj70py83NRXNzM9zd3S3iiijQ8aoo7XlneFlZWSgpKcH69es7LIEP3DlnWrduHYqLi7vdrJXaWGJK9u3bBwAYN26cRS321quNa52cnODk5KSvLMRM2djYICwsDAA1jvqi68RibTU1NSEnJweA5fTWA9Rjb8os7Yoo8NuedwC1sTyUl5cDAPz9/bt8XLhfeF57VVVVyMvLA2BZvfVUMBkPbc8nLHE4HtDLgokQTQmNI81j6j1dJxbrIicnB83NzfDw8LCYlXAAWt3RlFna8CYBnYDy4+HhAQAoKCjo8nHhfuF57WVmZoIxhtGjR3f5uLmaMWMGZDIZzp49i6tXr/KOY7F0OZ+w1DaWCiZiEMLCD/v27aPVFHuhNxOLddF+qIil9NYDHVd3pCLfdDQ2NuLgwYMALO/LnK6K8hMeHg5vb29s2LCh0/ebWq1GQkICfHx8EB4e3ulnLXE4HgC4uroiKCgIAM1j4kWX84mKigqcPXsWMpkM06dP55CaHyqYiEEEBwfD0dER1dXVOHHiBO84Jqm3E4t1YamX3oHfinzqse89Qw0hzc7ORktLCzw9PeHn5yfJMYzV1KlTYWNjg6tXr6KwsJB3HIuiUCiwceNGpKenIyYmpsPJZ0xMDNLT05GYmNjlPG9LbmPpqig/up5PCMVtYGAg+vXrxyE5P1QwEYOwsrISe9eocdRNbycWa+v27dsW21sP0OqO+mLIIaSWekUUAPr06UN73nEUGxuL5ORk5OfnIzQ0FE5OTggNDUVBQQGSk5O73Gy5srISJ0+eBEAFEzEsXc8nLHU4HqBjwbRnzx6sX78eTz/9NJ566qkON0K6Q/OYeqc3E4t1kZOTg9bWVgwePBi+vr56eU1TQqs79p6hh5Ba8pc5QCegvMXGxqKoqAhKpRKbN2+GUqlEYWFhl8UScGf+EgCMGTMGbm5uhoxqFMLDw6FQKHDhwgVcvnyZdxyLouv5hNApZYkFvtYF0+uvv445c+Zgz549qKysRHV1dYcbId0RhjhlZmaira2NcxrT05uJxbpof/Jpab31AK3u2FuGHkLa0NCAQ4cOAaCCia6K8qNQKBAREYElS5YgIiKix+1WLL3Ad3JywsSJEwFQG2toupxPXL16FefPn4dcLre4+UuADgXTP//5T3z99dfIzc1FWloatm3b1uEmpczMTERHR8PT0xMymQxpaWmSHo/oV2BgIFxcXFBfX49jx47xjmNyejOxWBeWOhm5PboqqjtDDyE9cOAAWltbMXToUPj4+OjlNU3NlClT0KdPH1y7dg1nzpzhHYfcA7WxdFWUF13OJ4TPa1BQEFxcXAyY1jhoXTC1tLQgNDRUiiz31NDQgMDAQHzyySdcjk96R6FQiPtMUOOovd5MLNZW+956S7z0LqDVHXVn6CGk7YeKWOIVUQCwtbUVr4pSkW/cbty4IfbiW9L+S3ej1R350OV8wpIXKAF0KJiefvppbN68WYos9/Tggw/irbfewsMPP8zl+KT3NOlNMtSKWqZIl4nFuqDe+jtodUfd8RxCasmox940CAV+QEAABgwYwDcMR2FhYbC2tsbly5dRXFzMO45F0fZ8wtLbWCttf6CpqQn/+te/8Ouvv2LcuHGwtrbu8Pj777+vt3C91dzcjObmZvHPdXV1HNMQ4LdftKysLLS0tMDGxqbD46mpqYiPj0dJSYl4n7e3NzZu3Ki3YsDUxcbGYsGCBcjKykJ5eTk8PDzEybP6YsmrjbUnrO64a9cuKJVKcd8Qcm/th3ykpaV1GJan7yGk9fX1OHz4MADL/TIXtJ/HpFarOw2HJMaBhuPd0bdvX0yePBkHDhzA3r17MXz4cN6RLIqm5xOlpaW4cOEC5HK53ob9mxqtW9KTJ09i/PjxkMvlKCgowPHjx8VbXl6eBBF1l5CQAGdnZ/Hm5eXFO5LF8/f3x4ABA3D79m3xBEdg6BW1TJk2E4t1YemX3tujeUy6MeQQ0v3790OlUsHHxwfDhg3TQ3rTNXHiRPTt2xdVVVXIz8/nHYd0g9rY39Ced3xpcj4hFPjBwcFwcnIycEIjwUwUALZt27Yen9PU1MRqa2vFW2lpKQPAamtrDROSdCkuLo4BYG+++aZ4X1tbG/P29mbR0dFMpVJ1eL5KpWLR0dHMx8eHtbW1GTquxamrq2MKhYIBYMXFxbzjcHf06FEGgDk6OrLW1lbecUxOSkoK8/b2ZgDEm4+PD0tJSdHbMV544QUGgD311FN6e01T9sADDzAAbNOmTbyjkC6Ul5czAEwmk7GbN2/yjsPd3r17GQDm4eHB1Go17zikC8uWLWMA2Isvvsg7it7V1tZqVBv06lp9WVkZysrKevMSkrK1tYWTk1OHG+GvqzH2hl5Ri3TvwIEDUKlU8Pb2hre3N+843NHqjr2j7d40urDkvUG6QvOYjNu+ffsAAOPGjUO/fv04p+Fv6tSpsLW1RXl5Oc6fP887DukCtbE6DMlTq9V444034OzsjGHDhmHYsGFwcXHBm2++SatIEY0IX+YHDhxAU1MTAMOvqEW6Z+kTO+9Gqzv2npRDSGtra3H06FEA9JkVCO/Dvn37aNEcI0RtbEd2dnaYOnUqABr6bIwuXbqE4uJiKBQKTJs2jXccbrQumF5++WV8/PHHeOedd8S5Sxs2bMBHH32Ev/71r1JkFN26dQt5eXniXKni4mLk5eXRDtEmZvTo0XB3d0dzczMOHjwIwPArapHu0WTkzqjH3nhlZWVBrVbDz88PQ4YM4R3HKAQFBcHJyQm1tbVGN7eYUBvbFZrHZLyEz+ukSZPg6OjINwxHWhdM//nPf/D555/j+eefx7hx4zBu3Dj84Q9/wL///W98/fXXEkT8zZEjRxAUFCSuVLVmzRoEBQXhlVdekfS4RL9kMlmnE1BDb8pKulZXVyf21lvypfe73b26IzEe1FvfmZWVFaZPnw6ATkCNzdWrV3Hu3DnIZDL6Pmun/eqOjPZjMiq0QMkdWhdMVVVVGD16dKf7R48ejaqqKr2E6k5ERAQYY51uUhdqRP/uLpgMuaIW6V5WVhZUKhV8fX1pVcl2elrdkfBFY+u7RldFjZPweQ0KCoKrqyvfMEZk8uTJsLe3x40bN3Dq1Cneccj/xxijTqn/T+uCKTAwEB9//HGn+z/++GMEBgbqJRQxf8Iv3sGDB3H79m0AhtuUlXSPhop0TS6XiyfkdAJqPKqrq3H8+HEA9Jm9W/urom1tbZzTEAG1sV2zsbFBWFgYAGpjjUlJSQkuX74MKysr8d/HUmldML333nv48ssvMWbMGCxfvhzLly/HmDFj8PXXX+Nvf/ubFBmJGRKuYLS2tuLAgQPi/YZYUYt0jy69d4967I1PZmYmGGMYNWoUzW+8S2BgIFxdXVFfXy8OsyX8URvbPWEeEy38YDyEz+vkyZPRt29fzmn40rpgmjFjBs6fP4+HH34YNTU1qKmpQWxsLM6dO0fjcYnGuprHJJB6U1bStZqaGrG3nr7MOxM+r9nZ2eLqjoQvGirSPboqanzKyspQVFQEuVxO50tdaL+6I626rB2VSoWMjAwkJSUhIyNDb6tjUhv7G532YfL09MTbb7+NlJQUpKSk4K233oKnp6e+sxEzRz32xkVYbWzEiBEYPHgw7zhGR1jdsampSVzdkfBFX+Y9ozbWuAjD8SZMmABnZ2e+YYxQcHAwHB0dUV1djRMnTvCOYzJSU1Ph5+eHyMhILF26FJGRkfDz80NqamqvXpcxRnNE29GpYKqurkZiYqI4JG/jxo2SL/hAzI/wZX748GHU19dzTkPo5LNnPV0VJYZ38+ZNnDx5EgDEfbJIR8Lndf/+/bS6oxGgNrZnVlZW4pU3amM1k5qairi4OAQEBHRYLCsgIABxcXG9KpouXLiAsrIyWFtbIzQ0VI+pTZPWBVNmZia8vb3x4Ycforq6GtXV1fjwww/h4+ODzMxMKTISMzVs2DD4+PhApVIhKyuLdxyLR5OR740KJuOxb98+AMCYMWMwaNAgzmmM09ixYzFw4EDcvn0bhw4d4h3HpEgxxIna2HsT3huax3RvKpUK8fHxiIqKQlpaGkJCQuDg4ICQkBCkpaUhKioKa9eu1fmzK3xeQ0JCYG9vr8fkpknrgmnFihVYtGgRiouLkZqaitTUVFy8eBGLFy/GihUrpMhIzBhtVmccqqqqxA0uqbe+e12t7kj4oN76e5PJZDSPSQdSDHG6fPkyLl68CIVCgWnTpukxrXkRzgkyMzNpdcd7yMrKQklJCdavXw+5vOPpvFwux7p161BcXKxzhzQtUNKR1gVTUVER4uPjO0zEVygUWLNmDYqKivQajpg/6rE3DsJqY6NHj6bVxnrg6+uLIUOGoLW1FdnZ2bzjWDQqmDRDbax2pBriJLz/EydOhKOjoz4jm5XAwEC4uLigvr4ex44d4x3HqJWXlwO4s09gV4T7hedpg/Zf6kzrgmnChAk4c+ZMp/vPnDlD+zARrQm/iMePH0d1dTXnNJaLhopopv08Jhoyws/169fFzS3pimjPaHVHzUk5xInaWM0oFArxd5qK/J4JnZsFBQVdPi7cr0snaGFhIcrLy2Fra4upU6fqHtKMaFQwnTx5UrytXLkSf/rTn5CYmIj9+/dj//79SExMxOrVq7F69Wqp8xIz4+npiZEjR0KtVtMcOI7o0rvmaBgpf8L8pYCAAAwYMIBzGuM2atQouLu7o7m5mVZ3vAcphzhRG6s56pTSTHh4OLy9vbFhw4ZOy7Cr1WokJCTAx8dHpyXshc9rSEgI7Ozs9JLX1Flp8qTx48dDJpOBMSbe9+KLL3Z63tKlS7Fo0SL9pSMWYebMmTh//jyUSiUWLFjAO47FqaysFFcboy/ze7t7dUcaXmN4NFREc8JV0aSkJCiVSvod74FUQ5yKi4tx6dIlWFlZISwsrHchLYDQKSWs7mhjY8M5kXFSKBTYuHEj4uLiEBMTg3Xr1sHf3x8FBQVISEhAeno6kpOTddrLktrYzjS6wlRcXIyLFy+iuLi4x9vFixelzkvMEI2x50u4sjd27Fi4ublxTmP82q/uuH//ft5xLBJ9mWuH2ljNSDXESRiON3nyZDg4OOge0EKMHTsWAwYMwO3bt3H48GHecYxabGwskpOTkZ+fj9DQUDg5OSE0NBQFBQVITk5GbGys1q/Zfv8lamN/o1HBNGzYMAwbNgyenp54/fXXoVarxfvuvhGiLaHH8+TJk6isrOQbxgLRUBHt0ZARfsrLy3H27FnIZDJMnz6ddxyTQKs7akaqIU7UxmpHLpfT6o5aiI2NRVFREZRKJTZv3gylUonCwkKdiiUAOHv2LK5duwY7OztMmTJFz2lNl1aLPlhbWyMlJUWqLMRCubm5YezYsQB+m5tgCaTY50MX1JOkPZrHxI/QRgQGBqJfv36c05gGWt1RM8IQp/T0dMTExHRYJS8mJgbp6elITEzUaogT9dbrhq6KakehUCAiIgJLlixBRESETsPwBMLnNTQ0FLa2tnpKaPq0XiUvJiYGaWlpEkQhlszSeuyl2OdDFzdu3BCHmdBqY5prv7pjTU0N3zAWhobjaU8mk1GRryF9D3G6ePEiSktLYW1tjdDQUIlSmx/h9/vAgQO0uqOB0RXRrmldMI0YMQJvvPEG4uLikJCQgA8//LDDjRBdWNKXuVT7fOhC6Emi1ca0Y4mrOxrLFVEqmHRDPfaa0+cQJ+H9njJlCuzt7fUd1WyNHj2aVnfkgK6Idk+jVfLa++KLL+Di4oKjR4/i6NGjHR6TyWRYuXKl3sIRyzFjxgzIZDKcOXMGFRUVcHd35x1JEnfv8yEsXSvs8xETE4O1a9diwYIFvbqkrilqGHUXGRkpru44f/583nEklZqaivj4eJSUlIj3eXt7Y+PGjTqPk9fFlStXUFhYCLlcTvOXtNR+dcdbt27R4gP3IAxx6i1qY3VDqzvycfr0ady4cQN9+vTB5MmTeccxKlpfYaJV8ogU+vXrJ258LHzBmCMp9/nQBV16152lDCM1xiuiEyZMgLOzs8GOaw6E1R3b2tpodUcDYYxRG9sLdFXU8IT3OiwsjJZzv4vWBRMhUrGEE1Cp9vnQRUVFBc6cOQOZTEbzl3RgCas73n1FNCQkBA4ODuIV0aioKKxdu9Zgw/Po5LN36ATUsAoLC3H16lXY2Nhg6tSpvOOYHFrd0fBoyHP3dCqYysrK8I9//AMvvfQS1qxZ0+FGiK4sYR6TVPt86IJWG+udQYMGmf3qjsZ6RZS+zHVjCZ1SxkS4Ijp16lT06dOHbxgT5OvrCy8vL7S2tuLAgQO845g9tVotfpdRG9uZ1gXTnj17MGrUKHz66afYuHEjlEolvvrqK3z55ZfIy8uTICKxFOHh4ZDL5SgqKkJZWRnvOJKQap8PXVBvfe+Ze4+9MV0RvXz5Mi5evAiFQmGQ3w9zJHxejx07htraWs5pzB+1sb0jzGMCzLeNNSYFBQW4efMm+vbti4kTJ/KOY3S0LpjWrVuHtWvXIj8/H3Z2dkhJSUFpaSlmzJiBhQsXSpGRWAhnZ2cEBwcDMN/GUYp9PnRFvfW9Z+5f5sZ0RVR4jydOnAhHR0fJj2eOBg8ejBEjRljU6o68tJ+/RG2s7sy9jTUmwns8bdo0WFtbc05jfLQumM6cOYPHH38cAGBlZYXGxkY4ODjgjTfewLvvvqv3gMSyWELjqO99PnRx9epVnD9/HjKZjHrre0FY3fH06dOoqKjgHUfvjOmKKK02ph+W0MYag3PnzuHatWuwtbXFlClTeMcxWe1Xd6yvr+ecxrwJbSxdEe2a1gVT37590dLSAuBOr+KFCxfEx8x14jMxHGEek7mPsdfnPh+6EBrGoKAguLq6GuSY5qh///5mvbqjMV4RpS/z3qGCyTCE9zc0NBR2dnac05iuYcOGYfjw4VCpVAabK2mJaP7SvWldMIWEhIhLkj700EOIj4/H22+/jaeeegohISF6D0gsS1hYGKysrHDp0iUUFxfzjiMpYZ+PJUuWICIiwiAnnQLqrdcfcz8BNYYrosXFxbh06RKsrKwQFhYm+fHMmVBwnjhxAlVVVXzDmDFqY/XH3NtYY3Dy5ElUV1fDwcFBnBpBOtK6YHr//ffFy8uvv/46Zs2aha1bt8Lb2xtffPGF3gMSy+Lg4CBulkaNo3Sot15/LOHLnPcVUeG9nTx5Mm242kvu7u647777wBgz29UdeWOM0fAmPbKENpY34b0NDw+HlZUV5zTGSet3Zfjw4eL/9+3bF//85z/1GoiQyMhIZGdnQ6lU4qmnnuIdx+yUlZWhqKgIcrmc5i/pwfTp0yGXy1FYWIiysjIMGTKEdyRJCFdEeaDeev2aOXMmzpw5A6VSiYcffph3HLNz+vRpXL9+HX369BE7AInuhN/748ePo7q6moaRS4AWKLk3ra8wHT58GLm5uZ3uz83NxZEjR/QSqieffPIJvL29YWdnhylTpuDQoUOSH5MYVvu9QhhjnNOYH+HkMzg4GM7OznzDmAFnZ2dMmDABAPWASoFWG9M/YaPqtLQ0ZGRkGGzjYUshtLFhYWGwtbXlG8YMeHp6YuTIkbS6o0RUKpX4vlIb2z2tC6YVK1agtLS00/1XrlzBihUr9BKqO1u3bsWaNWvw6quv4tixYwgMDMTcuXNx/fp1SY9LDCs0NBQ2Nja4evUqCgsLeccxOzQcT/8sYdNlXi5cuICysjJYW1tj6tSpvOOYvNTUVMTHxwMASktLERkZCT8/P6SmpnJOpn8qlQoZGRlISkoyaGFIbaz+URsrnby8PNTW1sLJyQnjx4/nHcdoaV0wnT59WuxNbS8oKAinT5/WS6juvP/++/j973+PZcuWYcyYMfjnP/8Je3t7fPnll5IelxhWnz59xBMjahz1j3rr9Y/G2EtHeE9DQkJgb2/POY1pS01NRVxcHMaPHw8/Pz8AwFtvvYWAgADExcWZVdGUmpoKPz8/REZGYunSpQYrDGm1MWlQGysd4T2dPn06zV/qgdYFk62tLa5du9bp/vLycknf6JaWFhw9ehSzZ88W75PL5Zg9ezZycnK6/Jnm5mbU1dV1uBHTQI2jNITVBxUKBaZNm8Y7jtmYNm0arKysUFJSgpKSEt5xzAoV+PqhUqkQHx+PqKgopKWlYd68eQDujA5JS0tDVFQU1q5daxbD84TCMCAgoMNS+IYoDE+dOoXKykrY29tj0qRJkh3H0gjzbU+ePInt27ebxefUWNAcUc1oXTDNmTMH69atQ21trXhfTU0N1q9fj/vvv1+v4dqrrKyESqXCoEGDOtw/aNCgbjeMTEhIgLOzs3jz8vKSLB/RL+EXNyMjg+Yx6ZHQME6cOBGOjo58w5gRBwcH8eTIHPdj4qX9amP0Zd47WVlZKCkpwfr16yGXyzt0Ssnlcqxbtw7FxcUmv9fN3YVhSEgIHBwcEBISYpDCUCjwp02bBmtra0mOYWlSU1MRGhoq/jkmJsZsh5EaWltbmzh/iYaQ9kzrgikxMRGlpaUYNmwYIiMjERkZCR8fH1RUVGDjxo1SZNSZUNgJt67mXhHjNGXKFNjZ2eHatWs4e/Ys7zhmg3rrpSN82dBVUf05f/48ysvLYWtrS/v89VJ5eTkAwN/fH8Cd4TcymQxnz55FeXm5eL/wPFN1d2HYniEKQ2pj9av91cJHHnkEAMQ/m9swUh6OHTuG+vp6uLi4iJuwk65pXTANHjwYJ0+exHvvvYcxY8YgODgYf//735Gfny/pFZwBAwZAoVB0Gg547do1uLu7d/kztra2cHJy6nAjpsHW1lbsUaITUP2g1cako1Kp0K9fPwDATz/9hLa2Ns6JzIPweZ06dSrs7Ow4pzFtHh4eAICCggIAgKurqzjBOyMjQ7xfeJ6purswvJuUhSHNX9Kvu68WLlmyBABw5swZsxtGyovQxs6YMQMKhYJzGuOmdcEE3Nl/6ZlnnsEnn3yCxMREPP7445JferaxsUFwcDD27Nkj3qdWq7Fnzx5aOclM0Twm/SouLsbly5dhZWWFsLAw3nHMhjC5/IUXXgAAXL9+Hd7e3tTzqQdU4OtPeHg4vL29sWHDBqjVagAdt3BISEiAj4+Pye/NdndheDcpC8OTJ0+iuroaDg4OCA4O1vvrW5q7rxYKy+EL88TMZRipgMeqjtTGak6ngomXNWvW4N///jf+85//4MyZM3j++efR0NCAZcuW8Y5GJEDzmPRLmAsyefJk9O3bl28YM3H35HKh86Z///40XKSXaP6SfikUCmzcuBHp6emIiYlBTk4OpkyZAgBISkpCeno6EhMTTb6XuavCUKBWqyUtDIWTz/DwcFptTA/uvlo4YMAAjBs3DgCwb98+sxlGCvBZ1bG1tRX79+8HQPOXNGFSBdOiRYuQmJiIV155BePHj0deXh5++umnTgtBEPMwadIk2Nvbo7KyEqdOneIdx+RRT5J+dTW5fNasWQDufMHTcJHeOXPmDK5fv44+ffpg8uTJvOOYhdjYWCQnJyM/Px+hoaFYtGgRAKChoQGfffYZYmNjOSfsva4KQ2GVvJiYGEkLQ2pj9aurq4Xt54qayzBSXqs6HjlyBA0NDejfvz8CAgIkOYZZYRaktraWAWC1tbW8oxAN3X///QwA+/DDD3lHMWlqtZoNHjyYAWC//vor7zhmQalUMgAsJydHvG/Pnj0MAPP09GQHDhxgAJhSqeQX0oR9/PHHDACbNWsW7yhmp62tjSmVSrZ582Y2evRoBoD997//5R1Lr1JSUpi3tzcDIN58fHxYSkqKJMdra2tjzs7ODAA7fPiwJMewNG1tbczb25tFR0czlUrFGGNs27ZtDAAbPXo0i46OZj4+PqytrY1zUt119XcUqFQqSf+Ob7/9NgPAYmNj9f7apkTT2sCkrjARy0PzmPSjqKgIV65cgY2NDc3505OuJpdPnToVNjY2uHr1qrhIgTkMF+GBeuulo1AoEBERgSVLlmD+/PkAzK+NjY2NRVFREZRKJTZv3gylUonCwkLJrqLl5eWhtrYWTk5OCAoKkuQYlqarq4UTJkwQV3fcuXOnyQ8j5bmqI7Wx2tG6YDp8+DByc3M73Z+bm4sjR47oJRQhAuEXed++fZ3GoxPNCXNBpkyZAnt7e75hzERXw0X69OkjFqRbt27t8DyiObVaTfOXDMScO6XaF4YRERGSnlgL79/06dNN+gTe2Nw9jHTYsGHinObVq1eb/DBSXqs6trS04MCBAwBo/pKmtC6YVqxY0eV+RleuXMGKFSv0EooQQXBwMPr27Yuqqirk5+fzjmOyqCdJ/7qbXC68x//73//MYtUxHk6dOoWbN2/C3t5e3BCYSGPatGlQKBQoLi7GpUuXeMcxWdTGSufuq4VxcXEA7sy9M3W8VnU8dOgQGhsbMXDgQIwdO1avr22utC6YTp8+jQkTJnS6PygoCKdPn9ZLKEIE1tbW4gmnOfaAGgKj/Zck0d3k8oEDBwIArl69ir/97W9G19vMY+labQmf12nTpkm+ZYWlc3BwEItSamN109bWJg6ZojZWGu2vFj7++OMAzOPzymtVR+G9i4iIgEwm0+trmyutCyZbW9tOm8cCdy4X0jKaRArmPGTEEM6dO4eKigrY2toiJCSEdxyzcvdwEScnJ6xYsUL8AhozZgznhB3xWLpWF1TgGxa1sb1z7Ngx1NfXw9XVFYGBgbzjmL3p06dDLpejsLAQV65c4R2nV3it6khtrPa0LpjmzJmDdevWoba2VryvpqYG69evx/3336/XcIQAv/1CZ2ZmGmVvuLET5oJMnTpVXIiA6E9Xk8vbL31rLHgtXasttVqNffv2AaAvc0NpXzAx2vNOa+3nL909cZ/on7OzszjSSfh+M2VddbyFhoaioKAAycnJep+n1dTUhJycHAA0f0kbWv9mJyYmorS0FMOGDUNkZCQiIyPh4+ODiooKbNy4UYqMxMIFBQXByckJNTU1OHHiBO84Jod6kqR39+TymTNnAjCegqmrPaMcHBwQEhKCtLQ0o9oz6sSJE6iuroaDgwOCg4N5x7EIYWFhsLa2RmlpKYqLi3nHMTnUxhqeuV0VNeSqjrm5uWhqaoK7uztGjx6t99c3V1oXTIMHD8bJkyfx3nvvYcyYMQgODsbf//535Ofnw8vLS4qMxMJZWVnRPCYdMcZotTEOhPc6IyPDKHrseS5dqy3h8xoeHk7DvA3E3t4eU6ZMAUBtrLZaW1uxf/9+ANTGGpIxXsXvLUOt6kjzl3Sj07Xjvn374plnnsEnn3yCxMREPP744zQxl0jK3HqTDOX06dO4fv06+vTpg8mTJ/OOYzEmTZoEe3t7VFZW4tSpU7zjcFu6VhfUW88HtbG6OXLkCBoaGtC/f/9uf7+I/oWHh0OhUODixYu4fPky7zgmhdpY3WhUMO3YsQOtra3i//d0I0QK7ecxtbW1cU5jOoSGMTQ0FLa2tpzTWA4bGxuEhYUBMI4TUF5L12pLpVIhMzMTAH2ZGxrNY9KN8Ps9Y8YMmr9kQI6Ojpg4cSIA42hjTUVjYyMOHjwIgOYvaUuj8Q4xMTGoqKiAm5sbYmJiun2eTCYzijHwxPwEBgbCxcUFNTU1OH78OO3NoiEajsdPZGQkdu/eDaVSif/7v//jmqX90rVpaWkdTuykXLpWW8ePH0dtbS2cnZ0RFBTENYulCQkJgY2NDa5evYrCwkKMHDmSdySTQL31/ERGRiI3NxcZGRl44okneMcxCTk5OWhpaYGnpydGjBjBO45J0ag7RK1Ww83NTfz/7m5ULBGpKBQKTJ8+HQD1JmlKrVZTwcSR8J7v27ev0/4ahsZr6VptCZ/X6dOnc89iafr06YOpU6cCoDZWU83NzThw4AAAamN5MMd5TFJrX+DT/CXtaHX9uLW1FbNmzUJhYaFUeQjpFo2x105BQQFu3rwJe3t7uiLHQXBwMPr27Yuqqirk5+fzjmPwpWt10X4yMjE8amO1c/jwYTQ2NmLgwIFGt+eaJQgLC4OVlRUuXbpEqztqiK6I6k6rgsna2honT56UKgshPRJ+wbOyssQ5daR7QsM4bdo0WpSFA2tra6Nb3dGQS9dqq62tTVylj77M+TC21R2NHa02xpeDg4O4mJGxtLHGrKGhAYcOHQJAnVK60HqG4u9+9zt88cUXUmQhpEcBAQHo168fGhoacPToUd5xjB4Nx+PPGHvsDbV0rbaOHj2K+vp6uLq6IjAwkHccizRlyhTY2dnh2rVrOHv2LO84Ro966/lrX+STnmVnZ6O1tRVeXl4YPnw47zgmR+tNLtra2vDll1/i119/FYectPf+++/rLRwh7cnlcsyYMQPbtm2DUqlESEgI70hGS61WY9++fQDoy5yn9qs7qlQqoylOjBGtNsafra0twsLCsGfPHiiVStx33328IxmtpqYmZGdnA6A2lqeIiAi8/fbb4uqOdKWvezR/qXe0/lYqKCjAhAkT4OjoiPPnz+P48ePiLS8vT4KIhPzGGHvsjdGJEydQXV0NR0dHBAcH845jsYKCguDk5ISamhqcOHGCdxyjJvQQ01ARvqiN1Uxubi6am5vh7u6OUaNG8Y5jsUJDQ2FtbY2ysjJcuHCBdxyjRldEe0frK0zUiBKehF/0AwcOoKWlBTY2NpwTGSfh9zQ8PBxWVlr/mhM9sbKyQnh4OH744QcolUpMmDCBdySj1Nraiv379wOgL3Pe2g9xUqvVdLWvG9Rbbxzs7e0REhKCrKwsKJVK+Pn58Y5klOrr63H48GEA1CmlK51bwqKiIvz8889obGwEAJogSgxi7NixGDBgAG7fvi3+8pPOqLfeeFCP/b0dPnwYDQ0N6N+/P/z9/XnHsWgTJ06Evb09KisrcerUKd5xjBat6Gg8aB7TvR04cAAqlQre3t7w9vbmHcckaV0w3bx5E7NmzcLIkSPx0EMPoby8HACwfPlyxMfH6z0gIe3JZDLae+EeVCoVMjMzAVBvvTFoP4+pra2Ncxrj1P7kk65o8GVjY4Np06YBoDa2O42NjTh48CAAamONQftzAuq87xoNx+s9rb+ZVq9eDWtra1y+fBn29vbi/YsWLcJPP/2k13CEdIV67Ht2/Phx1NbWwtnZGUFBQbzjWLzAwEC4uLigvr4ex48f5x3HKFFvvXGhNrZnOTk5aGlpweDBg2kImBGYOnUqbG1tUV5ejvPnz/OOY5SoYOo9rQumX375Be+++y6GDBnS4f4RI0bg0qVLegtGSHeEX/js7Gw0NzdzTmN8hIZx+vTptCqbEVAoFJgxYwYAOgHtSnNzM602ZmSEf4d9+/ZBrVZzTmN8aP6ScbGzs8PUqVMBUBvbldraWnErFuqU0p3WBVNDQ0OHK0uCqqoq2Nra6iUUIT0ZPXo03N3d0dTUhNzcXN5xjA711hsfGkbavUOHDqGxsRFubm4YM2YM7zgEQHBwMBwdHVFdXU2b1XeB2ljjQ/OYupeVlQW1Wg1fX194eXnxjmOytC6YwsPD8c0334h/lslkUKvVeO+996h3kBhET/OYVCoVMjIykJSUhIyMDKhUKg4J+Wlra0NWVhYA6q03JsK/RVZWFlpbWzmnMS7tTz6pt944CKs7AlTk362hoQGHDh0CQG2sMWlfMNE8po5oE3v90Lpgeu+99/Cvf/0LDz74IFpaWvDiiy/C398fmZmZePfdd6XISEgnXRVMqamp8PPzQ2RkJJYuXYrIyEj4+fkhNTVV0izGVKQdPXoUt27dgqurKwIDA7nlIB0FBASgf//+aGhoEIdGkDtobL1xonlMXcvOzkZrayuGDh0KHx8f3nHI/zd58mTY2dnh2rVrOHPmDO84RoXaWP3QumDy9/fH+fPnMW3aNCxYsAANDQ2IjY3F8ePH4evrK0VGQjoRfvFzcnLQ2NiI1NRUxMXFISAgADk5Oaivr0dOTg4CAgIQFxcnWdHEq0jrjtAwzpgxg1YbMyJyuZzmMXWhqakJOTk5AGh4k7ER/j0yMzMt7kp9T2j+knGytbVFWFgYAGpj26uurhYXG6I2tnd0OqNydnbGyy+/jO+++w67du3CW2+9BQ8PD31nI6RbI0aMgKenJ1paWnDgwAHEx8cjKioKaWlpCAkJgYODA0JCQpCWloaoqCisXbtW71/6vIq0ntDYeuNF85g6O3jwIJqbm+Hu7o5Ro0bxjkPaCQoKgrOzM2pra2l1x3aojTVeNI+ps8zMTDDGMHLkSHh6evKOY9KsdPmhmpoaHDp0CNevX++0gs7jjz+ul2B3e/vtt/HDDz8gLy8PNjY2qKmpkeQ4xDTIZDJERkbi22+/xTfffIOSkhIkJSV1uqoil8uxbt06hIaGIisrS29fciqVqkORJhxXKNJiYmKwdu1aLFiwwGAr1bW2tmL//v0A6NK7MRL+TQ4cOICWlhbY2NhwTsQf9dYbL4VCgenTp2Pnzp1QKpWYOHEi70jc1dfXixumUxtrfNoXTGq1mkZZgOYv6ZPWn6adO3di6NCheOCBB/DHP/4Rf/rTn8TbqlWrJIh4R0tLCxYuXIjnn39esmMQ0yIUP8IEXH9//y6fJ9wvbLKsD1lZWSgpKcH69eu7LdKKi4vFBRgM4fDhw7h9+zb69+/f7XtB+Bk7diwGDhyI27dvi59ZS0dj640bzWPqaP/+/VCpVPDx8cGwYcN4xyF3mThxIuzt7VFZWYlTp05xy2FM85qpjdUfrQum+Ph4PPXUU7h16xZqampQXV0t3qqqqqTICAB4/fXXsXr1agQEBEh2DGJahAbgwoULAICCgoIunyfcr89ho0LxZcgi7V7aDxWhnjXj0351RxoyAty+fRsHDx4EQMObjFX71R3b2to4p+GPeuuNm42NDaZNmwaAX5FvTPOab968iRMnTgCgNlYftD6runLlClauXNnlXkzGprm5GXV1dR1uxHwMHz4cXl5eaGtrw6BBg7Bhw4ZOQ0TVajUSEhLg4+MjLpOrD0LxZcgi7V5obL3xox773+Tk5KC1tRWDBw+Gn58f7zikC+PGjUO/fv1w69YtWt0R1MaaAp7zmIxtXvO+ffsAAPfddx8GDRpk0GObI60Lprlz5+LIkSNSZNG7hIQEODs7izfasMu8CPOYACAsLAzp6emIiYnp0FDFxMQgPT0diYmJep1LFB4eDm9vb4MWaT1pbm5GdnY2AOr9NGbCiVZ2djaam5v5huGM5i8ZP1rd8Te1tbVi0UhtrPES/m327dvX6btZSnfPazbU4lM9oSui+qVRwbRjxw7xNm/ePLzwwgt47bXXkJKS0uGxHTt2aHXwl156CTKZrMfb2bNndfqLAcC6detQW1sr3kpLS3V+LWKchBPQ8vJyJCcnIz8/H6GhoXByckJoaCgKCgqQnJyM2NhYvR5XoVBg48aNBi3SenLo0CE0NjbCzc0NY8aMMcgxifZGjx4Nd3d3NDU1icPRLBWNrTcNdFX0jqysLKjVavj5+WHIkCG845BuTJgwAQ4ODqiqqsLJkycNdlxjnNdMbax+abRKXkxMTKf73njjjU73yWQyrarn+Ph4PPnkkz0+Z/jw4Rq/3t1sbW1ha2ur888T4yc0BIcPH8acOXNQVFSErKwslJeXw8PDA+Hh4ZIVLbGxsUhOTkZ8fDxCQ0PF+318fCQp0nrSfqgI9dYbL2Ee05YtW5CRkSH23luaW7duiQtf0PAm4yb8++zfv5/b6o4qlcpg7Xp3qLfeNFhbWyM8PBw//vgjlEolxo8fb5DjGtu85hs3bohTAyz1e0bfNCqYpLqsOXDgQAwcOFCS1yaWwdvbG97e3igpKcGBAwcwd+5cg56AxcbGYsGCBdy/zGlsvemIjIzEli1boFQq8Ze//IX7Z4eHAwcOoK2tDUOHDoWPjw/vOKQHY8eOxYABA1BZWYnDhw+Lm4MaSmpqKuLj41FSUiLe5+3tjY0bN3LrlCLGLTIyEj/++CMyMjKwevVqgxyz/bzmkJCQTo8bel6zUOD7+/vTebaemMxSWpcvX0ZeXh4uX74MlUqFvLw85OXl4datW7yjEc54DxlRKBSIiIjAkiVLEBERYfAT3qamJuTk5ACg3k9T0H4/puHDhxvFakqG1r63nq6IGje5XM5t02VjmURfXV0tbt5Lbazxaz+PyVBzhoxtXjMNx9M/nQqmPXv2ICoqCr6+vvD19UVUVBR+/fVXfWfr4JVXXkFQUBBeffVV3Lp1C0FBQQgKCjKZBSiIdHgXTLwdPHgQzc3NcHd3x6hRo3jHIffg5+eHfv36oa2tDYMHDzaK1ZQMjb7MTQuPNtaYJtFnZmaCMYZRo0YZdOVTopugoCA4OTmhtrYWeXl5Bjmmsc1rpiGk+qd1wfSPf/wDDzzwABwdHcUNa52cnPDQQw/hk08+kSIjAODrr78GY6zTjS6PE+EzcPToUYtcOp5WGzMtarVaXCFv1qxZRrGakiHV19eLHV3UfpsG4aTLkKs7GtMkejr5NC0KhQLTp08HYNgiX5jXbKjFp7pTUVGBM2fOQCaT0fwlPdK6YNqwYQM2bdqEpKQkrFy5EitXrsTmzZuxadMmbNiwQYqMhPTIy8sLvr6+UKlU2L9/P+84Bkdj601LVlYWGhoaAHTeK4TXakqGlJWVBZVKBR8fHwwbNox3HKKB9qs75ubmGuSYxjSJntpY08NrP6bY2FgUFRVBqVRi8+bNUCqVKCwsNOh8O+HvLOyjRvRD64KppqYGDzzwQKf758yZg9raWr2EIkRbljos7/bt2+Ly1NT7aRran+Dl5ubi9u3bHR439GpKhka99aZHWN0RMFwbayybg9+8eRMnTpwAQAWTKRHal8zMTLS1tRn02LznNdOQZ2loXTDNnz8f27Zt63T/9u3bERUVpZdQhGjLUgumnJwctLa2YvDgwfDz8+Mdh2hAOMEbNGgQWltbceDAgQ6PG3o1JUOjL3PTZOiCyVgm0e/btw8AMGbMGAwaNEjSYxH9CQwMhKurK+rr63Hs2DHecQyKOqWkoXXBNGbMGLz99tuYN28e3nrrLbz11luIiorC22+/DX9/f3z44YfijRBDEb7Mjx8/jpqaGq5ZDInmL5ke4UTQ2toaQMcTUB6rKRlSbW2tePJCvfWmRTj5ysnJQWNjo+THM5ZJ9HTyaZrkcjmXeUy8Xb16FefPn+/w9yf6oXXB9MUXX8DV1RWnT5/GF198gS+++AKnTp2Ci4sLvvjiC2zatAmbNm3CBx98IEFcQrrm6emJkSNHQq1Wm+3cj65Qb73pEU4Ey8rKAAA7d+7kupqSIWVmZkKtVsPPzw9DhgzhHYdoYcSIEfD09ERLS4u4jYHUjGESPbWxpovXPCaehM9rUFAQXFxc+IYxMxptXNtecXGxFDkI6bXIyEicP38eSqUS0dHRvONI7tatWzh06BAA6q03NbGxsfj000/x/PPPo6CgAE5OTgAAHx8fg66mZGh08mm6ZDIZIiMj8e2330KpVGLmzJkGOS7PzcFv3LghDpGl1cZMj9DOZGVlobW1Vbyqb85ogRLp9HrjWmET2erqan3kIURnljaPKTs7G21tbRg6dCh8fHx4xyFaeu6558R/tz//+c9cVlMyNBreZNp4tbG8JtELn9eAgAAMGDDAIMck+uPv74/+/fujoaHBYvbspDZWOloXTKtWrcIXX3wB4E6xNH36dEyYMAFeXl4WddmTGB+hB/DEiROoqqrinEZ6NH/J9Am9gMKecuY4DE9QVVUlbiJJvZ+mSTgJO3TokLg0vjmjk0/TJpfLxfMCS+hILS0txYULF6BQKMxyDixvWhdMycnJCAwMBHBn7H1JSQnOnj2L1atX4+WXX9Z7QEI05e7ujvvuuw+MMWRmZvKOIzka3mT6LGmMfWZmJhhjGDVqlNmuAGjufHx8MHToULS2tiI7O5t3HMlRG2v6LKmNFT6vwcHB4jBvoj9aF0yVlZVwd3cHAOzatQsLFy7EyJEj8dRTTyE/P1/vAQnRhqUMy6uvrxeHGFBvvekSPq9Hjx5FXV0d5zTSopNP0yfMYwLMv42tqKjAmTNnIJPJaLUxEyZ8Xg8cOICWlhbOaaRF85ekpXXBNGjQIJw+fRoqlQo//fQT7r//fgB3NtA05+EkxDRYypd5VlYWVCoVfHx8MGzYMN5xiI6GDBkCPz8/qFQqs1/dkYY3mQdD78fEi/B5DQwMRL9+/fiGITobM2YM3NzccPv2bXGRJHPEGKNOKYlpXTAtW7YMjz76KPz9/SGTyTB79mwAd3asHz16tN4DEqKNiIgIyOVy5Ofno6SkhHccyezYsQMAMGvWLM5JSG8J/4bp6emck0jn0qVLOHnyJGQyGfV+mjjhZOzw4cOora3lnEY61MaaB5lMJq7oaM5tbH5+Pi5dugQbGxtMmzaNdxyzpHXB9Nprr+Hzzz/HM888gwMHDsDW1hbAnVVsXnrpJb0HJEQbAwYMEE/IvvvuO75hJNLa2ork5GQAwKOPPso5DemtuLg4AHfmh7a2tnJOI40tW7YAuLMwi5ubG+c0pDeGDRuGMWPGQKVSIS0tjXccSTQ0NGD79u0AqI01B0Ibu2XLFjDGOKeRRlJSEgDgoYcegoODA+c05kmnZcXj4uKwevXqDhsPPvHEE1iwYIHeghGiq8WLFwP47STN3Pz666+4efMm3Nzc6NK7GYiIiICbmxsqKyuxd+9e3nEkIXyZL1myhHMSog/m3samp6fj9u3bGD58OCZNmsQ7DukloYi4dOkScnNzecfRO8aY+LtIbax0dCqY9u3bh+joaPj5+cHPzw/z5883+/H3xHTExsbCysoKx48fx7lz53jH0Tvh5HPhwoWwstJ672liZKysrLBw4UIA5nkCeubMGZw4cQJWVlZ45JFHeMcheiAUTLt378aNGzc4p9E/oY1dvHgxbdlgBvr06YOYmBgA5tnG5ubmoqSkBH379kVUVBTvOGZL64Lpf//7H2bPng17e3usXLkSK1euRJ8+fTBr1ixs3rxZioyEaKV///6YM2cOAGDr1q2c0+hXY2Mjtm3bBoB6ksyJcAKampqK5uZmzmn0Szj5nDt3Lvr37885DdGHESNGIDg4GCqVCikpKbzj6FVNTQ1+/PFHANTGmhOhjf3uu++gUqk4p9EvoY1dsGAB7O3tOacxX1oXTG+//Tbee+89bN26VSyYtm7dinfeeQdvvvmmFBkJ0ZrQOCYlJZnVmOUffvgBt27dwtChQzF16lTecYiehIaGYsiQIairq8NPP/3EO47e0FAR8yX8ewona+YiNTUVLS0t8Pf3h7+/P+84RE/uv/9+uLq6ory83KxGRKlUKnG+NrWx0tK6YLp48SKio6M73T9//nwUFxfrJRQhvbVgwQLY2tri7NmzOHny5D2fr1KpkJGRgaSkJGRkZBhtD1T7oSJyuU4jaokRksvlWLRoEQDzGjJy7NgxFBYWws7ODvPnz+cdh+iRsBhCVlYWysrKOKfRH5pvZ55sbGzEIcGaFvmmcF6QkZGBiooKuLq6iiNriDS0PuPy8vLCnj17Ot3/66+/wsvLSy+hCOktJycnzJs3D8C9T0BTU1Ph5+eHyMhILF26FJGRkfDz80Nqaqohomqsrq4OP/zwAwD6MjdHwlXRHTt2oKGhgXMa/RBOTKKjo+Ho6Mg5DdEnLy8vTJs2DYwxs1mR9Nq1a+LCK0IHBjEfQhuryYqkpnJeIJzfxMXFwcbGhnMa86Z1wRQfH4+VK1fi+eefx3//+1/897//xXPPPYdVq1Zh7dq1UmQkRCftV3Lqblheamoq4uLiEBAQgJycHNTX1yMnJwcBAQGIi4szqsYxLS0Nzc3NGDVqFAIDA3nHIXoWHBwMX19f3L59W6P9Qoy991OtVotzCKnAN0/Cv6u5XBX9/vvvoVarMXnyZPj6+vKOQ/QsIiICgwYNQlVVFX799ddun2cq5wUtLS3iHELhfIdIiOkgNTWVhYWFsX79+rF+/fqxsLAwlpaWpstLGVRtbS0DwGpra3lHIQbQ0NDA+vbtywCwgwcPdnq8ra2NeXt7s+joaKZSqTo8plKpWHR0NPPx8WFtbW2GityjBx54gAFgr732Gu8oRCIvv/wyA8BiYmJ6fF5KSgrz9vZmAMSbt7c3S0lJMVDSe9u3bx8DwJycnFhjYyPvOEQC165dYwqFggFghYWFvOP0WmhoKAPANm3axDsKkcgf//hHBoA9/vjjXT5uSucFO3bsYACYh4eHUeQxVZrWBjpNgnj44Yexf/9+3Lx5Ezdv3sT+/ftpDyZidOzt7cXPZVc9oFlZWSgpKcH69es7zQeSy+VYt24diouLjWKC6I0bN7B7924A1FtvzoRewl27dqG2trbL55hK76cwHC82NhZ2dnac0xB9aX9l8/Tp05g5cyYA01+R9NKlS8jOzoZMJqPNas2Y0MZu27YNTU1NnR43pfMCoY199NFHoVAoOKcxf72aNX7r1i3U1dV1uBFiTITGcevWrZ2GLJWXlwNAtyshCfcLz+MpOTkZKpUKEyZMwMiRI3nHIRLx9/fH2LFj0dLSgrS0tE6Pq1QqxMfHIyoqCmlpaQgJCYGDgwNCQkKQlpaGqKgorF27lvvwvNbWViQnJwOgoSLmpKt5HceOHQNg+qvlCQXfjBkz4OnpyTkNkcrUqVPh5eWF+vp6cfn49kzlvKChoQHbt28HQJ2ohqJ1wVRcXIx58+ahb9++cHZ2hqurK1xdXeHi4gJXV1cpMhKiszlz5sDFxQXl5eXYv39/h8c8PDwAAAUFBV3+rHC/8DyeaOUmy9F+Sfy7mUrv5549e1BZWYmBAwdi1qxZXLMQ/ejuyuakSZMAAKdOneq2LTUF1MZahnutSGoq5wU7d+7E7du3MXz4cEyePJlrFkuhdcH0u9/9DtXV1fjyyy+xZ88e7N27F3v37oVSqRRXlyHEWNja2iI2NhZA58YxPDwc3t7e2LBhA9RqdYfH1Go1EhIS4OPjg/DwcIPl7UpZWZl4AkwrN5k/4d/4119/xY0bNzo8Ziq9n8LJ58KFC2FlZcU1C+m9nq5s/vDDDxg0aBAAmOzm9WfPnkVeXh6srKzEpaeJ+RI6pXbu3Ilbt251eMxUzguE85nFixdDJpNxzWIxtJ0c1bdvX3b27FmdJ1fxRIs+WKZffvmFAWADBgxgLS0tHR5LSUlhMpmMRUdHs+zsbFZXV8eys7NZdHQ0k8lkRjGJPjExkQFg06ZN4x2FGEhwcDADwD799NMO9yuVSgaA5eTkdPlz2dnZDABTKpUGSNm127dvM0dHRwaAZWVlcctB9Oden7s33niDAWCenp5MrVYbOF3vvfLKKwwAmzdvHu8oxADUajXz8/NjANjmzZs7PW7s5wXV1dXMxsaGAWAnT57kmsUcSLbow6RJk1BaWqqnco0Q6UVGRmLgwIGorKzsdBU0NjYWycnJyM/PR2hoKJycnBAaGoqCggIkJyeLV6d4oqEilqf9kvjtmULv565du1BfXw8vLy+EhoZyy0H0515XNn//+98DAK5evYojR44YLJc+MMaojTVjXW2/IJPJum1jAeM/L0hNTUVLSwvGjh2LgIAArlksiraVWFFREZs9ezb7+uuv2ZEjR9iJEyc63IwZXWGyXH/4wx8YAPbkk092+XhbWxtTKpVs8+bNTKlUGs0SnefPn2cAmEKhYNevX+cdhxjIpUuXGAAmk8lYWVlZh8eMvfczLi6OAWAvvPAC1xxEfzS9sgmArV692sDpeufo0aMMALOzs2N1dXW84xA96mn7hYKCAgaAWVtbs6qqqi5/3ljPC2bPns0AsLfeeot3FLOgaW2gdcGUk5PDfHx8mEwmE29yuVz8rxSKi4vZU089xby9vZmdnR0bPnw4e+WVV1hzc7NWr0MFk+XKzMwU94RpamriHUdjr7/+OgPA5s6dyzsKMbCwsLBu94Tp6kTAx8eHe7FUW1vL7OzsGAB29OhRrlmI/miyN42bm5s4LO/u5xiztWvXMgBs4cKFvKMQPWrfsZSTk8Pq6+tZTk5Oh44lf39/BoB9+eWXvONqrLy8nMnlcgaAFRUV8Y5jFiQrmO677z4WGxvLDh48yIqLi1lJSUmHmxR+/PFH9uSTT7Kff/6ZXbhwgW3fvp25ubmx+Ph4rV6HCibLpVKp2JAhQxgAk9hkmbE746xHjx7NALCvv/6adxxiYB999BEDwKZMmdLl48bY+/nNN98wAGzkyJEmOZeFdO9eVza3bNnCXFxcGACWkZHBO65G2n8vpKam8o5D9ETTzWeFuXdz5szhlFR7wvfC5MmTeUcxG5IVTPb29kaxo/d7773HfHx8enxOU1MTq62tFW+lpaVUMFmw+Ph4BoAtXryYdxSN5OXlMQDM1taW1dTU8I5DDKx9T+LFixd5x9HIgw8+yACwV199lXcUIoF7Xdl86qmnGAD23HPPcU6qmfYjDxobG3nHIXqi6RDS//3vf+KQ92vXrhk4pW5CQ0MZAPb+++/zjmI2JFv0YebMmThx4oS2P6Z3tbW16NevX4/PSUhIgLOzs3jz8vIyUDpijIRJnjt27EBDQwPnNPcmTER+6KGH4OzszDkNMTR3d3dERkYC+G1TTWNWWVmJ3bt3A6DJ8+YqNjYWRUVFUCqV2Lx5M5RKJQoLC8VJ8EIb+/3336O1tZVnVI0IbezDDz8MOzs7zmmIvmi6/YJcLsekSZOgUqmQkpJisHy6unTpErKzsyGTyWiLEQ60Lpiio6OxevVqvPbaa0hJScGOHTs63AyhqKgIH330EZ599tken7du3TrU1taKN1rdz7IFBwfD19cXt2/fRnp6Ou84PWKMiav30Mmn5eppJSdjk5ycjLa2NgQFBWHUqFG84xCJKBQKREREYMmSJYiIiIBCoRAfi4yMhJubG27evIk9e/ZwTHlvbW1t+P777wFQG2tutNl81pTaWCHjjBkz4OnpyTmNBdL20lX7xR7uvmm76MOf//znDpf2u7qdOXOmw8+UlZUxX19ftnz5cm2j0xwmwl5++WUGgMXExPCO0qMDBw4wAMzBwYHdvn2bdxzCyc2bN5mVlRUDwE6fPs07To9mzJjBALD33nuPdxTC0YoVKxgA9sQTT/CO0qOffvqJAWADBw5kra2tvOMQPdJ0DlNbW5s4VUMmk7HS0lJOiTUTGBjIALDPPvuMdxSzItmQPLVa3e1NpVJp9Vrx8fE4c+ZMj7fhw4eLz7969SoiIyMRGhqKf/3rX9pGJ0TsTdq1axdqa2s5p+me0JMUExODPn36cE5DeOnXrx/mzp0LwLiH5V25cgWZmZkAQENFLJxwtWbbtm1oamrinKZ7wnC8hQsXwsrKinMaok8KhQIbN25Eeno6YmJikJOTg/r6euTk5CAmJgbp6elITEyEQqHAkCFDEB4eDsaYeMXRGJ05cwYnTpyAlZUVHnnkEd5xLJLWBdM333yD5ubmTve3tLTgm2++0eq1Bg4ciNGjR/d4s7GxAXDnCzkiIgLBwcH46quvIJdrHZ0Q+Pv7Y+zYsWhpaUFaWhrvOF1qa2vDd999B+C3Ao9YrvZDRhhjnNN0bevWrWCMISwsDEOHDuUdh3A0depUeHl5oa6uDj/++CPvOF1qamrCtm3bAFAba6602XzWFIblCdnmzJmD/v37c05jmbSuOpYtW9Zlz3x9fT2WLVuml1B3E4qloUOHIjExETdu3EBFRQUqKiokOR4xb8beOGZkZODatWvo168f7r//ft5xCGfz58+HnZ0dzp07ZxQL7nRF6K2nuSBELpeLbazwuTA2P/74I+rq6jBkyBCEhYXxjkMkcq9FSgRxcXGQy+U4dOgQLl68yClt9xhj1MYaAa0LJsYYZDJZp/vLysokW8lr9+7dKCoqwp49ezBkyBB4eHiIN0K0JQwZ2r17N27cuME5TWdCwxgXFydeYSWWy8nJCfPmzQNgnEV+YWEhjhw5AoVCgYULF/KOQ4yAUDClp6ejvr4eAKBSqZCRkYGkpCRkZGRoPYRfn4Q2dvHixTRaxcz1tEiJwM3NDbNmzQJgnG3ssWPHUFhYCDs7OyxYsIB3HIulcUsRFBSECRMmQCaTYdasWZgwYYJ4CwwMRHh4OGbPni1JyCeffBLszp5RnW6EaGvEiBEIDg42yqVEm5ubxUzUk0QExjwsT5hbNWvWLLi5uXFOQ4xBUFAQRowYgcbGRuzYsQOpqanw8/NDZGQkli5disjISPj5+SE1NdXg2err67Fz504A1MaS3xjzyBOhwI+OjoajoyPnNJZL44IpJiYGCxYsAGMMc+fOxYIFC8Tb4sWL8dlnn+F///uflFkJ0RtjbRx//vln1NbWwtPTE+Hh4bzjECPx0EMPwcHBAZcuXUJubi7vOCIaKkK6IpPJxM/Dpk2bEBcXh4CAgA6T7wMCAhAXF2fwomn79u1oamrCiBEjEBQUZNBjE+P18MMPw9raGvn5+Th16hTvOCK1Wi12SlEby5m2y+99/fXX3e6InZ+fr+3LGRQtK04Ely5dEpcSLSsr4x1HtHjxYgaArV69mncUYmQee+wxBoD96U9/4h1FdOLECQaA2djYsOrqat5xiBE5ffq0uD3I3Llz77m8s6E89NBDDAB75ZVXDHZMYhqio6MZAPbXv/6VdxRRZmYmA8CcnJy6PfcmvSPZsuJPPPFEhx2x6+vr8a9//QuTJ09GYGBg7ys4Qgxg6NChCAsLM6qlRBsaGsTNn2nlJnI34TPx3XffcZ3/0Z5wdemhhx6Ci4sL3zDEqNx3333w9fUFAEyYMKHTXCG5XI5169ahuLgYWVlZBsl08+ZN/PLLLwCot550ZoxDn4U29uGHH+5w7k0MT+fZjpmZmXjiiSfg4eGBxMREzJw5EwcPHtRnNkIkZWzD8nbs2IHbt2/D19cXkyZN4h2HGJk5c+bAxcUF5eXlBjvB7AljTPzdoZNP0hWhHcvOzu7ycX9/fwBAeXm5QfKkpKSgra0N48ePx+jRow1yTGI65s+fjz59+qCwsBDHjx/nHQetra1ihy61sfxpVTBVVFTgnXfewYgRI7Bw4UI4OTmhubkZaWlpeOedd+gkj5gUYSnR3NxcFBcX847TYeWmrlaiJJbNxsZG3LDQGIr8gwcPoqSkBA4ODoiKiuIdhxghYUWvzMzMLouigoICADDYirc03470pH1bZgxt7J49e1BZWYmBAweKq/gRfjQumKKjozFq1CicPHkSH3zwAa5evYqPPvpIymyESMrd3R2RkZEAflvpi5fq6mr89NNPAOjLnHRPuCqanJyM1tZWrlmEE4oFCxbA3t6eaxZinBYuXAhbW9suhz6r1WokJCTAx8fHIAvcXLlyBfv27QPw29YShNxNaGO3bt0KtVrNNYvQxi5cuBBWVlZcsxAtCqYff/wRy5cvx+uvv4558+Z1uZY9IabGWIblpaamorW1FQEBARg7dizXLMR4RUREwM3NDTdv3sSePXu45VCpVPjuu+8A0Hw70j2FQoHHHnsMAPDaa691WCUvJiYG6enpSExMNMj5xPfffw/GGEJDQzFs2DDJj0dM04MPPghHR0dcvnyZ6zSTpqYmbNu2DQB1ohoLjQum/fv3o76+HsHBwZgyZQo+/vhjVFZWSpmNEMnFxsbCysoKJ06cwJkzZ7jlaD8cj5DuWFlZiZvD8izyMzIyUFFRAVdXV8yZM4dbDmL83nrrLcjlclRXVyM0NBROTk4IDQ1FQUEBkpOTERsba5AcNByPaKJPnz6IiYkBwLeN3bVrF+rq6jBkyBCEhoZyy0F+o3HBFBISgn//+98oLy/Hs88+iy1btsDT0xNqtRq7d+8Wd/MmxJT069cPc+fOBcBvWF5FRQWUSiUAKpjIvQmfkW3btqGpqYlLBuHkMy4uDjY2NlwyENPg4eGBiIgIAMAzzzyDzZs3Q6lUorCw0GDF0oULF3Do0CHI5XKxw4GQ7hjDiqTtO1HvXmGS8KH1v0Lfvn3x1FNPYf/+/cjPz0d8fDzeeecduLm5Yf78+VJkJERSvJcS/e6776BWqzFlyhQMHz7c4McnpiU0NBRDhgxBXV2dOO/NkJqbm5GSkgKAeuuJZoQ29tChQ1iyZAkiIiIMOqxfuFIwc+ZMDBo0yGDHJaZp9uzZ6NevH65duybOezOkuro6pKenA6A21pj0qmwdNWoU3nvvPZSVlYnVMCGmZv78+bCzs8O5c+dw4sQJgx+flmYm2pDL5eKkdR5DRn755RfU1NTAw8MD06dPN/jxiekRhj7n5eXh7NmzBj8+Dccj2uC9IumOHTvQ1NSEkSNHIigoyODHJ13Ty3U+hUKBmJgYcdNNQkyJk5MT5s2bB8DwjWNJSQlycnIgk8nw6KOPGvTYxHQJPfY7d+5EQ0ODQY8tnHwuWrSIFv8hGunfv7849NnQbWxBQQFOnToFGxsbgw0BJKZPaGNTUlLQ0tJi0GO3L/BpixHjQQMjCQG/YXnCyUNERITB9iIhpi84OBi+vr64ffu2QTuqGhoasH37dgA0345oR/i8JCUlGbSNFU4+H3zwQbi4uBjsuMS0zZgxA4MGDUJVVRV2795tsOPevHkTv/zyCwBqY40NFUyEAJg3bx4cHR1x6dIlrFu3ziDHZIzRUBGiE5lMJn5mXnzxRVy+fNkgx92xYwdu376N4cOHY/LkyQY5JjEPCxYsgJ2dHc6fP4/PP//cIMdUqVRipxSdfBJtKBQKcejzqlWrUFFRYZDjfv/992hra8P48eMxevRogxyTaIYKJkJwZynRDz/8EADw7rvv4t1335X0eIwxrFu3DidPnuwwXpoQTa1evRr33XcfysrKcP/99+P69euSHu/cuXNYtWoVABoqQrTn6OiIF154AQDw7LPPivt4SYUxhueffx4XL16Eg4MDoqOjJT0eMT/r1q2Dj48PioqKMHfuXNTU1Eh6vLy8PLHDdunSpZIei+iAWZDa2loGgNXW1vKOQoxUYmIiA8AAsH/961+SHeeNN94Qj/PZZ59Jdhxi3kpLS9mwYcMYABYUFMRqamokOc7FixfZ4MGDGQA2fvx4Vl1dLclxiHlTq9XsmWeeYQCYtbU127Vrl2THWb16NQPA5HI527p1qyTHIeavqKiIubu7MwAsNDSU3bp1S5LjnD59mg0YMEDy45DONK0NqGAi5C7r169nAJhMJpPki3bjxo1isbRx40a9vz6xLOfPn2dubm4MAAsPD2cNDQ16ff3S0lLm4+PDALD77ruPXb9+Xa+vTyxLW1sbW7x4MQPA7Ozs2L59+/R+jFdeeUVsY7/88ku9vz6xLCdPnmQuLi4MAHvggQdYc3OzXl+/qKiIeXh4MABswoQJknV8ka5RwdQFKpiIJtRqNXvuuefEXtAff/xRb6/96aefil/kb7zxht5el1i248ePM2dnZwaAPfTQQ6ylpUUvr1tRUcFGjRrFADBfX1925coVvbwusWwtLS1s3rx5DABzdHRkR44c0dtrv/fee2Ib++GHH+rtdYlly87OZvb29gwAe/TRR1lbW5teXvfy5cviKIGxY8eyGzdu6OV1ieaoYOoCFUxEU+17Qfv06cP279/f69f85ptvmEwmYwDYn//8Z6ZWq/WQlJA7srKyWJ8+fRgAtmTJEqZSqXr1ejdv3mTjxo1jAJiXlxcrKSnRU1JCGLt9+zabMWMGA8D69+/PTp061evX/OSTT8RiacOGDXpISchvfv75Z2Ztbc0AsGeeeabX3+Hl5eVsxIgRDAAbMWIEKy8v11NSog0qmLpABRPRRnNzM3vwwQcZAObs7Mzy8vJ0fq3vv/+eyeVyBoD98Y9/pGKJSGLXrl3MysqKAWB/+MMfdP6c1dbWskmTJjEAzN3dnZ0/f17PSQnp+Dnz9PRkFy9e1Pm1/vOf/4jF0vr16/WYkpDftP8uf+mll3R+ncrKSubv788AsGHDhrHLly/rMSXRBhVMXaCCiWiroaGBhYWFMQBs0KBBrLCwUOvXSE9PF09ily1b1uuef0J6kpSUJF7J/Mtf/qL1z9+6dYuFh4eLPf8FBQUSpCTkjsrKSjZmzBgGgA0fPlynYZ/JycniSezKlSupQ4pI6t///rdYnL/77rta/3xNTQ0LDg5mAJiHhwcrKiqSICXRFBVMXaCCieiiurqaBQYGMgDM29ublZWVafyze/bsYba2tgwAW7x4sd7GPRPSk/Zz5bRZWKSxsZHdf//9DABzcnJiR48elTAlIXdcuXKFDR8+XJzHUVlZqfHP/vDDD+Iwqaeeeoo6pIhBtJ8rp82Kurdu3WKhoaEMABswYIBehqKS3qGCqQtUMBFdVVRUMD8/PwaAjRkzRqMv9AMHDrC+ffsyAGzBggV6m4hPiCY2bNig1UphLS0tLDo6mgFgffv2ZQcOHDBASkLuuHjxIvP09GQA2KRJk1hdXd09f0apVDI7OzsGgC1atIg6pIhBvfTSS+KKut999909n9/Y2MhmzZrFADAXFxd2/Phx6UOSe6KCqQtUMJHeKC4uFveiudcX+pEjR5iTkxMDwObMmcOampoMmJSQO6s9rl27VtyLJiUlpdvntrW1sUWLFjEAzNbWlu3Zs8eASQm549SpU6x///4MAJsxYwa7fft2t889ePAgc3BwYABYdHQ0dUgRg7t7X7Gffvqp2+c2NzeLK0M6ODiwgwcPGjAp6QkVTF2ggon0Vvsv9JkzZ7LGxsZOz8nPz2f9+vWTbF8cQjSlVqvZ8uXLGQBmY2PDdu/e3ek5KpWKPfnkk+KX/g8//MAhKSF3HDlyhDk6OjIAbN68eV0WQnl5eeK+OLNmzeqyHSbEENra2tijjz7KADB7e/sur8y3trayuLg4ce+xjIwMDklJd6hg6gIVTEQfDh06JPZsxsTEsNbWVvGx8+fPs0GDBjEAbPLkyfRZI9y1tbWxRx55RBxq175nU61WsxUrVohXoZKTkzkmJeSOffv2iUPt7p77eebMGTZw4EAGgIWGhrJbt25xTErInatHDzzwgDjU7sSJE+JjKpWKPf7445Ls60j0gwqmLlDBRPRl79694mIOTz75JFOpVKykpIR5eXkxAGzcuHHs5s2bvGMSwhhjrKmpic2ePZsBYK6uriw/P5+p1Wr24osvimPw//vf//KOSYjohx9+EFcXFfa8uXjxojgsesKECay6upp3TEIYYx0XcxBW1FWr1ey5555jAJhCoWDbtm3jHZN0wewKpujoaObl5cVsbW2Zu7s7+93vfqf18qNUMBF9SktLYwqFggFgv//975mvry8DwEaPHs2uXbvGOx4hHdTX17MpU6aIS9muXLlSXBTis88+4x2PkE62bt0qLpH/3HPPMR8fH3HhnRs3bvCOR0gHVVVV4mbf3t7e7NlnnxU7pDZv3sw7HumGprWBjDHGYAI2bdqEqVOnwsPDA1euXMHatWsBANnZ2Rq/Rl1dHZydnVFbWwsnJyepohIL8p///AdPPvmk+Ofhw4cjMzMTgwcP5heKkG5UVVVhxowZKCgoEO/btGkTVq1axS8UIT34/PPP8fvf/178s6+vLzIzM+Hp6ckxFSFdq6iowLRp03DhwgXxvs8//xzLly/nmIr0RNPawGQKprvt2LEDMTExaG5uhrW1tUY/QwUTkcLf//53rFq1CkOGDEFWVha8vb15RyKkW1evXsW0adNQXFyMN998E3/5y194RyKkR++//z7i4+MxZMgQ7N+/H8OGDeMdiZBulZSUICwsDFevXsXf//53rFy5knck0gOzLpiqqqrw/PPP48qVK9i/f3+3z2tubkZzc7P457q6Onh5eVHBRPTu5MmTGDp0KFxcXHhHIeSe6urqcPHiRYwfP553FEI0cvLkSQwbNgzOzs68oxByT9XV1SgrK0NAQADvKOQeNC2Y5AbM1Gt//vOf0bdvX/Tv3x+XL1/G9u3be3x+QkICnJ2dxZuXl5eBkhJLM27cOCqWiMlwcnKiYomYlHHjxlGxREyGq6srFUtmhmvB9NJLL0Emk/V4O3v2rPj8F154AcePH8cvv/wChUKBxx9/HD1dIFu3bh1qa2vFW2lpqSH+WoQQQgghhBAzwXVI3o0bN3Dz5s0enzN8+HDY2Nh0ur+srAxeXl7Izs7G1KlTNToezWEihBBCCCGEAJrXBlYGzNTJwIEDMXDgQJ1+Vq1WA0CHOUqEEEIIIYQQok9cCyZN5ebm4vDhw5g2bRpcXV1x4cIF/PWvf4Wvr6/GV5cIIYQQQgghRFsmseiDvb09UlNTMWvWLIwaNQrLly/HuHHjsG/fPtja2vKORwghhBBCCDFTJnGFKSAgAHv37uUdgxBCCCGEEGJhTOIKEyGEEEIIIYTwQAUTIYQQQgghhHSDCiZCCCGEEEII6QYVTIQQQgghhBDSDZNY9EFfhD166+rqOCchhBBCCCGE8CTUBEKN0B2LKpjq6+sBAF5eXpyTEEIIIYQQQoxBfX09nJ2du31cxu5VUpkRtVqNq1evwtHRETKZjGuWuro6eHl5obS0FE5OTlyzmBN6X6VB76t06L2VBr2v0qD3VRr0vkqH3ltpmMv7yhhDfX09PD09IZd3P1PJoq4wyeVyDBkyhHeMDpycnEz6g2as6H2VBr2v0qH3Vhr0vkqD3ldp0PsqHXpvpWEO72tPV5YEtOgDIYQQQgghhHSDCiZCCCGEEEII6QYVTJzY2tri1Vdfha2tLe8oZoXeV2nQ+yodem+lQe+rNOh9lQa9r9Kh91Yalva+WtSiD4QQQgghhBCiDbrCRAghhBBCCCHdoIKJEEIIIYQQQrpBBRMhhBBCCCGEdIMKJkIIIYQQQgjpBhVMhBBCCCGEENINKpgk9Mknn8Db2xt2dnaYMmUKDh061OPzv//+e4wePRp2dnYICAjArl27DJTUtGjzvn799deQyWQdbnZ2dgZMaxoyMzMRHR0NT09PyGQypKWl3fNnMjIyMGHCBNja2sLPzw9ff/215DlNjbbva0ZGRqfPq0wmQ0VFhWECm4iEhARMmjQJjo6OcHNzQ0xMDM6dO3fPn6M2tme6vK/Uxmrm008/xbhx4+Dk5AQnJydMnToVP/74Y48/Q5/Xe9P2faXPq27eeecdyGQyrFq1qsfnmfNnlgomiWzduhVr1qzBq6++imPHjiEwMBBz587F9evXu3x+dnY2lixZguXLl+P48eOIiYlBTEwMCgoKDJzcuGn7vgKAk5MTysvLxdulS5cMmNg0NDQ0IDAwEJ988olGzy8uLsa8efMQGRmJvLw8rFq1Ck8//TR+/vlniZOaFm3fV8G5c+c6fGbd3NwkSmia9u3bhxUrVuDgwYPYvXs3WltbMWfOHDQ0NHT7M9TG3psu7ytAbawmhgwZgnfeeQdHjx7FkSNHMHPmTCxYsACnTp3q8vn0edWMtu8rQJ9XbR0+fBifffYZxo0b1+PzzP4zy4gkJk+ezFasWCH+WaVSMU9PT5aQkNDl8x999FE2b968DvdNmTKFPfvss5LmNDXavq9fffUVc3Z2NlA68wCAbdu2rcfnvPjii2zs2LEd7lu0aBGbO3euhMlMmybvq1KpZABYdXW1QTKZi+vXrzMAbN++fd0+h9pY7WnyvlIbqztXV1f2+eefd/kYfV5119P7Sp9X7dTX17MRI0aw3bt3sxkzZrD/1879vTT1h3EAf+v0aBElUsyBJmU4+nFhLQZbFwoaQf0DQcjAiygU5k2wuxAvIpAkKsibCvJiSGKCQWlKSmIQ+4FH86JUJEGNblZaTNie7823weaOnTOYZ23vF+xiZ8+Bz3l482HPfhyv16tZm++Z5TdMWbC9vY1AIICWlpbEseLiYrS0tGBmZibtOTMzM0n1AHDp0iXN+kKUSV8BYHNzE7W1taipqfnrJ0+kD/OaXQ0NDbDZbLh48SKmp6fNXk7Oi0QiAIDKykrNGmbWOD19BbjHGhWLxeD3+7G1tQWXy5W2hnk1Tk9fAebViPb2dly5cmVHFtPJ98xyYMqC79+/IxaLwWq1Jh23Wq2a/0VYX183VF+IMumr3W7HkydPMDw8jP7+fsTjcbjdbqyuru7FkvOWVl5//PiB379/m7Sqf5/NZsPjx48xODiIwcFB1NTUoKmpCcFg0Oyl5ax4PI7Ozk5cuHABZ86c0azjHmuM3r5yj9VPVVUcOHAAZWVluHHjBoaGhnDq1Km0tcyrfkb6yrzq5/f7EQwGcefOHV31+Z7ZErMXQJRNLpcr6ZMmt9uNkydPoq+vD93d3SaujGgnu90Ou92eeO52u7G4uIje3l48f/7cxJXlrvb2dszNzeH9+/dmLyWv6O0r91j97HY7wuEwIpEIXrx4AY/Hg8nJSc0396SPkb4yr/p8/foVXq8XY2NjvCnG/zgwZcHhw4dhsViwsbGRdHxjYwNVVVVpz6mqqjJUX4gy6Wuq0tJSnD17Fl++fMnGEguGVl4PHjyIffv2mbSq/OR0OjkMaOjo6MDIyAimpqZQXV29ay33WP2M9DUV91htiqLgxIkTAACHw4GPHz/i/v376Ovr21HLvOpnpK+pmNf0AoEAvn37hnPnziWOxWIxTE1N4eHDh4hGo7BYLEnn5Htm+ZO8LFAUBQ6HA+Pj44lj8Xgc4+Pjmr+rdblcSfUAMDY2tuvvcAtNJn1NFYvFoKoqbDZbtpZZEJjXvRMOh5nXFCKCjo4ODA0NYWJiAseOHfvrOczs32XS11TcY/WLx+OIRqNpX2NeM7dbX1Mxr+k1NzdDVVWEw+HE4/z587h27RrC4fCOYQkogMyafdeJfOX3+6WsrEyePXsmnz59kuvXr0tFRYWsr6+LiEhra6v4fL5E/fT0tJSUlEhPT48sLCzI7du3pbS0VFRVNesScpLRvnZ1dcmbN29kcXFRAoGAXL16VcrLy2V+ft6sS8hJP3/+lFAoJKFQSADIvXv3JBQKycrKioiI+Hw+aW1tTdQvLS3J/v375datW7KwsCCPHj0Si8Uir1+/NusScpLRvvb29srLly/l8+fPoqqqeL1eKS4ulrdv35p1CTnp5s2bcujQIXn37p2sra0lHr9+/UrUcI81LpO+co/Vx+fzyeTkpCwvL8vs7Kz4fD4pKiqS0dFREWFeM2W0r8xr5lLvkldomeXAlEUPHjyQo0ePiqIo4nQ65cOHD4nXGhsbxePxJNUPDAxIfX29KIoip0+fllevXu3xiv8NRvra2dmZqLVarXL58mUJBoMmrDq3/bmdderjTy89Ho80NjbuOKehoUEURZHjx4/L06dP93zduc5oX+/evSt1dXVSXl4ulZWV0tTUJBMTE+YsPoel6ymApAxyjzUuk75yj9Wnra1NamtrRVEUOXLkiDQ3Nyfe1Iswr5ky2lfmNXOpA1OhZbZIRGTvvs8iIiIiIiL6d/A/TERERERERBo4MBEREREREWngwERERERERKSBAxMREREREZEGDkxEREREREQaODARERERERFp4MBERERERESkgQMTERERERGRBg5MREREREREGjgwERERERERaeDAREREREREpOE/EIs3XPLK7G4AAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -601,12 +605,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -627,6 +631,13 @@ "plt.show()\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It seems that there might still be some additional information that can be exploited in the residuals. However, it is unclear whether the trend will persist over time. For this tutorial we will stop here. Note that the pattern in the residuals may be attributed to local variations in the exponential fit (the main trend we fitted first). So the right course of action may be to first evaluate if a better trend model can better capture annual trends in atmospheric carbon dioxide. Also note that the residuals oscillate between +2 and -2 ppm, which is probably good for most practical applications.\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -640,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -650,7 +661,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -658,7 +669,7 @@ "output_type": "stream", "text": [ "[2.55969616e+02 5.76715165e+01 1.65854032e-02 1.02982540e+00]\n", - "[ 2.96145626 -9.92120844]\n" + "[2.82475247 1.14433613]\n" ] } ], @@ -670,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -680,22 +691,22 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ - "# Predict the time series using the full model\n", + "# Predict the time series using the full model for the train and test datasets\n", "y_train_exp_sin = exp_sin_model(x_train, *exp_sin_par)\n" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -719,58 +730,21 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "MAE using the exponential-sinusoidal model is: 1.05 ppm\n" + "Exponential-Sinusoidal model MAE for train set: 0.79 ppm\n" ] } ], "source": [ "# Compute MAE of combined model against the training set\n", "mae_train_exp_sin = mae_fn(y_train, y_train_exp_sin)\n", - "print('MAE using the exponential-sinusoidal model is:',np.round(mae_train_exp_sin, 2), 'ppm')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Atmospheric carbon dioxide (ppm)')" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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qq3HppZcyr6upqUFNTU3o76qqKqlysTrz5SVHhaQxVosEZjUYL2cNJBIbI27cRHd5uxnZicfUvr1bVkUkOp40LMaMGYNt27Zh1SrtTWmmTJmCp59+2iap2J35K0v2oOZcnaY7Ts+6D29ERd3bhM5T1kCCFy90wkbc2OTydj+y0muzvr1bVkUkOqaCN1euXIm33noLe/fuxT/+8Q9ceOGFePfdd9GuXTtcc43cJCb33XcfPv74Y3zxxRdo166d5rVqHoucnBypwZvRFT4cvaAlVjQvjwINlJZHpF12a8dBOIMXOmEjwX5OBgYSzmI082QirDiya9AgLXhz/vz5GD58OH7zm98gEAiEOu7Kyko899xz+Pe//21eag0URcH999+P4uJiLF++XNeoAICUlBSkpKRIkYfFpIEdkVK/nuo6fT13HGuqgyc4c9HXh0PXvbJkjys7DsIZvLBpEWDMjU0u78RF79t7bRMyq0aBGwcNhoM3/+d//gezZs3Cn//8ZyQnJ4eOX3311di0aZNQ4cIZM2YM/vd//xfvvfcemjRpgsOHD+Pw4cP44YcfpD3TLKxEPzzuuOi0wlqNKAgFLBFa8NQhKwRKy7Fg037L9c2IG9uqy1uUzAQfIsub59t7JT371IU7MOSN1Rj/wRYMeWM1pi7cYej3btX9hg2LkpIS1eWd6enpqKioECGTKm+++SYqKyvRu3dvtG7dOvRv3rx50p5pFq1c7kbhaUSyOw7C28icd7aqGMMx0m6stDGRMhP6iC5vkfrVSUQYBW7V/YanQrKysrBnzx5cdNFFEcdXrVqF9u3bq/9IAB7J4xXCjDtOzSXGE5xJAUuEFrICfGVMsRhpN2bbmBemhbwGy50vq7y9Nt2hhojpPLfqfsOGxV133YUHHngAc+bMgc/nw8GDB7FmzRo8/PDDePzxx2XI6FmMJCnRmifTa0S0MoQwiggzXVacg5F2YzQREEvmV5fsxtsjr+S+D/ETWrpLZiyME0mgRAZJijAK3Kr7DRsWkyZNQl1dHfr27YvTp0+jZ8+eSElJwcMPP4z7779fhoxxD49Vr9eI4sGCJ+Qga9TIoxjdtsSVJfOykmMIlJa7QkYvoVe3ZI6o7a5booMkRRkFbtT9hg0Ln8+HRx99FI888gj27NmDU6dOoVOnTmjcuLEM+RICUVa9lvHhNgVP2IdMz4KWYnRjtPqirw8zz9GKEuPo1S1ZI2q765bbp3ScTuEdjekEWQ0aNECnTp1EypKwyJ4nGzcvgOLAwdDfblDwhBzUDEiZ9YulGJ2OZVArBzWZwnF6XtoORA8weOqW6BG1E3Ur3qZ0ZMNlWBQVFXHfcMGCBaaFSVRkzpNFGxUABavFK6xRnOx5WDXF6GSeCVY5aEXKu2FeWjYyRvm8dUtk5+lE3XJrkKRb4TIs0tPTQ/+vKAqKi4uRnp6OHj16AAA2btyIiooKQwYIEYmMebJAaXmMURGE3L7xhd4ozu55WLsUcfQIXKscWM+edksXDLsiV6hcTmOkXKzWhWDdCs/8a1ZOHkTULaPPdSpI0qtT2FyGxdtvvx36/4kTJ2Lo0KGYNWsWkpKSAAC1tbUYPXq0tDTZiYJol5jWCI0s7fiCZxRnp8vVDkWsNgK/uFUT1Wv3Ha9GUfc2qjINuyLXswpcDSPlImo1jJnMv2Y9KFbrltnnWjHOzdQvI3K6rf4ajrGYM2cOVq1aFTIqACApKQnjx49HYWEhXnjhBaECEuZhGQ9F/mxXVD5CHG501cr0krBG4NNu6aJ6PascFLgzyNQsRstFxGoYM94Qqx4Us3XL6nPNGOe8ez2Z8TAFSsvx6pLdWFZyTPP+dmM48+a5c+ewc+fOmOM7d+5EXV2dEKEIMahlqCvyZ2P6ML9DEhGysJqNUFaKa3+unNTKLA9NclI91TqvpazdmBJZD9b30iqXPpdkqp6zmqXRTPZHERkjzdQtuzNV8mTXVMtMyiNn8HfhRoXa/Z3AsMdi5MiRGDVqFPbu3YsrrzzvQlu7di2mTp2KkSNHCheQsIYb1zgTcjD7rb04Ytfy0BR1b4MjVT+G4osWBA6iZVpD5nSAGm6OQdL6Xlrlcn+fPCzdeUz1nBXMeMuc8rDZ/Vy9KUqznje9FU5O11/DHosXX3wREyZMwEsvvYSePXuiZ8+emD59Oh555BGaBnEpskaNhP3oeRaMfmu3bmIUJFBajhmLSzBjcUmETFoeGrWg5VkrvsHZWn6PqpFr7UTve2mVi1WvFgsz95Ulix5qeUxkPlfPkDHieQuXU8/D4nQMnWGPRb169TBhwgRMmDABVVVVAEBBmyYQHWzjtuAdQjwyPAtu3n48+n2jgwJZHho9ZR0d9KcAMZ31xPlbse94tes8NzzfS8tzJcuDaea+dntTWaP8fp2zuH8vWlY9zxurfLQMBzcsnTadIAsgg8IsojsIL7qyCWMYCeYyovzcGPQJsDuB8HdmvasZZd2uRSomzt/KfJYsZHwvvXvKWh1k5r52rlSyYkSb1bFWM5OyykftdwAwxJ+NiS7Q/VyGRffu3bFkyRJkZGTA7/fD5/Mxr920aZMw4eIR0evJnc5wSNgDj1I0o/ysLt2T5SnTC/wLX94IAH0uycT9ffJMK+vkJPVZYZmeGxnfiwYZbMwa0VZ0rMzMpP07Z8XIVRw4iBEFFzmu+7kMi5tvvhkpKSkAgMGDB8uUJ+4R7Xp2syubEIeegrKi/GQFfVoxOrSU/dnauph3XbrzGJbuPBaSweg72b2hmozvJWKQ4cYpVVEymTWirehY3mdqeW5Y7+9m3c9lWDz55JOq/08YR7Tr2a2ubEIsagoqPB+JVSVj1CWt14lZNTr8uRnolpOOzWWVEcfv7dWe6V2IlsHIO9ntCZDxvaze043eDtEymTGirepYK7EkZlcAOY3hVSHLli1jnnvrrbcsCZMIqEVDs9aXm72fG4J3CPFMGtgRQ/zZob8XBA5i6sIdAOQqGbWVKFqdmN7KBbV1+2rPjDYqgPOBdnrvZDYnwaSBHVE8uhDTh3ZF8ejC0Fy1jJUzMr6XlXu6cXWQLJmMrpzi1bFaK7bMrMyzsgLIaQwHbw4YMABjx47Fc889h+TkZADA8ePHMXLkSKxatQp33323cCHjjaAFG8yYFu3GNXs/t7kwCbGwllEGR+h2bk+t1YnpJffhcdez7vH+ulJc1b45hvizmfvgWOmcZXgCWM8R/b2s3NONbnU3yaSnY51aseVW3W/YsFi2bBlGjBiBxYsX47333sO+ffswatQo5OfnY/PmzRJEjF/UMqaZDbq0M7o6HDfOycYreorG7u2pjXZiekYHz8qOeRv2Y96G/QDOR8BXnD4b0Y5kjNisegJY3yNooG0pq0DXnKZCNkIzWwecdKubWd3jBCwdKyuAnvf9ndL9Whg2LAoLC7F582bcc8896N69O+rq6vDss89iwoQJmqtFiEjcZI2bxY1zsvEMj6IRqWTMGjJmjY5wWMvpwikOHETx6EKM7Zsn1bg16wnQax/h599bVyYsb4bZZZ+yNo3TMq60ykimTGblVSO4q6vacac8UE5jKo/Frl27sGHDBrRp0wYHDx5ESUkJTp8+jdRU54NGvILbrHGj0DJX+7Fb0VgxZEQYHZMGdkRK/Xp4ZckepozBXUtl1zmjngC99uHG9iPDra5lOPCUgd2u/nHzAhFTbE4Pltw61aGH4eDNqVOnoqCgADfccAO2bduGdevWIRAI4LLLLsOaNWtkyBiXuDnwhge7N/MhzsMKMJSBWh01sjMuK2DNyDv0zm+p+Qw7DXEjAXh67cOt7cdMkCELveBD3jIQKZMW0UYFwBcsyqqjenWXF7veXySGDYtXXnkFH330EV577TU0bNgQl156KdatW4eioiL07t1bgoiJg/J//5W106RIvO5x8TJ2KhqtlShW4H2H4LJTNdxsiOu1j0RoP3qGg5vKQC0wOoiesef1QaIMDE+FbN26FS1atIg4lpycjBdeeAG//OUvhQkW77Cs+fBdGQHnXXEs7N7Mh3AGvZUo4dfJcNeylp1Ou6WLkGBHI3IYeT+9KR8R01puD5zWMxzcFEOgZTzwGDpenbKQhWHDokWLFqitrcVHH32EHTvOj1w6deqEm2++Gb169RIuoBcw08BZFZlHiTuN1c18CDnI6GhkpRK3+nytJFmiMft+ep2N3nmzQY+yEG1cAe7pkFnGg9GpPzfpaScxbFjs2bMHv/jFL3DgwAHk5+cDAKZMmYKcnBz861//ws9+9jPhQroZsw3ciLvPbStF4mFFS7whq6ORmUpcxPNlY/X99Dob1nmrQY+ikWVcAe7okNWMoCJ/NqYP8zsolTZu9lgZNvvHjh2Ln/3sZygrK8OmTZuwadMmlJaWol27dhg7dqwMGV2LlcxwrMA4Ndw27+q0siciYdXDeetLI67Ri9tRu0Zv/lhrqZ0InJ6/diLIUlTQo13y6OGV4MNgUPEDfTvggb4dMLzgIqH3Fxk7x5O91kkMeyxWrFiB//73v2jWrFnoWPPmzTF16lRcffXVQoVzO1ZH7mrWfMu0hpquQzdYqW6aGyXY9XDi/K2q2S7VRptaI1Kn3dVOPt8JI1pPr8hO3x5dzm72UIrWh+G75r6yZI8wz59Ij6IblypHY9iwSElJwcmTJ2OOnzp1Cg0aNBAilFcQ0cCj3YBaStRNCamszA8TYtGqb2qxMNFKiEdRsdzVvfNbquaZELXULogMdzlPHXXCiHYq6JGlX87W1qlezzpuFyx5zeoeWR226Pu62dALYtiw+OUvf4nf//73mD17Nq688koAwNq1a3HPPfdg0KBBwgV0M7IauJoSdaOVamZ+mPgJmdtB6xGuhOzYFtoJRAU/2u0xcSLoUUu/sAJljQTQmqnrWr+RsapOVoct+r5emIo2bFi8+uqruP3221FQUBDahOzcuXMYNGgQXnnlFeEChvPFF1/ghRdewMaNG3Ho0CEUFxdj8ODBUp+ph11KxwtWKmDdAEoUT4eM7aDbtUjFxPlbua4PV0JObgstArU6Izr40YrHRK9Oq523O+hRS79YrR9m6rreb2SsqpPVYYu+r5uN+SCGDYumTZvi448/xu7du7Fz504AQMeOHdGhQwfhwkVTXV2Nrl274s4770RRUZH05/FiR1Sz3fOqZrFiAMn0dLjJYJHlfRp2RS72Ha+OUTgKoKmERCgqpyL71epM/85ZmuUrw0hn1S8j+4VEn7ezTLX0i5X6Yaau8/xGxqo6mR5o0fd12pjXw9ReIQCQl5eHvLw8kbLoMnDgQAwcONDWZ7oFu+dVzWLWAJI51eO2qRmZ3ieWwtFTQm5XVGqw6kxKfXUXvazgR625fq/sF6KnX8zWDzN1nec3rOWhC1SyZxr5rrLagYz7umGZLgsuw2L8+PF49tlnkZqaivHjx2teO336dCGCiaCmpgY1NTWhv6uqqhyUxjjRoyC7t8U2g1kDSFZn6yblHYSnY7PiYVFTOMFjwSVvavd1s6JSw+jyShnBj1r1S69Ou216U0+/mKkfvEZceH1n/ea776sRKC3XNHaiV9X1uSTTkLyA9vboVnSv19qXFbgMi0AggLNnz4b+n4Xbtk2fMmUKnn76aafFMAVrFGTXvKrdbjpZUz1uU96Afscmy8PiNs+NVVh1I7vpBbYFP1qJTXBjEJ7ozo/HiFOrl2rByK8s2ROzBDRa3uB3fXXJbiwrOYalO8//s1rX463tyIbLsFi2bJnq/7udyZMnR3hYqqqqkJOT46BEfNg1ypap2LQUlJrlzzuKNDpq4HnHeetLsaWsAl1zmtq2/0T/zlkhl33v/Jahd/HKkjc3oFZngPP5O+7p1R7FowulBz9aiU3wQhCeCLSMOFa9LB5diP6ds7C85GjMcmaeerus5Jjh37DwSttxUxyZ6RgLL5CSkoKUlBSnxTCMXaNsJxSblURMZkYNeu84eOaq0CZX760rw9/XleKjMddYe0kdot+j5lxdSJ7Xlu5W/Y3blry5BdZqmKDiL+reRurz9Tbjs7pfiGic6nxYRpxWvSzq3kZajIYRvNB23OZR4TIsjKzAWLBggWlhvI7RRsu6XrQnQUsuOxWblURMVkYNrHect740ZufMzWWVmLe+VJrnQus9AGDpzmNqP3Pdkjcj6OUj2He8Gmdr65CcVM9UHWTlUwh2CLLqNu9mfHqeEbvm3t3W+QDsJFt600Vna+uYsUKi67rV+8k25tzoUeEyLNLT00P/rygKiouLkZ6ejh49egAANm7ciIqKCulLQE+dOoU9e35yi+3btw+bN29Gs2bNkJtr3xbKahhttHrLzER5EnjkskuxWbH8rY4a1N5xS1mF6rVbyiqkGRZa78GizyWZlr+PU253rfoXfU7tGh5YCn7l7mMY/8EW0/fVwwsj2SBu7HxY319vuqhbTnqEhyr6u4qu61buZ4cx58Z6yGVYvP3226H/nzhxIoYOHYpZs2YhKSkJAFBbW4vRo0cjLS1NjpT/x4YNG3DdddeF/g7GT9x+++2YO3eu1GdrYbTRsq5v1yI11KGJ8CS4TZlodQB6LmsRo5DokUPXnKZ4b11ZzHVdc5py39MoZt7j/j5ilnU74XbX8s6wMoUaraNqil9t6aHouu/G4EsWMjsfs1k11b7/tFu6xBj1wemuLWUVyEhtgJnL9kacDy4xDo9VEl3XzdwvHmLlzGI4xmLOnDlYtWpVyKgAgKSkJIwfPx6FhYV44YUXhAoYTu/evaEoirT7m8Voo2VdH9w0Si3iObzxBu+hV8HdZsn6czMwxJ8dkx2vOHAQIwouUn1XUYFurJHD39dFTof4c9KlBnDqvYdsr4Ka58ZIx8AzrRE8Z8Y7E36NkfeOVvz7jler5jQQWfdle4FEutBldT5mR+SsOqA2rcXybITDs2LEKkbvx6N/RXxjNwYBGzYszp07h507dyI/Pz/i+M6dO1FX5+ymNE5hdCSu1ZjVLFqthqXVkN1oyV6blxljWAA/NTa94M7gyMXICg6tkcNHY66xfVWI1ujHbq9CdHn3uSQT9/fJU32ukWmNYAZMNXjqn5k6yqP4Rdd9Wd9LtAtdRufD43llYSS/hZ5REf18t6zW0HtHkd/YbQnuDBsWI0eOxKhRo7B3796ITcimTp2KkSNHChfQC/x1zbeqx4MjcQAxAWpam0ZFW7RaDUurIbnRktVqbHquw/CG+N66sgjvjhZ6I4dhV+Tatsw0iFYnaFfMi1p5s9b9G53WCJ4z4p1Ru8YsanXfTLIk3meJ/F6yXOiiOx9ez6savLrJaBK04G9Y72bnqhitd5SVnNBpgyKIYcPixRdfRFZWFl566SUcOnQIANC6dWs88sgjeOihh4QL6HbGzQuojsCDBBO1RHNPr/aYdksX1U2jwjtfq25jt1myWo1twab9qr8JloHZhuhGz40b0Kpb0WVrZloj2LkE61/QsA5mT1Q7JyONsuhkSbKROYUpsvMx6nmNhkc3sZ4x7ZYuOFjxQ0yOC63fOLEqhvWObpumFo1hw6JevXqYMGECJkyYEEqRLTto060ESss1jQogNlFLkGASGD2rXYTb2IoykTFNwGpsWgaAlYboRs+NG9CrN+Fla8Y4C0+hvejrw9IzybIwmizJ6URDThnCRt9brV2Fw9s2ta5htd2gLqo5V8fVrp0MZFd7x3gf7FhKkJWoBkUQPW9Cj7ZNseG7Cs3f8+Tn12q8MjtImcmj1BqbGQOAtyG6zXPjBvTqVnjZWgk6dVKpGzVIo0e1vS5ugXfuvEqafGqINIR5jQWzo3lWgjJAvW2aMdpExCS5zUMQ74OduM68KRtWp9ajbVPkNGuk680IH9GFVyi9zccA9VUhIpINBXEieRTAVhQ8DVFPablpDtItRE8XBFFTclrBs1oKXk+py/QQGBkZqhlAK3Ydxw3Tl2Px+N5C5Qo+T2biOl5jwarhN+yKXOw7Xq3bSVqZirAak+RGD0E8D3bIsLCAWjrfIn82hhdchCFvrNb8bZE/O6RwtVaAsFzGeo02+vdGcSJ5VBCWotBqiLLmT512i5vBjEv77ZFX6v5OL3iW9d20lHr0dxviz8aMYX5dmXkxMjJcXnJU9R67j1YLN6hlJ64zYiyIGM3rdZI88shsa054gXh/r3UPnme5UUeRYWES1mqN4QUXMRvqsB5tcFX75li5+xgWBA6G1tkHlYrZkYPWyhGzLucDFT+oHpeZPIoHtYYoy9Uuu9OTgYhRodrW6lY6Bn9ubP6Se3u1D90jnOA1IstZxMhQpEFtx9SQEWNB1Gheq5PUk8eOwEo7vUAifs9zrRvTtAOAepJ9QhdWQ1lechTffa9+7kxtHdq1SI2ZIpm14puQUjbyLKPngx1GoLRc8/pAaTlW7Doec/zilvrr053ASiImFmrKvzhwEOPmBUzfUzasDkvte7PqwtSFOzDkjdUY/8EWDHljNaYu3AFAv4xZvwueC6/zQ/zZmDiwI/OexYGDunXUKP7cDBR1b6PZmfTOb8k8J9KgllFfo1m5m3/PmeBoPhzR8/1mlpmLrgMAXz1gYVVOo+1T71o7y80opjwWS5YswZIlS3D06NGYpFhz5swRIpjbYTUUteVPQYoDB5HbrJHqufD4Cd5nGTmvZdnyZky8p3cHzec4hYz5U61OLzxLqN1ouT15R6msuqA1kjabfyT4/+EEy1Dr+zgRVMcKZhWdjVX2fD9rtVqRP5tZprLn+7WmIrSWmcuqA2amD6xOGRn5Pc+1bgtIDcewYfH000/jmWeeQY8ePdC6dWv4fD4ZcrkevYh6owQruJl5QC1ZWC7noOJXWwZoJWOiE8iIsHZbpwfouz15OiwtI0BLURV1b2M6/4jWPdVSvGu9i2yCHez760pRfvoM+nZshYtbNWHupGkG2SsCWOV+TZ52gjDZwc1mlpnLwOz0gVU5jfye51o3BqQGMWxYzJo1C3PnzsXw4cNlyOMpwhvKd99Xa3orgvTOb6m59trsyEEr2RBL8S8vOWoqYyIvdgYViR5xqcUFBHGi4fJuOa/33bSMBz1FJbJjCJ4LxlJEx184OeIK72CnLtyhuZOmWWR6CNzc4agZL3YuvbQS32JVTiO/57nWznIzimHD4syZMygsLJQhiycJD3jjMSwAfaViNlLYaFQ+C578Gno4EVQkesTF0+nZZTzxuj31vptWp8PyfC36+nCE8WK0Y9C754xhfoz4v6BnN0W2yw6ylOUhcHOHw8KupZdGlj4Hj4fLY1VOrd/rpRlQe5Zbl6z6FIPbhU6cOBGNGzfG448/LksmaVRVVSE9PR2VlZVSknvx7MI3fWhX3S3Cg6h1WmY77Ojf3durPfp1zlJdFls8ulC3gurtcmn2vjIQvTwsiJ3Gk8gyjU5Df2+v9pgYFm8juk64rT7wsmDTfoz/YEvMcSNt2EncuAzRabTqYvS0cDiyB0ZuXd0RDW8fathj8eOPP+JPf/oTPv/8c1x22WVITk6OOD99+nTj0sYJ0dMRvNno1GDtFml2BKVm2YZH7gfhGdnoNQI3BRUZSRJkxINkdzZJUaNQ1gqNIDzfzqjHzE31wQgiphSc7Nxlx0wYxQ2GDqsdAbFxaOHwtm0z7+hkZlpZGDYsvvrqK3Tr1g0AsG3btohziRrIGU54Y+bJRqcGq6Kl1FdfHfzqkt14e+SVhmRj5b7oxwjc1JMtvBG4ZY6Xt8GaGS040VladXuyltCGr3LR+3Z6ZaWmWN1SH4xi1Zjzyig0GhkGgJvKQq0dseLQwlleclSzPMy+o1cNby0MGxbLli2TIYfnUWuMZjsCo+vZl5UcC+0YyYvZyszzO7fM8fKOvs2MFpzqLK2MQlmZJcMVpta3m7e+VLOstLLGuqE+mMFsG7Y6CnVqdC/DAHDjiDy6HVltt3ptQwuvGt5aWMq8uX//eSuvTRv3zzfKRKsxmukIWMlteue3xNYDlVi6M/a8UetWdM6M6ONuCCrikdWsgeV0Z6nX8QRKy0OGRO/8lobkYk2bsVzFwTLUUqxuqA9mMdOGtRLoqU2raZW1XucuygiRZQCwyiLc0+r0NAkrcDkcVgI1vbah9z5qz9bKOeIFDBsWdXV1+J//+R+89NJLOHXqFACgSZMmeOihh/Doo4+iXr3ESuYpujHqJbe5v0+eqmFhJv2uqJwZWislnAxy45HVymjBqc5Sr+OJPv/Kkj2hGB21lUvhClPt22mljAf4t7Xn7aC1gkDNlLUTnZZWAr2ac3Wh76WWNl4tMy9Ln4j0MMhyybPKIuhpVcul48Q0CWtDPsDYduzh8OrlSQM74kjVj6FvvyBwEC3TGnpi6kwNw4bFo48+itmzZ2Pq1Km4+uqrAQCrVq3CU089hR9//BF//OMfhQvpZkQ2xkBpOT7cUKZ6LpjcRqR1KyJnhpMrJXgwsy290bXpdo4s9AxZlqLjyU/C+nZaU3OitrUPwpJB1Goou+qj1ghYLyupGmr6xIr7XQ1RLnm1Tbb6XJKpOiDSyqXjhPHoz/1pQz4ej5+VthGO2oDS6ekiKxg2LN555x385S9/waBBg0LHLrvsMlx44YUYPXp0whkWohqj3lLV8PtpWbdmdrY0U3GdWClhVnnovaPb3PRW0nbrZbtkvauZdN7TbukSSnUtYmqIJUO7Fqmm6pXTc/uTBnZESv16ql4io3FU0d/AqvtdrY6J+IYsQ47laWVhZGAmw3jk1Ys8bYOHeAvgNGxYnDhxApdccknM8UsuuQQnTpwQIpSXMNIYtVy8WkaF2lSDmnUbbmwA9nsLRDQOp3JG2O15YGE2bffZ2jrN8+Hn1N7VTDrvaMVpJdAxmL1WjS1lFUzZrAYay6Z3fktVw0LrO6ntBGtEX+gNarTqmBUjW8+QU6tDPOWjlzPHSeOR9V5G95aJtwBOw4ZF165d8frrr+PVV1+NOP7666+ja9euwgTzEjyNUasxsxTgr6/Mwa09crg7AaddaVYbh5nNsZw2BsyuW+c1MKPf05+bgW456dhcVhlx3cT5W0MeCTUXvNkpC7103tEYNdB4ksp1zWmK99bFThGKCjSWid7AQ+3cxIEdNTORslb3RN9bDd46xgowjd4uIBw9Q45Vh6LLoEfbpqH/F5EzR3TMTjQiPJ4ivEVuwrBh8fzzz+PGG2/E559/joKCAgDAmjVrUFZWhn//+9/CBfQKWgpVrzGzFN2tPXIAIGYDpODolAc7R2dWGofZzbGMKArRQXxmcjqYMTCjlWS0UREkWF5BRWdkVQjPtxPt1dEbeQdlGHZFrm5OGFmufRFodTysc6yy1jLEeNzvZrw4rGfyetNW7j4WCgRWe6/oqd0N31VgyBuruQJZzeZdEe0BFdE29AwUp1fOGMGwYdGrVy/s2rULM2fOxM6dOwEARUVFGD16NLKzs4ULGA/oNWaWAmRFSycn8a+8sduVJjp3R/A+aoQfN7pSgscI0ELPWDSTOdXK8tjw88E6ZVT52B1rwnqXYT3a4Kr2zWNywrRrkYotZRXomtM0ogOV5doXidb34P1WWoZYkT8byUn1dPPZGPXiaD1TzdOhZgxEJ2FTe4Za0CpPIKuW8Sg6ZscOeA1Kp4Pi9TCVxyI7OzvhgjStwNOYoxUggJic9nrBdNGNus8l2tsky8JMp6ZVRnojTzMrJfSMACuZN4P3j34eK3OqnoEZXpZG3P9mRjh2xpqw3mXehv3ISG0QsVQ5/Bu9t64sNO1j1rXvRVh17vLcplgQOIgF/9f2teqvUS8OryEb5Nq8TFWDQMsjYjWQlWU8su5rNmbHKdw8FczClGFRXl6O2bNnY8eO83tNdOrUCSNHjkSzZs2EChcv8DbmcAXISjGrFUwXnJsNrsNeuvP8P7dbt4B+GWmNPM2ulOBJ7MRCyxCyoijNLI8NwrN01E1ovQuvYWg1QNNL7mVWndtYWhHxd3BUzpoWMeLFMRrHYiauxWogKytnDuu+ZmN2nIIVU+NWQwgwYVh88cUXuOmmm5Ceno4ePXoAAF599VU888wz+PTTT9GzZ0/hQsYD/TtnhUasPHPeVoLpopO7uN26DWJ2O3m9sjJjBOg1WjPz973zW6LmXJ0hA1ON6DlpIHIzMS+NcPSWZOoZhlYCNJ3KcGmE6GfqZYcMEgzmZbUnXi8OryGrdb1eu2A9Qy+QVe/7sWThidmRhd4KF72YrHDcaggBJgyLMWPGYNiwYXjzzTeRlJQEAKitrcXo0aMxZswYbN0au6NnohNdOWrO1UkLppOxxM5OhRp8p0BpeUzQqtZvtMrKjLLjabRagXes5/lzMyzP+avNSYfPY7thmaUR9JYcWpkmY2HU+BIdo8MD65nBwFy1Mgtn1opvhHitondtZq0KUbuetzy0Ao7VdELw/aLfN9pTw5LFidgbrTo0bl4gJlWAWkxWELevGPEpiqIY+cEFF1yAzZs3Iz8/P+J4SUkJunXrhh9++EGogCLh3UteJIHS8phYCQAoHl0oxVVr9XnROOFSN/tMs6tCop8XHClZRZZBtmDTfoz/YEvM8elDu6KoexvhdcAqPOWg9w30zhsta70yjJZfqzxlbdyl9UyW/Ho4VQesEl3GrEyegDun/bS+51/XfKsal/JA3w6qxuMDfTtg3A35McftgLcPNeyx6N69O3bs2BFjWOzYscOWPBYzZ87ECy+8gMOHD6Nr16547bXXcOWV+luGO4XV0aPRwDOzIzg1nHCpW3mmXlmxzrtl5QAvrOXGweM8dcCupbm8na7eNzA7TcbCyBSKjBgdPfT0hlk3uFu9Vlqo6QStLJ5unPZjfc/lJUeZq18OV/6oepy1GVoQN8QNcRkWX331Vej/x44diwceeAB79uzBz3/+cwDAf//7X8ycORNTp06VI+X/MW/ePIwfPx6zZs3CVVddhZdffhn9+/dHSUkJWrbULmyncCJJj6iO0gmXulNufKMdkx4yPT2s5cbhx63s5yJKdqNGolnD0AxGDHAZMTp66OkNNfnVEqfx3tfNsMr4uvzMmHiy8N+4ybAwU+7zNuyP+aZ6g0S3BG1zGRbdunWDz+dD+KzJhAkTYq779a9/jWHDhomTLorp06fjrrvuwsiRIwEAs2bNwr/+9S/MmTMHkyZNkvZcK4j0IPAgcmdRJ4wiN2RLtIpsTw9vGal1xFaX5hrB7bEeRrKJyojR0YLnmWryh7f/6Dw4dszLyxgts8pybN88DLg0CxPnx8b1uU1fsL4nK74oyOaySky7pQuSk+qF4ltYuUrcFLTNZVjs27dPthy6nDlzBhs3bsTkyZNDx+rVq4frr78ea9asUf1NTU0NampqQn9XVVVJl1MNuzKqWbFW3ZK50IlnikZ2h2qljKwszQ3en7e+esFI5PWCaAXq6i2JDGK0nfMYPmqBjeFZLu2c4pM1WtYLhnZqhYdReFOaR5OcVA+7jpzULVs3GfJchkXbtm0BAGfPnsXdd9+Nxx9/HO3atZMqWDTHjx9HbW0tWrVqFXG8VatWoQyg0UyZMgVPP/20HeLpwlJgTrmdeWVwIv5A9jNlz0Ha0aGaLSMrS3MBY/U1HozEcNTa8NSFO5jLfqOvM9PO9QyfQGl5KG+N2r1FT/FpySFztGwmLbobUfseeit9ztbWcZWtmwx5/tzQAJKTkzF//nxZsghn8uTJqKysDP0rK4tNiuIkrMYYKC03fJ8PN6i/m16yJh4Z/LkZKOrehjkKW7Bpv2GZ9dB6phq8ckxduAND3liN8R9swZA3VmPqwh0ixI0g2KGGY2YL8RmLSzBjcQnznYyWEY9saueDGVzN1NdJAzuieHQhpg/tiuLRhUJW28jATD1WK4/iwMGYe4hq59EE67Ja3hrR7VEPvQBXEWjVdzNtwU34czMw7oZ81bbJiqmKLlsRekcUhleFDB48GB999BHGjRsnQx4mLVq0QFJSEo4cORJx/MiRI8jKylL9TUpKClJSUuwQzxQiXFd6u0PqWatWZHBLoBCvHHbOQVoZRUW/zytL9ggtW94VGNEZXFkp4nmSiblZ4Zutx7xtR1ZuGa12b7f7W2+lEsEHK25GDTXd7hbvjWHDIi8vD8888wy+/PJLXH755UhNjXy5sWPHChMunAYNGuDyyy/HkiVLMHjwYABAXV0dlixZgvvuu0/KM2Vj1XWlp1x4rFWzMrglUMiIHGYUvJVpEzMdKuubii5bHtmiR8KsJX5uipkwipV6zNt2ZLio9TwBdn8TnpVKBB/RbdPolKIbDHnDhsXs2bPRtGlTbNy4ERs3bow45/P5pBkWADB+/Hjcfvvt6NGjB6688kq8/PLLqK6uDq0S8Rq8FYbVubGUy6+vzMGtPXK4KpfZeXArozCRMQ5G5DCq4J3wyGh1GHaOQnmX+HkhZkKrvlmpx7xtR0asiZbh4MQ3cdP8vkjM6CoZMVxu8UTwYtiwcHKFyLBhw3Ds2DE88cQTOHz4MLp164bPPvssJqDTS+hVGK3OjdVoWUYFq8KbqbRmFYnoztqIHEYUvFMeGa3ys1NJay3xG9s3T7euuCFJD6Bf36x2iLxtR2vbdzOo1eU+l2Ti/j55jpR3vAXqAuZ0VfRvhvizMWOYP/S33R5QpzCc0tvLOJHSO4hZy1cvNTNvOmoZo2+jqbBlpZo2I4fangThGE35LLITVYub4Xkn2XtV8KbRdir2Jloe3vomK6V7OLLKhOe722nkucWgtIoZXcX6TdC4cEtMmhWkpfQGgP379+OTTz5BaWkpzpw5E3Fu+vTpZm4Z18gMDuMZMckafRv1dMhaZ21UjvDEQazASN6RrOjcIeHvo2f8iJBBCzPZO53y9KjJc3GrJqrXRtc3O5Y3yyoTvVGs3Z2Zl0bVWpjRVazfFAcO4uftm7siJs0uDBsWS5YswaBBg9C+fXvs3LkTl156Kb799lsoioLu3bvLkNHTyA4O4xkhyEycYkSRyJyH5ZWD93uwXM1m7qUGz5bPIt/HLGpyaD2Tt66JHNmy5Jl2SxfV61nTZLIUvFOJi9wSYO1FzOgqrXNbyipUj7slC61oDIfsTp48GQ8//DC2bt2Khg0bYv78+SgrK0OvXr1w6623ypDR01hZ3623Lpk3J4NbAqvcsM7ayPcI5mC4Lv+8QbF057GIcg56FHifEURkXgM78gcYeSZPXROdS4QlT3JSPcfrG+Bc+zNbN2TlpnEjrHfV0lVavxniz1Z9TtecpqrHvR7cysKwx2LHjh34+9//fv7H9evjhx9+QOPGjfHMM8/g5ptvxr333itcSC8jKzjMyGhEbfQNnJ8SsFvJOh3dbOZ7qCUgOlL1I3NXQpm5Q3if5dR+Lou+PhxzPLwzn7e+VPgoWkueou5tHI+mD3Y4PGm/RaJVLqw4IzumTuzaWVfvfuPmBSK+SfS7qukqvfIJBmpGf+thV+R6JvW4CAwbFqmpqaG4itatW2Pv3r3o3LkzgPNpt4lIRERLq7lpjXZO/TtnucYtatXtbDWy2sj30Jo3VUNm7hA1nIjGZz0TiN1CHAD6dT6fwE4rmZsVl7BeGYic5jBT93jTfovGn5sRsztmt5z0mM3JgnFGdugIu3bW1btftFEBsKdEjQ7mZgzzY0TBRTH1RC12Kl4xbFj8/Oc/x6pVq9CxY0f84he/wEMPPYStW7diwYIFoW3UiUh4AyxlLvd00wY1QcwqaauKJ/x76O0YaKSzf6BvB4y7IV/3OtHGgFv2c1mwab/qtcG6ZyVDrBl5RKO3lFANVtrvEQUX2bJCI3ob9c1llapbq89a8Q1S6rNTR4vyHGh1zKJjQlj3a9cilTkwMBOcqfYbljHLEzgeDxg2LKZPn45Tp04BAJ5++mmcOnUK8+bNQ15eHq0I0UBr1GSmszTaObklziKImXcWqXj8uRkxIzc1GdTKucifjQUqisnICER0R+hENH70M7XqmNa8vigPi8wyYBkIADSNCyOdkegpAFFxNqJ0hF5ZiA78Zd2PFUgJmAvOtJIpmVd/eW0Zr2HDon37nwJaUlNTMWvWLKECJRpWKpvT8Qpm4XlntYYk0utipNzVyrllWkPLHofo93LD97NzmgkApt3SxXKyKDvQmhLT8j6wOp3oPTRkxDYYNQh657dEzbk6YZ40XnmCx3kDf3nLiXW/rjlN8d662E0bi/zZmu9q1dNoVn95Mf+FYcNi/fr1qKurw1VXXRVxfO3atUhKSkKPHj2ECZcIWO0seUdpbpoK0ZOF5XIW6XUxWh7R5SzCqIt+TyczJ6rJY3WaKbxcWErZC0YFoF3HwutMtGHGCpyeOH8r9h2v5sr9YdbYY5W5gthpqWAH6c/NEDJYCcocnGoM3ksvFkbrvNFBmFadiw6kLPJnY7rOtBZgrd2b0V9eXTJs2LAYM2YMJkyYEGNYHDhwANOmTcPatWuFCZcI2DVFwbrfyt3HYjJJykYvWl3L5SwqNoG166KRcrfield7z+Auok5kqgRiOxsr00xqv/Gqhw1QX9kRJFh+rFUGwXTeE+dvjfgdT+4Pnuk6LVhlrpWAzeqUEitINyg7z866aufNTJWw7melLpotHzMeDzcNCI1g2LDYvn27aiIsv9+P7du3CxEqkbArqp+lGO0KJIuWhfXOrADAoJwyPAXRMtiB1vw3z7SQVdS8JSw5RZaJE7EgomAtJfTnZuiuMmDt8qmV++NsbZ0QY0+tzGV9B60dl8Nl15tyUDtvZqpkiD8b1+ZlqrYdJ+qiUf3lttg4XgwbFikpKThy5EhErAUAHDp0CPXrm8oQnvDYNZK7Ni9TdcTF03mI3uWP9c48LmcrCkEtjwJwfq7/4lZNsGDTfltG0zy5LtSmhUR4M1jeEjNyegVRxpnaUsJAabnuKgOtDuKva75VPXew4gfNezqFmd1iw8/zyK72DDNTJcWBg6Fv45bYBCP6y66Bp2gMWwL9+vXD5MmT8fHHHyM9PR0AUFFRgT/84Q+44YYbhAuYKGhVNq2GbCTZjFnrV8Quf6wVF2qjCD2XsxZa5aGVR+GzbYcjXNWilRDv3HsQ1rSQiPlVlvKP3hK9yJ8tJbDU7gh30cZZdL3V6kyDdZbVQQDsnCh693QCs7vF8p7Xe4aZqZIgImMT7KzDXpxCNGxYvPjii+jZsyfatm0Lv/+8a3Dz5s1o1aoV3n33XeECJjpajcxMshmj1q+Zzs1qh6jlctZCqzy0XLSAenZNUUqIJVdw7n3ul99ix+GTofN600JWR6ws5R6+JfrK3cewIHAwtKxWlKGlV2dlZF2UHfzGKs/oVQZGcn8A8ldpGIWnLLUMZh7ZeZ9hZKokHBHeHidWaXhtCtGwYXHhhRfiq6++wt/+9jds2bIFF1xwAUaOHInbbrsNycnJMmRMWLQaWfD/1c4F3bNq54tHF0rfkVTE2n1W9joWegqJta8HcD6+QG0qQIQS0pIrOjAvelWIrPlVHvdq9JbxIjpjvW8kQ2HbEfzG6kxbpjVUvTb8uXpGiT+Xf5WG7FE0b1mqJaDjlUnvGXrvGO11i8Zq2/HqKg27MRUUkZqait///veiZSGi0GpkWr/R6kj3Ha9GUfc23I1g5W7jc++8HaJern4jVrrZDmRYjzb41ZW5qobFm8v3WF4xw5JreclR1TiH+/vkhf7W23fDCiKi742iV59lKGy7gt/MpsNWM0qilz7ytAPRRplaB26kLM2OsLWeYcR72+eSTKRfkCx8fxa3r9JwSyItirZ0MWaUoloD5P1tNKygtN4XtzCsLKMbNW+ufl70yqp3fku8smRPzPms9POjyl4Xt8CKXZF73ew+Wo1560st5Vow2oGFj8zUvmFw3w1eWPkEAGvR9zzPjFZuZjJzWlXYdgW/WZHf6hy66FE0qwNXK0s9XWAUrVgUI97bpTuPoXh0oSGvJw9uXqXhpkRaZFi4GD2laGQjqOjf8sAcbe86jqkLd2hWWi1lyRNFbxS9smK5q19ZsgevLNmDjq2bqN53S1mFJcOCJRfL0AkqKBEdrV4+AaMyR39DtW+rpdzMdPIiFLYdwW9WOxwrc+gijTI9I2XSwI5YsuMIdh89/8zlu45j8MxV+GjMNaZkV8PMPjSsc9Hlb3VEb5ehahS3TdGQYeFytJSikQaotkGWXiPTUoq8bl618zxR9GbgTb6zvORoTKe+49BJqNE1p6lpefTk0lJQRjoqte/Im0/AqMwA23jgUW5GM3OKjIMw08nydkKy5deSReQoWs9Imbe+NGRUBNlcVmnZsxcNbyyK1juu3H0sIlYoeqdXIyN6nqRbTuK2KRoyLDyAllLkbYDRG2TxLgfVWhJpttLyRtGbQa8D8eeyNzvKybgAZeU/5Q7w56QLU5Zqcmlto8zbUbG+o4h8AmoyaxkPvMqN9Y2Cq2S2lFWga05TR9N9m3Ery+pw9GThrSs8hhKrbQYz9LI28LLq2dPDqPdWbaPA6F1dw6dStMpFa2ooGqdiHNw2RUN7hcQZvG5sXrfZpIEdkVTPh5nL9sY8i5UW24yMvLn6RcBqbK/e5seuIydt7di0tlHW66i0vqOIfAJqaBkPVpVbuAJ/b10Z9h2vdmSO2Ipb2cqUhhVZ9OqKlpcpOr+KVoZe1gZeIjx7ehjx3u47Xq26A3E0ry7ZHbGKRG35M29dMGKMijZA3DZFQ3uFxCF6Ssao2+xnmY1Vr2elKRYho0y0GqE/N0OIQcGjOKys2Qe0v2NR9zaW8gmw0DIerCg3N80Ra63kCZ43uoxStCxqbZVVV1hle6TqR9VVWVoZeoddkYu/ryuNGP2L9OzpYcR7y4Ne/hq9lUzhBrUMAyQaM9mMnYD2ColTtBqZ0ZElz3EzFrjo0Z0RZDZCXsVhdV5U77tYySfAQs94MFuubpojZpVrMNA3GpnR9yJc3KyyZa3K0nvmR2Ouwbz1pa6YsmKhVk+jYyx48tdoTQ2Fx2/w7rVjxYA2m83YCWivkATE6MhS73pZFrhsZDRCI4pDxEoCve/I845Gv4Ge8WCmXN00R6wXWxSNTM+KCBe3USNEzdsV/cxhV+S60qAIR82wvu3KnwxsQH2PnPDyYk3bRk+z8O61YzZ5ICAnz4ssaK+QBMXoyJJ1vWwL3GsYdV2bXdYZxKrnxew3EG2UuW2OeNLAjkipX0/VQ6GGKM+K2ve2+o15O0dA3dultlzcDe52Hvy5GapbzwcT3/HUOd74jeisn2r34jWgndp9WBQ+RVEUIz84cOAAevbsie+//z5mr5DFixcjJydHiqAiqKqqQnp6OiorK5GWlua0OHHBgk37Y9I/A8D0oV01s1YGSssx5I3VMceLRxe6sqHwwnqvfp1aom/HVqqjPN6cEFpbQIuU1clv4KZOi1U+aogoM9mGdnTZRj/v3l7tMVHA5oJugqeOG61zWvcEtFeYALFlGF3udtc7I/D2obRXCGEJMym/AfbI/tUlu/H2yCsty+UULDf6f7YfxX+2H8Xf15XGJBNSG/3bsQW0m+Iagtg9R6zVqfBOiYjwrNgRvBpdtmpTBYHSckvBxm6Dp44brXN63jUj3l+1cmfJzOMRcQu0VwhhGlYGTZ58FCzDY1nJMU3l5gWCiuP9daWYtyEyYRlvMiG9PBQiFLqb4hqcgGf0He0GB+SsCnHKyGNNFcgINnYCWXW8f+cspNQ/vyqud35LU9NTrHJnyRa++zCPIegkXIbFJ598goEDByI5ORmffPKJ5rWDBg0SIhghD1HuZpaiuSZPfT4wHH9uhtRdRZ3Gn5uBDzfErvcH+JIJ8Sg+q+XktrgGOzEy+o4e0cooH6eMPDuDjZ1ARh2PNkhrztUZvp9euWvJzGsIOgmXYTF48GAcPnwYLVu2xODBg5nX+Xw+1NbWipKNkIDIOVKriub+Pnm6UdlexkoyIR43vFf20XAjbht9O2XkiQ42diMi67io6SC9cpcRLG8nXIZFXV2d6v/byR//+Ef861//wubNm9GgQQNUVFQ4IoeXEV0prSoaryoqXqwmEwpXLit3HxO+BXRIJpesfbcTN46+nTDyjJaDVw1RUXVclEHKU+5qMrvNIGZhKMbi7NmzGDBgAGbNmoW8vDxZMqly5swZ3HrrrSgoKMDs2bNtfXa8IKNSit7fIXyJUvQ6bq8pM+CnZEJLdhxBRqMG+NWVxsonqFyKurdhbgHtppUUXsGtRq3dRp6ZcpAto5vrM68hpvcOZuufGw1iNQwZFsnJyfjqq69kyaLJ008/DQCYO3euI8+PB/QqpZkGbWV/By0PSvQ8Yjii5hRFKTC9++w7Xo3/bD+fDnrehv2m5VdT6G5d/scqEzd1Gk6Nvt1UBoC7vBBurc9BeAwC3ncwU+5uNYijMZzHYty4cUhJScHUqVNlyaTJ3Llz8eCDD3JNhdTU1KCmpib0d1VVFXJychI6jwVrDfW4eQHVfQO0sJoHgZUD44G+HXQTE1ldv21Ggal1CHr34S0jM52NG/NQAOwycXunYQdquUlm6Gy+55QhYvdz3Vqf1dAynO14B6fqhLQ8FufOncOcOXPw+eef4/LLL0dqauQoePr06callcSUKVNCng7iPGpWcrRRAfDFXsja64IHK9M3ZmJN1DrF/p2zdO8T3LhKS36zHa4b51tZZduuRaongs5kwspNAoBpXDhljNnx3OjO0Y31mUXQexgoLceCTfttfwe3x0UZ3p5y27Zt6N69O5o0aYJdu3YhEAiE/m3evNnQvSZNmgSfz6f5b+fOnUZFDDF58mRUVlaG/pWVqS//SzSCc/bBhqGWiwJQ77iCDSlQWi5sr4tw7u3VHr3zW+r+1qpRYuQ4q7NkGQ2vLtkN4LxyZnlewqef1O4dKC1nv0DUPXiPGyX8W/PCKsMtZRWGro9HtDYDUytjK3WDB9b3NfpcM/Vk6sIdGPLGaoz/YAuGvLEaUxfu8Ez8QJB4eAdZGPZYLFu2TNjDH3roIdxxxx2a10RvdmaElJQUpKSkmP59IqCl2PXy19/Tq73l+T7WPKPWUkurc4pGG7/Rzm9ZyTHMW1/KJb+VEY7M+VazI1ZWGbKW3sajwmW5qbXeVe17yxz9an1fI881O6XI8l55IX4AiI93kInp7Uj37NmDvXv3omfPnrjgggugKAp8Pp+he2RmZiIzUz+ZEiEPlrKLzp7JakjFowstB36puRWDBkfQK5Dd9AJhmQ6NdsisMuqd3xJbD1Sq5uJgjdAf6NsB427I1703b4cbXU483h49rCxLZpXtsCtyse94tSsVrsj5aq2O1p+bgSH+bFUPodr3ljX61fu+RlY+mKknWoaLmwJJtdDbksAL7yATw4bF999/j6FDh2LZsmXw+XzYvXs32rdvj1GjRiEjIwMvvfSSDDlRWlqKEydOoLS0FLW1taFplw4dOqBx48ZSnul1eBSmWkdQ5M/G9Kg5Xy1lEJxWsYKaQgYQc0xrY7Mg0e9tdcdILUOEleSLNUKP7vhFeB3CV9C8smSP5flwqyNlVtm6sdMQGUvA09EGYyn0cpIE62y0ISLCGNP7vrx10mw90TNc3B4/APBtSeD2d5CJYcNi3LhxSE5ORmlpKTp2/KkBDhs2DOPHj5dmWDzxxBN45513Qn8Hd1ZdtmwZevfuLeWZXsaIwlTbDyE8IAmQO5/PUsjR8IyGot+7W056RIKq6BEkb+NndYpmRujRho6VDldGJj4R35pVtm5SuKLLjrejnTHMz8xJApjf1ZbX88LzfXnqpNl64pUlk1r4c+N7SwKrGDYs/vOf/2DRokVo0yZy5JiXl4fvvvtOmGDRzJ07l3JYcGJGYQYVPssgsaoMtJSekRgGrUar9t7hRgVgPdNoUIbwv42M0LXKV+u9jJadFeUWD4qfB9FlZ6SjZX1v1sqREQUXGTKotQYSvN+Xxwg0u+OmG71Xami1PVlbErgtz4kZDBsW1dXVaNSoUczxEydOUKCkS+BRmGqVV88gMasM9JSekYaoFwDHg9mOQ2/+XG+ELmqZK0/ZWVVuXlH8VhBddiIMMjPGjpl6ZfX7RtfLPpdk4v4+eYbu4xbvFasj12t7MgzweMn1YtiwuPbaa/HXv/4Vzz77LIDzG4/V1dXh+eefx3XXXSdcQMI4egqTVXl5lJpRZaC2OiJa6bEaqAIYarS8HYKZjkOE29xop8HzTJneBbcoflnIKLvwDtvM1tZmjB2znhez31etXi7deQz397F3mwcRsHQhb3vnMdB4PRBe2WCMB8OGxfPPP4++fftiw4YNOHPmDCZMmICvv/4aJ06cwJdffilDRsIgWgpTq/KKHsFFN9pwopUeq4FqNdroBqv23tExFjwdh5oiEOE2P1urvoGf0WWuvGVH6COj7Py5Gaa3tjZj7NidO8FLiay00NKFRt5Ry0Az4oGIl3IFTBgWl156KXbt2oXXX38dTZo0walTp1BUVIQxY8agdevWMmQkTMBahqi3ukMtf8Sirw8brthqjTYc3nlntWOB0nK8umR3xNxusMFqvTdPx8FSBFaVN8vIMrPM1cicvR7xMJ9rFdGeGasjT6PGjh0xMeH1xMhyVDfXLS1dKMJYM1oP4im5lqk8Funp6Xj00UdFy0IIRm0ZYv/OWarXBisvT5pqPQKl5fhwAzvLaXSODCOwOuhwGc0uv9TbFC0aXuXNMrKm3dIlZjfYaGUss8OIl/lctyFi5GnU2JHptTKTGE9W3RJprLA67LO1dY7Ey8RT0LQpw6KiogLr1q3D0aNHUVcX6d4dMWKEEMEIa5jNDGdVKWpNfwS5Js9cUjQ9L0hQdrOGEevdl5ccVX1uP4aRxnvf5KTIjPosZSyjw4in+Vy34dTIU0ZMjJnEeLLqllVjhWfqFAAmzt8qJFmXmXqg90y3e4GCGDYsPv30U/zmN7/BqVOnkJaWFpFt0+fzkWHhEsxmt7OiFPU6fiP3UkNv1Ue7FqmWDCOjcvEaWzxlqqeMRSuReJrPdRvxNPI0kxhPRt2yaqywjJLgNOfE+VuZ9zYrs9l6wHomr2HlBuPDsGHx0EMP4c4778Rzzz2nuuyUcAdms9uZbQx60x9B+lySabqya3X83XLSLa8Y8edmxAR7dstJR+/8lqqbifEaIjxlandHH0/zuTIxq6TjJaDWTD2RUbestA89oyTac2jk3nqIqge8hpVbpjcNGxYHDhzA2LFjyahwOVZGTUYbA8/0RxArS9JYrkvgfCKs4LI+s+8dKC2PSai1uawSL3++K+ZarTTMamWmV6Z2d/TxNKqWhVUl7ablumYNJDP1REbdstI+9IwSWW0vvMx5tiLQgjc3kVumNw0bFv3798eGDRss7TpK2IMVa5lXKfJOfwDnvRVWmTSwI1Lq11P1IAQbmdn3ZjXeFbuOxxyLjq/g6YS0ytSJjt7qaMoNLldZuElJB+URlczKqIEkYtStGP5FJFbaB4/31u2JrniMHzdNb3IZFp988kno/2+88UY88sgj2L59O7p06YLk5OSIawcNGiRWQsISRkZNZpQXqzL/+soc3NojBwBCS0OX7jz/z2oj45maMDNaNDJCkTFScMJ9bnZU7RaXqyzcpKStlLWoumlUj8gwysy2Dx7DQWTbk/H+PO+wcndsenHAmelNLsNi8ODBMceeeeaZmGM+nw+1tbWWhSLsR23joxlRO5yqwaq0t/bIgT/3fEKu8HwTgLnlq3rR3CJG91pTLdHIGim4yX3Owm2jeRm4JQbFalk7YSDJfKZe+2ANjngMB1FtT9b7a71DoLQ8YhfcIFaW9luBy7CIXlJKxBesjY8AMI2L8AYsavmqmlLQiuaWMbpnRYmHE23EuKUTsgs3jeZl4ZYYFKtl7UTddKo98OztYcf3k/n+rHdg1ROzS/utYiqPBRFfsCola1dFtQZcPLrQ0PLV6PTWavfUS9YlS1GobXle5M/GNYytq93SCdlFohhSbljZYbWsnaibTjzTTV403ve3I9mXU23SlGGxZMkSzJgxAzt27AAAdOzYEQ8++CCuv/56ocIR9qC3wVG0y43VgNUin1nTC+FJaFj3TKkvbxmYHkY7FTd0QnaRSIaUWde7yOdbLWsn6qbMZ8ray0ckeu8vOkbJbW3SsGHxxhtv4IEHHsD/+3//Dw888AAA4L///S9+8YtfYMaMGRgzZoxwIQm5+HMzMMSfrTpHF210mGnAeklo9BJf6ckkC61ORU25uTE+QlbHl0iGFAutnTFFlouIsnaibrKeKWOFi9tG7ID2+7spuFUGhg2L5557DjNmzMB9990XOjZ27FhcffXVeO6558iw8CjBWIpw40LN4jXbgLWS0LB+2zu/JWrO1Wla4UElFdyi2o4G5cSKCDPKWLacbjSk7ILVORyp+jGiDVlNOx1EZlnbuWxY5goXN43YtXAyuNUuDBsWFRUVGDBgQMzxfv36YeLEiUKEIpxhxjA/RhRcpBs5baYBaxkkah6T4D39uRlMK5yVmEtmRy9zLpel4M0oYzfNOccjWnFJ4YhIOy0TO58pe4WLm0bsWrjRuyIa9WGkBoMGDUJxcXHM8Y8//hi//OUvhQhFOIc/N4O5BwBwXjlc3KoJpt3SBdOHdkXx6EJM5FBEQYMknKDxMHXhjgiFPMSfHXFPNZm0EnPNWvENAqXlujKZQUu5WWHqwh0Y8sZqjP9gC4a8sRpTF56PX2IpY733kyUncR6jOU/0MPKdA6XlWLBpv+U6brZumcVqneTpkPX0lxvQ0oXxgmGPRadOnfDHP/4Ry5cvR0FBAYDzMRZffvklHnroIbz66quha8eOHStOUsJx1EY3RlLVqo0oWEtd1VajhKOnjLy0x4bWSM6s2zQRRkVOoua5K/JnYwFHnJIavN9ZpIfBzfvTsGKYvDLdoYdXvCtmMWxYzJ49GxkZGdi+fTu2b98eOt60aVPMnj079LfP5yPDIo6QlcFPdMfJe94si74+HHPMqnLTKgOzBgKr44s3BeYkap1Dy7SGUtJOA+Knt9ywP41andQynuKpQ3ZLPIQMDBsW+/btkyEH4TKiRwyyRje8CpVn9BJE1iiGNf0SvW+IUfTiT6xsJhceTLggcBAt0xrGVeptp4nuHGSmnRbdBp3wAOjVSR7jyWyHbDZINZ73xJGF5QRZtbW12Lp1K9q2bYuMDCr0eICVrEoNq6MbPeXGO3qxY1WILONKrwzMdlZqaX6jlTQpTfGY7fic2AHXbg+AXp200sa06rLZKaR43xNHFoYNiwcffBBdunTBqFGjUFtbi549e2LNmjVo1KgR/vnPf6J3794SxCTsQmvEIGt0w1JuMkcvZpDpOtZT8GbeU09Jk9J0DrPLSq/Lz4zYe0fUHjl2tSG9Omm2jWnVZbNTSLSyyjyGDYt//OMf+O1vfwsA+PTTT/Htt99i586dePfdd/Hoo4/iyy+/FC4kIQejGexkjm7UlJvbsunJdh2LVvBaSpqUpnOYMeiif9Pnkkzc3ydP2LdiGTp6Hi2jHi89w8FMG9Ory2b1iNv0j5cwbFgcP34cWVnn3eL//ve/ceutt+Liiy/GnXfeiVdeeUW4gIQczGawixcPgVn0jCs3TS1oKekFm/ar/oaUplzMGHRqv1m68xju75MnRCaWLtAzgMwYSDyGg9EBjAgviFq7daP+8QqGDYtWrVph+/btaN26NT777DO8+eabAIDTp08jKSlJuICEeLySwc5NsoTDMq7cOLXAUtKkNJ3BzChY5siZpQvatUjV1BFWPF6itzC36gVhtVu36h8vYNiwGDlyJIYOHYrWrVvD5/OFNh5bu3YtLrnkEuECEuLxUgY7N8mihZunFtSUNClNZzBj0Mk0Alm6YEtZBfN6EavERHo+rXhB9Notj/5xk5fSLRg2LJ566ilceumlKCsrw6233oqUlBQAQFJSEiZNmiRcQEI8vBns3NJIouM/giMmN01HeHE+1itGWzxhxqCTaQSydEHXnKZ4b10Z83q3ebzMekF42q2WLnSjl9INmFpu+v/+3/+LOXb77bdbFoawB6+NVqMbb7ecdGwuqwz9Hd6YRTV0o8bJyt3HVI+7fWrBTQZkomDGoJNlBLJ0wbArcrHveDVTR7hRh5ipy7wGkpo+cLOX0mlMGRYrVqzAiy++iB07zu9n0KlTJzzyyCO49tprhQoX5Ntvv8Wzzz6LpUuX4vDhw8jOzsZvf/tbPProo2jQoIGUZ8Y7XhmtqjXecKMC+KkxB/9f7ZyR9zNqnKitzQco0yXBxkwnKMsIZOkCPR3hFR1iFZY+8KKX0i4MGxb/+7//i5EjR6KoqCiUsvvLL79E3759MXfuXPz6178WLuTOnTtRV1eHt956Cx06dMC2bdtw1113obq6Gi+++KLw5yUKZhWV2aVpZuDdoEjrOiMN3cwohPXsa/IyuZ5JeI94m1dn6QI9HeF1j5eecaClD6xOB7ltOlckhg2LP/7xj3j++ecxbty40LGxY8di+vTpePbZZ6UYFgMGDIjYqr19+/YoKSnBm2++SYaFzZhdmmYW3kaqdd3K3ce4N0szMwqxa77Z68omXoi3efVErld6bVdLHxR1b2N6OkirDsVD/TK8bfo333yDm266Keb4oEGDbN1HpLKyEs2aNdO8pqamBlVVVRH/CPOwrPd560ulbb8cnMsNp1tOesTfwcbsz83AEH92zD2KAwe5ZTFjJKjJKHq+mbWtOiGX6C3K7d5qXDZW65WoLdydQq/t6umDSQM7onh0IaYP7Yri0YWYyGEAaNWheKlfhj0WOTk5WLJkCTp06BBx/PPPP0dOTo4wwbTYs2cPXnvtNV1vxZQpU/D000/bIlMiYHZpWhCzIyPWdutq97o2L1M13sHIMjgzoxCZ880UJOYMaiPHi1s1Ub3Wi/PqVutVPIysAe22y6MPtKaDjGY3ZuG1+mXYsHjooYcwduxYbN68GYWFhQDOx1jMnTvXcObNSZMmYdq0aZrX7NixIyI/xoEDBzBgwADceuutuOuuuzR/O3nyZIwfPz70d1VVlW3GTzxidmkaYF0JRTdeVmMWMS1hZYdKGY2fgsTsh9XpTruli+r1bl/9o4bVDb/iydjVartm9cG4eYGIQQ5vdmOj59yIYcPi3nvvRVZWFl566SV88MEHAICOHTti3rx5uPnmmw3d66GHHsIdd9yheU379j+5qQ4ePIjrrrsOhYWF+NOf/qR7/5SUlFCeDYIfrQ2SzCxNs1MJqckIAIu+PmzoWW4KSnNbzoBEgNXpJifVc90yS7NYqVeJZuwa1QfRRgXAn904HuqXqeWmQ4YMwZAhQyw/PDMzE5mZfJHzBw4cwHXXXYfLL78cb7/9NurVMxweQnCg51kwszTNbiXUv3OWa0dTZqaD3JgzIN7R6nSLureRuszSrmBKK/WKjN3zsPJbqE3HAnzZjeNhGa8pwyLIqVOnUFdXF3EsLS3NkkBqHDhwAL1790bbtm3x4osv4tixn5IRBTdEI6zD61kwujRNphIyOofpZCO1Mh0UD8rGS+h1unojWLPGgd1xC1am/RLd2DWa3wLgz27sJo+pGQwbFvv27cN9992H5cuX48cffwwdVxQFPp8PtbW1QgUEgMWLF2PPnj3Ys2cP2rSJXDaoKIrw5yUqIjpkNYUqSwmZ3aHVCURMB3ld2XgNs52unnGglQdGpqdNa4rTzP2tGrteXuZqJr9FIiXMM2xY/Pa3v4WiKJgzZw5atWoFn88nQ64I7rjjDt1YDMI6VjtkLYUqesTtlR1ag7jVi0JoY7TT1auXWm1EZh2R5Qkxa5R4fUWJ0fwWRf5sTB/mt0s8xzFsWGzZsgUbN25Efn6+DHkIB7HSIfOMtkSOuL20QytAc9KJgt5SQq02IquOuG0Fh9vkMQNPfgs36R+7MRwBecUVV6CsLHZpIREfmEn4Aphbm20F3h1ai7q3cUWj9udmxCT26paT7grZCHFo1Uu9NiIr0ZrdbVMPt8ljBp5v5Sb9YzeGPRZ/+ctfcM899+DAgQO49NJLkZycHHH+sssuEyYc4QxmPAt2j8jdON2hRaC0PGbztM1llQiUlrtWZsI4ZupleBuRMdJ1m7fMbfKYJdG9EloYNiyOHTuGvXv3YuTIkaFjPp9PavAm4X6c6Oi91LApxiJxYNVL3jYiOkjXbUa42+SxAgVUq+NTDC6r6NSpEzp27IgJEyaoBm+2bdtWqIAiqaqqQnp6OiorK6UsiyW8HenNi5l3DJSWY8gbq2OOF48ujFj/Hu9lF0+Y/V5OfWe31S+3yUPow9uHGjYsUlNTsWXLlpi9QrwAGRaEVaxEs0f/9t5e7UMxLF6Pkk806HsRMnGr0cXbhxqeCunTp49nDQuCMEJ047Yazc5ykcdDlHwikUjfy60dXDwTD0arYcPipptuwrhx47B161Z06dIlJnhz0KBBwoQjCKuIzIAoYmdLtTlZir/wFonyveKhg/MaPEarF4w9w4bFPffcAwB45plnYs5R8CbhJswqRqM7W67cfQxF3SMzwhpp/PESJZ8oJML3SiSvjJvQM1qjddoQfzZmuDDxluE8FnV1dcx/ZFQQgdJyLNi0H4HSckPnZMihphh5nq21s+UQf3bM8eLAwYj7Tl24A0PeWI3xH2zBkDdWY+rCHZrPk5W/gJBDInyveMg14UW0jFY1nVYcOIhx8wJ2iGYIwx6Lv/71rxg2bFjMduRnzpzB+++/jxEjRggTjvAWWh4Cu92qVtzVeiNStZ0Lg/c1O9Lz0tJZIv6/VyJ4ZdyI1lLcBZv2q/6mOHAQIwouclUdNOyxGDlyJCorK2OOnzx5MiK3BZFYaHkIrHgPzGJFMWqNSPXua2Wkl8iZ+ryIE9/LLq+fWhtIpE20nISV/VhLd7nNk2TYYxFMhBXN/v37kZ6ervILIhEw06G6OdjNbJIjGukRsnBiS/UjVT+GPHQLAgfRMq0hBXDagFqQtz83A0P82aoeU7fpF27Dwu/3w+fzwefzoW/fvqhf/6ef1tbWYt++fRgwYIAUIQn3Y6ZDldkYRETus7LqabnB4ymrIGENkdH7TgRTBkrLYzoxCuB0lmCgZvh3caN+4TYsBg8eDADYvHkz+vfvj8aNG4fONWjQABdddBFuueUW4QIS3kCvQ7W7s5XtOdBK5Rvv8++EPqK9C04scU2UZbVeY8YwP0YUXORq/cJtWDz55JMAgIsuugjDhg1Dw4YNY67Ztm0bLr30UnHSEZ5Cq0O1u7N12nNAewjEPyyPhAzvghNTbDSt517crl8Mx1jcfvvtEX+fPHkSf//73/GXv/wFGzdupCWnCY5Whbe7MZDngJCFlkdCxkjfCUPZaeOc8C6GDYsgX3zxBWbPno358+cjOzsbRUVFmDlzpkjZCMIybrfsCe+h55GQNdJ3wlAm45wwgyHD4vDhw5g7dy5mz56NqqoqDB06FDU1Nfjoo4/QqVMnWTISBEG4Bj2PhMyRvhOGMhnnhFG4DYubbroJX3zxBW688Ua8/PLLGDBgAJKSkjBr1iyZ8hEEQbgKHo8EjfSJRIbbsFi4cCHGjh2Le++9F3l5eTJlIgiCcC28Hgka6ROJCrdhsWrVKsyePRuXX345OnbsiOHDh+NXv/qVTNkIgiBcCXkkCIKNT1EUxcgPqqurMW/ePMyZMwfr1q1DbW0tpk+fjjvvvBNNmqhvK+0WqqqqkJ6ejsrKSqSlpTktDkEQBEF4Bt4+1LBhEU5JSQlmz56Nd999FxUVFbjhhhvwySefmL2ddMiwiE9EZjgkCIIg1LHFsAhSW1uLTz/9FHPmzCHDgrAVu/dPIAiCSFRsNSy8AhkW8UWgtBxD3lgdc7x4dKFjngvynhAEEa/w9qGmE2QRhNO4bS8D8p4QBEEA9ZwWgCDM4qa9DFjZGAOl5bbLQhAE4SRkWBCeJZhPIByn9jLQ8p4QBEEkEjQVQngat+QTcJP3hCAIwkk847EYNGgQcnNz0bBhQ7Ru3RrDhw/HwYMHnRaLcAH+3AwUdW/jaLCkm7wnBEEQTuKZVSEzZsxAQUEBWrdujQMHDuDhhx8GAKxeHbsqgAWtCiFkQ6tCCIKIV+J+ueknn3yCwYMHo6amBsnJyVy/IcOCIAiCIMwR18tNT5w4gb/97W8oLCzUNCpqampQU1MT+ruqqsoO8QiCIAgiYfFMjAUATJw4EampqWjevDlKS0vx8ccfa14/ZcoUpKenh/7l5OTYJClBEARBJCaOGhaTJk2Cz+fT/Ldz587Q9Y888ggCgQD+85//ICkpCSNGjIDWTM7kyZNRWVkZ+ldWVmbHaxEEQRBEwuJojMWxY8fw/fffa17Tvn17NGjQIOb4/v37kZOTg9WrV6OgoIDreRRjQRAEQRDm8ESMRWZmJjIzM039tq6uDgAiYigIgiDiGVp1RHgBTwRvrl27FuvXr8c111yDjIwM7N27F48//jh+9rOfcXsrCIIgvAztRUN4BU8EbzZq1AgLFixA3759kZ+fj1GjRuGyyy7DihUrkJKS4rR4BEEQUqG9aAgv4QmPRZcuXbB06VKnxSAILshdTYjGbTv5EoQWnjAsCMIrkLuakAHtRUN4CU9MhRCEFyB3NSEL2ouG8BLksSAIQZC7mpCJW3byJQg9yLAgCEGQu5qQjT83gwwKwvXQVAhBCILc1QRBEOSxIAihkLuaIIhEhwwLghAMuasJgkhkaCqEIAiCIAhhkGFBEARBEIQwyLAgCIIgCEIYZFgQBEEQBCEMMiwIgiAIghAGGRYEQRAEQQiDDAuCIAiCIIRBhgVBEARBEMJIqARZiqIAAKqqqhyWhCAIgiC8RbDvDPalLBLKsDh58iQAICcnx2FJCIIgCMKbnDx5Eunp6czzPkXP9Igj6urqcPDgQTRp0gQ+n88xOaqqqpCTk4OysjKkpaU5JodbofLRhspHGyofbah8tKHyYaMoCk6ePIns7GzUq8eOpEgoj0W9evXQpk0bp8UIkZaWRhVXAyofbah8tKHy0YbKRxsqH3W0PBVBKHiTIAiCIAhhkGFBEARBEIQwyLBwgJSUFDz55JNISUlxWhRXQuWjDZWPNlQ+2lD5aEPlY52ECt4kCIIgCEIu5LEgCIIgCEIYZFgQBEEQBCEMMiwIgiAIghAGGRYEQRAEQQiDDAuTfPHFF7jpppuQnZ0Nn8+Hjz76KOL8kSNHcMcddyA7OxuNGjXCgAEDsHv37pj7rFmzBn369EFqairS0tLQs2dP/PDDD6HzJ06cwG9+8xukpaWhadOmGDVqFE6dOiX79SxjtXy+/fZb+Hw+1X8ffvhh6LrS0lLceOONaNSoEVq2bIlHHnkE586ds+s1TSOi/hw+fBjDhw9HVlYWUlNT0b17d8yfPz/imkStPwCwd+9eDBkyBJmZmUhLS8PQoUNx5MiRiGu8WD5TpkzBFVdcgSZNmqBly5YYPHgwSkpKIq758ccfMWbMGDRv3hyNGzfGLbfcEvPuPG1n+fLl6N69O1JSUtChQwfMnTtX9utZRlT5jB07FpdffjlSUlLQrVs31Wd99dVXuPbaa9GwYUPk5OTg+eefl/VanoIMC5NUV1eja9eumDlzZsw5RVEwePBgfPPNN/j4448RCATQtm1bXH/99aiurg5dt2bNGgwYMAD9+vXDunXrsH79etx3330RqVJ/85vf4Ouvv8bixYvxz3/+E1988QV+//vf2/KOVrBaPjk5OTh06FDEv6effhqNGzfGwIEDAQC1tbW48cYbcebMGaxevRrvvPMO5s6diyeeeMLWdzWDiPozYsQIlJSU4JNPPsHWrVtRVFSEoUOHIhAIhK5J1PpTXV2Nfv36wefzYenSpfjyyy9x5swZ3HTTTairqwvdy4vls2LFCowZMwb//e9/sXjxYpw9exb9+vWLqBvjxo3Dp59+ig8//BArVqzAwYMHUVRUFDrP03b27duHG2+8Eddddx02b96MBx98EL/73e+waNEiW9/XKCLKJ8idd96JYcOGqT6nqqoK/fr1Q9u2bbFx40a88MILeOqpp/CnP/1J2rt5BoWwDACluLg49HdJSYkCQNm2bVvoWG1trZKZman8+c9/Dh276qqrlMcee4x53+3btysAlPXr14eOLVy4UPH5fMqBAwfEvoREzJZPNN26dVPuvPPO0N///ve/lXr16imHDx8OHXvzzTeVtLQ0paamRuxLSMRs+aSmpip//etfI+7VrFmz0DWJXH8WLVqk1KtXT6msrAxdU1FRofh8PmXx4sWKosRP+Rw9elQBoKxYsUJRlPPvmZycrHz44Yeha3bs2KEAUNasWaMoCl/bmTBhgtK5c+eIZw0bNkzp37+/7FcSipnyCefJJ59UunbtGnP8jTfeUDIyMiJ0zcSJE5X8/HzxL+ExyGMhgZqaGgBAw4YNQ8fq1auHlJQUrFq1CgBw9OhRrF27Fi1btkRhYSFatWqFXr16hc4D5z0aTZs2RY8ePULHrr/+etSrVw9r16616W3Ew1M+0WzcuBGbN2/GqFGjQsfWrFmDLl26oFWrVqFj/fv3R1VVFb7++mtJ0suHt3wKCwsxb948nDhxAnV1dXj//ffx448/onfv3gASu/7U1NTA5/NFJDlq2LAh6tWrF7omXsqnsrISANCsWTMA59vK2bNncf3114euueSSS5Cbm4s1a9YA4Gs7a9asibhH8JrgPbyCmfLhYc2aNejZsycaNGgQOta/f3+UlJSgvLxckPTehAwLCQQr6eTJk1FeXo4zZ85g2rRp2L9/Pw4dOgQA+OabbwAATz31FO666y589tln6N69O/r27RuaKz58+DBatmwZce/69eujWbNmOHz4sL0vJRCe8olm9uzZ6NixIwoLC0PHDh8+HKEYAYT+ToTy+eCDD3D27Fk0b94cKSkpuPvuu1FcXIwOHToASOz68/Of/xypqamYOHEiTp8+jerqajz88MOora0NXRMP5VNXV4cHH3wQV199NS699FIA59+rQYMGaNq0acS1rVq1Cr0XT9thXVNVVRURB+ZmzJYPD/Gqf0RAhoUEkpOTsWDBAuzatQvNmjVDo0aNsGzZMgwcODAUPxGc57377rsxcuRI+P1+zJgxA/n5+ZgzZ46T4kuHp3zC+eGHH/Dee+9FeCviGd7yefzxx1FRUYHPP/8cGzZswPjx4zF06FBs3brVQenlw1M+mZmZ+PDDD/Hpp5+icePGSE9PR0VFBbp376653bPXGDNmDLZt24b333/faVFcCZWPMyTUtul2cvnll2Pz5s2orKzEmTNnkJmZiauuuirkdm3dujUAoFOnThG/69ixI0pLSwEAWVlZOHr0aMT5c+fO4cSJE8jKyrLhLeShVz7h/OMf/8Dp06cxYsSIiONZWVlYt25dxLFgZHe8l8/evXvx+uuvY9u2bejcuTMAoGvXrli5ciVmzpyJWbNmJXz96devH/bu3Yvjx4+jfv36aNq0KbKystC+fXsA3m9f9913XyjgtE2bNqHjWVlZOHPmDCoqKiJG5UeOHAm9F0/bycrKilkpceTIEaSlpeGCCy6Q8UpCsVI+PLDKJ3gukYkf092lpKenIzMzE7t378aGDRtw8803AwAuuugiZGdnxyyD2rVrF9q2bQsAKCgoQEVFBTZu3Bg6v3TpUtTV1eGqq66y7yUkwiqfcGbPno1BgwYhMzMz4nhBQQG2bt0a0TksXrwYaWlpMQabV2GVz+nTpwEgZvSdlJQU8oZR/TlPixYt0LRpUyxduhRHjx7FoEGDAHi3fBRFwX333Yfi4mIsXboU7dq1izh/+eWXIzk5GUuWLAkdKykpQWlpKQoKCgDwtZ2CgoKIewSvCd7DrYgoHx4KCgrwxRdf4OzZs6FjixcvRn5+PjIyMqy/iJdxOnrUq5w8eVIJBAJKIBBQACjTp09XAoGA8t133ymKoigffPCBsmzZMmXv3r3KRx99pLRt21YpKiqKuMeMGTOUtLQ05cMPP1R2796tPPbYY0rDhg2VPXv2hK4ZMGCA4vf7lbVr1yqrVq1S8vLylNtuu83WdzWDiPJRFEXZvXu34vP5lIULF8acO3funHLppZcq/fr1UzZv3qx89tlnSmZmpjJ58mTp72cVq+Vz5swZpUOHDsq1116rrF27VtmzZ4/y4osvKj6fT/nXv/4Vui6R68+cOXOUNWvWKHv27FHeffddpVmzZsr48eMjrvFi+dx7771Kenq6snz5cuXQoUOhf6dPnw5dc8899yi5ubnK0qVLlQ0bNigFBQVKQUFB6DxP2/nmm2+URo0aKY888oiyY8cOZebMmUpSUpLy2Wef2fq+RhFRPopyXvcEAgHl7rvvVi6++OJQfQyuAqmoqFBatWqlDB8+XNm2bZvy/vvvK40aNVLeeustW9/XjZBhYZJly5YpAGL+3X777YqiKMorr7yitGnTRklOTlZyc3OVxx57THUJ5JQpU5Q2bdoojRo1UgoKCpSVK1dGnP/++++V2267TWncuLGSlpamjBw5Ujl58qQdr2gJUeUzefJkJScnR6mtrVV9zrfffqsMHDhQueCCC5QWLVooDz30kHL27FmZryYEEeWza9cupaioSGnZsqXSqFEj5bLLLotZfprI9WfixIlKq1atlOTkZCUvL0956aWXlLq6uohrvFg+auUCQHn77bdD1/zwww/K6NGjlYyMDKVRo0bKkCFDlEOHDkXch6ftLFu2TOnWrZvSoEEDpX379hHPcCuiyqdXr16q99m3b1/omi1btijXXHONkpKSolx44YXK1KlTbXpLd0PbphMEQRAEIQyKsSAIgiAIQhhkWBAEQRAEIQwyLAiCIAiCEAYZFgRBEARBCIMMC4IgCIIghEGGBUEQBEEQwiDDgiAIgiAIYZBhQRCEbdxxxx0YPHiw02IQBCER2oSMIAgh+Hw+zfNPPvkkXnnlFVBOPoKIb8iwIAhCCIcOHQr9/7x58/DEE09EbLLXuHFjNG7c2AnRCIKwEZoKIQhCCFlZWaF/6enp8Pl8EccaN24cMxXSu3dv3H///XjwwQeRkZGBVq1a4c9//jOqq6sxcuRINGnSBB06dMDChQsjnrVt2zYMHDgQjRs3RqtWrTB8+HAcP37c5jcmCEINMiwIgnCUd955By1atMC6detw//33495778Wtt96KwsJCbNq0Cf369cPw4cNDW8VXVFSgT58+8Pv92LBhAz777DMcOXIEQ4cOdfhNCIIAyLAgCMJhunbtisceewx5eXmYPHkyGjZsiBYtWuCuu+5CXl4ennjiCXz//ff46quvAACvv/46/H4/nnvuOVxyySXw+/2YM2cOli1bhl27djn8NgRBUIwFQRCOctlll4X+PykpCc2bN0eXLl1Cx1q1agUAOHr0KABgy5YtWLZsmWq8xt69e3HxxRdLlpggCC3IsCAIwlGSk5Mj/vb5fBHHgqtN6urqAACnTp3CTTfdhGnTpsXcq3Xr1hIlJQiCBzIsCILwFN27d8f8+fNx0UUXoX59UmEE4TYoxoIgCE8xZswYnDhxArfddhvWr1+PvXv3YtGiRRg5ciRqa2udFo8gEh4yLAiC8BTZ2dn48ssvUVtbi379+qFLly548MEH0bRpU9SrRyqNIJzGp1AaPIIgCIIgBEHmPUEQBEEQwiDDgiAIgiAIYZBhQRAEQRCEMMiwIAiCIAhCGGRYEARBEAQhDDIsCIIgCIIQBhkWBEEQBEEIgwwLgiAIgiCEQYYFQRAEQRDCIMOCIAiCIAhhkGFBEARBEIQwyLAgCIIgCEIY/x+wZmwCPwcjuwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Compute residuals\n", - "residuals_exp_sin = y_train - y_train_exp_sin\n", - "\n", - "# Plot residuals\n", - "plt.figure(figsize=(6,4))\n", - "plt.scatter(df_train['decimal_date'], residuals_exp_sin, s=10)\n", - "plt.xlabel('Time')\n", - "plt.ylabel('Atmospheric carbon dioxide (ppm)')\n" + "print('Exponential-Sinusoidal model MAE for train set:',np.round(mae_train_exp_sin, 2), 'ppm')\n" ] }, { @@ -782,14 +756,14 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "MAE using the exponential-sinusoidal model is: 1.16 ppm\n" + "MAE using the exponential-sinusoidal model is: 0.8 ppm\n" ] } ], @@ -804,12 +778,12 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -834,36 +808,36 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Generate 2030 forecast " + "## Generate 2030 forecast \n" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Carbon dioxide concentration in 2050 is estimated to be: 443.0 ppm\n" + "Carbon dioxide concentration in 2030 is estimated to be: 438.0 ppm\n" ] } ], "source": [ "# Forecast of concentration in July 2030 (relative date)\n", - "y_2030 = exp_sin_model(2030.5 - start_date, *exp_sin_par)\n", - "print('Carbon dioxide concentration in 2050 is estimated to be:', np.round(y_2030),'ppm')\n" + "y_2030 = exp_sin_model(2030 - start_date, *exp_sin_par)\n", + "print('Carbon dioxide concentration in 2030 is estimated to be:', np.round(y_2030),'ppm')\n" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 54, "metadata": {}, "outputs": [ { "data": { - "image/png": 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8trGUQk7DBAQEFHitm8569dVXmTt3LtWrV6djx4507tyZLl26YGFhQVhYGLm5udSqVcvg/ZmZmZQvn78Ny8rKqsC25969e9OiRQuuXbtG5cqVWbZsGUFBQTg7OwNw8uRJTp06ZTBNoigKeXl5REVFceHCBSwsLGjSpIl6vnbt2ur7hRDiibFhOSTegO79wNFZux0WwMkVKlaGsyfg5oPXNhaHUpGH42GZm5uzYcMGhg4dSkBAAPb29vTr149PPvnEZJ+p0Wiwt7c32f2Liq+vLxqNhrNnz9KjR48C58+ePYuLiwtubm7/eS8vLy/Onz/P9u3b2bZtG8OGDePLL79kz549pKamYm5uTmhoaIFU4foF0mxtbQvkUmnWrBk1atRgxYoVDB06lLVr17J06VL1fGpqKkOGDDFYL6Lj7e3NhQsXChwXQognTuINbUABsPMvbdCR/M96DSdXcKukfX7+FOz5G2rVh0rFv1miVAUc+gsN7+d+f637+PiwceNGE7Xo8VW+fHleeOEFvv32W8aMGWNQByY+Pp5ly5bRt29fNQg4dOiQwfsPHTpEnTp11Ne2trZ06dKFLl26MHz4cGrXrk1YWBiNGjUiNzeXhIQEWrVqZXQ7e/fuzbJly/D09MTMzIygoCD1XOPGjQkPD8fX1/e+761duzY5OTmEhobSrFkzAM6fP19gIaoQQpRpEeH5z2MvaXejJP+zC9HJFSp5a5N/KQoc2QNpqVCpV7E3s8TzcAjT+eabb8jMzKRDhw7s3buX2NhYNm/ezAsvvECVKlX47LPP1GsPHDjAjBkzuHDhAvPnz2fVqlWMGjUK0O4yWbRoEadPn+bSpUv8+uuv2Nra4uPjQ61atejduzd9+/bljz/+ICoqiiNHjjBt2jT+/vvv/2xj7969OXbsGJ999hmvvPKKwVTY+++/z8GDBxkxYgQnTpzg4sWL/PXXX4wYMQIAPz8/OnbsyJAhQzh8+DChoaEMGjRIiuwJIZ4sCVfzn2eka6dT1BEOF7CxBdeK+df4PlW87fuHBBxlWM2aNQkJCaF69er07NmTGjVqMHjwYJ577jmCg4NxdXVVrx03bhwhISE0atSITz/9lNmzZ9OhQwcAnJ2dWbhwIS1btqR+/fps376d9evXq2s0lixZQt++fRk3bhx+fn50796do0eP4u3t/Z9t9PX15emnn+bUqVP07t3b4Fz9+vXZs2cPFy5coFWrVjRq1IiPPvqIypUrq9csWbKEypUr06ZNG1566SUGDx5MxYoV7/0YIYQouxJvGL6OizUc4QCopx0FxsISqhmuuSsuGqWwqwrLsJSUFJycnEhOTsbR0dHgXEZGBlFRUVSrVu2++ULE40W+nkKIMkVRYN5HkJ0J3jUgJhKebgOnQ+FuKvR5Fzy8tNedPwV2DtrritC//Q7VJyMcQgghxOPi7HHYskY7dQLahF7ZmaAxy58quXpZG2wAuPyzMUCjgdoNijzYMEapWjQqhBBCiAfIzYXNq7S1Ue4kwSsDIemfuliOzuBeRfv8arT2v/blwLr0jOTKCIcQQgjxOIiJ0AYbAJcjtAGI/uLQipW1Ix06rv+d9qA4ScAhhBBCPA6uxeQ/z8uFG9fyF4c6uoKVNVSslH+NbsSjlJCAQwghhHgc6Bdjg392o+iNcAD46OUtKqHtrw8iaziEEEKIx4EuXXkFD22a8oQ4SP5nDYcu4GjRFm7fAhSoUrUkWvlAEnAIIYQQpc31a3ApHBo/o134qShw658Rjlr1tAHHzfj8kvO6xF7WNtC9b8m0+T/IlIoQQghR2mxZBfu3wp8/aV+n3YGcbO32Vl9/7bFrlyE1Rfu8lC0QvR8JOIQQQojSJDkRrv+TrjwmUptzQ7c41MFJO6ViYZl/vZ1Dqdr++iAScAghhBClyZUow9dxMflTJ04uYG4OHp755yt4FF/bHoEEHGVU//790Wg0BR4REREl3bSHsnTpUpydnUu6GUIIYXq37tmNci0Gku6pjaK/ILRG7WJp1qMyatFoUlISa9euZd++fVy+fJm7d+/i5uZGo0aN6NChA4GBgaZqp3gIHTt2ZMmSJQbH3NyMn+fLysrCysqqqJolhBDi3+iKsTm6aEc2bsRpK75C/m6Uxi3h3Ent2o5a9UumnUYq1AjHtWvXGDRoEJUqVeLTTz8lPT2dhg0b0rZtWzw9Pdm1axcvvPAC/v7+rFy50tRtLlmKAtlZJfMwss6etbU1Hh4eBg9zc3P27NnD008/jbW1NZUqVeL//u//yNFlrwOeffZZRowYwejRo6lQoYJaNfb06dN06tQJBwcH3N3d6dOnDzdv3lTfl5eXx4wZM/D19cXa2hpvb28+++wz9fz7779PrVq1sLOzo3r16nz44YdkZ2er50+ePMlzzz1HuXLlcHR0pEmTJoSEhLB7924GDBhAcnKyOlIzZcqUh/wCCiFEKZKSBEd2Q8bd/GO6fBu16mn/ezM+f0usbnGogyMMGAtDJmrTmj8GCjXC0ahRI/r160doaCj+/v73vSY9PZ0///yTuXPnEhsby3vvvVekDS01crJh7qSS+ezRn4Llo400XL16lc6dO9O/f39+/vlnzp07x9tvv42NjY3BL/GffvqJoUOHcuDAAUA7uvX8888zaNAg5syZQ3p6Ou+//z49e/Zk586dAEycOJGFCxcyZ84cnnnmGeLi4jh37px6z3LlyrF06VIqV65MWFgYb7/9NuXKlWPChAkA9O7dm0aNGrFgwQLMzc05ceIElpaWBAYGMnfuXD766CPOnz8PgIODwyP9fxBCiFJh13q4EAbhx6DfGO0x3QLRWnUhZK+2XkraHe0xF71RakurR/6dUJwKFXCEh4dTvnz5f73G1taW119/nddff51bt24VSePEo9mwYYPBL+ZOnTpRq1YtvLy8+Oabb9BoNNSuXZtr167x/vvv89FHH2Fmph30qlmzJjNmzFDf++mnn9KoUSM+//xz9djixYvx8vLiwoULVKpUiXnz5vHNN9/Qr18/AGrUqMEzzzyjXj9pUn6gVrVqVd577z1WrFihBhwxMTGMHz+e2rVrq23QcXJyQqPR4OHxeCyOEkKI/5SdpQ02AG78M4phZa2tl6LRaMvK2zloK79mZWqvc6lQcu19RIUKOP4r2HjU6x8rFpbakYaS+mwjPPfccyxYsEB9bW9vz/DhwwkICECj0ajHW7ZsSWpqKleuXMHb2xuAJk2aGNzr5MmT7Nq1674jC5GRkSQlJZGZmUnbtm0f2J6VK1fy1VdfERkZSWpqKjk5OTg6Oqrnx44dy6BBg/jll19o164dr776KjVqlFwpZSGEMKm4WMPX1y7nBxQOTtrdKFV84OIZ7bFyTo/F9tcHeahMo9euXWP//v0kJCSQl5dncG7kyJFF0rBSS6N5bIaw7O3t8fX1/e8LH/BefampqXTp0oUvvviiwLWVKlXi0qVL/3q/4OBgevfuzccff0yHDh1wcnJixYoVzJo1S71mypQpvPHGG/z9999s2rSJyZMns2LFCnr06PFQfRBCiFLt3tooVy9rgwwA5392o1TWCzh8ahVf20zA6IBj6dKlDBkyBCsrK8qXL2/wl7JGoyn7Acdjrk6dOqxZswZFUdSv3YEDByhXrhyenp4PfF/jxo1Zs2YNVatWxcKi4LdNzZo1sbW1ZceOHQwaNKjA+YMHD+Lj48MHH3ygHrt8+XKB62rVqkWtWrUYM2YMr7/+OkuWLKFHjx5YWVmRm5v7MF0WQojSSbcbxcFRmzH0Zlz+AlDHf3aj1GkER/dqp1VqPx67UR7E6DwcH374IR999BHJyclER0cTFRWlPv7rr1xR8oYNG0ZsbCzvvvsu586d46+//mLy5MmMHTtWXb9xP8OHDycxMZHXX3+do0ePEhkZyZYtWxgwYAC5ubnY2Njw/vvvM2HCBH7++WciIyM5dOgQixYtArQBSUxMDCtWrCAyMpKvvvqKtWvXqvdPT09nxIgR7N69m8uXL3PgwAGOHj1KnTp1AO2aj9TUVHbs2MHNmze5e/fufdsphBCl0t1U2LdZuwBURxdw+P0TSNy4Drf/OaabWinnBP1Gw8sDoZpfsTXXFIwOOO7evctrr732r7+cROlVpUoVNm7cyJEjR2jQoAHvvPMOAwcONFjQeT+VK1fmwIED5Obm0r59e+rVq8fo0aNxdnZWvxc+/PBDxo0bx0cffUSdOnXo1asXCQnaIcOuXbsyZswYRowYQcOGDTl48CAffvihen9zc3Nu3bpF3759qVWrFj179qRTp058/PHHAAQGBvLOO+/Qq1cv3NzcDBa0CiFEqXdgGxzaCUtmaxeLQv5W1+q1wcwcsjMh6oL2mH5tFAdHqP54BxsAGkUxLrnDhAkTcHV15f/+7/9M1aZil5KSgpOTE8nJyQaLGAEyMjKIioqiWrVq2Ng8vot1hJZ8PYUQxU5R4KuP8neavDoIvH1hzgeQlwuDJ8LapdoEXzr9x4BbpRJprrH+7XeoPqPXcEybNo0XX3yRzZs3U69ePSwtDXdOzJ492/jWCiGEEGXV7Zv5wQZoF4eWr6gNNszMtNMmlb3zAw6NBpzL3m7Phwo4tmzZgp+fdnjn3kWjQgghhNBzb22UuBjw/mfLfzlnbdBRpSqcPKw9VtnnsdkNaQyjA45Zs2axePFi+vfvb4LmCCGEEGXM7fvURlGrv/6z/bVGHW29lIz0/EWkZYzRKz+tra1p2bKlKdoihBBCPN7S7sD6ZXApv6wDt/4JOGrV1f43NUVbARbA5Z+pExs7bWrz9i9Dw4Dia28xMjrgGDVqFF9//bUp2lKqGbm2VpRS8nUUQphUyD5tFdc1i/O3wCb9sxvFw1M7hQL5Kc1dK+a/19EZGjTPT/5Vxhg9pXLkyBF27tzJhg0beOqppwosGv3jjz+KrHGlgfk/X/isrCxsbW1LuDXiUWVlabejmZfRf9BCiBKmCyRAu8W1UQAk602fVKwEd5K0eTnAcPtrGWd0wOHs7MxLL71kiraUShYWFtjZ2XHjxg0sLS0l/8hjLC8vjxs3bmBnZ3ffbKlCCPFIMu4aJvaKuwz1n4bUZO1rJ1eo5A2RZ/OvkYDjwZYsWWKKdpRaGo2GSpUqERUVdd9U3OLxYmZmhre3t+yoEkIUvXt3o1yL0S4OVRRt8U07B20xNh37cvmLRp8AD/1nXkJCAufPnwfAz8+PihUr/sc7/t306dOZOHEio0aNYu7cuSQmJjJ58mS2bt1KTEwMbm5udO/enalTp+Lk5KS+LyYmhqFDh6qVTPv168e0adOK9C9YKysratasqQ7Hi8eXlZWVjFIJIUxDlzm0ggfcjNeOduiCECcXbX6NKtW0OTaSboF/Y+2xJ4TRv5VTUlIYPnw4K1asUItpmZub06tXL+bPn28QDBTW0aNH+f7776lfP38r0LVr17h27RozZ87E39+fy5cv884773Dt2jVWr14NQG5uLkFBQXh4eHDw4EHi4uLo27cvlpaWfP7550a349+YmZlJZkohhBBaKUmw4jttfZN23bWBgy648Kym3a2SnpZf6VVXG8XcHHqPgIunoXaDkmh5iTH6T723336bw4cPs2HDBpKSkkhKSmLDhg2EhIQwZMgQoxuQmppK7969WbhwIS4uLurxunXrsmbNGrp06UKNGjV4/vnn+eyzz1i/fj05OTkAbN26lfDwcH799VcaNmxIp06dmDp1KvPnz5fRCCGEEKYTdhSSE+FEcH5QoVu/4VIBKrhrn184pf2v/loNO3vtbhTrJ+uPWKMDjg0bNrB48WI6dOiAo6Mjjo6OdOjQgYULF7J+/XqjGzB8+HCCgoJo167df16ry9Oumy4JDg6mXr16uLu7q9d06NCBlJQUzpw588D7ZGZmkpKSYvAQQgghCi1C73dMbKT2v8mJ2v86uULFytrnupTmro+27KAsMHpKpXz58vedNnFycjIYoSiMFStWcOzYMY4ePfqf1968eZOpU6cyePBg9Vh8fLxBsAGor+Pj4x94r2nTpqlVSIUQQgij5ObCzev5r6/9s6FAF3A4u0JOtuF7nqDdKA9i9AjHpEmTGDt2rMEv9Pj4eMaPH29Qbvy/xMbGMmrUKJYtW/afayNSUlIICgrC39+fKVOmGNvkAiZOnEhycrL6iI2NfeR7CiGEeEIkJ2oLr+kkXNOu18hI1752dNHWRtHn4VVszSutjB7hWLBgAREREXh7e+Pt7Q1od4pYW1tz48YNvv/+e/XaY8eOPfA+oaGhJCQk0LhxY/VYbm4ue/fu5ZtvviEzMxNzc3Pu3LlDx44dKVeuHGvXrjVINObh4cGRI0cM7nv9+nX13INYW1tjbW1tXMeFEEI8mW7Eg609OJTTvk78J1W5e5X8SrBR2l2b2Npp12ZY22hropw/pc3FIckGjQ84unfvXiQf3LZtW8LCwgyODRgwgNq1a/P+++9jbm5OSkoKHTp0wNramnXr1hUYCQkICOCzzz4jISFB3Za7bds2HB0d8ff3L5J2CiGEeIIl3oCf52prnfQZqU0/nvjPbhRXNzC30E6pXDitPeaiN3US9DrUbVpwtOMJZXTAMXny5CL54HLlylG3bl2DY/b29pQvX566deuSkpJC+/btuXv3Lr/++qvB4k43NzfMzc1p3749/v7+9OnThxkzZhAfH8+kSZMYPny4jGAIIYR4dGdPQF6eNhX58YPQpjMk6dZqlAdLa23AcfGfgEN/cai5OVSvXexNLq0eOjtWSEgIZ89q07P6+/vTpEmTImsUaKdjDh8+DICvr6/BuaioKKpWrYq5uTkbNmxg6NChBAQEYG9vT79+/fjkk0+KtC1CCCHKvpiYGMzNzalSpUr+wejz+c/vXRzq5AoOjoY3ca1g2kY+xowOOK5cucLrr7/OgQMHcHZ2BiApKYnAwEBWrFiBp6fnQzdm9+7d6vNnn322UJU9fXx82Lhx40N/phBCCJGcnEyjRo2wtLTk0qVL2NnZaVOS66crj7+i3aGiBhwu2qkWfRUMd06KfEbvUhk0aBDZ2dmcPXuWxMREEhMTOXv2LHl5eQwaNMgUbRRCCCFMas+ePSQmJnL9+nW2bNmiPZiWCpkZ2udm5tqtrok38qu/Orpo05jr8zYckRf5jA449uzZw4IFC/Dz81OP+fn58fXXX7N3794ibZwQQghRHPbt26c+P3jwoPbJ7X92oziX1+5IAYi+oN0Sa2amXUBqZgYdXtamNq/bDCytirfhjxGjp1S8vLzIzs4ucDw3N5fKlSsXSaOEEEKI4nTx4kX1eUxMjPaJbvuri5t2S2xcDFz4Z3elcwXtqAdA/eZQw1+7JVY8kNEjHF9++SXvvvsuISEh6rGQkBBGjRrFzJkzi7RxQgghRHGIiopSn6sBh37mUN3UiW7h6L2LQ+3L5Qcg4r6MHuHo378/d+/epXnz5mpNk5ycHCwsLHjrrbd466231GsTExOLrqVCCCFEERgwYACXLl1i8+bN2NraoigKkZGR6nk1+7T+bpRK92QKldooRjM64Jg7d64JmiGEEEKYXkpKCkuXLgVg7dq1vPHGG2zatIm0tDT1mmvXrpGdnY2lbnGorhibmZk2Jwfkr+kQhWZ0wNGvXz9TtEMIIYQwufDwcPX53r17eeONN/jxxx8BGDVqFN999x2ZmZlcvXqVqvrbXy2toGIViP9n9KOa3723Fv+hUGs49CM/U1wvhBBCFIczZ/LLykdFRZGdna1ug+3Xrx9eXtqpkz9+W0ZW0m0U0O5SAejaW5umvGV7ba0UYZRCBRy+vr5Mnz6duLi4B16jKArbtm2jU6dOfPXVV0XWQCGEEKKo6AccsbGxXL58mbt372Jra0uDBg3UoqQLv5jGgYMHyLO1zw8unFzhjWEQ2K4kmv7YK9SUyu7du/nf//7HlClTaNCgAU2bNqVy5crY2Nhw+/ZtwsPDCQ4OxsLCgokTJzJkyBBTt1sIIYQw2r0BR0REBAA1atTAzMxMDTi8HGywtrbG3O3BlceFcQoVcPj5+bFmzRpiYmJYtWoV+/bt4+DBg6Snp1OhQgUaNWrEwoUL6dSpE+ZSglcIIUQpdP36dYMElampqRw7dgzQBhwAderUAcDX0Q5bW1vD6q/ikRi1aNTb25tx48Yxbtw4U7VHCCGEKBIhISGEhYXRv39/NBoNP/zwAxkZGVStWpUbN26Qlpam1vDSBRz16tUD4Bl3F23A4V2jpJpf5hid+EsIIYR4HHTq1Im33nqL77//HtCW5gAYP368WoVcF3DoXjdu3Jga5eyoZGuNrUM5KS9fhCTgEEIIUeZcvXqVmzdvAvDzzz+jKApHjhwB4JlnnlF3o+hKdehGONzd3Vm6eg3Ks0FU6toLrKxLoPVlk9F5OIQQQojSJDc3l/T0dBwcHNRjagE24ObNmyQmJnLnzh0Aatasiaenp8E9dAEHwDPtO0L7jiZu9ZNHRjiEEEI81kaPHo2rqyuhoaHqsQMHDqjPY2JiuHTpEgAeHh7Y2tri4+OjnrewsDB4LUxDAg4hhBCPrdTUVL755huys7P57LPP1OP79+9Xn2dmZqrTKdWqVQOgdu38tRk+Pj5qbTBhOg8VcOzbt48333yTgIAArl69CsAvv/xi8AUWQgghTE0XSADqKEZqaionTpwwuG7z5s2AdjoFDAOO6tWrm7iVAh4i4FizZg0dOnTA1taW48ePk5mZCUBycjKff/55kTdQCCGEeJDo6Gj1eWRkJIqisHXrVnJzc/Hy8qJFixYAbNiwAYBmzZoBhms2nnrqqeJr8BPM6IDj008/5bvvvmPhwoVYWlqqx1u2bKkmUBFCCCGK2vr163n22We5cOGCekw/4EhNTeX27dvMnj0bgFdffVXNHKrTtGlTACwtLQkODmbu3Ll88MEHpm+8MD7gOH/+PK1bty5w3MnJiaSkpKJokxBCCGEgNTWVrl27smfPHmbNmqUe1w84dK910ykDBw4sEHDo8m0AtGjRglGjRlGhQgWTtVvkMzrg8PDwUHPP69u/f7/MgwkhhDAJ3foMgODgYPW5/s4U3bm0tDQsLCyoWbOmQcBhbW1N+fLlTd9YcV9GBxxvv/02o0aN4vDhw2g0Gq5du8ayZct47733GDp0qCnaKIQQ4gl3/fp19fm5c+fIy8sjNDSU8PBwzM3NeeGFFwDUUvPVq1fH0tLSYK2Gp6cnGo2meBsuVEbvA/q///s/8vLyaNu2LXfv3qV169ZYW1vz3nvv8e6775qijUIIIZ5w+gFHdnY2iYmJTJs2DYCuXbtSo0YNtm3bpu5G0e1C0d+NUrly5WJssbiX0QGHRqPhgw8+YPz48URERJCamoq/v79BhjchhBCiKCUkJBi8vnbtGmfPngVg8ODB6lS/LlW5LtDQT+glyb1K1kNnOrGyssLf378o2yKEEELcl/4IB2gDDt2C0Ro1aqiBho4u4DA3N6dfv37s2bOHL774oljaKu6vUAHHSy+9VOgb/vHHHw/dGCGEEOJ+7t2scOrUKe7evYtGo8Hb25uMjAyD8/pTKUuXLkVRFFm/UcIKtWjUyclJfTg6OrJjxw5CQkLU86GhoezYsQMnJyeTNVQIIcSTITExkY8++oi4uDgAcnJy2LFjBwB16tQBYNu2bQB4e3tjbW1dYLrEz8/P4LUEGyWvUCMcS5YsUZ+///779OzZk++++w5zc3NAW6lv2LBhODo6mqaVQgghnhivvvoqO3fu5ODBg2zfvp2LFy+SnJyMvb09Xbp04ezZs2zfvh2AwMBAgAK/f1xdXYu93eLfGb0tdvHixbz33ntqsAHaObKxY8eyePHiIm2cEEKIJ8/OnTsB1FEN3XTK/crKP/PMM+pzXWG2unXrFkczhZGMDjhycnI4d+5cgeO6fdFCCCHEw7o3Y3V2djYXL14EtAHHvVtb9TOHzpkzhzfffFOdbhGli9G7VAYMGMDAgQOJjIzk6aefBuDw4cNMnz6dAQMGFHkDhRBCPDkiIyMNXkdHR3Pq1ClAG1xUqlTJ4LyXl5f6vFu3bnTr1s30jRQPxeiAY+bMmXh4eDBr1ix1QU+lSpUYP34848aNK/IGCiGEKJsiIyPV7NW6QOHegOPMmTP89ddfALRv377A4lD9gEOUbkZPqZiZmTFhwgSuXr1KUlISSUlJXL16lQkTJhis6zDW9OnT0Wg0jB49Wj2WkZHB8OHDKV++PA4ODrz88ssF9mLHxMQQFBSEnZ0dFStWZPz48eTk5Dx0O4QQQhSPvn37smvXLrp3767+3L53++vmzZtJSkrC3t6eVq1aFZhSkaSTjw+jAw59jo6ORbIz5ejRo3z//ffUr1/f4PiYMWNYv349q1atYs+ePVy7ds0gJ0hubi5BQUFkZWVx8OBBfvrpJ5YuXcpHH330yG0SQghhOoqicOTIEfX1mTNnADh58iSA+gesbgFptWrVMDc3R6PRYGtrC8ji0MdNoQKOxo0bc/v2bQAaNWpE48aNH/gwVmpqKr1792bhwoW4uLiox5OTk1m0aBGzZ8/m+eefp0mTJixZsoSDBw9y6NAhALZu3Up4eDi//vorDRs2pFOnTkydOpX58+eTlZVldFuEEEIUjxs3bhiMRl+5cgXIr/7auXNnAHXBaNWqVdVr165dS4cOHVi3bl0xtVYUhUKt4ejWrRvW1tYAdO/evUgbMHz4cIKCgmjXrh2ffvqpejw0NJTs7GzatWunHqtduzbe3t4EBwfTokULgoODqVevHu7u7uo1HTp0YOjQoZw5c4ZGjRrd9zMzMzPJzMxUX6ekpBRpn4QQQhj666+/aNCggRo43LtW4+rVq+zatYvIyEjMzc0JCgpi/fr16nn9gKNDhw506NChOJotilChAo7Jkyff9/mjWrFiBceOHePo0aMFzsXHx2NlZYWzs7PBcXd3d+Lj49Vr9IMN3XnduQeZNm0aH3/88SO2XgghRGGsXbuWl156CUdHR5KTk4H7Bxy63Sj9+/fnqaeeMjivH3CIx5PRazh27dr1wHPff/99oe8TGxvLqFGjWLZsGTY2NsY245FMnDiR5ORk9REbG1usny+EEE+SDRs2ANrR5NzcXAAuXbpkcM2VK1fUNR0vvPACHh4eBud1Sb3E48vogKNjx46MHz/eoDLfzZs36dKlC//3f/9X6PuEhoaSkJBA48aNsbCwwMLCgj179vDVV19hYWGBu7s7WVlZBZLAXL9+Xf1G9PDwKLBrRff63m9WfdbW1uqC16Ja+CqEEOL+9KewdbtQdCMcNWvWBLQ7DnULRps2bVog34aMcDz+HmqEY+3atTRr1ozw8HD+/vtv6tatS0pKCidOnCj0fdq2bUtYWBgnTpxQH02bNqV3797qc0tLSzW1LcD58+eJiYkhICAAgICAAMLCwkhISFCv2bZtG46Ojvj7+xvbNSGEECYQHh6uPtcFFbrFoa1atQK0CSSzsrKwsrKiatWq2NvbG0ypS8Dx+DM68VdgYCAnTpzgnXfeoXHjxuTl5TF16lQmTJhgVDW+cuXKFdjSZG9vT/ny5dXjAwcOZOzYsbi6uuLo6Mi7775LQEAALVq0ALRJYPz9/enTpw8zZswgPj6eSZMmMXz4cHWRqxBCiJKTmpqqrs0AbcDh7u6uboPt0KEDixcv5s6dO0D+9lcwTHMuxdgefw+Vh+PChQuEhITg6emJhYUF58+f5+7du0XdNubMmcOLL77Iyy+/TOvWrfHw8OCPP/5Qz5ubm7NhwwbMzc0JCAjgzTffpG/fvnzyySdF3hYhhBDG279/v7puA7QBh24t4HPPPVdgt0mNGjXU5zNmzADgww8/LIaWCpNTjDRt2jTFyspKGTFihJKenq6EhYUpDRs2VKpXr64cPHjQ2NuVCsnJyQqgJCcnl3RThBDisZWenq7069dPmTdvnnqsf//+CqD4+voqgFKnTh2lZ8+eCqDMnDlTycvLUxwcHBRAAZQxY8ao783KylIOHTqk5ObmlkR3RCEV9neo0SMc8+bN488//+Trr7/GxsaGunXrcuTIEV566SWeffbZooyFhBBCPEa+++47fvrpJ0aNGqVuLNi3bx8Ao0aNArSLQ3VrOurUqYNGozFYn9GwYUP1uaWlJc2bN8fM7JGSYotSwuivYlhYGJ06dTI4ZmlpyZdffsnWrVuLrGFCCCEeL/ppE06dOkVaWpq6/bVLly4ApKWlcfr0aQB1cb9+QbYGDRoUV3NFMTN60WiFChXIzc3lzz//5OzZs4D2m6Zbt260adOmyBsohBDi8RAVFaU+P3r0KLm5uSiKgru7Oz4+Pri5uXHjxg0A7Ozs8Pb2BuDWrVvq+6Q+StlldMARERFB586duXr1Kn5+foA2c6eXlxd///23wYIfIYQQTwZFUYiOjlZfh4eHY2lpCUC9evUAbSl5XcBRu3Ztdarkf//7H127dmXs2LGPVHVclG5GBxwjR46kRo0aHDp0SN2mdOvWLd58801GjhzJ33//XeSNFEIIUbrcvHkTMzMz9ffA7du31a2toA04dAGFLuDw9vbm2LFjAAa5kl588UUiIiIk10YZZ3TAsWfPHoNgA6B8+fJMnz6dli1bFmnjhBBClD4pKSk89dRTWFlZER4eTrly5di9e7fBNefOnSMvLw8wDDh06tSpoz7XaDQyOv4EMHrRqLW1tUEUq5OamoqVlVWRNEoIIUTptX37dhISErhy5QpLly4FtMU4QVt4DSAuLo7jx48D+QGHp6eneg/JBv3kMTrgePHFFxk8eDCHDx9GURQUReHQoUO88847dO3a1RRtFEIIUULWrFlToDDnxo0b1eeHDh0CUKdKevfujaWlJXl5eSQlJaHRaNTgQj/IkE0GTx6NoiiKMW9ISkqiX79+rF+/Xl0QlJOTQ9euXVm6dClOTk4maagppaSk4OTkRHJyshRyE0KIf1y5cgUvLy9AmxKhbt26KIpClSpViIuLA7S7Sg4ePKj+7Lxx4wZPP/20umPF19eXixcvApCXl8dvv/1Gy5YtZb1GGVLY36FGr+Fwdnbmr7/+4uLFi5w7dw7QzsX5+vo+fGuFEEKUOitXrlSfb9++nbp163Ly5Ek12ADtWg1dQbbKlStToUIFvL291YBDv6y8mZkZvXv3LqbWi9LG6IBDp2bNmmpZYSGEEGWPfgXwo0ePArBu3ToAOnfuzKZNm8jJyVGreuuSdvn5+bFnzx7AcKGoeLIVKuAYO3YsU6dOxd7enrFjx/7rtbNnzy6ShgkhhChZ+lVeY2NjycvLY9GiRQD07NmTkJAQEhIS2LJlC5AfcOgWiYIEHCJfoQKO48ePq3nxdauO78eY8vRCCCFKr+zsbDWbNMDly5e5fPkyMTExWFpa0rNnT2bPnk1CQgLBwcFAfsDRqFEj9X2yVkPoFCrg0M+Pr/9cCCFE2XD16lWuXbtGs2bNADh//rz6h6buvG7Ew8/PD1tbWzw8PAxGQXQBR2BgIF988QXR0dG88sorxdgLUZo99BoOIYQQZYOiKHTs2JEzZ85w+PBhmjVrpgYSLVq0ICQkxGCtxlNPPQWAh4eHeg9bW1tq1aoFaEe7J0yYUMy9EKVdoQKOl156qdA3/OOPPx66MUIIIYrfsWPH1Aqu33//Pc2aNSMsLAzQlou/fv06UVFRbN68GcjPp6ELPEC7PVbqoIh/U6jEX05OTurD0dGRHTt2EBISop4PDQ1lx44dj2UODiGEeNLpb3/VjWzo/lu/fn114acun4Yu4GjevLn6PikrL/5LoUY4lixZoj5///336dmzJ999950azebm5jJs2DBJmiWEEKXc8uXLWbp0Kb/++isVK1YEYMOGDer5c+fOoSiKOsJRr149dVGoji7gePrpp6lRowaRkZF07ty5mHogHldGZxp1c3Nj//79aml6nfPnzxMYGMitW7eKtIHFQTKNCiGeFLrdhK+99hq//fYbmZmZ2NnZqYXWAM6cOaNOlyQlJTFz5kw+/fRTACwsLEhLS1NrZ2VmZhIfH4+Pj08x90SUFoX9HWp0LZWcnBw1w6g+/cqAQgghSh/9n9G6xFznz58nLy8PJycnqlevDsDatWsBbQ4NJycng0zSNWvWNCjUaW1tLcGGKBSjd6kMGDCAgQMHEhkZydNPPw3A4cOHmT59OgMGDCjyBgohhCgasbGx6vOUlBQURVEDj3r16mFpacmlS5fU4my6BF663ScgVV7FwzM64Jg5cyYeHh7MmjVLzadfqVIlxo8fz7hx44q8gUIIIYy3c+dOQkNDGTZsGPb29gDqThSAtLQ04uLi+PXXXwHo1auXuhng4MGDgLZOFhgGHM8880yxtF+UPUYHHGZmZkyYMIEJEyaQkpICIOsehBCiFLl+/Trt2rVDURSuXr3K3LlzAe1otL4zZ86ou1E6duxIQkKCwXndWr3y5cszePBgEhISGDZsmOk7IMoko9dw6HN0dJRgQwghSpkLFy6g2w+wdOlSFEXh2rVrLFiwwOC6vXv3kpGRgbW1NdWqVStQ90R/ZOP7779n7dq1Bus3hDDGIwUcQgghSl58fDz6Gw5jYmLU58nJydy4cYP//e9/3Lx5Ez8/P3r06AFoS86DNrAwNzendu3aBvfVDziEeFQScAghxGNs3rx5VKpUie+++049pr84FCAiIoLQ0FAAvvjiC3VtxqFDhwBtllDIX7MB2ulzd3d3k7ZdPFkk4BBCiMdUbm4uo0ePBmDy5Mnq8UuXLhlcd+HCBSIiIgBtcFGpUiWD87rdKOXLl1ePKYoiFcBFkZKAQwghHlO6nYIAd+7cITc3l7y8PDZt2gTkBxBHjhwhIyMDCwsLfHx8HhhwACxcuBCNRsN7771XDD0QT5KHqha7Y8cOduzYQUJCQoFkX4sXLy6ShgkhhPh3+ms1MjIyiImJIS0tjStXrmBvb0+fPn2YO3cu+/btA6BatWpYWFgUyKWhm1IBGDRoEJ07d5bpFFHkjA44Pv74Yz755BOaNm1KpUqVZMhNCCFKyP3Waly+fBmAZs2aqbtOdPk3dGs07l0cem+m0MqVK5ukveLJZnTA8d1337F06VL69OljivYIIYS4jxs3bvDTTz/RvXt3NdX4vWs1IiIiOHbsGAAtWrQoMEqhCzQ0Gg3/+9//+Pzzz3nhhRfkD0dRLIwOOLKysggMDDRFW4QQQjzASy+9xP79+5k1axYXL17E3t6en3/+GdDuKMnLyyMyMlJN7tW8eXPKlStncA/9XSiffvopHTp0KDDaIYSpGL1odNCgQSxfvtwUbRFCCHEfqamp7N+/H9Dm3AgNDeXs2bOcO3cOGxsbpkyZAmgLsZ05cwbQBhz3Lg7VDy40Gg2tW7dWS9QLYWpGBxwZGRnMnj2bNm3a8O677zJ27FiDhzEWLFhA/fr11YylAQEB6upq0P7D6tOnDx4eHtjb29O4cWPWrFljcI/ExER69+6No6Mjzs7ODBw4kNTUVGO7JYQQpZYuiNC5cOGCmrSrdevW6sjFrl27yMvLo0KFClSqVKlA4i4ZzRAlyegplVOnTtGwYUPAsBAQYPQ8oKenJ9OnT6dmzZooisJPP/1Et27dOH78OE899RR9+/YlKSmJdevWUaFCBZYvX07Pnj0JCQmhUaNGAPTu3Zu4uDi2bdtGdnY2AwYMYPDgwTIKI4R4LGVlZfHjjz/SqlUrdbtqWFiYwTXnz5/n5s2bAAQGBuLp6QloC7IB1KhRAwALCwsCAwPVYmzOzs7F0QUh7k8pZVxcXJQff/xRURRFsbe3V37++WeD866ursrChQsVRVGU8PBwBVCOHj2qnt+0aZOi0WiUq1evFvozk5OTFUBJTk4ugh4IIcTDGzhwoAIoTZs2VY+NHDlSARQbGxsFULp37640btxYAZQ1a9YosbGxCqA+3njjDfW9mzZtUjp27KgEBweXRHfEE6Cwv0MfKfHXlStXuHLlyqNFPP/Izc1lxYoVpKWlERAQAGgj95UrV5KYmEheXh4rVqwgIyODZ599FoDg4GCcnZ1p2rSpep927dphZmZWoCqivszMTFJSUgweQghRGvzyyy8AhISEkJycDOSPcHTu3BnQ5t8IDw8HtEm7KlWqhKWlpXoP3S4W0FaB3bRpEy1atCiW9gvxIEYHHHl5eXzyySc4OTnh4+ODj48Pzs7OTJ06tUASsMIICwvDwcEBa2tr3nnnHdauXasmpfn999/Jzs6mfPnyWFtbM2TIENauXav+Y4qPjy+w4MnCwgJXV1fi4+Mf+JnTpk3DyclJfXh5eRndbiGEKGrp6elkZ2err0NCQlAURQ04OnXqBMCxY8fIyMjA3NycatWqYW5uTvXq1dX3NWnSpHgbLkQhGL2G44MPPmDRokVMnz6dli1bArB//36mTJlCRkYGn332mVH38/Pz48SJEyQnJ7N69Wr69evHnj178Pf358MPPyQpKYnt27dToUIF/vzzT3r27Mm+ffsMUvEaa+LEiQYLXFNSUiToEEIUu6ysLMzMzLCw0P4ovnjxokHV16tXr3L9+nVu3ryJmZkZ7du3N3i/l5eX+l5HR0f1+NNPP10MrRfCOEYHHD/99BM//vgjXbt2VY/Vr1+fKlWqMGzYMKMDDisrK3XEokmTJhw9epR58+YxYcIEvvnmG06fPs1TTz0FQIMGDdi3bx/z58/nu+++w8PDg4SEBIP75eTkkJiYiIeHxwM/09raGmtra6PaKYQQRen69ev4+/vz1FNPsX37dqysrDh58qTBNdeuXVNHN3x9ffHy8sLa2prMzEwAqlatql7bsWNHjh49SsuWLf/1558QJcXoKZXExMT7bq2qXbs2iYmJj9ygvLw8MjMzuXv3rraBZoZNNDc3V6duAgICSEpKUssuA+zcuZO8vDyaN2/+yG0RQghT+fvvv0lMTGTfvn388ccfABw4cMDgmmvXrhESEgJo/+DSaDTqjhTAYBplwoQJ/PHHH2zbtq0YWi+E8YwOOBo0aMA333xT4Pg333xDgwYNjLrXxIkT2bt3L9HR0YSFhTFx4kR2795N7969qV27Nr6+vgwZMoQjR44QGRnJrFmz2LZtG927dwe0WfM6duzI22+/zZEjRzhw4AAjRozgtddek1oAQohSbffu3epzXZ4NXXKvtm3bAtqAQ1d4TTeFrT/9q5851MHBgR49emBra2vSdgvxsIyeUpkxYwZBQUFs375d3U0SHBxMbGwsGzduNOpeCQkJ9O3bl7i4OJycnKhfvz5btmzhhRdeAGDjxo383//9H126dCE1NRVfX19++ukndaU2wLJlyxgxYgRt27bFzMyMl19+ma+++srYbgkhRLE6fvy4+vzixYskJiaqgUfPnj3ZsWMHsbGxREdHA6glJfRHOO6t+ipEaWZ0wNGmTRsuXLjA/PnzOXfuHKDN8T9s2DCjRxUWLVr0r+dr1qxZILPovVxdXSXJlxDisZKVlaX+/ARtwBEcHAxArVq11Cnh0NBQcnNzgfwsoU5OTur76tevX1xNFuKRGR1wgLZ0sbGLQ4UQQmidPn2anJwc9XVsbKw6nfLMM8+omUJ1wYaHh4daiK179+4sWLCAcePGGYx2CFHaPVTAcfv2bRYtWsTZs2cB7bDegAEDcHV1LdLGCSHE4y43N5eePXtiYWHB0qVLsbW1ZcuWLYC2wNrhw4e5ceOGwVoNBwcHPDw81HxC+jVR2rVrR2pqqqzVEI8doxeN7t27l6pVq/LVV19x+/Ztbt++zVdffUW1atXYu3evKdoohBCPraNHj/LHH3/w+++/88MPPwCoRSrffPNNNY+GboeKbvG9bpQDtNPL+iTYEI8jowOO4cOH06tXL6Kiovjjjz/4448/uHTpEq+99hrDhw83RRuFEOKxtWPHDvW5LsmhrphaUFAQ7u7uBtf7+fkBhunJ7636KsTjyOiAIyIignHjxmFubq4eMzc3Z+zYsURERBRp44QQ4nGnKyMP2iqvhw8fJjc3lxo1alCtWjWDJF1eXl44ODgAhiMcEnCIssDogKNx48bq2g19Z8+eNToPhxBClCXfffcdn332mZqe/O7du+poBsCFCxfURF669OM+Pj7qef28GvrlG5555hmTtluI4lCoRaOnTp1Sn48cOZJRo0YRERGhVh88dOgQ8+fPZ/r06aZppRBClHKnT59m6NChgDZ9wDPPPMOBAwfIysrC0dGRlJQUbt26pQYgugJr9evXVzON6mdx7tKlC4sXL6ZVq1ZUqFChmHsjRNErVMDRsGFDNBqNQVGhCRMmFLjujTfeoFevXkXXOiGEeEz8+uuv6vM1a9bwzDPPqLtRevTowerVq0lLS2PPnj1A/lqNhg0bqu/TH+EwNzdnwIABxdByIYpHoQKOqKgoU7dDCCEea/q79M6dO4eiKOrIRVBQEMHBwVy4cIHU1FQgf1Fou3bteOGFF7h9+zbdunUr/oYLUUw0iv6wxX/Izs5myJAhfPjhh1SrVs2U7SpWKSkpODk5kZycbFDiWQgh7ufUqVPUqlULGxsbQLtWw8nJSU3mVatWLbZv3463tzcWFhYkJyfz4osvsmvXLgA0Gg3p6elStVqUCYX9HWrUolFLS8v/TDUuhBBl2Y4dO2jQoAG2trbMnDkT0K5j088cqitICdocGnZ2dlSpUkU97+npKcGGeOIYvUule/fu/PnnnyZoihBClC5r1qxh1apVBuvX9Le5rly5EsifTunVqxcWFhZkZWWpZeKfeuopg/+CYY4NIZ4URqc2r1mzJp988gkHDhygSZMm2NvbG5wfOXJkkTVOCCFKyuHDh3nllVcAWL16NS+//DIAx44dU6+JjY0F8gOO5557jtDQUCIiIli/fj2QX9FVtysFKFNT0kIUltEBx6JFi3B2diY0NJTQ0FCDcxqNRgIOIUSZcPToUfX5smXLePnll1EUxSDguH79OsnJyWql19atW/PHH38QERFBZGQkkB9w6NII6B8T4klidMAhO1aEEE+C06dPq8+3bdtGdnY2cXFx3Lx5EwsLCzQaDdnZ2axZs4aMjAzc3NyoXbs21atXN7iPLrgoV64cZ86c4Y8//mDgwIHF2hchSgOj13AIIURZ8/3331O+fHl1F4miKOzevVs9n5qaytGjR/npp58A7XoMXZKu3377DdBmA9VoNAYpyc3MzAzSkvv7+zNp0iScnZ1N3CMhSp+HKk9/5coV1q1bR0xMDFlZWQbnZs+eXSQNE0KI4vLOO+8A8Pzzz6MoCiEhIZw/fx57e3vq1avHoUOHiIiI4McffwRg4MCBbNu2jbCwMHURqS6Bl/4Ih6+vr+xGEeIfRgccO3bsoGvXrlSvXp1z585Rt25doqOjURSFxo0bm6KNQghhMleuXDF4nZyczL59+wBtAOLi4sKhQ4c4f/48MTExgLas/MWLFw3ep9uFoh9wyFoNIfIZPaUyceJE3nvvPcLCwrCxsWHNmjXExsbSpk0bXn31VVO0UQghTEZ/rQZoS8jrFoEGBgZSqVIlIH87bJUqVXBxcaFq1aoG76tbty5gGHAEBgaaqtlCPHaMHuE4e/asOmdpYWFBeno6Dg4OfPLJJ3Tr1k0tXiSEEI+Dc+fOGbwOCwtTC6wFBgaqu1KOHDkC5AcW+qMXVlZW6toNR0dHPv/8c27cuMGYMWNM3n4hHhdGBxz29vbquo1KlSoRGRmpDiXevHmzaFsnhBAmFh4ebvB63759XLt2DQsLC5o2bUpcXJzBed3PO/0pZE9PTyws8n+cTpw40YQtFuLxZPSUSosWLdi/fz8AnTt3Zty4cXz22We89dZbBvvMhRCitFm7dq1a50RHP4cGwKZNmwBt5VY7Ozt1SkVHN8JRsWJFtbrrCy+8YPK2C/G4M3qEY/bs2Wq1w48//pjU1FRWrlxJzZo1ZYeKEKLUys7O5qWXXgLgyy+/pF27dty+fVtdw/HGG2+wd+9e7ty5A+SnH39QwAGwdetWTp06Rdu2bYujC0I81owOOPQXRNnb2/Pdd98VaYOEEMIU9HejXLp0CYADBw4A4OfnZ5B6HPIDDg8PD4Pj+ms3PD098fT0NEl7hShrjJ5SOXr0KIcPHy5w/PDhw4SEhBRJo4QQ4lEkJiYyZswYg59Vly9fVp9HRkaSlpamTg8/88wzeHt7G9xDF3CUK1fO4Pi99aOEEIVjdMAxfPhwtWCRvqtXrzJ8+PAiaZQQQjyKzz//nLlz59KiRQsSExMBbcl4HUVROHXqlEHA4ebmho2NjXpNgwYNCtzXz8/PtA0XogwzOuAIDw+/b4KvRo0aFVjtLYQQxS0xMVHNCAr51V3vzbcRHBysFmhr1aoVGo2GzMxM9Xz9+vXV50OGDMHBwYFVq1aZsulClGlGBxzW1tZcv369wPG4uDiDbWFCCGFqubm5/PzzzwZZP5ctW0ZycrL6Ojw8nOzsbJYsWQLkT5X8/fffZGVl4eTkpK5N0y0QtbGxwdbWVr3HggULSEhIoF69eibvkxBlldEBR/v27Zk4caLBP+ikpCT+97//ydYwIUSxmjt3Lv369aNr167k5eUBcOjQIYNrzpw5w7Fjx0hMTMTFxYWRI0cCqOnLq1WrhkajAeDbb7+lTZs2HD9+3OAeGo3GIAARQhjP6IBj5syZxMbG4uPjw3PPPcdzzz1HtWrViI+PZ9asWaZooxBC3NdXX30FaLOF6vJp6BaKvvbaa4B2saiu8mubNm3w8fEBtNtkQRtw6HTr1o3du3erlWCFEEXH6ICjSpUqnDp1ihkzZuDv70+TJk2YN28eYWFheHl5maKNQghRQE5OjkEW0PDwcG7dukVkZCQAPXr0ACA2NlYtO//ss88W2MZ6b00UIYRpPNSiC3t7ewYPHlzUbRFCiEKLjo5WRykALl68qNY7qVWrlrro8/Lly2qV1zZt2lClShWD+0jAIUTxMHqEQwghitvVq1epWbMmAwcOVI/duyvuwoULnDx5EoAmTZqoIxlpaWmkpqZibW1NvXr1qFChAtbW1ur7JOAQoniUaMCxYMEC6tevj6OjI46OjgQEBKh1DHSCg4N5/vnnsbe3x9HRkdatW5Oenq6eT0xMpHfv3jg6OuLs7MzAgQPV1OtCiLJh0qRJREREsHjxYnXBui5LqC4T6JUrV9QgpG7dujg4OODs7Kzeo06dOpibm6PRaAymVSTgEKJ4lGjA4enpyfTp0wkNDSUkJITnn3+ebt26cebMGUAbbHTs2JH27dtz5MgRjh49yogRIzAzy2927969OXPmDNu2bWPDhg3s3btXpnuEKGN0+TIAdQGoLmnXyy+/DMD169fVgEOXflx/XZmuyitgkOBLAg4hiolSyri4uCg//vijoiiK0rx5c2XSpEkPvDY8PFwBlKNHj6rHNm3apGg0GuXq1auF/szk5GQFUJKTkx++4UKIR5abm6sMHTpUmThxonosLS1NMTMzUwAFUKZOnarcvXtXsbS0VABl586dCqBYWFgotra2CqCcP39eURRF6dy5s/q+zz//XL1n1apV1eNCiEdT2N+hpaaWSm5uLitWrCAtLY2AgAASEhI4fPgwFStWJDAwEHd3d9q0aaP+VQPaERBnZ2eaNm2qHmvXrh1mZmb3baNOZmYmKSkpBg8hRPHasWMHq1evNjgWEhLCggULmDZtmprMKywsTM2xAdotsEePHiU7O5tKlSoREBAAaHetpKenY2VlpSby0p860R/hmD17NuXLl+fvv/82Wf+EEIZKvJZKWFgYDg4OWFtb884777B27Vr8/f3Vao5Tpkzh7bffZvPmzTRu3Ji2bduqP4ji4+OpWLGiwf0sLCxwdXUlPj7+gZ85bdo0nJyc1Ids5xXCdI4fP87vv/9ucOzatWt07tyZV199lRUrVqjHd+7cqT5fv349kJ+aXOfs2bNq0q5nnnkGGxsbHB0d1fN+fn5q1mP9HBv6qcp79OjBzZs36dy586N2TwhRSCVeS8XPz48TJ05w+PBhhg4dSr9+/QgPD1f/ohkyZAgDBgygUaNGzJkzBz8/PxYvXmz05+jTZUrVPe4XQAkhHt2dO3do3LgxvXr1Uresgjb9eFZWFoDBKMOOHTvU57p8GqGhoYA2KRdoS8vrFoy2atUKyE9JDoYjGQMHDmTYsGF8++23slZDiBJW4rVUrKys8PX1pUmTJkybNo0GDRowb9489QeIbvGXTp06ddQ99R4eHiQkJBicz8nJITExUV25/qA+6HbG6B5CiKK3bt069bku+RbkBxGgHe0A7VSn/pRpbGwseXl5bNy4EYA33ngD0JZS0AUcuj9+9P8I0v+Z4ebmxvz58xk6dGiR9UkI8XBKXS2VvLw8MjMzqVq1KpUrV+b8+fMG5y9cuKCmJg4ICCApKcngh9fOnTvJy8ujefPmj9wWIcSj0e04AwzWeOnyZUB+wHH69GkyMjLU4zExMZw+fZq4uDjKlStHt27dKF++PIC67kqXglw30gEF/0gRQpQORg9JzJw5k9atW+Pj40OjRo0AOHHiBO7u7vzyyy9G3WvixIl06tQJb29v7ty5w/Lly9m9ezdbtmxBo9Ewfvx4Jk+eTIMGDWjYsCE//fQT586dUxea1alTh44dO/L222/z3XffkZ2dzYgRI3jttdeoXLmysV0TQjyCs2fPsmfPHgYPHqxuXdf/g0G3LuvWrVsGx3UBh26thoeHB/Hx8cTGxqoBS4MGDbC2tsbHx4dbt24BUKFCBTUA6dOnD8uXL+f8+fMGwYcQovQwOuDQ1VJZtmwZJ0+exNbWlgEDBvD6669jaWlp1L0SEhLo27cvcXFxODk5Ub9+fbZs2aKOlIwePZqMjAzGjBlDYmIiDRo0YNu2bdSoUUO9x7JlyxgxYgRt27bFzMyMl19+WS3oJIQoPo0aNSIzMxOAd955BzAMOHRTodu3b0dRFLy9vYmJiSElJYU7d+6wcOFCQLugc8GCBSQmJqrrPnSjFj4+Pmpgol9gzcHBgX379pGTk/NQU7tCiGJQPLt0SzfJwyHEo7l7966a16JLly6KoihKTk6OYmVlpR4HlLS0NGXAgAEKoIwbN05xcHBQAGXz5s0KoJiZmSkxMTGKk5OTAih16tRRAGXu3LmKoijKmDFj1HsNHDiwJLsshPhHYX+HFupPgXXr1tGpUycsLS0NFoHdT9euXR8y9BFCPA7u3LnDwYMHeeGFF9Spk4MHD6rndRVco6OjycrKwtraGjMzM9LT04mJiWHr1q0AdOjQgQ0bNnD+/Hm2b98OaHeYeHl54eXlRXJyMmfPngW006eAun4LkBLyQjxmChVwdO/eXc150b179wdep9FoyM3NLaq2CSFKmZycHFq1asXJkyeZM2cOo0ePBmDlypXqNREREUD+dErNmjXJzs7m/PnzhIaGcvXqVczMzGjZsqW6MHzbtm1A/pZWb29vTp8+rd5TN6Xi7e2tHmvWrJnpOiqEKHKF2qWSl5enJtjKy8t74EOCDSHKtpMnT6o7TObNmwdot7PqZwxNSkoiMTGR4OBgABo2bKhuc9fl3PD398fOzk5d3K27p/5aDZ1y5cqpJeXbtGmDr68vgwYNonXr1ibrpxCi6Bm1LTY7O9sg06cQ4smiS8YF2imT5ORkDhw4wO3bt/Hw8FD/MImMjFRHLZ577jk1L87mzZsB1B1u9+4m041w6C8M9/f3R6PRAODq6srFixdZuHChekwI8XgwKuCwtLTk1KlTpmqLEKIUCQ8Pp1evXgYZhHVbW3XOnTvH8ePHAQgMDKRmzZoA/Pnnnxw+fBgLCws6duyojnDcvn0byA8s9Gud6B/39fVVj0leDSHKBqMTf7355pssWrTIFG0RQpQivXr14vfffycoKEg9dm8ivvDwcHU6pGHDhurIxNKlSwFtosDKlSsXyPyrWwSqX8fIzs5Ofb8ucAGoV69eEfVICFGSjN6wnpOTw+LFi9m+fTtNmjTB3t7e4Pzs2bOLrHFCiJJx+/ZtddFmdHQ0cXFxVKxYUZ0S0eXQuHz5MidOnAC0AYeuBpIumVeDBg2AgiMZulEL/YDj6aefVnNo1KlTh48//pjk5GQGDhxool4KIYqT0QHH6dOn1boFFy5cMDgnc6pClA36O0QAjh49yo0bN4iPj8fV1ZX+/fvzySefEBERoW5dbdiwoUHJA8gPLPSnSKytrdUqrvoBh36GUI1Gw0cffVS0nRJClCijAw79AkxCiLIpLCzM4HVoaKi6fmvUqFHqLpLNmzeTk5ODq6srnp6eVK9e3eB99ws4vLy8MDc3B6BixYo0a9aMlJQUxo4da7L+CCFKntFrOHQiIiLYsmUL6enpACiKUmSNEkIUn+DgYJycnPjmm2/UY7pqrDpXrlxR12+0aNFCHZnQ1TVp2LAhGo2mQMChS87l6uqKq6srYLgmQ6PRcPjwYU6fPo2zs3PRdkwIUaoYHXDcunWLtm3bUqtWLTp37qxmFRw4cCDjxo0r8gYKIUxr3LhxpKSk8O6775KZmUleXp66VqN///6ANuDQJfSqVauWwVQIaAMOAHd3d4PjdnZ26vPffvuNqVOn8v333xtco9FopP6JEE8AowOOMWPGYGlpSUxMjMEPk169eqk/pIQQjw9dIAFw6tQpLl26RGJiItbW1vTo0QPQjnhkZ2djY2ODl5dXgUWguoBDo9Go2UDvLXPQvn17Jk2ahJubmwl7I4QorYz+s2Lr1q1s2bKlwA+cmjVrcvny5SJrmBCiaCmKws8//8wzzzyjbj9NSkrixo0b6jXnzp3DwcEByK9rApCWlgZod52Ym5tja2tL+fLlDaZUdBYtWsSWLVtk0acQwoDRAUdaWprByIaO7i8iIUTp9Msvv9C/f38qV67MlStX0Gg0BplDAc6ePav+O65Xr16BTKC6HWqAugUWDAuptWvXjnbt2pmiC0KIx5jRUyqtWrXi559/Vl9rNBry8vKYMWMGzz33XJE2TghRdH744QdAmyPjyJEjAAXKFERERKg7VOrXr0/FihXVEQ8wDDg6d+4MaKdKLC0tTdp2IcTjz+gRjhkzZtC2bVtCQkLIyspiwoQJnDlzhsTExAIr24UQJWP9+vVUr15dTRUOhmnJIyIiaN68uZqW3NXVlcTERK5evapOsdSvXx+NRkONGjXUbKL6AcfMmTPp0qXLv1aQFkIIHaNHOOrWrcuFCxd45pln6NatG2lpabz00kscP37coOCSEKJk7N69m65du9K0aVN12iM9PV3dUQYQExMDwJ49ewB45ZVXAO2Ih24RqW77atWqVdX31a1bV33u4eFBr169ZCpVCFEoD7UXzcnJiQ8++KCo2yKEKAK//PILABkZGQQHB9OyZcsCC7pjY2PZtm0bhw8fRqPR8MYbb/DDDz+ooxtubm7qFtdhw4Zx6dIlJk+ejJWVVfF2RghRZjxUwJGUlMSRI0dISEgwWDgG0Ldv3yJpmBDiv507dw4bGxt1FCInJ4f169er548dO0bLli0LFF2LiYlRRzd69epFy5YtMTMzU/89169fX722ffv2UiVaCPHIjA441q9fT+/evUlNTcXR0dGgfopGo5GAQ4hicvXqVRo3bky5cuW4fPkyNjY2HD9+3GCbq27dhi5HTtWqVYmOjiYmJkZNttWyZUssLCzw8vJSR0KkQqsQoqgZvYZj3LhxvPXWW6SmppKUlMTt27fVR2JioinaKIS4j5UrV5Kenk5CQgKbNm0CChZUvHTpEnl5eaxbtw6Ad999F9BOqegKtOkWltaqVUt9nwQcQoiiZnTAcfXqVUaOHHnfXBxCiOITHBysPj948CCQnzVUl5gvKiqK0NBQrl27hoODA/369QO006K6HBy6haB+fn7q/fSnVIQQoigYHXB06NCBkJAQU7RFCPEA48ePp3///mRnZ6vH9NdlnDt3Dsgf4ejQoQOgHeH466+/AOjYsSPly5fHxcVFfV/FihXVVOO69/j7+8sIhxCiyBVqDYduOBYgKCiI8ePHEx4eTr169Qok/Lm3foIQ4tFERUUxc+ZMAAIDAxk8eDC5ubkGSbt0wYcuodeLL77I4sWLSUtLY/ny5QB06dIF0GYF1Y2O6OfpePHFF0lMTMTR0VEtHy+EEEWlUAHH/RL7fPLJJwWOaTQacnNzH7lRQoh8W7duVZ/v2LGDwYMHc/LkSTIyMtTjUVFRxMbGEhERgUaj4dlnn8XT05PY2FiioqIAaNasGaAd6dAFHPp5NQCD0Q8hhChKhZpSycvLK9RDgg0hHs0PP/zAkCFDDKZOzp49qz7XTZ2sXbsWgG7dumFmZkZOTg6ff/45AAEBATg7O1O9enX1fRYWFvj6+gL5KcnBcKGoEEKYktFrOIQQppGcnMyQIUP44Ycf+PPPP9XjuqygoF2jkZeXpwYcr7zyCpUqVQJg2bJlAPTv3x/AIOCoWbOmOv2pn55cv8qrEEKY0kMFHDt27ODFF1+kRo0a1KhRgxdffJHt27cXdduEeKLocmUA7Nu3T32uH3BkZGQQGhrKmTNnMDMzIygoSN2RcufOHSB/mqRatWrq+/z9/dXnZmZmhISEsGzZMp555hnTdEYIIe5hdMDx7bff0rFjR8qVK8eoUaMYNWoUjo6OdO7cmfnz55uijUKUOampqQZTJQCHDx9Wnx87dgwARVGIjo42uG7Dhg2Adhuri4uLGnDo6KZJ9Ec49AMOgCZNmvDGG288WieEEMIIRgccn3/+OXPmzOG3335j5MiRjBw5kuXLlzNnzhx1DlkI8e9efvll/P39DRaEhoaGqs91u07+/vtvbt26hb29PU2aNAFQU5frcmXoBxyurq6UL18egKefflo9LttchRAlzeiAIykpiY4dOxY43r59e5KTk4ukUUKUZadOnVIDjY8//hjQLszWjWoA3Lx5k8TERLZt2wZo12XUqVMHQC0pf7+AQ38RaM2aNdm+fTufffYZ3bp1M2GPhBDivxkdcHTt2lVdsKbvr7/+4sUXXyySRglRlumPauimSy5cuEBqaip2dnZqldaIiAhOnDgBaLe0ent7G9ynQYMGAFSpUkU9du+uk7Zt2/K///1PqrwKIUqc0cXb/P39+eyzz9i9ezcBAQEAHDp0iAMHDjBu3Di++uor9dqRI0cWXUuFeAz9+eeffPHFF0yePFkdGdRVaQW4du0aGRkZHDp0CNDuGsnLy+P69etcvnxZDTgaNGhgkHcD/nuEQwghShOjRzgWLVqEi4sL4eHhLFq0iEWLFnHmzBmcnZ1ZtGgRc+bMYc6cOcydO/c/77VgwQLq16+Po6Mjjo6OBAQEqEWo9CmKQqdOndBoNAbbBUG7gj8oKAg7OzsqVqzI+PHjycnJMbZbQhS53Nxc3n77bQ4dOqSO/imKomYD1bl8+TIbN24E4Pnnn1cDiNWrV5OSkoKzszN169bFy8tLfY+zs7N6Xa1atdQtr7169TJ5v4QQ4mEYPcKhy1pYFDw9PZk+fTo1a9ZEURR++uknunXrxvHjxw1SLs+dOxeNRlPg/bm5uQQFBeHh4cHBgweJi4ujb9++WFpaygJWUeKOHj3KzZs3Ae33ampqKomJiSQkJGBhYYGPjw+RkZFER0eze/duQJsFNC0tDYDff/8dgBdeeAELCwuDKZUGDRqo/ybc3d05dOgQLi4uBlthhRCiNHnkxF+5ubmcOHGC27dvG/3eLl260LlzZ2rWrEmtWrX47LPPcHBwUIeXAU6cOMGsWbNYvHhxgfdv3bqV8PBwfv31Vxo2bEinTp2YOnUq8+fPJysr64Gfm5mZSUpKisFDiKKmP3UC2pEMXeHDevXqUaNGDUBb9fXGjRtYWFjQpEmTAttcdbtT9AOOe6u5Nm7cWIINIUSpZnTAMXr0aBYtWgRog43WrVvTuHFjvLy81L/SHkZubi4rVqwgLS1NXRty9+5d3njjDebPn4+Hh0eB9wQHB1OvXj11kR1oK16mpKRw5syZB37WtGnTcHJyUh/6Q9VCPCxFUQxeHz161OB1dHS0eqxp06ZqhlBdXo169ephY2NTIODQJfJydHRk4cKFDB06lAkTJpikD0IIYSpGBxyrV69WV8evX7+e6Ohozp07x5gxY/jggw+MbkBYWBgODg5YW1vzzjvvsHbtWjVJ0ZgxYwgMDHzglr74+HiDYANQX8fHxz/wMydOnEhycrL6iI2NNbrdQuhbtWoVFSpUoF27dmrgERkZCWjrmIA24NCNcDRt2lQNonX5N3SjFvcGwPoF1gYNGsS3335bICgRQojSzug1HDdv3lR/UG7cuJFXX32VWrVq8dZbbzFv3jyjG+Dn58eJEydITk5m9erV9OvXjz179hAREcHOnTvVnANFydraGmtr6yK/r3gyJSUl0adPHzIzM9mxYwfXr1/H3d2dS5cuAdqFoFu3bjUIOJo1a0Z6errBfXR5NvSDCTs7uwLbYYUQ4nFk9AiHu7s74eHh5ObmsnnzZl544QVAO/1hbm5udAOsrKzw9fWlSZMmTJs2jQYNGjBv3jx27txJZGQkzs7OWFhYqH8lvvzyyzz77LMAeHh4cP36dYP76V7fbwpGiEeVl5fH5s2b1UygAOvWrSMzM1N9HRUVRUJCgro2SPf9umPHDpKSkrC2tqZu3brqlIqOLuDQP16xYsX7LpgWQojHjdEBx4ABA+jZsyd169ZFo9HQrl07QFsHonbt2o/coLy8PDIzM/m///s/Tp06xYkTJ9QHwJw5c1iyZAmgLcMdFhZGQkKC+v5t27bh6OhYoHaEEEVh8uTJdOrUiQYNGnDr1i0ADh48aHBNdHQ0CxcuBLR5Ne7NENqwYUMsLS2pWrWqwft011lYWKjrmN58802T9UUIIYqT0VMqU6ZMoW7dusTGxvLqq6+qUxPm5ub83//9n1H3mjhxIp06dcLb25s7d+6wfPlydu/ezZYtW/Dw8LjvKIW3t7e6Gr99+/b4+/vTp08fZsyYQXx8PJMmTWL48OEyZSKKXE5OjppfJjMzk9OnT9OmTRsiIiIMrouKilJTkg8bNqxAYNG0aVOgYJIu/V0mu3btIioqCj8/vyLuhRBClAyjAw6AV155pcCxfv36GX2fhIQE+vbtS1xcHE5OTtSvX58tW7ao0zT/xdzcnA0bNjB06FACAgKwt7enX79+fPLJJ0a3RQh9V65coXv37gwYMIDhw4cDcPr0aVJTU9VrIiIiDAKOdu3asX37diIjI9WFoIGBgfj4+Bjcu1mzZoA2eZeOubm5Om0I2nVGRTFiKIQQpcVDBRx79uxh5syZanltf39/xo8fT6tWrYy6j257bWHdu+0QwMfHR83SKERR+fjjjwkNDSU0NJShQ4diZmZmUD4etAHHzZs3iYmJAbQJurZv38727dtJS0vD1taW2rVrY25ujru7u7q+SDfCAdopymXLlrF06dJi65sQQpQEo9dw/Prrr7Rr1w47Ozu1PL2trS1t27Zl+fLlpmijEMXu9OnT6nPd+qHw8HAAzMy0/2yioqL49ddfURSFJk2a0KJFCwA1APHz81MXUusvBNUfuVi0aBFJSUm8/vrrpuuMEEKUAkYHHJ999hkzZsxg5cqVasCxcuVKpk+fztSpU03RRiGKVW5uLqdOnVJf6wIO3Yhe+/btAe20i27U45VXXimwVkN/jcb06dN5+umnmTFjhsFuLo1Gg62trSm6IYQQpYrRAcelS5fo0qVLgeNdu3Yt0jorQhSXxMREg5wYFy9e5O7du+rrsLAwEhMT1eBCt8YoNjZWDUwaNGhAlSpV1CJqYBhwdOjQgcOHDzN+/HiT9kUIIUorowMOLy8vduzYUeD49u3bJUW4eOwsXryYChUq8PLLL6vH9KdTQDuVsmzZMlJSUqhevTo9evQAtFMnulGPBg0aYG5uXqDAmhBCCC2jF42OGzeOkSNHcuLECQIDAwE4cOAAS5cufahMo0IUl2PHjuHg4GAw8jB58mQURWHTpk3cvHmTChUqEB0dDYCbmxs3btzg6tWrag6NN998E29vb8zNzcnNzUVRFMqXL6+u0Shfvrya0lx/cagQQjzpjB7hGDp0KCtWrCAsLIzRo0czevRoTp8+zcqVKxkyZIgp2ijEI7ty5QoBAQE0btyYpKQkQJuS/OrVq+o1u3btAlADDt0i0Pj4eE6ePAnkj2ToLwKtX7++mg1UV9lVo9EU2A4rhBBPsocqT9+jRw/279/PrVu3uHXrFvv3739ggTUhituXX35ZIBfLhg0byMrKIi0tjd9++w3QZsfV32qtmyq8fPkygJrt89atW+oIx/0KrOmXip8wYQKTJk0iOjpaUpILIYSeh8rDoZOamkpeXp7BMUdHx0dqkBCFlZ6eTnp6Oq6uruqx48ePq6XbX3vtNXX6ZO/eveo1utGK4OBgQPs9m5KSwv79+7l79y6HDh0CtAm6LC0tyc7ORlEUHBwcqF69OmBYYE0/4Khatars1hJCiPsweoQjKiqKoKAg7O3tcXJywsXFBRcXF5ydnXFxcTFFG4W4r+eff57q1atz8eJF9Zhu9ALgyJEj6nP9ba66wmu6gKNv374AXL16la1bt3Lz5k18fHx49tlnDaZO6tWrp+bgeFDAIYQQ4v6MDjjefPNNbt++zeLFi9mxYwc7d+5k586d7Nq1i507d5qijUIUEBcXx6FDh0hOTubjjz9Wj+tSikN+wJGRkWFQ3fX8+fPk5eWpIxkvvfQSoF3TcfToUUBb4dXCwsJggan+rpO2bdui0WioXbs29erVM0EPhRCibDF6SuXkyZOEhoZKUSlRonSjE6DNkwHa1Pe6tRaQH3AsXbqUnJwcbGxsyMjIIC4ujuPHj5OSkoK9vT2tWrXC2tqazMxMdR2HLoioV68e27dvBwwDjqCgIJKTk7G1tTWogSKEEOL+jB7haNasGbGxsaZoixCFpl8SPjw8nMzMTMLCwrh9+7Z6/Pjx42RlZbFs2TJAmyXXxsYGgNWrVwPQvHlzLCws1MrEuuRedevWBQy3tt67zbVcuXISbAghRCEZ/dPyxx9/5J133uHq1avUrVvXILMiyHy2KB76AUdOTg4XL15Ut7V27NiRvXv3cvfuXcLCwtRrX3nlFRYsWEBERASrVq0C8neieHh4qLtTID/geOWVV0hMTMTOzk7yagghxCMwOuC4ceMGkZGRDBgwQD2m0WhQFAWNRkNubm6RNlCITz/9lHXr1rFx40YqVKhARkaGulbDxcWF27dvExkZqe4+ad68OdHR0Zw7d45169aRl5eHj48P3t7eeHp6EhERUSA5l5eXlzq64ezsTOXKlQGwsrJixIgRxd1lIYQoc4yeUnnrrbdo1KgRwcHBXLp0iaioKIP/ClGUzpw5w4cffsjRo0dZs2YNoM0YmpWVRcWKFdW6JpGRkZw5cwaAp556Sk0xvm7dOiB//YV+6nHIX6tRrVo19VjdunUlh4YQQhQxo0c4Ll++zLp16/D19TVFe8QT7Pr16xw6dIguXbqo20+PHTumnj9y5AhDhgxRp0gCAgKoUaMGoK3kqh9w6LJ86iq9NmzYEDAsqGZvb68GGvcGHEIIIYqW0SMczz//vDp0LURRGjVqFN27d+e9995Tj8XExKjPddtYdQFHYGCgGnD8+OOPpKWl4eHhQe3atQuMZOhGOPR3VzVu3FgNbPQDEQk4hBCi6Bk9wtGlSxfGjBlDWFgY9erVK7BotGvXrkXWOFE2ffXVV8TExDBp0iScnZ3V4ytXrgRgzpw5zJo1C41GY7AjKjw8nKSkJHVLbGBgIDk5OQb3fvnllzEzMytQx0QXcOgHE7paKaDNu/HKK6+wfft2OnToUDQdFUIIodIo+sUkCkH3F+F9b/aYLhpNSUnBycmJ5ORkSc1uYtHR0er0Ra9evVixYgWgnU7RbU0FbdbPSpUq4eXlZVBgbeHChbz99ttYWlqSnJzMzZs3DUYzzpw5g7+/P3v27OHZZ58FwMnJicTERPV798MPP+S3335j9erV6lSLTl5e3r9+jwshhDBU2N+hRv9kzcvLe+DjcQw2hOns2rULZ2dnfvnlF/WYfrrxVatWkZ6eDsBff/1l8N6TJ0/y999/q8GGLsX4zz//DECjRo2wtbWlSpUqBu/z9/cHMBjhePrppw2CiKlTpxIREVEg2IB/D6iFEEI8PKN/uv78889kZmYWOJ6VlaX+MhACoE+fPiQnJ6u1SiA/sRZog9fIyEgUReGHH34weG9kZCQbN24E4PXXX+e1114DYN++fUD+dlYzMzO6d+8OQL9+/dT3e3p6qhVdg4KCirhnQgghjGV0wDFgwACSk5MLHL9z545Bbg7xZMvJyTGYCtEVWNMf4QBtXZODBw8SGhqKjY0Nb775JqBdLLp582ZAG3DUrFnT4H2NGjVSny9fvpxFixbxxRdfqMcsLCwICwsjNDRU8mgIIUQpYHTAoUvwda8rV67g5ORUJI0Sj597F2/qV2cF2LZtGzk5OWrCrmbNmgHagGPRokUA9O7dWw0kdu3aRVRUFJaWljz33HMFtmHrBxy2tra89dZbuLu7G1zj5ORE48aNMTc3L4IeCiGEeBSF3qXSqFEjNBoNGo2Gtm3bGtSQyM3NJSoqio4dO5qkkaJ0CwkJoVWrVnTr1o3ly5djZmambmHVCQ0N5cyZM6Snp+Po6EiXLl04evQoFy5cULe5vvzyy6Slpan3BG1g4uDgYDDCYWZmJltXhRDiMVPogEM3T37ixAk6dOiAg4ODes7KyoqqVavy8ssvF3kDRemRkpLCoEGDaN++PYMGDVKPz5o1i4yMDFauXMnQoUNp06aNOsJRqVIl4uLiuHbtmjqd0qxZM2rXrg1oc2ropluaN2+uPtfRLezUrccAbdE0a2trk/VTCCFE0St0wDF58mQAqlatSq9evdSqm/pOnz4tf3mWYdOmTWPVqlWsWrWKt956CzMzMxRFYcuWLeo1J06coE2bNpw+fRqADh06sHTpUq5evaoGHE8//bSagEsXYNSqVQtXV1eDwALy82eYm5vj5eVFbGysrBUSQojHkNFrOPr162cQbNy5c4cffviBp59+Wv3lIB5vGRkZ9OnThw8//NDg+J49e9TnuoAiKirKoCT8yZMnuXLlCkePHgVQk2jpj3A8/fTTBRaB6pJwubu7G0zX6X9P/fbbb3z55ZcGi0OFEEI8HozONKqzd+9eFi1axJo1a6hcuTIvvfQS8+fPL8q2iRIyf/58fv31V0CbzbNTp04oisK5c+fUa44dO0b9+vXZv3+/wXsvXrzIb7/9RlZWFoGBgbRv3x6AW7ducevWLUAbcNja2uLp6cmVK1eA/IDD3NzcYAGq/ohZy5YtadmypQl6LIQQwtSMGuGIj49n+vTp1KxZk1dffRVHR0cyMzP5888/mT59urrzQDze9KdIdu/eDWgzgeqPZOjKu//+++8AamARExOjjmR069YNFxcXypUrp76vSpUqaul3XR0U0K7f0GncuLH63N7evkj6JIQQomQVOuDo0qULfn5+nDp1irlz53Lt2jW+/vprU7ZNlJCwsDD1eXh4OJCfcEsnIiKCW7duqcHJ+++/D2hTkuuSezVt2hSNRmMwSvH000+rz3Wl4W1tbdXnABMnTuS5555Tt9AKIYR4/BU64Ni0aRMDBw7k448/JigoSHIblFI///wzvXv3VreX6kyZMoVevXpx9+5d9dj169cZN24c33zzjXrsxo0bxMfHq6/Pnj3LnTt3GDVqFIC6uyQiIoI1a9aQk5NDgwYNePbZZ7GysiI3N1ctuKYLNPSDCf2AY+rUqXzzzTds377doAjgK6+8ws6dOw1GOoQQQjzeCh1w7N+/nzt37tCkSROaN2/ON998w82bN03ZNmGkvLw8+vXrx/Lly/nqq6/U46GhoXz88cf8/vvvzJo1Sz0+e/ZsZs+ezbvvvqtWatWNZOgK8ERHR7Nr1y7i4uKwsbFRg5OLFy+yevVqQJsJ1MzMzGCHiaOjI25ubgC0bt1aPa4fcDg7OzN8+HACAwOL9P+DEEKI0qfQAUeLFi1YuHAhcXFxDBkyhBUrVlC5cmXy8vLYtm0bd+7cMfrDFyxYQP369XF0dMTR0ZGAgAA2bdoEQGJiIu+++y5+fn7Y2tri7e3NyJEjC6RVj4mJISgoCDs7OypWrMj48eMLZL0sixRFMRitAG2lVB1dMi2AdevWqc91azIAgymL7777DtBm+AR48803sbCwIDc3V5026dGjBwEBAQAkJyezbds2ADXhm37VVl9fXzUjbffu3Slfvjyurq6yzkcIIZ5QRm+Ltbe356233mL//v2EhYUxbtw4pk+fTsWKFenatatR9/L09GT69OmEhoYSEhLC888/T7du3Thz5gzXrl3j2rVrzJw5k9OnT7N06VI2b97MwIED1ffn5uYSFBREVlYWBw8e5KeffmLp0qV89NFHxnar1FIU5b7B3NixY3F2dmb79u3qMf0A4vz58+pz3RZV0E6F6O578uRJ9fiePXtIT09X11+0bt1aDSA2bNgAaKdG7OzsDCq0mpubq9Ms+hVaa9WqpT63t7fn5MmTHD9+3GABqRBCiCeIUgRycnKUtWvXKl26dHnke7m4uCg//vjjfc/9/vvvipWVlZKdna0oiqJs3LhRMTMzU+Lj49VrFixYoDg6OiqZmZmF/szk5GQFUJKTkx+t8SbwzTffKICydu1a9diVK1cUQAGUqlWrqscnTpyoHreyslJyc3OVnJwcxcXFRT2u0WiU9PR0Zfv27Qqg2NraqufOnTunWFlZKYASGRmpPPfcc+o5QPnzzz8VRVGUNm3aqMf8/f3Vz588ebJ6fNasWcX2/0gIIUTJKezvUKNHOO7H3Nyc7t27GwzdGys3N5cVK1aQlpamDtvfKzk5GUdHRzUxVHBwMPXq1TMo2tWhQwdSUlIMphfulZmZSUpKisGjpB0+fJiqVauqayl0dJVOe/TooR7T37YaHR1NUlISYDiqkZWVRVxcHMHBwdy+fRtnZ2dsbW1RFIWoqCj+/PNPQFtCvmrVqgBs3ryZrKwsypcvT7Vq1QxGLAA1O6h+ITX9BaH6oxq6vBpCCCEEPMSUSlELCwvDwcEBa2tr3nnnHdauXYu/v3+B627evMnUqVMZPHiweiw+Pr5AhVDda/2dFveaNm0aTk5O6uPedNol4aOPPuLy5cu89tprZGVlAdrASF9ubi5guA4D8ku+31uhNSoqijlz5gDQtWtXgx0mBw4cAKBt27ZUqlQJgL/++gvQ1jrRaDRqIALacu+6vBkPCjheeeUVvvjiC7788ssHBo1CCCGeTCUecPj5+XHixAkOHz7M0KFD6devn5r7QSclJYWgoCD8/f2ZMmXKI3/mxIkTSU5OVh+6bZwlKSYmRn1+9uxZQJvNU5+u7ojuuJWVFaANIC5dukRERARmZmY0adIE0Cbn0o2GjBo1Sg0UDh06pK7fCAwMVAMO3YJRXRIu/RGO6tWrq1tX9QMO3Wfp2jNhwgTee+89dcGoEEIIAaUg4LCyssLX15cmTZowbdo0GjRowLx589Tzd+7coWPHjpQrV461a9ca5Gvw8PDg+vXrBvfTvfbw8HjgZ1pbW6s7Y3SP4pSWloaiKOrrzMxMLly4oL7WpRDX32kC2jolGRkZ6vnOnTsD2mRbH3/8MQCtWrVS649s27aNtLQ0bG1tadCggRoozJs3j7y8PBo2bIinp6ea+VPn9ddfBwwDDt3oCMALL7xAhw4deP/999VaKUIIIcS/KfGA4155eXnqVEJKSgrt27fHysqKdevWFahQGxAQQFhYGAkJCeqxbdu24ejoeN9pmdJg3759uLi40Lp1a7KzswHtCEVeXp56jS6g0E176ISHh7N7925yc3OpWLGiusX06tWrbN68GYAPP/yQatWqAbB27VpAm4DL3NxcPa5LCtapUycA6tevr35GpUqV1LUa+v8P9QM9JycnNm/ezPTp02UkQwghRKGUaMAxceJE9u7dS3R0NGFhYUycOJHdu3fTu3dvNdhIS0tj0aJFpKSkEB8fT3x8vLqWoX379vj7+9OnTx9OnjzJli1bmDRpEsOHD8fa2roku0ZycjI///yzwcgFwKxZs8jOzmb//v1q4TP9omgAly5dQlEUdYQjKCgI0K7J+O233wDo1auXuj31wIEDJCQkYGlpScuWLdXAQpeno1GjRgAF1qroFnbq1zHRH9Vwd3fn+eefB6B3794P9f9BCCGEgEeoFlsUEhIS6Nu3L3FxcTg5OVG/fn22bNnCCy+8wO7du9WcEPprBkD7i7dq1aqYm5uzYcMGhg4dSkBAAPb29vTr149PPvmkJLpjYODAgaxZswZXV1fCw8Nxd3cnNzfXIG/GpUuXeO6559TAw9zcnNzcXOLi4ggLC+P69evY2Njwyiuv8PfffxMVFcXly5cB7SJQ3bSMLrdGw4YNsbGxUQMOHV3AoZ+YC/IDjqeeeko9du9C1fXr13P06FGDbKFCCCGEsUo04Fi0aNEDzz377LMG6xwexMfHh40bNxZls4rE8ePHAW3G1I0bNzJgwABCQ0MNapxcunSJrKwstRT8iBEjmDdvHteuXWP9+vUAtGvXjjp16gCogYmFhQUBAQFquXedpk2bAjww4NAf4fD19aVixYqANtBZuHAhQ4YMYfLkyQbvtbOzo02bNo/wf0IIIYQohWs4yoKcnJz77jqZOnWqwXWRkZFs3LiRmzdvUqlSJQYMGABAXFycGnB07dq1QADRokUL7O3t8fLyokKFCupxXbGzexfM6raulitXDk9PTwDeeecdg2sGDRpERkYG3bp1e7hOCyGEEP9CAg4TuHLlikE9l7Nnz3L37l11i+rYsWMB7QiHLrB47bXX1BGIxMREdTopKCgINzc37Ozs1Pu1a9cOAI1GY7AtVRdwaDQaNTlauXLlDN67adMmtm/fzrhx4wq0W39hqBBCCFGUJOAwgaioKIPXISEhHDx4kOzsbDw9PenXrx+gHeHQ7S7p2LEjLi4u2Nraqu/z8fGhcuXKaDQag/UXuoADUJNxQX45eNDu1qlevbq6XVb/mrZt2xZBL4UQQojCK9E1HGWVm5sbw4cPx87Ojq+++or4+HgWLlwIwHPPPUf16tUB7UgGgI2NDa1atUKj0VC9enU1Lbtu7QWgbqEFwxLvo0ePZsmSJbRr105NBAbaNTCRkZGm66QQQghhBBnhMIG6devyzTffMGPGDHWa4/fffwe0AYeDg4NBSvbWrVurIxu6YAS0u050hg0bhkajYcGCBQZTHzVr1iQ6OrpADRYhhBCiNJGAw8Rq1qxp8FqXrEv3XzAcydAPOPSPjxkzhlu3bhVY7AlQsWJFg6kYIYQQorSRgMPE9AMICwsLtaJqq1at1OO6zJ6gTWamoz/CodFocHFxMWFLhRBCCNORgMPE9AMOX19fdZ3Fq6++qh7XL+veuXNnZs+ezaxZswok6hJCCCEeV7Jo1MT0y7frT5FUq1aNuXPncu7cuQKl3MeMGVNs7RNCCCGKgwQcJqZfGE0/ZwZoS8YLIYQQTwIJOEzMzMyMNWvWsGnTJoYNG1bSzRFCCCFKhEYpTMGSMi4lJQUnJyeSk5NxdHQs6eYIIYQQj43C/g6VRaNCCCGEMDkJOIQQQghhchJwCCGEEMLkJOAQQgghhMlJwCGEEEIIk5OAQwghhBAmJwGHEEIIIUxOAg4hhBBCmJwEHEIIIYQwOQk4hBBCCGFyEnAIIYQQwuSkeBugKyeTkpJSwi0RQgghHi+6353/VZpNAg7gzp07AHh5eZVwS4QQQojH0507d3BycnrgeakWC+Tl5XHt2jXKlSuHRqMp1s9OSUnBy8uL2NjYMl+pVvpaNklfyybpa9lkir4qisKdO3eoXLkyZmYPXqkhIxyAmZkZnp6eJdoGR0fHMv+NriN9LZukr2WT9LVsKuq+/tvIho4sGhVCCCGEyUnAIYQQQgiTk4CjhFlbWzN58mSsra1LuikmJ30tm6SvZZP0tWwqyb7KolEhhBBCmJyMcAghhBDC5CTgEEIIIYTJScAhhBBCCJOTgEMIIYQQJicBRxHYu3cvXbp0oXLlymg0Gv7880+D89evX6d///5UrlwZOzs7OnbsyMWLFwvcJzg4mOeffx57e3scHR1p3bo16enp6vnExER69+6No6Mjzs7ODBw4kNTUVFN3z8Cj9jU6OhqNRnPfx6pVq9TrYmJiCAoKws7OjooVKzJ+/HhycnKKq5tA0Xxd4+Pj6dOnDx4eHtjb29O4cWPWrFljcE1Z+LoCREZG0qNHD9zc3HB0dKRnz55cv37d4JqS7uu0adNo1qwZ5cqVo2LFinTv3p3z588bXJORkcHw4cMpX748Dg4OvPzyywX6UZjvz927d9O4cWOsra3x9fVl6dKlpu6egaLq68iRI2nSpAnW1tY0bNjwvp916tQpWrVqhY2NDV5eXsyYMcNU3bqvoujryZMnef311/Hy8sLW1pY6deowb968Ap9VFr6ut27domPHjlSuXBlra2u8vLwYMWJEgXpiRd5XRTyyjRs3Kh988IHyxx9/KICydu1a9VxeXp7SokULpVWrVsqRI0eUc+fOKYMHD1a8vb2V1NRU9bqDBw8qjo6OyrRp05TTp08r586dU1auXKlkZGSo13Ts2FFp0KCBcujQIWXfvn2Kr6+v8vrrrxdnVx+5rzk5OUpcXJzB4+OPP1YcHByUO3fuqNfUrVtXadeunXL8+HFl48aNSoUKFZSJEyc+Vn1VFEV54YUXlGbNmimHDx9WIiMjlalTpypmZmbKsWPH1GvKwtc1NTVVqV69utKjRw/l1KlTyqlTp5Ru3bopzZo1U3Jzc0tNXzt06KAsWbJEOX36tHLixAmlc+fOBb5m77zzjuLl5aXs2LFDCQkJUVq0aKEEBgaq5wvz/Xnp0iXFzs5OGTt2rBIeHq58/fXXirm5ubJ58+bHqq+Koijvvvuu8s033yh9+vRRGjRoUOBzkpOTFXd3d6V3797K6dOnld9++02xtbVVvv/+e1N3UVUUfV20aJEycuRIZffu3UpkZKTyyy+/KLa2tsrXX3+tXlNWvq6JiYnKt99+qxw9elSJjo5Wtm/frvj5+Rn8WzRFXyXgKGL3/rA+f/68AiinT59Wj+Xm5ipubm7KwoUL1WPNmzdXJk2a9MD7hoeHK4By9OhR9dimTZsUjUajXL16tWg7UUgP29d7NWzYUHnrrbfU1xs3blTMzMyU+Ph49diCBQsUR0dHJTMzs2g7UUgP21d7e3vl559/NriXq6urek1Z+bpu2bJFMTMzU5KTk9VrkpKSFI1Go2zbtk1RlNLZ14SEBAVQ9uzZo7bZ0tJSWbVqlXrN2bNnFUAJDg5WFKVw358TJkxQnnrqKYPP6tWrl9KhQwdTd+mBHqav+iZPnnzfgOPbb79VXFxcDP5tvv/++4qfn1/Rd6KQHrWvOsOGDVOee+459XVZ/LrqzJs3T/H09FRfm6KvMqViYpmZmQDY2Niox8zMzLC2tmb//v0AJCQkcPjwYSpWrEhgYCDu7u60adNGPQ/a6RZnZ2eaNm2qHmvXrh1mZmYcPny4mHrz7wrT13uFhoZy4sQJBg4cqB4LDg6mXr16uLu7q8c6dOhASkoKZ86cMVHrjVPYvgYGBrJy5UoSExPJy8tjxYoVZGRk8OyzzwJl5+uamZmJRqMxSCZkY2ODmZmZek1p7GtycjIArq6ugPb7MTs7m3bt2qnX1K5dG29vb4KDg4HCfX8GBwcb3EN3je4eJeFh+loYwcHBtG7dGisrK/VYhw4dOH/+PLdv3y6i1hunqPqanJys3gPK7tf12rVr/PHHH7Rp00Y9Zoq+SsBhYrov9MSJE7l9+zZZWVl88cUXXLlyhbi4OAAuXboEwJQpU3j77bfZvHkzjRs3pm3btuo8eXx8PBUrVjS4t4WFBa6ursTHxxdvpx6gMH2916JFi6hTpw6BgYHqsfj4eIMf5oD6+nHr6++//052djbly5fH2tqaIUOGsHbtWnx9fYGy83Vt0aIF9vb2vP/++9y9e5e0tDTee+89cnNz1WtKW1/z8vIYPXo0LVu2pG7dumobrayscHZ2NrjW3d1dbWNhvj8fdE1KSorBuqzi8rB9LYzS9u+1qPp68OBBVq5cyeDBg9VjZe3r+vrrr2NnZ0eVKlVwdHTkxx9/VM+Zoq8ScJiYpaUlf/zxBxcuXMDV1RU7Ozt27dpFp06d1DK+eXl5AAwZMoQBAwbQqFEj5syZg5+fH4sXLy7J5hulMH3Vl56ezvLlyw1GNx4Xhe3rhx9+SFJSEtu3byckJISxY8fSs2dPwsLCSrD1xilMX93c3Fi1ahXr16/HwcEBJycnkpKSaNy48b+Wqy5Jw4cP5/Tp06xYsaKkm2Jy0lfjnD59mm7dujF58mTat29fhK0rWo/a1zlz5nDs2DH++usvIiMjGTt2bBG30JCUpy8GTZo04cSJEyQnJ5OVlYWbmxvNmzdXh5YrVaoEgL+/v8H76tSpQ0xMDAAeHh4kJCQYnM/JySExMREPD49i6EXh/Fdf9a1evZq7d+/St29fg+MeHh4cOXLE4JhuhfXj1NfIyEi++eYbTp8+zVNPPQVAgwYN2LdvH/Pnz+e7774rU1/X9u3bExkZyc2bN7GwsMDZ2RkPDw+qV68OlK7v4REjRrBhwwb27t2Lp6enetzDw4OsrCySkpIM/kK8fv262sbCfH96eHgU2O1x/fp1HB0dsbW1NUWXHuhR+loYD+qr7lxxKoq+hoeH07ZtWwYPHsykSZMMzpW1r6uHhwceHh7Url0bV1dXWrVqxYcffkilSpVM0tfS+adHGeXk5ISbmxsXL14kJCSEbt26AVC1alUqV65cYGvThQsX8PHxASAgIICkpCRCQ0PV8zt37iQvL4/mzZsXXycK6UF91bdo0SK6du2Km5ubwfGAgADCwsIMfjlt27YNR0fHAkFZafCgvt69exegwF/45ubm6qhWWfy6VqhQAWdnZ3bu3ElCQgJdu3YFSkdfFUVhxIgRrF27lp07d1KtWjWD802aNMHS0pIdO3aox86fP09MTAwBAQFqP/7r+zMgIMDgHrprdPcoDkXR18IICAhg7969ZGdnq8e2bduGn58fLi4uj96RQiiqvp45c4bnnnuOfv368dlnnxX4nLL8ddX9TNKt2TJJXx96ualQ3blzRzl+/Lhy/PhxBVBmz56tHD9+XLl8+bKiKIry+++/K7t27VIiIyOVP//8U/Hx8VFeeuklg3vMmTNHcXR0VFatWqVcvHhRmTRpkmJjY6NERESo13Ts2FFp1KiRcvjwYWX//v1KzZo1i337ZFH0VVEU5eLFi4pGo1E2bdpU4Jxu22H79u2VEydOKJs3b1bc3NyKfVvso/Y1KytL8fX1VVq1aqUcPnxYiYiIUGbOnKloNBrl77//Vq8rK1/XxYsXK8HBwUpERITyyy+/KK6ursrYsWMNrinpvg4dOlRxcnJSdu/ebbA1++7du+o177zzjuLt7a3s3LlTCQkJUQICApSAgAD1fGG+P3VbCsePH6+cPXtWmT9/frFvnyyKviqK9t/q8ePHlSFDhii1atVSv090u1KSkpIUd3d3pU+fPsrp06eVFStWKHZ2dsW6LbYo+hoWFqa4ubkpb775psE9EhIS1GvKytf177//VhYvXqyEhYUpUVFRyoYNG5Q6deooLVu2NGlfJeAoArt27VKAAo9+/fopipK/3cjS0lLx9vZWJk2adN/tndOmTVM8PT0VOzs7JSAgQNm3b5/B+Vu3bimvv/664uDgoDg6OioDBgxQc1cUl6Lq68SJExUvLy+DHA36oqOjlU6dOim2trZKhQoVlHHjxinZ2dmm7FoBRdHXCxcuKC+99JJSsWJFxc7OTqlfv36BbbJl5ev6/vvvK+7u7oqlpaVSs2ZNZdasWUpeXp7BNSXd1/v1EVCWLFmiXpOenq4MGzZMcXFxUezs7JQePXoocXFxBvcpzPfnrl27lIYNGypWVlZK9erVDT6jOBRVX9u0aXPf+0RFRanXnDx5UnnmmWcUa2trpUqVKsr06dOLqZdaRdHXyZMn3/cePj4+Bp9VFr6uO3fuVAICAhQnJyfFxsZGqVmzpvL+++8rt2/fNvisou6rlKcXQgghhMnJGg4hhBBCmJwEHEIIIYQwOQk4hBBCCGFyEnAIIYQQwuQk4BBCCCGEyUnAIYQQQgiTk4BDCCGEECYnAYcQQgghTE4CDiFEievfvz/du3cv6WYIIUxIqsUKIUxKo9H86/nJkyczb948JOmxEGWbBBxCCJOKi4tTn69cuZKPPvrIoDKyg4MDDg4OJdE0IUQxkikVIYRJeXh4qA8nJyc0Go3BMQcHhwJTKs8++yzvvvsuo0ePxsXFBXd3dxYuXEhaWhoDBgygXLly+Pr6smnTJoPPOn36NJ06dcLBwQF3d3f69OnDzZs3i7nHQoj7kYBDCFEq/fTTT1SoUIEjR47w7rvvMnToUF599VUCAwM5duwY7du3p0+fPty9e/f/27lbFgWCAA7j//UFjIKCaLKsWFYZP4LBZhWMBpPFKohRsJv9BnZNm0xaNAr7ARQUg3W9SyfIHceVYRfv+aXdCctMGZ4ws5Kk2+2mZrMpY4x2u51Wq5VOp5M6nU7EKwEgERwAYqper2s8Hst1XY1GI2UyGeXzefX7fbmuq8lkosvlosPhIEmaz+cyxmg6naparcoYo8ViId/3dTweI14NAM5wAIilWq32fE4mk8rlcvI87zlWKBQkSefzWZK03+/l+/6P50GCIFClUrE8YwC/ITgAxFI6nX55dxznZezr9svj8ZAk3e93tdttzWazb98qFosWZwrgLwgOAG+h0WhouVyqXC4rlWJrA+KGMxwA3sJgMND1elW329V2u1UQBFqv1+r1egrDMOrpAf8ewQHgLZRKJW02G4VhqFarJc/zNBwOlc1mlUiw1QFRcz74vR8AALCM7AcAANYRHAAAwDqCAwAAWEdwAAAA6wgOAABgHcEBAACsIzgAAIB1BAcAALCO4AAAANYRHAAAwDqCAwAAWPcJNCjy8gLseVIAAAAASUVORK5CYII=\n", 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\n", 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