From a1dab459b1e9436cc854f8cee2832e0dc7b2c17c Mon Sep 17 00:00:00 2001 From: scottgallacher-3 <61019982+scottgallacher-3@users.noreply.github.com> Date: Thu, 14 Oct 2021 01:53:29 +0100 Subject: [PATCH 1/3] Added cubic_model, power_model, circular_model Added three new methods to TheoreticalSemivariogram class for new model types. --- .../semivariogram_fit/fit_semivariance.py | 111 +++++++++++++++++- 1 file changed, 110 insertions(+), 1 deletion(-) diff --git a/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py b/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py index 680a6b47..1fb8ba92 100755 --- a/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py +++ b/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py @@ -156,7 +156,7 @@ def linear_model(lags, nugget, sill, semivar_range): def gaussian_model(lags, nugget, sill, semivar_range): """ - gamma = nugget + sill*[1 - exp(lag**2 / range**2)], lag > 0 + gamma = nugget + sill*[1 - exp(-1*(lag**2 / range**2))], lag > 0 gamma = 0, lag == 0 INPUT: @@ -176,6 +176,115 @@ def gaussian_model(lags, nugget, sill, semivar_range): gamma[0] = 0 return gamma + + @staticmethod + def power_model(lags, nugget, sill, semivar_range): + """ + + gamma = nugget + sill*[1 - exp(lag**2 / range**2)], lag > 0 + gamma = 0, lag == 0 + + INPUT: + + :param lags: array of ranges from empirical semivariance, + :param nugget: scalar, + :param sill: scalar, + :param semivar_range: optimal range calculated by fit_semivariance method. + + OUTPUT: + + :return: an array of modeled values for given range. Values are calculated based on the power model. + """ + + gamma = nugget + sill * (1 - np.exp((lags ** 2 / semivar_range ** 2))) + + if lags[0] == 0: + gamma[0] = 0 + + return gamma + + @staticmethod + def cubic_model(lags, nugget, sill, semivar_range): + """ + + gamma = nugget + sill*[7*(a**2) - 8.75*(a**3) + 3.5*(a**5) - 0.75*(a**7)], lag < range + gamma = nugget + sill, lag > range + gamma = 0, lag == 0 + + where: + + a = lag / range + + INPUT: + + :param lags: array of lags from empirical semivariance, + :param nugget: scalar, + :param sill: scalar, + :param semivar_range: optimal range calculated by fit_semivariance method. + + OUTPUT: + + :return: an array of modeled values for given range. Values are calculated based on the cubic model. + """ + + a = lags / semivar_range + a1 = 7 * a ** 2 + a2 = -8.75 * a ** 3 + a3 = 3.5 * a ** 5 + a4 = -0.75 * a ** 7 + + gamma = np.where((lags < semivar_range), nugget + sill * (a1 + a2 + a3 + a4), nugget + sill) + + if lags[0] == 0: + gamma[0] = 0 + + + return gamma + + @staticmethod + def circular_model(lags, nugget, sill, semivar_range): + ##### NOTE: found two competing model formulae for the circular model + ##### 1st one doesn't seem to work with the test data; but 2nd one does + ##### (DELETE AFTER REVIEW) + """ + + gamma = nugget + sill*[1 - (2/np.pi * np.arccos(a)) + np.sqrt(1 - (lag ** 2)/ (range ** 2) )], 0 < lag <= range + OR gamma = nugget + (2/np.pi)*sill*[a * np.sqrt(1 - a ** 2) + np.arcsin(a)], 0 < lag <= range + gamma = 0, lag == 0 + + where: + + a = lag / range + + INPUT: + + :param lags: array of ranges from empirical semivariance, + :param nugget: scalar, + :param sill: scalar, + :param semivar_range: optimal range calculated by fit_semivariance method. + + OUTPUT: + + :return: an array of modeled values for given range. Values are calculated based on the circular model. + """ + #check conditions: + #apparently, even using np.where uncovers invalid values in the arccos and square root + #but as long as lag <= range this shouldn't happen + #use np.clip on the arrays to be passed + a = lags / semivar_range + + #use np.clip to limit range of values passed into np.arccos and np.sqrt + gamma = np.where((lags <= semivar_range), + (nugget + sill*(1 - 2/np.pi * np.arccos(np.clip(a, -1, 1)) * np.sqrt(1 - np.clip(a**2, -1, 1))) ), + (nugget + sill)) + + #second formula found which seems to fit better, and looks as expected + gamma = nugget + (2/np.pi) * sill*(a * np.sqrt(1 - np.clip(a**2, -1, 1)) + np.arcsin(np.clip(a, -1, 1))) + + if lags[0] == 0: + gamma[0] = 0 + + return gamma def fit_semivariance(self, model_type, number_of_ranges=16): """ From 9aaae270572549316af3b49cfaf0b6f00ee618fb Mon Sep 17 00:00:00 2001 From: scottgallacher-3 <61019982+scottgallacher-3@users.noreply.github.com> Date: Fri, 15 Oct 2021 00:03:59 +0100 Subject: [PATCH 2/3] Sources for competing circular_model formulae Two different formulas found; comparison needed --- .../semivariance/semivariogram_fit/fit_semivariance.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py b/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py index 1fb8ba92..3073c840 100755 --- a/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py +++ b/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py @@ -245,6 +245,7 @@ def cubic_model(lags, nugget, sill, semivar_range): def circular_model(lags, nugget, sill, semivar_range): ##### NOTE: found two competing model formulae for the circular model ##### 1st one doesn't seem to work with the test data; but 2nd one does + ##### Sources added in docstring, further comparison may be needed ##### (DELETE AFTER REVIEW) """ @@ -255,6 +256,9 @@ def circular_model(lags, nugget, sill, semivar_range): where: a = lag / range + + (Model 1 Source: https://desktop.arcgis.com/en/arcmap/10.3/tools/spatial-analyst-toolbox/how-kriging-works.htm#GUID-94A34A70-DBCF-4B23-A198-BB50FB955DC0) + (Model 2 Source: https://pro.arcgis.com/en/pro-app/latest/tool-reference/spatial-analyst/how-kriging-works.htm#GUID-94A34A70-DBCF-4B23-A198-BB50FB955DC0) INPUT: From 4b9bd6569279891479d24222f58a1b5847582e6d Mon Sep 17 00:00:00 2001 From: Szymon Date: Sun, 17 Oct 2021 15:01:07 +0200 Subject: [PATCH 3/3] updated semivariogram class models --- changelog.rst | 1 + .../code_documentation/semivariance.ipynb | 5 +- .../semivariogram_fit/fit_semivariance.py | 29 ++-- ...Kriging interpolation (Intermediate).ipynb | 18 ++- ... test it with IDW algorithm (Basic).ipynb | 26 ++-- .../Ordinary and Simple Kriging (Basic).ipynb | 42 +++--- ...ce on the Final Model (Intermediate).ipynb | 130 +++++++++--------- ...on Kriging - Area to Area (Advanced).ipynb | 14 +- ...n Kriging - Area to Point (Advanced).ipynb | 10 +- ... Kriging - Centroid Based (Advanced).ipynb | 10 +- .../Semivariogram Estimation (Basic).ipynb | 42 +++--- ...iogram Regularization (Intermediate).ipynb | 58 ++++---- tutorials/Variogram Point Cloud (Basic).ipynb | 40 +++--- tutorials/output/regularized_model.csv | 2 + .../semivariogram_calculation_model.csv | 2 + 15 files changed, 224 insertions(+), 205 deletions(-) create mode 100644 tutorials/output/regularized_model.csv create mode 100644 tutorials/output/semivariogram_calculation_model.csv diff --git a/changelog.rst b/changelog.rst index 6322311a..43ba6149 100755 --- a/changelog.rst +++ b/changelog.rst @@ -13,6 +13,7 @@ Changes by date * `self.points_values` chenged to `self.points_array` in `TheoreticalSemivariogram` class, * `NaN` values are tested and checked in `calc_semivariance_from_pt_cloud()` function, +* new semivariogram models included in the package: **cubic**, **circular**, **power**, 2021-08-23 diff --git a/docs/source/code_documentation/semivariance.ipynb b/docs/source/code_documentation/semivariance.ipynb index f29bc347..fecaa0dc 100755 --- a/docs/source/code_documentation/semivariance.ipynb +++ b/docs/source/code_documentation/semivariance.ipynb @@ -707,6 +707,9 @@ " - gaussian_model(distance, nugget, sill, semivar_range)\n", " - exponential_model(distance, nugget, sill, semivar_range)\n", " - linear_model(distance, nugget, sill, semivar_range)\n", + " - cubic_model(distance, nugget, sill, semivar_range)\n", + " - circular_model(distance, nugget, sill, semivar_range)\n", + " - power_model(distance, nugget, sill, semivar_range)\n", "\n", "\n", "INITIALIZATION PARAMS:\n", @@ -851,4 +854,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file diff --git a/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py b/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py index 48ea572f..febb327d 100755 --- a/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py +++ b/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py @@ -1,6 +1,7 @@ """ Authors: +Scott Gallacher | @scottgallacher-3 Szymon Molinski | @szymon-datalions Contributors: @@ -249,7 +250,6 @@ def cubic_model(lags, nugget, sill, semivar_range): if lags[0] == 0: gamma[0] = 0 - return gamma @@ -269,8 +269,10 @@ def circular_model(lags, nugget, sill, semivar_range): a = lag / range - (Model 1 Source: https://desktop.arcgis.com/en/arcmap/10.3/tools/spatial-analyst-toolbox/how-kriging-works.htm#GUID-94A34A70-DBCF-4B23-A198-BB50FB955DC0) - (Model 2 Source: https://pro.arcgis.com/en/pro-app/latest/tool-reference/spatial-analyst/how-kriging-works.htm#GUID-94A34A70-DBCF-4B23-A198-BB50FB955DC0) + (Model 1 Source: + https://desktop.arcgis.com/en/arcmap/10.3/tools/spatial-analyst-toolbox/how-kriging-works.htm#GUID-94A34A70-DBCF-4B23-A198-BB50FB955DC0) + (Model 2 Source: + https://pro.arcgis.com/en/pro-app/latest/tool-reference/spatial-analyst/how-kriging-works.htm#GUID-94A34A70-DBCF-4B23-A198-BB50FB955DC0) INPUT: @@ -283,18 +285,19 @@ def circular_model(lags, nugget, sill, semivar_range): :return: an array of modeled values for given range. Values are calculated based on the circular model. """ - #check conditions: - #apparently, even using np.where uncovers invalid values in the arccos and square root - #but as long as lag <= range this shouldn't happen - #use np.clip on the arrays to be passed + # TODO: check conditions: + # apparently, even using np.where uncovers invalid values in the arccos and square root + # but as long as lag <= range this shouldn't happen + # use np.clip on the arrays to be passed a = lags / semivar_range - #use np.clip to limit range of values passed into np.arccos and np.sqrt - gamma = np.where((lags <= semivar_range), - (nugget + sill*(1 - 2/np.pi * np.arccos(np.clip(a, -1, 1)) * np.sqrt(1 - np.clip(a**2, -1, 1))) ), - (nugget + sill)) + # use np.clip to limit range of values passed into np.arccos and np.sqrt + # gamma = np.where((lags <= semivar_range), + # (nugget + sill*(1 - 2/np.pi * np.arccos(np.clip(a, -1, 1)) * + # np.sqrt(1 - np.clip(a**2, -1, 1))) ), + # (nugget + sill)) - #second formula found which seems to fit better, and looks as expected + # second formula found which seems to fit better, and looks as expected gamma = nugget + (2/np.pi) * sill*(a * np.sqrt(1 - np.clip(a**2, -1, 1)) + np.arcsin(np.clip(a, -1, 1))) if lags[0] == 0: @@ -322,7 +325,7 @@ def fit_semivariance(self, model_type, number_of_ranges=16): 'spherical': self.spherical_model, 'exponential': self.exponential_model, 'linear': self.linear_model, - 'gaussian': self.gaussian_model, + 'gaussian': self.gaussian_model } model = models[model_type] self.chosen_model_name = model_type diff --git a/tutorials/Blocks to points Ordinary Kriging interpolation (Intermediate).ipynb b/tutorials/Blocks to points Ordinary Kriging interpolation (Intermediate).ipynb index 47ed1416..7981328b 100755 --- a/tutorials/Blocks to points Ordinary Kriging interpolation (Intermediate).ipynb +++ b/tutorials/Blocks to points Ordinary Kriging interpolation (Intermediate).ipynb @@ -105,7 +105,7 @@ "outputs": [ { "data": { - "text/plain": "array([25019,\n ,\n 2132629.599151873, 557971.1559491967, 192.2], dtype=object)" + "text/plain": "array([25019,\n ,\n 2132629.599151873, 557971.1559491967, 192.2], dtype=object)" }, "execution_count": 2, "metadata": {}, @@ -448,11 +448,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/szymonmolinski/miniconda3/envs/pyintpk/lib/python3.7/site-packages/numpy/core/fromnumeric.py:3420: RuntimeWarning: Mean of empty slice.\n", + "/home/szymon/miniconda3/envs/pyintpk/lib/python3.7/site-packages/numpy/core/fromnumeric.py:3420: RuntimeWarning: Mean of empty slice.\n", " out=out, **kwargs)\n", - "/Users/szymonmolinski/miniconda3/envs/pyintpk/lib/python3.7/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in long_scalars\n", + "/home/szymon/miniconda3/envs/pyintpk/lib/python3.7/site-packages/numpy/core/_methods.py:190: RuntimeWarning: invalid value encountered in long_scalars\n", " ret = ret / rcount\n", - "/Users/szymonmolinski/Documents/OpenSource/pyinterpolate-environment/pyinterpolate/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py:313: UserWarning: WARNING: linear model fitted to the experimental variogram is better than the core models!\n", + "/home/szymon/Documents/a01_repos/pyinterpolate-environment/pyinterpolate/pyinterpolate/semivariance/semivariogram_fit/fit_semivariance.py:426: UserWarning: WARNING: linear model fitted to the experimental variogram is better than the core models!\n", " warnings.warn(warning_msg)\n" ] } @@ -627,7 +627,15 @@ "execution_count": 12, "id": "04d61d71", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "CPLE_NotSupported in driver ESRI Shapefile does not support creation option ENCODING\n" + ] + } + ], "source": [ "# Save interpolation results\n", "\n", diff --git a/tutorials/How good is our Kriging model - test it with IDW algorithm (Basic).ipynb b/tutorials/How good is our Kriging model - test it with IDW algorithm (Basic).ipynb index 781216b8..10d3a98e 100644 --- a/tutorials/How good is our Kriging model - test it with IDW algorithm (Basic).ipynb +++ b/tutorials/How good is our Kriging model - test it with IDW algorithm (Basic).ipynb @@ -191,7 +191,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Root Mean Squared Error of prediction with IDW is 5.18890200693789\n" + "Root Mean Squared Error of prediction with IDW is 5.0986158636148105\n" ] } ], @@ -243,10 +243,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Root Mean Squared Error of prediction with IDW of power 0.5 is 17.6498\n", - "Root Mean Squared Error of prediction with IDW of power 1 is 14.6746\n", - "Root Mean Squared Error of prediction with IDW of power 2 is 5.1889\n", - "Root Mean Squared Error of prediction with IDW of power 4 is 1.8857\n" + "Root Mean Squared Error of prediction with IDW of power 0.5 is 17.3557\n", + "Root Mean Squared Error of prediction with IDW of power 1 is 14.4157\n", + "Root Mean Squared Error of prediction with IDW of power 2 is 5.0986\n", + "Root Mean Squared Error of prediction with IDW of power 4 is 1.7951\n" ] } ], @@ -308,7 +308,7 @@ { "data": { "text/plain": "
", - "image/png": 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\n" + "image/png": 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\n" }, "metadata": { "needs_background": "light" @@ -367,7 +367,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Root Mean Squared Error of prediction with Kriging is 1.678055199450228\n" + "Root Mean Squared Error of prediction with Kriging is 1.6052280543924127\n" ] } ], @@ -453,7 +453,7 @@ { "data": { "text/plain": "
", - "image/png": 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\n" 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\n" }, "metadata": { "needs_background": "light" @@ -506,11 +506,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Root Mean Squared Error of prediction with IDW of power 0.5 is 17.6895\n", - "Root Mean Squared Error of prediction with IDW of power 1 is 14.6979\n", - "Root Mean Squared Error of prediction with IDW of power 2 is 5.4637\n", - "Root Mean Squared Error of prediction with IDW of power 4 is 2.1450\n", - "Root Mean Squared Error of prediction with Kriging is 1.9494\n" + "Root Mean Squared Error of prediction with IDW of power 0.5 is 17.6249\n", + "Root Mean Squared Error of prediction with IDW of power 1 is 14.6243\n", + "Root Mean Squared Error of prediction with IDW of power 2 is 5.5124\n", + "Root Mean Squared Error of prediction with IDW of power 4 is 2.1361\n", + "Root Mean Squared Error of prediction with Kriging is 1.9431\n" ] } ], diff --git a/tutorials/Ordinary and Simple Kriging (Basic).ipynb b/tutorials/Ordinary and Simple Kriging (Basic).ipynb index 4f057789..f215ff52 100755 --- a/tutorials/Ordinary and Simple Kriging (Basic).ipynb +++ b/tutorials/Ordinary and Simple Kriging (Basic).ipynb @@ -157,7 +157,7 @@ { "data": { "text/plain": "
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\n" + "image/png": 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\n" }, "metadata": { "needs_background": "light" @@ -230,7 +230,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[ 15.11563642 52.75044908 106.60320282]\n" + "[15.11563642 52.70449669 48.72597885]\n" ] } ], @@ -259,20 +259,20 @@ "text": [ "Ordinary Kriging:\n", "\n", - "(106.60320281982425, 3.4042696093578075, -1.176376262433194e-15, array([ 1.00000000e+00, -2.64280961e-17, -7.37848415e-17, -3.57420204e-17,\n", - " 8.59492062e-17, -2.20407111e-16, 3.61837185e-17, 3.29547142e-16,\n", - " 2.18232838e-16, -3.03230206e-16, 1.37756847e-16, -1.76539647e-16,\n", - " -1.61605858e-17, 6.94841848e-17, -1.20441459e-17, -3.38265771e-17,\n", - " -1.17637626e-15]))\n", + "(48.725978851318374, 3.497478855001699, -9.639358681966829e-18, array([ 1.00000000e+00, 2.95664955e-16, -7.49972388e-17, -4.54891853e-16,\n", + " 1.76060833e-16, 5.44833290e-16, -1.20732883e-17, -5.14069537e-16,\n", + " 1.26650511e-16, 2.94456047e-16, -6.59167542e-17, 2.70570406e-17,\n", + " -6.85548740e-16, -1.88454830e-16, 4.67210123e-17, 5.57680357e-16,\n", + " -9.63935868e-18]))\n", "\n", "========== ========== ========== ========== ==========\n", "\n", "Simple Kriging:\n", "\n", - "(106.60320281982422, 3.404269609357807, 40.9509380348875, array([ 1.00000000e+00, -7.54965648e-18, -2.64428032e-18, -1.97660275e-16,\n", - " 1.18394709e-17, -3.87801962e-17, -3.93187909e-18, 5.14985333e-16,\n", - " 2.58275839e-17, -3.12445788e-16, 3.53167538e-18, 9.51964780e-19,\n", - " 1.60171897e-16, -1.87223465e-16, -8.27949455e-19, 1.94654607e-17]))\n" + "(48.72597885131836, 3.4974788550016975, 40.9509380348875, array([ 1.00000000e+00, -1.24153614e-17, 1.10029784e-15, -1.40886591e-15,\n", + " 1.83929730e-18, 7.41658556e-16, 4.40756190e-18, -6.64383363e-16,\n", + " -1.28205784e-17, 1.46797439e-16, -1.02207961e-17, 1.97184048e-17,\n", + " -3.59681602e-18, -6.87715921e-18, 9.23204705e-17, -4.68686743e-18]))\n" ] } ], @@ -395,19 +395,19 @@ "output_type": "stream", "text": [ "Number of neighbors: 4\n", - "RMSE: 5.837429630274379\n", + "RMSE: 1.2489704792055214\n", "\n", "Number of neighbors: 8\n", - "RMSE: 3.2601651311190736\n", + "RMSE: 0.5887253613663042\n", "\n", "Number of neighbors: 16\n", - "RMSE: 3.854779542231995\n", + "RMSE: 0.7389281711279025\n", "\n", "Number of neighbors: 32\n", - "RMSE: 3.8086391991251674\n", + "RMSE: 1.1442029265395686\n", "\n", "Number of neighbors: 64\n", - "RMSE: 3.611898124944858\n", + "RMSE: 1.0984599299626367\n", "\n" ] } @@ -475,19 +475,19 @@ "output_type": "stream", "text": [ "Number of neighbors: 4\n", - "RMSE: 6.410000905012637\n", + "RMSE: 4.121157532246357\n", "\n", "Number of neighbors: 8\n", - "RMSE: 3.496644406245302\n", + "RMSE: 1.3474821181646384\n", "\n", "Number of neighbors: 16\n", - "RMSE: 4.104749334353407\n", + "RMSE: 0.08351377094726331\n", "\n", "Number of neighbors: 32\n", - "RMSE: 3.931222705594905\n", + "RMSE: 1.0370794269128396\n", "\n", "Number of neighbors: 64\n", - "RMSE: 3.652664325598778\n", + "RMSE: 1.0764198405890077\n", "\n" ] } diff --git a/tutorials/Outliers and Their Influence on the Final Model (Intermediate).ipynb b/tutorials/Outliers and Their Influence on the Final Model (Intermediate).ipynb index fd13204c..83250350 100644 --- a/tutorials/Outliers and Their Influence on the Final Model (Intermediate).ipynb +++ b/tutorials/Outliers and Their Influence on the Final Model (Intermediate).ipynb @@ -112,7 +112,7 @@ "outputs": [ { "data": { - "text/plain": "array([[15.32170123, 52.74216937, 71.84545135],\n [15.16468063, 52.63991495, 18.02781487],\n [15.18287446, 52.57988705, 52.78007126],\n ...,\n [15.26593321, 52.74154839, 68.79608917],\n [15.18287446, 52.6070031 , 35.32443619],\n [15.22005314, 52.71049948, 17.67155838]])" + "text/plain": "array([[15.36955889, 52.60037933, 48.18722153],\n [15.19829965, 52.65895828, 19.28455162],\n [15.18920274, 52.7040827 , 17.36100006],\n ...,\n [15.16468063, 52.63991495, 18.02781487],\n [15.20976967, 52.62873734, 20.32839584],\n [15.31774605, 52.64281285, 33.88368225]])" }, "execution_count": 5, "metadata": {}, @@ -140,7 +140,7 @@ { "data": { "text/plain": "
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\n" + "image/png": 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\n" 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hwgoAYIiwAgAYIqwAAIb8L2sDWRPJ01UDAAAAAElFTkSuQmCC\n" }, "metadata": { "needs_background": "light" @@ -240,7 +240,7 @@ "output_type": "stream", "text": [ "Length of the full training set is 689 records\n", - "Length of the pre-processed training set is 684 records\n" + "Length of the pre-processed training set is 670 records\n" ] } ], @@ -257,7 +257,7 @@ { "data": { "text/plain": "
", - "image/png": 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\n" 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\n" 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\n" 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XZh2SFJSn4gvlz0UzsKqbqryJFIeq1YkMY2ZGV1cXI0aM6Du2atUqGhoaCnNTUi7lPXv2bJqammhra6OlpYWmpqZCVEmD6qgMVVdXt860odra2r68/zyrhipp5TbU1tbS09PT9xmK14Z1URuGTtHbUFdXh7tz4YUX9l0XPvrRj2JmhXg/ks2janUi8qypmEE+dHd3c8MNN7B69WrcndWrV3PDDTcUas1R+Yaptra23+ci3EiVldeIrO9xUZRnKTRbkY3ya39Tj+dR0dtwyimn4O6ceeaZNDQ0cOaZZ+LunHLKKVmHJgWgzpHIMKZiBvlQKpXYe++9MbO+j7333rtQndT13YgX6Qb94x//eL+8849//ONZh7RZip6SBjB+/HiWL1/O+PHjsw5l0NZXeKFIBRnKsQ6sVleUNsybN4/999+/L96enh7233//wmQTSLbUORIZxubNm0dTU1O/XdCLlI4G1TH71dDQ0G/DSIAVK1bQ0NCQUUSbp7GxkTVr1uDurFmzhsbGxqxDGpRzzz2330DBueeem3VIgzJhwoRBHc+zpUuXsueee2rdWsaK2tFubm5m2bJl/faOW7ZsWeGqsUo2tOZI5Flobm6mvb29b53IlClTCtWxqAbNzc1cfPHFzzg+bdq0wjwXRc/vB/pmvGpqavrWu/T29vbNwuTdxIkTWbJkCWaGu/d9njBhAosXL846vE1SX1+/zhnTUqlUmLVr5XNhl1124Re/+AWvec1r+sp5F+F1BGvb0Nra2rfeZcaMGUDx2jDwfIBitKEa1nHK4GnNkUjGyoUAKvd1aWtr08jUELv55psHdTzPGhsb6ezsLNyMC8RGlwNvmty9bwPMvFu8eDETJkzodwNYpI4R0NcxGrjuq0gppmVF3ueomhxzzDF0dnZyzDHHZB3KoHR3d/Pb3/623/X5t7/9bSHPBRl6mjkS2Uz19fXMmjWL6dOn9x2bO3cuM2fO1MjUEKqWWZcxY8bw8MMP9x3beeed6ezsLEwbytXqBlZKK0q1Oij+TLCq1eWD2pA9M6OxsZGFCxf2HTv22GPp6OgoRPyyeTRzJJKx7u5u7r77burr6zEz6uvrufvuuws3MtXc3NyvDUWd+SrPUBRlpmKgzs7OfgUZOjs7sw5pUCoXPq/rc941Nzczf/78fnHPnz+/kOdD0f72A40aNapvzWCpVGLUqFEZRyRF1NHRQV1dHWZGXV0dHR0dWYckBVHMuwiRHKipqeGyyy7r6wx1d3dz2WWXFermvJpSA1W+OB+K2km95JJLMDNmz55NV1cXs2fPxsy45JJLsg5t0LbZZht+/etfs80222QdymZZuXJlvw2RV65cmXVIUjBFL0Uu2SrW1UskR6qhdHF7ezvbbLMNM2bMoKGhgRkzZrDNNtsUao8gyZejjz6azs5Ojj766KxDGZTe3l7OP//8fvtlnX/++YU6n8uefvppXvWqV/H0009nHcqglUolxo4dS0dHB2PGjKGjo4OxY8cWqvokwAknnNBv9uuEE07IOKLhpbzecc6cOXR1dTFnzpx1rosUWRd1jkSGse7ubp588sl+x5588snCpQZKPtTW1va7qdUobTYG7k1TJFOmTOGRRx7pV4L5kUceKdTea8AzUriKmtJV1Jng3t5epkyZ0m+biilTphRysEOGXrFe7SIiklsD17gUac1LbW0tM2fO7LfP0cyZMwvZwStSyeWBqmXvtZUrV7LDDjuwbNkydthhB1auXFm42S+ACy+8kK6uLi688MKsQxmUUqnEuHHjWL16Ne7O6tWrGTduXCGfAxl66hyJPEtF3sldRMIpp5wCwJlnnklDQwNnnnlmv+MydG6++eZ+azmLWJZ/u+2261eOfLvttss6pM1yxhln0NDQwBlnnJF1KIMyZcoUWlpa+g12tLS0FG4GUrKhUt4im6nopU5BbcgLtSEfqqWU97oU5Tkob8bb2NjIggULmDx5Mh0dHYXac8rM6OrqYsSIEX3HVq1aRUNDQ2Geh2p4LRX9fJbBUylvERHJnYEbkBbJvHnz+qXhFPFGqqampt96naKtFSl3jBYuXMhOO+3EwoULaWxsZMmSJVmHtslKpRJtbW39jrW1tRUqpWvChAnAM9evlY+LVLNivWuKiEiuFbmk+o477thvr6kdd9wx65AG7eCDD+63Xufggw/OOqRBW7BgwQYf5101pHQtXryY0aNH91u/Nnr06MLM3lXTNhWSAXfP7ceBBx7oInkFrPejKNSGfFAbsjd69Oh1xj569OisQ9tktbW1XlNT462trd7V1eWtra1eU1PjtbW1WYe2yQBvbGzsd6yxsbEwr6OyadOmealUcsBLpZJPmzYt65AGZdq0aV5XV9fvtVRXV1eYdpRKJW9tbe13rLW11UulUkYRyVAAFvkW6H9ozZHIZiqPLleeQ+XHeT6vKlVDXrnakA9Fb0PR44cYLZ8/fz41NTX09PRQW1tLb28vp556amFSBMtrjsrvpeXPRVpzVA3q6+uZNWsW06dP7ztWruC4evXqDCPbNNWw7ksGT2uORHLA3WlsbKSzs5PGxka96YoUXJH3CJo3bx77779/Xwn1np4e9t9//8J0jAAOP/xw4JnlyMvHZWh0d3fT1NTU71hTU1Nh9sCrhnVfkh11jkSepcpNL0WGs1GjRvXdfJRKJUaNGpVxRINX1E0vIWaOli1b1q8gw7Jlywq1zuKSSy4BnlnYo3xchkbROxfVsO5LMrQlcvO21ofWHEmeTZgwYZ1rFCZMmJB1aJtsXfFToHUi7mvbMH78eF++fLmPHz++sG2ohuehqG0oevzu1bHOovw3r1zrUrTnoRpMmzbNzczr6uoc8Lq6Ojezwqw5ci/+ui8ZPLbQmqPiDY2J5MTixYufUda0qHnxRU4lAqirq2Pp0qXsueeeLF26lLq6uqxDGraK/loqsu7ubu6++27q6+sxM+rr67n77rsLkwpVduSRRzJ9+nRGjBjB9OnTOfLII7MOadjyAemNRVINpfklG+ociTwLixcv7jfaUMSOERT7AgiwZs2afmu/1qxZk3VIw1bRX0tFVltby2WXXdb3+l+zZg2XXXZZ4fac+slPftIvHeonP/lJ1iENO+3t7Vx00UWsWbMGd2fNmjVcdNFFtLe3Zx2ayFanzpGIVAWt/ZLhrlyI4aijjqKzs5Ojjjqq3/EiqKmpobe3lzPPPJOGhgbOPPNMent7C7kGrMiqZRZSZHPo3UZkGCunBQ5chF6kXdDXF2uR2lBNlFaXvSIPFEydOhWgX8W9yuNF0dzc3K9jUaSiGBCzkJdffnm/TVQvv/zyws1CimwOdY5EhrHyuqne3l4Aent7C7du6s477wToW2dU/lw+LkNLaXXybJlZv2p1RetoNzc309bW1q9j0dbWVqgO0vrOX53XMhyocyQyzBV93VRPTw8XXHABTz/9NO7O008/zQUXXFCoVCKRLWn8+PEsX76c8ePHZx3KoFXDWpf29nZ22mknZsyYQUNDAzNmzGCnnXYqVBt6e3s56aSTmDlzJg0NDcycOZOTTjqpbyBNpJqpcyQikhO77LILy5YtY5dddsk6FCmwysqNRVMNa126u7tZsWJFvyIxK1asKFQbSqUS++yzT79qb/vss09h9jkSeTbUORIZ5oqeG19TU8M555zTr7rVOeecU8gF3A899BD77rsvDz30UNahiGSipqZmnWtdinY+jx8/noULF7LTTjuxcOHCws3iaRNVGc6K9W4jIltUNeTGT506FXenpaWFhoYGWlpacPfCLeAWkfUX8ijauqO77rqrX8firrvuyjqkQZk3bx5NTU390uqampq0V5AMC5bnxXWTJk3yRYsWZR2GSNWqr69n1qxZTJ8+ve/Y3LlzmTlzJqtXr84wssFpbm6mvb2d7u5uSqUSU6ZMKdRFvL6+fp0pN6VSqTDPw4ZuXvN8nSkrevxQPW04+eSTufLKK/vO5xNOOIHLLrusUG1Yn6K0AWDixIksWbKk73HRivUU/bogg2dmt7v7pGf7czRzJDKMdXd309TU1O9YU1NToXLjofg7oY8bNw6g3xqFyuMiw0W1rXX54Q9/mHUIm6XcMap8T1qyZAkTJ07MOrRNUg1ZEZKhyipVefs48MADXUS2nlKp5K2trf2Otba2eqlUyiii4alUKvlhhx3mpVLJgX6PiwJwwM2s3+e4zORfOdbW1lbv6ury1tbWQsXvvrYN6/ooimnTpnldXV2/56Gurs6nTZuWdWibrBqeB8D33HPPfu9Je+65Z2HaoGvb8AQs8i3Q/8i8A7ShD3WORLauargRcY92VF7EixY/4F1dXf2OdXV1FeZGxL34N4RFj9+9Otrg7j5hwoR+sU+YMCHrkAalHHdjY6N3dnZ6Y2Nj4Z4HwGtra/tdG2prawvThmp4T5XBU+dIRLaIoncspk2b5mbWd+Gura11MytUO6pp5qioN+ZFj9+9OtpQDQM26/qbF+15AHz8+PH9jo0fP74wbdDM0fCkzpGIiLvX1NR4TU1Nv5up8rGiKI+UDxxpLtKIedFvzIueFuhe/OfAPW5qx44d2y/2sWPHFuqmthqeh6LPflVDJ1sGb0t1jlStTkQKzcy44IILOOuss/qOffazn+Xss88mz+9vlerr65k0aRKLFi3qq6xUfqxqdUOj6PFDdbXBzOImJX2G4rVhXYrShvr6empqanjyySf7jm233Xb09vYW5j1J1eqGH1WrExGpEt3d3dxwww39KnTdcMMNhasaWHQDNxot2sajZePHj2f58uWF23i0UtE6ROsycuRIbr/9dkaOHJl1KIM2bty4fh0jgCeffLJQFTSLXsVUsqOZIxEptLq6OtydCy+8kKamJtra2vjoRz+KmbFmzZqsw9sk1TRzVNQR/2oY7Vcb8kFtEMmGZo5EZItobm6mvr4eM6O+vr5w+0Cccsop9Pb2MmPGDBoaGpgxYwa9vb2ccsopWYe2ycaNG8ctt9zC008/DcDTTz/NLbfcUqhR2rIidYgkv2pra/t9LqLKAYOiqobnQWSw1DkSGcaqYaO8m2++eVDH82jp0qUA9Pb29vtcPi5Dp8ipUNWkp6en3+ciqoaBgjlz5tDV1cWcOXOyDkVkyNRlHYCIZKe9vZ3Zs2czffp0gL7PM2fOLEx+9pIlS4AY2ezp6en7XD5eBOXO0KYel63niSee4MADD8w6DBERyYhmjkSehaKnpHV3d7NgwQLMrO9jwYIFhSwEoBFOEdhmm202+FhkMCrTlUWGC3WORDZTNaSkAdx5550bfFwEL3nJS5g+fTojRoxg+vTpvOQlL8k6JJFMPP300+yyyy4sW7aMXXbZpW8dm4iIbJqNVqszs3rgl0CJSMP7trufa2YvAK4FdgRuB45396fMrARcBRwIPAq8y93vSz/rbGAy0AN82N2v39DvVrU6ybP6+npGjRrFihUr+o6NHTuWlStXFq7C2LoUJU9ebciHoreh6PFD9bRhzz33ZMWKFX2VG8eOHcvy5csL1Yb1KVobampq6O3t7fsMxWmDDD9DWa2uG3itu78UeBnwJjM7BJgNfM7dXwSsJDo9pM8r0/HPpe/DzPYDjgPGA28CLjEzlT+Rwuru7u7XMQL6LugiIlkpcoWxCRMmsHz5co444gg6Ozs54ogjWL58ORMmTMg6tGHnkEMO6UvL3GabbTjkkEMyjkhkaGy0c+ThifRwm/ThwGuBb6fjVwJvSf8+Nj0mff11FkMQxwLXunu3u/8duBc4aEs0QiRLjY2NdHZ20tjYmHUoIjLM7bXXXtTVRa2luro69tprr2wDGqTFixdTKpXo6OhgzJgxdHR0UCqVWLx4cdahDTvHHntsv01Ujz322KxDEhkSm7TmyMxqzexPwMPAjcBfgcfdvbzD4gPAbunfuwH3A6Sv/5tIves7vo7/U/m7TjazRWa2qLOzc9ANEhlqhx9+OCNGjODwww/POhQRGcYmTJjAfffd12/W5b777ivUrMvEiRPp7u7uN+jU3d3NxIkTsw5tWKmpqeGcc85h7ty5rFq1irlz53LOOedQU6Ol6lL9NulV7u497v4y4PnEbM9WW+3s7pe5+yR3nzRmzJit9WtEthhV8xGRPFi8eDGjR4/uN+syevToQs26LFmyhMbGRhYuXMhOO+3EwoULaWxsLFRp/rLKGbyimTp16jo31546dWrWoW2yoleTlewMagjA3R8Hfg68EtjBzMpn/POBB9O/HwR2B0hf354ozNB3fB3/R0REJFMDR8WLNkre3NzMypUr+605WrlyZeFuChcsWLDBx3lXnqkbuKlzkWbwiq5aqslKNjb6zm9mY8xsh/Tv7YA3AMuITtI70redACxM/+5Ij0lf/5lHaZMO4DgzK6VKdy8GfreF2iEiIvKs9Pb2Mn78eJYvX8748eMLtwnvpZdeirv3VRozM9ydSy+9NOPIBmfy5MkbfJx3ixcvZsKECf06RxMmTCjUDN6ll15KTU0Nra2tdHV10draSk1NTWFeS5UbnJe3eJg9ezbt7e1ZhyYFsCmlvCcSBRZqic7UN93902b2QqKU92jgj8D73L07lf6+Gng58BhwnLv/Lf2sc4APAmuA0939xxv63SrlLXlmZowZM4bKtXHlx0UpdVpNJWfXRW0YOkVvQ9Hjh7VtqK2tpaenp+8zFKcNEydO7EutW7BgAZMnT6ajo6NwnYuiMzMuuOACzjrrrL5jn/3sZzn77LML8VoyM7q6uhgxYkTfsVWrVtHQ0FCI+GXzDFkpb3df7O4vd/eJ7r6/u386Hf+bux/k7i9y93e6e3c6vjo9flH6+t8qftb57r63u++zsY6RSBHsuOOOuHvfx4477ph1SCIyzM2ZM4euri7mzJmTdSiDVg3rpiR7pVKJtra2fsfa2toolUoZRSRFUqyEapGcueuuuzCzvo+77ror65BERAqrWtZNFV3Rq9VNmTKFlpaWfvG3tLQwZcqUrEOTAthoWl2WlFYneVZO/xioSOkf1ZRKtC5qw9ApehuKHj9URxvq6uro7e3loosuoqmpiba2Ns444wxqampYs2bNxn+AbBHNzc1cfPHFzzg+bdo05s2bl0FEg9fc3Ex7ezvd3d2USiWmTJlSmNhl82yptDp1jkQ2U319PaNGjWLFihV9x8aOHcvKlStZvXp1hpFtumq4mVIb8qHobSh6/FA9bSjyWpdqUR78Kxf1KH8u0uCfDD9DtuZIZGsp+h4E3d3d/TpGACtWrKC7uzujiERERJ69JUuWsNdee7HtttsCsO2227LXXnsVcr8pkcFS50gyoT0IRERkoKKvdSkr+uAfwP3339/vGn3//fdnHZLIkFBanWSivr6eSZMmsWjRor584PJjpaQNHbUhH9SG7BU9fqiONlTLWpe2tjZmz57dt26qpaWFpqamwrTBzBg/fjx33HFH37H999+fpUuXFua1JMOP0uqk0Lq7u7nlllv6UtAGPhYRkeHJzPpVq9tQpy+P2tvbOfjgg5k5cyYNDQ3MnDmTgw8+uHAbkC5dupSamhrMjJqaGpYuXZp1SCJDQp2jAquGaXsREZGy9vZ2dtlll77Na3t6ethll10K1bHo7u7mtttu65eSdttttxVq8K/cOS3PEpU/l4+LVDN1jgpKa3ZERKTalAvdlGeLzKyQhW523333fjNHu+++e9YhDYq7U1NTQ2trK11dXbS2tlJTU6OUOhkW1DkqqPb2dmbPns306dMZMWIE06dPZ/bs2YUaXRMREVmXyrS6Irrvvvs44ogj6Ozs5IgjjuC+++7LOqRB6e3t5aSTTurXwTvppJPo7e3NOjSRrU6do4Lq7u7mnnvu6ZdWd8899xRudE1ERGSg8oavRd341czo6OhgzJgxdHR0FG7dVKlU4uqrr+63Lvjqq6+mVCplHNmm09ID2VzqHBVUTU0N7e3t/dLq2tvbC1fuVEREpNoMTD8rYjrak08+ucHHeaalB/JsqJR3QdXV1dHT00NdXR1r1qzp+1xbW1uIkbZqKDmrNuSD2pAPRW9D0eMHtSEv1Ibs1dfXM2vWLKZPn953bO7cucycObMw24XI4KmU9zBXruQzMPWgfFxERESy09jYSGdnJ42NjVmHstkqCzIUSXd3N01NTf2ONTU1aemBbBJ1jgqu6ItWRUREqk19fT3XX389Y8aM4frrr6e+vj7rkAatVCr1K8hQpPVGpVKJtra2fsfa2toK1QbJTl3WAcizU7kXhIiIiGSvMnWrqLMVlXEXrQ1TpkyhpaUFiBmjtrY2WlpanjGbJLIuWnNUUOV84JqaGnp7e/s+QzHygYuezwxqQ16oDflQ9DYUPX5QG/JCbciHiRMnsmTJkr7HEyZMYPHixRlGJFub1hwJABdeeCFdXV1ceOGFWYciIiIikrnm5maWLVvWb83UsmXLVK1ONolmjgqq6KM6RY8f1Ia8UBvyoehtKHr8oDbkhdqQvfr6eiZNmsSiRYvo7u6mVCr1PVa1uuq1pWaOtOZIRERERKpGd3c3t956a9/ej2vWrOHWW28tRMdOsqe0OhERERGpOnPmzKGrq4s5c+ZkHYoUiNLqCqroU95Fjx/UhrxQG/Kh6G0oevygNuSF2pC9cvy1tbX09PT0fYZixC+bRwUZBCjuBm0iIiIiInmjzpGIiIiIVB2l1cnmUFpdQZWnjM0Md+/7DMWYMi76lD2oDXmhNuRD0dtQ9PhBbcgLtSF7RY9fNo/S6oa5cgWWgR2i8nERERGR4Wh990K6R5JNoVdJQU2dOhUzo7a2FohFh2bG1KlTM45MREREJDvlAePGxkY6OztpbGzsd1xkQ7TPUUHNmzcPgPb2dnp6eqirq2PKlCl9x0VERESGI3dn5513pqOjgzFjxgCw88478/DDD2ccmRSBZo4KbN68eaxevRp3Z/Xq1eoYiYiIiAAPP/xwv4q+6hjJplJBBslENSyWVBvyQW3Ih6K3oejxg9qQF2pD9rTP0fCkggwiIiIiIutR7hCVP4tsCnWOCqy5uZn6+nrMjPr6epqbm7MOSURERESksFSQoaCam5uZP39+X1nKNWvWMH/+fACtPRIRERER2Qxac1RQtbW19Pb2PiOftqamphDTx0XPZwa1IS/UhnwoehuKHj+oDXmhNmSv6PHL5tGao2Gut7cXeGY+bfm4iIiIiIgMjjpHBTdwgzMREREREdk86hwV3OGHH86IESM4/PDDsw5FRERERKTQtOaooIqeT1v0+EFtyAu1IR+K3oaixw9qQ16oDdkrevyyebTmSEREREREZAtS50hERERERAR1jgptl1122eBjERERERHZdOocFdjpp5+Ou/d9nH766VmHJCIiIiJSWHVZByCbp6amhnPOOYdtt92WpqYm2traOOecc6ipUX9XRERERGRz6E66oKZOnYq7c+aZZ9LQ0MCZZ56JuzN16tSsQxMRERERKSR1jgpq3rx57L///vT09ADQ09PD/vvvz7x58zKOTERERESkmNQ5Kqjm5maWLVtGa2srXV1dtLa2smzZMpqbm7MOTURERESkkLQJbEHV19czadIkFi1aRHd3N6VSqe/x6tWrsw5vo6phgza1IR/UhnwoehuKHj+oDXmhNmSv6PHL5tlSm8CqIENBdXd3c8stt6z3sYiIiIiIDI7S6gqusbGRzs5OGhsbsw5FRERERKTQNHNUcD/60Y8YM2YMtbW1WYciIiIiIlJomjkquMpqdSIiIiISyns/ag9IGQy9WgpOaXUiIiIiz3T00UfT2dnJ0UcfnXUoUiCqVldQ5UosZoa7932GYlRiqYZKMmpDPqgN+VD0NhQ9flAb8kJtyF7R45fNs6Wq1WnmqMC22267fh2i7bbbLuOIRERERGRLaG5upr6+HjOjvr5ee1kOEXWOCuzJJ5/sN4P05JNPZhyRiIiISLZGjx49qON51NzcTFtbG7NmzaKrq4tZs2bR1tamDtIQUFpdQdXU1KxzatjM6O3tzSCiwamGKW+1IR+K2oYNxb0+RW1PnuMuK3r8oDbkhdqQvaLHD1BfX8+sWbOYPn1637G5c+cyc+ZMVq9enWFk+bWl0urUOSqo8olfW1tLT09P32coxolfDW9cakM+qA35UPQ2FD1+UBvyQm3IXtHjh2hDV1cXI0aM6Du2atUqGhoaCtOGoaY1R8KRRx7JmjVrcHfWrFnDkUcemXVIIiIiIvIslUol3vjGN/Zbc/TGN76RUqmUdWhVT52jArvuuusws76P6667LuuQRGQzrG8UUKODIiLD07hx47jllls44ogj6Ozs5IgjjuCWW25h3LhxWYdW9eqyDkBERNZ2hCrL8ouIyPB0zz33MHbsWDo6OhgzZgwAY8eO5Z577sk4suqnmaOCq62t7fdZRERERIqtu7ubhx9+mNbWVrq6umhtbeXhhx+mu7s769Cq3kY7R2a2u5n93MzuNLOlZnZaOj7azG40s7+kz6PScTOzL5rZvWa22MwOqPhZJ6Tv/4uZnbD1mjU8TJ48mbq6mPyrq6tj8uTJGUckIiIiIlvC0UcfzfTp0xkxYgTTp0/n6KOPzjqkYWFTZo7WADPcfT/gEOBUM9sPOAu4yd1fDNyUHgO8GXhx+jgZuBSiMwWcCxwMHAScW+5Qyebp7Oxk9erVuDurV6+ms7Mz65BEREREZAu47rrrmDt3LqtWrWLu3LlaWz5ENto5cvd/ufsf0r//CywDdgOOBa5M33Yl8Jb072OBqzzcBuxgZrsCRwA3uvtj7r4SuBF405ZszHAyYcIEOjo6OPbYY3nkkUc49thj6ejoYMKECVmHJiIiIiLPQqlU4uCDD2bmzJk0NDQwc+ZMDj74YFWrGwKDKshgZnsBLwd+C+zi7v9KX1oB7JL+vRtwf8V/eyAdW99x2QyLFy9m4sSJ/RbqTZgwgcWLF2ccmYiIiIg8G1OmTOHiiy/ue9zd3c0tt9zCtGnTMoxqeNjkggxmNhL4DnC6u/+n8msepZW2SHklMzvZzBaZ2SKliW3Y4sWLcfe+D3WMREREREJjYyOdnZ00NjZmHcqg3XzzzYM6LlvOJnWOzGwbomP0NXf/bjr8UEqXI31+OB1/ENi94r8/Px1b3/F+3P0yd5/k7pPKMyIiIiIisvVU7pu4Jb4vD8rZNR0dHVmHMmhLliwBYPz48Sxfvpzx48f3Oy5bz6ZUqzNgAbDM3edWfKkDKFecOwFYWHH8/alq3SHAv1P63fXAG81sVCrE8MZ0TEREREQyVJmJUlOz7tvDmpqaft+XV+vb3qRo256MGzeOO+64gz322IM77rhDG8AOkU2ZOToMOB54rZn9KX0cCXwWeIOZ/QV4fXoMcB3wN+BeoB2YCuDujwHnAb9PH59Ox0REpGAqR4+raaRZRKCnp+cZHaSamhp6enoyimjjKt9n1hdnT0/PoN67srZq1Srq6+sxM+rr61m1alXWIQ1ac3NzvzY0NzdnHdJGbUq1ul+7u7n7RHd/Wfq4zt0fdffXufuL3f315Y5OqlJ3qrvv7e4T3H1Rxc+6wt1flD6+vDUbNhwU8QUnItWhcvR4YyPIRRhpFpH+enp6+s5Zd891xwie+Z40bdq0vspupVKJadOmPeN78v6e9MADD/Rt+trd3c0DDzyQcUSD09zcTFtbG7NmzaKrq4tZs2bR1taW+/tVy/MLY9KkSb5o0aKNf+MwVH7BzZ49m6amJtra2mhpaaGpqYl58+ZlHd5GbWi0Js+vyUpqQz5UQxsqmVlh416fIrSn6PGD2pAX1dCGSkV9TyoravzV8Dqqr69n1qxZTJ8+ve/Y3LlzmTlzJqtXr97iv8/Mbnf3Sc/65+T5D6zO0frV19czadIkFi1aRHd3N6VSqe/x1njBbWnVcNKrDdnZnFSIPLenUlEv5LDu56UobSnquVBJbciHamhDpSK/J0Fx46+G15GZ0dXVxYgRI/qOrVq1ioaGhq3Shi3VOdrkUt6SL93d3fzmN7/pN1X5m9/8pm/6VaSaKZ0rnyr/1vq7i4g8e62trXR1ddHa2pp1KINWKpVoa2vrd6ytrS33G9kOahNYyZeGhgZmzJjBjBkzAHjOc57Df//734yjEhEREZHhbsqUKbS0tAA8YwlInimtrqCKPt1a9PhBbciTIqdzDVTUFJBKRWxDNZwLakM+VEMbKhXxfK5U1PjLr6Pa2lp6enr6PkOxXkfNzc20t7f3LQGZMmXKVlsbrzVHw1zR33yLHj+oDXlU1ItgJbUhG9VwLqgN+VANbahUxPO5UlHjL+8pVVNTQ29vb99nM6O3tzfr8HJJa45ERERERKrQqaeeCtDXESp/Lh+XrUczRwVV9JGposcPakMeFXWEsJLakI1qOBfUhnyohjZUKuL5XKlI8VdzJdahsKVmjlSQQUREREQkY+vr6BSpg1cNlFYnIiIiIiKCZo5ERGSY2tQUlsrv0+itiEh1U+dIRESGpcqOTrWtExERkc2jtDoRERn2Ro8ePajjIpXMrO9jS3yfiGRHnSMRERn2Hn300Wd0hEaPHs2jjz6aUURSJO7e97Elvk9EsqO0OhEREejrCKkylIjI8KWZIxEREZEtZH0da3W4RYpBM0ciIiIiW1C5I6RZSBluqmEjW3WORERERETkWauGjWzVORIRESko7dUkIrJlqXMkIiJSUNqrSURky1JBBhEREREREdQ5EhERqQqqkiYi8uwprU5ERKRKqEqaiMizo5kjERERERER1DkSEREREREBlFYnIiIiGVI5chHJE3WOREREJDMqRy4ieaK0OhEREREREdQ5EhERkZxQOXIRyZrS6kRERCQ3VI5cRLKkmSMRERERERHUORIREREREQHUORIREREREQHUORIREREREQHUORIREREREQHUORIREREREQHUORIREREREQHUORIREREREQG0CazIsGNmg/4+bcQoIiIiw4E6RyLDTGVHZ0MdJXWIREREZLhRWp2IiIiIiAjqHIkMa+ubHdKskYiIiAxHSqsTGebKHSEzU6dIREREhjXNHImIiIiIiKDOkYiIiIiICKDOkYiIiIiICKDOkYiIiIiICKDOkYiIiIiICKDOkYiIiIiICKDOkYiIiIiICKDOkYiIiIiICKDOkYiIiIiICKDOkYiIiIiICKDOkYiIiIiICDCMO0fNzc3U19djZtTX19Pc3Jx1SCIiIiIikqFh2Tlqbm6mra2NWbNm0dXVxaxZs2hra1MHSURERERkGDN3zzqG9Zo0aZIvWrRoi//c+vp6Zs2axfTp0/uOzZ07l5kzZ7J69eot/vu2BjNb79fy/JyWFT1+qI42VDKzQsZdSW3Ih6K3oejxg9qQF2pD9ooeP6gNg/gdt7v7pGf9c/L8x95anSMzo6urixEjRvQdW7VqFQ0NDYV58RX9xrzo8UN1tKGS3nzzQW3IXtHjB7UhL9SG7BU9flAbBvE7tkjnaFim1ZVKJdra2voda2tro1QqZRSRiIiIiIhkrS7rALIwZcoUWlpaAGhqaqKtrY2WlhaampoyjkxERERERLIyLDtH8+bNA2DmzJnMmDGDUqlEU1NT33ERERERERl+huWao2pQ9PUuRY8fqqMNlZTTnA9qQ/aKHj+oDXmhNmSv6PGD2jCI3zE0a47M7Aoze9jM7qg4NtrMbjSzv6TPo9JxM7Mvmtm9ZrbYzA6o+D8npO//i5md8GwDFxERERER2ZI2pSDDV4A3DTh2FnCTu78YuCk9Bngz8OL0cTJwKURnCjgXOBg4CDi33KESERERERHJg412jtz9l8BjAw4fC1yZ/n0l8JaK41d5uA3Ywcx2BY4AbnT3x9x9JXAjz+xwDamJEydiZn0fEydOzDIcERERERHJ2OaW8t7F3f+V/r0C2CX9ezfg/orveyAdW9/xZzCzk81skZkt6uzs3MzwNmzixIksWbKExsZGOjs7aWxsZMmSJeogiYiIiIgMY896nyOP1VVbbIWVu1/m7pPcfdKYMWO21I/tp9wxWrhwITvttBMLFy7s6yCJiIiIiMjwtLmdo4dSuhzp88Pp+IPA7hXf9/x0bH3HM7NgwYINPhZZl8pUzC3xfSIiIiKSH5vbOeoAyhXnTgAWVhx/f6padwjw75R+dz3wRjMblQoxvDEdy8zkyZM3+FhkXdy972NLfJ+IiIiI5MdGN4E1s68DrwF2MrMHiKpznwW+aWaTgeXA/6Vvvw44ErgXWAV8AMDdHzOz84Dfp+/7tLsPLPIwZCZMmEBHRwc1NTW4e1/t9QkTJmQVkoiIiIiIZGyjnSN3f/d6vvS6dXyvA6eu5+dcAVwxqOi2ksMPP5wlS5b0jeqXPx9++OFZhiUFU+5Yr+u4iIiIiBTPsy7IUETt7e20trb2S31qbW2lvb0969CkYCpT55RGJyIiIlJsluebuUmTJvmiRYu2+M81M7q6uhgxYkTfsVWrVtHQ0FCYm9sNLfQvQhuKHv9A5dTMIlMb8kFtyF7R4we1IS/UhuwVPX5QGwbxO25390nP9ucMy5mjUqlEW1tbv2NtbW2USqWMIhKRajR69Oh+lQs35QMY1PePHj0641aKiIhUj42uOapGU6ZMoaWlBYCmpiba2tpoaWmhqakp48hEpJqsXLlyKEbKturPFxERGU6GZVodwMSJE/tt+jphwgQWL168VX7X1lD0tLSixz+QprzzIW9tGKI0gly1GfIZ02AUPX5QG/JCbdjyRo8ezcqVK7fq7xg1ahSPPZZZUeVnyNtzsDmUVpdzzc3NLFu2jNbWVrq6umhtbWXZsmU0NzdnHZqIiIjIVlENqb7lGfmt+bG1O1+Sb8Ny5qi+vp5Zs2Yxffr0vmNz585l5syZrF69eov/vq2h6DMvRY9/II3q5EPe2lANM0capS0mtSEf8taGanhPqoY2DFbe4tkcRZo5GpadI1Wry17R4x9Ib1z5kLc2VMNFvBraMFh5i2dzqA35kLc2VMP5XA1t2NqDTnkbcIJidY6GZVqdqtWJiIiISBa2dmrgUKQFDjZFE/KVnrkhqlananUiIiIiIptsa1djzbIS67DsHM2bNw+AmTNnMmPGDEqlEk1NTX3HRSQfNif1YDBvqHlMPRAREZHsDMs1R9Wg6Gt2ih7/QHnLK98ceWxD0XPXqyE3vhraoKISxaQ2bHnVcD6rDdn//KH4HZvz87fUmqNhOXMkIiLDhzbjlS1Fs9ki1U+dIxEREZFNUM3rLEQkDMtqdSIiIiIiIgMN285Rc3Mz9fX1mBn19fU0NzdnHZKIiMg6VXPZXBGRPBmWnaPm5mba2tqYNWsWXV1dzJo1i7a2NnWQREQkl6phXxQRkSIYlp2j9vZ2Zs+ezfTp0xkxYgTTp09n9uzZtLe3Zx2aiIiIiIhkZFh2jrq7u5+x4WtTUxPd3d0ZRSQiIlLdlBooIkUwLDtHpVKJtra2fsfa2toolUoZRSQiIlLdlBooIkUwLEt5T5kyhZaWFiBmjNra2mhpaXnGbJKIiIiIiAwflqedmweaNGmSL1q0aKv87B133LHfRmujR4/m0Ucf3Sq/a2vY0F4IeX5Oy4oe/0B52wV9c+SxDXncgTtPP38ofofakI/fUfSfPxS/Q23I/ucPxe9QG7L/+UPxOzbn55vZ7e4+6dn+7mGZVjdx4kQee+wxGhsb6ezspLGxkccee4yJEydmHZqIiIiIiGRkWHaOlixZQmNjIwsXLmSnnXZi4cKFNDY2smTJkqxDExERERGRjAzLzhHAggULNvhYRERERESGl2HbOZo8efIGH4sUncrmioiIiAzOsOwcTZgwgY6ODo499lgeeeQRjj32WDo6OpgwYULWoYlsMSqbKyIiIjI4w7KU9+LFi5k4cSIdHR2MGTMGiA7T4sWLM45MRERERESyMiw7R4A6QiIiIiIi0s+wTKsDaG5upr6+HjOjvr6e5ubmrEMSEREREZEMDcuZo+bmZubPn09NTfQN16xZw/z58wGYN29elqGJiIiIiEhGbGvvoPtsTJo0yRctWrTFf25dXR09PT3POF5bW8uaNWu2+O/bGsrVxdYlz89pWdHjH2godqMerDzuXp2331H0nz8Uv0NtyMfvKPrPH4rfoTZk//OH4neoDdn//KH4HZvz883sdnef9Gx/97CcOSp3jBobG1mwYAGTJ0+mo6NjnR0mERERERFZy899Lnxy+6378zMyLGeOzIyXvOQlLFu2rO/Yvvvuy1133ZW70f/1KeLMy4ZiXp+8tmUgzRwV83cU/ecPxe9QG/LxO4r+84fid6gN2f/8ofgdakP2P38ofkeWM0fDtiDDPffcw9y5c1m1ahVz587lnnvuyTqkqle5R86W+D4RERERkS1p2M4crU+e/x6Vit6Gosc/kGaOivk7iv7zh+J3qA35+B1F//lD8TvUhk2wFdOg+v+ef2/Fn602bNrv2Irxk89zYUvNHA3LztGOO+7IY4899ozjo0eP5tFHH93iv29rqIbOxbraUJTYB1LnqJi/o+g/f0h+RxXciFTD81D0nz8Uv0NtyP7nD8XvUBuy//lD8TtUkGGIdXV1MXbsWFasWNF3bOzYsaxcuTLDqIaf8os+jx2L0aNHD/r1MJg1VaNGjVpnB12qy9ZesNr3O7Yi+9R/huYi+8mt+itEREQ2ybDsHHV3dzN69Oh+naOBj2V4W7ly5VYfEZHqp46FiIhIsQzbggx33nknjY2NdHZ20tjYyJ133pl1SCIiIiIikqFhOXNU9qMf/YgxY8ZQW1ubdSgiIrKVVEN6o4iIDI1hWZChWosZlBWlDWV5XHOUx4WGefsdQ/K8Fbyij57nfPwOtSH7nz8Uv0PvSRun5zkfv6PoP38ofoeq1a3H1u4clf/wlU9Anv8eldQ52rryeNLn7XeoDdn//KH4HWpDTn5HwW/KQc/zcPj5Q/E71Ibsf/5Q/A5Vq8tI0TpEIiIyPG3t4h4q7CEiEoZ150hERESGxtZe+6V1XyKyJQzrzlFNTQ29vb19n0VERGTr0OyXiBTBsC3lDfR1iNQxEhERERGRYd05EhERERERKVPnSEREREREBHWOREREREREgGFekEGkmqkylIiIiMjgqHMkUqVUGUpERERkcJRWJ1vc6NGjMbNN/gAG9f1mxujRozNupYiIiIhUG80cyRa3cuXKrTpjAfR1qkREREREthR1jkREREREZFC25kD1qFGjttrP3hh1jgpiMC/Ayu/d2jM4IiIiIjK8DPb+0swKc0+qzlFBDHxBbaizVJQXn4iIiMhgbe3U+ixnLSR76hyJiIiISCFUy4xFtaakVQN1jgrK3dd5YuXxDUBERETyQbMu2auWDl61UueowMonik4aEdmadDMlUh02515B9xgy3KhzJLIOfu5z4ZPbb92fL8NC0TsW1XIzVfTnAaojDUdt2DANFIhkT52jnBk9ejQrV64c9P8bzJv1qFGjeOyxxwb9O4YT+9R/turNnZnhn9xqP15yolo6FkVXDSksakM+VEMbRGTDaob6F5rZm8zsbjO718zOGurfn3flDVS35sfmdL5ERERERKrdkM4cmVktMB94A/AA8Hsz63D3O4cyDtm6tnZKWt/vkGFBKSwiIiIyVIY6re4g4F53/xuAmV0LHAts9c7Rpt5gZb2BajV0LLZ2ShooLW1TFb1joRQWERERGUpD3TnaDbi/4vEDwMGV32BmJwMnA+yxxx6D/w3r6VhsVodgfZ2UT/578D9rE9mn/rPVfnbZqFGjeOyTW/d3aPHzhmXZsdicduWtw7GhNqzva2rDlrWx11HR21CE+EFtyAu1IXubEz8Uvw15ih+qow25K8jg7pcBlwFMmjRp8H+tTei45Pkkyfr3bwlqQ75VQ9vUhuwVPX5QG/JCbciHoreh6PGD2pAXQ12Q4UFg94rHz0/HhtT6nrhqeEJFRERERGTzDHXn6PfAi83sBWa2LXAc0DHEMQCss4qbiIiIiIgMX0OaVufua8xsGnA9UAtc4e5LhzIGERERERGRdRnyNUfufh1w3VD/XhERERERkQ0Z8k1gRURERERE8kidIxEREREREdQ5EhERERERAdQ5EhERERERAdQ5EhERERERAdQ5EhERERERAdQ5EhERERERAdQ5EhERERERAdQ5EhERERERAcDcPesY1svMOoHlW/nX7AQ8spV/x9ZW9DYUPX5QG/JCbciHoreh6PGD2pAXakP2ih4/qA2bak93H/Nsf0iuO0dDwcwWufukrON4NorehqLHD2pDXqgN+VD0NhQ9flAb8kJtyF7R4we1YagprU5ERERERAR1jkRERERERAB1jgAuyzqALaDobSh6/KA25IXakA9Fb0PR4we1IS/UhuwVPX5QG4bUsF9zJCIiIiIiApo5EhERERERAdQ5EhERERGRAczMso4hC+ocJWamv8UwYmbPyzoG0XknW4aZPbfi38PyYp4lC+OzjuPZSG04KOs4pDoU+X0onQvHAHiB196Y2a6b+3+H7Y2JmdWY2TQze5+ZvcDde3WjtmnS3+40M3tBxbFCvBGk2L8PvC89LkTc65La8t6s49gcZnaLmR2dzrvCPQfpb3+JmZ1kZkdkHc/mSBfAl5tZfdaxbK70PHwDuMDMLoLiXcxTG75sZh8xsw9kHc9gpevmt4APpMeFPJ+BrwIvGXC8MG1Jr6O5Znacmb0+63g2R2rDm81sp6xjGaz0fjrBzPaHeB8q0uunLJ0L1wDTizrgkV5HXwMmDDi+yc/HcO4MfAUYD9QB7Wb2QnWQNi69uL5LFPP4e/l4Ed4IUnzXAKuBo83sFUW7kRrgYOArZva2At7gPgicaWYHFuG1U6niHFgDrAT2zDaiwUttuA24EHilmTVkHNLmOhf4h7ufCow1swPLXyjQa+oLxK7xNwIvKdIsWIrvWuAJ4IVm9uqCvqe+HVgCfNPMjjSzd0IxrmvQ9zx8m7inM+BgM9u+CLGXpVh/Aswgrs+7ZBzSJkux/xQ4ETjLzD4OxXn9lKVYv0dcn78P7F1xvEimAouAn5vZ/mY2AQb3fNRtzehy7i7gi+7+hJn1Am1m1uTufzMzK+gb/FA4CXgKuMbMvkKcRLXuflb5hZfjv93bgKXufl6aMn67md3p7l1ZBzZY6QRfBvwIeEs6/N3Kr+f4eQDoAN4JXGRmLe7+u6wDGoRdgUXu/hkzqwW+Z2ZPAGvc/ZsZx7apRgPfBO4FDgMws9+7+xOZRjV4PcDi9G8HjjCzRnc/N+evfwDMbCSwA3Clu99hZvsCbzKzke5+RQHa8Grgz+5+vpm9FphmZn9x9xVZBzZIDwI7AxcDfwEOMbOXufs5BXgOAPYirm0fT53rLwH7uvtt2YY1KNsTHe07gFcAR5nZde6+ogDXsz2Jv/8MMysBt5vZc939ozmPe6AxwK3uPjsNNH3JzO539z9mHdggPUEMFFwFPAQ818yWu/unNvX5GHazJBW9xjriia9x96uAq4HLzGzHgr2Yh4yZ1RGpB/8gbsT/CMwDdjKzL0B+U1rSTchP3P28dOgeoBbYNn29MOeCmW3r4XEinWUxcVP4f2Z2POTveUjT3DPM7EXp0PXA5cCHgM+a2bVmNinPI1SpDQe6+z+B89PhtwNjiZv015jZyzMLcBOZWZ27P+rure6+kBgoeg1wUPr6qCzj25j0PFxhZm8CrgSOTe8/k4B24AAzOzXTIDciteGA1Bm9GPiwmS0AdgPuB15vZsdmGuSmudXdy+fCIuDPRCeDNHCQW+k5ONLMDidiPwTY0d1nEwNp+5jZ5EyD3IjUhpemLI7zAdz9P8CvgJHpe8ZmGOJGWXg+0JUGBH5H3FtsDxxpZtsAO2Ya5AaY2XOALuAVaWCmm3guDjGzEzMNbhOl19Hr3P3h9PrH3W8HWoHDzaw2z9dm6HsdjU4Pfwq8AXjc3U8nZpL2MrPDNvXnFeaGcEsws+3LN43u/mngPuDqNCpxNfGGUsowxFyytXn9FwPT3f0M4BPu/gV3X+HuJwE96U0sV8o3UsAVwNHpmLn73URa1BcB3L03uyg3ja3No628AX+YuJCcDZwDTMkitg1JHc+vE29Qu6fDPUAj8RysAN4E9OatUzfAB4Hfm9lLKqbnb3T3g9z9G0Q7cpvemF4/lwCvtoo0THf/NtHBfqmZfQaYYWbbZRXnhqTX0peB5wEvdPflxPPyG6DN3TuJAYPtc35z/kFgkZnt5+6/BSYTI5znuftviPbk7v0U+l5HF5rZ7u6+pnw83ZQ/AXwsPe7JKsaNSefuTcQNVAuRDnUOcKiZnZLeh35EpKjlUjoXvgm8HsDdV1d8eVtg59TB/nDOz+evARcAM1NHFXe/FbgV6AUuBWalTkhuVNxbvCy975wKfMzMziHO50+T4+tBma1dMzhxHV++D3ghsG2er80V14WLzWwa8d75TeAwi7XNq4G/kwbDN8Ww6BylHuVXgPlmdkK59+ju5wDLiQ7SqcBxxMko/ZXz+puA/c1sf3f/WfmLZnYcccOex47llcRNx7nECMgLKjrIZwP/NrPXZRngpkgX8+8DP3P335rZbma2A3ALMcr5VeD3xHR+3p6HBUSqxPuA88xsnLs/Rjw3lwN3Aq8jOnp5dhvwB2Cumb08vY7+DWBm7yFmXx7KLryNmk3EeAAwaUAH6TvAHsA7gKvd/clMIty4LwH/IjoXb7RYN/gf4nmZamazgTOB7+b55py1r6WLzGxSurn6JfBuMzsPOJ5YA5NH7UTxhZPMbLfKL7j7F4H/FmDEfDxwr7t/hEhL3oV4Xe1HzFZ8ApgO/DqzCDeuA3jK3VvN7GQzO8LS2gpiJuxk4ib9yhyfz/OBB4Am4G5i0AOANGiwM/BKoNXd/5tJhOuQrsdfB34L/CadB3cAbybWTZ1IDPwdXIBZlwXAE+7+OTM7y8zebWZvAEgDNdsCF2Ua4cYtIM7fs4DnAuPc/XvAR4lU308QWR73b+oPtBx3BrcYMzuBSBn5GHAMkZ/7R3f/Qfr6m4gXwF3ufk9WceaVmX2SuJB81cyuJta6lNz93PS3+wQw2d2XZRnnupjZoWkUCjP7NvAkMSL1c+LN+N3A9e7+aHZRbpxF6fEbiJmuVxHrKx4jOkT/AF7p7hdmF+H6WaSi3Z7+PRXodvcF6YKyv7tfn22Emy6l2exAzHSdAWxHrNu5HDg7j+dAWUX6xzuJqlw/B37n7qvTxftjwDfy+B6Y4tudSJP4Tzr2buCtwIfTuoTnAfsDy9x9ky+CQ8mi8M/f0r8/QKz9ehOxCH174px+G3CNu/81s0DXI2UHjHb3h8xsOpFSOq/y721mhxDXi0eyinN90utoHPAoMTP0CWId7fOI4iq/JFKJdgDq3D23gx0Wa0K+SKyBvIYY7F5NDKI9BfwYODKv70lpNms34EF3fzK9bs4B3u7uT6Xv+RBwk7vfm2Goz5CuXT8k3jOPJ1472wM/dfcrzOylxIDsx9z9zuwi3TgzO4AoCrM98B3gn8Qs0s/d/bvpe8Z6jtcRmtkrU0eO1LH7gLu/Jz3eBdgH+Ju7P7DJP9Tdq/6DKOd3CfHkjwDeSEyl75q+9tysY8zbB/FGe276G40jKuHMIzpGY4AfEKNSI4E9so53QOwG/C+wa8WxlwFtRF75+cCbyu3MOt5NaMvu6d9jgd8BzcSauf2IamPjK76/NuuYK14/s4lR2YMq2vIG4AvramfWMa+nDfOIdVFvTcemEYMrhxApB5en4w1Zx7uBNlwMnAIcW3H8fcSN4X7A4UTHI3fPQUUbvkF0QJ+bHpfXC55NdLAzj3MT2nAtcE56XJvO43W9lnL3PKT4v0ncdFQePyud5yXihmqXrGPdSBuuAt6XHu8HvAf4fsX3fIdI18w83g204XLgFenxJCLVHWAUkdr1jvR4ZNbxbqANVwCvSY8tHRsFXJGOHZzH5yHFOTn9+zAi/fXk9Pj56RwfB+xUgHPhMuAF6fFLK9phxIDNSVnHuQlt+GJ63ZTS47r0nnpV+p6XA2M35+cPi7Q6ovrM3cRNQB0xc9BAjDLuRIz+Sn/XAI+4+7/c/R53fwcx0tzua/P6n+fuT7j7PzKNtEIaGfwOMaL8OTN7h8VGYH8GTvGo3rMSeG363txOnab4fgh8xszmAAd7rG+Z5+5rPEakRhA3WkA+8vxT3F8mzrGRREUrPNwIjLBUwKPM0ztZzlwKPE2k/ZUXcv6cuAE5lXhNlReA5jVt5VJiFPkOYq3RSAB3/yqR1jUHOA/oyeNzkHLJrwVWpY/dPdYH9nqMLq8mOki5ZWv3DdkGeLmZvSidpzcTHaQmYs3X6HTu5CoFx9buAbQ9cLyZ7VH+mrt/FvgbcB0xUJPntPTJwFLgW2b2amCUu19DrM15k5kdSZzPj2cY48Z8ing/+kMaEb/D3ecCuPtK4l7m0PQ6ymsV1pnE8/BrM9uduEHvTfH/M81Ingd0ZxnkQOlv2kFaR+TutwCvd/fLzKzWY1biPiKr5hHP6axjOp9/QFRc/btFZcw/u/tl0Hct3ptYr5PLlMDUhoXA3el105teQ2vc/T7grylj7AI28z1pWJTy9kgb+T5wAnGzdh2xNuDVwKfycEOZQ7cA15rZ14H/EovZ2oBfpvSVNxHrE/LmRcAqd/+wReWws4gym1e5e6fF/hVvBU7I483gAAcAf01teSFR1W2cp/S5tNZrH9K6lxzZjbiRmuHuj5jZt8xsErCdu/+KmLGYYmbP8RzlkVcyszHEwMnn3P0uM/uwxWavzwH+RIxqnpfSjPAcFvSw2EhxJ+Dz7r7MzJqJPY1GeuRjdxJVoD7oUYEvjw4j0uTONbP/IwY83ufuDwN45MnPy3nax5HERfxci2qSnzCzDxNriu4H/u3uJ5rZNuk9KW/vS8cDf3H396S00g+a2SyiQ91DDD6OJWYsOrMMdCP+ThSMuAz4K1ER8AvE7NG5ROf1NI/1kLljUS32v0RH+ur07/+a2S3u/r207vHdwLtyfm17lFjr/VXiPmwnM7vV3ecTa0+3B45x9wczjHFdnkMU8bjEzC4m9ia7F/iqu/eY2fuAQ4kBqTx7ObGOq9yOHczsdiLF+pb0HvVB4N05vjd+PTFDd6GZXQjsamY/IAYs/0a8Zz0B/F/5WjFoQz0VluUHcdN2AvHG8hPgxVnHlMcP4iJxCTE79D5idqKDGOEcSaRG7Z51nANiNqKqihFpHvum41OJKfxJFY/HZR3vJrbp+UQO/CHp8XOJIgbvJBaq3khFSl3WH+lvv0P69/HEIsnLiXVRk4mF3PsTo5t5TvnYLf37LcQI22XpTfdNxAZ576z4/lykMa7jeRhDzCgentrQXtGGHxIX8Z2B52cd7wbase06jp0BvGF9X8/jB1Bf8e+dgI8De6fHlam/eX0tjax4fAAwC9im4lh59D/zeNcT/07pvfN56bVfTt3amZi9ezWRlrNd1vFuoA07pn+/gphJ/Vh6fDDweWKQ7G3AS7KOdwNtOIXIJnhlek+6IH1tN+JeY6/0/pSba9qA+J9DbGHyXaLz8HKiZPQHUrtuAfbLOtaNtGFU+vergf8QaeIvJooVnEnc6/1Pzl9H26d/v40ownAKsQ77NODE9LXJpHvAzf0YFgUZBrKohV7jOVwwmpU0TTmLGJX6J1Ee+nfAAnefk77naiI1LVcbRabYbyQWmb+YKNn9SmJa/hXEDe0uHhvkbePuT2cW7Eaktkwl/vb3Em06GljoUaXuf4AXeSz6HOHuqzIMt0+K+9vADe7elo5NIGbuPuMxc/Ep4AfuvijDUDfIogzrDOKN9SEzezGR+nStu99qZjOITS9/mmmg62Fry6avJkbQPk/MDp0OfNPdf21mZwCL3f2GrOLckNSGy4l0iF8R5dL/mb72AaJ07mkZhrhRqQ1nAl/ySPuo/NongZ3dfWoWsW2KFP+XiLTSnxAzX3enry0gCmPMyDDEjUrpQD8mUupHEje1fyEqub3b3X9kUSDmUY9S/LlT8b76ODHzdTNx83oIsdboHjObSxTF+HtmgW5AasM3iPXd73L3P5vZKcRazpPd/Xdm9mli7dcfsox1oBT7RcQM18+J2brriXVrvzSzPYHT3f0jeboeD1TxOrrR3S9Nx/bySEErFy24APio57g4lUUlz0OJAcrHLDZq/lP62v5EivXJ7v6sU0qHy5qjftz9MXWMnuEiYvTsbuIFdjRwFPAuM3uLRWWo3chfPrwRi2yvJ07u97v7N4mbq28RMxi/I9a51OW5Y5RcTnTwDiVu0vci3pTfZ2YHEWmD/5tSLPK0zuV6okJVm5m9zsz2IV5LNwHvTCldbyRSKvLsZ8CDwBfMbA93/wvx+vmwmbUQKTj3ZRjfxlxD3ER9hGhHuTraj4mSpi1E6s3fsgtxo75GDNDMI8qL95WLdvcvAy+ynG/ySrz3tACTbe3GhAC4+yeBsWb21iwC20SnEiPLFxMzLseZ2SvT1z5EpOIcklVwm+h/iE7dacS14UKiLa8i9vJqIQY+cnVDPsAniGpuHyTeOx8lzvFriT11TiNmh9es/0dk7qvErPVMonT99sRs/GxiPe10YhZg5fp/RGYuIwZpfkGUhb6XKOj02XQzfjCwp5ltS76uxwNdT6ToX2pmb0jX58p74EOJ4lu5XWqT7vVWELPAXzazXd39T+leCGKd1AgGsZfRBn/fcJw5kv7SiT2XyJ29Ld2EX0Xsk/AP4P+I0qZfd/dc7b1hZocCB7j7xRYlKd/psX9R+esvInKAp+ct9oHMbBQR66nEheI0Yur+auJGpZnYPHWOuy/NKs51MbMm4iK9D1HwZDTxhnwfkdZyDDDLc1gmulJaQzSVSLl5KTE9vzsxcNBIFCTJVVnZShYb1N6V/v0D4vWynEjPXEEx2vAGj8IdpPz3/3H3KRaLnnvSOf2E53eNEWb2EuK9cyZx0/SlygE5i73VFntO1+iY2RuBI4gO3nOJ6p8vIDqujxLp1t/3nK7PATCzvYn3zg+5+xIz+zjxHjWVeD8tAWs8f2tb+pjZm4lzdjpxTXYiu+NPxHvrIcTed7kc7LDYiPkwd/9levwxYhDt2vR4f2JN8B0eGzrnRlp3Op+YGfqnmX2ZGPR4hOiMfpCYkZzr7ouzi3TjzOwkYj1X+fo8ihi4vI5YL9hGVOHL1X3FQGa2I9EhfR6RCvh+In18D6Ic+RR3v2OL/C51joav1BPfnzjZxxC58BcS1a0mEzOL57j741nFuCFm1kAUX/D0uERUSbsnjc5iZs8l9qvI80XcgEM9FkNOJi7aXyMufG8mbqKusKg0tsb774SemRT3QcBSd3/CzN4PjPHYlPClxPq+L6cbkzp3z93oZmrD8cSmnKvd/R9mdjqxTu0NRDW377j7mTlvwwlEWdkud3/AomjKdGLt4IuBvdz9S+UORobhrlNqw1HELF2Puz+aUkFeQtzcnmZm+wKdeZ31T204mlhj90Q6J7YlKm/9x93PT234p7vnrYhKOf6DicqGJeC96d+3Eh2k6cT+S4stp+nJA9KgbibWz55PdCzeTFS4esLT/i15lNowk9hgdBUxMHkCcUP7HmJbionpfdY8hzdxqQ1nEefzAx5FbWqIjt4kd/9YpgFuhJnVuHuvmb2N2AfrfmID7dOJWcjjiMyI3GajpL93MzHr1UkUMdjJ3eea2USic3dFOp9H5/EeKbVhGnEuP0zM4s32KGDzfuI8aQW+Qtp/bUv97txOocnWlS6ENxH7Fu1F3ES1EaVCVwOfJUbOSxmFuF62thTlncALzexkd3/U3bvNbBoxVb+fu9/pacPIvErPw41EPvwtRArd64hO3nOJvP/9LSqM5WatV4r7W8Sb7ggzuxb4ia+tIvZnM3uaqDa2hJjByJXUhi8TI/s7A6PM7ErijXgmMft1P1EYA3JYpnhAG3Yi2vB9d/89UbwAiyp7B5pZO/ltw9eIfP7XAPeY2U3u/lczuw942KIS1DuJC3rurKMNd5vZL9NN4ceAj5pZB/H3n5xdpOs24HyuJ1K3VhMFGJ7j7gvN7D/Ee9Ni8pvGdRmxPucXRFryccTGorsRaVHjiXWouewcpefhK8T5/BBRzGOemT1BbI7aabEB6YEpnSiv76tfIdrwKLAvcFfqbPwIONHMzvIoA58r6d7iamClmf2DSCtdQhRdeLe7/yF1LF6YZujz2jEyoh1PEZ3qP7j7Val9pA5RNzEAuzinHaNyG7qJa/Ef3L3DzL6bZlRfRmya/Vp3byfOly1mWK45EiBGOP/i7qcSuzzv4O43ufub3f2tRMf5/6jYQydH3gz83d0/Soz435hSbSDekJ8gUkCKYH+iU3GJxWL//Yg9IN5HPEcPEFX48jaQcSDwlLufQozKfgA4yiKfHIuysq8nFnOTx9FN4jUykhiZuoS40J1N/K0fB/7l7q8hRg7xHJbr5plteAo4JaWrYGbvIm4QL/TYByKPz8M+ROW5DxFV9V5K7KfzAqKyYRPRvjwvFh7H2jZ8iWjDcWb2gjSyfCcxg3d2TtswibXn8zXETMUqIjVwT4stHf6XGJTK5fmc0qCeS6Q5/ZbY5+fNxOj+tUQqTjPRic2rlxAFVJqItToHWhSF2R5YYlEM471EkZs1eXweiHNhNNGGq0h7e5nZxHQunA1sZ2YjsgxyPb5OrNn8HPH6eVlad/pX4GKLNV7vB+7KLsRNciAxqPEBohjGm81sLJFCV3l9vjG7EDfqQKJS5geJNXZHpTaMINao/dfdDyVdn7e0vN1wydC5Hzg4dSrOAba32APoBne/hNjDaJrnc/+TNaQRcHe/0MxeAXzczKa6e5eZfZdYjF4Eq4nN1g4jqiiNBY4lLip/Aj4NfCSHqY1/Bf5mZru5+00Wa78mEftgPUWs0zneUzWcPEkjUjXu/jczu40o4vFlM1tM3ITsRay/eyD9l1xtRgh9bbDUhl/Tvw2jgPFmdidxrnzIU6WxPEltGEvcjNxuZv/jUQFqMTFosKvHJoUXE1UOc7deLbVhP6Lzs3hAG8aztn33AUe7+18zC3bD7iNmu3Zz9xsrzufPu/t9acT/iS2ZtrIlpfSyztSJu9zMHiAWmX8DmGux5mIFsSYhV2tbKnlU9fwesdalBphIpPe+lOh0/x54zHO08fpA7n63md1AFFSpIUb43wS8zMw+Q1ybWz1nld3SudwG3JxmubqBE4Fb3X2Bmd1P3LC/xXO6xqvCMuBmi8qkexOVApuANen+aA/i+py7CocV17ZFZva7ijaMJzpCTwHfdfcfp/+yVZYZaM3RMJKmVE8FbidOnr2JPP/D3P2NFlWVWt39A2a2rccO9LmQTpj9PRVVMLOvECObNxGzLHcTM2ELMgtyE6W2HA383t1XWGxuOQV4T7rAH0vU8r/KclQeNL1+zicqFs4lOtAvJEbYDiMW/Xe7+2zL6ZoEADP7PHHT8TpipPatROGLUcSo8s6kmZasYtyQ9Dx8l1gLdbVFIZI3EOlCo4iO9fOI3Oy8tqGcTnq1u19pZscQz8HziJHnHwAN7v4ZS/n/GYa7Tul5uJ7Y8+0lKdXjlcT6zXHEnjoNxH4ueUx/qiHShrqIEfPXArsQ76uHEWXUnyLfr6Nymej7iM2wryYyBz4KfMvdbzezM4l1kT/KLNANSG24ilhTsYSontcDfAaY6lEM4NPEufKX7CJdv9SGDwJfc/cn0+P/AT4MnOru/7Iow3xV3tqQYp3D2qp6ljpHLyQ602dbrKH9K7GmM5c3zRXn81PE+fwAMcBxGrFn3xPEconZwMocn9MXEWmw7yH2lnotMeP7FqIjdB5xn9qZBkW2yvOhtLrhpZ24GXwRMaqzDTF9PNLMdiUu7DunG/K8dYx+SkxrvxPA3U8k0s9GEdP012cW4CCktnyN6JR+1MymEDMTvyHKRY8mRpsPTd+bp+IL3yE6Ro8CM9MM41VEfv8JxHOwXbqZzWvHyIhR/l2JC8m97j6LeMNtJAYNXkzc1ObVz4BFqWM0ibgIXkKsMTqGSPl4EfluQyMxG3RlGgz4G5GC+TkinfcWYLSZlfJ4Ea84j28Avm2xhuLHxMjzl4k2/Jp4f8prhsZXiapttxA3tp8nzuefESPmPyGuEXl2IvHaaSE6Fm3EGsHbWJsGdQL5ToN6P3EOf5G4sZ1G/N2vA96dZr2OIIcz2BV+TBTCON7MGlIK7y+IggzlNryRfLZhPjGruJj4uz8nHf8v0Juu0Z8iNgnOZcco+R5R5fY2opLbQ+6+kLh3eiUxiPwqIJfvqdBXOfnfxGz85USRpO8TxUkOJTpMryKV696az0de37RlC6vI1Zzh7o+nfN/ziOorc4g3iG2InPhczFRUeBlxgn8PODMNFnzb3ecDWJQe/ySxU3Le7UusTWiyKPc7lVgE/StixHk+UQTjY+nEz8ub8fOJqeyrASwWRTYTKQc/N7P9iKoxTXl944V4M01pBb3EWperLfbweoBUlpUYLfxvhmFuzM+IvX5+Rey7UZ6F+T6xXuFz5L8NK4EjzOw7RIrvJGIg4HLiefg8sZlfHm+mIN6TbvbY12t3Yj+j7VMa8j8t0pW/QL7bsJRow6/N7L3E3li/TR97UIDzGfgXsRaqwaNoxJHErNGHifWnLyfSoPKazghxY/6/xH5GX7MofHE80WntJrIMjs9zKh1R6fYfRIW6E83sqvT+cz2REngU+W3DvcRMfHm2ZayZzfPY1uTtxEL/kzynZfcBzGwHojLs99Pj44FPmdnviPWzLyZeRx/I6VIJANz9qZQVdDuRwng18C4iNXlvYlBtsg9F+X1310eVfwC16fNxwCxi0erhxA3I2elruwOjso51HbFvN+DxIcCVwNsqjr0U2CPrWAfRpnOIvVsg8oA/D7wyPd6VKI6ReZwpHiNS0Goqjr2TGFWeQSze3pW4od0563jX04YaYt1W+d87E3suQdxI3UHcxEKkM2Ye83qeh9cRo5rbEzeyH01fOzS9hl6QHj8363g38Dx8IP27gdjg8sr0eOf0eiqfB6OzjncDz8P+A86HUUTp9w8P+L7ctSHF9Zb07/cQ5blvIGZ/30Wk3LyCKISR5/P5g0QlvRen69qXiZu/rxAzqAek763LOt4NtOF8osQ+6bX/3vQ+Wkd07l6Rvlafdbwbakf5dZU+lwf4pqXHL0yft8061gFxGzGDUr4G3wSclh4fSXSWGohr9cSs493ENpXv814HfJvoYJ8PTEjHG7KOcX2vIaIo2Kj0eD/g0vTvc4itBN4+1G1QWl0Vs9BBLEj9NLE4+49EydaPERfF7rQ+5H53z80O1WZWkxamXmBmV6XpVtz9NiId6n/N7GIza3H3P3s+R6SAvrZ8zMw+ntLm/gS8wcwuJToa/wBel9LR/uU5Kb6QUoe+QXQg2s3sdRb7Rt3k7m9y91YiT/5Qd3/CUxnvPEl52NcSF0M80j0eJhbPv58YFOgh9muCSKXIlfQ8fJW4IfwU8ZrpcPcLAdz9VuKG6pXpv+SxDeXnYQSAu3cRi8vNzI5Lz0kDUQYbz29p2W8Qo+OXp/Nh5/S+eS5xDh8MMUOZtzak5+CbxA0s7n6Nu88lUqLOd/dvENeIN7j7k3k8n5MvE4N7hxIFazqJm8GXEzeDj6Z/Qw5LXSdfIkb0y9etpUTGwPEee6mVBzAhh6lo6Zr2WyI1fDt397T+o5PI4tjNYnuHz5jZDp6vNP0aYr+rt6ZDlxH3RUea2XPd/TpiDfMIdz/fc7rBa3oOfm9mJwP42nWNf3T3d3hkedSy9nWUt4ygsnbg6fL9p7vfCfzMzF5NbE+xPVHQA2I2eEioc1Td3kTkWk8n8t+nAMuJamhvJmrEH8raHNs8OYbYOPF0Iu1mdkoNxGMPl4eJHOaOzCLcBOmGaiFxU+jECP+N6fPAtQl5y+8/CMDdjyfWG72UGJ1dA5DWfx1I3OTm1cnESP81Zna2mV1oZq8kXlOHEAtTX0raE8jzmUL0EmKU871E2pkTZaKfB5DSAicRryM8DbHlzJnETfk3zexUMzubuCH8IfC8lEpxKPE6y6uDiBHy9xE34xOB11tsoHg/sUfZbumcz6NPEumk3zaz483sDDPbhuhMvz49J4cRg2e5ZGajiJL7J7r7xcRMUQvwV3c/D9iTWMPzc8jnuWBm2xEV264BrjKzC4h1FE8DT6VU01eTrm15bAOR3tRJFFB5l5nVD+gg3U10UM/Ly2BfhVuIdNJrzew1xADZFcR70WVp0OwY8r/s5L3EQMAxZnZc+WB5UMZiG4dDiLVruXwdWZTffxj4ipl9ycw+Z2YnEvdDHwT+7e7jiQHaIb0+5/3Jl2dnFXFj2ODuN5jZKmLU85NEbu1MoCVvI5zJX4iFtrj7OWbWQsx2TUsXl1qg0WMjtjx7PvBjj+IFmNls4K1plPbRtDbh8+RzbcLtwDIz29vdrzOzfxMX8bFmNpIY5Z+Sx1m7dIO6B9GZ2AG4h7iJepy4YNwJfMnd/5z+S243C/Yo7/tni81cf0rEegwwwcx6iU7rSXl8Hip8k5i9+xNRMWkkcRP7DXf/ppm9HFjh7v/KLsSNWgz8aR3nw07EQNMiosBHHm9Caoj4uoibwwVEDv956ePlRBGPD3nOqolB3/m8rbuvNLO/AReZ2afc/XozqwempM5dDbFOKrellj2quS0nikf8mJhRfS0x8/tRYv3po57P/bAA8Fjb8n2LQk6fBmrN7Bp3L4/s/wU4xnNYfp9I03qtmb2euDF/mFhXdCnRaR1FXKPz/F5Emhm62mI/uPaUeXINgMU6yH2BU3J+LnSaWSexTvYXxHvURGIW9Rp3L+/DNOTXZ5XyrjLpIjiT2AhvlcWi+R2AtvRCPJ7ojXeY2Uh3fyLLeCul2DuIKe5PkkpretpJ28zmEDdQc9NIVS4qua1Lupgf5e4/NLOdiL0pei2q9mzrsenr9u7+7zTynJsOaurArXD3z5nZh4jXz5c8CnmcAOzj7jPz9vopS6+jnxI52IenY28ov9GmEbUD3L0lPd5q5UA3V2rDYe7+q/RaOpa4mf05cX4cRuybc5blu2z6HOABd/+ime0JvNTdO9LXziDWtZyZaZAbkJ6HzxGj5N8n8vnrgcvSjfoJxBYDH80uyvVLr5193f3ONEv0OiJd6Lvp63OJ96bPZBnnhqTn4PvEzdK1aXBsCpGGebG7/zfNvnwix+dBOaXxPiJ747fEyLgT6yFXm9mFwMfzel1LbfgMURL6O8Rs3Zp0Xs8kOnq9RIrUj9f/k4ZeOg+OAH6TrrkzievDeRbFhN5BlH5flsfrQVl6Dj5MpFpeS2ydscrM9iWqHV5IvFfVAMs8f8W1ym04jUh5vZTIejiVGDibS8z+nuzuZ6fvz+T5UFpdFbG1ez78l7W5mR3EaMiZZlZLjHKW11d0DXmQ65Fi/zJxYj9FlGqcAhySRgQhSrWW147k8gIC/S6EuwK4+yMV08FLgEfM7GjgQov9pPLUMRpNLHI+xsyaiHzgOuCUlILwJLCTRYnlPHaMyiWWbyI2tTw9femnFelOTxGzXw2Qz3QDorT7L8zsqBTfdcR5/VoiVfD5wLjUQc3rDeFoYjbiLWZ2ursvT4My5YyF+4BtzKyUWZAb9w3iffIhIo3lUqJYwYlm9r/E+fCcdMOeK+n1fjPQYWbHpNfJDcCP0nsURKnlmorHeVSZBnU4sRfTLcSI/4LUQX0jMYiTV3OJqmitxKj4P4iUwLuIdbXvJWbin5tRfBuUXksdROenm9iMsxbAY1PdDxOps7PIZ9n0a4iS7jPM7CxgfkrDLK9x6bsvyun1oOwqYDSxFOJ0Ih12pLsvI8p3X0Zc/zpz2jEy4EdEAZ4XE4P4v2Ht0oMpxPNwsJntCNk9H0qrqy7HEzdPHyHW6BgpFYToCF9DpLOU8zfz9CZwJnC/u38sjaC902MT1PcRnYhPEOtdTswyyE30Kdbm9r+X6CR9Id2c1BN7TC0lKvrkZqEqRL6ymX2ReAM+kEizOd9iXctEouTs2TlMASw7nCgvPs/M9gHeYWkjXTOrTakUnwKO8ygKkFcXEJsOtppZnUeZ4i8TabIHEzMAZ+exg1qWXktfIMqLv8zMznT3OcQ18khitPl9OX4tQaRjXuvuSyxKwL+TWDP4YmLX+fL5MGQLhQdhX2L2/RfEWgp39x+SFvib2TuI9agnej7X2pXdQv80qIfS50uJdJsdgXd7jkstE2ns23hshvo6InXr30Rn9QFiXeF7Pb9FMMYAC929HcDM5hFpse1psGMkkcb/QXf/e3ZhPlNKO3N3f0/K4ngHcL5FWmZnuseYQMwQ5909xAzqvWY2leikPkqcIyPTv9+X4xTrfYAb3P1zAGbWns6H7xGpmK8gNg9uyjqtVGl1VSadMBcT++fcT9yY13nsx/E84Al3z936ijSD8lT694HEFPFH3P13acarlyhR/O8s49wUZvYG4iQ/nljzsjdRxOBMonO0ADjLc5Tbb2Y7ufsj6d+vIy4g5xBr1J4PfM7df2+xwV9uOxUDXkfPIzYm/I67fycNFkwg0ogeyDLOdUnxHe/uV1UcO4Bowxfd/fvl56mynXmSZiA+4O4L0uMjiJ3NzyEGZfYhykXXEfu63JdNpOuXnofXELMq7yNGNN9ExPxdYpT5O+5+R57Ph5RGt527/8dis+C5wJyU6ltLjDTf7jncAyg9B28DbnH3FWb2GeDJNFAzMA2qJo+du3QunOjuV5jZXsRr6UDiJvYjRGrsao+NkOs8qtTlSnoejiZSeXs97ZFjZv9HpGd+peI96bl5urdIse+fBja+QKxn+RoxUDyFyCD4AVFG/Wp3vyOzYDfCzHZx94cs0tyfQ6TUPY/YDmGpr00Rz1WKfll6Ll7t7r+0KMLwiLu7xSbN/3T3b1lUPXwyZaVkPmCmmaOCS2/AC4gFwT/3WMuyxN1/lb7+CiIdBM/h5l8WpcbvJjZMfCBd6G43s8uIlJzfEZ14J0bacik9D5OJNJtriTfgJe7+g/T1C4kR5nPNbLLnpIJPivtq4HEzewKY7e43pYt5iRiVPYhYLPx7clgO1Namk17isSGtEftv/NNiTcWnzOzOlHqQy7KsyTHAZ81sjEeZdNz9D2Y2A/i0mb2WqGb1sTymlaa/+1XE+QyAx4L5XYlBgZ2J2ceXuvtl2US5Yem1dBXRIfojsafaCiJl6yfu/pv0mnoNsT9Wrs6HFP8XiNmuW8ysJ72nLrJIMZ1lZm8G7nb3L2Ya7HpUPAcNxIzj19z9Y+Wve6yfKqdBLctxx+hrxGuINAjwmTRLsWfqWL8G2Ct9Pa8do6uI68DLiHWc5XuIFcDuZvY2IrVres46RjVE9bk1RGW9rxCz7W/yKKbyC+Ad7v6wmc30tWWwc8XWboHQZWad7n6mmX2U2PD+QCK17jgz291jO5Y8dozK58JNwC8HzPDeC/Sa2VuAwyxSHnMx6JfnPGPZND8g3rBuAiamEahfVXz9+cALLHZQzqMbgRcCr7SoAlW+0D0AvCeNIuTuwrEOVxPtOJAYzXmMVE42uZ1YfEteOkbJ+4FV7n4qUUr2EjMbR4xOXUHsQH8AkZ6Tt1TMsrOJGdKPm9n/pBjdzGrdfRFR/WmPTCPcNH8gzufXpc40AO7+R+L1cyywII8do2Q8cd5eZGafttjXaxLxHnQxcUN1AFEGO6/eTwzGvI24sToyzdA9CRyabkxeSmyCnMfz4UIine78dC70AqRz4Q9E+s3RxPUir5qJNRNvJdZoHmVmY8zsOQAVaVC/zDDGjTkHGAdcbGYfMbNzzGx/IptjGzO7hDifr9rQD8nY24lKt/9HpIG/yszqLNZqdhFVJ08B5uXpPSl16r5BdEyfNLNp6T30bqLC59lEevKrzOw5ee0YJRcBf3f3DwB7m9mJ7n6hu59D7NO0M5FKnsvZ6+Qi4r30a2bWaGYfrPjaNqRNg4Evu3tPXt5TNXNUfFe4+3cAzOwjQINFmdAfEaNSnybW7zyeWYQbtoQY0dmHWBj8VBoBucnMDiMW3+Y1f7bSXcDXUy7wZGKB8L+Beyyqo00nn+ul/k7kv+Ox3usGYg+sdmC5u38vy+A2pjzzldJtDiHWp33c3X9R8W1/Th+55u4PmNlNxBqRcyyqBv6MtesS3pxmv/JqKXGRnk9U46ol0kuXAPe4+zczjG1TLSGKdUwkOtyHWuyt8zcitXcP4FR3vzfDGDfky2lW4hBgjpl9wt1/YbFh5PbEAM2bcv46urjihnUSsY52R+BhM/sG0TFq9pytbRlgHvH6f4hITR4JvJ54H7qcSKm7yHNcZpnI2hhnZm8n9l2aRMzmPUQsoP8t8DHP33YaBwC/8qiQuStRjGonYiB2EZHufjBwmrvnbsPsAW4gZuwgNjg+ouJrdcS9U3MeZ4ygr6N6K3F/9wei6NZBZvYCd/94OnYXcLrnrOy71hwVUHrBHUSMJvd6lIg+jLgBvwrYjxgtv4PIC85NOl26mf048M3yBTrl0f6WSCs6mrjZvTi7KDdNast0d7/IorLbdr52oeGpwMvcfYqZvQe4LS8XwhR3udLWImJW6DfEDOTxRFW0r7r7j9L35660aToH9nL3v1usrehJ58FriH1bTiZuZld4TteppefhJKITvdCjnO8pRCncy83sLmK/k8MyDXQDUht+Ddzp7ielc/m1xGjyry02J9zT3Wen78/ja6mGGAW/kqjsWb4RPIa4iToaeLFHMYncSefCTODX7n5zxfHXsPZcWOXuyy2nZd8rrgsPAde5+z/M7LnEINNCYjbsSHf/bJoFy91of2rDp4mBjF8Se6rt6+43pa83ATt5/sumtwPL0sc/iU7dW4hU0j2I2dXziI2pczNjkc6Dw9z91xXHdiIyC37s7j+tOJ7LNZvQ9xy0EKlo/yxnzlistZvj7keb2SHufpvld61aDVEdcKXHWtlGYKSv3YfpKiJN/1Jge8/hnl5KqyuY9KK7BjiDKJu5Z/rSHe7+dndfSOT3T3T3x/PUMUquIRbjLbO1JXzriUXOY4jRkFxvvgZ9z8MVwEyLxalXE2XHmwHcfT6xMd4L3f2aHHWMjMjFbiRuRj5ELE79L/FaOpW4OG5b/j85vJk1YlTzV2b28nSzZxZrK35B3AzeBHyLGOnMq2uJlLMDiRKzhxLnh5nZl4gKPn80sx1Tm3MlxXQlkaq1bRqguZbYx+UwM3spkU5xgJk15LRjZMT+LMvdfSmxB9wPgEuAH/jaCpOvM7Md8vg8EOlb7wbeZ1EFEIB0LjQR58KPzWznnHaMyu9J9cTN94kAHmtYvpti3hf4XzPbIY8do+Sz6XMN0aF+GzH4VPYYsIeZbZfT1xHE+fwQMVP60pSOdikxg7E3MRP8eqI4Up46RuV1LS+vPO5RZOinwCfN7MUVx/PaMSqfC/91938M6Pg8CPzFYhuQ+RZFGvLYMTIiPfylQJOZNXvsbXetRSEYiPekbdx9TR47RqC0uiI6mxhNmGGxkdkpwJnl0fE0UnsoUa0uj35FnCTXAv82s78SO4Vfn752FGv3aMqldPJfQVxAXkWMaHaljtFsM2shbsrHEZ2OPHk/8IeUQldDVAVc7e6XA5jZwcS6hfdkGOPG7EF04P4KzLVYDPzHijfep4mSpu/K4eBApfuIKnSPWJSqbyZuRHYjNk49L8vgNsH7iIX9nzGztxKbA99iZq3EiP+RxAz3WXm6kRrg1cRN630pZWuNmd1PpEU9x8zOJ24G35/X1GR3v9uitHIX8HIz63X3n6Qv9xA3u+/x/JaJfgFwvbt/AcDMvmZmb3f371TMBk8nx89B8l/gXnf/upmNB95A7PH1deJ8+ARRBCDP17eHiVLLvzCz69JM9qPEIvm3EVUbP5jDNK4vAPUeWzi8jehof4+4tv3YzF5C7J1zb94GaAZ4F/H3/qWZXUm8ph5z9094bF57GHAIcT4/lGWgG/AGovBCOVvgi2Z2eHlW22KZwWnk+x5DaXVFY2b7uPvd6d8jiJurk9LjnYiR/295bGyWK2Y2krjxHk2MLHybGGleROw4n9eLdz8WGz4e5e7fNrOdiY7SF939hpQKsh+p0l6e8mhTp66WKLbw7/R5PvApT2XFU+dohcfGfrljsYD2v+W0CDM7lijFerpHZbd6orrSCHfP3Qxkeg5e5e6/Sp3oR4gNgycSaxN+7O6XVHx/XssU13vFIuz0upkNnOFRGa0m3dg+x3OY158GBl5FpJO+g6jo+RNiE8W5ROf0s+k9tsFzuIdOZUqNmZ1MzK58g+iU1hMDH9sCT3l+S9cfRuzd4uW/scWC7X+lm9rRxKLzJ3LchmM8Njd+KdF5+K67/8WiUuxRwOeJfbE6PYel6wHMbI+UyngUMeJ/GLFY/kri7/9nd/+Zme2Yx5F+iw2ZjyDO44uJ2fjbiDV4K1MH+440k5RbZrYbMXP6P8S68a8BXyI63WeZ2aeAqzyf5fdrgLe7+7cqjrUQhSMeImbnP5w63Dd6ftdtAuocFUJ60V1OLHheTCzYhtip/QfufriZ/Q8x4vCXPE0Zp9jfAfwsjZC/GLgOaPeUw29mXwFmuPujeUy9KUsXwmnAD71iMbDFvkanEm3I65vWlcBq4C5PZaLT12YSb76HEmumcrloPrXhMmIDy3uJQiTl2dKjieflVqLT98Ucv4Y+QoyYnU6cz2ewtlTuWcD/ARemcyV354KtTSftJTbt+xKRitaTRgRfQ8wU5XKdF/Sdx9cQM6gXmtm2xKzXkorv+R6xSfODWcW5PhXXg0eIFOXy++gJRCrpNcSmok3evzBJbtjact3bEWsPfuLuf0pfeycxU7EtUXzhfM/BvifrYrGe9EJiUODrFvu29AI3u/tiM1tA3KD/eoM/KCMVr6UaYpDyVmKt8lnAIo+y1+cD/3D3L2UX6TOl8/gI4HGP9Tf/Q6xvvDoNanyOaEN7poFuRHoOpgHfc/f7zWwsMM7df1nxPV9x9xMt3+vtriYqML7XY3kHFhUzf5n+/TWgJY+DHOuiNUfFUN5r42/AK9396fTxH+A3ZnYScAFxk5KbjlGykFgD8iEz2zXNULwfeLeZvTVdXPYk1bbP283gAC8n0hrfl0YFy36WPnbJJKqNK5dRPg3Yz8z2GfD1q4ib9SXk1+nE+pUPEyXTP5NG2XD3HxKjz5OJlJA8v4b+ROSONwH/47F/y1nEgucRxM1gns+FE4hBtQ8SVQ6PJ9JHIc6BJ4k9gfLsCKJj9zmLypJvJ6o2ApDScnYAnsgkuo27jBgIm0WshXpz6uBNImbi/0qMPv8pqwA3wQeBWnd/O9GWAyBKjhOFDC4gipV8Pa8do+TPRPGFJjObklIDu4B3mNl8ImUwl7PwyWTireZEojP6IeI69w9ij6lziaIkP1/vT8hA6hiVK6t+0cxOTjfh16RBpVXEutSdbG26dV59jRhAPtfM9nT3FcQ6TgDM7B3A881sZE47RkZUobuLSEHerfy1io7RW4nqn7kp+b4x6hwVw0PETd/3iEX/TbZ24e0LiRv2D+StR25mOxJpHicSucyTzWw3d/8N8AEi9Wx/4MN5TL0ZyGOfkCuATuDAlEZBesMy4kKTKynV8kZ3/2i6YJSAD6Tpboi2jAVO9nyX970buDX9rU8nFga/BcCisMej5L/UNcQF+6dECtobzOy9xELn7Yib9BbP0WaK6/BH1t50f4ZYt3oEQEqL+hc52cRvA+4gZhgvBsoV0U42s9Fm9iri/ao5j7Nf6T31tnQ+P05sbrl9GhRrA37q7jPc/TbP9/qcXwP3mtmriQGBE8zs48Sai3uJim+n5fV8Lt9wexTx+BYxSPAGM5tCdLS/QAwWfMDd788s0I3rO5/dfS5RFOkgouPxa+Jm9lTPUXp48k7gN+5+GtFBOtzMnk9U7/XUoTgd+E4eOxRlaVDjKmLG/RfAJ1IHqcfMas3sTcRA2mnuntfBmp2JzKDziPuJI81s3/IXzeyVRLrjtLynNVZSWl1Opd74az32+zmayKF9BTG682UibeInxE3V3z1nez6U1ySUp4FTOt0bifVGnwXwHFZOGihNFx/lUcGKlDaxJ5GCMIbI7Z/r7k+b2dg06pO59PoZR5TwvT8dex0xe/RRYjbyk8Rs0bZ5e/1A39/+ZiLWHxMj5l8jFqk2ESl289M5kud0g6nAg2lwA4sNXm8mbgK/R6TgNFlseJy7UfL0WnoZUejiXuJ5uDal3IxMj69z969mF+WGpTacTvzdlwGtxN4zH0rf8hkiZfmbwHM8Z+sfU/wHAf+p7DBYlMh9s7ufYma7V5zruVurls6F+USxi38S70/lPXT+l+gkvQGYQ5T9zWPn1IAx7v6wrV1Xdx6xvuVnwJ3AYnc/NtNANyA9D98HziWKkZxJnBOriM7pY8Rm0z9d38/IkpmVC4mNcvfOlEI3B7jA3R9MX3830XnK5bqW9Dp6O7G27pZ0bDsi5fpQIk1/G6Kgyui8DXxDXxv+lygY8aeK4ycSHdapHksldgTqPL8FJNZJM0c5ZGvLUu4HfWlDnyZGeT7v7l8nRmz3cfef5enG1mKzwWuI0sTbl29YUzrdT4ibq28BV5vZc9IJlkvpefgqUYGuvNfM14kUg+8T5bCPIxZCk6OOUQ1R8OI0Yof2dwN47LfxNo+CHlcAz3P3B/P0+imryIVfTqTcPE7s5TKGuHicQlSsc+ibvcuV9Nq+jtgA78SUwgURdx3Rht8Tu7iPIIczLqkNNxGv8wuJxf5zgGYze2sazfwJsH16zvLqIOLvfSKR6jSb2Fj0/zyqh/2JeL/tzmnH6HpitHyemU2p+Fv/FfinxYL0r5jZqJRWlLeOUbkNf/YoFvS0u/+OWBdyEzGDN44oaDAixx2jO4Hfm9nzK/7GXwCeB1xEvO8+YWbPzfH58HEiE+WPREfo88SM7ygio+PL6d+5ku4t2oiKnseRqtqmjIhHAbfYVuNN7n51zjtGNxGDArMtChSQ3oe+SryGfkmU9K7NccfoR0Q64Bct1puWlYtsldPeHy1axwhUyjuvvkjMSFxssTv1dkR62l+Bl1qsdzmYmI7NmybidbWCWGfUVk4Tcve/mtlriYvg2/KcSpdO/muIdV7fp/96oncRswHLiJHoXOxhVOFcYIm7n22xcdyx5U6ou69JnaUPEOtH8upjRMWwT5jZmcAB7v4rIse/PFV/AfHmnFevAn7u7rNTGs4VZvYXIlXleGLj1NMyjXDjdiWqPLVYrPG6gRj5P5U4vw8m8szfk7cb8kru/lszu4xI+3gPMTgwFTjFzD5JtGFyTtswgiikcoaZ7UKsNTJixu7vREn11xBpKyszi3LDDiBmev9tZl8GnmtmvyMGmp4gKk4eBpyU4+vCzsRr/wngUjObmmbqtiEGyP7lOd7gtcJK4GEz+yZxrf4NkbL8HTM7hOjkvT3LANfjdCLemcQ1bjsz+2ka3FtD2lCU/G5jUvZiYguE09LM+zmWqhC7e7eZrSHO+ffn+Fz4EPBbd/+UmY0h1mG/yN3vTRlD2xPXuI9mG+az4O76yNkHMVV5PnA/sVPyN4lOxz7A4cQC7n2yjnM9sdcT6Sp7Ax9JsW5f8fXjgb2zjnMT2rELkecLMep8SzluouzyuVnHuI6YjRgNfx6RcgBx0f4OsWlf+fn5AlENJ/OY19GGmvT3ra049l5iJG3n9HhbIkXzBVnHu4F2bDvg8WlEJaivETMYu1Y+b1nHu542lMu+3wgcko4dT4wKviE93oZIM8o83vW9nir+/VHgU0RHYlZ6T92DuOHaKetY1xP/jun1fgVRAh5iRPZa4ibQiNTMF2Ud63rit3JswGuJztA0Ymbi3PQc1BJrIXfJOt71vYaIvX0g0oMgNs7+MVEdjcr3osrXXF4+0vPw4orn4XPAR9PjdxMdjob03rtX1vGupw2vBqakfz+fGECbnB4fD/w2r+fBgHbsTWQUvBb4LrEG9TpivSnEGs7cXttSjNtW/PvzRAf7d+XXVDq+W9ZxPpsPrTnKiTQF/ylgAVGA4SBgD19blvILwK/cPXezRSn2LxClZf/ka8s47kvcxHYTI7Z/cffFmQW6CVJbWoh9lx6tOH4y8aZ2vlcsmM9Lbr+tLbF8nQ8ox21mF7r7R83sjUSu/zLPZxpaDXHTty/wbne/o+JrM4jX0SUeef65K3MN/c6FXmIdwnc9RgNf6VGIBDO7Gvisuy/NYztSGz5PjJDfSKSvzCHSPd5E7AO0v6dN/vKoog3/IWborkmjmW8lBgu+RawdfL+7/z6zQDfAYouDvxF/+5cTM6Vnu/tvLPZT+7y7f9AG7DmVF+k5+ApRJOIqM9uGuOm7J319W2Kvu9PdPW+z70BfG75JbID6f+7+7YqvnUScDzcTnY/5pIIAWcS6PhXXhucSKbC/Jjac7iUG+R6x2Kj2Qo+iQ7mRMh5OILI0OoHzgFaPPe2eT2wlMJuortfr7v/ILNgNSM/B8cC3PTaMP4QY+DjZ0/o0M/s+MD3n58KlxCzdLek9tQZ4Xzq/a4nX2Rmew33hBiuvObHDSsXahAc9Nonr9thN+Gvp5mkVcaO1m+WsLGWK/Qpi4eAPiYo9owE8Fg5/nRgh+TixkD7vvkGURH90QM74z4kSrdtUfnMeOkbJR4h8+O+a2QQzmwR9z4+Z2ReJTt+qnHaMjMi3/juR1rFrOl7+e/+GmLnrhdyWuQb4BHGj9FkiVWumRQnWcsforcS6qUcgt+34GJHKewUx2zKCuJn6CZGO+R9gn7y9F5Wl19JXiDVcXwVOTTcja4iiNu3EzdY0oqR3Xq0gqnmeQFTYmwnMsqhg9V5gTBo4y10Rj+QrRAGJq9L70YHev+rZkcSMUV5TASEqAP6WtB7KzF5Q/oK7X0787acTa3h6cno+f4I4F95ODLqWiIIkq4DjLPa6G0NUlM2NdB7/mChRfz6wO/F8nG9mh3qsxfkB8EJ3vy+vHaPkO0Qq2mctNsa+jcgkGGlmL7MoujWCnN4jpefiS0R8c4GjLTYO7q0YsG8kOnxPZhTmFqXOUT4cSdxw3GVmlxPFCj5M3DuVFxmeTj7LUu4N/N7dT3f324mUurdblNKESE8rETMBuVv4Xynd7N1C7JVwBbHmq7xY8i9ECs7MDEPckLuJTUWvIjYSvcTM3pUu1iOJfP6T8zoqRVRDW+zuLcRF+kwza/C1FQ1/S6xT2DmrADfRXcSGlv8iOhlvIS4apBvE9xKjg3leoLoU+L7HguaPEPuSlTdJfQ6x19TcHL4XlY0kNn88w93vIm7SR7l7F3GT8id3/4i73+Q5LHdd0em8iRgtf4IoxvAHojDPHsTN+tnuviqPN+QWFar+CNxnZncQ58EXzez49PVDiL2OzvCcrpMyswZi5vdC4L70sUv6WikNnj0IHJ1eZ3m1iHguRhAVJ1uAVxLXul8TnaQmz9/C/xcC/3T3aUQhleOIQYIvAG+zqPr5IaINuWVmo4j1y/9DFKQ638yem173lxJteB/5nnHZnVg/e4bHRvdPA8db7FOJmb2ZaMeZnt+S44OitLocSNPDbyRunL5HFAA4j6js8/l0QclVWcp0YTi4PCKejh1PjDB/nJjqnkzMBNR4zuvbW+yVsw2RirMtkU70S2KUucPdL07f11cuN2tpNOcAouJQLTGq9md3n2Fm44mR/5OJXPKVnsM9Q1IbdiVmtB6vOH4ukfZxAZEukZcZumdIbXgJcRO7HfEa+gIxU3EGMat6NpEu63m8AKY2HEvMDh1CDAJMd/c7LDYNbidmkf5CTs9nW1vlc25lqpxFadnxKbV0tLs/Vv7+PL2u0nOwE7Gu5V/pPekzRJW3fYlCMBeW05bzytaWuN4bOAr4r7t/Oc26XElcH/4EbJPT15ERM6R3phH+8vHj0/FjUkc7t9K5cBZx3u5MbAXyWmIm8lhiAO1xd/9yZkFuQHoOdiDuI35IDNA8h5i5+BZRNr0HKKWBqNxJbdgXeKI8q2VmzyHW2e2ZOn3l783zNg5jiWym8vvmscSs+3nEbNIJRLXANe6e5w2PB0UzRxmxKEt5ZhpBeICYPj7L3S9Oj08D/jeNXn0tTx2j5FTgm2b2Rotcfoj88UPd/XriIjjC3R/L4wWwkpl9F3hnGvG4hCiI8XQ60Y8DDkqjP+SsY/QL4mL9deJCMg84ycwO8Nic8BvA89391hx3jH5G3HR/I6ULlX2X6Bxtk6cb2IHSTchPiPPhO0Re/yeJNSLvIBZuf5m4iD+c045RDdBBLIhf7e6/INJuLjazCR6l379FFFbJ5fmc2rCASOt4jZltV5EWewdwv5kdTszKj0zpyrl5XaVz4adEZ/pLZtaYbpaWEeuOXkIUjhiZrh252wIhxXUT8C0z2zaNMF8NXJX+3n8nXmc7u/u/c/o6KqdyHQJ8xtZuto67X02kV59g+S3TXT4XfgQ86u6d7r40pT7NB6529weJTsZRZlafp9dSeg2dTwzO7Easw+4i9r06gli38xZgx/RelOeO0Q3EAPE1FvuR4VF97lLgj2b2KzP7YcqQyGPHqIbomJ4DfNViuwCI692b3f2XROdod3f/azV1jEClvLN0NVEZ5lVm9v40UvhoxddfR8xg5OoiXuEbROW8/YEaM7slnfiY2XuJkanvZxfeoPyXWCv1mMfGls3Ap8zs78BexMa1eXvz+l+iXPc0i9Lur3D3Sy3WtFxoZtcRs0ZHbvCnZOuFxEzXR1Ib5sQ9lF8P3EOMdp5KrEHKq+lECtc55bQ5d/8IUbkHM3sVkfP/luxC3KjziG0CrjazjxNpNj8hZrs+YWbLiLSuo7ILcaPaiEXZHydSAUd67BsCUfXzNGIWuzmnaR+vIKWVmtlBQIeZdROl639FzIgdB3Tm9HoA8V7zG+L99Gtm9h53X2mxQbNb7IXyfqIoRl69iShr/Wkzex7x+l8B/C3NbP+RmA2oJQZv8uidxHYBfzCzzxHXrw5i1velqfPxeqIYSW4KeaQOxdXEWrtfEIMd7ybS5iab2UuI+41RQO72wRpgZ+CvKYvjpcAZZraNu3/H3Z8ws/8Qs8Qn53gW8rPE9XlmGlg6gBgceCqdz8cR2yK8O8sgtxZ1jjJgZvXA5e7+c4u1RVeZ2QnpQlJHdDpOJsoi5vFCDpFC9C9iIefLgTVm9hSxXuHdwIme8zVGFW4Cjgb2N7On3f37ZvYYkeq4KzDToyhGnjwKvDxdwFuIPR/eRYzyvJcYQf+W53uR6jbA3hYLO39vZmcTC85rUyf1ROLCnmfXERdziCILO6SLYHmt1Fjg7Tk/F24jFmt3EBe/vxOdjdOJ96HnENUb87YmodIlnnZpN7MuYL6ZvdtjXdS2xOxLU5rNyKsDLDYX/Z2ZfYk4rz8AHJ7DzIF1+TGx3m6NmX2KGDF/r7s/ZVGkZyLwjrw+Bykd8MdEOyDWgbyUmMX4OTHz8lNif5en1/1TcuFnxHX5C0RWwbXEuXw5kfY+FvhSDq8Nzwf+6O4XAVikhu/q7n8zsxuI9K19iLU5uZwxgr4iQo8D9RZ7//zZzC4CPmlma1JabC+xVi2X50JyGZGyD9HZPiBdm3vMbAfgDUSlujy3YbNpzdEQSiMjLyHWVyyvOH4GcQE8xqL6UD05y6VNU6wzicXyd7j7rRYbuq4g1rS0A/9w90YzG5HDzkSf1JZTgW+4+8OpszoNWEx0TF8BfCzdpOSm1PKA5+B6YlbrAKDR3f/XzF5MrNE5uZwfnDfpHDjM3X+dHn+QmGU8xd3/nmaQ3gp83HO64D89D29x9++mx7XlWM3sCx6b+x1LjDYvyTLW9UnPw6tTagRm9npgtKcy8Gb2aiJ1Iq8FSNbVhr5z1cw+DdzosXEwFhUDczXQlOJ/VUWMJxGdoS8RndXvE+u7FqSv52qNFPSdC+cRs403l8/r9LVPEsUjbiQGze509zVZxLkhqQ0XErNBC9OgZYm4Jt9gZtsRgwXnelSTzZ3Uhs8QKWjXE2u6Dq04N/YjKr7lbmPRFPsZwBeJNOpyBsoMIjX/PEvl6i3SNZ/KMt71Se2Ykx5+hUgLPIPYm+m+NPM1gyhckKdKt30qXkcriQIMi9LxbYDZ7j7dzN5AVMbtzOtzsSXkNm+22tjatQlTiZzsvhSVNFLyPTO7l8hT7c5Txyi5mDjZ/wFckFI/7iNGNz9EpOX8yszqct4xMmLfiqdTx6g2pRZsS6Sw7Eq0czvIXanl8nPwIFGV7j9E/vKI1MHbm7jA5/INK/3tbwTOMrPyBeIK4vloM7M9gPFESkKe/u4D/ZCopvdpgDSSVmupypiZfZ64COYmZaVSeh5+SrThZAB3/ymxzqtsb6JUdG7WI1Qa0IaTIM7V9DzUEPt5vab8/TntGP0UaKk4Fy4nbq4eJ14/DxB7MZG+nqubqYo0qHqimmRrGqABwN0/SbyfXkhc03LXMUquIoqnfBeYa2Yvdfdud78hff0IYiY+V6+hsornoUSk884n1pr+suLbxhFtzNVzUBH7qnQdrrx3WAQst7VrBeuJKmm5k9pxBbGNww+Jwb3riUHj9jTo9ypiILkub+cy9NsCYSQxmHGixZp3iCyPbdM17yyiE5vL+4wtRWl1Q2cGa9cmHAC8z2Lxak+aol9GVF/Jaw7q34k0rfvMbA1RRWYqkVZ0gLuflNKJcvXmuw7PJfLiv2ax94+b2beJm/bfEGupPkiUxs6b+4BvpufgKWK/gcnp89XEm1pL3m4EK7yIGNX8IXCsmX3I3b/k7lekN+apxDqkz+Tx4gFgkcb4DaJDd6aZnefufbNcZraauCl/b45ToV5ApA79EHiLmU1x9/aUDmXEoucPELN5ee2kPo/+bTjJ3S+veB6+B1xpUUjl8Ry24wXEYNnAc6G8gfZBxHq2GRnGuDH7EGXRLwQws/2JgY2/pJHmnYi0nDd4FPXIHYtKsTe7e3t6/EUiu+PPqZN9CPEee6bnsIBE8kL6p6PtTwyi3ZfacASRGXG6r12HlxejiXufb1usj3qOmX0lzUA+RBR2uhf4sOdofdQ67A38qmKW90SLtcs3Ems3DyO2q7ggx52KScT5PBf6qtIdY2YPuPuvLVJjDyBmH+/LMM4hobS6IWJmuxKlDjvNbC9ikfaHyrnLFgu3/+k52ocm3Sjt5+5LzewDRPWtD6QZlzcQ+7ic5LEHUC7TPgayKKX5+fTwl8Qi1QuAWcD97n5nRqGtU3oOXkKs73o10YE40d0fqngOjiVmvla7+38yC3Y9UhueQ7z+V6UbpwOInOVOd/9SxfdWrtfJjdSG5xJt6ErHdib2/HF3/3g69gpiE+F71vvDMpLasG/5NZ5muiYRz8NDFTeIBxEdijy2oYbY8+SrxGASDGiDRfWnrjSLnavBmvQc7AM87O6PDTgXHnb3y9LzsiuA53CdV2rDHsT2AP8xi3TGlAZV7+7nm9lO7v6IxYaXuUrjgr427E5sUvt4+bViZu8jitucls7vHmKkP3f7kqU2vBa4OR3qSc/DdGC79DxsT+xvVJvT11I9Ud3TiNmKfxEDM21Ep+l7wAme03Ut6Tl4FXBP+TVisfdPE1H59nzg9R4p47m8P6q4Pj9V7oCa2VTgJP6/vTMPurKu4vjnsEoYhIqmZabZMk4qZtqUaSYmlqhNk5hl0NSUuaItlrGNGFbTQlkuSeILmOKSmKVB2qZimranYTIZlRJlSkjTkMvpj+/vvjzeee+7IPCcezufmXd8732QOYfzPL/nt5zvOdp4PQfdZ28Efh9tjrSlyLS6LYipLOX5ZjYTdXH+B0BZdT/h7k+a2bFmNs7d74i0MCqci8p1v97VD+EGoMvMdnT3W9DOZ/fqOuKDD91xmG5KIdoZDbxvBVa6+51IpHoCEm03JmC1U+z4IZqA34TSDK4FLq/E4PvADq4y0VEXRrcCs4Dry73+JNJ3LQOGmtnlZvZlMxtGsLQP6I7Dd1ADzsUmoTDu/ndgLvAvM1tmZlehHdxwi4rCuSil9yCTLvBppE1YCgxvxAGdcIfzodxL1wLD3P2/7v508aFxLw03NW+eY9KMhNKsVZ7nqcBNlWfhV8j+YcX+LwKrg05mGyWKzwRuNrPXVU7l7kUl0w8BLjb1bom4MBqETh0/ASw1s/0qi+i70MnXYWgB/u+IC6PCaehdNgkYVYnDz9kYh28Aj0a6l8r7+HQzOwFlO9yOqgSuLO+0i4BTynzpqMALo0HoZGgy8D1TRhDo3hrv7otRqt2eEHN+1PR+vsFUWQ/UluJAd78CVcp8oavS3v/FwghycbSl+TwqO/kjYIaZTQAwVaSzMhH5CBJRRqQLnawcYGaHlJ3lJWhyfiba4Yl81N3gQjZqdeahqmKfBL5i0rm8CuVrO4QaxI5G5X1PRlqEw1wanfkoZegsVMEncgz2Be5z948ifVQjp/8/rkad26Ju7ReXCW/Eo+y5qKTpVKRPOAS6CwD8E6V/vBSYHe2kooku9DyPA15nEjdvcIluq3GIcv83swuavF5hZp82s8+Z2f5N99IbkA8bAt5LE9n4PM8B9imnXBt6sD/Uwq7CHsAqV7n684DTbWP/k7+jDYSZqHhBtPYHDaYBv3D3U5H4/PjyTgZpXmYgH84Mnsq1AJW53halZjb6Da7m2XEIcxJfJuPfRKeno1CVyZvQxutMU5rji1G6+wh3j1yy+2DgQXf/ICq8cHg5MX28bHy/C7VweLBOI/tgHM9+P88tmwVryknqCSgz5fE6jayD1BxtWX6Nat0vNwnZTjazp939VpM24RBUCjGqNuEJ9FC8EHi9SedyI+r1MAJVswqzI9ULf0RanVUmvdR8pCtajZp07o5ygaO9zNcBryypNycCmNkUVADjfiQSjh6DwcCOpmpD3y67bV8ys4+5+y9RSdNjIp5UVFiCdmNBYvk3Q3cBgEFoHJ3oJb00ImVSshY9z42CIxvMbD1KZ2mHOAxDi9DPA/eg5+MLZnZ2WVxE98GBPcvzPAWdbE0xs+nu/tNyPbL9UPrLmJqXLyvj6RnlPlqFikicFHW3v3AdWsiBCgm9tbKpsR6lqZ0T3AdQKtrTaJGxFulDHkGbgFHjcDjwkJcqmGa2u5lt5+6zSirXcWiTZrbH00c18wQqWvMS1PJgKHCEmZ2PToOPQdrTP9VmYd+sB3Zpej9/wZQiuxrNkyZ7vLLvWx53z5/N+IMGrNGoKsnBSHC7Q7l2MBL974aavL68bnubbB+EjupPBF5WvjsKiQ0noE7zi1AOdu329iMOH0AD1kkoLW2ncu0t6AU4tnwO40+JQSPN7/mo8eOngOXl+hEo3eN5ddvax7/9fpXP09Ax/cjy+Ri0owkqWV+7zS182L8al/LfUcDc8vubkQDd6ra3P3Eo301Au/8T0ObNFeX7YXXb28976YOoOMxu5fPbUM+WkD4U+19T+XwWSue6o3wej3bSh0S0v9hYHZPGIM3XksYYVHz4Wvn9BXXb24sPZ5TxdNfK90Mr989EVERiRN329hGHdwO7l+/eiNpP7IM2DG4u3z+/bnt78WN05feLgHc0/GvEpG4b+xGD48u74MgyJjXezweigj1DGu+7aD/Fh7ORLmp0+e/1qHF24/08s/z+grrtresn0+o2I03ahKtQxbNvoSavY139LJYAu7j7DzzeTnMXKqU8BLjUzHZDKUNnohfHKrSDHjXtBujeJb8ODbJPugT/V6JUtKpWZzSAx0qF6gL2QiLaa1E+9jw2lucegiZcIankMM8oR/K4+xx03yw09QzZjo3/9tFO66o+TDOzSaBUy/L9YNTc76No0Tfcy1skEk1xmFS5NBRNEiei3eWfm4TC4SootbiX5iF9zvyiURsJDDYJ6kP5ULF/ukmkjbvPRRU+G+law9HzHLI0bg9pUJe4excq3b3IVFxoV6SXGuzua2sytSUVH16BNpy+YmajyuXBKIVrBhKej/KAJxZNcRiJyqaPQvfRO9DJxR+QbmSEB9N6VVL+cPd/VdIYfwf8zVSue075PtL7uJumGIxBeq7bkMao0VdwLDrhHukBqw4XHxaigipPAdPc/RI0z/hm5f08pvwvkdMatyiZVrd5aWgTppnZ8ahR5KVmti3K5VyJdhyurtXK1qwALnD39WbmSOw5GaWlvcjdjyrHr6EXRzxbm/AZlK5yMXqRLDCzZSitZUF9JrakGoOngMvQPbPUzK5Bg+9Uj9tLal90KncjyoN/l7svdvfzzWw6KgqwN9q5ikqzD8e5+7Xu7ma2DqWl7YUqNf6lTkN7odmHSe5+jbt/18wORZWJoj/PzT6c4O5XufuHy700C91L04NtcDRotv94d7/a3X9rZveb2dXo5HFqxAl5oVUa1Geb0qBmeVydVLMPL0VppetcjUUHowI9UzxeUaQGPfkw3N3vNbOJwBh3f48Fq4hWJuOXA0PM7BZghbvfXXleV1KK2qBy3RGf4wbNMXgJOm35a3me56Esm6keVyt1GJqjNsrvX2CqejsfLfBmA6+mvJ8jbvxtLbKU92bEzF6LKq6sLTfcO939pHJtT3QasM6D5aCadZdinYl2Rd5bdsqnAO9B5bsfLn821ODbE2Y2FomFHaUa/BvtrL0PnViMQWXTw+Rj9xKD96FqRMeiRd86dw8tjiy7f4OQuHw8cL+7X1W5PiLwZBDo0Yffuvs15dr7gbvd/b4aTeyTHny4z90XWyl1Xf5M6Oe5H/fSNh5YNN+b/Wa2PZp/PNbLX1E7Zja6Mdkzs4uAW939+sa9YyrsEe7Uq0oPPizzjRqLo4AHPLbWqycfbnH3JU1/JtTzXOYQB6KWE0cjzeC97n5zuX4kcClwaOCFaTetnoXyeQhKyQx1atcKMzsbpWheieYYb3K1QAg9pm4tcnH0HCmD62moAtpyd19Vvh8FnOvuZ5Wd2pUeUDhffdjL5zloADuxTNZnAfPc/ZG6bOwPJQ6nIMH5UkrlLeBgV9PUo9FL8LRou1P9iMFsVNXnb3XZ2BfNPpTvRgL7Awegohf/RDtTz0TckeqnD2vc/bw67OsP/fBhN/SMnIsm5u0ah7D3Uj/tfxSJzsNMZKv0MCY1+gCdgsTmQ5HeYgalv049lramnz4c7qVHWUT64cMwpB8MGQcz2xs4GaUsPok0Uvuh06SdyinqWC9tTiLSzxgcAXQ3A49GizFpD+DPxZfZwEKPWxxsq5Npdc+dLnQycTdwmZl9qOyADANGmLQJR6KqH2Ho4bh7pbsvd6UEno/yyX+KBKxf7+3vCkIXisM9KC94EsoJ7jKVUN8G5ZeHYQAxOA4JV8PRKm0CoJxO3GZm41FKwjERXx4D9OHY+ixtzQB8OALFIdykvN3vpU2wv21i4G2UBjVQH2oys1c6IQ6FB5H2+k3Aj4E70QJpX6T1WuPqFxeOTYhBqPEIeh+TUIqgmyQgE5CMIilkQYbnzgrg4y6R6kLgEjPb090fRdqEo1FDs2jahMloMXE6Sj8bX05XcOXUXgH8BTg28olFhUYc5iNN15Vo4FqAtAnvBb4a7CXSCTFo9mGCmb2tcbHsmA9CPkRNWxmIDw/UY2Kf/L/FIaIP7W4/9OEDsn9n4MPuvqIG+/pD+hCEkp51A+qnMxFtyK9BlXt/FHVhVOiEGLT0oSyM9kIZN5OjZwdtbXJxtImUFTnoYf96yfVdiEpdX2Jm26Duyad6vKp0AL9AVZKeQZXd7gL2MrOdy1H4ne5+Y+CXONAyDpcjn64GFpeFxiR3/01ddragE2LQkw97m9lYMxtXvj8v8KIC0ocotLsP7W4/tPZhRzPb292XohL3kfUh6UMgXFKDy1Aa41fRhvGiiCctTXRCDHobk/ZBp3pvDz4m1UIujjaBkr/pAO4+G/gTSoEyd18ELEd9Bi7wuKLt6nH3EHTcPRJVKtkBVfMJTR9x6AJ+RilJ6TEFhm0fA1r7MA6VBB3lwcXapA9RaHcf2t1+aO3DvsBOplYIYfUhhfQhGO7+sLsvAKYiLW3EDeNmOiEGvY1JOwLbe/ACT3WRi6MBYKILuNDMppjZQQDuPg31AFpkZqcivUsofUszfRx33+bua2ozrg8GGIdwef0N2jkGDfrw4Sfpw9Yhfaifdrcf2j4NCkgfIuPujxXJQXg6IQad4ENdZLW6AWA9l6X8pbt/p1w/EhViWBE8FaobM3sREggfjnronB59V6fT4tCOMWgmfYhB+lA/7W4/pA9R6AQf2p1OiEEn+LC1ycXRALDWZSkXojSoVe6+rj4LNx0z2w4Y1A67Op0ah3aKQSvShxikD/XT7vZD+hCFTvCh3emEGHSCD1uLXBwNgFJk4STgIVSW8hnUSfh24CnU4C986kS7k3FIkiRJkiRJtgSpORoAnaAR6QQyDkmSJEmSJMmWIE+ONoHM34xBxiFJkiRJkiTZnOTi6DmQ+ZsxyDgkSZIkSZIkm4NcHCVJkiRJkiRJkpCaoyRJkiRJkiRJEiAXR0mSJEmSJEmSJEAujpIkSZIkSZIkSYBcHCVJkiRJkiRJkgC5OEqSJEmSJEmSJAFycZQkSZIkSZIkSQLk4ihJkiRJkiRJkgSA/wGAxb8/YQBI3gAAAABJRU5ErkJggg==\n" 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\n" 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\n" }, "metadata": { "needs_background": "light" @@ -382,84 +382,84 @@ "output_type": "stream", "text": [ "Lag 0.00\n", - "Standard Deviation raw dataset: 128\n", - "Standard Deviation processed dataset: 128\n", + "Standard Deviation raw dataset: 73\n", + "Standard Deviation processed dataset: 73\n", "Symmetric Mean Absolute Percentage Error of Variances: 0.00\n", "\n", "Lag 0.02\n", - "Standard Deviation raw dataset: 287\n", - "Standard Deviation processed dataset: 287\n", - "Symmetric Mean Absolute Percentage Error of Variances: 0.00\n", + "Standard Deviation raw dataset: 260\n", + "Standard Deviation processed dataset: 238\n", + "Symmetric Mean Absolute Percentage Error of Variances: 8.84\n", "\n", "Lag 0.04\n", - "Standard Deviation raw dataset: 474\n", - "Standard Deviation processed dataset: 460\n", - "Symmetric Mean Absolute Percentage Error of Variances: 3.00\n", + "Standard Deviation raw dataset: 458\n", + "Standard Deviation processed dataset: 409\n", + "Symmetric Mean Absolute Percentage Error of Variances: 11.30\n", "\n", "Lag 0.06\n", - "Standard Deviation raw dataset: 582\n", - "Standard Deviation processed dataset: 566\n", - "Symmetric Mean Absolute Percentage Error of Variances: 2.79\n", + "Standard Deviation raw dataset: 583\n", + "Standard Deviation processed dataset: 501\n", + "Symmetric Mean Absolute Percentage Error of Variances: 15.13\n", "\n", "Lag 0.08\n", - "Standard Deviation raw dataset: 646\n", - "Standard Deviation processed dataset: 617\n", - "Symmetric Mean Absolute Percentage Error of Variances: 4.59\n", + "Standard Deviation raw dataset: 636\n", + "Standard Deviation processed dataset: 543\n", + "Symmetric Mean Absolute Percentage Error of Variances: 15.78\n", "\n", "Lag 0.10\n", - "Standard Deviation raw dataset: 663\n", - "Standard Deviation processed dataset: 629\n", - "Symmetric Mean Absolute Percentage Error of Variances: 5.26\n", + "Standard Deviation raw dataset: 668\n", + "Standard Deviation processed dataset: 569\n", + "Symmetric Mean Absolute Percentage Error of Variances: 16.01\n", "\n", "Lag 0.12\n", - "Standard Deviation raw dataset: 621\n", - "Standard Deviation processed dataset: 588\n", - "Symmetric Mean Absolute Percentage Error of Variances: 5.46\n", + "Standard Deviation raw dataset: 667\n", + "Standard Deviation processed dataset: 558\n", + "Symmetric Mean Absolute Percentage Error of Variances: 17.80\n", "\n", "Lag 0.14\n", - "Standard Deviation raw dataset: 602\n", - "Standard Deviation processed dataset: 570\n", - "Symmetric Mean Absolute Percentage Error of Variances: 5.46\n", + "Standard Deviation raw dataset: 647\n", + "Standard Deviation processed dataset: 540\n", + "Symmetric Mean Absolute Percentage Error of Variances: 18.03\n", "\n", "Lag 0.16\n", - "Standard Deviation raw dataset: 594\n", - "Standard Deviation processed dataset: 563\n", - "Symmetric Mean Absolute Percentage Error of Variances: 5.36\n", + "Standard Deviation raw dataset: 627\n", + "Standard Deviation processed dataset: 509\n", + "Symmetric Mean Absolute Percentage Error of Variances: 20.77\n", "\n", "Lag 0.18\n", - "Standard Deviation raw dataset: 600\n", - "Standard Deviation processed dataset: 566\n", - "Symmetric Mean Absolute Percentage Error of Variances: 5.83\n", + "Standard Deviation raw dataset: 621\n", + "Standard Deviation processed dataset: 506\n", + "Symmetric Mean Absolute Percentage Error of Variances: 20.41\n", "\n", - "Lag 0.21\n", - "Standard Deviation raw dataset: 603\n", - "Standard Deviation processed dataset: 574\n", - "Symmetric Mean Absolute Percentage Error of Variances: 4.93\n", + "Lag 0.20\n", + "Standard Deviation raw dataset: 613\n", + "Standard Deviation processed dataset: 519\n", + "Symmetric Mean Absolute Percentage Error of Variances: 16.61\n", "\n", - "Lag 0.23\n", - "Standard Deviation raw dataset: 634\n", - "Standard Deviation processed dataset: 597\n", - "Symmetric Mean Absolute Percentage Error of Variances: 6.01\n", + "Lag 0.22\n", + "Standard Deviation raw dataset: 630\n", + "Standard Deviation processed dataset: 512\n", + "Symmetric Mean Absolute Percentage Error of Variances: 20.67\n", "\n", - "Lag 0.25\n", - "Standard Deviation raw dataset: 632\n", - "Standard Deviation processed dataset: 585\n", - "Symmetric Mean Absolute Percentage Error of Variances: 7.72\n", + "Lag 0.24\n", + "Standard Deviation raw dataset: 644\n", + "Standard Deviation processed dataset: 517\n", + "Symmetric Mean Absolute Percentage Error of Variances: 21.88\n", "\n", - "Lag 0.27\n", - "Standard Deviation raw dataset: 549\n", - "Standard Deviation processed dataset: 536\n", - "Symmetric Mean Absolute Percentage Error of Variances: 2.40\n", + "Lag 0.26\n", + "Standard Deviation raw dataset: 577\n", + "Standard Deviation processed dataset: 523\n", + "Symmetric Mean Absolute Percentage Error of Variances: 9.82\n", "\n", - "Lag 0.29\n", - "Standard Deviation raw dataset: 462\n", - "Standard Deviation processed dataset: 461\n", - "Symmetric Mean Absolute Percentage Error of Variances: 0.22\n", + "Lag 0.28\n", + "Standard Deviation raw dataset: 466\n", + "Standard Deviation processed dataset: 451\n", + "Symmetric Mean Absolute Percentage Error of Variances: 3.27\n", "\n", - "Lag 0.31\n", - "Standard Deviation raw dataset: 376\n", - "Standard Deviation processed dataset: 379\n", - "Symmetric Mean Absolute Percentage Error of Variances: 0.79\n", + "Lag 0.30\n", + "Standard Deviation raw dataset: 394\n", + "Standard Deviation processed dataset: 358\n", + "Symmetric Mean Absolute Percentage Error of Variances: 9.57\n", "\n" ] } @@ -528,7 +528,7 @@ { "data": { "text/plain": "
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09xDd6jiZqEl5Ub2Fj3UKchPAzE4ws7YQWBJ2wO8lausPUZv+S81sdvj8EDP7u+GnNjoeNaX6BVEnT39y9w3howOImkDsAHrN7ByiewyKNYloJ7gDwKJu2F9d8BcvlWkrUZPra81siplNMLNs5dsFNJvZaRaZZGbnmtlBZna8mb0lBOg9vNRBU0EWDTHweqKDh91Ey2Lod04JeU4gqhB7cqa9nei+ilK93sz+2qLmKZ8kqpyy68ADwPvCGf6zGdyEbDvwcss/ZMXNwLlm9tZQ3rYw7VGdJNkP24FZIYAvxteBd5rZWWG+Gy3q0n9Gkb//T+DtZvYailv/7iaqOLPNEn8x5H1BBdabg4g643jWzI7gpZMhWUPXl4OI/p+dRAdaHTl5HGBRC4xDPGqW9hwvrXd5t4U8+Ygk3X+ifUAp+4CDiOrJZ8ysiZym3nkMnd6twHFm9oFQT08IdeWJI0yn0DRHUvTxkbv/hKi/ku+Z2exQr8wnqmuuc/c/hK8+QNRUdIKZzSPqKyNrB9HyHrGM4cRIF/B5Mzs0lO8IMzsr32/M7B1mdkw4Gf0s0ZXBYo5bmszs/UStyzpD89WtRLeVLTWzg81snJkdbWbZ44ftwAwzO6DI8t4AfCQcS4wLn52QM61hl4lHzYZvBq4Mx2ZHAa1Ey71UozmW3ER0y9MVYTt6I/DOYjN29xeJmll/NiSliebpqFCWaWZ2XrHTG+Im4F/N7JUWnSTrILqnvzd8fjtREPzvIT27ThxEFAzvAMab2WeJrjongoLcZHieqKOI1WbWTRTYPEgUjODuPyC6Avkti5oQPUh0j2pcvkl0BnmgqXJoLvHPRDuq3URnmlcWO0F3f4ho5/Brop3hHKLeGYv1AaIzgb8nus/qk2G6a4g6GFgRyvUoUccDEAXlVxGdRdxGdNa70HASl1h0L9dOok4S7gfeMKRpS9bBRJXBbqJmJTuJmhlBVBGcZFETlh+WMI+3EN0/uzvM71+HgxiIOjh4J1FnA+8nOogCBq783wQ8FvIc1DTN3R8munKwnGhZvJNomI0XSyhbOXwnPO80s98U/Cbg7k8QnZVuJ9qBP0F0cFjUfi+csPka8Nki17+7iSqMX+Z5n89I680VwOuIDlhuI+pQItfngH8L/93FYRqbiM5yP8RLJzqyPgBsDPuCZqL1YaRtYbh8RBJN+4CS9wH/SdRfw9Mhzx+PMN//RXQP4m4z+0I4TjiTqFnlk0T1brZTpWINmuZIX96P46O/IboK9mOiEw9fJ6qzW3K+8/8RXbHcTfTf5R4L7SG6V/mesBxHut95MdH/sCqU7ycUvl/y2PCdF4jW1Wvd/ecFvv87M3sh5PFRovtpP5vz+QeJLlI8FObnu7zUZPtnRKMubDOzbFPtvOV193uJOhX7PNG6fDcvXX0c6X9rIbog8BhR78ffBG4sMF/DKsOx5PuIjrd3EZ3E+VqJRbgRmGlm7ySa55VETcufJ9pmTitxernT/W+ifc2fiC6cDKyT4Ury9xlybE7Um/iPiTry2hR+t7+3BIw52d7CRERERERERGqeruSKiIiIiIhIYijIFRERERERkcRQkCsiIiIiIiKJoSBXREREREREEkNBroiIiIiIiCTG+GoXIA5Tp071WbNmVbsYIiKSEPfff//T7j6t2uWoZaqbRUSknArVzYkMcmfNmsWaNWuqXQwREUkIM9tU7TLUOtXNIiJSToXqZjVXFhERERERkcRQkCsiIiIiIiKJoSBXREREREREEkNBroiIiIiIiCSGglwRERERERFJDAW5IiIiIiIikhgKckVERERERCQxFOSKiIiIiIhIYijIFRERERERkcRQkCsiIiIiIiKJEVuQa2aNZnavmf3OzNab2RUh/Stm9iczeyA8Tg7pZmZfMLNHzWytmb0uZ1ofMrM/hMeH4iqzSLm1tLTQ2NiImdHY2EhLS0u1iyQiIjJmqd4UkXKI80puBniLu78GOBk428zmh88+5e4nh8cDIe0c4NjwuBC4DsDMmoDLgNOAU4HLzGxKjOUWKYuWlhbS6TQdHR10d3fT0dFBOp1WhS0iIjKMlpYWVqxYQSaTASCTybBixQrVmyJSstiCXI+8EN5OCA8v8JPzgK+F360CJpvZYcBZwF3uvsvddwN3AWfHVW6Rcunq6qKzs5PW1lYmTpxIa2srnZ2ddHV1VbtoIiIiY86KFStKShcRySfWe3LNrMHMHgCeIgpUV4ePrgxNkj9vZqmQdgTwRM7PN4e0fOkiY1omk6G5uXlQWnNz88AZahERERERKb9Yg1x373P3k4EZwKlm9mrgUuAE4BSgCVhcjrzM7EIzW2Nma3bs2FGOSYqMSiqVIp1OD0pLp9OkUqk8vxARERERkdGqSO/K7v4M8HPgbHffGpokZ4AvE91nC7AFODLnZzNCWr70oXlc7+7z3H3etGnTYpgLkdIsWrSIiy++mPHjx2NmjB8/nosvvphFixZVu2giIiIiIokVZ+/K08xscnj9MuDtwO/DfbaYmQHvAh4MP1kJfDD0sjwfeNbdtwJ3AGea2ZTQ4dSZIU1kzHN3+vr6AOjr68O90G3pIiIiIiIyWnFeyT0M+LmZrQXuI7on91bgG2a2DlgHTAX+T/j+7cBjwKNAF/BxAHffBfxHmMZ9wL+HNJFRiXuYguuuuw4zY+nSpXR3d7N06VLMjOuuu66s+YiIiIiIyEvGxzVhd18LvHaY9Lfk+b4Dn8jz2Y3AjWUtoNS17PA+nZ2dNDc3k06nWbw4uj18+fLlZcmjr6+Pz33uc7S2tgLQ2trKiy++yKWXXlqW6YuIiIiIyL4qck+uJEdSBmnv6uritNNOo729nUmTJtHe3s5pp52m4X1ERERERGqcglwpWktLC9dcc82ge0yvueaamgx0M5kMq1evpqOjg+7ubjo6Oli9enVZh/cZN24cn/nMZ1i2bBl79uxh2bJlfOYzn2HcOG12IiIi1WJm+zxEyiUpF4RqnY62pWjXXnstZkZnZyfd3d10dnZiZlx77bVlz6sSO4gFCxbQ2trKxIkTaW1tZcGCBWWd/sc//nH6+/tpa2tj0qRJtLW10d/fz8c//vGy5gPaoYqIiBQjX0CrQFfKoaWlhRUrVgxcNMlkMqxYsULHZVVgSeztdd68eb5mzZpqFyNxzIzPfe5zfPrTnx5Iu+qqq7j00kvL2mtw9orxuHHj6Ovro6Ghgf7+fj7xiU+U7X7ZQpVZuealsbFx2CvDqVSKnp6esuQB+e8vbm5uLtvyEql3Zna/u8+rdjlqmepmGUkl6uZK5CH1q1Lrl9bjSKG6WVdyZczJ9j68ZMkSuru7WbJkyaD0csruJOI4g5vJZJg+fTruPvCYPn16WZtEg+4vFpHimdmNZvaUmT2Yk/ZtM3sgPDaa2QMhfZaZ/Tnns3TOb15vZuvM7FEz+4LpMpiISMXkHlsO914U5EoJGhoauPTSS5kwYQJmxoQJE7j00ktpaGgoaz59fX0ceuihg5r5HnrooQP3ApdT7s4hDm9729sGNSN+29veVvY8MpkMq1atGnR/8apVq8oeTItIInwFODs3wd3/3t1PdveTge8B38/5+I/Zz9y9OSf9OmARcGx4DJqmiIhINSnIlaKddNJJAPT29g56zqaX0/bt21m4cCE7duxg4cKFbN++vex5VMI3vvGNQcvrG9/4Riz5HHnkkYOu5B555JGx5CMitc3dfwkMO9Z8uBr7HuCmQtMws8OAg919VRj+72vAu8pcVBERqaLhOmirpY7aFORK0R566CGAgSu32edsermtXLmSadOmsXLlylimDzB79mw2bdrE7NmzY8sjtzfquGzcuJG9e/cCsHfvXjZu3BhbXiKSWG8Ctrv7H3LSXmlmvzWzu83sTSHtCGBzznc2hzQREUmIWm8SrSBXitbX18f8+fMZP348AOPHj2f+/PmxBm9xW79+PUcddRTr16+vdlFGrb+/f9CziEiJ3svgq7hbgZnu/lqgFfimmR1cygTN7EIzW2Nma3bs2FHGooqIiOSnIFdKMty9nzI25DbvjkMlhinSUEgi1WFm44G/Br6dTXP3jLvvDK/vB/4IHAdsAWbk/HxGSNuHu1/v7vPcfd60adPiKr6IiMggCnKlZJdccgmTJk3ikksuqXZRJEeczbuzwzrl3l98zTXXlDUIzQ6FlHsSJZ1OK9AVqYy3Ab9394FmyGY2zcwawutXEXUw9Zi7bwWeM7P54T7eDwK3VKPQIiIiw1GQKyWLu0diGXuuvfZazGzQsE5mxrXXXlu2PLq6uujs7KS1tZWJEyfS2tpKZ2enhkISKSMzuwn4NXC8mW02swvCR+ezb4dTfwmsDUMKfRdodvdsp1UfB74EPEp0hfdHcZddRESkWJbEQEUDzsfDzDjooIN4/vnnB9Ky72ttgOuk5JGbj5nh7gPP5czHzJg/fz6//e1vyWQypFIpXvva17Jq1aqy5tHd3c3EiRMH0vbs2cOkSZN0QkWqrtCA81Ic1c0ykiTVzVKfqrF+5R73xaUSeeyPQnWzruRKSZ5//vlBQVVuwCvVNW7cuEHP5XbvvfcOakp87733lnX6qVSKdDo9KC2dTpNKpcqaj4iIiIgk2/hqF0Bqz7hx4+jr6xt4lrEh7qGK+vv7aWtro62tLZbpL1q0iMWLFwPQ3NxMOp1m8eLFNDc3x5KfiIiIiCSTglwRGROWL18OQHt7O21tbaRSKZqbmwfSRURERESKoebKCVKp4VfivmIoY9OUKVMGmg6nUimmTJlS9jyWL19OT08P7k5PT48CXBEREREpmYLchKjk8CvTp09nw4YNTJ8+vezTlv0zYcKEgu/LYffu3WQyGQAymQy7d+8uex4aJ1dERERERktBbkJUcviVnTt3cuKJJ7Jz586yT1v2z969ewu+rwUaJ1dEREREykFDCCVEJYZfMTNe//rX8+CDDw4MI/PqV7+a+++/X0MIVSmPSuWTzWP69On84he/4IwzzmD79u1lzaOxsZF58+axZs2agfUr+76np6cseYjsLw0hNHr1WDdLaZJUN0t90hBClaUhhOpApYZfuf/++wc1Wb3//vvLOn0ZuyZOnMj27ds58cQT2b59+6ATKuWQyWT49a9/PehK7q9//euB9U1ERKSWmNk+DxGpDPWunBCVGH5l3Lhx9Pf3D5suyffnP/+54PtymDlz5qDelWfOnMnGjRvLno+IiEic8gW0Y/WKmEjSKDpJiOXLl9Pc3Ex7ezuTJk2ivb297MOvDBfgFkqXZBlaKcdRSW/cuJGzzjqLHTt2cNZZZynAFREREZGSKciVkjU0NAx6FimXWbNmcccddzBt2jTuuOMOZs2aFUs+SenFOSnzISIiIlJOCnITQj3TShJs3Lhx0D3fcVzJTcq20tLSwooVKwYtrxUrVtTcfIiIiIiUm3pXTohK9EybxN6Caz2PSuWTlDwg2lY6OjpobW0dSFu2bBnt7e011YtzdnktXLiQG264gQsuuICVK1cC6iE0DupdefTqsW6W0iSprlEvzvVJvStXVqG6WUFuQmQ3qvHjx9Pb2zvwDKoYkpxHpfJJSh7ZfOIebqsSzIwFCxZw2223DaSde+653H777TU1H7VCQe7o1WPdLKVJWl1TrXxUB1SPgtzK0hBCdSQb2Gaf46B7ciVO2QoirqEWUqkURx999KAhHY4++uiyD7dVCaeddlrB9yIiMthFF11UUvpYVqgHZ5F6pyBXStbX1zfoWaRccs8UunssFfWkSZPYtm0bs2fPZtOmTcyePZtt27YxadKksucVt8suu4xly5axZ88eli1bxmWXXVbtIomIjGnLly/noosuGjixmUqluOiii8o6GoWIVJ+aKydENhhoaGigr69v4BnK38QnO15u7ri5tdbEJyl5VCqfSuZx4IEHcvfdd/PmN7+ZF154oax5ZPOZNWsWW7duHbh//bDDDmPjxo1jsilOPnPnzmXdunUDJwayz3PmzGHt2rXVLl7iqLny6NVj3SylqXRTzzibYCalbpbSqLlyZam5spRVNrDV+LgShxdeeIHXv/71AwFuHO677z56enpwd3p6erjvvvvKnkfcw/usXbuWOXPmDLryrQBXREREBMZXuwBSXmpKLDKyU045ZZ8rueXU0tLCNddcw7hx0XnE3t5errnmGoCyNolTQCsiIiKyL13JlZJlD9yzzyK1pKmpadjxeJuamsqWx3XXXYe7Dzrp5O5cd911ZctDRERERIanKEVKpubKUst27dpVUvr+yAa3Q3uKVgsLERERkfgpyBWRujN58uRBPWtOnjw5lnyuvvpquru7ufrqq2OZvoiIiNQGDe1UWQpyEybuMUZFkuCZZ54ZNKb0M888E0s+bW1tTJo0iba2tlimH3fnViIiIlK87An04dLHYu/ESRZbkGtmjWZ2r5n9zszWm9kVIf2VZrbazB41s2+b2QEhPRXePxo+n5UzrUtD+sNmdlZcZU6C3J5WRSS/c889lx07dnDuuedWuyj7paWlhXQ6TUdHB93d3XR0dJBOpxXoioiIVElPT88+gW4qlaKnp6dKJapfsY2Ta9GlxEnu/oKZTQD+F/gXoBX4vrt/y8zSwO/c/Toz+zgw192bzex84N3u/vdmdhJwE3AqcDjwE+A4d897c1s9jsVnZowfP37g6hQw8L7WxmNLythyWl5jL49K5VOJPBobG5k3bx5r1qwZ6CU6+16VaflpnNzRq8e6WUqjcXLHXh6y/yo1tqzGya3wOLkeyQ50OSE8HHgL8N2Q/lXgXeH1eeE94fO3hkD5POBb7p5x9z8BjxIFvDJEboA73HsRSY5MJsOvfvWrQc2uf/WrXw30Gi0iIiKDZW/xyT4aGxurXSSJSaz35JpZg5k9ADwF3AX8EXjG3bPR12bgiPD6COAJgPD5s8DLc9OH+Y2ISN0abpgiERER2VdjY+M+J4IzmYwC3YSKNch19z53PxmYQXT19YS48jKzC81sjZmt2bFjR1zZjHkNDQ2DnkVkeJXopG369Ols2LCB6dOnx5aHiIiIjCxfSye1gEqmivSu7O7PAD8H/gKYbGbjw0czgC3h9RbgSIDw+SHAztz0YX6Tm8f17j7P3edNmzYtjtkY86ZOnTroqs7UqVOrXCKRsamhoWFQJ21xnBRqaGhg+/btnHjiiWzfvl0nnkRERpCvNYpaqYhIqeLsXXmamU0Or18GvB3YQBTs/m342oeAW8LrleE94fOfebRXWwmcH3pffiVwLHBvXOWuZU8//TTjxkV/6bhx43j66aerXCKRsSl7Mijf+1rJAypzRVpDFYlIpbj7oJOQCnBFZH/EeSX3MODnZrYWuA+4y91vBRYDrWb2KNE9tzeE798AvDyktwKfBnD39cDNwEPAj4FPFOpZud719/cPehaR4Y0bN46f/OQnAyeG4jB79mw2bdrE7NmzY8sj7mHDNFSRiIiI1JrYhhCqpnocpsDMaGhoGHS1KPu+1rqqT0q3+1peYy+PSuWTzWPcuHH09/cPPMeRx3DKubwaGxvp6OigtbV1IG3ZsmW0t7fX1VBFGkJo9Oqxbpb9V8vDoozUsqbW6oGkSNIQVZXOR0MISVX19fUN6ngqruaRIjKyqVOnDmpZUav3yGcyGZqbmwelNTc3q6MOEZE8xmIwIFJvFOQmzLnnnsuOHTs499xzq10Ukbo29J74Wr1HPpVKkU6nB6Wl02lSqVSVSiQiIiJSmILchLntttuYNm0at912W7WLIlK38t3nG+f9v3FZtGgRixcvZtmyZezZs4dly5axePFiFi1aVO2iyX4wsxvN7CkzezAn7XIz22JmD4THgpzPLjWzR83sYTM7Kyf97JD2qJl9utLzITLWqadokeoaP/JXpFZMnz6d7du3A1HT5dz3IlI5+Tp+q8UO4ZYvXw5Ae3s7bW1tpFIpmpubB9Kl5nwFWAF8bUj659396twEMzsJOB+YDRwO/MTMjgsfX0M0asJm4D4zW+nuD8VZcJFakw1ox+r9jMUa7l7WWp4fqQ+1d1lB8tq+fTsLFy5kx44dLFy4UAGuiJTF8uXL6enpwd3p6elRgFvD3P2XwK4iv34e8C13z7j7n4BHgVPD41F3f8zdXwS+Fb4rIgmTr7OmOIetEykHBbkJke1w6vbbb2fatGncfvvtg9JFpPKmT5/Ohg0bmD59erWLIjKSi8xsbWjOPCWkHQE8kfOdzSEtX7oknJnt8xARGYsU5CZEX18fU6ZMobe3F4De3l6mTJmiHpZFqmj79u2ceOKJalUhY911wNHAycBWYGm5JmxmF5rZGjNbs2PHjnJNVqpAV/REpJYoyE0IM2P37t0Dlc3Q9yKSTEuXLqW7u5ulS8sWl0idcfft7t7n7v1AF1FzZIAtwJE5X50R0vKlDzft6919nrvPmzZtWvkLLyIiMgwFuQmhXvxE6lNbWxuTJk2ira0ttjxaWlpobGzEzGhsbKSlpSW2vKTyzOywnLfvBrI9L68EzjezlJm9EjgWuBe4DzjWzF5pZgcQdU61spJlFhGR2jfcLRDluh1CvSsnzLhx4+jr6xt4FhEZjZaWFq655pqB4Y96e3u55pprANQBVQ0ys5uAM4CpZrYZuAw4w8xOBhzYCHwMwN3Xm9nNwENAL/AJd+8L07kIuANoAG509/WVnRMREal1Qy/GlbMncl3JTZATTjiB3t5e3J3e3l5OOOGEahdJRGrctddei5mxZMkSuru7WbJkCWbGtddeW+2iyX5w9/e6+2HuPsHdZ7j7De7+AXef4+5z3X2hu2/N+f6V7n60ux/v7j/KSb/d3Y8Ln11ZnbkREREZnoLcBPn9738/6BL/73//+2oXSURqXH9/P6eeeirt7e1MmjSJ9vZ2Tj311Joc81dEJEl0q5pIfgpyRUSkoNWrV9PR0UF3dzcdHR2sXr262kUSERGigDYb1Oa+Fql3CnJFRGpYJcbiHXrQpIMoERERGcvU8ZSISA3LjsUbJzPjkksuoa2tjYaGhrJ2DCEiIgLDj7msukb2l67kJkxDQ8OgZxGR0UilUrzhDW9g/PjonOj48eN5wxveQCqVqnLJREQkKfINFzPaYWSkfinITZjssEEaPkhEymHRokXD3pO7aNGiahdNREREZFiWxGYA8+bN8zVr1lS7GBVV6ExXuf7jSuRRqXySkkel8klKHpXKJyl5ZM2dO5d169YNvJ8zZw5r164tax5jnZnd7+7zql2OWlaPdXOSVHKfk80v7mPUSt16Ucvzorp5dPlp/Yo3n0J1s67kJkx2A1bzDhEph5aWFjZs2MDSpUvp7u5m6dKlbNiwgZaWlmoXTURERGRYCnITJrcbeRGR0erq6qKzs5PW1lYmTpxIa2srnZ2ddHV1VbtoIiIiIsNSkCsiInllMhkefvhhGhsbMTMaGxt5+OGHyWQy1S6aiIiIyLAU5IqISF4NDQ186UtfGtTx1Je+9CX14C4iIiJjloJcERHJK9+tD7olQkRERMYqBbkJo3FyRaSc+vv7+ehHP0p7ezuTJk2ivb2dj370o/T391e7aCIiIiLDUpCbIGbGkiVL6O7uZsmSJephWURGLZVKcfzxx9PT04O709PTw/HHH08qlap20URERESGNb7aBZDycXfa2tpoa2urdlFEJCEWLVrE4sWLAWhubiadTrN48WKam5urXDIRERGR4VkS76uqxwHnkzSIdlLmRctr7OVRqXySkkfW3LlzWbdu3cD7OXPmsHbt2rLmMdYVGnBeilOPdXOSVHKfk80v7mPUSuRRqXziykN18+jy0/oVbz6F6mY1VxYRkbxaWloGBbgA69ato6WlpUolEhERESlMQW7CqOMpkfqydOlSuru7Wbp0aSzTv+aaawBYuHAhO3bsYOHChYPSRURERMYaBbkV0NLSQmNjI2ZGY2NjbFdAZsyYwfjx0W3W48ePZ8aMGbHkIyJjR1tbG5MmTYrtXnx3Z8GCBdxyyy1MnTqVW265hQULFmgIIRERqSkaEq++KMiNWUtLC9dccw19fX0A9PX1cc0118QS6G7evJm9e/cCsHfvXjZv3lz2PESk/px22mkF34uIiNQCdx8IanNfS/IoyI3Ztddei5nR2dlJd3c3nZ2dmBnXXnttLPllx67UGJYiUi6XX345y5YtY8+ePSxbtozLL7+82kUSERERyUtBbsz6+/u58soraW1tZeLEibS2tnLllVcqCBWRmjBnzpyB4cmyzaLdnTlz5lS7aCIiIiLDUpArIiJ5bdmypaR0ERERkWpTkBuzhoYGLr30UiZMmICZMWHCBC699FL1fiwiNWHXrl0AjBs3btBzNl1ERERkrFGQG7OTTjoJgN7e3kHP2XQRkVpgZoOeRURERMaq2IJcMzvSzH5uZg+Z2Xoz+5eQfrmZbTGzB8JjQc5vLjWzR83sYTM7Kyf97JD2qJl9Oq4yx+Ghhx4C9h2/NpsuIiIiIiIi5RPnldxeoM3dTwLmA58ws+zly8+7+8nhcTtA+Ox8YDZwNnCtmTWYWQNwDXAOcBLw3pzpjHl9fX3Mnz9/0Pi18+fPHxhSSESkFkydOpUNGzYwderUWKZfqfHERUREJPliC3Ldfau7/ya8fh7YABxR4CfnAd9y94y7/wl4FDg1PB5198fc/UXgW+G7NWPVqlWDmiuvWrWqyiUSESnN9u3bOfHEE9m+fXvZp93S0kI6naajo4Pu7m46OjpIp9MKdEVERGS/VOSeXDObBbwWWB2SLjKztWZ2o5lNCWlHAE/k/GxzSMuXPjSPC81sjZmt2bFjR7lnYdTOPfdcduzYwbnnnlvtooiIjCldXV10dnYOGmqts7OTrq6uahdNREREalDsQa6ZHQh8D/ikuz8HXAccDZwMbAWWliMfd7/e3ee5+7xp06aVY5JltXLlSqZNm8bKlSurXRQRkTElk8nQ3Nw8KK25uZlMJlOlEomIiEgtizXINbMJRAHuN9z9+wDuvt3d+9y9H+giao4MsAU4MufnM0JavnQREUmAVCpFOp0elJZOp0mlUlUqkYiIiNSyOHtXNuAGYIO7L8tJPyzna+8GHgyvVwLnm1nKzF4JHAvcC9wHHGtmrzSzA4g6p6q5y6ELFy5kx44dLFy4sNpFEREpWW7neeW2aNEiFi9ezLJly9izZw/Lli1j8eLFLFq0qOx5iYiISPKV/2jlJacDHwDWmdkDIa2dqHfkkwEHNgIfA3D39WZ2M/AQUc/Mn3D3PgAzuwi4A2gAbnT39TGWOxa33XYb06ZNGxhCSESklrj7oOdyWr58OQDt7e20tbWRSqVobm4eSBcREREphcVxwFJt8+bN8zVr1lS7GACYGYceeihPPfXUQFr2fTmXfXThfHjlyqcSeVQqn6TkUal8kpJHpfJJSh65+ZgZ7j7wXO58xjozu9/d51W7HLVsLNXNUrpK7XNy84t7H1OJPCqVT1x5FPrfofbqtNz8avU/qUY+Y3VeCtXNFelduZ6ZGU899dSg5spPPfXUiDsNEZGxJNsKRa1RalsY1eApM3swJ+3/mtnvw6gHPzCzySF9lpn92cweCI90zm9eb2brzOxRM/uCqVITqTv1dKJTao+C3Jhl6/2hvSvreEBEakk9Xr1NqK8AZw9Juwt4tbvPBR4BLs357I/ufnJ45HaBfR2wiKj/jGOHmaaIiEjVKMiNWX9/f0npIiJjSSqV4vTTTx/U8dTpp5+uno9rlLv/Etg1JO1Od+8Nb1cRjWKQV+hA8mB3X+XRWY+vAe+KobgiUmX5TmzqhKeMdQpyK2Tp0qV0d3ezdGlZhgUWEamIRYsWcc899wyMWZvJZLjnnnvU83Fy/SPwo5z3rzSz35rZ3Wb2ppB2BLA55zubQ5qIJJC7D2rNowBXakGcvStLjsWLF9PW1hbL8BsiInG5++67ARg3bhz9/f0Dz9l0SQ4z+wzR6AbfCElbgZnuvtPMXg/80MxmlzjNC4ELAWbOnFnO4oqIiOSlK7kVovvZRKQWrVu3joMOOmjgFov+/n4OOugg1q1bV+WSSTmZ2YeBdwDvD02QcfeMu+8Mr+8H/ggcB2xhcJPmGSFtH+5+vbvPc/d506ZNi3EOREREXqIgt0JOOOEENm3axAknnFDtooiIlOT5558f1EP8888/X+0iSRmZ2dnAJcBCd9+Tkz7NzBrC61cRdTD1mLtvBZ4zs/mhV+UPArdUoegiIiLDUpBbIevXr+eoo45i/fr11S6KiEhJpk+fzi233MLUqVO55ZZbmD59etnzaGlpobGxETOjsbGRlpaWsuchYGY3Ab8GjjezzWZ2AbACOAi4a8hQQX8JrDWzB4DvAs3unu206uPAl4BHia7w5t7HKyIiUlW6QTRmqVSKKVOmsG3btoG0V7ziFezevbuKpRIRKd727ds577zzuOGGG7jgggvYvn17Waff0tJCOp2ms7OT5uZm0uk0ixcvBmD58uVlzaveuft7h0m+Ic93vwd8L89na4BXl7FoIiIiZaMruTE77rjj2LZt26Cmftu2beO4446rdtFERIoyYcKEQWN9T5gwoazT7+rqorOzk9bWViZOnEhrayudnZ10dXWVNR8RERGpDwpyY/bII49w+umnc8cddzBt2jTuuOMOTj/9dB555JFqF01EZERNTU3s3bt3UNrevXtpamoqWx6ZTIbm5uZBac3NzQPDFomIiIiUQkFuzDKZDLNnDx5xYfbs2Tp4E5GasGvXrpLS90cqlSKdTg9KS6fTpFKpsuUhIiIi9UP35MasoaGB66+/noaGBgB6e3sHvRcRqQUNDQ309fUNPJfTokWLBu7Bzb0nd+jVXREREZFiWBLHbZ03b56vWbOm2sUAIBpdIXp294FnKO+Yudl8hlOufCqRR6XySUoelconKXlUKp+k5JGbz3BBbjnzmTt37qCxd+fMmcPatWvLNv3RMrP73X1etctRy8ZS3Sylq9Q+Jze/uI9RK5FHpfKp9Ty0fo3tfMbqvBSqm0dsrmxmx5nZT83swfB+rpn9W9G5C0Asga2ISKXEuQ9raWnhwQcfHGjh0tDQwIMPPqhhhApQ3SyVVCgAEREZi4q5J7cLuBTYC+Dua4Hz4yxUEuX2riwiUmv6+/sHPZfTddddB8CSJUvo7u5myZIlg9JlWKqbpWJ0gl7ilq8zw3J2cij1pZh7cie6+71DzuL1xlSexLr99tuZNm0a48frNmgRkVx9fX187nOfo7W1FYDW1lZefPFFLr300iqXbExT3SwiibFz505e/vKXD+rUsKmpiZ07d1axVFLLirmS+7SZHQ04gJn9LbA11lJVUEtLC42NjZgZjY2NsTWP6+3tHfQsIiIvueWWWwbti2+55ZZqF2msS3TdLGNPvqu5usor5bJz585Bt8YowJXRKCbI/QTwReAEM9sCfBL4pzgLVSktLS2k02k6Ojro7u6mo6ODdDqt+8BERIbIvV82DqtWrRoYWi2TybBq1apY8kmQxNbNMna5+6AgRAGuiIxVI7addffHgLeZ2SRgnLs/H3+xKqOrq4vOzs5BTeQA2tvbWb58eTWLJiIikleS62YREZHRGjHINbPPDnkPgLv/e0xlqphMJrPPOIzNzc20tbVVqUQiImNTdtigco+RmzVz5ky2b99OJpMhlUoxffp0Hn/88VjySoIk180iIiKjVUxz5e6cRx9wDjArxjJVTCqV4swzzxx0H9iZZ55JKpWqdtFERMaESvV4ecEFF9DT04O709PTwwUXXFDW6SdQYutmERGR0SqmufLS3PdmdjVwR2wlqqDjjjuOe+65h4ULF3LDDTdwwQUXsHLlSubMmVPtoomIjAm5PV0Wk76/LrvsMg488ECam5tJp9NcdtllZZ1+0iS5bhYRERmtYq7kDjURmFHuglTDI488wumnn84dd9zBtGnTuOOOOzj99NN55JFHql00EZEx44QTThjoZMbdOeGEE8o6/eyJxYsvvphJkyZx8cUXD0qXoiSmbhYRERmtEYNcM1tnZmvDYz3wMPCfsZesAjKZDHfeeeegJnJ33nnnQA+fIiICf/M3f1Pw/WitXbuWOXPmDOq1dc6cOaxdu7as+SRJkutmERGR0RqxuTLwjpzXvcB2d0/EYK+pVIp0Oj3QqzJAOp3WPbkiIjmuvPJKmpqaBpoSX3nllWXPQwFtyRJbN4uIiIxW3iDXzLK9igwdluBgM8Pdy3tDVhUsWrSIxYsXAwwcvC1evHifHpdFROpVU1MTu3btoq2tbVDP8+XueEqKUw91s4iIyGgVupJ7P+CADfOZA6+KpUQVlB0Lt729nba2NlKpFM3NzRojV0QkeN/73seKFSuGTZeqSHzdLCIiMlqWvQcqSebNm+dr1qypdjGAl8YuHE45l30l8tG8jL08KpVPUvKoVD5JyQOgsbGRKVOmsG3btoG0V7ziFezevZuenp6y5dPS0kJXV9fAOLmLFi0aUycczex+d59X7XLUsrFUN8vohFYDymMM5ZOUPCqVT1LyqFQ+Y3VeCtXNxdyTi5lNAY4FGrNp7v7LoksgIiI1KZPJsG3btoGKx8wGBbzl0NLSQjqdprOzc9CtI8CYCnTHGtXNIiIiwyumd+WPAr8kGn/vivB8ebzFEhGRseTqq6+mu7ubq6++uuzT7urqorOzk9bWViZOnEhrayudnZ10dXWVPa+kUN0sIiKSXzHj5P4LcAqwyd3/Cngt8EychRIRkbHlkksuYdKkSVxyySVln3Ymk9mnw7/m5mYN51aY6mYREZE8iglye9y9B8DMUu7+e+D4eIslIiJjSV9f36DncsoO55ZLw7mNSHWziIhIHsXck7vZzCYDPwTuMrPdwKY4CyUiIvVDw7ntF9XNIiIieZTUu7KZvRk4BPixu78YW6lGaSz14KgeY8dmPknJo1L5JCWPSuWTlDwqmc/cuXNZt27dwPs5c+awdu3ask1/tMZy78qqm6XSktKb61jtMbae86hUPknJo1L5jNV5KVQ3F9Px1BfM7A0A7n63u68cy5WoiIiU1/jx4wu+H62WlhY2bNjA0qVL6e7uZunSpWzYsIGWlpay5pMkqptFRETyK+ae3PuBfzOzP5rZ1WZW1JlsMzvSzH5uZg+Z2Xoz+5eQ3mRmd5nZH8LzlJBuodJ+1MzWmtnrcqb1ofD9P5jZh/ZnRkVEZP/09vYWfD9a6l15v+xX3SwiIlIPRgxy3f2r7r6AqBfHh4FOM/tDEdPuBdrc/SRgPvAJMzsJ+DTwU3c/FvhpeA9wDtF4f8cCFwLXQRQUA5cBpwGnApdlA2MREal96l25dKOom0VERBKvmCu5WccAJwBHAb8f6cvuvtXdfxNePw9sAI4AzgO+Gr72VeBd4fV5wNc8sgqYbGaHAWcBd7n7LnffDdwFnF1CuUVEZAxLpVIcffTRmNnA4+ijj1bvysUpqW4WERGpB8Xck7sknB3+d2AdMM/d31lKJmY2i2gMv9XAdHffGj7aBkwPr48Ansj52eaQli99aB4XmtkaM1uzY8eOUoonIiJVNGnSJLZt2zYobdu2bUyaNKlKJRr7ylE3i4iIJFUxV3L/CPyFu5/t7l9x92dKycDMDgS+B3zS3Z/L/cyj7rPK0lWXu1/v7vPcfd60adOK/l1LSwuNjY2YGY2NjWXv6GTOnDklpUtl5Ou5rRI9x4nIYLt27QJe6sk5+5xNl2GNqm4WERFJsmLuyf2iuz+9PxM3swlEAe433P37IXl7aIZMeH4qpG8Bjsz5+YyQli991FpaWkin03R0dNDd3U1HRwfpdFo9etYJdx8IanNfi0jlnXXWWfT39+Pu9Pf3c9ZZZ1W7SGPaaOpmERGRpCvlntySWHQq/gZgg7svy/loJZDtIflDwC056R8MvSzPB54NzZrvAM40symhw6kzQ9qoVaJHz+y4jwsXLmTHjh0sXLhwULqISC3IDhtU7uGDRGT0si3Sso/GxsZqF0lEpKpiC3KB04EPAG8xswfCYwFwFfD2cC/R28J7gNuBx4BHgS7g4wDuvgv4D+C+8Pj3kDZqlerR88wzz+SWW25h6tSp3HLLLZx55pllnb6ISK5sc99yyg4bVO7hg7LuuOMOzjvvPJ5++mnOO+887rijLOcyZQgzu9HMnjKzB3PSNLRfDWtsbNznuCWTySjQFZG6VlSQa2ZvNLOPhNfTzOyVI/3G3f/X3c3d57r7yeFxu7vvdPe3uvux7v62bMAaelX+hLsf7e5z3H1NzrRudPdjwuPL+zuzQ6VSKdLp9KC0dDpd9h49N2zYMOi+3w0bNpR1+iJSf8aNi3bfDQ0Ng57HjRtXc03vs30UrFy5kmnTprFy5cpB6TK8/ambga+w7wgFGtqvhuU7Ma8huESknhXTu/JlwGLg0pA0Afh6nIWqlEWLFrF48WKWLVvGnj17WLZsGYsXL2bRokVlzeeJJ57gmGOOYdOmTRxzzDE88cQTI/9Ial5TU1NJ6SKl+PjHP77PFVsz4+Mf/3hZ87noootKSt8fa9eu3SegnTNnDmvXri1bHkmzv3Wzu/8SGNoaSkP7iYhIohRzc9W7iYb/yY55+6SZHRRrqSpk+fLlALS3t9PW1kYqlaK5uXkgvZzWr1/PUUcdVfbpyti1c+dOXv7ylw/qIbapqYmdO3dWsVSSFNn9VFdXF319fYwfP55FixaVff+Vm08mkyGVSsWSjwLakpWzbo5laD8REZFqKSbIfdHd3cwcwMwSNXDh8uXLYwlqRYCBgNbMaq4JqYx92f2XmdHT01Pz+UhJYqmbc6dZDmZ2IVFTZ2bOnFmuyYqIiBRUzD25N5vZF4maKS0CfkLUMZQUycxYunQp3d3dLF26NJZOYUREpK6Us26ObWi//R3DXkREZDSKGSf3auC7ROPdHg981t116bMEw903JyIisr/KXDePmaH9REREymHE5sqht8b/cfe7wvuXmdksd98Yd+GS4pRTThl03+8pp5zC6tWrq10sERGpUftbN5vZTcAZwFQz20zUS/JVRFeGLwA2Ae8JX78dWEA0tN8e4CMQDe1nZtmh/aCMQ/uJiIiUQzH35H4HeEPO+76QdkosJUqYhoaGQQFtJpNh9erVA8N9iIiI7If9qpvd/b15PnrrMN914BN5pnMjcGNRJRUREamwYu7JHe/uL2bfhNcHxFekZBk/fvjzCPnSRUREiqC6WUREJI9igtwdZrYw+8bMzgOejq9IyZLJZJgyZQqpVAqAVCrFlClTNEi7iIiMhupmERGRPIq5nNgMfMPMVgBGNDbeB2MtVcI88MADg4ZOePzxxzVmroiIjIbqZhERkTxGDHLd/Y/AfDM7MLx/IfZSJcyCBQt48MEHB70XERHZX6qbRURE8iumd+UU8DfALGB8dvgbd//3WEuWEE1NTaxfv36fYYOampqqVCIREal1qptFRETyK+ae3FuA84BeoDvnIUV43/veV1K6SKmiDlCLTxeRRFDdLCIikkcx9+TOcPezYy9JQnV1dXH66aezZs0aMpkMqVSKefPm0dXVxfLly6tdPEmIbEBrZgpuReqD6mYREZE8irmS+yszmxN7SRIqk8lwzz33DPSmPPS9iIjIflDdLCIikkcxV3LfCHzYzP4EZIh6cXR3nxtryURkzHD3fe4rz6aLSFWobhYREcmjmCD3nNhLUQcWLlzIDTfcwAUXXMDKlSurXRyRkqlJtMRluBMoWVrX8lLdLCIikkcxQwhtAjCzQ4HG2EuUQIcffjh33HEH06ZNI5VKcfjhh/Pkk09Wu1giImNCbiCrkyjFUd0sIiKS34j35JrZQjP7A/An4G5gI/CjmMuVKE8++SS9vb0A9Pb2KsAVEZFRUd0sIiKSXzEdT/0HMB94xN1fCbwVWBVrqRKor69v0LOIiMgoqG4WERHJo5ggd6+77wTGmdk4d/85MC/mcomIiEh+qptFRETyKKbjqWfM7EDgl8A3zOwpNOB8SWbOnMn27dsHxsmdPn06jz/+eLWLJSIitUt1s4iISB7FXMk9D/gz8K/Aj4E/Au+Ms1BJs2XLlkHj5G7ZsqXKJRKROOXrOEkdKkkZqW4WERHJo5jelXPPDH81xrIk1tD7cHVfrkjyacgliZPqZhERKbempiZ279497Gf5hvubMmUKu3btirNY+yVvkGtm/+vubzSz54HcI7TsgPMHx146ERERGaC6WURE4rJ79+6ST8wXGuu+mvIGue7+xvB8UOWKIyKyL10NFYmobhYRERlZwXtyzazBzH5fqcKIjNWzQVJdCnBFXqK6WUREpLCCQa679wEPm9nMCpVH6pyCGRGRwlQ3i4iIFFbMEEJTgPVmdi85wxO4+8LYSiUidcfdh72SrxMfIsNS3SwiIpJHMUHu/xd7KURyKNipX+qRWKRoqptFRETyKGYIobsrURCRXAp2RETyU90sIiKSX8F7cgHMbL6Z3WdmL5jZi2bWZ2bPVaJwIiIisi/VzSIiIvmNGOQCK4D3An8AXgZ8FLgmzkKJiIhIQaqbRUTqSFNTE2a2zwMYNr2pqanKJR5evvko97wUE+Ti7o8CDe7e5+5fBs4uOScREREpG9XNIiL1Y/fu3bh70Y/du3dXu8jDKnU+9ndeiul4ao+ZHQA8YGZLgK0UGRyLiIw16thMEkJ1s4iISB7FVIgfCN+7iGiYgiOBv4mzUCIiccqeGRz6WqSGqG4WERHJo5gg9/WAu/tz7n6Fu7eGJlIFmdmNZvaUmT2Yk3a5mW0xswfCY0HOZ5ea2aNm9rCZnZWTfnZIe9TMPl3qDIqIiCTQftXNIiIi9aCYIPedwCNm9t9m9g4zK6aJM8BXGP7+oM+7+8nhcTuAmZ0EnA/MDr+51swazKyBqCONc4CTgPeG74qIiNSz/a2bRUREEm/EINfdPwIcA3yHqCfHP5rZl4r43S+BXUWW4zzgW+6ecfc/AY8Cp4bHo+7+mLu/CHwrfFdERKRu7W/dLCIiUg+K7V15L/AjoiDzfuBdo8jzIjNbG5ozTwlpRwBP5Hxnc0jLl74PM7vQzNaY2ZodO3aMongiIiJjX5nrZhERkcQYMcg1s3PM7CtEY/H9DfAl4BX7md91wNHAyUQ9QS7dz+nsw92vd/d57j5v2rRp5ZqsiIgkQL4x+XLH5qslZa6bRUREEqWYe3g+CHwb+Ji7Z0aTmbtvz742sy7g1vB2C1HPkFkzQhoF0kVERIoytAdtM6v1XrXLVjcDmNnxYXpZrwI+C0wGFgHZJlLtOf1pXApcAPQB/+zud4y2HCIiIuUwYpDr7u8tV2Zmdpi7bw1v3w1ke15eCXzTzJYBhwPHAvcCBhxrZq8kCm7PB95XrvKIiIjUonLWzWF6DxO1siJ0+rgF+AHwEaIOI6/O/f6QDiMPB35iZse5e185yyUiIrI/8ga5Zva/7v5GM3secKKAc+DZ3Q8uNGEzuwk4A5hqZpuBy4AzzOzkMJ2NwMeIJrbezG4GHgJ6gU9kK0ozuwi4A2gAbnT39fs9tyIiIjVstHVzkd4K/NHdNxVoyj3QYSTwJzPLdhj56zLkLyIiMip5g1x3f2N4Pmh/JpznLPMNBb5/JXDlMOm3A7fvTxlERESSZLR1c5HOB27KeX+RmX0QWAO0uftuok4gV+V8J2/HkCIiIpVWVO/KZjbFzOaa2euyj7gLJiIiIvnFUTeb2QHAQqKhiWCUHUZq5AMREamGEe/JNbP/AD4MPAb0h2QH3hJfsURERCSfGOvmc4DfZDuK3M8OIwe4+/XA9QDz5s2r6Z6+RESkdhTTu/J7gKPd/cW4CyMiIiJFiatufi85TZX3o8NIERGRqismyH2QaAiBp+ItioiIiBSp7HWzmU0C3k7oFDJYUmqHkSIiItVWTJD7OeC3ZvYgMDAWn7svjK1UFdTS0kJXVxeZTIZUKsWiRYtYvnx5tYslIiJSSNnrZnfvBl4+JO0DBb4/bIeRIiIi1VZMkPtVoBNYx0v3/SRCS0sL6XSazs5OmpubSafTLF68GECBroiIjGWJrZtFRERGy9wL9wNhZve5+ykVKk9ZzJs3z9esWTPi9xobG5k3bx5r1qwZuJKbfd/T01OWshQYY5CRlv1Yy6dS8zI0z7imnbQ8KpVPUvKoVD5JyaNS+YzVeTGz+919XoxFKkmS62YpjermsZ1HpfJJSh6VyqcW89iPeqvk/Cvxm3LmUahuLmYIof8xs8+Z2V8kbQihTCbD6tWr6ejooLu7m46ODlavXk0mkxn5xyIiItWT2LpZpNyampows30ewLDpZkZTU1OVSy0io1FMc+XXhuf5OWmJGUJowYIFtLa2AtDa2srdd9/NypUrq1wqERGRghJdN4uU0+7du/frypGI1K4Rg1x3/6tKFKRabrvtNpYtWzZwT+5tt91W7SKJiIgUlPS6WUSkVjQ1NbF79+5hP8t3smTKlCns2rUrzmLVvRGbK5vZdDO7wcx+FN6fZGYXxF+0+KVSKebPn097ezuTJk2ivb2d+fPnk0qlql00ERGRvJJcN4uI1JJsS4FSHvmCYimfYu7J/QpwB9Fg7wCPAJ+MqTwVtWjRomHvyV20aFG1iyYiIlLIV0ho3SwiIjJaxdyTO9XdbzazSwHcvdfMEjHge3aYoPb2dtra2kilUjQ3N2v4IBERGesSWzeLiIiMVjFXcrvN7OVEHVpgZvOBZ2MtVQUtX76cnp4e3J2enh4FuCIiUgsSXTdL8S666KKS0kVE6kExV3JbgZXA0WZ2DzAN+NtYSyUiIiKFqG4W4KVWaV1dXWQyGVKpFIsWLdJJexGpa8X0rvwbM3szcDxgwMPuvjf2komIiMiwVDdLruXLl7N8+XLMjJ6enmoXpy4V6mEXhu9lVz3sisQnb3NlMzvFzF4B0b0+wOuBK4GlZqYRskVERCpMdbMkTVNTE2a2zwMYNr2paWyu5uphV2RsKXRP7heBFwHM7C+Bq4CvEd3zc338RRMREZEhVDdLopQaHCowFJFiFGqu3ODu2TYUfw9c7+7fA75nZg/EXjIREREZSnWziIjICApdyW0ws2wQ/FbgZzmfFdNhlYiIiJSX6mYREZERFKoQbwLuNrOngT8D/wNgZsegYQpERESqQXWzSB0r1MGVOrcSeUneK7nufiXQBnwFeKO7e85vWuIvWmW0tLTQ2NiImdHY2EhLS2JmTUREEqZe6mYRGZ7uYRYpTsGmTe6+api0R+IrTmW1tLSQTqfp7OykubmZdDrN4sWLATS+nIiIjElJr5tFRERGq9A9uYnX1dVFZ2cnra2tTJw4kdbWVjo7O+nq6qp20URERERERGQ/1HWQm8lkaG5uHpTW3NxMJpOpUolERERERERkNOo6yE2lUqTT6UFp6XSaVCpVpRKJiIiIiIjIaNT1cAOLFi0auAc3957coVd3RUREREREpDbUdZCb7Vyqvb2dtrY2UqkUzc3N6nRKRERERESkRtV1kAtRoKugVkREREQkWTSu8Njjlx0Mlx9S+m9KVPdBroiIiIiIJE92XOFiDRf4SnnZFc+V9J9A9L/45aXlU9cdT4mIiIiIiEiyKMiVouU761Lq2RgREREREZG4qLmylCQb0JqZglsRERERERlzdCVXREREREREEkNBroiIiIiIiCSGglwRERERERFJjNiCXDO70cyeMrMHc9KazOwuM/tDeJ4S0s3MvmBmj5rZWjN7Xc5vPhS+/wcz+1Bc5RURERERqXdNTU2Y2T4PYNh0M6OpqanKpRYZLM4ruV8Bzh6S9mngp+5+LPDT8B7gHODY8LgQuA6ioBi4DDgNOBW4LBsYi4iIiIhIeWXHli3lsXv37moXW2SQ2IJcd/8lsGtI8nnAV8PrrwLvykn/mkdWAZPN7DDgLOAud9/l7ruBu9g3cB6VlpYWGhsbMTMaGxtpaWkp5+RFRERERESkgip9T+50d98aXm8DpofXRwBP5Hxvc0jLl74PM7vQzNaY2ZodO3YUVZiWlhbS6TQdHR10d3fT0dFBOp1WoCsiInXHzDaa2Toze8DM1oS0km8zEhERqbaqdTzl0SCrZRto1d2vd/d57j5v2rRpRf2mq6uLzs5OWltbmThxIq2trXR2dtLV1VWuYomIiNSSv3L3k919Xnhf0m1Gsq+5c+cOundx7ty51S6SiEjiVTrI3R6aIROenwrpW4Ajc743I6TlSy+LTCZDc3PzoLTm5mYymUy5shAREallpd5mJDnmzp3LunXrBqWtW7dOga6ISMzGVzi/lcCHgKvC8y056ReZ2beIOpl61t23mtkdQEdOZ1NnApeWqzCpVIp0Ok1ra+tAWjqdJpVKlSsLERGRWuHAnWbmwBfd/XpKv81oKzJgaIA7UrpIvWhqairYWVW2N+dcU6ZMYdeuod39SDn5ZQfD5YeU/psxKLYg18xuAs4ApprZZqJekq8CbjazC4BNwHvC128HFgCPAnuAjwC4+y4z+w/gvvC9f3f3sq3dixYtYvHixUB0BTedTrN48eJ9ru6KiIjUgTe6+xYzOxS4y8x+n/uhu3sIgItmZhcSNWdm5syZ5SupiNS0bA/OpRgu8JXysiue26//xS+PpzyjEVuQ6+7vzfPRW4f5rgOfyDOdG4Eby1i0AcuXLwegvb2dtrY2UqkUzc3NA+kiIiL1wt23hOenzOwHREP3bTezw0LrqmJuMxo6zeuB6wHmzZtXtn44RERECqlax1NjxfLly+np6cHd6enpUYArIiJ1x8wmmdlB2ddEtwc9yEu3GcG+txl9MPSyPJ9wm1GFiy0iIjKsSt+TKyIiImPPdOAHoTngeOCb7v5jM7uPEm4zkuTQPZMiUssU5IqIiNQ5d38MeM0w6Tsp8TYjSQbdMykitazumyuLiIiIiIhIcijIFRGRimtqasLM9nkAw6abGU1NTVUutYiIiNQCNVcWEZGKU1NIERERiYuu5IqIyCClXmXVFVYREREZS3QlV0REBin1KquusIqIiMhYoiBX6kah4RDKNRRCqXnsbz5Sn7R+iYiI1Ce/7GC4/JDSvl/HFORK3ajE1SndZyhx0volIiJSn+yK50o+jvXL4yvPWFf39+S2tLTQ2NiImdHY2EhLS0u1iyQiImWQ795i3V8sIiKSbHUd5La0tJBOp+no6KC7u5uOjg7S6bQCXRGRBMhe+S7lka85uIiIiNSOug5yu7q6OO2002hvb2fSpEm0t7dz2mmn0dXVVe2iiYiIiIiIyH6o6yA3k8mwevXqQVdyV69eTSaTqXbRRPJSE0wRERERkfzqOsgFWLBgAa2trUycOJHW1lYWLFhQ7SKJFKQmmCIiIiIi+dV9kHvrrbeybNky9uzZw7Jly7j11lurXSSRMSHfFWPQ1WIRERERGbvqegihVCrFlClTaGtro62tDYBXvOIVuuolQmWGXBIRERERKbe6vpJ73HHHsW3bNhYuXMiOHTtYuHAh27Zt47jjjqt20URERERERGQ/1PWV3EceeYRXvOIVrFy5kmnTpgHRldxHHnmkyiUTkVrT1NSUtxXIcFe5p0yZwq5du+IuloiIiEjdqesruZlMhqeffpqlS5fS3d3N0qVLefrpp9W7soiUrNQOwXRbhIiIiEg86jrIBTjiiCMGjZN7xBFHVLtIIiIiIiIisp/qPsjdtGnTwJXbTCbDpk2bqlwikfpRag/O6sVZREREREZS1/fkikh1ldqDM6gXZxEREREpTEEusHDhQm644QYuuOACVq5cWe3i1J1CHfaAOu0RERGR/eeXHQyXH1L6b0SkZtV9kDtjxgzuuOMOpk2bRiqVYsaMGWzevLnaxaoruponcdJJFBGR+mZXPLdfxxl+eTzlEZH41f09uZs3b6ajo4Pu7m46OjoU4IokTKm9HqvnYxEREZHaVvdXcgEuvvhi2tradHVQRERERESKpubwY1NdB7kXXXQRK1asGGjCkn2+6KKLqlksEREREakhCnTql5rDj011HeRCtJKNGzeOvr4+Ghoa6O/vr3aRRERERKSGKNARGVvq+p7crq4urr76anp7e3F3ent7ufrqq+nq6qp20URERERERGQ/1HWQm8lkaG5uHpTW3NxMJpOpUolERERERERkNOq6uXIqlSKdTtPa2jqQlk6nSaVSVSyViIiUg+6RExERqU91HeQuWrSIxYsXA9EV3HQ6zeLFi/e5uisiIrVH98iJjH2lnozSiSgRKUZdB7nLly8HoL29nba2NlKpFM3NzQPpIiIiIhKfUk9G1fuJKJ0UEClOXQe5EAW6CmpFREREZKzTSQGR4lSl4ykz22hm68zsATNbE9KazOwuM/tDeJ4S0s3MvmBmj5rZWjN7XTXKLCIiIlKKfH18qO8PEZF4VbN35b9y95PdfV54/2ngp+5+LPDT8B7gHODY8LgQuK6chWhpaaGxsREzo7GxkZaWlnJOXkREROpUT0/PPgFtKpWip6dnVNNtamrCzPZ5AMOmmxlNTU2jylNEpJaMpSGEzgO+Gl5/FXhXTvrXPLIKmGxmh5Ujw5aWFtLpNB0dHXR3d9PR0UE6na7JQDdf05VSO10REZH6Y2ZHmtnPzewhM1tvZv8S0i83sy2h5dUDZrYg5zeXhlZWD5vZWdUr/djW09MzUBe7+6gDXIDdu3fj7iU9du/ePep8RURqhVUjCDKzPwG7AQe+6O7Xm9kz7j45fG7AbnefbGa3Ale5+/+Gz34KLHb3NfmmP2/ePF+zJu/HAxobG5k3bx5r1qwhk8mQSqUG3pejEgrlzftZXMvezGIPbsuZx/5MqxK/UblUrnos1/78Zr/2ByUO7fPS754t+qvlnHczuz+n5VHihJPHh7n7b8zsIOB+opPN7wFecPerh3z/JOAm4FTgcOAnwHHu3pcvj2Lr5qSqtXozSfsblUvlGkt5VOo39VCuQnVztTqeeqO7bzGzQ4G7zOz3uR+6u5tZSXNvZhcSNWdm5syZRf0mk8mwevVqOjs7Bw0h1NvbW0rWIiJSIg3vM7a4+1Zga3j9vJltAI4o8JPzgG+5ewb4k5k9ShTw/jr2woqIFEm9UdevqgS57r4lPD9lZj8gqhi3m9lh7r41nFF+Knx9C3Bkzs9nhLSh07weuB6is8XFlmXBggW0trYC0Nrayt13383KlSv3Y65ERERqn5nNAl4LrAZOBy4ysw8Ca4A2d99NFACvyvnZZgoHxSIiFafeqMemQi1dhzNlypSS86j4PblmNik0hcLMJgFnAg8CK4EPha99CLglvF4JfDD0sjwfeDaccS6L2267jWXLlrFnzx6WLVvGbbfdVq5Ji4iI1BQzOxD4HvBJd3+OqLPHo4GTia70Li1xehea2RozW7Njx45yF1dERGpMob4D8n2+a9eukvOpxpXc6cAPQgQ/Hvimu//YzO4DbjazC4BNRPcBAdwOLAAeBfYAHylXQVKpFFOmTKGtrY22tjYAXvGKV6hzBhGpa2reVZ/MbAJRgPsNd/8+gLtvz/m8C7g1vI21lZWIiMhoVDzIdffHgNcMk74TeOsw6Q58Io6yHHfccaxbt25Q2rZt25gzZ04c2dWkpqamvEF/vqYGU6ZM2a8zLiIyNqh5V/0JHT7eAGxw92U56YfltJ56N1HLK4haWX3TzJYRdTx1LHBvBYssIiKSV7U6nhoTHnwwqqvHjRtHf3//wHM2XV4apqAUpbazFxGRqjsd+ACwzsweCGntwHvN7GSi0RA2Ah8DcPf1ZnYz8BDQC3yiUM/KIlI7Sm3NM/AbkTGkroNcd2fmzJls376dTCbDhAkTmD59Oo8//ni1iyYiIlIxYZi+4c5Q3l7gN1cCV8ZWKBGpCvV+L0lQ10EuwOOPP05DQwMAvb29CnBFRERERERqWMV7Vx6L+vr6Bj2LiIiIiIhIbVKQKyIiIiIiIolR982VDzjgAF588cW870VKoc4aJE5av0REJAlUn0nc6j7I7e3tZenSpTQ3N5NOp/nUpz5V7SJJDVNnDRInrV8iIpIEqs8kbnUf5Pb397N48WLa2toYP348/f391S6SSEE6+ykiInFTXSMitayug9w5c+awbt06ent7AQae58yZU81iiRSks58iIhI31TUiUsvqOsiV+lLqWel6PyOt5SUiSWa277DApQZ1IiJJM9y+sZApU6bEVJLRqesgd926dUyYMIG9e/cOpE2YMIF169ZVsVQSl1LPStf7GWktLxFJqnwHcWamQFdE6la+/V8t7hvrOsgFBgW4w70XESmGrnyLiIiIjA11H+QCNDQ00NfXN/AsIlIqXfkWERERGRvGVbsAY8EJJ5zApk2bOOGEE6pdFBERERERERmFur+SO27cONavX89RRx018F7DCImIiIiIiNSmug9y+/v7mT17NrfffjsLFixg/fr11S6SSN3QOIwiIiIiUm51HeRmr9rmXsnNpotI/DQOo4iIiEhxShneZ6wO7VMpdR3kTp48mV27dg2bLiLJoKvF9S0p4/2JiEh9S9LwPpVQ10HucAFuoXSJh4IQiZOuFtevQv+7DgpERESSq66DXBkbFISIiEhSNDU1sXv37mE/G65lwZQpU3RyXUSkzBTk1jBVpCIiImPL7t27Sx4zW0REyktBbg1TRSoiIiIiIjKYuhEWERERERGRxNCVXBERqQr1fCwiIiJxUJBbRerdU0TqlYZCEBGRpNBJ27FHQW4V6UBORERERKR26aTt2KQgN2bjxo2jv79/2HQREREZW3RgKvtLV/NExg4FuTHr6+ujoaFhUKA7btw4+vr6qlgqEZHCSjlY04GaJEktBLh+2cFw+SGl/6aOxR2AFlpvdOJEpPIU5FZANqDVTk5EaoGaXomMbXbFcyVvi2aGXx5Peca6pO3TdBJSZGQKcqUgnS0WEZGkcfdhA4VaDHikviQtYBeJi4JcKUhni0VEJImydZuCA5Fk05Xv+qQgV6TMKtHxhDq3qF/670VERIqjK9/1S0GuSBlVYmeqzi3qlyprERGpBJ1QlVqnIDcGTU1N7N69e9jP8u00pkyZwq5du+IslkjJ1MSnNFpeIiKl075zbKnUCVUF0hInBbkx2L17937dxyoyluiqYWm0vETKJ45OoXQCemzSvrM+qVWaxE1BrtQVnS0ee3QPs4jkyre9jvbAVyegRUTqR80EuWZ2NvBfQAPwJXe/qspFqrpSh/ep96F9dLZ47NE9zCK1TXXzvlQ3i4hUX00EuWbWAFwDvB3YDNxnZivd/aHqlqy6Sh3eR0P7iIhIuVSibj7llFO47777yjW5ilDdLCJSfTUR5AKnAo+6+2MAZvYt4DygroPcJFFzUhGRmhNr3ZwbKKrZcHWobhaRWlUrQe4RwBM57zcDp+3PhAp1PJEru2Pfn04nSm2qNPCbMSruSk7NSUVEalKsdfNwdY/q5peobhYRya9WgtwRmdmFwIUAM2fOzPu9Xf/cB5RSafWVXpYrniv5N1OmTGHX5SX/LPaOlIo9k16uyq7QQU2c+dRqHpXKp9p5VCqfpORRqXxqOY+48pHBVDcXl0epVDfXVh6Vykd1zdjOo1L51HIe5cynVoLcLcCROe9nhLQB7n49cD3AvHnz8i+Ry58d9DaOYQoqdbBU6YOySuSXpGWneRl7eVQqn6TkUal8kpJHHYqlbo4raEvSNlPp/JK07JKSR6Xy0byMvTwqlU+t5zEutimX133AsWb2SjM7ADgfWFmOCbv7Pg8REREZUSx1c756WPWziIgUqyau5Lp7r5ldBNxBNEzBje6+vsrFEhERqVtx1s0KaEVEZDRqIsgFcPfbgdurXQ4RERGJqG4WEZGxqFaaK4uIiIiIiIiMSEGuiIiIiIiIJIaCXBEREREREUkMBbkiIiIiIiKSGApyRUREREREJDEU5IqIiIiIiEhiKMgVERERERGRxFCQKyIiIiIiIomhIFdEREREREQSQ0GuiIiIiIiIJIaCXBEREREREUkMc/dql6HszGwHsKnEn00Fno6hOJXOo1L5aF7GXh6VyicpeVQqn6TkUal8xuq8HOXu0+IqTD1Q3ax5qdM8KpVPUvKoVD5JyaNS+YzVeclbNycyyN0fZrbG3efVeh6VykfzMvbyqFQ+ScmjUvkkJY9K5ZOkeZHR0zo39vKoVD5JyaNS+SQlj0rlk5Q8KpVPLc6LmiuLiIiIiIhIYijIFRERERERkcRQkPuS6xOSR6Xy0byMvTwqlU9S8qhUPknJo1L5JGleZPS0zo29PCqVT1LyqFQ+ScmjUvkkJY9K5VNz86J7ckVERERERCQxdCVXREREREREEqPug1wzu9HMnjKzB2PM40gz+7mZPWRm683sX2LIo9HM7jWz34U8rih3HkPyazCz35rZrTFNf6OZrTOzB8xsTRx5hHwmm9l3zez3ZrbBzP6izNM/PsxD9vGcmX2ynHmEfP41/O8PmtlNZtYYQx7/Eqa/vpzzMNw2aGZNZnaXmf0hPE+JKZ+/C/PTb2aj7s0vTx7/N6xfa83sB2Y2OYY8/iNM/wEzu9PMDh9NHvnyyfmszczczKaWOw8zu9zMtuRsMwvKnUdIbwn/y3ozWzKaPKT8VDfvd341XzfHXS+HPFQ3jzxd1c2jz0N1cwl5hPTy1c3uXtcP4C+B1wEPxpjHYcDrwuuDgEeAk8qchwEHhtcTgNXA/BjnqRX4JnBrTNPfCEytwP//VeCj4fUBwOQY82oAthGN6VXO6R4B/Al4WXh/M/DhMufxauBBYCIwHvgJcEyZpr3PNggsAT4dXn8a6IwpnxOB44FfAPNiyuNMYHx43TnaecmTx8E5r/8ZSMcxLyH9SOAOovFOR7WN5pmXy4GLy7FuFcjjr8I6nArvDy1XfnrE97/FkIfq5tKnH3vdXMl6OeShunn4aatuHn0eqptLy6OsdXPdX8l1918Cu2LOY6u7/ya8fh7YQLTzK2ce7u4vhLcTwiOWG67NbAZwLvClOKZfKWZ2CNFGdgOAu7/o7s/EmOVbgT+6+6YYpj0eeJmZjSeq7J4s8/RPBFa7+x537wXuBv66HBPOsw2eR3SgQ3h+Vxz5uPsGd394tNMeIY87wzIDWAXMiCGP53LeTqIM236BfePngUtizqNs8uTxT8BV7p4J33kqzjJI6VQ3ly4JdXMV6mVQ3Tws1c1lyUN1c2l5lLVurvsgt9LMbBbwWqKzueWedoOZPQA8Bdzl7mXPI/hPog2pP6bpQ7SR3mlm95vZhTHl8UpgB/Dl0LzrS2Y2Kaa8AM4Hbir3RN19C3A18DiwFXjW3e8sczYPAm8ys5eb2URgAdFZw7hMd/et4fU2YHqMeVXSPwI/imPCZnalmT0BvB/4bEx5nAdscfffxTH9HBeFJl43lqM53DCOI1qfV5vZ3WZ2Sgx5SA1R3Vy0uOvmStfLoLq5FKqbS6S6uSRlrZsV5FaQmR0IfA/45JCzO2Xh7n3ufjLR2ahTzezV5c7DzN4BPOXu95d72kO80d1fB5wDfMLM/jKGPMYTNZW4zt1fC3QTNb8pOzM7AFgIfCeGaU8hOrv6SuBwYJKZ/UM583D3DUTNee4Efgw8APSVM48CeTsxXfmoJDP7DNALfCOO6bv7Z9z9yDD9i8o9/XAA1U5MlXSO64CjgZOJDgyXxpDHeKAJmA98CrjZzCyGfKQGqG4uSdx1c8XqZVDdPMq8VTcXQXVzScpaNyvIrRAzm0BUiX7D3b8fZ16hac/PgbNjmPzpwEIz2wh8C3iLmX293JmEM6DZpgo/AE4tdx7AZmBzzln17xJVrnE4B/iNu2+PYdpvA/7k7jvcfS/wfeAN5c7E3W9w99e7+18Cu4nuX4vLdjM7DCA813RzUjP7MPAO4P3hwCBO3wD+JobpHk10sPa7sP3PAH5jZq8oZybuvj0EBf1AF/Ft+98PTUnvJbryNaqOOqQ2qW4uTQXq5krWy6C6uVSqm/ef6uaRlbVuVpBbAeEsxA3ABndfFlMe07I9w5nZy4C3A78vdz7ufqm7z3D3WURNfH7m7mU9M2lmk8zsoOxros4Byt7DprtvA54ws+ND0luBh8qdT/BeYmgOFTwOzDeziWFdeyvRvWVlZWaHhueZRPf8fLPceeRYCXwovP4QcEuMecXKzM4makK40N33xJTHsTlvzyOebX+dux/q7rPC9r+ZqNOebeXMJ3sAFbybGLZ94IdEHVxgZscRdW7zdAz5yBimurk0laibK1wvg+rmUqluLi0P1c2l+SHlrJu9TL1k1eqDaOe2FdhLtGJcEEMebyRq0rGWqCnJA8CCMucxF/htyONB4LMVWHZnEEMPjsCrgN+Fx3rgMzHOw8nAmrDcfghMiSGPScBO4JAY5+MKop3ng8B/E3qmK3Me/0N0sPE74K1lnO4+2yDwcuCnwB+Ietpriimfd4fXGWA7cEcMeTwKPJGz7Y+qd8U8eXwv/Pdrgf8HHBHH8hry+UZG34PjcPPy38C6MC8rgcNiyOMA4Othmf0GeEu51mc9yvMYaf0rUx6qm0ubbkXqZipQL4d8VDcXnq7q5tHnobq5tDzKWjdbyEhERERERESk5qm5soiIiIiIiCSGglwRERERERFJDAW5IiIiIiIikhgKckVERERERCQxFOSKiIiIiIhIYijIFRkjzOyFapehWGb2FTP722qXQ0REJE6qm0Vqk4JcEakoMxtf7TKIiIjIS1Q3S9IoyBUZw8zsnWa22sx+a2Y/MbPpIX2amd1lZuvN7EtmtsnMpg7z+xfM7Eoz+52Zrcr5/aCzvdkz1WZ2hpndbWa3mNljZnaVmb3fzO41s3VmdnTO5N9mZmvM7BEze0f4fYOZ/V8zu8/M1prZx3Km+z9mtpJo0HoREZGapLpZZOxTkCsytv0vMN/dXwt8C7gkpF8G/MzdZwPfBWbm+f0kYJW7vwb4JbCoiDxfAzQDJwIfAI5z91OBLwEtOd+bBZwKnAukzawRuAB41t1PAU4BFpnZK8P3Xwf8i7sfV0QZRERExirVzSJjnJomiIxtM4Bvm9lhwAHAn0L6G4F3A7j7j81sd57fvwjcGl7fD7y9iDzvc/etAGb2R+DOkL4O+Kuc793s7v3AH8zsMeAE4Exgbs6Z6EOAY0M57nX3PyEiIlLbVDeLjHG6kisyti0HVrj7HOBjQGOJv9/r7h5e9/HSia1ewvZvZuOIKumsTM7r/pz3/Qw+MeYM5oABLe5+cni80t2zFXF3iWUXEREZi1Q3i4xxCnJFxrZDgC3h9Ydy0u8B3gNgZmcCU0qc7kbg9eH1QmDCfpTt78xsXLgX6FXAw8AdwD+Z2YRQtuPMbNJ+TFtERGSsUt0sMsapubLI2DHRzDbnvF8GXA58JzR5+hmQvYfmCuAmM/sA8GtgG/B8CXl1AbeY2e+AH7N/Z3IfB+4FDgaa3b3HzL5EdD/Qb8zMgB3Au/Zj2iIiImOB6maRGmQvtZYQkVphZimgz917zewvgOvc/eQqF0tERKRuqW4WGTt0JVekNs0Ebg737LxIcT0zioiISHxUN4uMEbqSKyIiIiIiIomhjqdEREREREQkMRTkioiIiIiISGIoyBUREREREZHEUJArIiIiIiIiiaEgV0RERERERBJDQa6IiIiIiIgkhoJcERERERERSQwFuSIiIiIiIpIYCnJFREREREQkMRTkioiIiIiISGIoyBUREREREZHEUJArIiIiIiIiiaEgV0RERERERBJDQa6IiIiIiIgkhoJcERERERERSQwFuSIiIiIiIpIYCnJFREREREQkMRTkioiIiIiISGIoyBUREREREZHEUJArIiIiIiIiiaEgV0RERERERBJDQW4NM7M3mdnDScurEszs/WZ2Zxmnt97MzgivLzezr5dx2u1m9qVyTS9nuuVeBr8ws4+Wa3oyOmb2FTP7P9Uuh4hUnrb/iEW+bGa7zezeCuY7putDM5tlZm5m48P7H5nZh6pdrmqrheVgZmeY2eZqlyMu5Zw/BbkxMLM3mtmvzOxZM9tlZveY2Snlzsfd/8fdjy/3dKud12iFyv1FM3s+PB40s8+Z2SHZ77j7N9z9zCKnNeKBgrvPdvdfjLLow27c7t7h7mWvLItdBsMpdyA/zPQ3mtmfzewFM9se/ocD48qv3pjZh82sLyzfF8zsT+FA8LgSplGRg2gdrNcfbf/xqrPt/43A24EZ7n5qHHVX3PVhyOPDZrbOzPaY2TYzu87MJpfw+41m9rZ8n7v7Oe7+1bIUtnA5fmFmPeHY7Dkzu9/MPm1mqSJ/Pyg4H2VZ9vnfKrUc4hSWT3fYtreY2TIza6h2uapBQW6ZmdnBwK3AcqAJOAK4AshUs1yjUY6dSRUscfeDgGnAR4D5wD1mNqmcmdTosqkV73T3A4HXAfOAfxv6hbiXf8L/31+H5XsI8Dbgz8D9Zvbq6hZLBND2H7d62f6PAja6e3c5JlaNdcLM2oBO4FNE/9d8ovm6y8wOqHR5hpRtf5bHReH47DCgDTgfuN3MrKyFq2+vCdv3m4G/B/6xyuWpDnfXo4wPosr4mRG+84/ABmA3cAdwVM5nDnwc+APwPPAfwNHAr4DngJuBA8J3zwA258ljMfDdIWn/BXwhvP5IKMPzwGPAx3K+dwawOUxjG/DfQ/MCPg38Mfz+IeDdOZ99GPhf4Oowj38Czsn5vAn4MvBk+PyHOZ+9A3gAeCbM89wh87Ql5Pkw8NY88/4V4P8MSTsI2Eq0cx0oY3htwOeBp8IyXge8GrgQ2Au8CLwA/L/w/Y2hLGuJTl6MD2lvC59fDnwX+HYo62+Idji5//ExQ8sLTCI60OgP+b0AHB6m9/Wc7y8E1odl9AvgxJzPNgIXh7I9G8rQmGc5DSyDnHI1E617zwDXADbM784Oy2RvKOPvQvoviNbXe8J83wlMzfnd/PCfPgP8DjijwDYysDzD+/8L3JpTzk+Ecv5ppPVmmGmP9P8M9/8WWuZHAt8HdgA7gRUjbevkWefCZwuItqnnidb3i4vcPl4b5uX5MG/fYsh2kO+/z0m/lZz9BvAdon3As8AvgdkhPd+2UWi/cAxwd5jW08C3cz47AbgL2EW0bb+nUD56JPuh7V/bf6F8hin3fwFPhGV5P/CmkH4B0AP0hd+vZvi66xDgBqJjhC1E9XFDzrK6J/xfO4cuU2KuD4GDw3TfMyT9QKJ17h/D+6/klo2cYzaiY7h+ouOLF4BLgFlE29L4nPJ+dKR1d7htkALr8zDzMyifkDYT2AO8I7wfx0vr0k6i496m8NnjIf/sMdJfFFHe2by0fm0H2kf43z6aU45/AzaFefsacEj4LLv8PhTK9DTwmQL7nXOB34bl8wRwec5nBacFvCz8v7uJtqtPkefYP+f/yT3GvBm4psj9yMYw/bVAN9F2MR34EdF6/BNgSs73h903UoYYJN/8lfKoemWWtAfRDmkn8FXgnNyVIXx+HvAocCJR5flvwK+GrJy3hOnMJqpkfwq8imhH/BDwoZFWBKKzfHuAg8L7BqId+Pzw/lyi4NmIzvTsAV6XM91eojOHqbCBDcoL+DuiAGwc0VmibuCw8NmHiXYci0K+/0QU0Fr4/DaiSngKMAF4c0h/LdGO5LTwuw+FDS4FHE+0Yzg8fHcWcHSeef8Kw1TuRDuob+eUMRvknkVUMU4Oy+PEnHnZZ1qhTA8QHdy8LCctN8jdC/xtmL+LiSqCCTn/8T5Bbr7/lJwgFzguLOu3h2lfQrQ+HZBTjnvDf9NEtBNpzrOcBpZBTrluDcthJlEFenae3w6UKSftF0SV0nFE68wvgKvCZ0cQbRcLiNaZt4f30/JMP3d5Hkm0E/2PnHLeFebvZRRYbwqUvdD/M+j/LbTMQ36/I6rgJwGNwBtH2tYpvM5t5aWDtCm8tF0W2j4OIKqI/zWU8W/DPJZ6kPuPwPYh7w8Kefwn8ECh7YzC+4WbgM+Ez3KX0ySibfsjYTm9lqiSP6nQ9qxHch9o+9f2X8L2D/wD8PLw+zaiwLxxuHll+LrrB8AXQ1kOJapDP5bz+16gJUz/ZXnWqVjqQ6JgrJcQjA757KvATcMtJ/Y9ZtvI4BNHs8gT5FLccWruNph3fR6mzAP5DEn/JdAZXv8LsAqYQbTufTFnPgeVu4htLXuBo41ovTsIOG2E/y27HP4xTPdVRCcVvg/895BydIVl8Bqi4/UT88z3GcCc8H/PJQq231XMtICrgP8Jy/tI4EGKDHKJTiBtBf51pP1IznqyiiiwPSJ89zfhd43Az4DLwncL7RuPYnQxSFmCXDVXLjN3f47oHpDsCrvDzFaa2fTwlWbgc+6+wd17gQ7gZDM7KmcyS9z9OXdfT7Qy3+nuj7n7s0RnU15bRDk2Ea2Y7w5JbwH2uPuq8Plt7v5Hj9xNdJbxTTmT6CdakTPu/udhpv8dd3/S3fvd/dtEZ/ROzfnKJnfvcvc+oh3xYcB0MzuMKPhvdvfd7r435A/RWdsvuvtqd+/z6L6IDNEZzz6ind1JZjbB3Te6+x9HWg5DPEm0kxhqL9GO7wSiQHyDu28dYVpfcPcnhls2wf3u/l133wssI9o5zC+xvMP5e+A2d78rTPtqop3iG4aU7Ul33wX8P+DkEqZ/lbs/4+6PAz8v8bcAX3b3R8JyuTnn9/8A3O7ut4d15i5gDVEln88PzewZolYBdxNtK1mfc/ddIZ9C600+I/0/uf9voWV+KtFB3afcvdvde9z9f8M0Cm3rhda5vUTr+cFhG/lNSC80n/OJKpn/DNvUd4H7Csx/PoO2EXe/0d2fd/cM0QHBa3LvbR9qhP3CXqKK7/Ahy+kdRM0Jv+zuve7+W+B7RAfMUr+0/Wv7L4q7f93dd4bfL+WlE+MjCsdmC4BPhv/wKaKTFufnfO1Jd18epp+vzh9OOerDqcDTYR0aamv4vNyKOU7N3Qb35xhqqNx1r5noSubmnHXvbws0jS5U3ncA29x9aVjvnnf31UWW6f3AMo+Ov18ALgXOH1KOK9z9z+7+O6ITXq8ZbkLu/gt3Xxf+77VEJ33ePORr+ab1HuDKsLyfAL5QRNl/Y2bdRBc6fgFcG9KL2V8ud/ft7r6FKLhe7e6/dfceohNC2Rgk777RRx+DlIWC3BiEDe3D7j6DqNnr4URnQSHayf+XmT0TKvBdRGcyjsiZxPac138e5v0+HXBY1FNuthOJH4XkbwLvDa/fF95nv3+Oma0KHWM9Q7Rzzd1Z7ggr9LDM7INm9kDOfLx6yO+35SyPPeHlgURnoXa5++5hJnsU0JadZpjukUSV4qPAJ4l2dk+Z2bfM7PB85cvjCKLlPYi7/wxYQdQ89ykzuz7cW13IE8V+7u79RM2/Sy3vcA4nOmOfO+0nGLz+bMt5vYdh1pcCRvPbQr8/Cvi7If/tG4lOfuTzLnef7O5HufvHhxxc5C7/vOtNnu1i0O/z/D+50y+0zI8kOqEz3AFI3m19hHXub4i2x01mdreZ/cVI8xkeW9yj06DBJko3sI2YWYOZXWVmfzSz54jO8EKBg6oR9guXhPm/16LeyLP3CB0FnDZkvt4PvGI/yi/Joe1f239RzOxiM9tgUWefzxC1eis2+DuK6ATB1pz8v0h0RTdrpPo+n3LUh08DU/MEeIeFz8utmOPU3G1of46hhso9PjsK+EFO/huILnRMz/PbQuU9kuiK+v4YtO2H1+OHlKOoYyYzO83Mfm5mO8zsWaLAfOg6mm9ahzN4HSxm235d+P3fE121zfZHU2g/klVsDDLS8ehoYpCyUJAbM3f/PVEzkmxnDk8QNYOZnPN4mbv/apT5fMPdDwyPc0Lyd4AzzGwG0dmUbwJY1Ivd94jOukx398nA7UQ7hYFJ5ssrnB3rAi4CXh5+/+CQ3+fzBNBkw/cK+ATR2arcZTPR3W8K8/hNd38j0UbqRM2pi2JRz5xvIzortQ93/4K7vx44iagJxqeyH+WZZN7lExyZk/c4omY3T4akPcDEnO/mVuYjTfdJovnPTttCXltG+F25jVTOoZ4gauaT+99OcverypB/3vUmz3YBhf+fodMvtMyfAGbmOQApuK3nW+fc/T53P4/oIOuHRFcACs4n0Rn9I0LZsmYWWoB5vJuXtpH3ETUDexvRQeOs7CIIz4PWgZH2C+6+zd0XufvhwMeAa83smDBfdw+ZrwPd/Z+Gy0cEbf/a/l/K901EAfR7iG4Pm0x032++45Gh03uC6ErW1Jz8D3b32QV+M9I0R1JKffjrUL6/zk0MxzTnEN3OBlGz0XzHFaWWsZjj1EHTK3AMNSIzOxJ4PS+te08Q9eOSm3+jR1cWh5uPQuV9gqi58XBKOt4i2qZ6GRz0FeubwErgSHc/BEhT3DEzRNv3kTnvi9q2PXIz0Tr02ZBc8Di7RCMdj44mBikLBbllZmYnmFlb+FOzG+97idq4Q7RiX2pms8Pnh5hZLM3y3H0HUTOFLxN10LEhfHQAUXOeHUCvmZ0DlDKUzCSincMOADP7CC8F8SOVaStRk+trzWyKmU0ws78MH3cBzeGMl5nZJDM718wOMrPjzewtYePo4aUOmgoys5SZvZ7oYGE30bIY+p1TQp4TiCqKnpxpbyf/DrKQ15vZX4eDn08SVVLZdeAB4H3hTPnZDG6ysh14ueVvEnYzcK6ZvTWUty1Me1QnSfbDdmBWOEAsxteBd5rZWWG+G80su/MbrbzrTYHfFPp/hiq0zO8lqoCuCvk2mtnp4Xd5t/V865yZHWDR1adDPGr+8xwvrYuF5vPXRJXvP4dt6q8ZfPtAXuH/eKWZLSe6F+aK8NFBYT53Eh08dQz56dBto+B+wcz+Luf/3h2+2090H/hxZvaBUPYJYfmcmCcfkVza/ut7+z8ozPsOYLyZfZaoT5N8BtVd4ZjkTmCpmR1sZuPM7GgzG9qUtJDY6kOPblO7AlhuZmeH5TOLaL3cTNSpFETHFQvMrMnMXkG0Xg8tY7H70ZKOU0c4hsrLzCaG5XwL0bZ0e07+V1poHm1m08zsvPDZjjDt3HkpVN5bgcPM7JMWHQ8eZGanhc9G+t9uAv41bB8HEm0D3/bhW26M5CCiVow9ZnYq0UmkYt1MNH9TwjrSUmLeVwGLwnqxP/vLQuXKezwaYwxSNAW55fc8UdOA1Ra1h19FdDazDcDdf0B0BfJbFjUBepDobFxcvkl0JnagmYC7Pw/8M9EKuptoY1tZ7ATd/SFgKVHFup3oZvp7SijTB4ju4fg90U3tnwzTXUPUWdWKUK5HiTp9gGiDuIqoac42orPclxbI4xIze56ogv4aUacIb/DhhxE4mGjD303U9GInUW+eEPUsd5JFzTp+WMI83kLUTGR3mN+/DgctEHWq8E6i3ujeTxSAAwNX/m8CHgt5Dmri7O4PE93Ps5xoWbyTaKiNF0soWzl8JzzvNLPfFPwm4NF9JOcR9Wq4g+hs4qcowz5ohPUmn0L/z9Dp513mHt1z/k6inkMfJzro+Pvwu0LbeqF17gPAxvCbZqJ1pOB8hv//r8P7XaEM3x9hGfyFmb1AdCD9i1CmU9x9Xfj8a6FsW4g6vBsaBAzaNorYL5xCtF98gWh/8y8e3ev0PFEFdz7RmeFtvNTp3T75jDBPUme0/df99n8H8GPgkVDeHgo3Lx6u7vog0YH3Q0TL9rsUvpWmmGnmVWp96O5LwnevJvq/VoffvNWje1YhCnZ/R9Ss/E6izj1zfQ74t7AcLx6hfKUepxZan4ezIhyfbSe6le97RJ1cZgPj/yJaR+4M31tFdFydvf3tSqIhIZ8xs/mFyhvWr7cTbafbiO4T/6uQz0j/241Ey/WXRJ3T9VB6gJn1ceDfw/x8lpdaaBTjCqLl+iei//a/C399sLBN/5Ko74D92V/mm24xx6Nlj0FKke3tVkSkLpjZ5UQ9D/5DtcsiIpWl7V9EpD7oSq6IiIiIiIgkhoJcERERERERSQw1VxYREREREZHE0JVcERERERERSQwFuSIiIiIiIpIYww1gXvOmTp3qs2bNqnYxREQkIe6///6n3X1atctRy1Q3i4hIORWqmxMZ5M6aNYs1a9ZUuxgiIpIQZrap2mWodaqbRUSknArVzWquLCIiIiIiIomhIFdEREREREQSQ0GuiIiIiIiIJIaCXBEREREREUkMBbkiIiIiIiKSGApyRUREREREJDFiC3LNrNHM7jWz35nZejO7IqS/0sxWm9mjZvZtMzsgpKfC+0fD57NypnVpSH/YzM6Kq8wiIiIiIiJS2+K8kpsB3uLurwFOBs42s/lAJ/B5dz8G2A1cEL5/AbA7pH8+fA8zOwk4H5gNnA1ca2YNMZZbREREREREalRsQa5HXghvJ4SHA28BvhvSvwq8K7w+L7wnfP5WM7OQ/i13z7j7n4BHgVPjKreIiIiIiIjUrljvyTWzBjN7AHgKuAv4I/CMu/eGr2wGjgivjwCeAAifPwu8PDd9mN/k5nWhma0xszU7duyIYW5ERERERERkrIs1yHX3Pnc/GZhBdPX1hBjzut7d57n7vGnTpsWVjYiIiIiIiIxhFeld2d2fAX4O/AUw2czGh49mAFvC6y3AkQDh80OAnbnpw/xGZExraWmhsbERM6OxsZGWlpZqF0lERGTMMrN9HiIipYqzd+VpZjY5vH4Z8HZgA1Gw+7fhax8CbgmvV4b3hM9/5u4e0s8PvS+/EjgWuDeucouUS0tLC+l0mo6ODrq7u+no6CCdTivQFZGqMbMbzewpM3swJ+3bZvZAeGwMtxlhZrPM7M85n6VzfvN6M1sXRj74gikSkTLItxpp9RKRUlkUR8YwYbO5RB1JNRAF0ze7+7+b2auAbwFNwG+Bf3D3jJk1Av8NvBbYBZzv7o+FaX0G+EegF/iku/+oUN7z5s3zNWvWxDJfIsVqbGxk3rx5rFmzhkwmQyqVGnjf09NT7eKJSAnM7H53n1ftcoyWmf0l8ALwNXd/9TCfLwWeDfX1LODWPN+7F/hnYDVwO/AF1c0yWoWC2biOV0WkdhWqm+PsXXmtu7/W3ee6+6vd/d9D+mPufqq7H+Puf+fumZDeE94fEz5/LGdaV7r70e5+/EiVqEix4m5KnMlkWLVq1aAruatWrSKTyZQ1HxGRYrn7L4lOJO8jXI19D3BToWmY2WHAwe6+KrS4+hovjZQgIiJSdRW5J1dkrKlUU+KJEyfS1tbGpEmTaGtrY+LEiWWdvohIGb0J2O7uf8hJe6WZ/dbM7jazN4W0I4hGOsgadtQDERGRahk/8ldEkqerq4vOzk5aW1sBBp7b29tZvnx52fJ5/vnnC74XERlD3svgq7hbgZnuvtPMXg/80MxmlzJBM7sQuBBg5syZZSuoyGg0NjYOalWVSqV0G5FIwuhKrtSlTCZDc3PzoLTm5mY1JRaRuhRGNfhr4NvZNHfPuPvO8Pp+orHujyMa4WBGzs/zjnqg4f1krBka4EJ0TNDY2FilEolIHBTkSl1KpVKk0+lBael0mlQqVaUSiYhU1duA37v7QDPkMEpCQ3j9KqLRDR5z963Ac2Y2P9zH+0FeGilBZEzLdzJbJ7lFkkVBrpQkKeO+Llq0iLa2tkHj8LW1tbFo0aKy59XQ0DDoWUSkWszsJuDXwPFmttnMLggfnc++HU79JbA2DCn0XaDZ3bOdVn0c+BLwKNEVXnUKKSIiY4buyZWiZTtr6uzspLm5mXQ6zeLFiwHKeh9rJdx9990lpY9Gf3//oGcRkWpx9/fmSf/wMGnfA76X5/trgH2GFhIRERkLdCVXitbV1cVpp51Ge3s7kyZNor29ndNOO42urq6y5xX3FeN169YBMHv2bDZt2sTs2bMHpZdTdmw/jfEnIiIiIhI/BblStEwmw69+9St6e3sB6O3t5Ve/+lXZ72NpaWnhmmuuGZTPNddcU/ZAd8KECaxfv56jjjqK9evXM2HChLJOv5Lmzp07qOn13Llzq10kEREREZGqUJCbIJUIdNydJUuW0N3dzZIlS2K5OnnttdfuM11359prry1rPnv37i34vlbMnTuXdevWsXDhQnbs2MHChQtZt26dAl0RERERqUuWxCaU8+bN8zVr1lS7GBWVDXTMDHcfeJ4zZw5r164tSx5RJ5pRB0p9fX0Dz1DepriVyCebx3BqKY9sPrNmzWLr1q1kMhlSqRSHHXYYGzduVBNpkTIxs/vdfV61y1HL6rFultIkqW4WkfgVqpt1JTchsveSXn311XR3d3P11VcPSi+nbMCZfY5LpfJJgk2bNtHR0UF3dzcdHR1s2rSp2kUSEREREakKBbkJcsUVV9Da2srEiRNpbW3liiuuqHaRpEImT548qEOwyZMnV7tIIiIiIiJVoSGEEmT16tUF30ty7d69e+B1JpPRoPYiIiIiUrd0JTdBbr/9ds477zyefvppzjvvPG6//fZqF0kSJO5hnURERERkZLkdzQ59SERBbkJcdNFFAKxcuZJp06axcuXKQekio9HS0kI6nR503286nS57oKtAWkRERKQwdx94DPdeFOSKSBG6uro47bTTBt33e9ppp9HV1VW2PCoVSIuIiIhIsmkIoYQYP378oOF2cp97e3vLkkclh8SJO5+k5FGpfCqRR2NjIx0dHbS2tg6kLVu2jPb2dnp6esqSh8j+0hBCo1ePdbOUJin1mUglZYcNrUcaQqgO5BtmR8PvSK3IZDI0NzcPSmtublYnWiIiIiJSEgW5CbNkyRK6u7tZsmRJtYsiUpJUKkU6nR6Ulk6nSaVSVSqRiIiIiNQiDSGUMJdccgltbW00NDRUuyiSQNkmMXE0jVm0aBGLFy8Goiu46XSaxYsX73N1V0RERESkEAW5CZPby5pIucW5fi1fvhyA9vZ22traSKVSNDc3D6SLiIiIiBRDzZUTpr+/f9CzSC1Zvnw5PT09uDs9PT0KcEegIZdERERE9qUgN2GyvQZqMGiRZNOQSyIiY5uZ7fOQ5NMJ6LFBQW6CzJo1iwMOOACAAw44gFmzZlW3QCJjVBIqoK6uLjo7O2ltbWXixIm0trbS2dlZ1rGLRURk/+QLaBXoJltLSwsrVqwYGBkik8mwYsWKmjzOqHUKchPk8ccfH3RV5/HHH692kUTGnKRcAdWQSyIiImPLihUrSkqX+CjITYhUKsWhhx5KW1sbkyZNoq2tjUMPPfT/b+/u4+O6yzvvfy9JZoQVIFZsnJAHm0KcB+M0gJqkkC1QihNMqsBNtze0N6QlKKibzMJKoSLqbmPgFYOMrd43cppplHgJWx42LaUWwSUE2oWSbAIKDXbsPBmwSbK2o9gqJjKeRNJ1/zFnlJGtkWakc87MnPm8X695zcxvZs51jR7mN9c5v/P7sfwKakocR1iTcgQ0ziWXknDkGwCk4hMnMmEnkCwUuQmxatUqHThwYNo5uQcOHNCqVasqnBlQmriG+CTlCGhHR4euv/56NTU1yczU1NSk66+/Xh0dHaHGScqRbwDIc/dpqwVQ4ALJQ5GbELt375Z04hIv+Xag2t18882SpPb2do2MjKi9vX1ae1jiPAKaBEk58g0AAOoHRW5CTExMqKGhQZs3b9bY2Jg2b96shoYGTUxMVDo1oCTurpaWFg0NDWnZsmUaGhpSS0tL6HvY4zoCGrXBwUFt2rRJ4+PjcneNj49r06ZNoRefSTnyDQAA6gdFboJcfvnl0462XH755ZVOCSjL2NiYGhpyH0sNDQ0aGxurcEbVK5vNauvWrdOWpti6dWvoxSdHvgEAQK2hyE2Q7du3Tzs6tX379kqnBJTtiiuu0MjIiK644opItj84OKg3velNampqkiQ1NTXpTW96U80NvzUz7dq1a9pOgV27doW+PEVHR4d6enrU39+vo0ePqr+/Xz09PTV35BsAkoi1eIGZWRJPtm9ra/Ph4eFKpxGrwgmn3H3qWgpvxsDZPjjD/DuKI05SYsQVJykxCuM0NjZqYmJi6jrsOOl0WoODg8pms0qlUuro6NDAwEBo24/r5yVF/15qgZk96O5tlc6jltVj34zyxPm5lo8X1ffgJPWbKF0lfidR/R3Xwt/XbH1zU9zJIBr5L+rHF7aNjY2VTAuoS+l0WjfffPPUUdbx8fGpCbTqrTgEAAC1p7CQjXKHUFQYrpwQxSaYYuIpYGaTk5PTrsN0yy23yN2n/v/yO6BuueWW0GPld2RFtUMrrqWdAAAAwkKRmzCFsysDKC7s4fyF4tzpdO6552rfvn0699xzQ9+2FN/STgAAAGHhnNyEiOM8Q84xrb4YccVJSoy44iQlRj7OunXr9M1vfnOq7V3vepe2b99ec0OXFoJzcheuHvtmlIdzcqsvBsqTpHNy444xH7P1zRzJjUE6nVZzc7PMTM3NzZEO8yscHgkAYbj44otnvQ8AAFBNKHIjlp+AprD4vPnmmyMrdI8fUljLGhoa9J3vfGdq8h4AlbF+/fppSwitX7++0ikBAAAUxXDliOUng/nc5z6nzs5OZTIZffzjH5cU7tFWhivXZ4y44iQlRlxx4ozR0NCgycnJqeswY0jSBRdcoJ07d57QvmbNGu3YsSO0ONWO4coLV019M6oTw5WrLwbKw3DleDFcuYImJyd10003qaurS4sXL1ZXV5duuummSGZ0Xb58+bQjxsuXLw89BoDqEuUs0ZL0lre8pax2AACASqPITZCDBw/Oeh9A8ixatEg/+MEPtGjRoki2v2XLlrLaAQAAKo0iN2KNjY264YYbtGjRIpmZFi1apBtuuCGyNS0B1JcXXnhBl156qV544YVI4+TPjecceQBRKTYcshqHSc5mtiGrAOLBt5WInX/++ZKk8fHxadf59rDlP1j5gAUQJj5bksHMtprZM2b2cEHbejN72sweCi7rCh67wcz2mNljZnZZQfvlQdseM/tE3O8DyeXu09Yxr7UCV6q9ohxIIorciO3evVvSixNQ5a/z7WFqamqa1jE0NTWFHgNAfSr8bEFN+4Kky2do/yt3vzC4bJckMztf0vskrQ5e89dm1mhmjZJulvROSedLen/wXABAEewkjldkRa6ZnWlm/2Jmu81sl5l9NGivqz3GExMT+sxnPqPx8XG5u8bHx/WZz3wmknVs80eJi90HgPmKeoIrxMPdvy/pcIlPv1LSV9096+4/l7RH0kXBZY+7/8zdn5f01eC5AAJJGXqN8PC7j1eUR3LHJXW7+/mSLpF0bcGe3rraY7xt2zY1NzfLzNTc3Kxt27ZVOiUAqCrpdHra52RUa4mjqOvMbEcwnHlJ0Ha6pCcLnvNU0FasHUCBJAy9ThozO+ESptbW1rLaEZ3Iilx33+/uPw5u/0rSI5q9E0zsHuP7779fzz//vCTp+eef1/3331/hjAAkRXt7u0ZGRtTe3l7pVOYtnU4rk8low4YNGhsb04YNG5TJZCh043OLpNdIulDSfkmbw9qwmV1jZsNmNjwyMhLWZgGgbMUK2jAL3UOHDp1Q0La2turQoUOhxUBpYjkn18xWSnq9pAeCptD3GFd7R8qkLQCiMDQ0pGXLlmloaCiS7cfxpWBwcFB9fX3T1hPv6+vT4OBgaDFQnLsfdPcJd5+UNKjczmVJelrSmQVPPSNoK9Y+07Zvdfc2d29btmxZ+MkDQJU5dOjQtCP4FLiVEXmRa2YnSfqapI+5+xFFtMe4mjvS5cuXTzufbfny5RXOCABKE8d5ZdlsVp2dndPaOjs7lc1mQ4uB4szstIK775GUn3l5SNL7zCxlZq+WdLakH0r6kaSzzezVZvYS5U41imYvCwAgsWYaPh7WUPJIi1wzW6Rcgfsld/8HKdo9xtVqZGREmzdv1tjYmDZv3qxqPNIMALPJz9YexaztqVRKmUxmWlsmk1EqlQo9Vr0zs69I+t+SzjGzp8zsakkbzWynme2Q9DZJ/0WS3H2XpDsl7Zb0LUnXBv33uKTrJN2t3KlIdwbPBQCgZPlz1Wc6f32hO9MjW2PGcuX37ZIecff+gvbT3H1/cPf4PcZfNrN+Sa/Si3uMTcEeY+WK2/dJ+qOo8o7C5OSkenp61N3draamJmYnBVBTzjrrLB08eFDj4+NqbGzUq171Kv3iF78IbfsdHR3q6emRlDuCm8lk1NPTc8LRXSycu79/hubbZ3n+TZJumqF9u6TtIaYGAEBoolxI9c2SPiBpp5k9FLT1Kjc78oWSXNJeSR+RcnuMzSy/x3hcwR5jSTKz/B7jRklba3GPcX7JoCiWDgKAKP3iF79Qe3u7br/9dl199dWhn/87MDAgSert7VV3d7dSqZQ6Ozun2gEAAMphSZzOvK2tzYeHhyudhqTcWPOVK1dq//79ymazSqVSOu2007R3795Qz2mbbdx6WHHiiBFXnKTEiCtOUmLEFScpMeKMU+3M7EF3b6t0HrWsmvpmVD8zi/wzJo4YUcbh87k8cf+8av3vK+4Y84kzW98cy+zK9W7v3r0aHx+XJI2Pj2vv3r2VTQgAytTQ0DDtGkD9YT1rALWCbysRa2xslHTiEkL5dgCoditXrtSiRYskSYsWLdLKlSsrmxCA2KXTaW3ZsmVq1vNsNqstW7ZQ6AKoShS5EXN3NTQ0qK+vT2NjY+rr61NDQwPDSADUjCeffFIbNmzQ2NiYNmzYoCeffHLuFwFIlC1btpTVDgCVxDm5ETMzpVKpaes95u/X2nlzSToHMCkx4oqTlBhxxUlKDElqbm5WW1ubhoeHp+YVyN8/duxYaHGqHefkLlw19c0oXxLPZ6zW8wzL3fbxwo4VR4w4JPFvOK441fpeOCe3wgoL3JnuA0C16ujo0AMPPDDtSO4DDzygjo6OSqcGAHVvpvVFw1SsMJytYASqAUVuTNrb2zUyMqL29vZKpwIAJRsYGNB5552n7u5utbS0qLu7W+eddx7L+wAAgKpFkRuDpUuXamhoSMuWLdPQ0JCWLl1a6ZQAoCTpdFqPPPKINm/erLGxMW3evFmPPPIIk80AAICqRZEbg2effXbaF8Rnn3220ikBQEkGBwe1dOnSaUdyly5dqsHBwUqnBgAAMCOK3Jhs3bpVzz77rLZu3VrpVACgZNlsVgcOHJh2ysWBAweYWwAAAFQtityY7Nq1SytWrNCuXbsqnQoAlGX16tXatm2bli5dqm3btmn16tWhx0in02pubpaZqbm5meHQAABg3ihyI5ZKpfTmN79ZqVRqxvsAUO0effRR9ff36+jRo+rv79ejjz4a6vbT6bQymcy0GZwzmQyFLgAAmBeK3Ih1dHTovvvu0/j4uCRpfHxc9913H8tvAKgZZ555pnp7e9XS0qLe3l6deeaZoW5/cHBQfX196urq0uLFi9XV1aW+vj7O+wWAOsKIHoSJIhcAUNSaNWu0d+9ePf/885Kk559/Xnv37tWaNWtCi5HNZtXZ2TmtrbOzk/N+AaBOpNNpbdmyZepzP5vNasuWLRS6mDeK3IgNDg5q06ZNGh8fl7trfHxcmzZt4ggFgJrwlre8RZLk7tOu8+1hSKVSymQy09oymQyndQBAndiyZUtZ7cBcKHIjxhEKALUsji8eHR0d6unpmXbeb09PD6d1AACAeaHIjVgqldLatWunnWOwdu1ajlAAqCnLly/XI488ouXLl4e+7YGBAXV2dk4777ezs1MDAwOhxwIAAMnXVOkEkm7VqlW69957p+5ns1nde++9oZ7PBgBRamho0L//+7/rvPPOUyqVUkNDgyYnJ0ONMTAwQFELAABCwZHciO3cuVNS7kti4XW+HQCq3eTk5LTJQMIucCVm1QQAAOGhyI3BSSedNPWlcHJyUieddFKFMwKA6pFOp3XzzTdPW2rt5ptvptAFAADzQpEbg+eee07t7e0aGRlRe3u7nnvuuUqnBABV45ZbbpEkbdy4UWNjY9q4ceO0dgAAgHJwTm5Mtm/frmXLlqmpiR85ABSamJjQZz7zGXV1dUmSurq69Pzzz+uGG26ocGYAAKAWcSQ3JoXD8ACg1hSORonCtm3bpp2Tu23btkjiAACA5Kv7IpfJTgBgbt/4xje0bNkyfeMb34hk+/fff78uu+wyjYyM6LLLLtP9998fSRwAAJB8dV3kptNpZTIZbdiwQWNjY9qwYYMymQyFLgAUOOmkk+TukiR3D33yvMbGRknS0NCQli1bpqGhoWntAAAA5ajrIndwcFB9fX3q6urS4sWL1dXVpb6+Pg0ODlY6NQCoCmam5557TmY24/0wTExMTG278DrfDgAAUI66LnKz2aw6OzuntXV2dk6tBwkA9e51r3udJE07klvYHpbVq1drcnJS7q7JyUmtXr061O0DAOrbddddV1Y7altdF7mpVEqZTGZaWyaTUSqVqlBGAFBdHn/8cb30pS+d1vbSl75Ujz/+eKhxdu/erf7+fh09elT9/f3avXt3qNsHANS3gYEBXXfddVPf81OplK677joNDAxUODNEoa6L3I6ODl1//fVqamqSmampqUnXX3+9Ojo6Kp0aAFSFbDarX//619NmV/71r38d+oiXFStWqLe3Vy0tLert7dWKFStC3T4AAAMDAzp27Jgk6dixYxS4CVbXRS4AYG6rV6/Wtm3btHTpUm3bti30ocRr1qzR3r17p82uvHfvXq1ZsybUOAAAoD7UdZE7ODioTZs2aXx8XO6u8fFxbdq0iYmnAKDAo48+Om0o8aOPPhrq9nfs2KE1a9ZMm115zZo12rFjR6hxAABAfbD8JCJJ0tbW5sPDw3M+z8w0NjamxYsXT7UdPXpULS0tCuvnMtsMpGH+7OOIw3upvhhxxUlKjLjiJCVGPs7KlSu1f/9+ZbNZpVIpnXbaadq7d2+ocaqdmT3o7m2VzqOWldo3ozrF9ZlTGC/qz5g4YsQVJ6oYSeqbj49Xq7+TSsSp1vcyW99c10dymXgKAGbHUGIAAFBrmiqdQCV1dHSop6dHUm7poEwmo56enhOWFQKAerVjxw6dcsopU0OJJam1tZWhxAAAoGrV9ZHcgYEBdXZ2TpvRs7Ozk5nWACCQTqd15MgRbd68WWNjY9q8ebOOHDmidDpd6dQAAABmVNdFrvTiVOLuzlTiAHCcwcFBXXzxxdN2Bl588cWhT9CXTqfV3NwsM1NzczNFdETMbKuZPWNmDxe0fc7MHjWzHWb2dTM7OWhfaWa/NrOHgkum4DVvNLOdZrbHzD5vs51QBwBAzOq+yAUAFJfNZnXvvfdqfHxckjQ+Pq5777031HVy0+m0MpmMNmzYoLGxMW3YsEGZTIZCNxpfkHT5cW33SHqdu18g6XFJNxQ89lN3vzC4FJ7Lc4ukDklnB5fjtwkAQMVQ5AIAKmpwcFB9fX3q6urS4sWL1dXVpb6+PpZzi4C7f1/S4ePavu3u48Hd+yWdMds2zOw0SS939/s9Nw3mFyW9O4J0AQCYF4pcAMCc3vWud2lkZETvete7Qt92Nps9YcK/zs7OUI8Wo2QfkvRPBfdfbWb/ZmbfM7P/ELSdLumpguc8FbSdwMyuMbNhMxseGRmJJmMAAI5DkQsAmNVJJ500Nbvy0NCQTjrppFC3z3Ju1cHM/kLSuKQvBU37JZ3l7q+X1CXpy2b28nK26e63unubu7flZ+cGACBqdb2EEABgbs8999zUAu1mpueeey7U7bOcW+WZ2Z9IukLS24MhyHL3rKRscPtBM/uppFWSntb0Ic1nBG0AAFQFilwAQEXlZ7Xv7e1Vd3e3UqkUy7nFyMwul/Tnkt7i7kcL2pdJOuzuE2b2G8pNMPUzdz9sZkfM7BJJD0j6oCR+WQCAqkGRCwCYU3Bwb+o6bAMDAxS1MTCzr0h6q6SlZvaUpBuVm005JemeYCWg+4OZlH9H0qfM7AVJk5I63T0/adV/Um6m5pcqdw5v4Xm8AABUFEUuAGBOjY2NmpiYmLoOWzqd1uDgoLLZrFKplDo6Oih6I+Du75+h+fYiz/2apK8VeWxY0utCTA1AjcmfxgJUIyaeAgDMKV/YRlXgsk4uANQWClxUs8iKXDM708z+xcx2m9kuM/to0N5qZveY2RPB9ZKg3czs82a2x8x2mNkbCrZ1VfD8J8zsqqhyjlIwBGzqGgCQwzq5AFCdis1yz+z3qHZRHskdl9Tt7udLukTStWZ2vqRPSPquu58t6bvBfUl6p3KTWpwt6RpJt0i5oli5c4YulnSRpBvzhXEtifp8NgD166677oo8RmNj47TrMLFOLgBUp2PHjp1Q0KZSKR07dqxCGQGliazIdff97v7j4PavJD2i3GLxV0q6I3jaHZLeHdy+UtIXPed+SSeb2WmSLpN0j7sfdvdRSfdIujyqvAGg1lxxxRWVTmFBUqmU1q5dq+bmZpmZmpubtXbtWo4UAEAVOHbs2LSDNRS4qAWxnJNrZislvV65pQaWu/v+4KEDkpYHt0+X9GTBy54K2oq1Hx/jGjMbNrPhkZGRcN/AArS2tpbVDgDVKMpzcletWqV777136shtNpvVvffeq1WrVoUeCwAAJF/kRa6ZnaTc7Iwfc/cjhY8FC86HMn7X3W919zZ3b1u2bFnJr0un09OOHoQ90cmhQ4dOKGhbW1t16NChUOMAQK3auXNnWe0AAACzibTINbNFyhW4X3L3fwiaDwbDkBVcPxO0Py3pzIKXnxG0FWtfsLhm9Dz99NNnvQ8A9e7cc8+Vu09dzj333EqnBAAAalSUsyubcmvvPeLu/QUPDUnKz5B8laRtBe0fDGZZvkTSL4NhzXdLWmtmS4IJp9YGbQsWx4yeF1xwwQlHI3bu3KkLLrggtBgAUOve+973znofAACgVFEeyX2zpA9I+l0zeyi4rJP0WUnvMLMnJP1ecF+Stkv6maQ9kgYl/SdJcvfDkj4t6UfB5VNB24LFMaNnvsBtb2/XyMiI2tvbp7UDQC04/jMsbDfddJP6+/t19OhR9ff366abbookDgAASD5L4pI2bW1tPjw8POfzmpubtWHDBnV1dU219ff3q7e3N7SZ48xMa9eu1d13v3jw+bLLLtO3v/3tUJcTmm393bDixBEjrjhJiRFXnKTEiCtOUmLEFeeUU07R4cMn7ruspvkLzOxBd2+rdB61rNS+GdVnts8BKZrlEc0s8mUX44gRV5xajxFXn1YYr5Z/XnHHqdb3Mlvf3BRaVjWoo6NDPT09knJHcDOZjHp6ek44urtQjzzyiJqbm5XNZpVKpfTKV74y1O0DQC07dOjQCYVuNRW4QL1z9zkLXQCoJrEsIVStBgYG1NnZqd7eXrW0tKi3t1ednZ0aGBgINc6TTz6p1772tdq3b59e+9rX6sknn5z7RQBQRw4dOjRt4ikKXKC6XHfddWW1A0Al1fWRXClX6IZd1M5k165dWrFiReRxUJpie6WTOHwfCENTU5PGx8enrgHUl/x3pcHBwamRaR0dHbF8hwKAcs15JNfMVpnZd83s4eD+BWb2X6NPDYhW/ojR8bcBvCiVSunUU0+dKmzHx8d16qmnKpVKVTiz+kbfjEoYGBiYmrPk2LFjFLgAqlYpw5UHJd0g6QVJcvcdkt4XZVJJ097ePm0YXlSzkwJA2FatWqUDBw5Maztw4IBWrVpVoYwQoG8GAKCIUoYrL3b3Hx43tJOxamX4xje+oaamJk1MTKixsVGTk5OVTgkASlJsuTOWQas4+mYAidHa2lp0ln1gPko5kvusmb1GkkuSmf2BpP2RZpUgDQ0NJwyDdXc1NNT1nF8AakzU6+SibPTNABLj0KFDJxS0zLKPhSil0rpW0t9IOtfMnpb0MUl/FmVSSWJmMjNt3LhRY2Nj2rhx41Qbkq3YOb6c+4tac84552jbtm1aunSptm3bpnPOOafSKYG+GUDC5GfZl8Qs+1iwOYtcd/+Zu/+epGWSznX3S919b+SZJcTExITOP/98dXd3q6WlRd3d3Tr//PM1MTFR6dQQAya3QhI89thj6u/v19GjR9Xf36/HHnus0inVPfpmAACKm/OcXDP7y+PuS5Lc/VMR5ZQojY2N2rVr17S2Xbt2qbGxsUIZAUD5rr/+enV3dzMKpUrQNwMAUFwpw5XHCi4Tkt4paWWEOSVK/ojt6tWrtW/fPq1evXpaOwBUszVr1kjStBEJhe2oGPpmAACKmPNIrrtvLrxvZpsk3R1ZRgm0YsUK7dmzRytWrFAqldKKFSu0b9++SqcFAHNiduXqRN8MAEBx85nid7GkM8JOJMk+9KEP6dixY3J3HTt2TB/60IcqnRIAlKRwje+Z7qNq0DcDABAo5ZzcnQqWKJDUqNwkF5zzU4b169frpJNOUmdnpzKZjNavX1/plAAANYy+GQCA4uYsciVdUXB7XNJBd2fB+RKtWbNGO3fu1Mc//nF1d3dPrZvL+WwAgAWgbwYAoIiiRa6Z5Vdk/tVxD73czOTuh6NLKzl27NihU045RYcP535ck5OTam1t1Y4dOyqcGQCg1tA3AwAwt9nOyX1Q0nBwffxlOPrUkiGdTuvIkSPavHmzxsbGtHnzZh05ckTpdLrSqQEAag99MwAAc7AkTh7S1tbmw8PV0dc3Nzerra1Nw8PDymazSqVSU/ePHTsWWpzZ1q4M63ccR4w44xTGi/r/IMoYSfndJ+nvKykxZoqZxD6jFGb2oLu3VTqPWlZNfTMWptb7zThjxBUnKTHiipOUGHHFqdb3MlvfXMo5uTKzJZLOltScb3P375ecQR3LZrO69957i94HgLDVczFaT+ibAQCY2ZxLCJnZhyV9X7n19z4ZXK+PNq3kWb16tfbt26fVq1dXOhUACdDQMPPHd35yOyQbfTMAAMWVsk7uRyX9lqR97v42Sa+X9O9RJpVEH/rQh7R06VLWyEXoihU0FDrJNjExcUKh29DQoImJiQplNH9mVvSCouibAQAoopQi95i7H5MkM0u5+6OSzok2rWR54xvfqN7eXrW0tKi3t1dvfOMbK50SEsbdp4rawttItomJiWm/91oscKUX/2aP/xvm73hW9M0AABRRSpH7lJmdLOkfJd1jZtsk7YsyqaR58MEHtWHDBo2NjWnDhg168MEHK50SAKC20TcDAFBEWbMrm9lbJL1C0rfc/fnIslqgaprBsXCN3EKtra06dOhQaHGSNJsrsytXXxz+vqovxvHxavnvK+4Y81HNsyvTNyNuSfks4LOz+mLEFScpMeKKU63vZba+uZSJpz5vZm+SJHf/nrsPVXMnWm3+6I/+qKx2AADmQt8MAEBxpQxXflDSfzWzn5rZJjOryj3Z1eqv//qvJUmNjY3TrvPtQC1gciug6syrbzazrWb2jJk9XNDWamb3mNkTwfWSoN2CYnqPme0wszcUvOaq4PlPmNlVob87AAAWYM4i193vcPd1ys3i+JikPjN7IvLMEmJyclINDQ3auHGjxsbGtHHjRjU0NGhycrLSqQFlYXIroHosoG/+gqTLj2v7hKTvuvvZkr4b3Jekdyq3Du/Zkq6RdIuUK4ol3SjpYkkXSboxXxijMpiZHACmK+VIbt5rJZ0raYWkR6NJJ5kWL16s7u5utbS0qLu7W4sXL650SgCAZCirb3b370s6fqKIKyXdEdy+Q9K7C9q/6Dn3SzrZzE6TdJmke9z9sLuPSrpHJxbOiEmxgpZCF0A9K+Wc3I3B3uFPSdopqc3dfz/yzBLkueeem/U+AADlCLlvXu7u+4PbByQtD26fLunJguc9FbQVawcAoCo0lfCcn0r6bXd/NupkAABASSLpm93dzSy0cxHM7BrlhjrrrLPOCmuzAADMqpRzcv+GAhcAgOoRct98MBiGrOD6maD9aUlnFjzvjKCtWPtMed7q7m3u3rZs2bKQ0gUAYHblnJOLBTh+dmUAAKrEkKT8DMlXSdpW0P7BYJblSyT9MhjWfLektWa2JJhwam3QBgBAVShluDJCkJ9NmVmVAQCVYmZfkfRWSUvN7CnlZkn+rKQ7zexqSfsk/WHw9O2S1knaI+mopD+VJHc/bGaflvSj4HmfcvfjJ7MCAKBiSipyzexSSWe7+383s2WSTnL3n0ebWrIULr0CAMBCzadvdvf3F3no7TM81yVdW2Q7WyVtLTNlAABiUcrsyjdK6pF0Q9C0SNLfRpkUAAAojr4ZAIDiSjkn9z2S2iWNSZK7/x9JL4syKQCoZcVGbDCSAyGibwYAoIhSitzngyFLLklm1hJtSgBQ+9x92mkKFLgIGX0zAABFlFLk3mlmfyPpZDPrkPQdSYPRpoV6ZWaVTgEAagF9MwAARcw58ZS7bzKzd0g6IukcSX/p7vdEnhnqkrtT6ALAHOibAQAobs4i18xeLelf852nmb3UzFa6+96okwMAKXeEn+G+wIvomwEAKK6U4cp/J6lwcdeJoA2IBJP24Hj87oET0DcDAFBEKUVuk7s/n78T3H5JdCkBTNoDAHOgbwYAoIhSitwRM2vP3zGzKyU9G11KAOoRR/CBstA3AwBQxJzn5ErqlPQlM9siySQ9KemDkWYFoC7lC1rOwQXmRN8MAEARcx7Jdfefuvslks6XdJ67v8nd98z1OjPbambPmNnDBW3rzexpM3souKwreOwGM9tjZo+Z2WUF7ZcHbXvM7BPlv0UAAJJlvn0zAAD1oJTZlVOS3itppaSm/PIu7v6pOV76BUlbJH3xuPa/cvdNx8U4X9L7JK2W9CpJ3zGzVcHDN0t6h6SnJP3IzIbcffdceQMAkFQL6JsBAEi8UoYrb5P0S0kPSsqWumF3/76ZrSzx6VdK+qq7ZyX93Mz2SLooeGyPu/9Mkszsq8FzKXIBAPVsXn0zAAD1oJQi9wx3vzzEmNeZ2QclDUvqdvdRSadLur/gOU8FbVLuPKPC9otDzAUAgFoUdt8MAEBilDK78n1mtiakeLdIeo2kCyXtl7Q5pO3KzK4xs2EzGx4ZGQlrswAShlmckRBh9s0AACRKKUdyL5X0J2b2c+WGRJkkd/cLyg3m7gfzt81sUNJdwd2nJZ1Z8NQzgjbN0n78tm+VdKsktbW18W0VQFHM4lx/8uesFlODfweh9c0AACRNKUXuO8MKZmanufv+4O57JOVnXh6S9GUz61du4qmzJf1QuU77bDN7tXLF7fsk/VFY+QAA6sPxRWwCdnCE1jcDAJA0cxa57r5PkszslZKaS92wmX1F0lslLTWzpyTdKOmtZnahJJe0V9JHghi7zOxO5SaUGpd0rbtPBNu5TtLdkholbXX3XaXmAABAEs23bwYAoB6UsoRQu3Lnzr5K0jOSVkh6RLnlfopy9/fP0Hz7LM+/SdJNM7Rvl7R9rjwBAKgX8+2bAQCoB6VMPPVpSZdIetzdXy3p7Zo+EzIAAIgXfTMAAEWUUuS+4O6HJDWYWYO7/4uktojzAgAAxdE3AwBQRCkTT/27mZ0k6fuSvmRmz0gaizYtAAAwC/pmAACKKOVI7pWSfi3pv0j6lqSfSvr9KJMCAACzom8GAKCIUmZXLtwzfEeEuQAAgBLQNwMAUFzRItfMfuDul5rZr5Rb8mfqIeUWnH955NkBAIAp9M0AAMyt6HBld780uH6Zu7+84PKyJHWi6XRazc3NMjM1NzcrnU5XOiUAAGZUL30zAAALMes5uWbWaGaPxpVM3NLptDKZjDZs2KCxsTFt2LBBmUyGQhcAULWS3jcDALBQsxa57j4h6TEzOyumfGI1ODiovr4+dXV1afHixerq6lJfX58GBwcrnRoAADNKet8MAEiu1tZWmdmMF0kztre2tpYdp5QlhJZI2mVmP1TB8gTu3l52tCqTzWb12GOPqbm5WdlsVqlUSldddZWy2WylUwMAYDaJ7ZsBAMk1Ojoqd5/7iQXyBXA5Sily/1vZW60RDQ0Nuu222/S5z31OnZ2dymQy+vjHP66GhlJWVgIAoGIS2zcDACqjtbVVo6OjMz5WrNBcsmSJDh8+HGVa81LKEkLfiyORSjCzGfckzGdvAQAAcUly3wwAqIy4jrLGYc5DlmZ2iZn9yMyeM7PnzWzCzI7EkVzUJiYm9OEPf1i9vb1qaWlRb2+vPvzhD2tiYqLSqQEAUFSS+2YAABaqlHG5WyS9X9ITkl4q6cOSbo4yqbikUimdc845OnbsmNxdx44d0znnnKNUKlXp1AAAmE1i+2YAABaqpJNP3X2PpEZ3n3D3/y7p8mjTikdHR4d6enrU39+vo0ePqr+/Xz09Pero6Kh0agAAzCqpfTMAAAtVysRTR83sJZIeMrONkvarxOK42g0MDEiSent71d3drVQqpc7Ozql2AACqVGL7ZgAAFqqUDvEDwfOuU26ZgjMlvTfKpOI0MDAwbbgyBS4AoAYkum8GAGAhSjmS+0ZJ33T3I5I+GXE+AABgbqH2zWZ2jqT/WdD0G5L+UtLJkjokjQTtve6+PXjNDZKuljQh6T+7+90LzQMAgDCUciT39yU9bmb/w8yuMLNSCmMAABCdUPtmd3/M3S909wuVK6CPSvp68PBf5R8rKHDPl/Q+SauVOxf4r82scSE5AAAQljmLXHf/U0mvlfR3ys3k+FMzuy3qxAAAwMwi7pvfLumn7r5vludcKemr7p51959L2iPpopDiAwCO09raKjM74SJpxvbW1tYKZ1xZpc6u/IKkf5L0VUkPSnp3hDkBAIA5RNg3v0/SVwruX2dmO8xsq5ktCdpOl/RkwXOeCtqmMbNrzGzYzIZHRkaOfxgAUKLR0VG5e8mX0dHRSqdcUXMWuWb2TjP7gnJr8b1X0m2STo04LwAAUERUfXMwY3O7ckeIJekWSa+RdKFyMzhvLmd77n6ru7e5e9uyZcsWmh4AACUp5RyeDyo3GcVH3D0bcT4AAGBuUfXN75T0Y3c/KEn5a0kys0FJdwV3n1ZuRue8M4I2AAAqbs4i193fH0ciAACgNBH2ze9XwVBlMzvN3fcHd98j6eHg9pCkL5tZv6RXSTpb0g8jygkAgLIULXLN7AfufqmZ/UqSS7LCa3d/eUw5AgAARds3m1mLpHdI+khB80YzuzCIsTf/mLvvMrM7Je2WNC7pWnefmG9sAADCVLTIdfdLg+uXxZcOAAAoJsq+2d3HJJ1yXNsHZnn+TZJuCjsPAAAWqqTZlc1siZldYGZvyF+iTiwu6XRazc3NMjM1NzcrnU5XOiUAAOaU5L4ZAICFmPOcXDP7tKQ/kfQzSZNBs0v63ejSikc6nVYmk1FfX586OzuVyWTU09MjSRoYGKhwdgAAzCzJfTMAAAtVyuzKfyjpNe7+fNTJxG1wcFB9fX3q6uqSpKnr3t5eilwAQDVLbN8MAMBClTJc+WFJJ0ecR0Vks1l1dnZOa+vs7FQ2y0pJAICqlti+GQCAhSqlyP2MpH8zs7vNbCh/iTqxOKRSKWUymWltmUxGqVSqQhkBAFCSxPbNQNhaW1tlZidcJM3YbmZqbW2tcNYAFqKU4cp3SOqTtFMvnveTCB0dHVPn4Baek3v80V0AAKpMYvtmIGyjo6Ny97Jeky+CAdSmUorco+7++cgzqYD8ebe9vb3q7u5WKpVSZ2cn5+MCAKpdYvtmAAAWqpQi91/N7DOShiRNnazq7j+OLKsYDQwMUNQCAGpNovtmAAAWopQi9/XB9SUFbSxTAABA5dA3AwBQxJxFrru/LY5EAABAaeibkefuM54/Wu45qACQJHPOrmxmy83sdjP7p+D++WZ2dfSpAQCAmdA3o5C7TxW1hbcBoF6VsoTQFyTdLelVwf3HJX0sonwAAMDcviD6ZqBqFFumaLalilimKBlYoqo6lVLkLnX3OxUsUeDu45ImIs0KVamhYeY/l2LtAIDI0DcDVSS/TFE5l9HR0UqnjRDwu69OpVQnY2Z2inITWsjMLpH0y0izQlWamJg4oaBtaGjQxATfqwAgZvTNAAAUUcrsyl3KLVHwGjO7V9IySX8QaVaoWvmC1sw45wcAKoe+GYnQ2tpa9KjWTBNqLVmyRIcPH446LQA1rpTZlX9sZm+RdI4kk/SYu78QeWYAAGBG9M1IivxQz1LNVPgCwPGKDlc2s98ys1OlqXN93ijpJkmbzYyzpQEAiBl9MwAAc5vtnNy/kfS8JJnZ70j6rKQvKnfOz63RpwYAAI5D3wzUsXJn8mUWX9Sr2YrcRnfPn/Twf0u61d2/5u7/TdJr59qwmW01s2fM7OGCtlYzu8fMngiulwTtZmafN7M9ZrbDzN5Q8Jqrguc/YWZXze9tAgCQCAvqmwHUtnJn8mUWX9SrWYtcM8ufs/t2Sf9c8FgpE1Z9QdLlx7V9QtJ33f1sSd8N7kvSOyWdHVyukXSLlCuKJd0o6WJJF0m6MV8YAwBQhxbaNwMAkHizFblfkfQ9M9sm6deS/lWSzOy1KmGZAnf/vqTjp7+7UtIdwe07JL27oP2LnnO/pJPN7DRJl0m6x90Pu/uopHt0YuEMAEC9WFDfDABAPSha5Lr7TZK6lTsie6m/OPVdg6T0POMtd/f9we0DkpYHt0+X9GTB854K2oq1hyadTqu5uVlmpubmZqXT831rAABEK6K+GQCARJl1aFNwVPX4tsfDCOzubmahLbRqZtcoN9RZZ511VkmvSafTymQy6uvrU2dnpzKZjHp6eiRJAwMDYaUGAEBoouybAQBIgtmGK0fhYDAMWcH1M0H705LOLHjeGUFbsfYTuPut7t7m7m3Lli0rKZnBwUH19fWpq6tLixcvVldXl/r6+jQ4OFjeuwIAAAAAVIW4J6kYknSVckseXCVpW0H7dWb2VeUmmfqlu+83s7slbSiYbGqtpBvCSiabzaqzs3NaW2dnp7q7u8MKAQAAAACQ5De+XFr/ivJfU6bIilwz+4qkt0paamZPKTdL8mcl3WlmV0vaJ+kPg6dvl7RO0h5JRyX9qSS5+2Ez+7SkHwXP+1TB0gkLlkqllMlk1NXVNdWWyWSUSqXCCgEAAAAAkGSfPKIXp5Mo8TVm8vXlxYmsyHX39xd56O0zPNclXVtkO1slbQ0xtSkdHR1T5+AWnpN7/NFdAAAAAEBtqOs19fKTS/X29qq7u1upVEqdnZ1MOgUAAADUuNbWVo2Ojs74mJmd0LZkyRIdPhzaoFFUUF0XuVKu0KWoBQAAAJJldHS0rKGxMxW+qE1xz64MAAAAAEBkKHIBAAAAAIlBkQsAAAAASAyKXAAAAABAYlDkAgAAAAASgyIXAAAAAJAYFLkAAEBmttfMdprZQ2Y2HLS1mtk9ZvZEcL0kaDcz+7yZ7TGzHWb2hspmDwDAiyhyAQBA3tvc/UJ3bwvuf0LSd939bEnfDe5L0jslnR1crpF0S+yZAohEa2urzOyEi6QZ281Mra2tFc4amI4iFwAAFHOlpDuC23dIendB+xc9535JJ5vZaRXID0DIRkdH5e5lXUZHRyudNjANRS4AAJAkl/RtM3vQzK4J2pa7+/7g9gFJy4Pbp0t6suC1TwVtAABUXFOlEwAA1J/W1taie/7zw+KOt2TJEh0+fDjKtOrdpe7+tJm9UtI9ZvZo4YPu7mbm5WwwKJavkaSzzjorvEwBAJgFR3IBALFjOFz1cfeng+tnJH1d0kWSDuaHIQfXzwRPf1rSmQUvPyNoO36bt7p7m7u3LVu2LMr0q1axcxsBANGp+yI3nU6rublZZqbm5mal0+lKp4SIlDuRwnwmUWCyBiRBHP8rcSj2PmrxvUTNzFrM7GX525LWSnpY0pCkq4KnXSVpW3B7SNIHg1mWL5H0y4JhzQgUK2gpdAEgWnU9XDmdTiuTyaivr0+dnZ3KZDLq6emRJA0MDFQ4O4Qtf+SoVPP5ElJujPnGAaIUx/9KHPh/LMtySV8P3n+TpC+7+7fM7EeS7jSzqyXtk/SHwfO3S1onaY+ko5L+NP6UAdSq2U5ZkWb+LOaUFZTDyv0CUAva2tp8eHh4zuc1Nzerra1Nw8PDymazSqVSU/ePHTsWSi6zfWEK82cfV5zCeHH87YQZp9xtzSd2XK+JY1tJjxFXnFqMkZT/lTBjmNmDBcvqYB5K7ZuTpJb75rmKkJnMpwjh84a8quk11ZrXfF5TD3nN1jfX9XDlbDarBx54QBs2bNDY2Jg2bNigBx54QNlsttKpAQAAVAznzQOoZXVd5ErSunXr1NXVpcWLF6urq0vr1q2rdEoAAAAAgHmq+yL3rrvuUn9/v44ePar+/n7dddddlU4JmBWT6dQvJjYDAACYW11PPJU/B7e3t1fd3d1KpVL67d/+bdXbOUOoLUymU7/43QMAAMytrovcjo4O3XzzzWpoyB3QHh8f13333adrr722wpkBAAAAQHz8xpdL619R/muqUF0XuQCKm21mTab2BwAASBb75JH5zXy8Ppp8FqKuz8kdHBzUpk2bND4+LnfX+Pi4Nm3apMHBwUqnBlRcuTNrMqsmAAAAqkFdF7nZbFaPPfaYmpubZWZqbm7WY489xhJCAAAAAFCj6rrIbWho0G233TZtndzbbrtt6hxdAAAAAEBtqetzcs1MExMT+vM//3N1d3ersbFRk5OTamxsrHRqAAAAAIB5qOtDlhMTE7NeA0Cpyl3DlvVrAQAAolHXRW5ee3u7RkZG1N7eXulUANQoJuoCAACoDnU9XDlv+/btWrZsmZqa+HEAAAAAqC7lrmFbrevXxoWqTppaD6rcdaEAAAAAIGrlrmFbrevXxoXhypI2btyosbExbdy4sdKpAHWl3PNYOZcVAAAAc+FIrqTrr79e3d3dU1+uEa/W1tZZz0+c6feyZMkSHT58OMq0EIP8eazl4P8UAAAAs6nrI7mpVEqnnnrqtOHKp556qlKpVIUzqy/lTtjDpD0oR7Gjxcx8DAAAkEx1XeR2dHTo4MGDUxNONTU16eDBg+ro6KhwZgDCwk4UAACA+lLXRW4eE08BAAAAQDLUdZE7ODioTZs2aXx8XO6u8fFxbdq0SYODg5VODQAAAAAwD3Vd5GazWXV2dk5r6+zsVDabrVBGAAAAAICFqOsiN5VKKZPJTGvLZDJMPAUAAAAANaqulxDq6OhQT0+PpNwR3Ewmo56enhOO7gIAao/f+HJp/SvKfw2AROGzAKg/dV3kDgwMSJJ6e3vV3d2tVCqlzs7OqXYAQO2yTx6Z1zrMvj6afABUBp8FQP2p6yJXyhW6FLUAAAAAkAx1X+QCAAAAC8GQaKC6UOQCAAAAC8CQaKC6VGR2ZTPba2Y7zewhMxsO2lrN7B4zeyK4XhK0m5l93sz2mNkOM3tDJXIGAAAAAFS/Sh7JfZu7P1tw/xOSvuvunzWzTwT3eyS9U9LZweViSbcE16FIp9MaHBxUNptVKpVSR0cH5+gCAAAAmBND1atTNQ1XvlLSW4Pbd0j6X8oVuVdK+qLnxoDcb2Ynm9lp7r5/oQHT6bQymYz6+vqmLSEkiUIXAAAAwKwYql6dKjJcWZJL+raZPWhm1wRtywsK1wOSlge3T5f0ZMFrnwraFmxwcFAXX3yxent71dLSot7eXl188cUaHBwMY/OxKvbPVe4/HQAAAADUskodyb3U3Z82s1dKusfMHi180N3dzMqqzoJi+RpJOuuss0p6TTab1QMPPHDCkdzx8fFyQleNfEFrZhS3AACg6pU71JNhngBKUZEi192fDq6fMbOvS7pI0sH8MGQzO03SM8HTn5Z0ZsHLzwjajt/mrZJulaS2traSK7x169apq6tLktTV1aXvfe97Ghoamse7AgAAQDnKHepZ78M82SkAlCb2ItfMWiQ1uPuvgttrJX1K0pCkqyR9NrjeFrxkSNJ1ZvZV5Sac+mUY5+PmffOb31R/f//UkdxvfvObYW0aAFAEE3UAQPnYKQCUphJHcpdL+rqZ5eN/2d2/ZWY/knSnmV0taZ+kPwyev13SOkl7JB2V9KdhJZJKpdTW1qbe3l51d3crlUrpkksu0fDwcFghAAAzYKIOAAAQldiLXHf/maTfnKH9kKS3z9Dukq6NIpeOjg7dfPPNamjIzb81Pj6u++67T9deG0k4AABQRxoaGjQ5OTlj+0K0trZqdHR0xseCgwgnWLJkiQ4fPryguABQKyo1u3LVcHdNTExIkiYmJpiw6Titra0ysxMukmZsNzO1trZWOGsAQDnM7Ewz+xcz221mu8zso0H7ejN72sweCi7rCl5zg5ntMbPHzOyyymVfvSYmJk4oaBsaGqa+d8zX6Oio3L2sS7GiGACSqK6L3FtuuUWS1NjYOO063w46UgCoE+OSut39fEmXSLrWzM4PHvsrd78wuGyXpOCx90laLelySX9tZo2VSLzaFe5AL9yxDgCITl0XufmOZuPGjRobG9PGjRuntQMAUA/cfb+7/zi4/StJj2j2NemvlPRVd8+6+8+VmzfjougzBQBgbpVaJ7dqtLS0qLu7W93d3VP3x8bGKpwVAFQOS1TUNzNbKen1kh6Q9GblVjj4oKRh5Y72jipXAN9f8LKnNENRPJ817AEAWKi6L3LHxsa0evVqbd++XevWrdOuXbsqnRIAVBRLVNQvMztJ0tckfczdj5jZLZI+LcmD682SPlTq9ua7hj0AhIGdtvWr7otcSdq1a5dWrFhR6TQAAKgYM1ukXIH7JXf/B0ly94MFjw9Kuiu4+7SkMwtefkbQBgBVg5221anYLPDFLFmypOwYdX1Obl7hbMEAANQby3WAt0t6xN37C9pPK3jaeyQ9HNwekvQ+M0uZ2aslnS3ph3HlCwCoTbNNXlvs8fksf1b3R3Kbm5vl7spms3rJS14iM9OxY8cqnRYAAHF6s6QPSNppZg8Fbb2S3m9mFyo3XHmvpI9IkrvvMrM7Je1Wbmbma92dWRsBAFWh7ovcY8eOqb29XbfffruuvvpqDQ0NVTol1LByz/2Yeg0AVJC7/0DSTMOZts/ympsk3RRZUgAAzFPdF7kve9nLNDQ0pGXLlk3d/9WvflXhrFCryj33Qyr//A8K6frF7x4AEDX6GiRBXRe5a9as0c6dO084krtmzZpKpwYUFUchjerE7x4AEDX6GiRBXRe5O3bsUHNz87QjualUSjt27KhwZgAAAACA+ajrIveCCy5QNps94UjuBRdcQKGbQKyVBgAAACRfXRe5O3fu1KJFi6YdyV20aJF27txZ4cwQBdZKKw87BQAAQBQ47xdRq+siV5JeeOGFWe8D9YqdAgAAIAqc94uo1X2RK0mbN29WZ2enMpmMuru7K50OgBrEkW8AScKRNgC1zMrdi1IL2trafHh4eM7nmdnUtbtPXUsqe+/SXDFmEtXPvvB9VGJb5b4mjhjkRV7kFd1r6iEvM3vQ3dvK2himKbVvjstM/XOU34nom8mLvMgrztdUa15hbmu2vrkhlIxqXNiFLQAAqF7FdkDPtmMaAFA7KHIlrV69Wvv27dPq1asrnQoAAAAAYAE4J1fSrl27tGLFikqnAdQdzvkCAABA2Oq6yE2lUlqyZIkOHDgw1XbqqadqdHS0glkB9YPZFQEAAKpHuadtLFmyJKJMFqauhyuvWrVKBw4cmDYB1YEDB7Rq1aoKZwYAAAAA8XH3GS+zPXb48OEKZz2zuj6Su3v3bkknTjyVb0c8GLKKKPH3BQAAUF/qusidmJgoqx3RYMgqosTfV31LyrArAABQuroucgEAyTXbzo0w1/UDAADVpa7Pya11ra2tMrMTLpJmbG9tba1wxgAAAAAQLY7k1rDR0dGyjkSwyD0AAACApONILgAAQEgYZQUgKjN9hhS71PscExzJBQAACAmjrABEodjnCnNMzIwjuRVExwYAAAAA4aLIrSD2ugAAAABAuBiuDACoCNawBQAAUaDIjZi7z/hFjqO4AOoZ5xYBAICoUOTGIP+FjS9vAAAAQLIwMqn6UOQCAE5QTodNZ40kYYc05otCpz4xMqk6UeRiVn7jy6X1ryj/NQBqFh026lkt/I3TN5cv6gJ0tr8bPjuB+FHkYlb2ySNlfzCbmXx9NPkAAFDv6JvLk7Qdd4y0AeZGkQsAAOoKk0KiViWtYAeiQpELhCyOc3I476d+8bsHwsGkkACQXBS5QIji2MPKeT/1iz34AACUh+Hd9YkiNwKtra0aHR2d8bFi/2hLlizR4cOHo0wLKBsdAwAAqFXsHK5fFLkRGB0dndeEEEA1oWMoHzsFAKB8fHZWH069Qq2jyEVdoSOtPknp5NgpAIQnikmhGGVVnfjsrD6ceoUkoMhF3aAjrT5x/U6SUkgD9aDY/+tCPxcYZQUA9YMit4aVuxh8vS8Ej/rE3mIAAID6UjNFrpldLun/k9Qo6TZ3/2yFU6q4cheDr+eF4AEA4Yu6b165cqX27t0b5iYjxw5oAKi8mihyzaxR0s2S3iHpKUk/MrMhd99d2cwQFoaTAkBtibpvLtyJW0vDhpO0A5q+GUCtqokiV9JFkva4+88kycy+KulKSWV3pLNNPFEo/8E+n0knyt2LO/WaKhV1J8dwUgCoSaH1zTMJu7Clb6ZvBlA/aqXIPV3SkwX3n5J0ceETzOwaSddI0llnnVV0Q4f/84SkcjqtiTKeG+TyySNlv2bJkiU6vL7sl0U+W3Cpe9LD6uxmilHYFlWcWo0RV5xKx4grTlJixBWnlmNEFafOhNY3FxafsxaWhUXq+l+WkSp980LQNy8sRlxx6GuqO0ZccWo5RphxaqXInZO73yrpVklqa2sr/hM5rlOMYpmCuL4sxf2lLI54SfrZ8V6qL0ZccZISI644SYmBE82nb46qaEvS/0zc8ZL0s0tKjLji8F6qL0ZccWo9Rq0UuU9LOrPg/hlB24LxxQcAgHmJpG9290h2QAMA6kdDpRMo0Y8knW1mrzazl0h6n6ShCucEAEA9i6xvdvcTLgAAlKomjuS6+7iZXSfpbuWWKdjq7rsqnBYAAHWLvhkAUK1qosiVJHffLml7pfMAAAA59M0AgGpUK8OVAQAAAACYE0UuAAAAACAxKHIBAAAAAIlBkQsAAAAASAyKXAAAAABAYlDkAgAAAAASgyIXAAAAAJAYFLkAAAAAgMSgyAUAAAAAJAZFLgAAAAAgMczdK51D6MxsRNK+Ml+2VNKzEaQTd4y44vBeqi9GXHGSEiOuOEmJEVecan0vK9x9WVTJ1AP6Zt5LncaIK05SYsQVJykx4opTre+laN+cyCJ3Psxs2N3baj1GXHF4L9UXI644SYkRV5ykxIgrTpLeCxaOv7nqixFXnKTEiCtOUmLEFScpMeKKU4vvheHKAAAAAIDEoMgFAAAAACQGRe6Lbk1IjLji8F6qL0ZccZISI644SYkRV5wkvRcsHH9z1RcjrjhJiRFXnKTEiCtOUmLEFafm3gvn5AIAAAAAEoMjuQAAAACAxKj7ItfMtprZM2b2cIQxzjSzfzGz3Wa2y8w+GkGMZjP7oZn9JIjxybBjHBev0cz+zczuimj7e81sp5k9ZGbDUcQI4pxsZn9vZo+a2SNm9tshb/+c4D3kL0fM7GNhxgji/Jfg9/6wmX3FzJojiPHRYPu7wnwPM/0Pmlmrmd1jZk8E10siivMfg/czaWYLns2vSIzPBX9fO8zs62Z2cgQxPh1s/yEz+7aZvWohMYrFKXis28zczJaGHcPM1pvZ0wX/M+vCjhG0p4Pfyy4z27iQGAgfffO849V83xx1vxzEoG+ee7v0zQuPQd9cRoygPby+2d3r+iLpdyS9QdLDEcY4TdIbgtsvk/S4pPNDjmGSTgpuL5L0gKRLInxPXZK+LOmuiLa/V9LSGH7/d0j6cHD7JZJOjjBWo6QDyq3pFeZ2T5f0c0kvDe7fKelPQo7xOkkPS1osqUnSdyS9NqRtn/A/KGmjpE8Etz8hqS+iOOdJOkfS/5LUFlGMtZKagtt9C30vRWK8vOD2f5aUieK9BO1nSrpbufVOF/Q/WuS9rJd0fRh/W7PEeFvwN5wK7r8yrHhcovu9RRCDvrn87UfeN8fZLwcx6Jtn3jZ988Jj0DeXFyPUvrnuj+S6+/clHY44xn53/3Fw+1eSHlHuwy/MGO7uzwV3FwWXSE64NrMzJL1L0m1RbD8uZvYK5f7Jbpckd3/e3f89wpBvl/RTd98XwbabJL3UzJqU6+z+T8jbP0/SA+5+1N3HJX1P0v8VxoaL/A9eqdwXHQXX744ijrs/4u6PLXTbc8T4dvAzk6T7JZ0RQYwjBXdbFML//iyfjX8l6c8jjhGaIjH+TNJn3T0bPOeZKHNA+eiby5eEvrkC/bJE3zwj+uZQYtA3lxcj1L657ovcuJnZSkmvV25vbtjbbjSzhyQ9I+kedw89RuD/Ve4faTKi7Uu5f9Jvm9mDZnZNRDFeLWlE0n8PhnfdZmYtEcWSpPdJ+krYG3X3pyVtkvQLSfsl/dLdvx1ymIcl/QczO8XMFktap9xew6gsd/f9we0DkpZHGCtOH5L0T1Fs2MxuMrMnJf2xpL+MKMaVkp52959Esf0C1wVDvLaGMRxuBquU+3t+wMy+Z2a/FUEM1BD65pJF3TfH3S9L9M3loG8uE31zWULtmylyY2RmJ0n6mqSPHbd3JxTuPuHuFyq3N+oiM3td2DHM7ApJz7j7g2Fv+ziXuvsbJL1T0rVm9jsRxGhSbqjELe7+ekljyg2/CZ2ZvURSu6S/i2DbS5Tbu/pqSa+S1GJm/0+YMdz9EeWG83xb0rckPSRpIswYs8R2RXTkI05m9heSxiV9KYrtu/tfuPuZwfavC3v7wReoXkXUSRe4RdJrJF2o3BfDzRHEaJLUKukSSR+XdKeZWQRxUAPom8sSdd8cW78s0TcvMDZ9cwnom8sSat9MkRsTM1ukXCf6JXf/hyhjBUN7/kXS5RFs/s2S2s1sr6SvSvpdM/vbsIMEe0DzQxW+LumisGNIekrSUwV71f9euc41Cu+U9GN3PxjBtn9P0s/dfcTdX5D0D5LeFHYQd7/d3d/o7r8jaVS589eictDMTpOk4Lqmh5Oa2Z9IukLSHwdfDKL0JUnvjWC7r1Huy9pPgv//MyT92MxODTOIux8MioJJSYOK7n//H4KhpD9U7sjXgibqQG2iby5PDH1znP2yRN9cLvrm+aNvnluofTNFbgyCvRC3S3rE3fsjirEsPzOcmb1U0jskPRp2HHe/wd3PcPeVyg3x+Wd3D3XPpJm1mNnL8reVmxwg9Bk23f2ApCfN7Jyg6e2SdocdJ/B+RTAcKvALSZeY2eLgb+3typ1bFioze2VwfZZy5/x8OewYBYYkXRXcvkrStghjRcrMLlduCGG7ux+NKMbZBXevVDT/+zvd/ZXuvjL4/39KuUl7DoQZJ/8FKvAeRfC/L+kflZvgQma2SrnJbZ6NIA6qGH1zeeLom2PulyX65nLRN5cXg765PP+oMPtmD2mWrFq9KPfhtl/SC8r9YVwdQYxLlRvSsUO5oSQPSVoXcowLJP1bEONhSX8Zw8/urYpgBkdJvyHpJ8Fll6S/iPA9XChpOPi5/aOkJRHEaJF0SNIrInwfn1Tuw/NhSf9Dwcx0Icf4V+W+bPxE0ttD3O4J/4OSTpH0XUlPKDfTXmtEcd4T3M5KOijp7ghi7JH0ZMH//oJmVywS42vB736HpG9IOj2Kn9dxj+/VwmdwnOm9/A9JO4P3MiTptAhivETS3wY/sx9L+t2w/p65hHOZ6+8vpBj0zeVtN5a+WTH0y0Ec+ubZt0vfvPAY9M3lxQi1b7YgEAAAAAAANY/hygAAAACAxKDIBQAAAAAkBkUuAAAAACAxKHIBAAAAAIlBkQsAAAAASAyKXKBKmNlzlc6hVGb2BTP7g0rnAQBAlOibgdpEkQsgVmbWVOkcAADAi+ibkTQUuUAVM7PfN7MHzOzfzOw7ZrY8aF9mZveY2S4zu83M9pnZ0hle/5yZ3WRmPzGz+wteP21vb35PtZm91cy+Z2bbzOxnZvZZM/tjM/uhme00s9cUbP73zGzYzB43syuC1zea2efM7EdmtsPMPlKw3X81syHlFq0HAKAm0TcD1Y8iF6huP5B0ibu/XtJXJf150H6jpH9299WS/l7SWUVe3yLpfnf/TUnfl9RRQszflNQp6TxJH5C0yt0vknSbpHTB81ZKukjSuyRlzKxZ0tWSfunuvyXptyR1mNmrg+e/QdJH3X1VCTkAAFCt6JuBKsfQBKC6nSHpf5rZaZJeIunnQfulkt4jSe7+LTMbLfL65yXdFdx+UNI7Soj5I3ffL0lm9lNJ3w7ad0p6W8Hz7nT3SUlPmNnPJJ0raa2kCwr2RL9C0tlBHj90958LAIDaRt8MVDmO5ALVbUDSFndfI+kjkprLfP0L7u7B7Qm9uGNrXMH/v5k1KNdJ52ULbk8W3J/U9B1jrulckklKu/uFweXV7p7viMfKzB0AgGpE3wxUOYpcoLq9QtLTwe2rCtrvlfSHkmRmayUtKXO7eyW9MbjdLmnRPHL7j2bWEJwL9BuSHpN0t6Q/M7NFQW6rzKxlHtsGAKBa0TcDVY7hykD1WGxmTxXc75e0XtLfBUOe/llS/hyaT0r6ipl9QNL/lnRA0q/KiDUoaZuZ/UTStzS/Pbm/kPRDSS+X1Onux8zsNuXOB/qxmZmkEUnvnse2AQCoBvTNQA2yF0dLAKgVZpaSNOHu42b225JucfcLK5wWAAB1i74ZqB4cyQVq01mS7gzO2Xlepc3MCAAAokPfDFQJjuQCAAAAABKDiacAAAAAAIlBkQsAAAAASAyKXAAAAABAYlDkAgAAAAASgyIXAAAAAJAYFLkAAAAAgMT4/wEfce8eZT7bXAAAAABJRU5ErkJggg==\n" 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\n" 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\n" + "image/png": 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\n" 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d8WQA+cwC5bcK1dTUaNeuXRoYGNCuXbtYG4RgkE2EavHixeOyuXjx4qxHAkaRz3Sx7KHKjPxmOPFg2JL48wgyRTYRqnw+r3vuuUe33HKL9u7dq2KxqBtuuEGf/exnR5fmAFkhn5XD0R7mieXLl+uCCy7Qzp07NTw8rN7eXl155ZV67rnnsh4NkSObCFWxWNQ555yjPXv2jG7r6upSsVjMcCqgjHymj/JbZdrb27VhwwYdO3ZMknTs2DF961vf0rZt2zKeDLEjmwhVe3u7Lr/8cvX3949uq62tJZsIAvlMH2t+q8w999yj/v7+cQvj+/v7dc8992Q7GKJHNhGqkWyORTYRCvKZPtb8VhkzU6FQkFR+Q4GxlzmcFLJENhGqkcPw/cRP/MToevQf/ehHkjgMH7JHPiuHQ53NI6VSSTfffLP6+vp08803syAewSCbCFVdXZ22b9+u/v5+bd++XXV1dVmPBIwin+mads+vmS2V9L8lnSnJJd3p7n9oZvWS/kLSMkn7JP2Ku/e+332x53f2zEwf/OAHtWDBgtFXhR47dkzPP/88vyEiU2QToTIzrVixQoODg6PZLBQKevLJJ8kmMkc+K2eqPb8zKb9nSTrL3R83s1Ml7ZZ0laTPSnrL3W82sy9KqnP3G97vvii/szfy55FFixbpyJEjo+cSfx5BtsgmQkU2ETLyWTknvOzB3V9398eTy4cl7ZV0tqQrJd2b3OxelQsxUjLyxBg5B0JBNhGakXIxMZsj24Eskc/0HdeaXzNbJmmlpH+SdKa7v5586EcqL4uY7HOuNbMeM+s5ePDgbGbFGCPrgVgXhNCQTYRmZO/Z2CORjN0OZIl8pm/G5dfMFkn6mqQvuPuhsR/z8ndo0u+Su9/p7s3u3tzQ0DCrYVG2Zs0aHT16VJJ09OhRrVmzJuOJgDKyiVBdfPHFKhaLyuVyKhaLuvjii7MeCRhFPtM1o/JrZgWVi+997v5XyeY3kvXAI+uCD1RmREz0wgsvaOfOnRoYGNDOnTv1wgsvZD0SIIlsIlzPPvusbr/9dvX39+v222/Xs88+m/VIwCjyma6ZvODNVF7T+5a7f2HM9q9I+vGYF7zVu/t/fb/74gVvs7d06VIdPnxYdXV1evnll3Xuueeqt7dXp556ql555ZWsx0PEyCZCVSgUtGDBAjU0NIxm8+DBgzp27JgGBwezHg+RI5+VM5vj/H5U0q9KutjMnkxOl0u6WdIlZvacpI8n11Fhmzdv1vDwsF599dVx55s3b856NESObCJUGzduVF9fn/bt26fh4WHt27dPfX192rhxY9ajAeQzAzXT3cDduyVN9ZLDX5rbcQAAAIDK4e2Nq8zSpUtVKpV03333ae3ateru7tZnPvMZ5fN5/rSMTJFNhKpQKOi0007T/fffP5rNq6++WocOHeLPysgc+awc3t54nti/f7/Wr1+vtrY21dbWqq2tTevXr9f+/fuzHg2RI5sI1dDQkFpbW8dls7W1VUNDQ1mPBpDPDLDnt8qYmU477TTV19ePLox/6623dOjQIY4JiEyRTYTKzHTKKadoyZIlo9k8cOCAjh49SjaROfJZOSf89sZzifI7ezU1NSqVSu/Zns/n+S0RmSKbCFUul5u0RJiZhoeHM5gIeBf5rByWPcwTI+Vi0aJF484nKx1AmsgmQjVSLEbeLnbknL1qCAH5TB/ltwqtXLlS5513nnK5nM477zytXLky65EASWQT4Vq5cqWWL1+uXC6n5cuXk00EhXymi2UPVcbMZGbjfiMcuc5vicgS2USozEw1NTXjlt+MXCebyBr5rByWPcwjE58MPDkQCrKJUE1cd846dISEfKaL8lul8vn8uHMgFGQTABAyym8Vqq+vH30F6PDwsOrr6zOeCCgjmwjVyIuIproOZIl8povyW4VWr16t4eFhubuGh4e1evXqrEcCJJFNhOvSSy8dXX/u7rr00kuzHgkYRT7TxQveqszIb4O5XE7Dw8Oj5xLrK5EtsolQkU2EjHxWDi94mydG/ow89k/LY7cDWSGbCFVNTY2k92ZzZDuQJfKZPspvlTl06JByufHftlwup0OHDmU0EVBGNhGqqfaesVcNISCf6aP8VpmhoSE98MAD49YGPfDAAxwWBZkjmwhVqVTS9ddfr8bGRuVyOTU2Nur666/n3QcRBPKZPspvFdqzZ8/7XgeyQjYRqoaGBu3Zs0elUkl79uxRQ0ND1iMBo8hnulhQUmXq6+v1pS99Sfl8Xhs3btTWrVv1pS99iXWVyBzZRKjIJkJGPtPH0R6qTEdHhz7/+c+rv79fg4ODKhQKqq2t1Ve/+lW1tLRkPR4iRjYRKrKJkJHPyuFoD/NES0uL1q9fP/rColwup/Xr1/MEQebIJkLV0tKiCy+8cHT9+dDQkC688EKyiSCQz/RRfqtMR0eHHnzwQe3cuVMDAwPauXOnHnzwQXV0dGQ9GiJHNhGqtrY2fec739GSJUskSUuWLNF3vvMdtbW1ZTwZQD6zwLKHKtPU1KSTTz5Zu3fvlrvLzLRq1Sq98847vLgImSKbCFWhUFA+n9fw8PDon5VzuZxKpZIGBwezHg+RI5+VM9WyB8pvlRl5J5i6ujr19vaOnkscExDZIpsIlZnJzEYLxUjRGDkkH5Al8lk5rPmdR/L5vI4cOSJJOnLkiPL5fMYTAWVkE6FydzU0NCiXy6mhoYFSgaCQz3RxqLMqVCqVRp8YpVJp9K0QgayRTYTswIEDGh4e1oEDB7IeBXgP8pke9vxWqYnvAQ6EgmwiVGQTISOf6aH8Vqna2tpx50AoyCYAIGSU3yrV398/7hwIBdkEAISM8lul6urqZGaqq6vLehRgHLKJUI28AJMXYiJE5DM9lN8qdejQIbm7Dh06lPUowDhkEwAQMspvlSqVSuPOgVCQTYSKbCJk5DM9lN8qU19ff1zbgbSQTYRq5A1YZrodSBP5TB/lt8ocO3ZM0nvXVY5sB7JCNhGqkWNP53K5cee8kQBCQD7TR/mtMn19fVqzZo2OHj0qd9fRo0e1Zs0a9fX1ZT0aIkc2EbLly5erUChIkgqFgpYvX57xRMC7yGe6LM3fLJqbm72npye1x5uPzEw1NTUaGhoa3TZynd8SkSWyiVC935+PySayRj4rx8x2u3vzxO3s+a1CY8vFZNeBrJBNAEDoKL9VinfRQqjIJkJFNhEy8pkeym8VWrhw4bh30Vq4cGHGEwFlZBOhIpsIGflMF+W3CvX19Y17VSgvKEIoyCZCRTYRMvKZLspvlRoeHh53DoSCbCJUZBMhI5/pofwCAAAgGpRfAAAARIPyW6WuuOIKHTx4UFdccUXWowDjkE2Eas2aNXrttde0Zs2arEcB3oN8poc3uagyHAwboSKbCBXZRMjIZ+XwJhfzzMiT5f2eNEAWyCYAIGSU3yo18tsgvxUiNGQTABAyyi8AAACiQfkFAABANCi/VYp1lQgV2QQAhIzyW6VYV4lQkU2EauzbxwKhIZ/p4StcpXiSIFRkE6Hi7WMRMvKZnmn/dzKzbWZ2wMz2jNn2ZTN71cyeTE6XV3ZMTMSTBKEimwCAkM1k18w9ki6dZPsfuPuK5PTNuR0LAAAAmHvTll93f0TSWynMAgAAAFTUbBbl/YaZPZ0si6ib6kZmdq2Z9ZhZz8GDB2fxcAAAAMDsnGj5/V+SfkrSCkmvS9oy1Q3d/U53b3b35oaGhhN8OEzE4aQQKrKJUC1atGjcORAS8pmeEyq/7v6Gu5fcfVjSn0r6yNyOhelwOCmEimwiVEeOHBl3DoSEfKbnhMqvmZ015uqnJO2Z6rYAAABAKGqmu4GZdUi6SNIZZrZf0n+XdJGZrZDkkvZJ+nzlRsRkzEzuPnoOhIJsAgBCNm35dfeWSTbfXYFZcBxyuZxKpdLoORAKsolQ5fN5lUql0XMgJOQzPbwFU5UaeWLwBEFoyCZCRTYRMvKZHsovAAAAokH5BQAAQDQovwAAAIgG5RcAAADRoPwCAAAgGpRfAAAARIPyCwAAgGhQfgEAABANyi8AAACiQfkFAABANCi/AAAAiAblt0qZ2bhzIBRkE6EimwgZ+UwP5bdKufu4cyAUZBOholwgZOQzPZRfAEAUhoeHx50DISGf6aH8AgAAIBqU3ypVV1cnM1NdXV3WowDjkE0AQMhqsh4AJ6a3t3fcORAKsgkACBl7fgEAABANyi8AAACiQfkFAABANCi/AAAAiAblFwAAANGg/AIAACAalF8AAABEg/ILAACAaFB+AQAAEA3KLwAAAKJB+QUAAEA0KL8AAACIBuUXAAAA0aD8AgAAIBqUXwAAAESD8gsAAIBoUH4BAAAQDcovAAAAokH5BQAAQDQovwAAAIgG5RcAAADRoPwCAAAgGpRfAAAARIPyCwAAgGhQfgEAABANyi8AAACiQfkFAABANCi/AAAAiAblFwAAANGg/AIAACAalF8AAABEg/ILAACAaExbfs1sm5kdMLM9Y7bVm9lDZvZccl5X2TEBAACA2ZvJnt97JF06YdsXJT3s7hdIeji5DgAAAARt2vLr7o9IemvC5isl3ZtcvlfSVXM7FgAAADD3TnTN75nu/npy+UeSzpzqhmZ2rZn1mFnPwYMHT/DhAAAAgNmb9Qve3N0l+ft8/E53b3b35oaGhtk+HAAAAHDCTrT8vmFmZ0lScn5g7kYCAAAAKuNEy+/fSFqfXF4v6a/nZhwAAACgcmZyqLMOSd+T9CEz229mrZJulnSJmT0n6ePJdQAAACBoNdPdwN1bpvjQL83xLAAAAEBF8Q5vAAAAiAblFwAAANGg/AIAACAalF8AAABEY9oXvAEAkDUzC/J+y+/zhJhVKptzcd/kc3KU35SF+iThCYJQsymRT8wuA7lcbtLPNzMNDw/PZixg1j+fyGf6WPaQMnef1alS9w2Emk3yidm67777jms7kCbymT7Kb5WZqghQEJA1solQtbS0aPv27WpsbJQkNTY2avv27Wppmeow9kB6yGf6LM3/mJqbm72npye1x5vvzIxigSCRTYSKbCJk5HNumdlud2+euJ09vwAAAIgG5RcAAADRoPwCAAAgGpRfAAAARIPyCwAAgGhQfgEAABANyi8AAACiQfkFAABANCi/AAAAiAblFwAAANGg/AIAACAalF8AAABEg/ILAACAaFB+AQAAEA3KLwAAAKJB+QUAAEA0KL8AAACIBuUXAAAA0aD8AgAAIBqUXwAAAESD8gsAAIBoUH4BAAAQDcovAAAAokH5BQAAQDQovwAAAIgG5RcAAADRoPwCAAAgGpRfAAAARIPyCwAAgGhQfgEAABANyi8AAACiQfkFAABANCi/AAAAiAblFwAAANGg/AIAACAalF8AAABEg/ILAACAaFB+AQAAEA3KLwAAAKJB+QUAAEA0KL8AAACIRs1sPtnM9kk6LKkkacjdm+diKAAAAKASZlV+E+vc/c05uB8AAACgolj2AAAAgGjMtvy6pG+b2W4zu3ayG5jZtWbWY2Y9Bw8enOXDAQAAACdutuV3rbv/nKTLJP26mX1s4g3c/U53b3b35oaGhlk+HAAAAHDiZlV+3f3V5PyApK9L+shcDAUAAABUwgmXXzNbaGanjlyW9AlJe+ZqMAAAAGCuzeZoD2dK+rqZjdzPdnf/1pxMBQAAAFTACZdfd39B0s/O4SwAAABARXGoMwAAAESD8gsAAIBoUH4BAAAQDcovAAAAokH5BQAAQDQovwAAAIjGbI7zG436+nr19vZmPcakkuMsB6Ourk5vvfVW1mNEg2weH/KZrlDzSTYRajYl8pkGyu8M9Pb2yt2zHqMqhPiknc/I5vEhn+kinzNHNtNFNo/PfMsnyx4AAAAQDcovAAAAokH5BQAAQDQovwAAAIgG5RcAAADRoPwCAAAgGpRfAAAARIPyCwAAgGhQfgEAABANyi8AAACiQfkFAABANCi/AAAAiAblFwAAANGg/AIAACAalF8AAABEg/ILAACAaFB+AQAAEA3KLwAAAKJB+QUAAEA0KL8AAACIBuUXAAAA0aD8AgAAIBqUXwAAAESD8gsAAIBoUH4BAAAQDcovAAAAokH5BQAAQDTM3VN7sObmZu/p6Unt8ebMl0/PeoLq8uV/yXqCeJDN40c+00M+jw/ZTA/ZPH5VmE8z2+3uze/ZTvmdnpkpza9TNeNrlS6+3seHr1e6+HrPHF+rdPH1Pj7V+vWaqvyy7AEAAADRoPwCAAAgGpRfAAAARIPyCwAAgGhQfgEAABANyi8AAACiQfkFAABANCi/AAAAiAblFwAAANGoyXqAamFmWY9QFerq6rIeITpkc+bIZ/rI58yQzfSRzZmbb/mk/M5AqG/pV61vN4i5E+r3n2xCCjOfZBNSmNmUyGdaWPYAAACAaFB+AQAAEI1ZlV8zu9TMfmhmz5vZF+dqKAAAAKASTrj8mlle0p9IukzSckktZrZ8rgYDAAAA5tps9vx+RNLz7v6Cuw9I+nNJV87NWAAAAMDcm035PVvSK2Ou70+2AQAAAEGq+KHOzOxaSddK0rnnnlvphwveXB9XcK7uj0OrINRsSuQTc5snsom5xM/O6jOb8vuqpKVjrp+TbBvH3e+UdKckNTc3R/9dIIgIFdlEyMgnQkU2q89slj08JukCMzvfzE6S9O8k/c3cjAUAAADMvRPe8+vuQ2b2G5J2ScpL2ubuz8zZZAAAAMAcm9WaX3f/pqRvztEsAAAAQEXxDm8AAACIBuUXAAAA0aD8AgAAIBqUXwAAAESD8gsAAIBoUH4BAAAQDcovAAAAokH5BQAAQDQovwAAAIgG5RcAAADRoPwCAAAgGpRfAAAARMPcPb0HMzso6aXUHnD+O0PSm1kPAUyCbCJUZBMhI59z6zx3b5i4MdXyi7llZj3u3pz1HMBEZBOhIpsIGflMB8seAAAAEA3KLwAAAKJB+a1ud2Y9ADAFsolQkU2EjHymgDW/AAAAiAZ7fgEAABANyi8AAACiQfkNkJmVzOxJM9tjZn9rZouzngnVJ6scmdmRNB5nisfeZ2ZnZPX4mN6EXO4ws1OyniktZnaRmT2Q9RzzATmaeY6yzJ2ZLTOzPVk89vuh/IbpHXdf4e5Nkt6S9OtZD4SqRI4QorG5HJC0cewHzaxmtg9gZvnZ3geCR45wwii/4fuepLMlycw+YmbfM7MnzOxRM/tQsv1BM/uZ5PITZva7yeX/YWafy2xyhGTOc2RmZ5rZ183sqeS0ZpLbXG9mj5nZ02Z245jt3zCz3Wb2jJldO2b7ETPblNzfP5rZmcn2BjP7WnJfj5nZR5PtHzCzbyf3c5ckm8svGiruu5I+mOyZ+q6Z/Y2kZ80sb2ZfGZOdz0uje7AeSbL6QzPbama55GNHzGyLmT0l6UIz+y/JXsE9ZvaFkQc0s19L7vMpM/uzZNtU+frFZO/ik8lz4lQzOyuZYWSv4y8kt/1E8rx6PNkTuSjZfqmZ/bOZPS7pl1P82saEHL0712or/1x/ysy+b2anTvj4QjPblnzsCTO7Mtm+LPnaPZ6c1oz5Wv2dmd2fPP59ZmbJx1aZ2d9b+Wf5LjM7a8z2p5KvYZg7XdydU2AnSUeS87ykHZIuTa6fJqkmufxxSV9LLn9R5YCdLukxSbuS7V2SPpT1v4fT/MyRpL+Q9IUxj3H6hMf9hMqH7TGVf9F+QNLHko/VJ+cnS9oj6QPJdZf0b5LLmyX9t+Tydklrk8vnStqbXP4jSb+bXP5XyeefkfXXntOMclkj6a8lXSfpIkl9ks5PPnbtmO/9Akk9ks5Pbtcv6SeTzD0k6eox2fmV5PIqST+QtFDSIknPSFopqVHS/x3JyJgcTpWvv5X00eTyomTm35bUPib3p6r8lrSPSFqYbL9B0u9KqpX0iqQLkufBX0p6IOvvwXw4kaP35kjSSZJekLQ6uX5a8lgXjdxe0k2S/kNyeXHy71go6RRJtcn2CyT1JJcvkvQvks5R+ef49yStlVSQ9KikhuR2n5a0Lbn8tN79Wf8VSXuyzsvE06z/LICKONnMnlR5T91elZ+YUrmU3GtmF6j8BC0k278r6TclvSjpQUmXWHn90/nu/sM0B0dQKp2jiyX9miS5e0nlH5BjfSI5PZFcX6TyD9VHJP2mmX0q2b402f5jlf98ObI2bbekS5LLH5e0PNnhIEmnJXtEPqZkL4i7P2hmvdN+VZC1kVxK5czdLWmNpO+7+4vJ9k9I+hkzuzq5frrKGRlIbveCJJlZh8r/Ed8vqSTpa8nt10r6urv3Jbf7K0m/oHLed7j7m5Lk7m8lt58qX/8g6TYzu0/SX7n7fjN7TNI2MytI+oa7P2lmvyhpuaR/SO7jJJVLwoclvejuzyVz/B+VCxlmjxy914ckve7ujyVzHUpuP/Y2n5B0hZn9TnK9VuWi/pqkPzazFcnX4KfHfM733X1/cl9PSlom6W1JTZIeSu4/L+l1K7+2ZLG7P5J87p9JumySWTNF+Q3TO+6+Iikeu1TeG/dHkn5PUpe7f8rMlkn6u+T2j0lqVvk3vodU/u3xcyqXB8RrTnNkZptU3rsqd18xg8c3Sb/v7l8dt9HsIpX/k7jQ3Y+a2d+p/ANYkgY92V2g8g/gkZ9ROUk/7+79E+5rBmMgMO9MzE/yfewbu0lSm7vvmnC7i1QuHmONXO9Pfgk7EZPmS9LNZvagpMtVLiSfdPdHzOxjKj8X7jGz2yT1SnrI3VsmzLviBOfB9MhR+WO7JJ2p8l7tP5zBjCbp307coWFmX5b0hqSfTf4dY/8Nx8ZcHvm5bJKecfcLJ9zP4hnMkDnW/AbM3Y+qvCfut628eP90Sa8mH/7smNsNqPwnkWtU/i3xu5J+R+U9bIjcXOXI3du9/AKTFcmnPKzynxpl5bV1p0946F2SNoxZs3a2mS1JHr83Kb4flvTzM/hnfFtS28iVMf8ZPCLp3yfbLpNUN4P7Qvh2Sbou2SsmM/tpM1uYfOwjZna+lddoflpS9ySf/11JV5nZKcnnfSrZ1inpGjP7QHK/9cntJ82Xmf2Uu//A3W9R+ZfDD5vZeZLecPc/lXSXpJ+T9I+SPmpmH0w+b6GZ/bSkf5a0zMx+KrnrcaUGFTfvc+Tun0x+Lv8nST+UdJaZrU4+/1R77wv/dklqG7Nud2Wy/XSV9xoPS/pVlffkvp8fSmowswuT+ymYWaO7vy3pbTNbm9zuM9PcTyYov4Fz9ydUXj/TovIayN83syf03r3235V0wN3fSS6fk5wDlcrRb0laZ2Y/UHnv8PIJj/ltldfAfS+5zf0qr2v7lqQaM9sr6WaVf+BP5zclNVv5BSbP6t1Xdt8o6WNm9ozKyx9ensF9IXx3SXpW0uNWPkzSV/VuVh+T9McqL+V5UdLXJ36yuz8u6R5J35f0T5Lucvcn3P0ZSZsk/b2VX4xzW/IpU+XrC1Z+MdLTkgYl7VR5DeRTyfPn05L+0N0PqvyLZEdy2+9J+nCyB/BaSQ9a+YVKB+bii4MZiypHyQ6MT0u6PZnrIb37V7URv6fyUrenk5+bv5dsv0PS+uTzPqzxe9CneqyrJd2SfM6TKi87kaT/KOlPkiUSQf55jrc3BgBUheTP1b/j7v8641FQxcgR2PMLAACAaLDnFwAAANFgzy8AAACiQfkFAABANCi/AAAAiAblFwAAANGg/AIAACAa/x8Iiop/OShgrQAAAABJRU5ErkJggg==\n" + "image/png": 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max43.50134943.50134944.22172844.169113
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" }, "execution_count": 30, "metadata": {}, diff --git a/tutorials/Poisson Kriging - Area to Area (Advanced).ipynb b/tutorials/Poisson Kriging - Area to Area (Advanced).ipynb index 8e04e16d..9579a049 100755 --- a/tutorials/Poisson Kriging - Area to Area (Advanced).ipynb +++ b/tutorials/Poisson Kriging - Area to Area (Advanced).ipynb @@ -80,7 +80,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/szymonmolinski/Documents/OpenSource/pyinterpolate-environment/pyinterpolate/pyinterpolate/io_ops/get_points_within_area.py:111: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + "/home/szymon/Documents/a01_repos/pyinterpolate-environment/pyinterpolate/pyinterpolate/io_ops/get_points_within_area.py:111: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " return np.array(output_points_within_area)\n" ] } @@ -279,9 +279,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/szymonmolinski/Documents/OpenSource/pyinterpolate-environment/pyinterpolate/pyinterpolate/transform/prepare_kriging_data.py:207: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + "/home/szymon/Documents/a01_repos/pyinterpolate-environment/pyinterpolate/pyinterpolate/transform/prepare_kriging_data.py:207: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " output_data = np.array(points_vals)\n", - "/Users/szymonmolinski/Documents/OpenSource/pyinterpolate-environment/pyinterpolate/pyinterpolate/transform/prepare_kriging_data.py:246: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + "/home/szymon/Documents/a01_repos/pyinterpolate-environment/pyinterpolate/pyinterpolate/transform/prepare_kriging_data.py:246: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " return np.array(all_distances_list)\n" ] } @@ -343,7 +343,7 @@ { "data": { "text/plain": "
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yjyTH7F0GHg/sXPlVU+FDwLOH5WcD/zLBLCvaW5SDpzFF+zdJgDcB11XVK5c8NHX7d7ms07p/k8wlOXZYPgp4HKPzBlcATx+eNhX7FpbN+5Ul/9CH0fmCNe/fmf4k63CZ1qu581YIL59souUlOZnRUTuMbhHxrmnLm+TdwGMY3Wb1e8DLgA8yuhphHvgW8IyqmvjJzWWyPobR9EExumLpeUvmtycqyaOAfwe+BPx02PwSRnPbU7V/V8j6LKZw/yZ5CKOTqBsYHbReXFV/N/ydew+j6Y7PA+cOR8cTtULeTwJzjK6y2QH8yZKTsasba5YLXpK0vFmeopEkrcCCl6ROWfCS1CkLXpI6ZcFLUqcseEnqlAUvSZ36f02f7zt87df0AAAAAElFTkSuQmCC\n" 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}, "metadata": { "needs_background": "light" @@ -392,8 +392,8 @@ "outputs": [ { "data": { - "text/plain": " predicted real forecast bias rmse\ncount 22.000000 22.000000 22.000000 22.000000\nmean 130.590909 132.513636 1.922727 9.304545\nstd 11.533219 11.514682 12.655168 8.563237\nmin 113.000000 112.900000 -23.300000 0.100000\n25% 123.250000 122.050000 -5.050000 4.450000\n50% 130.500000 132.650000 -0.550000 6.950000\n75% 136.750000 141.725000 7.200000 12.375000\nmax 155.000000 152.900000 35.000000 35.000000", - "text/html": "
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predictedrealforecast biasrmse
count22.00000022.00000022.00000022.000000
mean130.590909132.5136361.9227279.304545
std11.53321911.51468212.6551688.563237
min113.000000112.900000-23.3000000.100000
25%123.250000122.050000-5.0500004.450000
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predictedrealforecast biasrmse
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" }, "execution_count": 11, "metadata": {}, diff --git a/tutorials/Poisson Kriging - Area to Point (Advanced).ipynb b/tutorials/Poisson Kriging - Area to Point (Advanced).ipynb index 5c786dd5..8d45b9c4 100755 --- a/tutorials/Poisson Kriging - Area to Point (Advanced).ipynb +++ b/tutorials/Poisson Kriging - Area to Point (Advanced).ipynb @@ -73,7 +73,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/szymonmolinski/Documents/OpenSource/pyinterpolate-environment/pyinterpolate/pyinterpolate/io_ops/get_points_within_area.py:111: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + "/home/szymon/Documents/a01_repos/pyinterpolate-environment/pyinterpolate/pyinterpolate/io_ops/get_points_within_area.py:111: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " return np.array(output_points_within_area)\n" ] } @@ -199,13 +199,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/szymonmolinski/Documents/OpenSource/pyinterpolate-environment/pyinterpolate/pyinterpolate/transform/prepare_kriging_data.py:285: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + "/home/szymon/Documents/a01_repos/pyinterpolate-environment/pyinterpolate/pyinterpolate/transform/prepare_kriging_data.py:285: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " output_arr = np.array([unknown_point_val, otp])\n", - "/Users/szymonmolinski/Documents/OpenSource/pyinterpolate-environment/pyinterpolate/pyinterpolate/transform/prepare_kriging_data.py:380: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + "/home/szymon/Documents/a01_repos/pyinterpolate-environment/pyinterpolate/pyinterpolate/transform/prepare_kriging_data.py:380: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " output_data = np.array(points_vals)\n", - "/Users/szymonmolinski/Documents/OpenSource/pyinterpolate-environment/pyinterpolate/pyinterpolate/transform/prepare_kriging_data.py:246: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + "/home/szymon/Documents/a01_repos/pyinterpolate-environment/pyinterpolate/pyinterpolate/transform/prepare_kriging_data.py:246: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " return np.array(all_distances_list)\n", - "/Users/szymonmolinski/Documents/OpenSource/pyinterpolate-environment/pyinterpolate/pyinterpolate/kriging/areal_poisson_kriging/area_to_point/atp_poisson_kriging.py:238: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + "/home/szymon/Documents/a01_repos/pyinterpolate-environment/pyinterpolate/pyinterpolate/kriging/areal_poisson_kriging/area_to_point/atp_poisson_kriging.py:238: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " return np.array(predicted) # return list of lists: [zhat, sigma, mean, weights, point coordinates]\n" ] } diff --git a/tutorials/Poisson Kriging - Centroid Based (Advanced).ipynb b/tutorials/Poisson Kriging - Centroid Based (Advanced).ipynb index 60b6be60..17d8aa6b 100755 --- a/tutorials/Poisson Kriging - Centroid Based (Advanced).ipynb +++ b/tutorials/Poisson Kriging - Centroid Based (Advanced).ipynb @@ -80,7 +80,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/szymonmolinski/Documents/OpenSource/pyinterpolate-environment/pyinterpolate/pyinterpolate/io_ops/get_points_within_area.py:111: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + "/home/szymon/Documents/a01_repos/pyinterpolate-environment/pyinterpolate/pyinterpolate/io_ops/get_points_within_area.py:111: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " return np.array(output_points_within_area)\n" ] } @@ -324,7 +324,7 @@ { "data": { "text/plain": "
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\n" 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}, "metadata": { "needs_background": "light" @@ -373,8 +373,8 @@ "outputs": [ { "data": { - "text/plain": " predicted real forecast bias rmse\ncount 21.000000 22.000000 21.000000 21.000000\nmean 114.142857 130.090909 16.309524 26.471429\nstd 32.518127 10.486949 33.469104 25.762534\nmin 40.000000 112.900000 -44.800000 0.200000\n25% 103.000000 122.425000 -9.600000 10.700000\n50% 126.000000 127.700000 12.400000 14.600000\n75% 130.000000 135.975000 27.000000 40.600000\nmax 189.000000 150.000000 97.200000 97.200000", - "text/html": "
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predictedrealforecast biasrmse
count21.00000022.00000021.00000021.000000
mean114.142857130.09090916.30952426.471429
std32.51812710.48694933.46910425.762534
min40.000000112.900000-44.8000000.200000
25%103.000000122.425000-9.60000010.700000
50%126.000000127.70000012.40000014.600000
75%130.000000135.97500027.00000040.600000
max189.000000150.00000097.20000097.200000
\n
" + "text/plain": " predicted real forecast bias rmse\ncount 21.000000 22.000000 21.000000 21.000000\nmean 154.619048 132.168182 -22.614286 37.938095\nstd 80.077760 16.584197 68.817471 61.331529\nmin 85.000000 111.400000 -277.800000 0.600000\n25% 121.000000 122.350000 -17.900000 10.000000\n50% 139.000000 127.550000 -10.000000 17.600000\n75% 149.000000 138.950000 6.500000 31.800000\nmax 470.000000 192.200000 54.700000 277.800000", + "text/html": "
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predictedrealforecast biasrmse
count21.00000022.00000021.00000021.000000
mean154.619048132.168182-22.61428637.938095
std80.07776016.58419768.81747161.331529
min85.000000111.400000-277.8000000.600000
25%121.000000122.350000-17.90000010.000000
50%139.000000127.550000-10.00000017.600000
75%149.000000138.9500006.50000031.800000
max470.000000192.20000054.700000277.800000
\n
" }, "execution_count": 10, "metadata": {}, diff --git a/tutorials/Semivariogram Estimation (Basic).ipynb b/tutorials/Semivariogram Estimation (Basic).ipynb index 86b7b51a..d5b5d1a9 100755 --- a/tutorials/Semivariogram Estimation (Basic).ipynb +++ b/tutorials/Semivariogram Estimation (Basic).ipynb @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -77,14 +77,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": "array([[15.1152409 , 52.76514556, 91.27559662],\n [15.1152409 , 52.74279035, 96.54829407],\n [15.1152409 , 52.71070647, 51.25455093],\n [15.1152409 , 52.70884354, 48.95828247],\n [15.1152409 , 52.67137785, 16.81786346],\n [15.1152409 , 52.6498506 , 16.29390526],\n [15.1152409 , 52.62770238, 16.54066277],\n [15.1152409 , 52.60596814, 19.45093346],\n [15.1152409 , 52.60493317, 19.24267578],\n [15.1152409 , 52.57823111, 45.66201019]])" }, - "execution_count": 3, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -118,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -160,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -194,7 +194,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -218,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -229,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -249,14 +249,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": "51.581179602829174" }, - "execution_count": 10, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -267,7 +267,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -290,7 +290,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -313,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -356,7 +356,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -385,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -408,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -420,7 +420,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -441,14 +441,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": "'linear'" }, - "execution_count": 18, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } diff --git a/tutorials/Semivariogram Regularization (Intermediate).ipynb b/tutorials/Semivariogram Regularization (Intermediate).ipynb index 021ef1db..b66e3b2b 100755 --- a/tutorials/Semivariogram Regularization (Intermediate).ipynb +++ b/tutorials/Semivariogram Regularization (Intermediate).ipynb @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -71,14 +71,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": "True" }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -97,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -105,7 +105,7 @@ "text/plain": " rate FIPS rate_float geometry\n0 192.2 25019 192.2 MULTIPOLYGON (((2115688.816 556471.240, 211569...\n1 166.8 36121 166.8 POLYGON ((1419423.430 564830.379, 1419729.721 ...\n2 157.4 33001 157.4 MULTIPOLYGON (((1937530.728 779787.978, 193751...\n3 156.7 25007 156.7 MULTIPOLYGON (((2074073.532 539159.504, 207411...\n4 155.3 25001 155.3 MULTIPOLYGON (((2095343.207 637424.961, 209528...", "text/html": "
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rateFIPSrate_floatgeometry
0192.225019192.2MULTIPOLYGON (((2115688.816 556471.240, 211569...
1166.836121166.8POLYGON ((1419423.430 564830.379, 1419729.721 ...
2157.433001157.4MULTIPOLYGON (((1937530.728 779787.978, 193751...
3156.725007156.7MULTIPOLYGON (((2074073.532 539159.504, 207411...
4155.325001155.3MULTIPOLYGON (((2095343.207 637424.961, 209528...
\n
" }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -131,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -139,7 +139,7 @@ "text/plain": " id left top right bottom POP10 \\\n0 81.0 1.271504e+06 446124.5068 1.283051e+06 436124.5068 1866.0 \n1 82.0 1.271504e+06 436124.5068 1.283051e+06 426124.5068 2093.0 \n2 83.0 1.271504e+06 426124.5068 1.283051e+06 416124.5068 590.0 \n3 84.0 1.271504e+06 416124.5068 1.283051e+06 406124.5068 636.0 \n4 85.0 1.271504e+06 406124.5068 1.283051e+06 396124.5068 582.0 \n\n geometry \n0 POINT (1277277.671 441124.507) \n1 POINT (1277277.671 431124.507) \n2 POINT (1277277.671 421124.507) \n3 POINT (1277277.671 411124.507) \n4 POINT (1277277.671 401124.507) ", "text/html": "
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idlefttoprightbottomPOP10geometry
081.01.271504e+06446124.50681.283051e+06436124.50681866.0POINT (1277277.671 441124.507)
182.01.271504e+06436124.50681.283051e+06426124.50682093.0POINT (1277277.671 431124.507)
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485.01.271504e+06406124.50681.283051e+06396124.5068582.0POINT (1277277.671 401124.507)
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" }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -160,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -175,14 +175,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "text/plain": "array([25019,\n ,\n 2132629.599151873, 557971.1559491967, 192.2], dtype=object)" + "text/plain": "array([25019,\n ,\n 2132629.599151873, 557971.1559491967, 192.2], dtype=object)" }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -206,14 +206,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/szymonmolinski/Documents/OpenSource/pyinterpolate-environment/pyinterpolate/pyinterpolate/io_ops/get_points_within_area.py:111: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + "/home/szymon/Documents/a01_repos/pyinterpolate-environment/pyinterpolate/pyinterpolate/io_ops/get_points_within_area.py:111: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " return np.array(output_points_within_area)\n" ] } @@ -225,14 +225,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": "array([42049.0,\n array([[1277277.6705919 , 441124.50679998, 1866. ],\n [1277277.6705919 , 431124.50679999, 2093. ],\n [1285937.92462974, 446124.50679999, 10191. ],\n [1285937.92462974, 436124.50679999, 3271. ],\n [1285937.92462974, 426124.50679999, 5400. ],\n [1294598.17866759, 451124.50679998, 23133. ],\n [1294598.17866759, 441124.50679999, 2616. ],\n [1294598.17866759, 431124.50679999, 1610. ],\n [1303258.43270543, 456124.50679999, 110912. ],\n [1303258.43270543, 446124.50679999, 6793. ],\n [1303258.43270543, 436124.50679999, 8493. ],\n [1311918.68674328, 461124.50679999, 44605. ],\n [1311918.68674328, 451124.50679999, 5710. ],\n [1311918.68674328, 441124.50679999, 4700. ],\n [1311918.68674328, 431124.50679999, 2483. ],\n [1320578.94078112, 466124.50679999, 3372. ],\n [1320578.94078112, 456124.50679999, 3226. ],\n [1320578.94078112, 446124.50679998, 1664. ],\n [1320578.94078112, 436124.50679999, 1956. ],\n [1329239.19481896, 461124.50679999, 1441. ],\n [1329239.19481897, 451124.50679998, 1712. ],\n [1329239.19481896, 441124.50679999, 4814. ],\n [1337899.44885681, 446124.50679999, 1933. ],\n [1337899.44885681, 436124.50679998, 1370. ],\n [1346559.70289465, 441124.50679999, 7430. ]])],\n dtype=object)" }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -267,7 +267,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -303,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -383,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -392,14 +392,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/szymonmolinski/Documents/OpenSource/pyinterpolate-environment/pyinterpolate/pyinterpolate/semivariance/areal_semivariance/block_to_block_semivariance/calculate_block_to_block_semivariance.py:113: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + "/home/szymon/Documents/a01_repos/pyinterpolate-environment/pyinterpolate/pyinterpolate/semivariance/areal_semivariance/block_to_block_semivariance/calculate_block_to_block_semivariance.py:113: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " output_array = np.array([block_to_block_semivariance, blocks_ids])\n" ] } @@ -412,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -453,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "pycharm": { "name": "#%%\n" @@ -465,9 +465,9 @@ "name": "stderr", "output_type": "stream", "text": [ - " 0%| | 0/25 [00:00