From 150f854fa2e5274188948d43479b02a2e080f531 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?xavier=20dupr=C3=A9?= Date: Wed, 10 Feb 2021 02:41:30 +0100 Subject: [PATCH 1/3] add example, timeseries, covid --- _doc/notebooks/timeseries/README.txt | 7 + _doc/notebooks/timeseries/ts_covid.ipynb | 1052 +++++++++++++++++ .../source/blog/2021/2021-01-28_plan.rst | 10 +- _doc/sphinxdoc/source/lectures/seriestemp.rst | 2 + .../ut_documentation/test_nb_ts_covid.py | 32 + requirements.txt | 3 + 6 files changed, 1105 insertions(+), 1 deletion(-) create mode 100644 _doc/notebooks/timeseries/README.txt create mode 100644 _doc/notebooks/timeseries/ts_covid.ipynb create mode 100644 _unittests/ut_documentation/test_nb_ts_covid.py diff --git a/_doc/notebooks/timeseries/README.txt b/_doc/notebooks/timeseries/README.txt new file mode 100644 index 0000000..cd8f196 --- /dev/null +++ b/_doc/notebooks/timeseries/README.txt @@ -0,0 +1,7 @@ +Timeseries +========== + +Ou séries temporelles. + +.. contents:: + :local: diff --git a/_doc/notebooks/timeseries/ts_covid.ipynb b/_doc/notebooks/timeseries/ts_covid.ipynb new file mode 100644 index 0000000..3be314f --- /dev/null +++ b/_doc/notebooks/timeseries/ts_covid.ipynb @@ -0,0 +1,1052 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# S\u00e9ries temporelles du COVID en France\n", + "\n", + "On s'int\u00e9resse aux s\u00e9ries temporelles de l'\u00e9pid\u00e9mie du COVID en France r\u00e9cup\u00e9r\u00e9es depuis data.gouv.fr : [Chiffres-cl\u00e9s concernant l'\u00e9pid\u00e9mie de COVID19 en France](https://www.data.gouv.fr/en/datasets/chiffres-cles-concernant-lepidemie-de-covid19-en-france/)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
run previous cell, wait for 2 seconds
\n", + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from jyquickhelper import add_notebook_menu\n", + "add_notebook_menu()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Donn\u00e9es" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\python387_x64\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3146: DtypeWarning: Columns (17,18) have mixed types.Specify dtype option on import or set low_memory=False.\n", + " has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n" + ] + }, + { + "data": { + "text/html": [ + "
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dategranularitemaille_codemaille_nomcas_confirmescas_ehpadcas_confirmes_ehpadcas_possibles_ehpaddecesdeces_ehpadreanimationhospitalisesnouvelles_hospitalisationsnouvelles_reanimationsguerisdepistessource_nomsource_urlsource_archivesource_type
429592021-02-09regionREG-75Nouvelle-AquitaineNaNNaNNaNNaN2484.0NaN215.01554.0101.017.010145.0NaNOpenCOVID19-frNaNNaNopencovid19-fr
429602021-02-09regionREG-76OccitanieNaNNaNNaNNaN2856.0NaN277.01866.0146.022.012730.0NaNOpenCOVID19-frNaNNaNopencovid19-fr
429612021-02-09regionREG-84Auvergne-Rh\u00f4ne-AlpesNaNNaNNaNNaN8419.0NaN400.03732.0277.037.034376.0NaNOpenCOVID19-frNaNNaNopencovid19-fr
429622021-02-09regionREG-93Provence-Alpes-C\u00f4te d'AzurNaNNaNNaNNaN4978.0NaN452.03557.0287.044.023911.0NaNOpenCOVID19-frNaNNaNopencovid19-fr
429632021-02-09regionREG-94CorseNaNNaNNaNNaN133.0NaN6.059.08.01.0582.0NaNOpenCOVID19-frNaNNaNopencovid19-fr
\n", + "
" + ], + "text/plain": [ + " date granularite ... source_archive source_type\n", + "42959 2021-02-09 region ... NaN opencovid19-fr\n", + "42960 2021-02-09 region ... NaN opencovid19-fr\n", + "42961 2021-02-09 region ... NaN opencovid19-fr\n", + "42962 2021-02-09 region ... NaN opencovid19-fr\n", + "42963 2021-02-09 region ... NaN opencovid19-fr\n", + "\n", + "[5 rows x 20 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from pandas import DataFrame, read_csv, to_datetime\n", + "df = read_csv(\"https://www.data.gouv.fr/en/datasets/r/0b66ca39-1623-4d9c-83ad-5434b7f9e2a4\")\n", + "df.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Il y a une date 2020-11_11\n", + "df['date'] = to_datetime(df['date'].apply(lambda s: s.replace(\"_\", \"-\")))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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cas_confirmes
date
2021-02-053296747.0
2021-02-063317333.0
2021-02-073337048.0
2021-02-083341365.0
2021-02-093360235.0
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" + ], + "text/plain": [ + " cas_confirmes\n", + "date \n", + "2021-02-05 3296747.0\n", + "2021-02-06 3317333.0\n", + "2021-02-07 3337048.0\n", + "2021-02-08 3341365.0\n", + "2021-02-09 3360235.0" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gr = df[[\"date\", \"cas_confirmes\"]].groupby(\"date\").sum().sort_index()\n", + "gr.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "gr['cas_confirmes'].plot(figsize=(14, 4), grid=True, title=\"Cas positifs\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il y a des petits probl\u00e8mes de donn\u00e9es... On corrige de fa\u00e7on automatique ou \u00e0 la main... Etant donn\u00e9 que les donn\u00e9es n'\u00e9taient pas fiables avant juin 2020 car pas assez de tests, on commence la s\u00e9rie en septembre 2020. Il ne reste donc plus qu'une date un peu probl\u00e9matique, le 11 novembre." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from datetime import datetime\n", + "gr.loc[(gr.index >= datetime(2020, 11, 5)) & (gr.index <= datetime(2020, 11, 15)), 'cas_confirmes'].plot(\n", + " figsize=(14, 2), grid=True, title=\"Cas positifs\");" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "gr.loc[datetime(2020, 11, 11), 'cas_confirmes'] = (\n", + " gr.loc[datetime(2020, 11, 10), 'cas_confirmes'] + gr.loc[datetime(2020, 11, 12), 'cas_confirmes']) / 2" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "gr.loc[gr.index >= datetime(2020, 9, 1), 'cas_confirmes'].plot(figsize=(14, 4), grid=True, title=\"Cas positifs\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "C'est mieux. On regarde la s\u00e9rie diff\u00e9renci\u00e9e :" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "covsept = gr.loc[gr.index >= datetime(2020, 9, 1), 'cas_confirmes']\n", + "covsept.diff().plot(figsize=(14, 4), grid=True, title=\"Cas positifs quotidiens\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Changements de r\u00e9gimes" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'Prophet' object has no attribute 'stan_backend'\n" + ] + } + ], + "source": [ + "from fbprophet import Prophet\n", + "from fbprophet.plot import add_changepoints_to_plot\n", + "try:\n", + " m = Prophet(changepoint_prior_scale=0.5)\n", + " fig = m.plot(covsept)\n", + " a = add_changepoints_to_plot(fig.gca(), m, covsept)\n", + "except AttributeError as e:\n", + " print(e)\n", + " # Sur Windows, fbprophet est compliqu\u00e9 \u00e0 installer.\n", + " # J'ai abandonn\u00e9. C'est plus simple sous Linux." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On passe \u00e0 un autre module. Il compare localement la moyenne de la s\u00e9rie \u00e0 la s\u00e9rie elle-m\u00eame. Sur ce type de s\u00e9rie avec une p\u00e9riodicit\u00e9, \u00e7a ne marche pas tr\u00e8s bien." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import ruptures\n", + "\n", + "signal = covsept.diff().values\n", + "\n", + "algo = rpt.Pelt(model=\"rbf\").fit(signal)\n", + "result = algo.predict(pen=10)\n", + "\n", + "ruptures.display(signal, result, result);" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((161, 1), (161,))" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy\n", + "signal = covsept.diff().values\n", + "X = numpy.arange(signal.shape[0]).reshape(-1, 1).astype(signal.dtype)[1:]\n", + "y = signal[1:]\n", + "X.shape, y.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Donc je suis finalement pass\u00e9 \u00e0 quelque chose que j'ai cod\u00e9 : un arbre de r\u00e9gression mais donc chaque feuille est une r\u00e9gression lin\u00e9aire et non une constante. Ca manque un peu de th\u00e9orie mais rien n'emp\u00eache d'\u00eatre un peu inventif :[PiecewiseTreeRegressor](http://www.xavierdupre.fr/app/mlinsights/helpsphinx/mlinsights/mlmodel/piecewise_tree_regression.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\xavierdupre\\__home_\\github_fork\\scikit-learn\\sklearn\\tree\\_classes.py:335: FutureWarning: The parameter 'X_idx_sorted' is deprecated and has no effect. It will be removed in 1.1 (renaming of 0.26). You can suppress this warning by not passing any value to the 'X_idx_sorted' parameter.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "PiecewiseTreeRegressor(min_samples_leaf=14)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from mlinsights.mlmodel import PiecewiseTreeRegressor\n", + "ptr = PiecewiseTreeRegressor(min_samples_leaf=14)\n", + "ptr.fit(X, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(14, 4))\n", + "ax.plot(X, y)\n", + "ax.plot(X, ptr.predict(X))\n", + "ax.set_title(\"Changement de r\u00e9gime estimer avec des arbres de r\u00e9gression\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "L'\u00e9pid\u00e9mie progresse de fa\u00e7on explonentielle. Il vaudrait sans doute mieux \u00e9tudier le logarithme de la s\u00e9rie diff\u00e9renci\u00e9e." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\xavierdupre\\__home_\\github_fork\\scikit-learn\\sklearn\\tree\\_classes.py:335: FutureWarning: The parameter 'X_idx_sorted' is deprecated and has no effect. It will be removed in 1.1 (renaming of 0.26). You can suppress this warning by not passing any value to the 'X_idx_sorted' parameter.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ptrl = PiecewiseTreeRegressor(min_samples_leaf=14)\n", + "ly = numpy.log(y)\n", + "ptrl.fit(X, ly)\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(14, 4))\n", + "ax.plot(X, ly)\n", + "ax.plot(X, ptrl.predict(X))\n", + "ax.set_title(\"Changement de r\u00e9gime estimer avec des arbres de r\u00e9gression\"\n", + " \"\\nversion logarithmique\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "C'est un petit peu mieux. Cette m\u00e9thode s'applique surtout \u00e0 la tendance des s\u00e9ries contrairement \u00e0 la m\u00e9thode suivante plus appropri\u00e9 pour segmenter les r\u00e9sidus." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GaussianHMM(n_components=3, n_iter=1000)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from hmmlearn.hmm import GaussianHMM\n", + "model = GaussianHMM(n_components=3, covariance_type=\"diag\", n_iter=1000)\n", + "model.fit(ly.reshape(-1, 1))\n", + "model" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{2}" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hidden_states = model.predict(X)\n", + "dates = covsept.index[1:]\n", + "set(hidden_states)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Le model n'arrive \u00e0 rien sauf \u00e0 pr\u00e9dire une valeur constante." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(model.n_components, sharex=True, sharey=True, figsize=(14, 6))\n", + "for i, ax in enumerate(axs):\n", + " mask = hidden_states == i\n", + " ax.plot(X[mask], ly[mask], \".-\")\n", + " ax.set_title(\"{0}th hidden state\".format(i))\n", + " ax.grid(True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " Ca ne donne rien car la saisonnalit\u00e9 l'emporte sur le reste." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les grands classiques :\n", + "\n", + "* [seglearn](https://dmbee.github.io/seglearn/)\n", + "* [sktime](https://github.com/alan-turing-institute/sktime)\n", + "* [pyflux](https://pyflux.readthedocs.io/en/latest/dyn_lin.html)\n", + "* [hmmlearn](https://hmmlearn.readthedocs.io/en/stable/)\n", + "* [statsmodels](https://www.statsmodels.org/stable/index.html)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Saisonnalit\u00e9" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":2: FutureWarning: the 'freq'' keyword is deprecated, use 'period' instead\n", + " res = seasonal_decompose(ly, freq=7)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from statsmodels.tsa.seasonal import seasonal_decompose\n", + "res = seasonal_decompose(ly, freq=7)\n", + "res.plot();" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ nan, nan, nan, 0.0746808 , -0.0230543 ,\n", + " 0.34679963, -0.11227339, -0.15403812, -0.04204641, -0.09982417])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.resid[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{0, 1, 2}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = GaussianHMM(n_components=3, covariance_type=\"diag\", n_iter=1000)\n", + "ry = res.trend[3:-3] # on enl\u00e8ve les nan\n", + "model.fit(ry.reshape(-1, 1))\n", + "hidden_states = model.predict(ry.reshape(-1, 1))\n", + "set(hidden_states)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(model.n_components, sharex=True, sharey=True, figsize=(14, 6))\n", + "for i, ax in enumerate(axs):\n", + " mask = hidden_states == i\n", + " ax.plot(numpy.arange(0, ry.shape[0])[mask], ry[mask], \".-\")\n", + " ax.set_title(\"{0}th hidden state\".format(i))\n", + " ax.grid(True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Si le mod\u00e8le gaussien a l'air de fonctionner sur la s\u00e9rie tendancielle (hors saisonnalit\u00e9), il est plut\u00f4t utilis\u00e9 pour segmenter selon la loi des r\u00e9sidus. Sur chaque segments, la s\u00e9rie peut \u00eatre approch\u00e9e par une loi normale de moyenne et variance diff\u00e9rentes." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[10.4037509 ],\n", + " [ 9.2629513 ],\n", + " [ 9.75071686]]),\n", + " array([[[0.07139508]],\n", + " \n", + " [[0.02436972]],\n", + " \n", + " [[0.00527091]]]))" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.means_, model.covars_" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/_doc/sphinxdoc/source/blog/2021/2021-01-28_plan.rst b/_doc/sphinxdoc/source/blog/2021/2021-01-28_plan.rst index 82e0587..d288a84 100644 --- a/_doc/sphinxdoc/source/blog/2021/2021-01-28_plan.rst +++ b/_doc/sphinxdoc/source/blog/2021/2021-01-28_plan.rst @@ -100,7 +100,7 @@ en annulant les coefficients : :ref:`Lasso <2020-02-07sklapirst>`. **Un peu plus de détails sur la séance 2** - + * `Valeurs manquantes (cheatsheet) `_, `Valeurs manquantes (notebooks) @@ -152,3 +152,11 @@ * Mise en production... `docker `_, `ONNX `_ ? * attention, transformers + + **Un peu plus de détails sur la séance 3** + + * :ref:`tscovidrst` + * `aftercovid `_ + * `Algo - simulation COVID + `_ + diff --git a/_doc/sphinxdoc/source/lectures/seriestemp.rst b/_doc/sphinxdoc/source/lectures/seriestemp.rst index d9f83ab..3d2153b 100644 --- a/_doc/sphinxdoc/source/lectures/seriestemp.rst +++ b/_doc/sphinxdoc/source/lectures/seriestemp.rst @@ -4,3 +4,5 @@ Séries temporelles .. contents:: :local: + + ../notebooks/ts_covid diff --git a/_unittests/ut_documentation/test_nb_ts_covid.py b/_unittests/ut_documentation/test_nb_ts_covid.py new file mode 100644 index 0000000..ccba413 --- /dev/null +++ b/_unittests/ut_documentation/test_nb_ts_covid.py @@ -0,0 +1,32 @@ +# -*- coding: utf-8 -*- +""" +@brief test log(time=14s) +""" +import os +import unittest +from pyquickhelper.loghelper import fLOG +from pyquickhelper.pycode import add_missing_development_version +from pyquickhelper.ipythonhelper import test_notebook_execution_coverage +import papierstat + + +class TestNotebookTsCovid(unittest.TestCase): + + def setUp(self): + add_missing_development_version(["jyquickhelper"], __file__, hide=True) + + def test_notebook_ts_covid(self): + fLOG( + __file__, + self._testMethodName, + OutputPrint=__name__ == "__main__") + + self.assertTrue(papierstat is not None) + folder = os.path.join(os.path.dirname(__file__), + "..", "..", "_doc", "notebooks", "timeseries") + test_notebook_execution_coverage( + __file__, "ts_covid", folder, 'papierstat', copy_files=[], fLOG=fLOG) + + +if __name__ == "__main__": + unittest.main() diff --git a/requirements.txt b/requirements.txt index a7de0db..0a54811 100644 --- a/requirements.txt +++ b/requirements.txt @@ -23,6 +23,7 @@ statsmodels toolz # other +aftercovid branca dbfread cairocffi @@ -34,6 +35,7 @@ coverage dtreeviz folium google_compute_engine +hmmlearn jyquickhelper>=0.3 lightgbm mlinsights>=0.2 @@ -45,6 +47,7 @@ pyensae pylint pyquickhelper>=1.10 pyyaml +ruptures spacy shapely sphinx-bootstrap-theme From 377ee0d1d4f293b6664d439ad3208db3bdda7688 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?xavier=20dupr=C3=A9?= Date: Wed, 10 Feb 2021 02:42:02 +0100 Subject: [PATCH 2/3] utf8 --- _doc/notebooks/timeseries/README.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_doc/notebooks/timeseries/README.txt b/_doc/notebooks/timeseries/README.txt index cd8f196..e01a7ed 100644 --- a/_doc/notebooks/timeseries/README.txt +++ b/_doc/notebooks/timeseries/README.txt @@ -1,7 +1,7 @@ Timeseries ========== -Ou séries temporelles. +Ou séries temporelles. .. contents:: :local: From 2c911746e2c730f033cdd840c2bbe0e80e2372c8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?xavier=20dupr=C3=A9?= Date: Thu, 11 Feb 2021 00:54:45 +0100 Subject: [PATCH 3/3] add other notebooks on timeseries --- _doc/notebooks/timeseries/ts_covid.ipynb | 636 ++++++++-- _doc/notebooks/timeseries/ts_pred.ipynb | 1130 +++++++++++++++++ .../source/blog/2021/2021-01-28_plan.rst | 6 +- _doc/sphinxdoc/source/lectures/seriestemp.rst | 1 + .../ut_documentation/test_nb_ts_covid.py | 12 + .../ut_mltricks/test_sklearn_category.py | 2 +- 6 files changed, 1697 insertions(+), 90 deletions(-) create mode 100644 _doc/notebooks/timeseries/ts_pred.ipynb diff --git a/_doc/notebooks/timeseries/ts_covid.ipynb b/_doc/notebooks/timeseries/ts_covid.ipynb index 3be314f..35730b1 100644 --- a/_doc/notebooks/timeseries/ts_covid.ipynb +++ b/_doc/notebooks/timeseries/ts_covid.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# S\u00e9ries temporelles du COVID en France\n", + "# Saisonnalit\u00e9s, changement de r\u00e9gime, COVID en France\n", "\n", "On s'int\u00e9resse aux s\u00e9ries temporelles de l'\u00e9pid\u00e9mie du COVID en France r\u00e9cup\u00e9r\u00e9es depuis data.gouv.fr : [Chiffres-cl\u00e9s concernant l'\u00e9pid\u00e9mie de COVID19 en France](https://www.data.gouv.fr/en/datasets/chiffres-cles-concernant-lepidemie-de-covid19-en-france/)." ] @@ -226,8 +226,8 @@ " \n", " \n", " \n", - " 42959\n", - " 2021-02-09\n", + " 43080\n", + " 2021-02-10\n", " region\n", " REG-75\n", " Nouvelle-Aquitaine\n", @@ -235,13 +235,13 @@ " NaN\n", " NaN\n", " NaN\n", - " 2484.0\n", + " 2510.0\n", " NaN\n", - " 215.0\n", - " 1554.0\n", - " 101.0\n", - " 17.0\n", - " 10145.0\n", + " 213.0\n", + " 1524.0\n", + " 78.0\n", + " 20.0\n", + " 10227.0\n", " NaN\n", " OpenCOVID19-fr\n", " NaN\n", @@ -249,8 +249,8 @@ " opencovid19-fr\n", " \n", " \n", - " 42960\n", - " 2021-02-09\n", + " 43081\n", + " 2021-02-10\n", " region\n", " REG-76\n", " Occitanie\n", @@ -258,13 +258,13 @@ " NaN\n", " NaN\n", " NaN\n", - " 2856.0\n", + " 2882.0\n", " NaN\n", - " 277.0\n", - " 1866.0\n", - " 146.0\n", - " 22.0\n", - " 12730.0\n", + " 276.0\n", + " 1886.0\n", + " 121.0\n", + " 25.0\n", + " 12801.0\n", " NaN\n", " OpenCOVID19-fr\n", " NaN\n", @@ -272,8 +272,8 @@ " opencovid19-fr\n", " \n", " \n", - " 42961\n", - " 2021-02-09\n", + " 43082\n", + " 2021-02-10\n", " region\n", " REG-84\n", " Auvergne-Rh\u00f4ne-Alpes\n", @@ -281,13 +281,13 @@ " NaN\n", " NaN\n", " NaN\n", - " 8419.0\n", + " 8453.0\n", " NaN\n", " 400.0\n", - " 3732.0\n", - " 277.0\n", - " 37.0\n", - " 34376.0\n", + " 3699.0\n", + " 213.0\n", + " 42.0\n", + " 34579.0\n", " NaN\n", " OpenCOVID19-fr\n", " NaN\n", @@ -295,8 +295,8 @@ " opencovid19-fr\n", " \n", " \n", - " 42962\n", - " 2021-02-09\n", + " 43083\n", + " 2021-02-10\n", " region\n", " REG-93\n", " Provence-Alpes-C\u00f4te d'Azur\n", @@ -304,13 +304,13 @@ " NaN\n", " NaN\n", " NaN\n", - " 4978.0\n", + " 5010.0\n", " NaN\n", - " 452.0\n", - " 3557.0\n", - " 287.0\n", - " 44.0\n", - " 23911.0\n", + " 438.0\n", + " 3581.0\n", + " 240.0\n", + " 33.0\n", + " 24080.0\n", " NaN\n", " OpenCOVID19-fr\n", " NaN\n", @@ -318,8 +318,8 @@ " opencovid19-fr\n", " \n", " \n", - " 42963\n", - " 2021-02-09\n", + " 43084\n", + " 2021-02-10\n", " region\n", " REG-94\n", " Corse\n", @@ -329,11 +329,11 @@ " NaN\n", " 133.0\n", " NaN\n", - " 6.0\n", - " 59.0\n", - " 8.0\n", - " 1.0\n", - " 582.0\n", + " 7.0\n", + " 58.0\n", + " 4.0\n", + " 3.0\n", + " 587.0\n", " NaN\n", " OpenCOVID19-fr\n", " NaN\n", @@ -345,14 +345,40 @@ "" ], "text/plain": [ - " date granularite ... source_archive source_type\n", - "42959 2021-02-09 region ... NaN opencovid19-fr\n", - "42960 2021-02-09 region ... NaN opencovid19-fr\n", - "42961 2021-02-09 region ... NaN opencovid19-fr\n", - "42962 2021-02-09 region ... NaN opencovid19-fr\n", - "42963 2021-02-09 region ... NaN opencovid19-fr\n", + " date granularite maille_code maille_nom \\\n", + "43080 2021-02-10 region REG-75 Nouvelle-Aquitaine \n", + "43081 2021-02-10 region REG-76 Occitanie \n", + "43082 2021-02-10 region REG-84 Auvergne-Rh\u00f4ne-Alpes \n", + "43083 2021-02-10 region REG-93 Provence-Alpes-C\u00f4te d'Azur \n", + "43084 2021-02-10 region REG-94 Corse \n", "\n", - "[5 rows x 20 columns]" + " cas_confirmes cas_ehpad cas_confirmes_ehpad cas_possibles_ehpad \\\n", + "43080 NaN NaN NaN NaN \n", + "43081 NaN NaN NaN NaN \n", + "43082 NaN NaN NaN NaN \n", + "43083 NaN NaN NaN NaN \n", + "43084 NaN NaN NaN NaN \n", + "\n", + " deces deces_ehpad reanimation hospitalises \\\n", + "43080 2510.0 NaN 213.0 1524.0 \n", + "43081 2882.0 NaN 276.0 1886.0 \n", + "43082 8453.0 NaN 400.0 3699.0 \n", + "43083 5010.0 NaN 438.0 3581.0 \n", + "43084 133.0 NaN 7.0 58.0 \n", + "\n", + " nouvelles_hospitalisations nouvelles_reanimations gueris depistes \\\n", + "43080 78.0 20.0 10227.0 NaN \n", + "43081 121.0 25.0 12801.0 NaN \n", + "43082 213.0 42.0 34579.0 NaN \n", + "43083 240.0 33.0 24080.0 NaN \n", + "43084 4.0 3.0 587.0 NaN \n", + "\n", + " source_nom source_url source_archive source_type \n", + "43080 OpenCOVID19-fr NaN NaN opencovid19-fr \n", + "43081 OpenCOVID19-fr NaN NaN opencovid19-fr \n", + "43082 OpenCOVID19-fr NaN NaN opencovid19-fr \n", + "43083 OpenCOVID19-fr NaN NaN opencovid19-fr \n", + "43084 OpenCOVID19-fr NaN NaN opencovid19-fr " ] }, "execution_count": 4, @@ -411,10 +437,6 @@ " \n", " \n", " \n", - " 2021-02-05\n", - " 3296747.0\n", - " \n", - " \n", " 2021-02-06\n", " 3317333.0\n", " \n", @@ -430,6 +452,10 @@ " 2021-02-09\n", " 3360235.0\n", " \n", + " \n", + " 2021-02-10\n", + " 3385622.0\n", + " \n", " \n", "\n", "" @@ -437,11 +463,11 @@ "text/plain": [ " cas_confirmes\n", "date \n", - "2021-02-05 3296747.0\n", "2021-02-06 3317333.0\n", "2021-02-07 3337048.0\n", "2021-02-08 3341365.0\n", - "2021-02-09 3360235.0" + "2021-02-09 3360235.0\n", + "2021-02-10 3385622.0" ] }, "execution_count": 6, @@ -461,7 +487,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -576,11 +602,25 @@ "## Changements de r\u00e9gimes" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### fbprophet quand \u00e7a marche" + ] + }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Importing plotly failed. Interactive plots will not work.\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -609,6 +649,13 @@ "On passe \u00e0 un autre module. Il compare localement la moyenne de la s\u00e9rie \u00e0 la s\u00e9rie elle-m\u00eame. Sur ce type de s\u00e9rie avec une p\u00e9riodicit\u00e9, \u00e7a ne marche pas tr\u00e8s bien." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Ecart \u00e0 la moyenne" + ] + }, { "cell_type": "code", "execution_count": 12, @@ -616,7 +663,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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6TNcV6xb2kiBvySnFw2Rg3sSQLtsTw/0pr2+mqrGly/amNjMFVQ0Digmspd5GugdZa01BfSv7y5pGNA4hhBivJEEWQjil3aL566f7+C67lFtPn85Z02O63D7QBHlzQR0aOL3bks4hXj2nRmit2ZJdyvzYUDzdug7lSAoPAHpO1DtcUc9gavQEuBtpbte0tFsGcW/XaDBbaG7X5NW3Sk1mIYQYAZIgCyF61W7RlNY1sb+gkr9v2M9XGcXcuCSZ8+fE9tg3YoAJ8sb8OoI9jcwK7f9+OeX1lNQ1szg+vMdtCR0T9UpqumwfTAULOLrc9EgmpuVNR4d4pFVJL7IQQhxrTlexUEoZgR1Agdb6XKVUPPA6EALsBL6ntW5VSnkALwILgArgcq31YdsxfgPcALQDt2mt19u2nw38EzACz2itH3TR3yeEGKQHPtnL15nFmC1H+2GvOTGByxbEO9w/0t/b4XZH2i2aTQW1LJ3gj0H1v8LddzmlACxyUKnCx8PxRL3s8jq83QdeqMff3ZogV7e0E+bt1s/ew8M+QT5Y0cSJkY4nLgohhBgeA3n1uB1IBTo+D/0L8LDW+nWl1H+wJr5P2L5Xaa2nKKWusO13uVJqOnAFMAOIBj5TSiXZjvUvYAWQD2xXSq3TWh8c4t8mhBik5rZ2NmYUMycmmFMTI4j092ZCoHeXMcfdRQ1gkt7+8kYqm9s5LcbPqf23ZJcyNTKAYAeLgYB1HPL+gqrO37XWZJTUMDnUj1Sno7Lq6EF2tJresVLRdLR6xcFK6UEWQohjzakEWSkVA6wG/g+4QymlgDOAq2y7vAD8EWuCvMb2M8Ba4HHb/muA17XWLUCOUioLONG2X5bWOtv2WK/b9j3uEuQZs+bjYXFN2ab5M2bRYhh675bE5BxXxeSqeGB4Y8osrcGiNRfMncRJk3sOa3Ak0t8L94gEInzcCPPq+2/8Kr8Og4JTJzhOkOdNn0l6dQueJiMVDc2kl9TwfVvtY0cSw/35Mr2IqsYWgrw9+CSlgPSSGm5ckszhAbZToIf1sth9iMWxfO4qmq09yMlBnqRW9J4gj5XzabBGW0zH87UJJCZnSUzOceW1YCQ4tdS0Umot8ADgB9wJXA9s0VpPsd0+EfhYaz1TKXUAOFtrnW+77RCwCGvSvEVr/bJt+7PAx7aHOFtrfaNt+/eARVrrWx3E8UPghwCxsbELjhw5Msg/e/CGstQ0QEJdkYsigUN+US45jsTkHFfF5Kp4YPhiemtnDk9vTueNm5YR5O2419aRi//zOWvi/bn35Jg+97tgXQZuBsVb5/ae9N64uZS9BZVcu3gKj3yewpNXn0J8qOOEel9+JXe+vY371ywgxMeD297YwszoIP58wUKMBjWgdsqpaWH522k8tHQiF04J7nLbsXruHt1dzD93l3DDjDBeTC1n3/dm4m50PGVkLJxPQzHaYjqer00gMTlLYnLOQGIac0tNK6XOBUq11juHJbIB0Fo/pbVeqLVeGBbWcyyiEMI1UourifT3GlByDNaJenn1rX3uU97Uxv7yph7l3bqbOSGIyoYW3t1zhAh/L+JCeh+HmxBmPdaevAru+3AP/p5u3HX2bIyG/sc3dxdqq6JR0jByi3SUN5kJ8jAyK8yLNosmq7ql/zsJIYRwGWeqWJwCnK+UOox1Ut4ZWCfUBSqlOoZoxAAdFe0LgIkAttsDsE7W69ze7T69bRdCjJC04hqmRgYM+H6R/l7k1/WdIG+0rZ53+sS+xx/PjA4CrOXaTpocjupjMp+Ph4mYQG/W7jpMcW0Tv1s1d8DJfQc/dyOR3m5kVDcP6v6uUN5kJtTLxIwQ67huGYcshBDHVr8Jstb6N1rrGK11HNZJdl9ora8GvgQuse12HfCe7ed1tt+x3f6Fto7jWAdcoZTysFXASAS2AduBRKVUvFLK3fYY61zy1wkhBqy8vpny+mamRQYO+L6RAV7k17fS29CtxrZ2XkuvIMzLxPTgvif1TQrxxc/DOn7tJAfl3bpLtNVDvnFJEjNsyfVgJQV5klE1kglyGyFebkzy88DLZOhzHLIQQgjXG3gNpKN+DbyulLof2A08a9v+LPCSbRJeJdaEF611ilLqTayT78zALVrrdgCl1K3Aeqxl3v6rtU4ZQlyj1hsvP01Ys7VW602XXz2kYz39xiuUeVoTgsuvuUliGiMxuSqe4YwprbgagKmDSJAPb36X8oxiHjbs4Y7vXdvltpoWMzduyGFvWSMPLY3ts0e4IybPQ7lYJp/GzAn9J7wXzptEXKgvF8+L67J9MO2UHOzJlpR62iwaN9swjWP53JU3m5kV4o3RoJga5ElqLz3IY+F8Op5iOp6vTRKTxDRaYxopTk3SG40WLlyod+zYccwfdyiT9JKjj74fMafnDSkOU/LRUSnpheY+9pSYRlNMropnOGN6ZnM67+w+zLs3L8fdNLBJE73FVN7UxnWfZJNd08Ijp8eyMi7Q6Zje3VU+qN7s/mLqy/+yKrlzUx6fXJhMYpBnj5g6njuL1jzwyV6Kqhs7b/PxcOO3q+bg7+k+6JjmvLSfixOD+cPiCfzh23zWZVex++qZPd5UjIXz6XiK6Xi+NklMEtNIxzTmJukJIcaXtOJqEsL8B5wc96aksY3LPsziSF0rT6+I7zc57m4oyfFgJdmS4vR+VrE7XF7PxoxiAAK9PfDxcGN3XgXfHiod9GM3my3Ut1k6JwtOC/airtVCfj+TH4UQQriOJMhCHEfaLJqv8mq7rH43EO0WCxmltYOaoNebf+wsorihjRdWTmZJL3WPR5spAZ4YFaT3Mw55d14FAH84dx73r1nAgxcuJNTXky05g0+QO1bR60iQp3dM1KsYuTHRQggx3kiCLMRx5LmUMm7YkMP312dT2Tzwj9kOV9TT3Nbusl7b/LpW3s2q4orkEBZE+LjkmMeCh8lAnL9HvxP19uRVMCHQm3A/axKrlGJxfBg7j1TQau46HKvdovnxK9/w7DfpfR6z3LaKXqindYJicpAnBiWVLIQQ4liSBFmIMaasrplCuzGvHdosmhcOlhPr586O0gYuWJfBwQFWP0grtk7OGMwEPUee3F+KQSlumjX26pYn91PJwtxuYV9BJfMmhnTZvjg+nBZzO3vyK7ts33mknOzyOt7ckdPn45Y3d+1B9jQZSAjwkEoWQghxDEmCLMQY88cPdvHzt7b02L7+cDXFDW38blE0b6yaQruGSz/I5JPD1U4fO624mgAvN6IC+i7B5ozihjbWZlRycWIwUT69T1gbrZKCvcita6WhzfHE3PSSGpra2pnbLUGeOzEYD5ORLdldh1l8nJJPgJc7Ef59t233IRZgHYcsPchCCHHsSIIsxBiSUVJDZmktVY09J2w9l1LOJH93lk30Z3aYN++dn8iUQE9+/21Br3WJu0srrmFqRGCfJdic9Z99JbRrzY9n91/DeDRKtk3Uy+ylF3l3XgUKmBvTdTlqd5ORBZNC2JpT1tnuVQ0tbMkpZcW0aO5YPrPPx+1IkEM8jybI00O8KGpoo2oQw2aEEEIMnCTIQowhH+7Pw8Nk5LTEyC7bd5U2sKeskeunh2GwJbehXm5cmhRMZbOZIieXTc6trCfZRRP0Xk2r4IIpQcT4jb3eYziaIPc2UW9PXgUJ4f74e/X8+xbHh1NW30x2uXXVwA1phbRbNGfPiOnR49xdRbMZP3cDHqajl+eORVVSZJiFEEIcE5IgC3GMtA+yskSHhpY2vkgvYllyFD85fVqX2547UIa/u5GLE7suqNGxVLGziZXGdWXVNHDz7AiXHGskTPRzx8tkcJggN7WZSS2u7jH+uMOiuDAU8F12KVprPjmQx4yoQGKDfXvs22y2dPm9vKmtc4Jehznh3vi6GXg7s+u4ZiHE+NJu0YOuUiQGRhJkIY6B9KomZr+0f0jH+DytiBZzO6tnTiTI26PLbZ8cqeHy5GB83LrWLp4a7IVBDazn0VU9yKvjA4kP8Oh/x1HKoBSJgY4rWaQUVtHWrpk3MdjBPSHIx4PkyAC25pRxoLCK/OpGzpkZ43Dfrwvquvxe0WTuMv4YwNfNyGVJwXyUU02h1EMWx0BpnXxa4SytNc9+k85tb3xHbdPw/X9atOaGDTmc9U4aBcfgOjDQSd7Hm6EsNS0GaNny1Xi3t7jkWKuXLafROPTkQ2JyzlBjenx3Cc3tmsmzT2FSeOCA76+15qMDeUwJ8ycpwh+A05av4kB+JY1t7Sjg2mmhPe7nZTKQEODZZ4K8etly6gzu7MmrYG5MML4ebr3u259ly1fjbW4mv76V35wYPejjuOp564xpkM9dcpAXn+fV9ohpd14lJoNiRnTvS2Avjg/n+e8yeW17Nt7uRk61GxazbPlqPNqa2ZhfS1pVMysmHX1TUt5k7lyoxN71M8J4/mA5L6aWc9cJ0T1iGipX/d8dzzEdj9cme6uXLae83ci+gkr+symNP6yeN2wxWbRmd2kjc8K8MRl6n/MwWtupIyatNf/emMp7e3NRwH0f7eGBCxZiMvbf/zjQmF5JreDrgjrcDYorPszi5XMSmOTv0SOmoVi2fDUV1bVkVjVzyQeZPLpsEstjB9dp4kxMG1ILmDcxhFDfnte8kSZLTQ/QUJaaBkioK3JRJHDIL8olx5GYnDPYmDKqmln1v3TcjAp/dyMv33Rm5zhhZ6UWVXP7m1u47YzpnDsrtnN7YVoG16/PZlV8AI8ti3N4319szOW7ojq+vWJGr8e/P62R577N5JHLFjE9qvekzxmueu5c9bzB4GN6LqWM+7cWsvXK6YR6uXXG9JPXvsXLzcjfL1nU632zy+r48avfALBqZgw/O7Pr5LyEuiLOXJvK1GAv/nVGXOf2+S8f4PyEQP54Us8e559+eZivC+rYfPl0fG2fFoyGdurueI7peLo2OfL4kXYe/vwAAE9efQrxoYNb3Ke/mJ7ZX8oD24u4LCmYP58S0+fE4NHYTof8orBozeNfHuSD/XlcMj+O+FA//vbpfs6fHcuty6a7NKYjtS2sfjeDEyJ8+MWCSK5bn42n0cBL50xmcoBnZ0z2GlrMtLa39/jEsTdaa17amsXLWw9x1qQAShra2F/RyP0nx3B5ct9zJ3rT13OXV1XPTS9t5pL58dy4JFmWmhZivPn33hK8TQZ+tTCK8iYzGSU1Az7Gh/vz8HIzckZy117ZUyf48c/TY7m7j97amaFelDSaKWt0PFGvtqWdt3bmsCg+bMjJ8fGmc8npyqPDLGqbWzlUWtvr+OMO8aG+hPtZ73/OjIkO95ka7EWaXfm21nYLNa3thHg57sW/YUYYda0W3sqQschieKSXVOPtbsLLzcir2w4Ny2Pk1LTwj13FhHmZeDOjkn/vHfzKk/0pqmnkpS1ZNLQ4N1HZWRat+efnKXywP4/LF8Zz05JkVkybwCXz41i3L5cP9ud22b/dosmtrOeLtEKe+jqNf29Mpd1i6eXoPR/rrs15GBX8eUkMM0O9efWcBFotmis/OsSH2dXUthztvKtqaOHZb9K5+r9f8cOXN1PjxLAPi9Y8sSmNl7ce4pLEIB5bNomXz5nMqRP8uPubfB7bU+J0NSRnvbotGzejkYvnx7n0uK4iQyyEGEaHqpv5ILuaH80O54KEIP68rZAtOWUDWoijvqWNjZlFnDk1Gm/3nv+y507uO6m1n6h3unfPxOuZA6XUt5i5/qREp2MaL+wrWZxiWyZ7b14lGvpNkJVSnDsrlpTCqs5hMd1NDfJk/eEaGtva8XYzUtHcs8SbvbnhPiwI9+b5lHKunRaK0aCwaM23h0oJ9nGXNzhiyNKKa5gWGUBieABv7Mjmmop6JoX0nFw6WO0Wza+/zsXDaOC9NUn8ZXsh/9hVTLSvGxdOcTymf7CaWs384f1dHKmo56uMIp47Y6LL5kWkFFbxcUo+ly+I5wcnJ3X2gN9wSjJHKur511ep5JTXU17fTFFNI0U1jbTYJuSaDAqzRRMT6EPS5P6HtL2UWs624gb+smRiZ0355GAvXluVwPXrs7ntqyMYFUyNzCcqwJtNmcW0tVs4KSGcbTllPPV1Gr88a3afj/HeniO8u+cIF82bxANzAzAohclg5Mnl8dy9OY9HdhXzQXYVVyaHcOGUIAI8hpY+5lc18GV6IRfNi3O6h/tY67cHWSk1USn1pVLqoFIqRSl1u217sFJqg1Iq0/Y9yLZdKaUeVUplKaX2KaXm2x3rOtv+mUqp6+y2L1BK7bfd51HliiKsQowC/95biqfJwA9mhBHkaWJBuA9bcwbWW/JlehEtZgurZznuhezPNFuJMEcLTZQ3tfFcSjmnJUaSEOY4iRvPQr3cCPE0dU7UazVb+CK9CC83I8kR/Y/Lu+KEydy3ZkGvHx9PDfZCQ+fxHS0S0t0NM8PIr2/l0yM1bMqv5dbXvuNPH+7md+/tpLLBNWMsxdgw1Mo43TW2tXO4oo6pkYFcPD8Oj2HoRX4xtZydpY38flE0Ed5uPLhkIoujfLnr6zy+Kazr/wBO0lrzj88OkFdZzw2nJFHb3MqF72fwlW1OwVDl2Eo4XjB3Upf/b6NBcfc5c5gc6sf6lHwKqxuJ9Pdi9ayJ3LliFk9efQrrfrKCOTHBvPBdJpX91DbPq2vhr9uLOD3Gr0eVoimBnnx16TTeWD2FH88Op63dwtdZxZwxNZpnrz2VP547n0sXxLMhtZDdeRV9Ps7egkomBHrzo1OndhkC6GZQ/PXUifzt1In4uhm5b2shJ71+kF9/nUtWde8rjfbn1e2HcDMauHR+/KCPMdyceQtgBn6htd6llPIDdiqlNgDXA59rrR9USt0F3AX8GjgHSLR9LQKeABYppYKBe4CFWCtA7VRKrdNaV9n2uQnYCnwEnA187Lo/c3R47KF7CWqtB+Cen94xpGPd+9g/qHK3vqv/6Z33SEyjMKacmhbWZVfxgxlhhNgSnsbvXmNnYR0PHv6Eu+6+z6njbMwoYlKwL4nhXRMyZ2Pyczcyyd/d4US9J/eVUvTVS+iqWB47+N6Q2mggMfXHVc+bK2JKCvIkvaqJHz7wIBvy6qltbuVHt//OqUk4/cVU22KG4JWkVTUzN9zHqQR5eWwAsX7u3Lkpl+KNL+Pj4cbUiABy48/hX18d5PeDnFh1PD53ro5pNF2bUouqufPtrZj2vMPCEA/i/N35422/GFJMP3vob1RmVnKwNIrrTvora2bH8ubOHK5elOCwRGFvemunI7UtPLTDmuxdOMWa7LkbDTxxRhyXf5TFjRtyuHFmGDfPDsfbNsZ+sO309u7DbMws5sZTkrhs4WSy1z/H5vR8Lv7CzFXf+wlGpWht17RaLNbvti9/DwMP2PXUOnLvY//gk8ImGsrrCL5tZY/bfTzcePyKk9DQ63yTW06fxuU/voUL93hxRqx/r+fTx4draG7X3Hey43HaJoNiYYQPH775JMnuviQBty0/2k5XnZjAxoxiHv0ihSevPgV3k+Nxvkcq6okP9ePxv/+px3OnlOKixGAuSgzmYEUTr6ZV8O6hKt7OrOLsuABunhPOjBBvh+3k6LkrqG7gi7QiLpgbS5DP6Ow9hkFM0lNKvQc8bvs6XWtdpJSKAr7SWicrpZ60/fyabf904PSOL631j2zbnwS+sn19qbWeatt+pf1+vRmLk/SSo4++6JnT84YUhyn5aG9ieuHgV9eSmIYnJrNF87OvjvBFXi2bLptGqG1M6UDjqWho5qpnvuKaRVP43uIpg47pp18eZn9ZE19ddrR+cnFDG8vWppL559UDiqkvrnruXPW8uSKm+7YU8GJqOTkPnjssMc343UdcOCWIP54Uw9qMSn69OY8vL5lKrH/vLxzvZlXxj11FfPv7oy/Of3wvnee+zeQPq+exZMrA608fj8+dq2MaTdemu9/dQVpxNSl/Ortz29sf7WNNwuCH2XSPqbqxle89t5GTE8K5a+Vsp1fY7K2drvvkEHvLG/nkwqlE+nQdWlDe1MaftxXy3qFqIr3d+PUJUZwW40fI7KM9jPtyW/DoJcGztyevgrv+t52TEyL4/aq5KKW6xLT4T+txNyrcDQbrd6PC3aBwNxrYUdJgHca0cnKvf++xPJ/u2HiEbcUNbL6870l/fcW0O7eCX/9vO1efmMB1DobStZjbOf9fG7j6xAT+7+KjrxF9neMVTWaeP1jGiwfLqW+zMD/cm6UT/Dhlgh+zQ62VSXqL6aFP9/NVRhEvfv80gu0S5NE2SW9Ag0iUUnHAPKw9vRFa647pl8VAxxV5AmDfqvm2bX1tz3ewXYgx6VB1M3duymVfeRO3z4voTI4HY3NWCRpY2m3lvIGaGeLNRzk11LSYO8eOvXCwTArOO2FxlC8vpZYP2/GTgzxJq+wYYmGdSNRXDzLABVOCuGBKEKbfH9126fx4NmUW8/iXB5kTE4yf5+DPOzG6ZZTUsONIOT84OQn7PtVfbspl5aQAPE2umX8f6O3O+XNieWtnDjsOlxMf6kt8qB9LEyOZNWFg44Xr29r5prCeW+ZG9EiOwTqc6R+nTeKqqaH8aUsBP9+Y22Ofhzbs5+6z5/SZqLeY2/nzx3uJCfLhzhWzHO7bV7L5Smo5f/iugNfSK7hqas/SmcNFa+0w1rTKZqYGD60E2rzYEJZPjeaNHdmcnhTVY0x5XmUDGogbQMWSEC8Tv1gQxU0zw3klrZz1R2r45+4SHtldgp+7gSfOdDx0orC6kc/SClkzJ7ZLcjwaOf1fpJTyBd4Gfqa17jKIR1u7oYf9lVYp9UOl1A6l1I6ysrLhfjgh+lTa2MaNG7L57Td5vJpWzu7SBp5LKeO89zLIq2vlsWWTuG1e74ltU1v/PQ8bM4qJC/Ed8iSZ7ivq1be181p6BWfHuWZRkOPZikkBHLh21rAdf1qwF2lVTWitKW82420ydH68PBAmo4E7ls+kuqmVpzenD0Okwhmt7RZyalpcPj7Y3mvbs/H1MHHe7Ngu29s1Dhe2GYrrFidy2xnTWZoYidmi+SQln79vODDg46RWNKGBuWE9P4q3tzDCh/+dl8jDp/WszrMxo5j39/VMnO1lldZS3dTKD05OcjipuT9XTQ1hSbQvD2wrIrf22I3pf/dQVY9tLe0WDlU3MzXIa8jH/+GpU3E3GXh79+Eetx2usI6njhvE64y/h5Gb50Tw7vlJbL9qBo8tm0S7BdYfrna4/9pdORgNissWjN6xxx2cSpCVUm5Yk+NXtNbv2DaX2IZWYPveMfOoALCfTRRj29bX9hgH23vQWj+ltV6otV4YFhbmTOhCDJtX0ir4Kq+Oj3Jq+P23BVzyQRb3by3klGg/Pr4wmVXxgX3ef3du35MmyuubSSmsGnLvMcD0bgny2oxK6lot3DgzfMjHHg/chzDeuD/JwV7UtVoobGij3MEqegORGB7AJfPj+CQln125w9frLbraWdLA3ZvzWPNeBnNeOsDyt9P43ieHqGjq+SZ4X3kj+8obB/1YOeV1fHOohAvmTMLHQSUBR5NxnVHSSxlId5OBc2fFcvuZM3jkssVcs2gKhTWN1DUPrGzaAdu1Z2ZI/8me0aA4PyGIG2Z2fZ1fFB/GfzalkVZc3et9M0qtZTSdmUTriFKKB5ZMxKDgV1/nYTlGa0W8dLDn60F2dQtmzZB7kMH6acDM6GBSHbTdkYp6TAZFdEDfb176E+RpYlV8IDNDvdhf7vg83JVbwQlxoYSMwoVBunOmioUCngVStdb/sLtpHdBRieI64D277dfaqlksBmpsQzHWA2cppYJsFS/OAtbbbqtVSi22Pda1dscSYli1tVt47MuD7M3vO1ntrt2iWZtRyakT/Nh19Qw2XjqNf58Rx9PL43lqeRxhDsqpdbc1p+9PQb7OLEYDpyUNPUEO9jQR7eNGSkUT7RbN8ynlLAj3Zk4/vTli+HW8+KVWNlHRZO6c0DlY31s8hZhAb/6+4YDLa7+KnmpazNy4IYcPc6rxdzdy/YxQfrEgkt1ljVywLoMDtmS4pLGNX2zM5cJ1mVzz0eArQ7y+IxtPNyMXzJ3U4zZfNwOpg1weeE+pc0l7km2ycGbpwOq5HyhvItzL5NS1sTe/PGsWIT4e3P/Rnl6XdM4srSXY22NICVi0rzu/XzyB7SUNPJ9ybN5oplQ00mzuWhc5rcr6XE4NHnoPMsDUyAByK+p7XBcOV9QzMchnSBOP7c0O9Xa4THVVYwuFNY1MH0CZ05HkTGucAnwPOEMptcf2tQp4EFihlMoEltt+B2sVimwgC3ga+AmA1roSuA/Ybvv6k20btn2esd3nEMdhBQvR05GKeu79YDf/9/Ee/r0xlde2H+KbQyXHNIbXth3i/X253PfhHsrqnP9oclNBHcWNbVyRHIxSihg/d1bGBXBGrL/TE1m25pT1+THsxsxiJof6MTHINTVIZ4R4kVLRxIbcGvLqW3v0zoiR0VFrOa2ymfJmM6G91EB2lofJyC9XzqaioZknNqYN6hif5Q58MZvx6sl9pdS1tvPG6im8dE4Cvz4hmp/MieDN1VPQwGUfZvH7b/NZvjaNj3KquWFGGIMtZFpQ3cDGjCLOnTURf6+eVRamBXsNugd5b1mDU/tNCbeWg0wf4IJHKRVNzAwd2htyf093frdqHlWNLfzt0/0OF67ILK0lMXzoJSsvnhLE0gl+PL6nZFiHy3Qwa3p8spBa2YyHURHXx4TdgZgaGYim53N3uKLOpbWu54R50+qgzdKKrY87LSrQZY81nPpNkLXWm7XWSms9W2s91/b1kda6Qmt9ptY6UWu9vCPZ1Va3aK0TtNaztNY77I71X631FNvXc3bbd2itZ9ruc6seq+tfC6dllNTwi7Vb2ZdfSVZpLZ8eLOC5bzO594PdxyyGzNIaXtuRzcJJobS2W/jL+r1OXwjfSK8gxNPEsomDvxBXNraw7bDjXuTSuiYOFlVzmguGV3SYEeJFTk0L/9pTQqyfO8tjZfzxaODjZiTWz520yibbEIuhT66bFhnI5Qsn82lqAd8O4k3njz87zDP7S12+ctaxprUe1r+huKGN5w+WsyYhqEcv36xQb947P4m5Yd68mlbBydG+fHJRMncviuZ3i3pf+bIvr2/PxmgwcEkvtWOnhXiRVtk8qGEBe8qc60H283QjOsCbzBLn6wk3mS0cqmnunAsxFMmRAVxz4hS2Hi6jsLprzE1tZvIq60nsZWGegVBKcX5CIDWt7aS7eFx3b3aVdH2Tkl7ZRGKgJyaDa5aGmBppveZ3JKoAja1mSuqaiQsZ3JLijvT2yeTBoiqMBkXSIIe/HGuy1LQ45vYVVPKrd7bh5W7isStO4rnrlvLuzct5/5YV3Hf+/C77unJ5S/vjtJotPPTpfgK83Lnr7Nn8dNl09hVU8dr2/j/6LGts44u8Wi5KDBrS2NRQXw/e23vE4W2bMouBoVevsDcjxBsNHKxs5voZ1lXYxOgwLdjau1/VPLQxyPauWTSFhDA/Hvk8herG/peatXd2XAAPbC/i7m/yaW13bjncgahpamVTZrFTE1UHqrLZzPvZVfz661yWvJHK3Je7TihztLxvq7mdQ2W15FbWD+ixHt9TgkXD7fMcl9UL8TLx4tkJbLg4mSeXxzPJ1hN4SeLAV4z7357DrD9YwLmzJvY6+396sCeNZgtHagf2fLdbNAd6GTPqSFKEf+dYX2ekVTZh0bgkQQY41XZd7L74RXZZHRZNj5rxg7Uo0tqrurV4YOfFYCQEeLCrtGcPsivGH3fw9XAjNtinyzjkI7Zz3pU9yNE+bgQ7+CQstaiahFA/p0r1jQay1LToV3lTG29nVlHWZJ1EVNFkZkaoF3cuiBrwO9tth8v40we7ifD34sELTyDM7+g/v4fJyKL4rpPGHtlVjMWiuX3+wBLFutZ2Pj3S9QL+sze38OOl05gWFcgr27LIqajnT+fNx9/TnRXTJrA7t4KXt2YxOyaY2X2UMHonq4p2DZclDW1Z1HNnxfL8d5nkVtb3KMK/KbOYKWH+TAjyGdJj2JsRan1x8nc3DuoFWgyfqcGerLedr65KkN2MBn511mxuff1bHv0ihd+vnuv08J9Hl03ikV3F/GtvKQfKG7kkKZhVcYFDGj/a5fhfpPB1Vgm+HiZWTo/hvNmxRAcOfTz87tIGrvroEK0Wjb+7kVOifQnwMJJit8/qxz8lyNuDUF9P/DzdOpcBtmhQwJUnJvC9RQkYDX2/+c2paeHNjAqumhrSZ81qk0ExOaBrktP9eWi36D7fsL65M4dnNqdzSkIENy5J7nW/jsm4ByuaBrSkclZ1Mw1m598IJUUE8FVGMVWNLU4tE9yRfLsqQZ4Q6E2orye78yo4166SR0fSnuSCIRZgHYsc6+fOlqJ6vj/DOiStvm3wayH0ZX64D5/l1nSWeytvaqOi2eyy8ccdpkYEsvVwWefjHKmwJsiDqWDRG6UUc8K8sP88uN1iIb2klrNnjJ0qvpIgiz7tK2vk5s8PU9zYhq+bgWBPE37uRp7eX8ah6hYeXTYJLydrbm7KLObBT/YSF+LHny9YSKB37ysVdbg0MZhH95RgNChunevc4gc5NS1c9H4mta1dL2Qltc3c/uYWTpocztacMlZMi2bx5KMJ+a3LppNaXM2Dn+zl6WuW4OPhOBl4I6OCEyJ8erzoDdQ5M2N4ZVsW6/bmcuuyo3U59xVUklZcww2nJA3p+N2Fe5mYE+rNWZP88RlEGTExfOxfBEOGOAbZXnyoH9csmsJz32aSUVJLcqTjnrWK+q4fIRuU4o4FUSQHefGvvSX8aUsh920p5MRIHyb6udNk1rS0WzAoxc/mRZA8gBfx1OJqvs4qYeX0CTSb23l37xHe2X2YRfFhXLIgnlnRQQ4T+Xu3FPCzeRGddbwdWZtZiZtB8dqqBGaFencmnX+x2+eKExKoqG+mvL6Z6qZW4kP9WJYURWyILzuPlPPqtkPsL6jk7rPn9DnR6+FdxbgbDU5fl/qybt8RLpwb5/C2l7dm8eKWLE5PiuRXZ83ucyLVlEBPTMo64XP15ECnH9/Z4RUdjk7Uq+XEuKNzGWqaWnnHQRmxlIomgj1NRDmofzwYSinmTQxma04ZFq07V6tzxQS97hZH+bL+cE3n42RXD0/pt/kR3ryVWUlObQuTA47WRnd5ghwVwKepBRTXNhEV4M3hijrcjQYi/V07YXtOt/HmOeX1tJjbmT5Gxh+DJMjH1GVX34h/2+DL+9i78bKrqHUb+gndV0z/y6rk7m/yCfMy8f6apM7eCYBX08q557sCvvfJIZ5ZEU+gh6nPmD5JyeeRzw8wPSqI+86f32vy2T2m/zslBrPWPLyrGDeD4kez+y5L1m7R/Opra53MN1ZP4ensK6lzt/bC3n3dqby5M4e1u3II9nHn5tOmdbmvt7uJX501m9vf3MLHKfldxvl1xFTa2Mbe2lZ+OsgXRfs2CvL24LSkKDakFvD9k5Pw8TBR29zKg5/sY0KgN+d3q3Ha3UDPJ6UU75zfcxUlV51Lg4mpN+MtpqlBR1/QB9KD7ExM58+O5ZWth9iQWtBrgvzu3iP4zVnJqvhA/NyPvnlaPTmQ1ZMDyaxq5sOcatYfqSG3rh5PowEvk6KooY3LPqzj8TPiOHWCX78xaa15dnM6gV7W/z9vdxMV9c18uD+P9/fncufabSRHBHDOzBg2Z5XgO2clXiYDYV4mXk4t54PsKu5cEMUlicE9elwtWvNZbi2nxfgxN7zrJy/2MV3vYCWxDqcnRTEnJph/fnGQH7/6Dfesns/MCUdXput43qqazXyYU81P5oQPesz4jZddRY2bF1tzynhr52HOnRWLW7fkd+2uHF7cksWKadHcsXyWw15m+3PJw2hgSqDngCfq7SlrJMDdyA2XHr1e9iUhzB+FdS6JfYL8/r5cXtuezUmrrmSG79FYUyoamRHi5fQnGPZ6O5/mTQxhQ2oh2WV1nRMH+5qgN9jrwKJIX97MqCStspnpIV5kVjfjO2clpyVG9vk65gz7mBbYztldJY1MDvAk1fYc2l8b+uLs9WmarYJEWnG1LUGuJzbEt/PcctX1cnaYN75zVrIoPowQH08OFlUD1omCY8WAl5oeLcbiUtMACXVF/e/kpEN+UZ0/a605WFRNU1s7CycNbPUf+5jaLZq0qibeyqjkpdQKFkf58tiySQ7HE60/XM3Pvsol1t+dF1YmEOnj1iWmDu/sPsx/NqWxIDaEe86dj6cTvZfdY7pzUy7rsqt5ankcZ/YxueyZ/aU8sL2Ivy+N5YIp1he27jFVNbSgoddxfHe8tZXy+maeu25plxekhLoi7thoXT76uytmON1z3p19PBklNdz6+nfcfNpULpgzifs+3MOWnFIeuWyxUxMZXHU+OXreBktico59TBatmfvSARrMFj67eOqAPh53JqY/f7yHnbkVvHbDMty7nbeNrWau+e9XzJsYwvNLBzaUqaihlRs/zSGzupn7To7h8uSQPmPallPG79bt5NbTp3H+nK5lyprb2tmQWsDbuw5TWNOIn6cbVyyczM8mu+NpMnCwook/bSlge0kDZ8cF8K8z4rrcf1dpA5d+kMXDp8VyvoPllgfy3OVW1vPb93bi5+HGv686ucttCXVF3Lkplw1Hath8+fQubygG6pBfFNsOl/G793byy7NmsWLa0Y+fqxpauO6FTcyNCeaP583v7CV1xP5cunNTLpsL6thy5QynYrBozbK30kgM8uCZFZOdbqcbXvyamCAf7j3POm9Ea80PXvyagupGZkQFsu4c6/PbYrYw+6X93DQrnDsXDu7/x1FMFfXNXPnsV9y0JJlLF8TT1Gbmwic+46oTEri2lzdBg7kOFNa3cuqbqfz2xGh+MDOMv24v5LmUct67ZUW/w3Cc0RGTRWtOeDWFsyYF8MCSifxiYy5biur55oq+l5i258xz126xcMETn3POzBh+cto0rnzmS+bFhvCrs2b3iGkoKpvNnPBqCjeeksRlCyfzl/X72JVbzus3Luv1jdJoW2paJumNIdk1zTy8q5i/7yzirYwK9uVXkllawwvfZXL9C5v4+VtbufvdHXy4v/f10x2xaM3/sir50Wc5LHw1hfPfy+Sl1AqunR7K8ysnO0yOAVbGBfL8yskU1bdx1+Zch5PpOpLjJQkR3HveAqeS4+6MBsXflsYS6+fOE3t7n1mfVd3M33cVsyLWnzUJgb0eL8jHo88lLi+YO4ni2ia25pR22Z5T08JHOTVckBA06OS4u6SIAKZFBrBuby4fHchn86ESrj85aczM8hWuYVCKZNtkHFeNQba3YtoE6prb2Ha4tMdt61PyqW8xc8kgVraK8nHn9dVTODnaj7u/yeeRXcW97ttu0Tz7TTrRAd6cM3Nij9s93YycNzuWZ689lUcuW8SL1y/l0gXxncsmTw/x4rVVCfxoVhifHK7psWLcp0dqcDOoIVWW6RAb7Mul8+PIKqslq7RrtYa61nY+zqnm3MmBQ0qOO5wwKZT4EF/e3JnT5dr2yrZDtJot/OjUqX0mx91ND/airMlMWS8Lf3S3paie/PpWzp/c801FX5IiAsiwKxeWXlJDQXUjk0P9SCmqJrvG+vykVzdjduEEvQ4hvp5MDPLpnKjXOUHPxdfOjnHIHRP1sqpbiAvwcElybM+gFPPCvdlVaq1kkVbZ1HlNcCWjwUByhD9pxdXUNbdR0dBCXLDrxh93CPY0Wavz2M6R1KJqpkUFDupThJEiCfIwKK1r4pnN6Tz/XSbrU/LZl19JVcPgxi01my28k1nJFR9mseLtdJ7YW8KT+0q5a3M+d769jVte+47Xth8i0t+bO1fMZFFcGI9+kcJnaYVOHT+jpIZL3s/izk15ZFQ1c05cAA+fFss3l0/nnsUTcOtnEt6iKF9+sTCSrwvq+Sin66S4rNJant6czskJ4fx21ZwePVcDYTIofjAjjN1ljews6Vmv02zR/HJTLj4mA/efEjOkf8JTEsIJ8/Xk3T1HK0xorbl3SwEeRsUtc4Y+5tDemjmTKKhu5LEvU5g3MYRL5se59PhibJgR4oWvmwFfN9dflufHhhLs48GG1K7XhRZzO+/sPszM6KDOj14Hys/dyNMr4rloShCP7Slx+P8J8HlaITkV9Xz/5MQeQwnsGQ2K6VFBDj++Vkpx46xw3I2Kl1OPLuCgtebTIzUsjvJxSdIKcHpyFG5GA+sP5nfZ/mFONc3tmktdNNFVKcWlCydzpKKe7Yetf1NBdQMfHshj1cyYAU/U7RgKl2o3zMKiNV/m1fZYiAKs47b93Y2cNWlgiWVShD8VDS2d49c/TyvEzWjgt6vmYFCKtzOtSyen2CbozQx1bYIM1mEW+wuqaGu3uHyCnr3FUb5sK26g3aLJqmlmSqBr6hJ3Nz/ch6zqFsqb2jhU08I0F48/7jA1MpBDdm/+XFnizd7sUG8ySmrG3AIhHWQMsgs1tpp5Y0c2b+86TLut/mZHWV0FnJIQwc+m+TEv3LkL3ld5tdzzXQH59a1M8nfnVwujuGhKEIGeJorqW9li9qW6qZW5E4MJ8bG+0zw9KYrfvbeThz7dh4fR0FkOp7vqxlZe+C6Tjw7kEeJl4qGlE7kgwfHkmP5cMzWUtzOruH9rAU9OTcTHw0SruZ2/frqPAC937jhzpkvebV+SFMw/dxfz9IEyFkZ2fcf71P5S9pU38ejpk4ZcR9ZoMHD+nFie/SaDnPI64kP9+OZQKV8X1PG7RdEum8nf4dTESJ76Op12beFXK2cNqLdIHD9+OjeSi6YED0sPi9GgOHNqNO/sPtyl8sB/v8mgpK6ZO1bMGtLx3QyKe0+awOaCOv68rZC/JCR0+Tua29p54btMksL9e70mOSvY08R5kwP5X1YVv1wYhZ+7kazqFo7UtnLDDNctfuPv6c7JCeF8kV7ETUumdr7BX5tRyZRAD5euQnl6YiTPfZPBmzuzOTE+jOe/y8RkMHDNoikDPta0zpUZm1kaY00W38ms4teb87hhRhh329Vgrm1p55PDNVyWFNzZU++sjol6GaW1nODlzlcZxSyOD2NikC8nxoXyTmYlP58fyYGKRvzdjcT49j8pe6DmTgxh3b5c0oqrh2WCXoeOcch7yhrJq2tlzQB7253VMQ55bUYlbRbduYiQq02NDKStXfO5rSPNlSXe7M0J8+aDnGq+y7Z+cjVWFgjpIAnyIGWX1ZFeUkNzm5nmtnYaWs1sSC2gqrGVZclR/ODkJEJ8PCita6a4tpE9eZU89cAveK/dQqiXiZcffIjFUY5PyvKmNu7bUsgHOdVMDvDg+ZWTWRLt2+UF589/+0PngPwz//afzu3uJiP3njef37y7gwc+2UtpXTOnJ0d2JtANLWbe3pXD27sP02K24Lv9OWYGubP+oOLC+/7CYBgNivtPjmHpLbdx7aanmR4VROyan3O4op771yxwuOJTX37/yx93ThL4j11MXiYD35sWyqN7SsiqbmZKoPVv+qagjod3FXNufGCPmds//v2vO9vpPrt26s85M2N4eWsW7+49ws1Lp3HXHTfhboDvsgP4/v1/HdDf0188bkYDD160EDeDofN5ckZv7eSKmAZLYhp8TCFepgEvMz2QmFZMi+atnTl8mV7ERfPi2JNXwf/2HGHNnFjmTQwZcjt5uxm5Y0EkN/3u19z45TNEB3pz39/+g9aahz8/QHl9M79eOXtAbwB7i+naadY35WszK/n+jLDOko69zU8Y7HO3cnoMGzOK2ZJTytLESH5+2w1syixmbpg36qJHnT6OMzFdPD+O/2xKY93eXDZmFHPViQl9DgXr0L2NAjxMTPB161zqt6Gtnb/vLMKg4KXUcq6ZdrQs3Qc5VbS0686yjwNpp4QwfwwKMktqMBoUNU2tnDnVmnwXffgoqbnlXLTND8Oymwc9Qa+/mObEBGNQ1nrI/a2gN5Tz+8RIa+L6enoFFg3rX3iQrR8EOYxpILrHNDvMG6OC19KtiwwPpILFQJ67abbJuhszi/FyMxJuV27VVddLgA+fe4CKvFr++qUbXmfePOaGDsokvQHqmKT36rZDPP9dZud2g4LpUUHctCS513dJydFHX/zi7/qA+06O4QrbpJYO6w5Vcc93BTSbLdw8J5wfzQ7Hw8HHkabko2P40gt7FttvaGnj9+t2caDQ+jHXtMgApkYG8llaIXXNbSyZEsF1ixM5a9bRWM3pAxu73FdMcb/+gFUzJ3L7mc5NFLFn307dY6poMnPqmwdZkxDEA0smcqS2hQvXZRLh48bac6f0KF/WXzv15eHPD/B5aiErZ8Tw+NVHJzAMpZ2GEk93fbWTxCQxOXLra9/SrjUPXXwiP3rlG9yNBv591Sl4uhldElO7ReMx7Wj1lfRCc+c8hOtPSuSqExMGdLy+Yrr0g0wqms18dvFULno/E6NSvH2e48lZg33u2i2aa5/byKQQX/58wUKXPW+OYmpqNXPNfzdS19KGv6cbL1x/Gj59lLTr4CimH32WQ3ZNCxsunsoju4p5bE8J/zpjEnduyuOMif48usw6ge7CdRm0WTTvr0lCKTXgdvrRy5sJ9fXE19ONHUesE7DcjIYuMSX+5kOunR7Kb04c3OqB/cV062vfYgGyy2r7nKA31Odu2VuplDS20dKuOfKXc/uMyVmOYrpgXQb7y5twNyj2XzvL6bUGBvrcXf3sV5TVNzM1MoBHLz+pz5gGyz6mFX/fxONXntzH3qNvkp70IA/SubMnsnxqNJ7uRjxNJtyMakDvkE+d4Mdvv8mnuKGN2+dF0Gi2cO+WAt7OrGJeuDd/WTKRhMDBf7zi4+HG3y85kSOV9XxzqJRvDpXwvz1HWDgplOtPShz2d3KRAV788NTeC9oPVoiXiUsTg3kzo5Ifzgrn5s8PoxQ8eWacy2v7XjBnEh8fyOf9fbkuPa4QI2XF9An866tU7nl/F+X1zTx82eJBTZztTfcyZHvzK3jqa+s8hCtOmOyyxwH43rRQfr4xlzczKtlf3sQvF7hu1ckORoPirOkTeHXbIYprXVOiszde7ibOmxPLq9sOcfWJCU4lx72ZEeLF57m1ZNc08/T+UlbHB3J2XCCplc08vqeEG2aG4WlU7Ctv4veLogfdu5sUEcC32aW0mi0snxrtcGx5q0UPy/jjDvMmhvDGzhzA9RP07C2Osg6zGO4FSOeH+7C/vInEINctMe3I1MgAyrJcu8R0X8ba8AqQSXqD5u/pTri/F/6e7ribDAO+wDy5PJ5LE4N5bE8Jt3+Vy/nvZfBOZhW3zo3g9VVThpQcd1BKERfix9UnJvDvK0/m/VtW8OcLFh6Tjzl+uWI2Xu7D8/7rBzPDMGvNRe9nkl3TzKPLJvW5ktVgxYf6MW9iCN4umvQjxEhblmRd/XJfQRVXnJAw6Il5zrr/o71EB3rzyxUDG1rhjLPjAgjzMnHflgIAVgxwkpmzzpo+AQ38df3+YTm+vcsWxHPr6dO6rA43GNOCvdDArV8cwQL8ylZe7aZZYYR4mnhgWyFvZVbiblCscVASz1mJ4QHUNbfRYm7vHF7hyMwQ1y5CYW/uxKOfwg7HBL0OHUMiJ/kNzwS9Dh3jkF25xLQjHQmrK1fQ6/PxxtgEPZAEecS4GRQPLInhtrkRnbOiXzkngZ/Pjxy2d43Hcv1z++L6rjbJ34OVkwKobW3nNydGc0r08L0Dvmvl7C4fPwkxlvl7uXN6chTTIgO4eoDDHQaj1dzOH8+dN6Te0N64Gw1cNTWE5nZNQoCHSzoVHIkK8GZOTHDncLXh5O1u4vw5k/qs8uGMjkoW6VXN/GBGGDF+1nkgvm5GfjY/gu0lDbycWsHyWH+ChrByY1KENSGN8PdienSgw318TAYm+bt+gl6HGdFBuBnVsE3Q69AxDjlhmCpYdFgQ4YNRWStADKe5MSEY1LFLXIczJxguMsRiBCmluH1+JEtj/Jgc4NHnEqqiqz+eNIFV8YGcEze8veFBPh4EOTFRRoix4pcrZqHhmFRLefDCE4gdhhqrHa5MDuE/+0o5Jz5w2B4DYOX0CezNrxzWx3ClaB83AtyNmAyKH3dbffSypBCeTynnUE0LlyQNrVTd5FA/fD1MrJw+odfz6e+nxQ7ruebpZuTkyRHD9ollhygfdy6cEsTSCX48O4yPE+njxocXJA/rmwqAKeH+vHnTGQOeRD9Y4X7DN8xmuIyajEwpdTbwT8AIPKO1fnCEQzpmnC37Jo4K9XJj1TC/KApxPFJKcawKCQ73uMMwbzc+u3jqgKt/DNTSxEiOVNQz+Po1x5ZSij+eNIEwb7cedaFNBsWfT4lhbWYVS4b46Zu7ycjz1y/Fx7330pfDNfTF3m9XzR32xwB4aOnQhr44K3GYyrt1d6yS47FqVCTISikj8C9gBZAPbFdKrdNaHxzZyIQQQoxm0cNQX7c7d5ORG5Ykj5kEGXC43HaHhZG+PWrJD5a/pyRZ4vg0WsYgnwhkaa2ztdatwOvAmhGOSQghhBBCjEOjJUGeANgX3Mu3betCKfVDpdQOpdSOsrKyYxacEEIIIYQYP0ZLguwUrfVTWuuFWuuFYWGuW1JUCCGEEEKIDqNiJT2l1EnAH7XWK22//wZAa/1AH/cpA44cmwi7CAXKR+BxxxJpI+dIOzlH2sk50k7OkXZyjrSTc6Sd+jfa22iS1rpHr+toSZBNQAZwJlAAbAeu0lqnjGhgDiildjhaklAcJW3kHGkn50g7OUfayTnSTs6RdnKOtFP/xmobjYoqFlprs1LqVmA91jJv/x2NybEQQgghhDj+jYoEGUBr/RHw0UjHIYQQQgghxrcxNUlvlHhqpAMYA6SNnCPt5BxpJ+dIOzlH2sk50k7OkXbq35hso1ExBlkIIYQQQojRQnqQhRBCCCGEsCMJshBCCCGEEHYkQXaSUupspVS6UipLKXXXSMczWiilJiqlvlRKHVRKpSilbrdtD1ZKbVBKZdq+B410rCNNKWVUSu1WSn1g+z1eKbXVdk69oZRyH+kYRwOlVKBSaq1SKk0plaqUOknOp66UUj+3/b8dUEq9ppTylPPJSin1X6VUqVLqgN02h+ePsnrU1mb7lFLzRy7yY6eXNvqb7X9un1Lqf0qpQLvbfmNro3Sl1MoRCXoEOGonu9t+oZTSSqlQ2+/j8lyC3ttJKfVT2zmVopT6q932MXE+SYLsBKWUEfgXcA4wHbhSKTV9ZKMaNczAL7TW04HFwC22trkL+FxrnQh8bvt9vLsdSLX7/S/Aw1rrKUAVcMOIRDX6/BP4RGs9FZiDtc3kfLJRSk0AbgMWaq1nYi2NeQVyPnV4Hji727bezp9zgETb1w+BJ45RjCPteXq20QZgptZ6NtZ1CX4DYLueXwHMsN3n37bXxPHgeXq2E0qpicBZQK7d5vF6LoGDdlJKLQPWAHO01jOAh2zbx8z5JAmyc04EsrTW2VrrVuB1rE/8uKe1LtJa77L9XIc1mZmAtX1esO32AnDBiAQ4SiilYoDVwDO23xVwBrDWtsu4byMApVQAsBR4FkBr3aq1rkbOp+5MgJdtkSVvoAg5nwDQWm8CKrtt7u38WQO8qK22AIFKqahjEugIctRGWutPtdZm269bgBjbz2uA17XWLVrrHCAL62vica+XcwngYeBXgH2Vg3F5LkGv7XQz8KDWusW2T6lt+5g5nyRBds4EIM/u93zbNmFHKRUHzAO2AhFa6yLbTcVAxEjFNUo8gvWCarH9HgJU270gyTllFQ+UAc/ZhqM8o5TyQc6nTlrrAqy9MblYE+MaYCdyPvWlt/NHru2O/QD42PaztJEdpdQaoEBrvbfbTdJOXSUBp9qGfW1USp1g2z5m2kkSZOESSilf4G3gZ1rrWvvbtLWW4LitJ6iUOhco1VrvHOlYxgATMB94Qms9D2ig23AKOZ9UENZemHggGvDBwcfAwrHxfv70Ryn1W6xD514Z6VhGG6WUN3A38IeRjmUMMAHBWIde/hJ40/bJ6ZghCbJzCoCJdr/H2LYJQCnlhjU5fkVr/Y5tc0nHx0u276W93X8cOAU4Xyl1GOvwnDOwjrMNtH1EDnJOdcgH8rXWW22/r8WaMMv5dNRyIEdrXaa1bgPewXqOyfnUu97OH7m221FKXQ+cC1ytjy6SIG10VALWN6Z7bdfzGGCXUioSaafu8oF3bENOtmH99DSUMdROkiA7ZzuQaJsl7o51gPm6EY5pVLC9I3wWSNVa/8PupnXAdbafrwPeO9axjRZa699orWO01nFYz50vtNZXA18Cl9h2G9dt1EFrXQzkKaWSbZvOBA4i55O9XGCxUsrb9v/X0UZyPvWut/NnHXCtrQLBYqDGbijGuKKUOhvrMLDztdaNdjetA65QSnkopeKxTkLbNhIxjjSt9X6tdbjWOs52Pc8H5tuuW3IudfUusAxAKZUEuAPljKXzSWstX058Aauwzuw9BPx2pOMZLV/AEqwfV+4D9ti+VmEdY/s5kAl8BgSPdKyj4Qs4HfjA9vNkrBeGLOAtwGOk4xsNX8BcYIftnHoXCJLzqUcb3QukAQeAlwAPOZ862+Y1rGOz27AmMDf0dv4ACmuFokPAfqyVQUb8bxihNsrCOja04zr+H7v9f2tro3TgnJGOfyTbqdvth4HQ8Xwu9XE+uQMv265Ru4Azxtr5JEtNCyGEEEIIYUeGWAghhBBCCGFHEmQhhBBCCCHsSIIshBBCCCGEHUmQhRBCCCGEsCMJshBCCCGEEHYkQRZCCCGEEMKOJMhCCCGEEELY+X9h2/QNmLDnIAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -632,7 +679,7 @@ "\n", "signal = covsept.diff().values\n", "\n", - "algo = rpt.Pelt(model=\"rbf\").fit(signal)\n", + "algo = ruptures.Pelt(model=\"rbf\").fit(signal)\n", "result = algo.predict(pen=10)\n", "\n", "ruptures.display(signal, result, result);" @@ -646,7 +693,7 @@ { "data": { "text/plain": [ - "((161, 1), (161,))" + "((162, 1), (162,))" ] }, "execution_count": 14, @@ -662,6 +709,13 @@ "X.shape, y.shape" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Cuisine maison" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -706,7 +760,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -718,6 +772,7 @@ } ], "source": [ + "import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots(1, 1, figsize=(14, 4))\n", "ax.plot(X, y)\n", "ax.plot(X, ptr.predict(X))\n", @@ -746,7 +801,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -776,6 +831,15 @@ "C'est un petit peu mieux. Cette m\u00e9thode s'applique surtout \u00e0 la tendance des s\u00e9ries contrairement \u00e0 la m\u00e9thode suivante plus appropri\u00e9 pour segmenter les r\u00e9sidus." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Gaussian Hidden Markov Model\n", + "\n", + "Qu'est-ce ?" + ] + }, { "cell_type": "code", "execution_count": 17, @@ -807,7 +871,7 @@ { "data": { "text/plain": [ - "{2}" + "{1}" ] }, "execution_count": 19, @@ -835,7 +899,7 @@ "outputs": [ { "data": { - "image/png": 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fipl9z8xqzKwMeHOv/k40szvM7LiZHTWzr5tZSnQ7oefXm9lBM3tjf501sy+EXqPJzPaa2TVmdj3wn8C7Q7HYFnrsB81sd+ixZWb20YHiZ2Y+M/uimZWaWa2Z3WdmkwaJn4iIxImSFxGRM5BzrgV4I3DMOZcd+u9Y6O63AGuBXOBh4GeDvNwNwCrgfOBdBEd5ejCzfOBB4L8IluAsBS6LeshHQq9zIbAS+PteL3En0A0sCD3mDUD0eplLgL2h1/4OcEc4ierVj8XAJ4BVzrmcUF8POef+BnwTuDcUi+Whp1SF+jUB+CDwQzO7aID4fRJ4G3AVMA2oB37eX+BERCS+lLyIiJx9XnTO/dU55wd+Dywf5PHfcs41OOcOA88CF8R4zJuAnc65+51zXcCPgMqo+98F/Mg5V+GcqwP+N3yHmRWFnv8Z51yLc64K+CFwU9Tzy51zt4X6/FtgKlAUox9+IANYYmZpzrlDzrnS/t6Yc+5R51ypC3oOeAK4YoBYfAz4knPuiHOuA/gK8PcqPCAikhj6sBUROftEJxWtQKaZpTrnuof4+OwYj5kGVIR/cc45M6vo7356blg8G0gDjkcNpvh6PT7SB+dca+hxffrhnDtgZp8hmFQsNbPHgc9FjTr1EJp+9mVgUajNccBrsR4b1dc/mVkg6jY/wUTq6ADPExGRONDIi4jImSuRuxAfB2aGfwlN6ZrZ3/3ArKifK4AOIN85lxv6b4JzbulIOuKcu9s5dznBRMMB3w7fFf04M8sAHgC+BxQ553KBv3JqrU6s+FUAb4zqZ65zLtM5p8RFRCQBlLyIiCQxM0s1s0wgBUgxs8yoKUwngMlmNjEBXXmU4EjHjaH2PwVMibr/PuBTZjbDzPKAL4bvcM4dJzhd6/tmNiG0KH6+mV013E6Y2WIzuzqUmLQDbUB4lOQEMMfMwt996QSnmFUD3aFRmOjSz7Hi90vgG2Y2O9RegZm9dbj9FBGRkVHyIiKS3P6L4An6F4F/CP38XwDOuT3APUBZqFLYtH5fZZScczXAO4FvEax8thB4KeohtwGPA9uALQQX90f7R4LJxC6Ci+DvJ7iuZbgyQn2oITjVrBD4j9B9fwz9v9bMtjjnmggmWfeF2nwvwQIG4fcUK34/Dj3mCTNrAjYQLCYgIiIJYM4lclaBiIiIiIjIyGjkRUREREREkoKSFxERERERSQpKXkREREREJCkoeRERERERkaSg5EVERERERJJC6uAPiZ/8/Hw3Z86cRDYZ0dLSwvjx48ek7bOFYuw9xdhbiq/3FGPvKcbeU4y9pfh673SPcUlJSY1zriDWfQlNXubMmcPmzZsT2WTEunXrKC4uHpO2zxaKsfcUY28pvt5TjL2nGHtPMfaW4uu90z3GZlbe332aNiYiIiIiIklByYuIiIiIiCQFJS8iIiIiIpIUlLyIiIiIiEhSUPIiIiIiIiJJQcmLiIiIiIgkBSUvIiIiIiKSFJS8iIiIiIhIUhg0eTGzX5tZlZntiLrtnWa208wCZrbS2y6KiIiIiIgMbeTlTuD6XrftAG4Eno93h0RERERERGJJHewBzrnnzWxOr9t2A5iZR90SERERERHpSWteREREREQkKZhzbvAHBUdeHnHOLet1+zrg35xzmwd47i3ALQBFRUUr1q5dO5r+jlhzczPZ2dlj0vbZQjH2nmLsLcXXe4qx9xRj7ynG3lJ8vXe6x3jNmjUlzrmY6+oHnTY2Ws65W4FbAVauXOmKi4u9bjKmdevWMVZtny0UY+8pxt5SfL2nGHtPMfaeYuwtxdd7yRxjTRsTEREREZGkMJRSyfcA64HFZnbEzD5kZm83syPApcCjZva41x0VEREREZGz21Cqjb2nn7v+FOe+iIiIiIiI9EvTxkREREREJCkoeRERERERkaSg5EVERERERJKCkhcREREREUkKSl5ERERERCQpKHkREREREZGkoORFRERERESSgpIXERERERFJCkpeREREREQkKSh5ERERERGRpKDkRUREREREkoKSFxERERERSQpKXkREREREJCkoeRERERERkaSg5EVERERERJKCkhcREREREUkKSl5ERERERCQpDJq8mNmvzazKzHZE3TbJzJ40s/2h/+d5200RERERETnbDWXk5U7g+l63fRF42jm3EHg69LuIiIiIiIhnBk1enHPPA3W9bn4r8NvQz78F3hbfbomIiIiIiPQ00jUvRc6546GfK4GiOPVHREREREQkJnPODf4gsznAI865ZaHfG5xzuVH31zvnYq57MbNbgFsAioqKVqxduzYO3R6+5uZmsrOzx6Tts4Vi7D3F2FuKr/cUY+8pxt5TjL2l+HrvdI/xmjVrSpxzK2PdlzrC1zxhZlOdc8fNbCpQ1d8DnXO3ArcCrFy50hUXF4+wydFZt24dY9X22UIx9p5i7C3F13uKsfcUY+8pxt5SfL2XzDEe6bSxh4H3h35+P/BQfLojIiIiIiIS21BKJd8DrAcWm9kRM/sQ8C3g9Wa2H7g29LuIiIiIiIhnBp025px7Tz93XRPnvoiIiIiIiPRrpNPGREREREREEkrJi4iIiIiIJAUlLyIiIiIikhSUvIiIiIiISFJQ8iIiIiIiIklByYuIiIiIiCQFJS8iIiIiIpIUlLyIiIiIiEhSUPIiIiIiIiJJQcmLiIiIiIgkBSUvIiIiIiKSFJS8iIiIiIhIUlDyIiIiIiIiSUHJi4iIiIiIJAUlLyIiIiIikhSUvIiIiIiISFJQ8iIiIiIiIklhVMmLmX3azHaY2U4z+0yc+iQiIiIiItLHiJMXM1sGfAS4GFgO3GBmC+LVMRERERERkWijGXk5F9jonGt1znUDzwE3xqdbIiIiIiIiPZlzbmRPNDsXeAi4FGgDngY2O+c+2etxtwC3ABQVFa1Yu3btqDo8Us3NzWRnZ49J22cLxdh7irG3FF/vKcbeU4y9pxh7S/H13uke4zVr1pQ451bGum/EyQuAmX0I+BegBdgJdDjnPtPf41euXOk2b9484vZGY926dRQXF49J22cLxdh7irG3FF/vKcbeU4y9pxh7S/H13ukeYzPrN3kZ1YJ959wdzrkVzrkrgXpg32heT0REREREpD+po3mymRU656rMbBbB9S6r49MtERERERGRnkaVvAAPmNlkoAv4uHOuYfRdEhERERER6WtUyYtz7op4dURERERERGQgo1rzIiIiIiIikihKXkREREREJCkoeRERERERkaSg5EVERERERJKCkhcREREREUkKSl5ERERERCQpKHkREREREZGkoORFRERERESSgpIXERERERFJCkpeREREREQkKSh5ERERERGRpKDkRUREREREkoKSFxERERERSQpKXkREREREJCkoeRERERERkaSg5EVERERERJKCkhcREREREUkKo0pezOyzZrbTzHaY2T1mlhmvjomIiIiIiEQbcfJiZtOBTwErnXPLgBTgpnh1TEREREREJNpop42lAllmlgqMA46NvksiIiIiIiJ9mXNu5E82+zTwDaANeMI5d3OMx9wC3AJQVFS0Yu3atSNubzSam5vJzs4ek7bPFoqx9xRjbym+3lOMvacYe08x9pbi673TPcZr1qwpcc6tjHXfiJMXM8sDHgDeDTQAfwTud879ob/nrFy50m3evHlE7Y3WunXrKC4uHpO2zxaKsfcUY28pvt5TjL2nGHtPMfaW4uu90z3GZtZv8jKaaWPXAgedc9XOuS7gQeB1o3g9ERERERGRfo0meTkMrDazcWZmwDXA7vh0S0REREREpKcRJy/OuY3A/cAW4LXQa90ap36JiIiIiIj0MKoF+8NuzKwaKE9Ygz3lAzVj1PbZQjH2nmLsLcXXe4qx9xRj7ynG3lJ8vXe6x3i2c64g1h0JTV7Gkplt7m/hj8SHYuw9xdhbiq/3FGPvKcbeU4y9pfh6L5ljPNp9XkRERERERBJCyYuIyFnEzL5iZv2WtI/xeGdmC/q572Yze2KA564zsw/3c9+c0GunDrUvIiIiZ1PyomIC3lOMvacYeyup4mtmGWZ2h5mVm1mTmW01szdG3V9sZke8at85d5dz7g3DfNqYxXgEiZun8fNQUh3HSUox9pbi672kjfFZk7w455L2j5QsFGPvKcbeSsL4pgIVwFXAROC/gPvMbM5YdmogSRjjpKMYe08x9pbi671kjvFZk7yIiJxpnHMtzrmvOOcOOecCzrlHgIPACjMbDzwGTDOz5tB/00JPTTez34VGa3aa2WCLNq81s/1m1mBmPw/t7YWZfcDMXgw/yMxeb2Z7zKzRzH4GWNR9KWb2PTOrMbMy4M3RDZjZxNAo0nEzO2pmXzezlOh2Qs+vN7OD0SNMvZnZF0Kv0WRme83sGjO7HvhP4N2hWGwLPfaDZrY79NgyM/to6PaY8TMzn5l90cxKzazWzO4zs0mD/7VERCQelLyIiJwhzKwIWATsdM61AG8EjjnnskP/HQs99C3AWiAXeBj42SAvfQOwCjgfeBdwXYy284EHCY7+5AOlwGVRD/lI6HUuBFYCf9/rJe4EuoEFoce8AYheL3MJsDf02t8B7ggnUb36sRj4BLDKOZcT6ush59zfgG8C94ZisTz0lKpQvyYAHwR+aGYXDRC/TwJvIzjaNQ2oB37eX+BERCS+lLyIiJwBzCwNuAv4rXNuzyAPf9E591fnnB/4PbB8kMd/yznX4Jw7DDwLXBDjMW8imDTd75zrAn4EVEbd/y7gR865CudcHfC/UX0vCj3/M6HRpCrgh8BNUc8vd87dFurzb4GpQFGMfviBDGCJmaWFRqVK+3tjzrlHnXOlLug54AngigFi8THgS865I865DuArwN+r8ICISGLow1ZEJMmZmY9gEtJJcNRhMNFJRSuQaWapzrnuIT4+O8ZjphFcfwOAc86ZWUV/99Nzw+LZQBpwPGowxdfr8ZE+OOdaQ4/r0w/n3AEz+wzBpGKpmT0OfC5q1KmH0PSzLxMcsfIB44DXYj02qq9/MrNA1G1+gonU0QGeJyIicaCRFxGRJBaaOnUHwZPnd4RGPcISuQvxcWBmr37N7O9+YFbUzxVAB5DvnMsN/TfBObd0JB1xzt3tnLucYKLhgG+H74p+nJllAA8A3wOKnHO5wF85tVYnVvwqgDdG9TPXOZfpnFPiIiKSAEpeRESS2y+Ac4G/c8619brvBDDZzCYmoB+PEhzpuDE0hepTwJSo++8DPmVmM8wsD/hi+A7n3HGC07W+b2YTQovi55vZVcPthJktNrOrQ4lJO9AGhEdJTgBzQiNVAOkEp5hVA92hUZjo0s+x4vdL4BtmNjvUXoGZvXW4/RQRkZFR8iIikqRCJ9AfJbgGpTKqKtbNAKG1L/cAZaFKYdP6f7XRcc7VAO8EvgXUAguBl6IechvwOLAN2EJwcX+0fySYTOwiuAj+foLrWoYrI9SHGoJTzQqB/wjd98fQ/2vNbItzrolgknVfqM33EixgEH5PseL349BjnjCzJmADwWICIiKSAOZcImcViIiIiIiIjIxGXkREREREJCkoeRERERERkaSg5EVERERERJKCkhcREREREUkKSl5ERERERCQppCaysfz8fDdnzpxENhnR0tLC+PHjx6Tts4Vi7D3F2FuKr/cUY+8pxt5TjL2l+HrvdI9xSUlJjXOuINZ9CU1e5syZw+bNmxPZZMS6desoLi4ek7bPFoqx9xRjbym+3lOMvacYe08x9pbi673TPcZmVt7ffZo2JiIyxkrK6/n5swcoKa8f666IiIic1hI68iIiIj2VlNdz820b6OgOkJHm464Pr2bF7Lyx7paIiMhpSSMvIiJjaENZLR3dARzQ2R1gQ1ntWHdJRETktKXkRURkDC2dNgEX+tlnxup5k8e0PyIiIqczTRsTERlDWw43AJCe6mPV7DxNGRMRERmAkhcRkTHS3NHNnS8d5PVLikhP8bHtSMNYd0lEROS0pmljIiJj5O6N5Zxs7+ZfiuezfOZEjtS3UdPcMdbdEhEROW0peRERGQPtXX5ue+Egly2YzIWz8lg+IxeA7Rp9ERER6degyYuZ/drMqsxsR9Rt7zSznWYWMLOV3nZRROTMc3/JEaqbOvh48QIAzpsxEZ/B1tAaGBEREelrKCMvdwLX97ptB3Aj8Hy8OyQicqbr9gf41fOlLJ+Zy6Xzg9XFxqWnsqgoh61HGse4dyIiIqevQZMX59zzQF2v23Y75/Z61isRkTPYj5/eT0VdG9cvLcLMIrdfMDOXbRUNOOcGeLaIiMjZS9XGREQ89rcdx3lo6zE6uv3sOnaSypPBRfk/fno/F8+dHCmPvHxmLms3VXCotpW5+ePHsssiIiKnJRvKFT4zmwM84pxb1uv2dcC/Oec2D/DcW4BbAIqKilasXbt2NP0dsebmZrKzs8ek7bOFYuw9xdhbXsT32cNd/HZXZ+T3/Eyjpj34uesDblyYxg3z0wGoaArw3y+1ccv5Gbxu2pl5bUnHsPcUY+8pxt5SfL13usd4zZo1Jc65mOvqPf92dM7dCtwKsHLlSldcXOx1kzGtW7eOsWr7bKEYe+9sjHFJeT0bympZPW+y5xs4DhbfkfTlK99bBwSTlxSDNyyfyYNbjtDVHSAt1cd7rl0Vea1uf4BvvvIEndlTKS5eOsp3c3o6G4/hRFOMvacYe0vx9V4yx/jMvLQnImeEkvJ63nvbBrr8AdJTfdz14dVjtgN9SXk977ltA13dATLShtaX7UcaOFTTQqrPcM6RlurjHRfN4B0XzYiZBKWm+Dhv+kS2VjR4/G5ERESS06DJi5ndAxQD+WZ2BPgywQX8PwUKgEfNbKtz7jovOyoiZ5duf4BvPbabju4AAF3dATaU1cYteRnOKEog4PjJ0/vpDPWlc4h9+fmzB5iQmcrPb76I7Ucae7TV33MvmJXLnS8dorM7mLCJiIjIKYMmL8659/Rz15/i3BcREQBqmjv45N2vsulQfeS2tFQfq+dNHtHrlZTX8/y+agpzMugOOJ7fV80ze6vAMeAoSkl5PU/vPsFLB2rYdqQRn0EgtExwsL7sO9HE4ztP8KmrF3DFwgKuWFgwpL4un5FLpz/AnsqTnB/auFJERESCNG1MRE4bJeX1/OnVozz22nGaO7r53juX88L+ah7Zdpxfv3/ViEZdSsrrec+tG+j0ByK3Zab5CNcq6W8UpffzPnblPF6/pIhv/W0PJeX1FOZkDNju/z17gHHpKXzwsrnD6u/ymRMB2FbRcFonL4lciyQiIhKmOQkiclp4atcJ3v2r9fxhQzl1LZ18/W3L+PsVM3jbhdPxOxcZ8RiuF/ZVRxIQn8HHrprHXR+6hIzQlCzDYo6iPLL9WI/n5WSlsWLOJH76notI8Rm3v1DWb5vltS08vO0YN18yi7zx6cPq7/TcLPKzM3j1NF73UlJez7t+uZ7vPb6Xm2/fQEl5/eBPEhERiQMlLyKSECXl9fz82QM9TnRLyuv56l928k+/eYWP/r6E7lCG4jOoagruhXLxnEmk+oyXSmtG1O6+qqbIa6an+nj9kimsmDOJuz+ymhWzcwk4x8SstB7P6fYHeGFfNRCsEJYeNWVtysRM3n7hdO7dXEFtc0fMNn/5XCmpPh8fuWLesPtrZlwwcyLbTuPk5cX91fidw3FqLZKIiEgiaNqYiHguXDWsszuAz2dcMncSrZ1+th1piEzfWj1vEq8ebqDbH+ixvmV8RioXzMzl5dLhnyBvOVzPYzsqeeOyKSybPrHPgvlfvW8lV33nWb7/xF5+8Q8rIs+748WDHKhu4XOvX0SKz/pMjbrlyvn8seQIv335EJ97w+IebT658wT3bqrg2nOLKJyQOew+Q3Ddy1O7qzjZ3sWEzLTBn5BgCwtzIj+npox8LZKIiMhwKXkREc9tKKulszuAA/wBx+7jJ8lIPbXuJMXgioUF/Pt158RcR/G6+ZP52bMHhnUy39kd4IsPbGfKhEy++87lZGf0/bjLz87gI1fO40dP7Y+UJy6tbub7T+7juqVFfPLqBZhZn+ctKMzmDUuK+O36cj561XzGh1573d4qPvqHzQQcPLevmpLy+hGtB7lgVi4AX39kF+9eNeu0W1MyOfvUVLjrl0057fonIiJnLk0bExHPrZqTR3jJSmaaj9vfv4qf37yCzDQfKXaqktiK2Xl8fM2CPifDl87PJ+DglbK6Ibf5i3Wl7DvRzDfevixm4hL24SvmMXl8Ot9+bA8B5/j8/dvJSkvhf966LGbiEvaxq+bT2NbFPa8cxjnHQ1uP8i9/2BJZm9PtH/l0KheqLfDHzUdOyzUllSfbAZhXMJ4NZbX4R7ogSUREZJg08iIinjvZ1g3A2y6YxvsunRNJTu768OohVay6aHYuGak+Xiqt4dolRYO299CrR/nx0/u4fEE+V58z8OOzM1L5xNUL+OpfdnG4yjja3Mr337l80ClfF87KY/W8Sfzfs6XcvfEwZTUtLCzM5nBda5+pb8P12rFGgB5rSk6n0Y3jjcHk5WNXzefz929nfWktly/MH+NeiYjI2UDJi4h47t7NFeRnZ/Dddy4nLeXUgO+K2XlDOinPSE1h1ZxJrB9k3Ut7l5/v/G0Pv37pEACbDtUNaerWuVNzMOBos8NnMGfyuEH7BHDtuUVsKKujrrWTVJ/xzRvPw2c26hLCq+dNJsVn+ANuWElQrPLFXpQ0rmxsJyczlbcsn8b/PLKLB189ouRFREQSQsmLiHiqqqmdZ/ZU8eHL5/ZIXIbr0vmT+e7je6lp7iA/u+ceK+tLa7j9hYNsOVxPfWtX5Pbw1K3BTtpLyht6/L7hYB0r5kwatE8d3X6M4AiJc45XDtbFnPY2XCtm5/Fvb1jEt/+2l/9807lDer3gvjTr6fQHE7DlM3MBIlXL0lP734xzuI43tjF1YiaZaSm8+bypPLztGF9/Wzfj0vWVIiIi3tKaFxHpoeRQHT95en/c1lk8uOUo/oDjnStnjup1Xjc/OPrQe/Tl0e3HeM9tG3l6TxWNbV186PI5fdbSDGb1vMlkpPnw0bMs8uDPyydjmG0N1c2rZ+MzqGmKXY65tw1lNXT6g2tPAg6ON7RxvKGNgAv+3l9J41glrAdT2djOlIlZANx40QxaO/08sfPEkJ8vIiIyUrpMJnIWGWwKUUl5Pe+6dQP+gOPHT+/nV+9bwbXnDr7GpD/OOe7bVMHK2XksKMweTdc5b/pEcjJSebm0lr9bPg2Atk4/X/nLrshjDJg0PmPIa2nCVszO464Pr+aepzbxnmtXDXl0Ivw8L3aan5CZxvkzcnnxQE2fcsyxTA6NRhmQkebj5zcHSz+/61fr8QdczJLG4RLWHd0B0lN93PORoY3MHG9s55wpEwBYOTuPGXlZPLDlCG+7cPow36WIiMjwKHkROUtE77WSkRZ7CtE9rxyOVI7yBxwf/X0JN18yi8sW5HOgqnnYJ+gl5fWU1bTwseL5o+5/aoqPS+ZNYn1os0rnHP/15x1UN3WQntJzfchQ19JEWzE7j6b56SN6nleL6S9fkM8vnisdUonobRWNpKf4+OfieVy5qDDSp/+7+SL++Q8lXHtuYZ9+biiroaM7WNqsszvAAyVHBn0vXf4A1c0dTJkYLGjg8xlvv3A6P3/2AFUn20e8t42IiMhQaNqYyFkifKLqgPauABvKeu5Yf7K9i2f3VGEE913JSPWxZnEBd20s56O/L+H7T+wddtneezdVMD49uC4iHi6dn8+h2laONrRxzysVPLDlCJ+6ZiH33HIpn3vD4rit6ThdXLYgH3/AsXGQEtGtnd38Zdsx3nLBND77+sU9YnDd0im87cLpPLOnmvqWzh7PS/UFvwIs9N/9JUd46UDP46K3qqYOnIOpE08lKW+/cDoBB5+/f/tpV9ZZRETOLBp5ETkNeVEhqveeJUfq2nr8/vVHdlHf2sn/vuM8aps7I23/72O7+dVzZT3WTQylT80d3Tz62nHesnxaZBPH0Qqve/nVc6WsfaWCKxcV8OlrFpLiszMqaQm7aHYumWk+XjpQw+sHKBH96PbjNHd08+5VsdcVffTK+Ty45Si/31DOp65ZCARHWtZuqmBabibvuXgW506dwHf/tpcP3rmJf3vDIrr8LubxV9kYPG6mRCUv9a1dmMG6fdVsOFh7xiWRInL28uL7WEZHyYvIaaakvJ6bb9tApz8QtwpRnd0B7ttUwYy8LN69aiabD9Vxz6YKVs+fzFsvmM6ze6u4b/MR/qV4PjetmtXjuW9YMoVbny/DueEtSv/5M/tp7fRHql7Fw+KiHCZkpvK79eXkZ6fz43dfQIqv/40kk124RPRgoyH3bqpgXsF4VvZznCyeksPV5xRy58uHuOXKeWSmpfC79Yc4WNPCbz6wijXnFAKwYlYe7/jFy3zzr3sia2d6H3/hPV6mhhbsA8FCAKF9KjtPw31pROKppLyeR0o7yZk7eBl2iY8X9leztaKB183PT2jMw9Otu+L4fTzc9pU49aVpYyKnmfWlNbR3BwasEDVcv1t/iEO1rXz9bcv45NULufUfV3LJ3En8+x+386vnSvnk3VuYmZfFp69d2Oe5K2bn8aZlU0j1Gb/7p4uH9AH6ysFafvlcGQBf/cvOuE0lerWigeaO4IaXJ9u7Katpicvrns4uX5DP/qpmToR2te/tQFUzm8vreffKmX1G16J99Mp51LV08seSI9Q2d/Djp/dz1aKCSOICkDc+nRuWB6f4RW+QGa0ylLxMiVrbEq7WBsHKZhfGMWEVOZ2sL63hnb98mQf2dw17Gm08jKQ6YLL7ydP7ed8dr/D9J/bx3tsSG/NHXztGR+j7uDNO38dDtb60hnf/aj3fe3wvNyf4fZ/ulLyInGbaOv2Rn1N8oy+/W9fSGTlRLV4cPFHNSE3h1vetJD8nnf99bA/NHX5ONHWw4+jJmK/xhqVT6A44sjMGXjQe9rNnSsMX4uOWgAE9XsfvT+wXyVi5bEFw88eXS2OPvty3uYJUn3HjRTMGfJ2L507igpm53PZ8Gd99fC+tnX7++4Zz+zzuqkWFpISSoFgjbccb28lKS2FC1qmB+3DVtfdeHBy123Bw4DU6IsnqL9uOE3D9J/deevlADe/6ZehkdgwSp0Rr6/TzxQe284Mn90Vu6+gO8OSuyoS0X93UwV+2HYv8HnCwpbye1s7uQZ872iRzT+VJPnnPq3QHXHCdaneAB7ccGdFrnYkGTV7M7NdmVmVmO6Jum2RmT5rZ/tD/NZYlEgd1LZ3c/cphFhVlk5ZiXLW4YNRDxT9+ah+tnX7+6809T1QnjkvjhvOmRX4fKBm4ILzh4ZGGQdsrq27m5bIafEbc9z9ZPW8y6ane7KtyuloydQJ549J4cX/fv01n6AvtmnMLKcjJiPHsU8yMj101n8N1razdVMF1S4tYUJjT53ErZufxnlAScts/ruy75uVkO1MnZvYZ5VkxO49v3ngeb1k+jV8+V0pFXetw36rIaS88wgjBf1OJ+gxyzvG1R3bhd8GT2Y6uxF+8eX5fNT99Jn57gPWnpLyeP+zu4PU/fI57N1dw44XTyUzzEZ4hfP/mIxyoao75vHDC0O0P8JdtR/nmX3ePqL+tnd186LebaG738+13nMe/vmERN144nWf2VnHtD57j/z20o9/XfXT7Md79q/V8dwRJ5uZDdfzTnZu44acv0uV3pKcYPgsWVLl742E+e+9WfvL0vjM+cR3MUNa83An8DPhd1G1fBJ52zn3LzL4Y+v0L8e+eyNnlW4/tpqm9m7W3XMpPn9nPy6W1dPsDpI5wZ/qHtx7ldxvKuW7JFBYW9T1RvW7ZFH634RBd3YEBk4FZk8aROy6NbRUNkRPbWAIBxxce2M64tBR+8K4L2HuiKa5zdb3cV+V05fMZr5ufz0sHanDO9Ugabn+hlJrmziHHYXJ2OkbwqvHTu6soKY89Z/+qxQX8YWN5zEILwQ0q+y+H/B9vOocnd53gG4/u5pfvW9Hjvk2H6nj4gNYKSPKqb+lk0rh0xvm6qGyD/Oz0hLR76/Nl7KlsItVnkavxh2qa+3wmeOWPmyr49we2A/DT1AND3hNquKL3noJuvnzDEj54+VxuXj2bDWW1FE3I4FuP7eHt//cSbzpvKitn5TFxXBqvHKzjNy8fwh9wweqJFhwpAfjty4e4exj99Qccn7pnK68dbeTW963sUSzl/BkT+cpfdvG79eX8fn05a84p4LqlU0hL8fHErhOU17Swu7Ip8vhwkjnU6dY33bqBgAOfwQ/fvZyJWelsKKtl+cxc7nzpIH969SgAP3n6AL8c5T5syWzQ5MU597yZzel181uB4tDPvwXWoeRFZFQ2Harjvs1H+OhV81g8JYcbzp/KI9uPs6GsjssX5g/79UrK6/nMvVtxDp7dG/tEdajJgJmxfEYuWysaBmzzro3lbDpUz3f//nyuXVLEtQNUyBopL/dVOV1dtiCfR187TllNC/MLgpt9lpTX870ngtMpfvDkPlbMnjRoXF45WIcZOAfd/v6/VMMbih6oauaiWb2rjbVzybxJ/bYxdWIWH18zn+89sY+XDtRw2YJ8Wjq6+d4Te7nzpUM44K+HNnCXRyc/cnZK1MLm7UcbWTEnjzcVnuS/13fx5Yd38psPrPI0gXh+XzXf/tse3nzeVP7psjm8XFbLq4fr+WPJURpau1k+cyKXeriQ/WBNC19+eGfk987uAD94Yh93/tMq0ga5sDbcv8uGslo6Q3tP+Qxau4LTqKM/9zPTUvjk3a9y76YK7t1U0ec1HDA9N4uj9W3BUaru4NYAQ43PJ+/ZwlO7T/Chy+b0qfLY0unHF0qMHPByaS3P7KmO3G/A65cU8fy+ajpDWxNkpQ3t4uNDW49FEi4Ddh9v4uNrFkT6va2igad3V+GA7oDjw7/dzCVzJ3H+jImkp/q4+pyis+YzdaTVxoqcc8dDP1cCZ2fqJxInXf4A//WnHUzPzeLToVK2xYsLGZeewqOvHR9R8vLMnhORD8KBTlSHmgwsn5nLz57ZT0tHd8wr8kcb2vjWY3u4YmE+f79i4PUXMjyXh9a9vHSghvkF2eytbOJf/7gt8vcdagnr8LS7wUbaZuZlkZ7qo7TX1Ax/wHEiNG1sIB++Yh73bq7gCw9sZ0ZeFq8daaQlai1XhyqSSRyVlNdz063r6fY70lN9w7rKPhwn27soq27hxgunk+dr5rOvX8T/PLKLx3ee4PplU+LeHkB5bQufvOdVFhXl8N13ns+49FRWzJmEc45/vW8bD756lCd3nyAj9YAn7/vEyXbed8dGUlKMDOej2x88IX+ptIbrfvg8F88NXjRZUJhNl9+x61gjrx1tZH5hNt1+x0+f2Y8/4IZcqWv1vMmkhEaX0lNif0aV17ZGLsL4DG6+ZDbFiwv4+N1bIp9t/1K8gK89spOOrmB/m9oGX6cCcO+mw/z1tUoMuOuVw7zp/Gk9+tz7M/SuD13CX3dU8usXD+II9ueCmbl87Kr5vLi/mj+WHOEXz5Xxlgumk5898NTeaeGNf/uZFh0ujNLVHZyN8ZYLpvFyaS0bQ2sMf7mujP+9cRnzC3PO+NkJ5pwb/EHBkZdHnHPLQr83OOdyo+6vd87FjJCZ3QLcAlBUVLRi7dq1cej28DU3N5OdnT0mbZ8tFOOR+92udp457Oddi9J407xT0xB+ua2dHTV+frxmHCk+G1aM79/XwSNl3RiQ5oPPr8pkQV7KiPu4taqbH23p4D8uzmTxpJ6v45zjfza0U34ywMeWp7NqytAW9p9uTudj+NPPtJCeYkzP9rGt2k9GCnQFgl/gqcP4+x6o97Onzs85k1IGfPx/vdjK5Cwfn11xKlFpaA/wmXVt/OOSdK6eNfDf+NGyTv64rwsIXkV849xUnirvpjPgAOPvF6Vxw7zETLk525zOx7EX/rS/k4dKuyK/52caq6elkGrGsvyBj/Ph2F3r59ub2vnXFRnMzWona9x4vrK+nYaOANfMTItrWwC7arr55fYOOv3wtcuyKBzX8wr+I6Wd3L//1PueO9HHpy7MoLbN9fg3PtR/89EO1PvZXuNn/bEumjrhCxdn4g8QeZ3ddX4eiGp7MAa8Y2EaN8wf/N/8z15tZ2tVN1+8OCtmfw/U+/nOpna6Az0/+3q/zwP1fnbX+dlc2c2JVsc3Ls9ictbAoyA/39rOpsrghRYfcGOMPsdqJ1Z/ACqaAnx1fRtLJqfw2YsyBhyhe7K8i7t2d3LDvDQuKIj9t+rd9l9KO3lwfxfRZ/LhFlJ98IUBvhdO98+JNWvWlDjnVsa6b6QjLyfMbKpz7riZTQWq+nugc+5W4FaAlStXuuLi4hE2OTrr1q1jrNo+WyjGwxcIOP73sd08c/ggAA8f9PPua5ZHrpa051fysT+UkD5zGVcsLBhWjO86vJn88fV88PI5rJ43+ikF5zV38KMtT2H5cyi+cn6P++54sYyyxt0YcMfObq6+tO9C72Rwuh7DJeX1NHetx9/pqG7zc8P5U/n625ZRWt0y7CtsxUNs84JjW9h+pLFHPLZVNMC6l7hy5fkUDzIlcKfbj+3bF7kauXTRfD50/WTuenITWxvSeOZoN59/52oKcwYexZHhO12PY68807gDSsvxGfjMICWNR8o6AXis3B+3EYm9z5UCe7j5TVeyfdPLFBcXUzmunC/9eQd/Lu3i0UPd/OSmC7lu6RRerWgY1dXvkvJ6fvDEeroDkJ7iY/7SC/u8Ts7ceh45tIGu7gCYcbgpwOdfaCfggt8tPl83Cwuz2XuiBRxkpPmHNPpRUl7P957aQHto+lZ43Um0nz97AN+BvZH1GW+/cDopPuP+kiOR2960bApP7K4KTgMzeNfVK7h47uAFDv54dAsFzZV8+O3XxLy/GLjwor7T0YpjPA6goq6V6370PA8dz+a3Hxx4it/TDTvYVFkeKQrznmtX9YlXrHZi9ScsMPkQX354J883F5KfndHvMbHxb3tI21fGTz78enz97F/Wu+2cufU8GjoG0lJ8LJs+gc3lDUDw4tbPd/h547JCpkzIxDnH5QtPFQFK5s+JkSYvDwPvB74V+v9DceuRyBmmvzm/FXWtfP7+7ayPqhjTe/pP8eICxqen8Oj241yxsGDIbbZ1+nlhfzXvXjmTj6/pu3fLSEzOzmDmpCy2VTT2uW/tK8F5x9HlQ5MxeTldbSirxYWurfkMzp06gdxx6ayYne5ZnBcUZvPoa8dp7/KTmRa8chfeoHKgBfthq+flk5F2oMcUtRWz82hakM6/LFnBm3/yIl984DXueP/KhCw4Fu+NxYZ6nd0BHt9ZyXnTJ3D9sqmsnjeZDWU1fO/xYOLcNcCU2eHafrSRGXlZTBp/6kp8Q1tXpAhGl9/xz3dtITPVR4c/gMGINzbcUFZLd2heqD8Q+z30XrNYkJ3Bx/5Qwq7jJ0PPc1TUtRKeYDPUxeMbympDC+Z7rjuJ1nv61HsvmQ3Aw9uORW774OXz+ODl8/jNSwd5ZPtxNh2qH1LyUt3UwcSMgT8ThrP2ceakcXzh+nP48sM7+d4TexmXntrvMZqaYmSm+vjkNQuHdRwP1J9/vHQ2f9l2jN+8dAif9X9MnGhspzAns9/Epb92o48BgJtv30BndwCfGfPys/nTlqO0dfkx4BfPlcZsOxBwPLbjOKXVzVy2YPRVTr02aPJiZvcQTPbyzewI8GWCSct9ZvYhoBx4l5edFElWJYfqeOev1hNwkGLG+y6dxbyCbJ7fX8ML+6pJS/Hxz1fN4zcvx674lZmWwrVLinh8ZyX/87ZlQ273hf3VtHcFeMPS+M7DXj4jl1cPN/S4raqpnbLq5uBO986dNSWME2moa1XiaWFhDs5BaXUzS6dNBKCysQ1g0DUvMHAxiAWFOfzHG8/hK3/Zxbce28OErLQzen72mSo6WfEHArzvjlcG3Yk83gnOn7ce5cTJDr7z98u5atGpCzzpqQfo6A6Q4otfOePtRxpYPiO3x23R6xBSUnz80+vm8OKBGnYcOzmqizmr502OLAwf6N9875Pm/3nbMt572wa6/cHPii+9eQlfe2Qn7aG1H9MmZg2p7ci6k37a7u/fd6zbLpqVS8A5fvTUPtYsLmTJtAkDtl/d3EFhenwvaLxv9WzWbjrMz58tHTiBONnOtLwsPr5mQdzaNjMumTeJzeX1PTaf7tN2UztFEwZeFxNL72Og99/gp8/s5/tP7BvweHxmTxUfv/tVDPi/dbETnNPJUKqNvaefu2KP54mcIeLxJfuX7ccji6r9znHny+WR+3wGP3lPcIrBtUum9NvWm8+bykNbj7G+dOg1/Z/YdYIJmalcPLf/qlAjccHMXB7ZfpyqpvbIdJ/7S47gd/CTm5ZTUdemk1APjEWJ6OiKY+Hk5fjJdtJTfD2uPA9k4KuRc/jTq0f51fNlA55MyOmp5FAdN922gS6/wyw4zz78WdfZzwlSuAzuYAnOUAUCjl89V8qSqRO4MqqoyYrZefz6A6u4+faNvHvlrLgcU/UtnVTUtXFzaIQhuq3e/zaf21vF+3+zKbjecIQXG1bMzmNeQTbd/gDff9cFwxoBuPsjPfuzeEoOT+8+wV0bD/N/6w5w/bIpZKX3v/Zlxew81iwu4KXSWn7/oUv6bTvWv+9Yt5kZX3/bebxysJ7P3beVhz5xGRmp/bdf3dTBwinxTV58PmP13MnsPt40cAJxsoMiD6ayXn1OET9/tnTAY+LEyQ4WFo5+DUrvv8Hr5ufzA9uHGyARXrc3uPojWWZPjGzzCJEzXPhL9vtPjG4n405/cOg9xSAzzceNF00nPEPGILLR1orZeT1KIka7clEB2RmpPLr9eJ/7Yun2B3h69wmuPqdw0DKWw7U8tFnl9tDUsUDAce+mCi6eO4m3LJ/e73uQ0RvoGPHCnPxx+Iwem8GF93iJxzSv8P41QI+TiZEY7W7WMny/XV9Olz+YrTgHC4tySEsJHhcBBxmpPT972rv8fPux3XR0B0b99w57ek8VpdUtfPSqeX2OycsW5DMuPaXHppKj8drR4Gfe+dMn9rmv97/NKxcVkJpirJqTN6oErbm9m5VzBi+BPlh/VszO4/PXn8PP3nsh+6ua+dojuwZ9Db+Dufnj4/Z5M2l8Ot+68Tz2VDbxnw++1u+/19bObpo7upkwyLSxkXjz+VMBBkwgBtvHaqRWzM5jfsF4ZueP7/eYOHGynaIJ3rT9uvn55I5L67ftcLv9VTo73Yx0zYvIqAVHNmp6LCYfiznTsbxcWhOZ8zuaqxB7K5uYXzCeGy+aEfkw+Otrx4c1/SczLYVrzy3kke3H6JrlG3SDv5Lyeupbu+I+ZQxg2bSJpPiMbUcauHZJERvKaimvbeUz18ZnXY2cPjJSU5gzeXyP5OV4nL/Yr11SxG0vlNEdcKT4RvaFWVJeH5njrdGbxDlY04xx6mTnm28/D4Cndp/gr68d538f20N9ayfj0lPJG5fG7S8cpKymJbI+ZKR/72i/fK6UGXlZvPm8qTHvz8/OoLqpY1RthIWTl6UxkpfezIwpEzKZlps14mPRH3BUN3cwJY4ns1csLOBjV83nl8+V0tLRzftfN6ff/p042U5hzvCnMA3k2iVFXL24gAe2HO13tLWmKVhoYWKcp40BrJwzicKcdPKzM/ift50Xc91HVZM3CQQEp+IeqG6OGfPWzm6a2rspHMG0saFYOm0Cmw/VcdGs3Jj3h9c1fuLqBVy1qPC0/wxV8iJjYvOhOt79qw34ncPYxzlTcpiUncHGsloCbug14b0STlwAsJHNma5r6WTL4Xo+fc3CHvNnRzL955ypE/jz1mP86YCfv5ZvGDA2T+w6QXqKjysXDX2B/1BlpaewuCgnslnlPZsqmJCZyhuXxT55kOQ2vzCb/b1GXi4Ijb7Fw4rZefzuny7mo78voXBCBheO4LU3lNVG9nIYzm7WMnKl1c28dvQk771kFtNzs3p8lq2Ynce/FM/nH27fyM+fLY08Jz87nT986BJ8Brf8voRpuZn9nkgNxaZDdZSU1/PVtywltZ8R5vzsdGqa45O8bKtoYF7+eCZmDa0MfGFOBlWjSJxqmjvwBxxFcR4FuPqcAn71fCkPbzvG4zsr+63EduJkB+cNIVEbrvmF2Tyzt7rfqVvVzcGiIIMt2B+pOfnZ4Ij5nutbO+nyuxGtOxmKqbmZvLC/Gudcn5HCEyeDx4oXU9YguE6xoztAXUsnk2PsN3O0oY2cjFQ+9/rFnrQfb5o2JmPiB0/uwx8qgeKA5o5udh5rpDvgCLjgScjTu0+MSd+6/AEe2nqUefnjWD5jIs45JmYNP89ft7cK5+Cac3qWlB3J9J+OULWX6PmosTjneHLXCS5bMJnsGBtJxsPymblsq2igtrmDx3dUcuNFMyJXbeTMsrAwm0M1LXT5AzjnqGwcfIPK4Xrdgny+9rallFa38NC2o8N+/up5kyMbG4R3nj5bjNV0uXs2HibVZ3z22kUxP8tyMtO45txTn3tGcCPByxfm87oF+fz3Deey70Qzf9tROeI+fPuxPWSlpQy4RqAgJyNuyctrRxs5b8bQT+aLJmRy4mT7iNurDFf2i/MowKZD9ZF9QMKV2Hrr9geobemg0IMRiGvOLQT6n7oVHinzKnmZnpvF0Ya2mPdVnvQm5tFtt3T6ORljw8zwseLFlDWAqaFCDeGKkb0da2hjam7ylK1X8iIJ9+j247xcWkuKWWQtyI9uupA73r+KjFRfZFrB7S+U8bl7t/KDJ/bG/ct5oC/9P24+QkVdG/99w1J+/YFVjM9I5euP7h52G0/vqaIwJ4Olg1RWGYrLFxYQrp440HSzvSeaOFzX6smUsbALZk7kZHs3P3hyH53+ADddPNOztmRsLSjMpjvgKK9tpa6lk05/wJMv17cun875Mybynb/tpa2zb1nWgczIy8I5uHTeJM6dmsNPn97PM3sSd+FjrBKIkkN1vOe2DXzv8b2897bhrcsbTZ/bu/zcv+UI1y2bQsEA04ouW5BPZpqPFIOMtJ4jwe+4aAYLC7P5zuN76fIH+n2N/ty1oZzN5fW0d/n5p99u6vd9xGvaWFVTO8cb24c1ElE0IXNUIy9enUivnjc5shbS18+sgprmTpzDkxGI1fOCay+WTZ8YcwZBdXNo2phHycu03EwqT7bjj3GRI5xAxHu0KyycQMRKniJtezTqMy2UmBzrJ3E71tjGtNzBK9GdLjRtTAYVz3UoO4428q9/3MqK2Xn8+3WLKClv6PG64SopcyaPY+2mCh58NXgl9tYXyuI2jWygijftXX5++sx+LpqVS/HiAsyMT1+zkK8/uptn91axZnHhkNro8gd4fm81bz5/6rBqtvdnxew83nPxLO7aeJifvfeifuPw5M4TmJ26uuWF8KL9u185zIWzcjlnyuiTMzk9LSzMAeBAVRMz8sYBQyuTPFw+n/GlN53Lu2/dwB0vlvGJq4e+huqZPcEqOV95yzKm5WZy8+0b+ec/bOE/33QuzR3dnq6fC3+WhNfbxGszxIHae2JXJU3t3Ty+ozK4+R/Baa4f+/1mPnDZXOZOHs8zpZ2RtXG9P79f2F/Nh+7cTHdgZGuE/vracRpau7j54lkDPm6gCnmpKT6+cP05fPh3m1n7ymHed+mcIbff2NrFt/+2Bxi8MlJBTgb1rV10+QOjKl7y2pHQYv1eZZIHUpCTQVN7N62d3YxLH/6p1qkT6fiezK6YnccfPnwJ7/7Vev5u+bR+F46Dd1OYZk8ax4SstJhtVzd14DOY4MGaF4BpuVn4Q2tbpvYqGx2ZuuXRyEs4gTje2NanXHRVqG0vRrtg8JGX4w3twzq+x5qSF+kh/EV3/oyJ5Gdn8Ny+ar73+N64rEN5avcJPrt2K9npqfzyH1ZQkJPB6nn5PR4TXeLvUG0rL+6vietc9tLqZv7fQzsia1o6ugKsL62JvO49rxzmeGM733/n8sic1H+8dA53bTzM1x/ZxeUL8of0JbjpUB1NHd2sOSd+ScRNq4LJS1N7V8z7S8rr+cPGchYWZnu6a/nCwhwyUn10dAd43WlekURGZ37heCBYcSx83E8Zwj4RI3HJvMlct7SInz5zgNZOP9ecWzSkf+9P7z7B9NwsFhVlY2b89oMX83c/e5EvP7wTI3jV36v1cxvKaunsDq236Q5w6/Ol/OLmFUO6YDHci0Il5fW8+1frI9PiZk8ax8n2LvwBh8+MSdkZfPfxvZHHP3jgZS6eO4nNh+qDj/EZM3KzKK9rjTxmJMVI7tp4mHn547l0/uD/9gcqlX3NuYVcPGcSP356P2+/aMaQprk65/jCA9tp6egmPdWH3z9w4ZP80Nz+2ubOUY0Ybj/SiM8Y1ih6+AS46mQHc/KHf6pV2dhOqs/IHx//K/Gr5kxiWm4WzsWeYhlOXrxaPD4tN4t9J5pi3lfd1MGk8Rn4PNq4Njy6cKyhrU/yUtnYjhlxL1QQNj2q7d5OnGwnKy2FHI+me08en056io9jjX3bbu/yU9vSGelfMtC0MYkoKa/nPbdu4LuP7+V9d7zCG3/8At96bE9kHcpoSlu+crCWj/xuM00d3Zzs6OZw1Bdof8Kbf0HwCttorvg+9OpRrv/R81zz/efYf6IpuKFi6HWf21dNc0c3bZ1+fv5sKavnTeJ1C04lVempPr70pnMprW7hY78vGdJUi2f3VJGe4uPyBfmDPnaolk6bQHYavLC/ps994SvAJ052UFbd4ukUlq0VDZGpHne8eFDlac9g49JTmZ6bxYGq5sgVOy9GXsL+bvk0OroD/N+60iGVKG/v8vPigRquPbcwcrEhb3w6f7d8GhD8993eFeD36w+x+VBdn6lSo53yFX3S7DN4fOcJ3v5/L4U2w+v/dcOftcMpxR6947rP4F2rZrL2lkv51zcs5t6PXsrjn7mSj145L7KeIeBg08F6ugMOR7B6lRm8e+VMUqM+/1YOI3HZffxk8LPmklmjLpdtZnzxTedQ09zJLb/bPKQY3LXxMH/bWckX3ngO93xkNZ97w+IBE9PwtLbRrnt57WgjCwqzGT+ME8vwCXB/U8cGO/YqG4PVvuIxch/LtIlZHGuIfRX+RJO3IxBTJ2ZxvLE9ZvJU3dQx4HTE0QqfoB+N8d5PnGxn8viMuG8xEJafnUFainEsxuhH5cngBpXxKEMfi89nTJmYyfEY7zucTE1LojUvGnmRiKd3n4jsS2IETyQuWzCZ//7zTjr9wauLq0e46eFPnz5A+HPK7x/a1b7wtINn91Tx+w2H+PVLB/m75dOG/cHy3N4qPn3vVgBSfMYv37eCiVnpbCiroaa5k9+tL+fG/3uJBYXZ1DR3xCz7mzcuDZ8F17G8eKBm0OkhT++pYvX8ycP6shuMz2csmZwSHI3qVa0kfAUYIOCcpxWXohPYriH+LSV5LQhVHJuRN44Un0WuZnuhvHZ4owIvl9bQ3hXg6nN7FsW49twifvPSweAIq4M/bz3GQ1uPAcHPgDefP5XWTj/P7KnCjWJUuTAnAwcULyrgk1cvoKK+ja/8ZSdffOA1ADJTfdzV67OiszvA1/6yM/JZO9TRj/Bnr0Fk1/PeIxtvWDqF364/RGdXgPQ0H//vzUv46iO7IlNkw5sdvmvVTG57vpS/7TzB2k0VrJozaUgnyXdvPEx6qo93XDRjWHHqj3PBROzl0lq23LahT6yi7a1s4n8e2cWViwr48OXz8Pls0JiFj9XqUSQvzjm2H2nkqmFWbwyf+MdatF9SXs/Nt22gozvQ78hg5cl2z9ZeQPBEdXM/iVP1yXZ8Frxa71XbrZ1+Gtu6yB3Xs43q5g7ys9OB2GszRit88aW/0Q+v1pzAqQQiVttVJzs8SxbDpvbTdjiJnebRqLoXNPIiQPAk9NnQ3HFfaIHl+183h3evmsU9t6xmzeICAg72RZVNHaoDVc2sL6vFZ8HNGoezAdKK2Xn823WL+fY7zmfH0ZP86rnSwZ/Uy+83Hj71i3PsPt4Uqvi1kC//3VJ++8GLOVrfxl9fC1a++fqju/pcDdtwsC7yc38VWsIO1rRQVt3CNXGcMha2dHIKVU0dPcrXAlwSlVSme7zB1Op5k0lP9Q37bynJaUFhNqXVzRxraKMoJyMyaumF1fMmR0YFhnJsPb27inHpKaye1/OiSvjCx7+9YTH3fexSbjh/Ko5T1cge2X6clw7U4B/lqPJToYqIX3nLUlbMmcTbLpzO+y89tQN7e3eAR7Ydi/xe29zB++7YyLYjjaTYqQ0d5+WPH7StuQXBqlrF5xT2m2iF3/eNC4Ob0b139Wzu/shq/rXXCMWK2Xn88n0r+ffrFvOnV4/ymXtfHXQE6qUDNdy7qYJL500iL04ntRvKaiMXtToH+Fx9+UANN9++gcy0FL7/zuVDHo0oCCcvo1g4f7yxnZrmDpbPHF7Z4PBJcKyRlw1ltXSEpht29nPsVZ5s96zqFcDU3CwqG/tbuN5BfnZGvyWoR+vU1K2+iV2NxyMvOZlpTMhMjXkSX3kyvvvqxDJ1YlbsxMnD/WXCpuVmxVzzcmrkJXmSF428CADfemwPuyub+My1C0lL8fWp23/H+1fxvl9v5Gt/2cXqeZOZO4QvWwhu+vQfD25nfEYq33/XcvZWNo1oAe31y6Zyw/lT+eFT+6ht7uSGfhYaxnK4tqXHZmq9T4guX5jPey+ZxW0vHARiXwldPW8y6Sk+2rsD/VZoCQsvIL7ai+QlP1iS+IX9NSwqyonc3tLpxwF/d/5UPnDZXE9HQgZaiCtnnoWF2bR3BdhcXu9ZGc+wFbPz+Ofi+fz0mQN85x3nD3hsOed4Zk8VVyzMJyO1b6nu6FEJnxlP7T4R2Rz2rg+vBuCmW9fT5Q+OYo4kCX9i5wkWFWUzJ+rz8MpFhfzq+TI6QzvJ/35jOSkpRrff8ehrxzjZ1s2Pb7qAGXnjeHDLEf786lG+/PBO5hVks3hKTr9tHa0PnmDctGrmgHFZMTuPpvnpPT6/+3v8vxTPZ+exRh7edhzbdrzfUYCS8no+8JtX6PI71pcF91eJx7/78IWQjgE+V0vK6/nHX79Cd8CRnuLjcF3rkE9u83OCSdZopo39OVQ0Zrgj/hOz0khP9VEVY+Rl9bzJpPgstDlr7Pd9orGdKxfGf6+usGm5WXQHHDXNfa/4e30iHb3uJHrhunPO82lj4fb7G3m5cBR7Dw3F9NwsXom6GArB9+31qA8ER17CldaiL0IdbWjDzLsyzV7QyIvwyPZj3PHiQT7wujl8pp+6/T6f8b13Lic91cdn7t065PKWd71ymE2H6vnSm8/l2nOLhr2/SbR3XDQdfwB+8/KhIc8TL6tuZt+JZv5h9ewB50dfv2xqpKxnrARnxew87vrIagqy0zl/xsQB38Mze06wsDCbmZPGDf9NDiI/y8fc/PG8uL+6x+13byxn8vj0yLQQr41krxpJTgtC+2gcrmvts8DVC9eGpoBlDLJ30K7jJzne2N5jP5H+hBPu6M+AFbPzWHvLpZw7NQfnHBmpw/s6bGjt5JVDdbx+Sd99nO76cHC04473r+S86RO5/YWD3PnyIaqbOvnaW5fy1gums2J2Ht94+3k8+C+XAXDj/73El/70Wr+fa0fqg1PqZuTF729gZiyZGjx5HGgPqQ1ltXT5g1fo/YOMPA/Hitl53P2R1eRkpHLJ3EkxP0+i1/r4A8Nre1x6KuPTU0Y88lJSXs8PntwHwFcf3jmstVFmRmFORsxpYytm50UKHrztwul93ndTexctnX5PTyanhV47dtneDs8WrUe3fbzX4vGTbd10+gORETOvBPd66fl36ej2U9fS6VmFtbBYpZpPtnfT3hXwftpYqNJa738PxxvbKMzxbq2PF5Knp2e59aU1/PSZ/XFfHP3Qq0f57L1bWTwlh/9807kDPnbqxCy++fbz2FbRwD/++pVB+3K8sY1vP7aHyxfk884Vo58jvet4U2Qxan9D7b396dWj+Aw+cfWCAU+2Y53cxHrMFYsKOFLf/1zcF/ZXs760tk8ZxHi6fEE+Gw/WRda4VDa289TuKt65cibpwzwBExnMgqhNABNxZW5ewakKZwN5encVZgy5fHmshHvF7DzWfuRS8nMy+Oy9W2nvGvoeM8/sqcIfcLxhSd89lcJtXXNuUbCYQOj2FAvuoRFt8ZQcvvqWpbR2+rlr4+F+L8yEP3dm5Mb3osil8/NJC12FTU2JPVVv9bzJkfcQ76miK2bnceWiAg7Vxi7icn5oY8j+NjUcTHCjys7BHxhDdOI02HThWAba66WpPbhRYax9jU54vFkinBr9iLWAu+pku2cle+HUwvXeCUR4bdJYjLyESxVPiXNp6t6mTuybQJyq7uZx4hRe79MraTzW0J5UU8ZAyctpYaCqI845vv3Ybt5z20a+/8S+IY84DKa8toWP/n4zn753K11+x6GaFl472jjo86ZMzCTFjPWltQNujFZyqI5/uH0jnd0Bvvn28+JSQSM8xQDod6g9WiDgeHDLUS5fWDCkKxpDGU1YMnUCVU0dMa/klZTX8093biLg4LHXKj2rwnX5wnxaO/1sORx8/Xs3VeAPON47yL4LIiOROy49svDZy0pjYTmZaUyZkElp9SDJy54qls/IHfWJzsRxaXz7Heezv6o5cpV9KJ7cdYKiCRmDbly4el4+GQOM6gKU1bREfu5v9ONoQxs5GalMyIrvbO8Vs/P44pvOAeC/37wk5uffRbNySUsxVoYu8sR7xPWCmbkcbWijqqnviXR3aMTnXatmjKjt4EaVI9vpfvW8yYS/ukaSOPU38gJQEaq4WVbd0ue+ykZvq33BqcXZvU/iu/wBals6E7JwvffIS/h7NRHJS2NbF80dp3a6P7VJpLefcaeqnZ1674lIViFqr5deSeOxhuTaoBKUvIy5cInbWCUzjze28f7fbOIXz5VFbhtNuWKAP26u4LofPU/xd9fx1K6qyO3dQ7yqtKGslmDhzf6vRJWU13PTbRsorW4h4NyoKr1EC46OXEJaivH6JYPvAbHxYB1HG9p4x0XT49I+wNJpwROVXcdP9rmvx9SKYU5vGI5L5wfnS7+4v4Zuf4C1mw5z5aICZk2O/zQ1EYAFof1evP5iP9VeNqUDjLxUNbWzraIhbkUxihcX8t5LZnHr82X8x4P9T90Ka+/y89y+aq49t2jQxeNDGdVdPW8yqSkDj34cqW9lel6WJ6VUw6NXWemxp+pVN3fQ6Xf9bmo4WuF1BlsPN/S5b+PBOtJSjK/83bIRtT2akZcVs/OYkJnGef3sBj+Y/kZemju6qW3pJC3FOFjTQqDXovnK8MmshxcLJmQFp9T1vgpf7XGZ5LBYC9fD5wpeTlmDqM0ieyQQiXnf02Ls9XKq7QS976i/uXOOow1tSbXHCyh5GXO/frGMjtDCzvauAF98YDtff3QXt/xuM9d8/zk2Hazjw1fMjczHHunCUoBfPVfKv9+/nb2VwX1OPn/94gHXecQSPfrRX1+iT+JdqGxvvKycM4klUyfQ2BZ7o8ZoD245QnZGasxpHSMVng6281jfUSovp1ZEm5CZxvIZE3nhQA3P7q3meGM7N1+iURfxTm5WcOHzySH8u4uH+QXjKa1u6XcTvd++dAiIb3WcN583FSO4Ue1gI9wvl9bQ2unnDUuH9tky2Kjuitl5fPPt5wHwqatjP+5IfVtc17tECyZFUFEfe+pWRV3wZGfmJG/aXzZ9Iqk+Y2tFQ5/7XjlYy/kzcvtNrAaTn50x4gX77V3Bcr7XLR3ahqm9FeRk0NTeTWtnd4/bD4emyK2aM4m2Ln8kWQlLxJV4M2NqjOlTp0YgvF930rvaWGTkJTvxox+ViRr9iJFARKaNebzeZmJWGllpKT3iXtfSSUd3IDKlLFkoeenHaDcvG0y3P8DX/rKLR1+rxGeEyggbVU3t3P7CQZ7YdYL2Lj/fe+f5/Nebl3D3R1YzvyCbrDTfsHb5DTtU08L3o6ZEOOfoDrhBrwj2Fr6KOL9gPIU5GTGfs2pO8LaRzlEezKKiHPZWDjylpK3Tz19fO86bzpsy4i+9WCZmpTEjL4udx/qOvCwsysYBr5s/2bMdvcMuX1jAa0ca+OVzpRRNyPCkLLMIBD8Ln94TLAn8tUf6lhH3woLCbJo7uiNXJHv35xehkulf+vPgoyRDFX3iPNgI9xM7T5CdkdqnRPNovPG8qcEfYoysOOc4Wt/GjDxvRlczUlMoysmMJCm9hYsFzPSo/cy0FM6dOoFXe428tHX62X6kkYtHuL8YBBOIhtauyBrBaIN9z0fe9wiLr4Sv4lf1Oo7DmzQXLw5WE+s9dayysZ0Jmalx/e6KJVbp3PC/Oa9PpKMrX4VVN3WQnuKL+9TI3mKVaj5xsp30VB+549I8bXtCZho5Gak92q46mZi/dzBh7TldL7LHy9k08mJmnzazHWa208w+E6c+jbmS8npuunU93318L+/85cv88Mm91DR3xC2heXbPCdZ8bx2/fukgH7xsDmtvCVamue9jl3LLlfMIz0IwiCxiDF6ZW0ZTh58HthwZVnttnX4+9ocS0lOMjF77c4ykatSK2XnctGoWxxvbY87nTfEFD6u/Wz7Nk5P4xVNyqGnuoHaAq2mP76ykpdPPjXHaTC3a0mkT2B0jedkSOi4SUYXrioX5BFzwWL1qUYFn9fhFNpTVRk4whjq9dLTmh4oExFq0v760hvD5zmin0UaLnrqV0s/ULQjuVP/U7hMULy6IWaJ5pLIzUinMyeBQTd81ECfbumnq6PZ0asesSeMi6zB6C48UeJU8QXDq2PYjDT1OZl89XE93wI0qeQmv16pt6fl9EZ6y/b3H+07ZDgsncyMd8epvr5eKSPISvOh0sKbncV55sj0hxTGmxdi0MLw+qNDzKUx9F65XNwU3qPRql/mwwtB+Vcd6rTuZMiHT87YhOPrSe9QnUVNyp03M4lhUwno0Cfd4gVEkL2a2DPgIcDGwHLjBzBbEq2Nj6S/bjkWmPQUc/PjpA6z8+lP8/S9fjrk2ZTie2FnJP925mYr6NtJSjBvOn8bFcydHTnhXz8vvdwPAi+dO4rzpE7njxYN95sj2xznHf/7pNfaeaOLnN6/g7o8Mb6SlP+F+xTpxeGF/NWbw1bcs9eQkPry/yb4T/Y++PLDlCNNzs7h4TvyujIYtnTaRg7UttHT0nAqw6VAdqT7zvE480GM6zUNbjyXkaricncZiU9IFoQ0ZYy3aD3/J97dv00itmJ3HD961HIAPXz6n38+urRX11DR39imRHA9z8sdzMEbyUuFBmeTeZkzK6n/aWH0r+dkZnl4ZvmBmLi2dfvZXNUVu23iwDp8xqu+R4G7tfTeq3FBWS+cgG0WOdsQpPHrR+yJfeV0LE7PSWFiYzfj0FEp7jbycONnOlASUJZ+Wm0VNc2ePKnsnTnaQ4jMmj0/M+ovoNTfVzd7v8QLBdWVTJvRM3Cobvd9nJSw44tVzzUuikpepEzN7rPUJ9+OsSV6Ac4GNzrlW51w38BxwY3y6NXaaO7p5Yldwp/UUg8w0H999x/lcsSAf54LJzFDL9PbmnOPbf9tL+LQzEOi7HmSgxZ1mxoevmEtZdQvr9lUxmJLyej7yu8386dWjfO7aRVy1qCBu+3MsmTaBnIxUNpTV9bnvxf01nDd9Ytx2Ye4tvJHbvhNNMe9/cucJXtxfw6XzJw15J+bhWDJ1As7B7l6L9jcdrGfp9ImMS/d+79dNh+oj62sSdTVczk5DWXAebwU5GeRkpsYceQmXmL3lynlx78+bz5vG+PQUmjv6L5n8u/Xl+AwmefD5Ni9/PIdq+yYv4aujXo58zMwbR+XJdjq6+773iro2Znm03iXswlnBv2P01LFXDtaxZNoEJmSOfCpP+GS497qX1fMm4wtdZe+vemVFfRvpqb7I6M1w9TfycriujVmTxmFmzC0Y36PaHARPpKck4EQ6XD2wsrHn9KmC7Iwemxh6IdbC9URsUHmq/cw+Fb8SNvrRa71PVQLbnpqbFSzAEZpGeayhjcw0H3keT5eLt9GcZe0AvmFmk4E24E3A5t4PMrNbgFsAioqKWLdu3SiaHLnm5uZB23bO8cttHRxv8PMP56bT3u04Z1IKBS2lXDXZz4Yy6AoEE5iTxw+ybt3wpm9tquymtLqDFAPngslRRkN5zNdZatB08AjrDva8fXzAMSnT+O7DW/BV9v9lcqDez7c2tdMdCE4/yzhZzrp1R4fV38HMm+B4dkcF6yYFT5ybm5t57Kln2XK4lTfNTfPsb+2cY1wqrHt1L7M7D/W470C9n/99pR1HcA+bc1JrWZAX36uFJ9uD/+j//FwJzYeC/+C7Ao4th1u5Zlaqp8d4+DjOaPCT5oPuwMDHkQzPUD4nzlb9fSYN11BjXJARYPO+Ctatq+lx+19fbSc/y1iddYKmgydG3Z/epo93vLy7gnUTa/rcd6Dez0NbgycdH/rNK3x+VWZcP18CjZ3UNHfx1yefZVzaqZPHdYeChRIO7dpC7YHBTypHchy3VHXhHPzp8eeYMr7ndc39x1tZkOvz9N+Gc47xafDYK7uZ2lpGd8Cx+VAra2aO7jO1ujX4ef3C5u34KnueoBWOg+MtcOX0FJoObutzLG3Z286kDMfzzz/X53WHek6R6oPNO/czv7s8cvveI63MnhCMZ3agnV0VTZHXCk+laq8/4flnUXVtMFF97LkNnDs5eBzvLm8nC+d52y1dwcu4L5TsJLsuuB73WF0rhSmtrFu3zvPP4pSOdkobAqxbtw7nHMcaWlmc05mQz//2uk7qWrp44ulnSfUFE6eOBu//3gBNlcF/5w89sY6sQCtbD7STm+547rm+x/jpbMTJi3Nut5l9G3gCaAG2An0u2TjnbgVuBVi5cqUrLi4eaZOjsm7dOgZr+/cbytlYuYN/v24xH1/TcwZcMXDhRfU8vqOSezdX8HC5j/e/6ZIhD7U1tnbx7z98jmXTJ/D/bljCpkP1kTUnw/XRlFL+97E9FCy6MFK6t7ctT+6lO3AACE6v6MqdQ3FxfGf17fOV8s2/7mHJRaspnJDJunXr6Co8l4DbzM3XrIjsIOyFpXtfphkoLn5dj9t3PnsAv9sLBJPMjtzZcX/fzjm+vukpusYXUVx8PhCcMtYdWM+NVyyneIgViEYifBwXEzweN5TVjvg4kr6G8jkhozPUGD9SvY3n91X3eKxzjn978SmuPGcKxcUXeNO/kzu5b3MFV1x5VZ+rz5se3wMEiwX4Pfh86Sio5L59Jcw490LOn5Ebuf25v+xkXHoFN7y+eEhz8kdyHGeV1XL7axuYtvA8rlxUELm9yx+g/om/sfKcuRQXLx7Waw7XqkOvcKyhjeLiqygpr6PridBn6rKRf6a2d/n59+f/Rv70uT3+Vs45Gp95HPCTXzg18lke7fuvvcji6ekUF1/c576hxnjKK8+QMTGP4uILgWByUvfkY9x4zhyKi89ha/c+Nj69n9WXXUFmWgrHG9twTzzDJecvpviS2SN+30Mxu6aF72xaR8GcxRSHNpL+1tbnmV8wjuLilZ627Zwj+8UnyJo8jeLipfgDjqbH/8ryRXMoLl7s+WfxxvY9lLxQxpVXXkVTRzedjz/ByiULKb5ynmdthtVNOMKD+7ex4PxVTMhKw//4U6xatoji183xvG3bV81vdr7C7HMvoLV8O11paSyclkpx8SWetx1Po1rl65y7wzm3wjl3JVAPDH2HrzEUa+H92k2H+cpDO7lwVi7/fNX8mM9bMTuP/3zzudz9kUtoau/mXb9az/ef2Duk9Qbf+tse6lo6+daN5/dY4zISN108i4xUH5+/f3u/bYcr58R7Xni0yLqXg6emjr24v5qstBQump0b9/aiBSuONfUppRpe2OlVpTMITt9bMnUCO4+fKpe86VAwBqs8WGPTn3hNARQ5HS0ozKaqqYOT7afKMx+saaGmuZNVo1jAPZil0ybQ2umPufZkXFrw6rRXn6tz84P76fRu+2ioTLKXi4nD+0T1XvdyvCFYEcqrMsnRLpyZx/6qZprau9h4MPyZOrrPt8y0FHIyUvuseTnW2E5raHf7A/1siFpR3zrqdUa993o53thGl98xK1TBbF5BNs4RmS4YnsLldcleODVtLHoNRFVTR0LWfphZcP1FaM1FXUsnAef9BpVh03Kz6PI7apo7TpWHTlC54KkTT1U7C/+9E7beJvw3D8X9WENbZMPSZDKqyflmVuicqzKzWQTXu6yOT7e8E64w0tEdwGfBet81zZ20hRas7Tp2klcrGgY8IVw6bSL/dt0ivvLwLn76zAFue6FswLnXG8tqueeVw9xy5TyWDbIb81AcqGqmO+DYeewkN926nrW3XNqj7Ye2HuX5fTW8e+VMZk0e59mV+SVTw+teannL8mkAvLC/hkvmTYprFZ5YFk/J4a6NwVKq0VVZwvvhvPn8qXzwsrmendgvnTaB37x0iC5/gLQUH5sO1rGgMNuTefAiZ6P54UX7Vc2R9RCJuEgQHs3eeayRBaGqZ2HVzZ2kp/j4xNULuGxBftw/X4LrIPomL0fqvd9Erignk/QUX6SMb1iFx2WSo104KxfnYPuRRl45WMfCwmwmj3C9SbSCnIw+myXvD62ZXFCYzYGqZpxzPZLDpvYuGlq7RlwmOawwJ6PH+sxwfGeHk5dQwlpW3cI5UyYkbKd3CCZ2k8enRxbNd3T7qWvpHJO1H5E9XhKUvEwPFQw42tBGc6j4TiISxmDboeSlsY1Of/DcszCBa14gmDiNCziqmjqSbrE+jH6flwfMbBfwF+DjzrmG0XfJW8ENFINzYAMOMtJSOHdqzrAXP7d0+CPPGWgB//rSGj52VwmFOel85tqFcXgHoV3uXXiXe8ePn9of+f1IfSv/9ecdrJidxzfevszTK/OpKT5WzZ0Uee+1bQHKalq4YmHBIM8cvXDFsb29Fu2H+/L/blji6YjEkmkT6PQHOFDVjD/g2Fxen9BRF5Ez3YIY5ZI3Hqxj8vh05heM96zdhUXZpKf42BWjHPrGg3WsmpvHp65Z6MnnS2ZaCtMmZvUdeWnwbo+XMJ/PmJ6XxZFee72Ey/qO9iR+KJbPzAVg86F6Nh+qH1WJ5Gj52RnU9Bp5CR9Xb1w2hca2LupaOnvcf6Q+tDHnKOPee+QlXHY6HM/eo22RkZcEjQLESiASV3Xr1MhLOLkcaXGE4bc9dqMfRRMzMAuOeoT31UlU4pSdkUpOZirHG9uobw+eN4YrvyWT0U4bu8I5t8Q5t9w593S8OuWl6LKfmWk+vv2O8/nSm5eQMYqd5n397DRfUl7P++54hfqWLhpau9l9PHZ1rNG8B5/B8/ur+epfdtHlD/C5+7bhHPzwXRckZO+P1fMmUVbdQtXJdnaEFv9dsTDf83bDycv+XsnL+tJa5hWM9/wqRnij0J3HTrK3somm9u5RT28QkVNm5mWRnuLrMaVn06E6Vs7J83T6VFqKj8VTcthxrLHH7Y2tXeypPMklc70tFT2vYHyPvV5OtnfR2NblaZnksBl5fcslV9S3kuKzyBQjL03MSmN+wXju21xBc0d3/JKXnPQYIy/N5GenR5LQ3pXtwknbaONekJNBU3s3rZ3Bq/uH61pJjYrn+IxUpkzIjJQFP36ynbQUY9K4xIziR0/dStQGlWHTJp4q1ZzokZdTU7faEjraBcFNYfOzMzjecGqvvES9bwjt9dLQTl0keUm+kRfva7qeZsJlP3svdI5122Cvc/dHVvPZtVvpdgEuirG3x8ulNXSH9mPxB4KjM/G4Whf9Hi6ZO4nHd1Zy2wsHeWJnJcca2/nE1Qsi85e9Fv4i33Cwjp01foomZLCw11QLL0wan05+dgZ7K08lL93+AJsO1fPWC6Z53v7c/Gyy0lLYdexkZL8XjbyIxE9qio85+eMorTp1Rbqiro33XzrH87aXTpvA33ZW9phK9MqhOpyDSzxcbwMwZ/J4/rz1aKTto6ERgOkJSF5mThrHjteO97jtcF0b03IzE7YR7gUz8yIbMccreSnIzuDFpp7V4/ZXNbGgMPvU9MTqFi6JuggZGXkZ5YhT+IS46mQHc/JTOVwXXEcTHc95BeMpC+31cqKxncKcTE/K/McyLTeLl0trQ31MzAaVYeEpTJWN7ZHkJVEjLxMyU8nOSOVoQxv+gCN3XBqZad5Od482LTeLY41t+HxGfnY6aQncaHpqaMSrNjUQ6UuyOSu35Y610HmkO81/5Kp5HGtoj7lhYkroS8+LxZ3h/q6cM4kvvXkJH3jd7Miuqbe/UJawTQuXTptAdkYq60tr2VXr5/IFBQnZoRZg8ZTsHnOJdxw7SXNHd0I20UvxGedMzWHnsUY2Hapj6sTMhFwZFTmbLCjMjlyRfiW03iVeJ7QDWTptAg2tXT12ot5YVkt6qi8ytckrc/PH09TeHZnGFE5evJ42BsE1N/WtXZE1ABAcgUjEepew8Ca/E7PSeuyFMRr52RmcbO+O7GHjnGN/VTMLC3OYnptFZpqvz4aoFfWtjE9PGfX+F733ejlc19onIQomL8F1N5Un2xM2ZQyCU4aaO7o52d4V6WPi1ryENqpsaKO6qYPx6SmMz0jMNXUzY1pucKPKypPtFCVotClsemifmRMn2xM20hU2dWIWxxvbqQ2NvCRiVDXezsrkJZ6uW1qEGTza62oVwObyevLGpfHZ1y/yfHO3gpxMwhdquka4ieZIpKb4WDUnj4e2HqW5KzFTxsIWFeWw70QzgdDoVvg9JyJ5geAJzq7jJ9l0qI5VcyYlLGkTOVssKMjmcF0rHd1+Nh2sY3x6CkumTvC83SXhRftHT00de+VQHRfMzPX86mzvNRDhXd4TcXEknKRURC3aP1Kf2OQlMy14WtLY1sXNt2+Iy4W4UxtVBhPCqqYOmtq7WViUjc9nzMvPjjFtLLjOaLSf6+ET0/D0oMN1rczuNTNiXn42J9u7qW3pDBahSVDyAD03izxxsp1UX+KmrIWrXB1rbKemOXEbVEbaD41+nDjZnrBKY2FTJ2ZxPLTeJlFrbcKmTcykrqWTyhZHfnZ6Qkec4kXJyygV5mRy8ZxJPNYrealsbGfd3iree8ksPnm1N4s7o0Wvg/GqRPBAbYdLTuZkJm4m4uKiHNq6/JHh/fWltSwszE7YB+CSqRNpag9WPNN6F5H4m1+YjT/gKK9tZdOhOi6anZeQ6UvnTs3BZ8HRXAhWntpxtJHVCRj1CScvZZHkJbgD9uQEVDIMl0MOV8Rq7eymprkzYdOQAY5HjXbF60JceCpSeNH+/tBMiXBRiPlRI3xhR+pb41IeOnrkpbEtWMFsVoyRFwhWHAuezCbuRDq89iO4/qKDwpyMhE1ZC48whUdexiR5Ca07mZLoBCI3i7YuP6XVzQkdaYNT0/UONPiTcsoYKHmJizefP5X9Vc09Fo/fX1JBwMG7Vs5MSB/C62A+94bFno/y9DYxalj943dvSdiUtUVTgov2951oossfYNOhuoQmbeFF+0DChrpFzibh9Qgl5fXsPdGUsHVl49JTmVeQza7Qov3N5fUEHD3WRHhlRl4WqT6LLNo/2hAsk5yIkd3eIy9HIlPWEneC87r5+WQOs4DOYMInxeF1Ffurgt/VCwuD3yELCrI52tBGW+epaWVH6uNT4W1iVhrpqT6qTrZH4to7eQkf59sqGmjr8jNlYuJOpMNle482tFHV1E5BAhOnzLQU8rPTOd7YRvUYjLxMz82irqUztLdNYhOI8H4rHd2BhE8bC7dd1eqSco8XUPISF9cvndJj6lgg4Lhv8xEunTeZ2ZO9K+nZ21htWhi9+Vcip6yFCwPsPdHEa0cbae30c+n8xCUv4eoxAP/5p9cSlrSJnC3CV6Tv3VSBc4ktirF02gR2hkZeNpbVkeqzyHoML6Wm+Jg1aVzUtLE2pido2lbuuDSyM1IjSUvvsr6J4MWFuPzItLFw8tJM7rg08rODo1nzC8fjHJTVBEdfGkLrfuKRtJkZhTkZnDjZHhnRmjWp53nBtNws0lN9rA99dybyRLogJ4NUn3E8PH0qwQnE1IlZHG0ILtgvSNBi/bDwmhvnEhvzYNunjq1Etz01qm2NvJzFCidksmr2JP4aSl42HKzlcF0r716VmFGXsfa6+flkpvrwkdgpazmZaUzPzWLfiSbWh6qleF0JKNqWww2RnxOZtImcLcalpzI9N4utFQ2kpSQmeQhbNm1icFFrcwevHKzl/BkTGZeemBHWufnje6x5SdTIh5kxc9K4yAhBIjeojBbvC3HhKXfhC20HTjSzsDA7MpoVXXEM4ldpLCy818vhyJ45Pf+eKT5jzuRxbAx9hyRyzUuKzyiakMmxhvaxGYHIzaS8toXGtq6EVRqLtB016pDImEPv5CXRCeOp95qMe7yAkpe4edN5U9h3opkDVU3cu6mCnMxUrl82Zay7lRArZudx10dWc+PCtIRPWVtUlM3eyiY2lNWyuCgnLrsxD9XqeZPJGKN1RiJni/C6hPNneL9YPlp4Wujm8nq2H2lMyJSxsDn54zlU20JzRzf1rYnZ4yVsZtReLxV1bWSFpvYks8y0FCZkplLT3IFzjn1VTSwITRmDYLJoBqWhRfvxTtrCIy/lta1MGp9OTmbfCmbz8rNpCU1bS/QaiGm5mRysaaGhtWsMTqSzKA+N8I3FmpewRCdtk8enkx5av5fotjPTUpgUSug18nKWe+N5UwFY+0oFj+2o5O0XTk/KCg4jtWJ2HjfMT0/4lLVFU3Ioq25h86F6Vs9L7D4r4b1+xmKdkcjZIie0nizRV/+XhJKXP2wopzvgEjqqOzd/PO1dgchU1OkJPMEIjry04ZyjIrRo/UyopJifk0FNcye1LZ00tHb12I8sMy2FmXnjIhuiRjaojMOCfTg18lJR19pnvUtYeIpk+PGJNC03i12hKZKJXn8RfWwnOnmZMjGT8KFdlMB1RgA+nzE1NOqRqH11ooVHX5S8nOWKJmSycnYet794kM7uAOdNnzjWXTorLC7KodMfoK0rsetdwsZqnZHI2aCkvJ7Hd1UC8OhrxxK6rix3XDoz8rJ4YX8NPiOh/8bDFcde3F8NJGaPl7CZecEqSDXNnQnf48VLBdkZVDd1RCqNLSzquZny/ILxkZGXI/VtTMxKY0KMEZKRKJyQQVN7N3tPNA2QvAT7k+jNEiE4+tHpD25YmOgT6alR05YSnbykpfjIy0rH7NT6rkTKzkgZs7azQsdYeB1YslHyEkfnzTiVsPz3Qzu0gDsBFhWdGvrPOItGukTOBhvKavGH9nEKBFzC15WFp44tmz4x5lQfr4STlxf2B3eFn5nIaWOhk+uK+tZg8pLAxfpeCo68dHCgV6WxsAWF2RysacEfODXiFC/h0Yzqpo5BR14SvfYCghsmho3lwvVEJy8l5fXUt3XiHPzDHRsTes5WUl7PnsrmMWv71YoGAD6RwAqx8aTkJY4yU0+dPGsBd2I0tXdFfv7nP5Qk5T9CEYltLPevAsgLbdY3J4H7nEDwBDYj1ceeyibSU3wJXcgcPrl+7UgjLZ3+hK638VJk5KWqmZzM1D5rO+YXZNPRHeBYQxsVda3MyI3f3zy6rf72zJmfHxx56egOJPx7bOrEsVv7Eb1ofvL4xCYvG8pqIXhtJOHnbBvKanHOnXVtx4uSlzi6dkkRmVrAnVCq+CVy5hrL/atKyut5cMsRAB7bUZnQE0qfzyKjL9PzshK2aSCcmqL2cmlw1Ke/kYJkU5CTQVNHNzuONvaoNBY2P7QGZn9VE0fq2zwZeYH+43mguhkDDta0cPPtGxJ6vIVHP9JSjLxxiRthhODfJcUgM83Ha0cbE9r26nmTyYjznkLDaXssNxZPH4MKsfGknfXiKFx1a0NZLavnTdY6iARYPW8ymWk+uroDSfuPUET6t2J23ph8lm4oq6W715S1RPZjzuTx7KlsSvjIR1Z6CvnZGZHy82fKtLHwHiLbjzTyjotm9Ll/QWjNycayOjq6A3FdZ9Rj5KWfeG4oq8UsuOdI+EJcoo63cLncwpzMhBdn2FrRQMBBe1eAm2/fkNCLFOGLI2NxznY6tH3PU5t4z7WrkvJcVclLnI3VF+3Zaiw/AETkzBW+OjlWF0bmhtZAJLLSWNjMSVm8GhrVPlOSl/yc4BTA7oDrs1gfIG98OpPGp/PcvmCRhHiOvEzMSiM1xXABONbQFrPC01gebxOz0shI9RFwjpLy+oR+j24oqw3P3Ep40gZje8421m03jUGF2HjRtDFJeqr4JSLxNpZT1gDmTg4mL0fr2xK+BiJcYSxvXBrZGWfGNc7odUMLCvsmLxCsOLanMrigP55V1rYcbsDvd/id63dx9lgeb1sON9DpD3C8sT3hU9ZWz5us6fYybGfGp5KIiEicjeWV0a5Q6doXD9SwqbwuoSe04VGHM2XUBXpWslpYlBPzMQsKs9l0KLS3Thyn6w11dGEsp0gawbXriR790HR7GYlRjbyY2WfNbKeZ7TCze8ws8TX+REREzjD1rZ19TigTJbwu40xKXsKVrNJSjMqGtpiPmR9a95Kfnc649Phd2w2vzTxdRxfGuqqfZk/IcI04eTGz6cCngJXOuWVACnBTvDomIiJytrp0fv6YVUIKT5mqbuo4Y8rPhytZdfkdN/czdSucvKSl+OL6vsd6CuJgTvf+ifQ22ksLqUCWmXUB44Bjo++SiIjI2W0si5G0dPgB2HSwLuEVoLwSPXLV39So9q7g+w6v/Yjn+z7di/mc7v0TiWbhjWpG9GSzTwPfANqAJ5xzN8d4zC3ALQBFRUUr1q5dO+L2RqO5uZns7NiL9CQ+FGPvKcbeUny9pxh7b7QxfqS0kwf2d+EITs+4cWEaN8xPj1v/xsKBej/f2dROdwBSffD5VZksyEvp8Zi/hN43DP6+dRx7S/H13uke4zVr1pQ451bGum/EIy9mlge8FZgLNAB/NLN/cM79IfpxzrlbgVsBVq5c6YqLi0fa5KisW7eOsWr7bKEYe08x9pbi6z3F2HujjXHO3HoeObQhUrY3WfeCiFYMXHhR/YAjWTlz63nk4Aa6/YO/bx3H3lJ8vZfMMR7NtLFrgYPOuWoAM3sQeB3whwGfJSIiIqetM3X/rMGmRq2YncfdqnwlctobTfJyGFhtZuMIThu7Btgcl16JiIjImDlb10Ccre9bJJmMuNqYc24jcD+wBXgt9Fq3xqlfIiIiIiIiPYxqwf6wGzOrBsoT1mBP+UDNGLV9tlCMvacYe0vx9Z5i7D3F2HuKsbcUX++d7jGe7ZwriHVHQpOXsWRmm/urWiDxoRh7TzH2luLrPcXYe4qx9xRjbym+3kvmGI942piIiIiIiEgiKXkREREREZGkcDYlLyom4D3F2HuKsbcUX+8pxt5TjL2nGHtL8fVe0sb4rFnzIiIiIiIiye1sGnkREREREZEkdlYkL2Z2vZntNbMDZvbFse5PsjOzmWb2rJntMrOdZvbp0O2TzOxJM9sf+r92+holM0sxs1fN7JHQ73PNbGPoWL7XzNLHuo/JzMxyzex+M9tjZrvN7FIdx/FjZp8NfUbsMLN7zCxTx/DomdmvzazKzHZE3RbzuLWgn4Tivd3MLhq7nieHfuL73dDnxHYz+5OZ5Ubd9x+h+O41s+vGpNNJJlaMo+77VzNzZpYf+l3H8Aj0F2Mz+2ToWN5pZt+Juj1pjuMzPnkxsxTg58AbgSXAe8xsydj2Kul1A//qnFsCrAY+HorpF4GnnXMLgadDv8vofBrYHfX7t4EfOucWAPXAh8akV2eOHwN/c86dAywnGGsdx3FgZtOBTwErnXPLgBTgJnQMx8OdwPW9buvvuH0jsDD03y3ALxLUx2R2J33j+ySwzDl3PrAP+A+A0HffTcDS0HP+L3TeIQO7k74xxsxmAm8ADkfdrGN4ZO6kV4zNbA3wVmC5c24p8L3Q7Ul1HJ/xyQtwMXDAOVfmnOsE1hL8w8kIOeeOO+e2hH5uInjCN51gXH8bethvgbeNSQfPEGY2A3gzcHvodwOuBu4PPUQxHgUzmwhcCdwB4JzrdM41oOM4nlKBLDNLBcYBx9ExPGrOueeBul4393fcvhX4nQvaAOSa2dSEdDRJxYqvc+4J51x36NcNwIzQz28F1jrnOpxzB4EDBM87ZAD9HMMAPwQ+D0QvyNYxPAL9xPifgW855zpCj6kK3Z5Ux/HZkLxMByqifj8Suk3iwMzmABcCG4Ei59zx0F2VQNFY9esM8SOCH+KB0O+TgYaoL1Ady6MzF6gGfhOamne7mY1Hx3FcOOeOEryqd5hg0tIIlKBj2Cv9Hbf6Doy/fwIeC/2s+MaJmb0VOOqc29brLsU4fhYBV4Sm7j5nZqtCtydVjM+G5EU8YmbZwAPAZ5xzJ6Pvc8EydiplN0JmdgNQ5ZwrGeu+nMFSgYuAXzjnLgRa6DVFTMfxyIXWXLyVYJI4DRhPjGkiEn86br1jZl8iOHX6rrHuy5nEzMYB/wn8v7HuyxkuFZhEcMr/vwP3hWZ1JJWzIXk5CsyM+n1G6DYZBTNLI5i43OWcezB084nwUG7o/1X9PV8GdRnwFjM7RHCq49UE12fkhqbggI7l0ToCHHHObQz9fj/BZEbHcXxcCxx0zlU757qABwke1zqGvdHfcavvwDgxsw8ANwA3u1P7TCi+8TGf4IWObaHvvRnAFjObgmIcT0eAB0NT8F4hOLMjnySL8dmQvGwCFoYq3KQTXJD08Bj3KamFsvQ7gN3OuR9E3fUw8P7Qz+8HHkp0384Uzrn/cM7NcM7NIXjMPuOcuxl4Fvj70MMU41FwzlUCFWa2OHTTNcAudBzHy2FgtZmNC31mhOOrY9gb/R23DwP/GKrYtBpojJpeJkNkZtcTnMb7Fudca9RdDwM3mVmGmc0luKj8lbHoYzJzzr3mnCt0zs0Jfe8dAS4KfU7rGI6fPwNrAMxsEZAO1JBkx3Hq4A9Jbs65bjP7BPA4wWo3v3bO7RzjbiW7y4D3Aa+Z2dbQbf8JfIvgEOSHgHLgXWPTvTPaF4C1ZvZ14FVCi81lxD4J3BW6sFEGfJDgRR0dx6PknNtoZvcDWwhOs3mV4I7Oj6JjeFTM7B6gGMg3syPAl+n/8/evwJsILsBtJXiMywD6ie9/ABnAk6FZNhuccx9zzu00s/sIJubdwMedc/6x6XnyiBVj51x/nwU6hkegn+P418CvQ+WTO4H3h0YRk+o4tlMjnyIiIiIiIqevs2HamIiIiIiInAGUvIiIiIiISFJQ8iIiIiIiIklByYuIiIiIiCQFJS8iIiIiIpIUlLyIiIiIiEhSUPIiIiIiIiJJQcmLiIiIiIgkhf8Py1SWS6zYsGQAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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" ] @@ -866,7 +930,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Les grands classiques :\n", + "### Les modules classiques\n", "\n", "* [seglearn](https://dmbee.github.io/seglearn/)\n", "* [sktime](https://github.com/alan-turing-institute/sktime)\n", @@ -882,6 +946,13 @@ "## Saisonnalit\u00e9" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Saisonnalit\u00e9 et moyennes mobiles" + ] + }, { "cell_type": "code", "execution_count": 20, @@ -891,13 +962,13 @@ "name": "stderr", "output_type": "stream", "text": [ - ":2: FutureWarning: the 'freq'' keyword is deprecated, use 'period' instead\n", + ":2: FutureWarning: the 'freq'' keyword is deprecated, use 'period' instead\n", " res = seasonal_decompose(ly, freq=7)\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -922,8 +993,8 @@ { "data": { "text/plain": [ - "array([ nan, nan, nan, 0.0746808 , -0.0230543 ,\n", - " 0.34679963, -0.11227339, -0.15403812, -0.04204641, -0.09982417])" + "array([ nan, nan, nan, 0.07542526, -0.02752109,\n", + " 0.3475441 , -0.11152892, -0.15329366, -0.04130195, -0.09907971])" ] }, "execution_count": 22, @@ -935,6 +1006,13 @@ "res.resid[:10]" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Quelque chose qui n'a pas beaucoup de sens" + ] + }, { "cell_type": "code", "execution_count": 22, @@ -966,7 +1044,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -1001,14 +1079,14 @@ { "data": { "text/plain": [ - "(array([[10.4037509 ],\n", - " [ 9.2629513 ],\n", - " [ 9.75071686]]),\n", - " array([[[0.07139508]],\n", + "(array([[ 9.75077896],\n", + " [ 9.26327355],\n", + " [10.40300854]]),\n", + " array([[[0.00506213]],\n", " \n", - " [[0.02436972]],\n", + " [[0.02444731]],\n", " \n", - " [[0.00527091]]]))" + " [[0.07163662]]]))" ] }, "execution_count": 25, @@ -1020,10 +1098,406 @@ "model.means_, model.covars_" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ExponentialSmoothing\n", + "\n", + "Le [lissage exponentiel](https://fr.wikipedia.org/wiki/Lissage_exponentiel) consite \u00e0 mod\u00e9liser la s\u00e9rie comme suit :\n", + "\n", + "$$\n", + "\\begin{array}{rcl}\n", + "s_0 &=& y_0 \\\\\n", + "s_t &=& \\alpha y_t + (1-\\alpha) s_{t-1} \\text{ pour } t > 0\n", + "\\end{array}\n", + "$$\n", + "\n", + "Ou :\n", + "\n", + "$$\n", + "\\begin{array}{rcl}\n", + "s_1 &=& y_1 \\\\\n", + "\\sigma_1 &=& y_1 - y_0 \\\\\n", + "s_t &=& \\alpha y_t + (1-\\alpha) (s_{t-1} + \\sigma_{t-1}) \\text{ pour } t > 1 \\\\\n", + "\\sigma_t &=& \\beta (s_t - s_{t-1}) + (1-\\beta) \\sigma_{t-1} \\text{ pour } t > 1\n", + "\\end{array}\n", + "$$\n", + "\n", + "Ou plus complexe avec [Holt Winters](https://en.wikipedia.org/wiki/Exponential_smoothing#Triple_exponential_smoothing_(Holt_Winters)):\n", + "\n", + "$$\n", + "\\begin{array}{rcl}\n", + "s_0 &=& y_0 \\\\\n", + "s_t &=& \\alpha (y_t - c_{t - L}) + (1-\\alpha) (s_{t-1} + b_{t-1}) \\\\\n", + "b_t &=& \\beta(s_t - s_{t-1}) + (1-\\beta)b_{t-1} \\\\\n", + "c_t &=& \\gamma (y_t - s_{t-1} - b_{t-1}) + (1-\\gamma)c_{t-L}\n", + "\\end{array}\n", + "$$" + ] + }, { "cell_type": "code", "execution_count": 25, "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\python387_x64\\lib\\site-packages\\statsmodels\\tsa\\holtwinters\\model.py:427: FutureWarning: After 0.13 initialization must be handled at model creation\n", + " warnings.warn(\n", + "c:\\python387_x64\\lib\\site-packages\\statsmodels\\tsa\\holtwinters\\model.py:1112: FutureWarning: Setting use_boxcox during fit has been deprecated and will be removed after 0.13. It must be set during model initialization.\n", + " warnings.warn(\n", + ":4: FutureWarning: the 'damped'' keyword is deprecated, use 'damped_trend' instead\n", + " fit3 = ExponentialSmoothing(y, seasonal_periods=7, trend='add', seasonal='add', damped=True).fit(use_boxcox=True)\n", + ":5: FutureWarning: the 'damped'' keyword is deprecated, use 'damped_trend' instead\n", + " fit4 = ExponentialSmoothing(y, seasonal_periods=7, trend='add', seasonal='mul', damped=True).fit(use_boxcox=True)\n" + ] + } + ], + "source": [ + "from statsmodels.tsa.holtwinters import ExponentialSmoothing\n", + "fit1 = ExponentialSmoothing(y, seasonal_periods=7, trend='add', seasonal='add').fit(use_boxcox=True)\n", + "fit2 = ExponentialSmoothing(y, seasonal_periods=7, trend='add', seasonal='mul').fit(use_boxcox=True)\n", + "fit3 = ExponentialSmoothing(y, seasonal_periods=7, trend='add', seasonal='add', damped=True).fit(use_boxcox=True)\n", + "fit4 = ExponentialSmoothing(y, seasonal_periods=7, trend='add', seasonal='mul', damped=True).fit(use_boxcox=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
ExponentialSmoothing Model Results
Dep. Variable: endog No. Observations: 162
Model: ExponentialSmoothing SSE 7985315446.470
Optimized: True AIC 2891.550
Trend: Additive BIC 2925.514
Seasonal: Additive AICC 2894.010
Seasonal Periods: 7 Date: Wed, 10 Feb 2021
Box-Cox: True Time: 23:00:39
Box-Cox Coeff.: 0.19415
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coeff code optimized
smoothing_level 0.2185487 alpha True
smoothing_trend 0.1681336 beta True
smoothing_seasonal 0.2405703 gamma True
initial_level 29.375329 l.0 True
initial_trend 0.1857434 b.0 True
initial_seasons.0 -5.9555579 s.0 True
initial_seasons.1 -5.4784169 s.1 True
initial_seasons.2 -5.2732824 s.2 True
initial_seasons.3 -5.0576235 s.3 True
initial_seasons.4 -6.8353828 s.4 True
initial_seasons.5 -10.316491 s.5 True
initial_seasons.6 -7.6978206 s.6 True
" + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " ExponentialSmoothing Model Results \n", + "================================================================================\n", + "Dep. Variable: endog No. Observations: 162\n", + "Model: ExponentialSmoothing SSE 7985315446.470\n", + "Optimized: True AIC 2891.550\n", + "Trend: Additive BIC 2925.514\n", + "Seasonal: Additive AICC 2894.010\n", + "Seasonal Periods: 7 Date: Wed, 10 Feb 2021\n", + "Box-Cox: True Time: 23:00:39\n", + "Box-Cox Coeff.: 0.19415 \n", + "=================================================================================\n", + " coeff code optimized \n", + "---------------------------------------------------------------------------------\n", + "smoothing_level 0.2185487 alpha True\n", + "smoothing_trend 0.1681336 beta True\n", + "smoothing_seasonal 0.2405703 gamma True\n", + "initial_level 29.375329 l.0 True\n", + "initial_trend 0.1857434 b.0 True\n", + "initial_seasons.0 -5.9555579 s.0 True\n", + "initial_seasons.1 -5.4784169 s.1 True\n", + "initial_seasons.2 -5.2732824 s.2 True\n", + "initial_seasons.3 -5.0576235 s.3 True\n", + "initial_seasons.4 -6.8353828 s.4 True\n", + "initial_seasons.5 -10.316491 s.5 True\n", + "initial_seasons.6 -7.6978206 s.6 True\n", + "---------------------------------------------------------------------------------\n", + "\"\"\"" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fit1.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(14, 4))\n", + "ax.plot(y, 'b', color='black', label=\"Cas positifs\")\n", + "ax.plot(fit1.fittedvalues, '--', color='red')\n", + "ax.plot(fit2.fittedvalues, '--', color='blue')\n", + "ax.plot(fit3.fittedvalues, '--', color='orange')\n", + "ax.plot(fit4.fittedvalues, '--', color='green');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Single Spectrum Analysis (SSA)\n", + "\n", + "Le module [pyts]() ne fonctionnait pas pour moi. Je suis alors le notebook [Single Spectrum Analysis (SSA)](http://www.xavierdupre.fr/app/ensae_teaching_cs/helpsphinx3/notebooks/timeseries_ssa.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[7017., 7157., 8975.],\n", + " [7157., 8975., 8550.],\n", + " [8975., 8550., 7071.],\n", + " [8550., 7071., 4203.],\n", + " [7071., 4203., 6544.]])" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def lagged_ts(serie, lag):\n", + " dim = serie.shape[0]\n", + " res = numpy.zeros((dim - lag + 1, lag))\n", + " for i in range(lag):\n", + " res[:, i] = serie[i:dim-lag+i+1]\n", + " return res\n", + "\n", + "lagged_ts(y, 3)[:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(156, 156)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_lag = 7\n", + "lag = lagged_ts(y, n_lag)\n", + "u, s, vh = svd(lag)\n", + "u.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from numpy.linalg import svd\n", + "np = 6\n", + "fig, ax = plt.subplots(np, 3, figsize=(14, np*2))\n", + "for n in range(np):\n", + " i = n\n", + " d = numpy.zeros((u.shape[0], n_lag))\n", + " d[i, i] = s[i]\n", + " X2 = u @ d @ vh\n", + " pos = 0 #X2.shape[1] - 1\n", + "\n", + " # s\u00e9rie reconstruites avec un axe\n", + " ax[n, 0].plot(X2[:,pos])\n", + " ax[n, 1].set_title(\"i=%d\" % i)\n", + " ax[n, 1].plot(X2[-29:-1:,pos])\n", + "\n", + " d = numpy.zeros((u.shape[0], n_lag))\n", + " d[:i+1, :i+1] = numpy.diag(s[:i+1])\n", + " X2 = u @ d @ vh\n", + " ax[n, 2].plot(X2[-29:-1,pos], label=\"lisse\")\n", + " ax[n, 2].plot(y[-28:], label=\"s\u00e9rie\")\n", + " ax[n, 2].set_title(\"-->i=%d + 1\" % i)\n", + " ax[n, 2].legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Points aberrants" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "d = numpy.zeros((u.shape[0], n_lag))\n", + "for i in range(0, d.shape[1]):\n", + " d[i, i] = s[i]\n", + "X2 = u @ d @ vh" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.covariance import EllipticEnvelope\n", + "env = EllipticEnvelope(support_fraction=0.9)\n", + "env.fit(X2[:,:n_lag // 2])\n", + "out = env.predict(X2[:,:n_lag // 2])\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(12,2))\n", + "ax.plot((1 - out)/2, \"-\")\n", + "ax.set_title(\"Points aberrants d'une s\u00e9rie temporelle\");" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(2, 1, figsize=(14,4))\n", + "outp = env.decision_function(X2[:,:n_lag // 2])\n", + "dfy = DataFrame(data=y, index=dates, columns=[\"cas+\"])\n", + "dfy['outlier'] = dfy['score'] = numpy.nan\n", + "dfy.iloc[:-n_lag+1, 1] = (1 - out)*1e4\n", + "dfy.iloc[:-n_lag+1, 2] = -outp*1e3\n", + "dfy[['cas+', 'outlier']].plot(ax=ax[0])\n", + "ax[0].set_title(\"Points aberrants sur la s\u00e9rie brute\");\n", + "dfy[['cas+', 'score']].plot(ax=ax[1])\n", + "ax[1].set_title(\"Points aberrants sur la s\u00e9rie brute\");" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, "outputs": [], "source": [] } @@ -1033,18 +1507,6 @@ "display_name": "Python 3", "language": "python", "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.7" } }, "nbformat": 4, diff --git a/_doc/notebooks/timeseries/ts_pred.ipynb b/_doc/notebooks/timeseries/ts_pred.ipynb new file mode 100644 index 0000000..b5996b2 --- /dev/null +++ b/_doc/notebooks/timeseries/ts_pred.ipynb @@ -0,0 +1,1130 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pr\u00e9diction, COVID en France, s\u00e9rie temporelle\n", + "\n", + "On s'int\u00e9resse aux s\u00e9ries temporelles de l'\u00e9pid\u00e9mie du COVID en France r\u00e9cup\u00e9r\u00e9es depuis data.gouv.fr : [Chiffres-cl\u00e9s concernant l'\u00e9pid\u00e9mie de COVID19 en France](https://www.data.gouv.fr/en/datasets/chiffres-cles-concernant-lepidemie-de-covid19-en-france/)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
run previous cell, wait for 2 seconds
\n", + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from jyquickhelper import add_notebook_menu\n", + "add_notebook_menu()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Donn\u00e9es" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\python387_x64\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3146: DtypeWarning: Columns (17,18) have mixed types.Specify dtype option on import or set low_memory=False.\n", + " has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n" + ] + }, + { + "data": { + "text/html": [ + "
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dategranularitemaille_codemaille_nomcas_confirmescas_ehpadcas_confirmes_ehpadcas_possibles_ehpaddecesdeces_ehpadreanimationhospitalisesnouvelles_hospitalisationsnouvelles_reanimationsguerisdepistessource_nomsource_urlsource_archivesource_type
430802021-02-10regionREG-75Nouvelle-AquitaineNaNNaNNaNNaN2510.0NaN213.01524.078.020.010227.0NaNOpenCOVID19-frNaNNaNopencovid19-fr
430812021-02-10regionREG-76OccitanieNaNNaNNaNNaN2882.0NaN276.01886.0121.025.012801.0NaNOpenCOVID19-frNaNNaNopencovid19-fr
430822021-02-10regionREG-84Auvergne-Rh\u00f4ne-AlpesNaNNaNNaNNaN8453.0NaN400.03699.0213.042.034579.0NaNOpenCOVID19-frNaNNaNopencovid19-fr
430832021-02-10regionREG-93Provence-Alpes-C\u00f4te d'AzurNaNNaNNaNNaN5010.0NaN438.03581.0240.033.024080.0NaNOpenCOVID19-frNaNNaNopencovid19-fr
430842021-02-10regionREG-94CorseNaNNaNNaNNaN133.0NaN7.058.04.03.0587.0NaNOpenCOVID19-frNaNNaNopencovid19-fr
\n", + "
" + ], + "text/plain": [ + " date granularite maille_code maille_nom \\\n", + "43080 2021-02-10 region REG-75 Nouvelle-Aquitaine \n", + "43081 2021-02-10 region REG-76 Occitanie \n", + "43082 2021-02-10 region REG-84 Auvergne-Rh\u00f4ne-Alpes \n", + "43083 2021-02-10 region REG-93 Provence-Alpes-C\u00f4te d'Azur \n", + "43084 2021-02-10 region REG-94 Corse \n", + "\n", + " cas_confirmes cas_ehpad cas_confirmes_ehpad cas_possibles_ehpad \\\n", + "43080 NaN NaN NaN NaN \n", + "43081 NaN NaN NaN NaN \n", + "43082 NaN NaN NaN NaN \n", + "43083 NaN NaN NaN NaN \n", + "43084 NaN NaN NaN NaN \n", + "\n", + " deces deces_ehpad reanimation hospitalises \\\n", + "43080 2510.0 NaN 213.0 1524.0 \n", + "43081 2882.0 NaN 276.0 1886.0 \n", + "43082 8453.0 NaN 400.0 3699.0 \n", + "43083 5010.0 NaN 438.0 3581.0 \n", + "43084 133.0 NaN 7.0 58.0 \n", + "\n", + " nouvelles_hospitalisations nouvelles_reanimations gueris depistes \\\n", + "43080 78.0 20.0 10227.0 NaN \n", + "43081 121.0 25.0 12801.0 NaN \n", + "43082 213.0 42.0 34579.0 NaN \n", + "43083 240.0 33.0 24080.0 NaN \n", + "43084 4.0 3.0 587.0 NaN \n", + "\n", + " source_nom source_url source_archive source_type \n", + "43080 OpenCOVID19-fr NaN NaN opencovid19-fr \n", + "43081 OpenCOVID19-fr NaN NaN opencovid19-fr \n", + "43082 OpenCOVID19-fr NaN NaN opencovid19-fr \n", + "43083 OpenCOVID19-fr NaN NaN opencovid19-fr \n", + "43084 OpenCOVID19-fr NaN NaN opencovid19-fr " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from pandas import DataFrame, read_csv, to_datetime\n", + "df = read_csv(\"https://www.data.gouv.fr/en/datasets/r/0b66ca39-1623-4d9c-83ad-5434b7f9e2a4\")\n", + "df['date'] = to_datetime(df['date'].apply(lambda s: s.replace(\"_\", \"-\")))\n", + "df.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from datetime import datetime\n", + "gr = df[[\"date\", \"cas_confirmes\"]].groupby(\"date\").sum().sort_index()\n", + "gr.loc[datetime(2020, 11, 11), 'cas_confirmes'] = (\n", + " gr.loc[datetime(2020, 11, 10), 'cas_confirmes'] + gr.loc[datetime(2020, 11, 12), 'cas_confirmes']) / 2\n", + "gr.loc[gr.index >= datetime(2020, 9, 1), 'cas_confirmes'].plot(figsize=(14, 4), grid=True, title=\"Cas positifs\");" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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E9A+CJB1OCCGE8J8EQUIIMU40tHmYCZLCCEIIIYTfJAgSQohxor69i+Q+leEAbFYLdqtFgiAhhBDCDxIECSHEONDR5cTR7Ro0EwQQFWGho0sKIwghhBC+kiBICCHGgQazUerANUFgVIiTZqlCCCGE7yQIEkKIcaC+zQiCPM0Exditkg4nhBBC+EGCICGEGAd6Z4I8BEHRdqtUhxNCCCH8IEGQEEKMA70zQR7T4WQmSAghhPCHBEFCCDEONLQNNRNko13WBAkhhBA+kyBICCHGgfr2bpSCxOiIQbfFRFilOpwQQgjhBwmChBBiHGho6yIxOgKrRQ26LVrS4YQQQgi/SBAkhBDjQEN7l8fy2GAEQQ5JhxNCCCF85lMQpJRKUko9pZQ6qJQ6oJRapZRKUUq9qZQqNP9PNvdVSqm7lFJHlFK7lVKL+zzOzeb+hUqpm/tsX6KU2mPe5y6l1OBLnUIIcRpraO/yWB4bjHQ4mQkSQgghfOfrTNCdwGta61nAAuAAcAfwttZ6OvC2+T3AZcB0899twN8BlFIpwI+AFcBy4EfuwMnc5/N97nfp6F6WEEKcWurbuj1WhgOjOlxHtxOtdYhHJYQQQoxPwwZBSqlEYDXwbwCtdZfWuhFYCzxo7vYgcLX59VrgIW3YCCQppbKAS4A3tdb1WusG4E3gUvO2BK31Rm18gj/U57GEEOK019TeTXlDOymxg4sigFEdTmtwdLtCPDIhhBBifPJlJmgyUAvcr5TaoZS6VykVC2RqrSvNfaqATPPrHKC0z/3LzG1DbS/zsF0IIU573U4XX3x0G45uF9cvm+hxnxi7FYB2qRAnhBBC+MTm4z6Lga9qrTcppe7kZOobAFprrZQKeh6GUuo2jBQ70tPTKSgoCPZTilNUa2urHD8i4AJ9XGmteXB/Fx+W9vC5+XZainZRUDR4v+Nl3QC889560mOk3s14Je9LIhjkuBKBdqocU74EQWVAmdZ6k/n9UxhBULVSKktrXWmmtNWYt5cDeX3un2tuKwfWDNheYG7P9bD/IFrre4B7AGbOnKnXrFnjaTchhlVQUIAcPyLQAn1c3b++iILS/dx+7lTuuGyW1/1adlXA3h0sWLKMGZnxAXt+EVryviSCQY4rEWinyjE17CVDrXUVUKqUmmluugDYD7wAuCu83Qw8b379AvBps0rcSqDJTJt7HbhYKZVsFkS4GHjdvK1ZKbXSrAr36T6PJYQQp6V1h2r42Uv7uXhOJv97ycwh93Wnw3VIhTghhBDCJ77MBAF8FXhUKWUHjgGfwQignlBK3QqUANeZ+74CXA4cAdrNfdFa1yulfgZsMff7qda63vz6S8ADQDTwqvlPCCFOS4erW/jqf3Ywa0ICf7p+IRYPDVL7iu5dEyRBkBBCCOELn4IgrfVOYKmHmy7wsK8Gvuzlce4D7vOwfSswz5exCCHEqe5Xrxwg0mbh3puXEhs5/Nt0jN3Yp6NbCiMIIYQQvpAVtEIIMcYUnWhj1dRUspOifdo/RmaChBBCCL9IECSEEGOI1pqKJgc5PgZAANEREgQJIYQQ/pAgSAghxpC6ti66elw+zwKBFEYQQggh/CVBkBBCjCEVjR0AfgZBxpogmQkSQgghfCNBkBBCjCHuICgrMcrn+0TajLfyji4pjCCEEEL4QoIgIYQYQ8obHQB+rQmyWBTREVY6umUmSAghhPCFBEFCCDGGVDR2EB1hJSkmwq/7xditkg4nhBBC+EiCICGEGEMqGjvITopCqaEbpA4UbbdKYQQhhBDCRxIECSHEGGIEQb6nwrnJTJAQQgjhOwmChBBiDClv9K9HkFu03Ua7rAkSQgghfCJBkBBCjBGObicnWjtHNhMUYZXqcEIIIYSPJAgSQoggqW52oLX2ef+qJqMy3EiCoGhJhxNCCCF8JkGQEEIEwa7SRlb+6m02Hqv3+T4nG6X63iPILdouJbKFEEIIX0kQJIQY1775+E5++uL+cA9jkBd2VaA1HKxq9vk+5WYQNJI1QUY6nARBQgghhC9s4R6AEEKMVGN7Fy/sqmBedkK4h9KP1ppX91QCUNbQ4fP9KsxGqRMS/Z8JkupwQgghhO9kJkgIMW6tO1SD06Wpa+sK91D62VXWRIW5vqesod3n+1U0dpAeH0mkzer3c0bbbTITJIQQQvhIgiAhxLj1xr5qABrGWBD06p5KIqyKJZOSKa33YyaoaWQ9gsCYCepyuuhxukZ0fyGEEOJ0IkGQEGJccnQ7efdwLTaLoq3LiWOMFAXQWvPK3krOmpbG3OwEv2aCyhs7yBlBUQQwgiBAegUJIYQQPpAgSAgxLn149ATtXU4unJ0JQP0YmQ3aV9FMaX0Hl8/LIjc5mmZHD00d3cPeT2tNZaOD7MSRzQRFRRhBkKTECSGEEMOTIEgIMS69ub+auEgbV5yRBQQvCDpS08qBSt8rvL2ypxKrRXHRnEzykmMA39YFNbZ309HtHFU6HEgQJIQQQvhCgiAhxLjjcmne3F/DuTPTeyupBToI0lrz6KYSLr/zfW5/ZJvP93llTyVnTk0lOdZObm8QNPy6oPLeHkGjC4KkQpwQQggxPCmRLYQYd3aUNnKitZOL52SSEmsHAhsEdXQ5+b9n9/DMjnLio2wcr2/H0e3sTTnzpqxVU1zXwW2rpwKQm2wENKX1w88EVYyiRxAY1eEAOrp7RnR/IYQQ4nQiM0FCiHHnjf1VRFgV583KICXGCIICVSb7WG0rV/9tPc/uLOcbF07nZ2vnoTWU1A0fyGyp6sGi4OK5xjqlpJgI4iJtPs0EVfTOBI2yMILMBAkhhBDDkpkgIcS48+b+alZOSSUhKgKXS2O1KOrbOkf9uDuON3DTvzdjsyoe+Mxyzp2Rzt7yJsAIjmZOiPd6X601W6p6WDkllbS4SACUUuQmR/sWBDU5iLRZeme2/BUdIUGQEEII4SuZCRJCjCtHalo5VtvGxXOM2RaLRZEcExGQdLint5cB8PLXzuHcGekA5KfFAnDsRNuQ9y2saaWyTXPZ/Kx+240gaPhZJKM8djRKqZEMXQojCCGEEH6QIEgIMa68ud9okHqhGQQBpMTaAxIEHaxsYU5WQr91OXGRNjITIjlWO3QQ9MqeShRwydzMfttzk2Moa+hAaz3k/SsaR94oFSBa0uGEEEIIn0kQJIQYV97YX8UZuYlk9emnE4ggyOXSHKxqYVbW4JS3KWlxFJ1oHfL+r+6pYkayhYz4/mt6cpOjae0cvleQEQSNbD0QQEyEuzCCBEFCCCHEcCQIEkKMGzXNDnaWNnLR7P6zLSmx9lEXRihr6KC1s4fZWQmDbpucHjtkOlxNi4ND1S0szBi8zDIvxSiTXVrvfV1QV4+LmpbOgMwEdXRJdTghhBBiOBIECSHGjbcO1KA1XDx3Qr/tgZgJ2m82RPUUBE1Ji6WxvZsGL8+xr8K47+TEwW+p7jLZQ60Lqm52oPXIewQB2G0WbBY1rtLh7l9fxLpDNeEehhBCiNOQBEFCiHGhs8fJve8fY1pGHDMy4/rdlhIbSVNHNz1O14gf/0BlM0rBzEwP6XDp7uIInlPi9ptB0MR4T0HQ8A1Ty0fZI8gt2m4dV0HQP949yqMbS8I9DCGEEKchCYKEEOPCve8XcexEGz+4YvagCmqpsXa0hsZh1t0M5WBVM5NTY3vTyvqakmYEXUe9FEfYV9HExJQYYiIGV3ZLjI4gIcpG6RAzQe4eQVmJI18TBEaFuPFUHa7F0UN5oyPcwxBCCHEakiBICDHmlTd28Jd3Crl07gTWzMwYdHuy2VtnNClxBypbPKbCgZHSFmFVFHlZF7Svopm52Z7va9w/ZsiZoJONUkc3ExRjt9E+TgojOF2a9i4n5T6UDxdCCCECTYIgIcSY99MX96FQ/PDKOR5vTzWDoLrWkQVBLY5ujte3M9tDZTgAm9XCxJQYjtUOTodrdnRTUtfOvJxEr48/XK+g8kYHqbF2oiIGz0L5IyrCOm4KI7Q6jHE2O3pocYx8Bk8IIYQYCQmChBBj2rpDNby+r5qvXjDN65qZFDMIamgfWRB0qKoF8FwUwW1KepzHmSD3eqA5Q8wE5aXEUFrvvVfQaHsEucXYreOmRHZL58nAp0JS4oQQQoSYBEFCiDHL0e3kxy/sY0p6LJ87e4rX/XpngkaYDnfArAw3a6ggKC2W4rp2nK7+gYy7MtzQ6XDRdHQ7vabrjbZHkFvMOCqM0OI4OWNV3igpcUIIIUJLgiAhxJj1z3ePUVLXzk+vmofd5v3tqndN0AjT4Q5UtZAQZSN7iMIEU9Jj6epxUT5gbc++iibS4yMHNUntK2+ICnFa64DNBEVHjJ/CCK2dfYMgmQkSQggRWhIECSHGFJdLc6y2lWe2l3F3wRGuOCOLs6enDXmfCKuF+Cgb9W2dI3rOA5XNzM5KGFR1rq8p6UaFuIFlsvcPUxQBIDfFCHA8VYhrdvTQ1uUcdXlsGG8zQSfT4QYGlkIIIUSwDW5vLoQQIebodnLX24VsP97AvvJmWsxZgoz4SH5wxWyfHiM11k59u/8L7F0uzaGqFq5bmjfkfpPTzF5BtW2smXly3IU1rVw4O3PI+w7VKyhQleEAou22cRQEGb9jizr5MxBCCCFCxecgSCllBbYC5VrrjyilJgOPAanANuAmrXWXUioSeAhYAtQB12uti83H+B5wK+AEvqa1ft3cfilwJ2AF7tVa/zpAr08IMQ5sOFbH3QVHmZOVwNWLcpifk8i8nESmZ8YRYfVtwjol1j6imaCS+nbau5zMGWI9EBhBVkKUrV9xhENVLThdetiZoLhIG8kxEZTWD54JCmQQZPQJGh/V4dxB0OS02N5msUIIIUSo+DMT9HXgAOD+tP8N8Cet9WNKqX9gBDd/N/9v0FpPU0rdYO53vVJqDnADMBfIBt5SSs0wH+tvwEVAGbBFKfWC1nr/KF+bEGKcKDEDiwc/u5z0+MgRPUZKbOSQZai9OVkUwXN5bDelFJPT4/qlw50siuC9PLabt15BJ4OgABVG6HaitR4ytW8scK8JmjUhgW0lDWEejRBCiNONT5dYlVK5wBXAveb3CjgfeMrc5UHgavPrteb3mLdfYO6/FnhMa92ptS4CjgDLzX9HtNbHtNZdGLNLa0f5uoQQ40hJfTsxditpcfYRP0ZKbMSImqUerGzGomBG5tBBEMDUtFiKak/OBO2raCI+ykZeyvCzON56BRXWtGK3WUiLHVnw11dUhBWtobPHNerHCrYWRzdWi2JqRhzVLQ66nWN/zEIIIU4dvhZG+DPwv4D7UyoVaNRau/MuyoAc8+scoBTAvL3J3L93+4D7eNsuhDhNlNS1MzElZlSzFymxkTS0d3ntxePN/soWpqTH+dSodEp6LBVNDtrNlLN9Fc3MGaagglteijET1Hd8je1dPL2tjIvnZGKxjH7mJsZuvIbxUCGu1dFDXKSN3KRotIaqJqkQJ4QQInSGTYdTSn0EqNFab1NKrQn6iIYey23AbQDp6ekUFBSEczhiHGttbZXjZww5UNpOdpxlVL+Thqpuup2aV98qICbC94BiR1E705J8e+72GiP4efK1d8mNs7CvvJ3z82y99x3quGqv7aazx8Xzb6wjKdK4/vTckS7aupysiG8MyPF4vMwoDPHOex+QGj22i38WlnQSgZPaksMAvFywgVkpwweipzJ5XxLBIMeVCLRT5ZjyZU3QWcBVSqnLgSiMNUF3AklKKZs525MLlJv7lwN5QJlSygYkYhRIcG9363sfb9v70VrfA9wDMHPmTL1mzRofhi/EYAUFBcjxMza4XJq6t17jyiWTWLPGt0pwntTFl/H4oV3MWbScfLOS23CaOrqpe+0NPrtgGmvWTBt2/8zKZu7e+T6p+bPJy4yn+433uGTFXNYszgWGPq70wRoeObCFibMXsXhiMi2Obr7+7jounpPJTVcu9fl1DqV5VwX3793BgiXLmJYxfHpfOD16fCtprnYuX7OE320tIH3STNYsyQ33sMJK3pdEMMhxJQLtVDmmhr1UqLX+ntY6V2udj1HY4B2t9Y3AOuDj5m43A8+bX79gfo95+zvayP94AbhBKRVpVpabDmwGtgDTlVKTlVJ28zleCMirE0KMeVXNDrp6XExMiRnV46SYDVPr/FgXdNAsijBcZTi3/NSTZbL3VTQBvhVFAGNNENBbIe6Rjcdp6ujmK+cPH3z5KsZM6RsPZbJbHN0kREWQZTaolQpxQgghQmk0fYK+CzymlPo5sAP4t7n938DDSqkjQD1GUIPWep9S6glgP9ADfFlr7QRQSn0FeB2jRPZ9Wut9oxiXEGIcKakzgoJJqYEJgvwpjnCwqgWA2T4GQdF2KzlJ0RSdaKO5o5tIm4Wp6b7NOuWYQVBZQwcdXU7uff8Yq2ekc0Zuks/jHU58lPGW3twx9stkt3b2kBEfRVSElbS4SOkVJIQQIqT8CoK01gVAgfn1MYzKbgP3cQDXern/L4BfeNj+CvCKP2MRQpwajtcb1dYmpfgWTHjjDoIa/AiCDlQ2kxwTQWaC75XZpqTHcqy2laomG7MmxGPzsY9RjN1GWpydsoYO/rv5OHVtXXw1gLNAABPMWZWq5rFfZKDF0cPUdOMjKCc5WmaChBBChNTYXjkrhDjlldS1Y7OoUffJSY3zPx3uQGUzs32s7uY2OS22Nx1ujo+pcG45yTEcrW3ln+8dZcXkFJblp/h1/+FkJhg/w8pxEFC4q8MB5CRFSRAkhBAipCQIEkKEVUl9OznJ0T7PqHgTY7cRFWGhvq3Tp/2dLs2h6hZmTfAtFc5tSlosLZ09NDt6mJfj331zk6PZXFRPdXMnXz1/ul/39UVUhJXUWDuV42QmKD4qAoCcpGgqGjv8Lm8uhBBCjJQEQUKIsDpu9ggKhJQYu88zQUUn2nB0u5id5V8Vtcnpcb1f+1oUwS0v2XidC/OSOGtaql/39dWExKgxPxPU2eOky+nqXcOUkxSNo9s1oma3QgghxEhIECSECKuSurbeqmujlRJn93lN0LM7ygD8LkwwxSy/bbUoZk3wL4ByF3/46vnTRtUYdihZiVFUjvHGoy0Oo3CDOwjKTjKKRkhKnBBCiFAZTXU4IYQYlcb2LpodPaOuDOeWEhvp02zCrtJG/vHuMT62OJeZfgYyOUnR2G0W8lNjiIrwr7nnVQuySY21c/6sDL/u54+sxGi2ljQE7fEDodUMgnrXBJmV88obOgJaLU8IIYTwRoIgIUTYuMtjByodLjXWzrHa1iH3cXQ7+faTu0iPi+T/XTnH7+ewWBQrp6QyMzNu+J0HiI20cfHcCX7fzx8TEqNobO+mo8tJtN2/IC1UTs4EnVwTBDITJIQQInQkCBJChE1JvbtHUGDS4ZJj7MPOBP3hjUMcqWnloc8uJzE6YkTP89BnB3UHGDPczUcrmzqYku5/oBYKLZ3dwMmZoMToCGLtVgmChBBChIwEQUKIsDleZ/QICthMUJyd9i4njm6nx1S1LcX13PtBEZ9cMZHVM9ID8pxjTVaiMatS1eTwKwj605uHeWN/db9tFgXfuWQm580MbPrewDVBSimyzQpxQgghRChIYQQhRNiU1LWTER8ZsLQtd8NUT7NB7V09fOfJXeQmR/P9y2cH5PnGIvdMUIWfxREe3XScts4ecpOje/+V1LXz3I7ygI9xYBAE0jBVCCFEaMlMkBAibErq2wNWFAH6B0HuimNuv371ICV17Tx228reNKxT0QQzCKpq8j2gaGjr4kRrJ9+/fBa3rZ7au/1zD25lX0VzwMfY6jDS4dxrgsBYF7S7rCngzyWEEEJ4IjNBQoiwMXoEBWY9EJwMggb2Cio60cZDG0q45cx8Vk4JTn+esSIqwkpKrN2vmaDCGqOYxPSM/pXy5mYncKy2lY4uZ0DH2DKgOhwYZbLr27po7+oJ6HMJIYQQnkgQJIQIC0e3k6pmR5Bmgjr7bX99XxUAn189JWDPNZZNSIiiyq8gqAWA6QMq3s3JTsCl4UBVYGeDWjt7iLRZsNtOfgTlmmWyZV2QEEKIUJAgSAgxrL3lTVz7jw8pNau5BUJpb2W4wAVBqb1BUHe/7W/ur2ZudkJvKeZTXXaSfw1TC6tbibFbyU7s//OZm50AwP5hUuJ6nC6/xtfs6Om3Hgj6Nkwd241ehRBCnBokCBJCDOvZHeVsKW7g9ke24egOTGpUcYB7BAEkREVgtah+M0G1LZ1sP97ARXMyA/Y8Y92ExCgq/VgTVFjTwvSMOCwW1W97TlI0idERQ64L+vDoCeb9+HWO1Azdn6mv1s6efuuB3M8FRsNUIYQQItgkCBJCDOu9w7XkJEWzr6KZ7z+zB631qB+zxCyPHageQWA0Mh3YK2jdwRq05rQKgrISo3sbpvqisLqVaQPWA4FRunpudgL7K7wXLHhzfzWObhcPfljs8/haHN2DilNkJkRhtShJhxNCCBESEgQJIYZU0dhBYU0rnzkrn29cOJ1ndpTz8MaSUT/u8fp24iNtJMeMrGGpNymxEdS1ngyC3thfTU5SNHOyEgL6PGOZu0x2VfPwqWVN7d3UtHQOWg/kNicrgYNVLV5T3jYdqwfgme1ltDi6Pe4zUKuHdDirRTEhIUrKZAshhAgJCYKEOM3d90ERhdUtXm9/73AtAKtnpPO186dzwawMfvrifrYW14/qeUvq2pmYGoNSavid/ZASa6eh3QiCOrqcfHCklgtnZwT8ecYyd5nsSh8CCndRhBlegqC5OQl09rg4Wts26Lam9m4OVDVz4ewM2rqcPLPdt55CLY4ej2XKpVeQEEKIUJEgSIjTWHljBz99aT+/ff2Q133ePVxLVmJU75qRP16/kNzkaL746HaqfZhp8OZ4gHsEuaXGRvaWyH6/sBZHt4uL5kwI+POMZe4CB74URzhc7bk8ttvc7EQA9nlIidtSXI/W8LlzprAgL4kHNxT7lCrpaU0QGOuCZE2QEEKIUJAgSIjT2IajdYCxbqZ+QG8dMKp+fXDkBKunp/fOpCRGR/DPm5bS1tnD1/67Y0TP63RpyhoC2yPILSX25JqgN/dXEx9lY8WUlIA/z1jWOxPkQ3GEwpoWoiOsXivnTUmLJdJm8VghblNRHXabhYV5Sdy8ahLHattYf6Ru2OdsdnQPSocDIwiqanb4XW1OCCGE8JcEQUKcxjYcrSPSZqHHpXlh5+BUpl1ljbQ4elg9I73f9pkT4vncOVPYVFQ/ouaWFY0ddDt1UGaCkmPtNLZ309Xj4p2DNZw3M4MI6+n1VhcVYSU5JsKnmaAjNa1M81AZzs1mtTArK8FjhbhNRfUszEsiKsLK5fOzSIm189CG4iGfT2ttzgQNDoKyk6JxujQ1LZ0e7imEEEIEzul1ZiCE6KW1ZuOxOi6YncGcrASe9rCe491DtVgUnD0tbdBtU9ONWZyRVPM67u4RFMDy2G7uXkHvHKyhrq2LC0+jqnB9ZSVG+9Qw9XB1i9eiCG5zshLYV9HUL9Wt2dHN3vImVk42ZtmiIqzcsCyPtw5UU9bgvZ9UW5cTrfG6JgiQdUFCCCGCToIgIU5Tx+vbKW/sYNWUVK5ZnMOe8iYODyiQ8G7hCRbmJZHooYKbO32qdARrOErMHkGT0oKTDgfwxNZSIqyKNTPTh7nHqSkrMYqKYYKgpo5uqps7va4HcpubnUCzo4eyPr/rbcUNuDSsnJLau+3GlZMAeHTTca+P1eowZg69rQmCkQXWQgghhD8kCBLiNOVeD7RqaiprF+ZgtSie3l7We3tDWxe7yxo5d0aGx/vnJhuzOGUjCYLq27BbLUxIiBrByIfmngkqOFTDyimpJHg42T4dTEiMomqYNUFHzMpw0zOGngmam22UF++bErexqI4Iq2LRxOTebTlJ0Vw4O5PHt5R6barrLqMd52VNkNWiBgXjQgghRKBJECTEaWrDsTrS4yOZmh5Henwka2ak89yOcpwuI+Xp/SMn0BpWzxicCgeQER9JhFWNqJrX8bp2clOME95AS4kzgiDXadYgdaDspGgahmmYWmhWhpuROfRM0KwJCVgU/ZqmbjpWz4LcJKLt1n773nxmPvVtXby8u9LjY7V0umeCBgdB0XYri/KSeL/wxJDjEUIIIUZLgiAhTkNaazYcrWPVlNTeqm/XLM6lurmT9UeME9D3DteSFBPBGblJHh/DYlFkJ0UPuf7Dm5K69qCsBwJIibH3fn3h7NM3CHLPsg3VMLWwppWoCAu5yZ4rw7lF261MTY9jf6UxE9TW2cOe8iaPVffOnJrK1PRYrwUSWtzpcB7WBAGsmZnO7rImTrRKcQQhhBDBI0GQEGNYe1cPtz6wxWOPltE4WttGTUsnq6aeXM9xwewMEqJsPL29DK017x2u5expaUPO1uSOoLml1trsERT49UBgVIcDmJeTQLaXss+ng6yk4ctkH65uGbIyXF9zsk9WiNtW0oDTpVkxOXXQfkoprlqQw66yJo+VA4daEwT0pl++X1g77JiEEGKsaO3s4f71RbR1+l8xNZDWHarhsw9sCfs4xgMJgoQYwwoO1fL2wRpe3VMV0MfdcMxcD9RnUXtUhJUrF2Tz+r4qtpY0UNPSOag09kA5SdF+rwkqre+gtbOHKenBCYIirBbOmZ7Gp1ZMCsrjjxdZ7oapjd5ngo7UtA5bFMFtbnYClU0O6tu62FRUh9WiWDIp2eO+E1O9N2sdak2Q+3nS4uy8e0iCICG8+fDoCf73qV0+NScWofHLVw7wkxf38/eCo2Ebg9aa37x6kHcO1vC7IZqgh8L7hbWsO1gT1jEMR4IgIcawN/YZwY87DSlQNh6tIzsxalCfno8tycXR7eKHz+0FYPX0oYOg3OQYals6vS6C9+TVvcZakfNmei64EAgP37qCG5ZPDNrjjwfDpcM1O7qpbHIMWx7bbW52IgD7KprYdKye+TmJxHpJaXMHYJ6qvLUOsSYIjDTL1dPTea/wBC6XnOAJ4cnLuyt5YmsZe8sD+9kgRmbjsTr+s+k48VE27ltfFLZ03s1F9RysamFKWiwPbihma3F9WMZxrLaVzz+0ldse3sre8sBmsgSSBEFCjFHdThdvm1dRApkO53IZ/YFWTj25HshtUV4Sk9NiOVjVwqwJ8UxIHLp620hKGr+yt4ozchPJC9KaIGGItrsbpnr+3RypMYoi+DoTNCfLqBC3tbiBXWWNHtcDuWUPMQvVbKbDxdo9B0EA585Mp76tiz1j+MNTiHBy91p7Y39gswT8VdfaSd1pvn7P0e3ke8/sYWJKDP/9/Eoc3U7uXhee2aAHNxSTFBPBE7evIjsxmu8+vduvi5SB4HRpvv3kLiJtVpJj7Hzj8Z0hH0NfQ81GSRAkxBi16Vg9LY4elk9Oobq5M2BXlg7XtFDX1tUvFc5NKcXHFucADJsKB/QuqPd1XVBZQzu7Shu5bF6WHyMWIzUhMdprOlyhWYZ6ho8zQcmxdrITo3h8SyndTs1KD+uB3DITI1HK83HR6ughLtI25Fqzc6ano5SRDiqEGMzda+2NfdVhG4PWmpv+vZnr/rmBbqcrbOMItzvfLqToRBu/umY+83IS+djiXB7ZVDLkesxgqGzq4PV91Vy/NI+0uEh+dc18jta28Zd3CkM6jnveO8aO4438dO1cfn/tAo7UtPLrVw+GdAxuLY5uvvDwNq+3SxAkxBj1xv4qoiIs3H7uFAD2VwQm7aFvfyBPrl2ax6wJ8axdmD3sY+WYQZCv64Je22tctbx8/gSf9hejk5UY5XFdDhjlsSNtlt5+T76Yk51IVbMDi4Kl+Z7XAwFE2qykxUV6PAlocXQT5yWNzi0l1s4ZuUm8e3hs55MLEQ7dThfljR2kxNo5VN1C8Ym2sIxjc1E9+yubOVrbxn83e2+QfCrbW97EPe8d49oluZw1zWgn8bULpqO15q63j4R0LI9uPI5Laz5lNq1ePSOdjy/J5R/vHgt4cSVvDlW18Kc3D3Pp3AlctSCb1TPSueXMfB74sJh3D4f+ota7h2vpGiJAlyBIiDFIa80b+6pZPT2dxWYzykCtC9pwtI6JKTFeT34zE6J47Rure9eADGVCQhRWi/K5TPYreyqZm50QtMpwoj8jCPIcoBbWtDI1Pc6vXk3upqnzchK9Vndzy06K9hiAtXb2eF0P1Ne5M9LZWdpIY3uXz+MT4nRQ0diB06W5yTzZDVdK3EMbS0iIsrEsP5k/v1VIs1n05HTR43RxxzO7SY6x84Mr5vRuz0uJ4ZPLJ/Lk1lJK6kIToHb2OPnv5uNcMCuzX6r5D66YTXKMnf99avews3XbShq44q73eW2v5x5vw+l2uvj2kzuJj7Lx84/O6023v+OyWUzPiOM7T+6ivi207+dv7KvubaDuiQRBQoxBe8qbqGp2cPHcCSTF2MlJiu4tTzwaTnM9kKdUuJGwWS1kJUb51DC1orGD7ccbuXy+pMKFSlZiFA3t3R7zsQurW3xOhXNzB0ErJntfD+SWnRjlMR2uxdHjtTJcX2tmpuPSSONUIQZwp8KdOTWVOVkJYUmJq2l28PreKq5bmsePrpxLQ3tX2NbBaK3527oj7CptDOnz3vtBEXvLm/np2rkkxvS/KPTl86dhsyr+/NbQqWiVTR08vKGYW+7fzD/eHfnP7+XdldS1dXHLmfn9tifF2Pn51XPZV9HMH9447DEQcrk097x3lOv/uYF9Fc3c9faREVUdvHvdUfaWN/OLj84jLS6yd3tUhJU/37CQxvYuvv/MnpBVNOzqcbHuYM2Q/QIlCBJiDHpjXzUWBRfMMiqoGT1aRj+dfaCymWZHj9dUuJHwtUy2OxXusnmSChcqE8wCBVUDZmRaHN1UNDmYnulbUQS3pfkpTE6L5TIfAtnsJGM90sAPvJbOnmFnkQAW5CaRFBMRlhQKIcYyd1GEiakxXDw3k23HG6htCW1xgv9sPk6Py0i9mpeTyEcX5XDf+qIRNc8erXWHjHLQn31gS8jW4XR0OfnzW4e5aE6mx8+0jPgobj4zn+d2lnPYXH8JxozN9uMN3PV2IVf+5QNW/eodfvj8PjYdq+cvbxd67K3miwc/LGZKeixnTRv82X7pvCzWLszmH+8e5ZzfrOPvBUdpajdm7Rrauvj8Q1v55SsHuWhOJv976Uz2Vzb7XZRmb3kTf3mnkLULs7nUw5rfudmJfOfimby2r4q/vnMEZwgqf244VkdLZw+XzJMgSIhx5Y39VSyfnNLb+HNudgJFJ9pG/AbpNtx6oJHITY7xqTDCq3srmTUhninp/s0+iJHLNqv7VQw4MThZGc6/30VKrJ1131nTm6I5lKzEKDq6nTR19E+RaXF0Ez/MmiAAq0VxzvR03j1cO6hUdoujO2ylX4UIt+P17dhtFjLjo7h4zgS0hrcOhG42qNvp4j+bjnPujHTy04zU5u9cPBMFIe9No7Xmz28VMiEhis4eF198ZDudPcGvRFbe2IGj28VHzsgaVGXV7fbVU4mz2/jBc3v58Qv7WPu39cz70etcc/eH/Omtw9isiu9eOou3vnUuD352OW1dzt6Lhf7YWdrIrrImbl6V73Usf7puIfffsoypGbH85rWDrPzV23zvmT1ccdf7vF94gp9cNZe7b1zMp1ZOIjrC6vcarye3lmK3WfjJVXO97vO5c6Zw2bwJ/OHNw3zs7x9ysCq45d1f31dFjN3KmVPTvO4jQZAQY0zxiTYOV7dy8ZyTV5fmZCWgNRyobBninsPbcKyOKWmxZCYMXfraHznJ0VQ1O+jq8Z5vXN3sYGtJA1dIKlxIuUucD5wJKnQHQX7OBPkjO8lz5cBWh29rgsBYF1Tb0smBPh+Wx+va+ejdH/Lxf2xgx/GGwA1YiHGipK6NiSkxWCyK2Vnx5KVE9/aUC4U39lVT09LJzWeebEidnRTN58+ZwvM7K9gZwrS0dYdq2F3WxDcvms7vPn4GO0sb+flLB4L+vDVm/7WMeO+fpcmxdm5bPYXNRfU8sbWUKJuFW8+ewj8+tYTN37+QZ790Fl9cM5VpGXEsy09mYkoMT28v83ssD35YTFykjY8tyfW6j8WiOG9WBo9+biWvfO0cLp+fxVPbSrFaFU99cRU3n2kEUAlREXzkjCxe2FnR29PNFxVNDiamxJAU4339jdWiuPvGxdx5w0KO17fzkbs+4A9vHApK+WyXS/Pm/mrWzEwnKsLqdT8JgoQYY97cb1zRu2jOySncuTlGkYLRFEfQWrOtpIHlPqzn8EducjRaDz7R7uu1vVVojU9pVCJw3E1LBxYo2FXaiN1mYWIQezW5g6CBJbpbzBLZvlg9w7iC5y6VvbW4nqvvXk9tSycxdiuPbDw9K1KJ01tJXTuTzL9dpRQXz5nA+iN1fp20jsaDG4rJS4nm3Bn9G17fvmYqaXF2fvnygZCs+9Bac+dbheQmR3PN4lwum5/FF1ZP4eGNJTwzgmDCH+4m1JkJkUPu9+XzpvHOt89l948u5vEvrOKOy2Zx6bwJpMf3v5/RniKXD4/W+dxyAuBEaycv767kY4tzfH5fnZOdwB+uW8D2H17EO99ewxm5Sf1uv2H5RNq6nLy4q8LncVQ1OYbtKwjG61y7MIe3vnUuVy3I5i/vHOHyu94PeOC8s6yR2pZOLpk7dPq9BEFCjDFv7K9iTlZCvwov2YlRJEZHsH8U64KKTrTR1NHNwrykAIzypNwkd5ls77ngL++pZEZmHNP8TL8SoxNtt5I0oGHqQxuKeXTTcS6fN8GvynD+8pSK1+N00dHt9GlNEBhXWedmJ/Du4Vqe21HOJ/+1iYQoG89+6Uw+uiiHl3ZXSPU4EXYtjm5e21sVknUOWmuO17f3+3y4eE4mXU4X74agr9bBqmY2F9XzqRWTBr1/xEXa+OZFM9hcXM+Lu0dWYcwfBYdq2VXWxFfOm0aE1Tid/Z9LZrJySgrff3ZPwNpKeFLdbKzBGi6rwmJRTEmPw2Yd/nT7msU5aA3P+hHAfXi0ji6ni48vyfP5Pm7xURG9P7e+Fk9MYmZmPI/5kRJX1exggh8ZJimxdv54/UIe+uxyOrtdXPuPD3lgfVHAgufX91VhsyjWzMwYcj/fwkYhREicaO1ka0kDXzt/er/tSinmZieM6k19V1kjAAsnJo1ihIO5S217K45Q0+JgS3E9X79gusfbRXBNSIjqnaW7f30RP3lxPxfNyeS3H18Q1OdNi4skwqqo6DMT5L5S7Ut1OLdzZ6Tz93ePsrmonhWTU/jHp5aQHGvnxhWTeHTTcZ7aVsbnzpkS8PEL4au/rTvKP949yqKJSfzu4wuCerGnrq2L9i4nk1JPBkFL81NIibXz+r4qrjgjuLPtD28oIdJm4bqlnk+6r1+ax+NbSvn2EzuxWVTQqoEaa4EO984CudmsFv7yicV85C/vc/sj2/joohx6XC66nZpup4vOHhfNHd00dXT3/p+dFM3Dt67w66JQdbOD+EgbsT7OvvgiLyWGlVNSeHp7OV8+b5rX9T19VZizRvlpgZvVV0pxw/I8fvLifvaWNzEvZ+h2Gd1OFydaO32aCRpo9Yx0Xv7a2Xz7iV38+MX9bClu4Ncfm+/zhTJP3C1GVk1NJTF66McZNjRVSuUppdYppfYrpfYppb5ubk9RSr2plCo0/082tyul1F1KqSNKqd1KqcV9Hutmc/9CpdTNfbYvUUrtMe9zl/LlNy/EKejtA9VoDRfPHVzNZE5WAgerWugZYWfunccbibFbmZ4R2HUgExKjsCgo8zKF//o+4zVJaezwyE6KpqLRwb3vH+MnL+7nkrmZ/O2Ti7HbgpsIYLEoJgzoU9TiMIIgX9cEAb3pDNcuyeXhW1f0FguZk53A4olJ/GfT8ZCVXBXCkzf3VzE5LZaiE21cftf7/Ou9Y0GbFXKXx+4bBFktigtnZ7DuYM2QazNHq9nRzbM7yrlyQXbv3+FANquFh29dwYLcJL78n+38Z1NwUlb7zgINfC9Lj4/k7huX0NTRzZ1vF/KPd4/x0IZintpaxut7q9hXYVRJTYyxk5cSw4dH6/wuLFHd7CBzBCf9w/nY4lyKTrSx3cf1jpWNHcRH2UYVNHjy0UU5RNosPLZl+N9fTUsnWuPXTFBfSTF2/vXppdxx2Sxe21fFlX/5YFQXfI/UtFJ0oo2Lh0mFA99mgnqAb2uttyul4oFtSqk3gVuAt7XWv1ZK3QHcAXwXuAyYbv5bAfwdWKGUSgF+BCwFtPk4L2itG8x9Pg9sAl4BLgVe9eM1C3FKeGNfNTlJ0czJShh029ycBDp7XBw70caMESxo31nWxPycxICnQNltFjITorymw726p5Kp6bF+VyITgTEhMYqCQzX8/OVmLp8/gTtvWOQxBSIYshKje69UQp8gyI+rpwvyktjyfxeSGmsfdGX0Uysn8a0ndvHh0brebu1ChNKx2laO1rbxk6vmctn8Cfzfs3v5xSsHeG1fFb+/dgGT0wLbGPp4vdF8c2JK/8e9eM4EnthaxsZjdayekR7Q53R7bkc57V1OPr1q0pD7JUZH8PCtK/jSo9v4/rN7aGjv4ktrpvo0s+ELb7NAfS2ZlMyOH14EGBdkvOlxulj923U8sL542PUjfVU3O4ZdDzQSl8/P4kcv7OOpbWUsmTT8+t3yRgfZ5trPQEqKsXPF/Cye31HB9y+fTYzd+3t2lXmhayQzQW4Wi+L2c6eyKC+Jr/53B1ffvZ6PLc7h5jPzmTVh8PnQUN5wr6seoj9Q7/MOt4PWulJrvd38ugU4AOQAa4EHzd0eBK42v14LPKQNG4EkpVQWcAnwpta63gx83gQuNW9L0Fpv1MblvIf6PJYQp40XdlXwzqEaryU352QZU9Ij6RfU2ePkQEVzwFPh3HKToz02TG12dLOpqJ5L5k4I2Aeg8E92YhQuDVeckRXSAAiMHlKe0uH8vWqZFhfp8fi5fH4WyTERPLKxZHQDFWKE3j5QA8AFszPIiI/inpuW8KfrF1BY3cIXHt4a8OcrqWtHKeM9t6+zp6cRHWHlia2lNDu6vdx7dLaVNJCTFD1oIb0n0XYr93x6KWsXZvO71w/xs5cO8Pq+Ku56u5AvPbqN8/9QwIKfvMGhKv8rng41C9SXxaKGDIDAmLm6aVU+G47V+VWyubq5k8whKsONVGykjUvnTeClXZU+VU2rbOogKynw4wCjQEJLZw8vDbO+y114JysAwdiKKam88vVzuGZRDs9sL+fSP7/P9f/cwKt7Kn3OgnljXxUL85J8Csr8SmZUSuUDizBmbDK11u6fTBXgDrlygNI+dysztw21vczDdk/PfxtwG0B6ejoFBQX+DF+IXq2trWPq+Nld28Od2zuZnmRhSWQVBQWDp+adLo3NAq9v2kdy0xG/Hv9oo5MupwtbU7nHxx4tW6eDww2uQT/TLVU9OF2apI5yCgpCV8I1XMbacQWQ3eXixll2zp/QxPr33wvpc3c3dVHV1M0769ZhUYqdNUYQdHjfLnrKvZct9ceKDGMR7LOvvUNy1Piu9TMWjx8xtKc2dZAXb+HIrs2435WTgXOzFS8XtfL2O+sCOvu+eX8nyZGKjevfH3TbskzFS7sreXVPJdOSLMxPszI/3UqK6gjIcbWvuIMEC3491tpMTetEG/etL+K+9UUoID1GkRdvoaLLyQ8fW8+XFvp3Ev/bzR2kRinSWo9SUHDMvxfhQV6Xxm6BXz21gc/MG352x6U1VU0ddDbWBOXvdZrVyTOdPfz5yXWszB76NP14bRvpVltQxqG1JitW8c8395LRerTfbX3fq9YXG0H3kT1bqTwYmGP90lQ4e3UU75V383ZJA198tJ68eAs/WhWFbYi/p3qHi11lHXx8RoRPPxOfgyClVBzwNPANrXVz36tyWmutlAp6UrbW+h7gHoCZM2fqNWvWBPspxSmqoKCAsXL8bCup5+63NzFzQgKPfWElCUNcJZ+z/wOarTbWrFnp13MUry8C9vOpy84KyNWagbZ2HmLzu0c5+5zV/argvPb0buKjKvnsVef5VB1nvBtLx1Vf14TpecuiSnjp2F7mLF7FhMQomnaWw/adnHvWCqYGqGnupHltvPb7Akoj8vjomvFdfGOsHj/Cs/q2Lgpff5OvnDeNNWtm9rutMuY4Lx7bw6zFK8lJCtx77l8PfMj0LMWaNasG3Xb2OS62H2+k4FAN7x6u5anCZp4q7ObyyXbu/sKaUT/3dz98i3OmprNmjX9FVc5bo9lUVE+kzcKMzPjeYgK/ee0g/3j3KLlzlvpVTOKb773B5QuyuPD8+X6NYyjrW3fz7I5y/vyZM72ud3Kra+3E+fpbLJs3nTVnTQ7YGNxWuzSPFq5jvyOOO9Ys97pfR5eTltdeY+nsKawJ0nvfrbZj/PzlA2TPXtIvDb/ve9UHL+0nOuI4l1+4JuAZHx/BuAD8l3cK+fNbhUyZv2zIhusPbSgG9nH7R8706Zjy6axEKRWBEQA9qrV+xtxcbaayYf5fY24vB/qWDck1tw21PdfDdiFOGTuON/CrVw/wQeGJfgtXD1Y185n7t5CVGM1Dty4fMgACjApxlc1+LwTfWdpIRnzkiBcuDicnORqnS/f2TgDjKlLBoVrOmZ52WgRAYrDspP5lsptHsCZoOJPTYjlnehr/3Xx8xEVDhBiJdQdrcGm4cM7gtQe9zYK9VM0cqZL69n5FEfqyWS0sn5zC/146i5e/dg6bv38BsybEU9Q0+maUnT1Oalo6B6Xh+UIpxcopqSyamNyvmtqtZ08m0mbh7gLfMxtaO3toaO/urUoaKDefmY+j28XjW0uH3dfX8tgjZbEorlmcwweFtUP233MXnckOYJA90IXmupqdxxu97lPVbPQIClbKu9WiONtc83m83nsrDjD6LE5Jj/U5qPalOpwC/g0c0Fr/sc9NLwDuCm83A8/32f5ps0rcSqDJTJt7HbhYKZVsVpK7GHjdvK1ZKbXSfK5P93ksIU4Jf1t3hH++e4xP/XsTS372Jl9+1Kia8+l/bybGbuPhW5eTFjf8NPycrAQa27upGOKN0ZNdZU0szEsK2puU+4Oxb5nsQ9UtVDU7ODdIi3TF2Of+cHYXR2h1jGxN0HBuXDGJyiYH7xysGX5ncUrQWnOgsplHNpaErEnoQG8dqCYzIZJ52YNLCOcMOPYDob2rh9qWTial+lZsISMhilkT4qntGH2iTmWjA60JaPCRFhfJJ5dP4vmdFZQOc3Lr5i7AM5JgbCizJiSwakoqD28oGfZiSrW7UWoQqsO5fWxxLi4NL+zyPicQyLU43uQkR2O1KErMghyeVDX51yNoJNyNvYcLgg5VtbB0UrLPj+vL5dmzgJuA85VSO81/lwO/Bi5SShUCF5rfg1Hd7RhwBPgX8CUArXU98DNgi/nvp+Y2zH3uNe9zFKkMJ04hTpeRCvDRRTn869NLueKMLDYX1/P9Z/fQ5XTx8K3Lff5gmWN+2PpTPrKxvYuiE20sCHCT1L7c4+971dPduG9gV3Fx+nB/OFeaxRFaHN1YLYqoiMDODF44O4PMhEgeCVI5XjE2OF2aTcfq+NlL+1n9u3Vcduf7/OC5vXzr8Z24QtCotC9Ht5N3D9dywexMj4vv3bOg5QEMgtwngH0bpQ4nLyWGeoce9Syp+wJXoIOP21ZPwaoUf3/36PA7A2X1xjj8+Rn46paz8ilv7Bi2XHZvEBTEE//8tFhyk6PZW+79s959bGUHqTACQITVQk5SNMV13oOPyibHqCrD+SI9PpJIm4XjQ4yjvauHGj8uEoAPa4K01h8A3i4fX+Bhfw182ctj3Qfc52H7VmDecGMRYjw6UNlMi6OH1TPSuGhOJhfNycTl0uytaCLZ7FPgq1kT4lHKqBB3kYcUDE92ljYCsCiIQVCW+QbYdyao4FAtsybEB/3NUYxdCVE2Yu3W3nS41s4e4qNsAZ+RtFktfHL5JP701mGO1bYOmTMuxqfOHicfuesDCmtasdssnD0tjS+vmUZtSyd/ePMwdxcc4SvnD14XobXm3x8Usa+imT9etyBgx97GY3W0dzm9vg/H2G2kxNoDGgT19gjyJwhKjsGljRPV0QQOwZqBmZAYxceX5vLU1jK+dv70YT8vSoM0DjBSv3KSorl/fTGXzvPe186d9p3uQ/bGaExOi6W4zvsMjPviUrA/YyelxngNPlwuTU1L8IMgpRQTU2KGnAly/33k+xEESaK+EF5sLqrnWG3rqB9nU5Ex4blicmrvNotFcUZukt8fSrGRNianxbLPj5mgXaVNKAXzc4fu+jwaURFWMuIjKW803oRaO3vYWlLPuTMlFe50ppQym7UaJ4Itjh7iArgeqK9PrphIhFXx4IfFQXl8EV7vHT5BYU0r/3f5bLb/8CLuu2UZNyyfyFfOn8bahdn84c3DrDvUPx3S5dL8/OUD/PzlAzy7o5wPjpwI2HjeOlBNjN3KqimpXvfJTooK6Jogd8qYtzVBnuSmRPe770iVNXRgtaigpD198dypOLXmnveGr/RW1tBBdISV1GGKF4yE1aK4+cxJbCqqHzLborq5k7Q4e9AbTuenGg14va0BrmzqIC0ukkhbYCptejMpNYYSL8FYXVsX3U7deyE0mIYPgowx+vP3IUGQEB40dXRz832b+ep/d4y6G/3GY3VMTIkJ2OLFOVkJfqXD7SxtYFp6XMDXYQyUkxzdOxP04ZETdDu1rAcSZCVF9+autzh6gnYcpsdHcuUZ2Ty1rSxofVJE+Ly8u4LE6AhuOSu/XyCtlOLX15zBrAkJfP2/O3pPhHqcLv7nqd38+4MiPr1qEmlxdh5YXxyQsWiteWt/DaunpxMV4f0ENCcpOqBrgkrq2kmIspEU43sAkGemKpd6aWbtq/LGDiYkRAWlyE1eSgxXL8zhP5tLONHaOeS+pfXt5CZHB2196/VLJxIdYR3yYkpNs4OMIPQIGig/LZYWRw/1bV0eby9v7AhqKpzbpJRYmh09NLYPHkcoUgPd8lJiKK1v93pO5k7ZkyBIjEndThcv765kw9E6qpsdow4ugunJraV0dDvZV9E8qquHLpdmc1E9K6cM3/nZV3OzEylv7PD4hjSQ1rq3KEKw5SbH9KZ+vHu4lli7laU+dLwWp7acpKjehqktju6AVoYb6DNnTaaty8kTW4av8DSU0vp2bvr3Jq9XP0VoObqdvLm/mkvnTvDY7DfabuWfn1qCUoovPLyNhrYubn9kO09vL+NbF83gJ1fN5ZPLJ/LOoZqA/E73VTRT1ezwWBWur+ykaMobOwL2WVdS385EP07wwEhVtigorR9dMFbW0B6UFDS3L503lc4eF//+oGiYcXQEdRyJMRGcPyuDD495/9x3V0MLtslpxu/aW0pcZZOD7CAWRXBzH3MlHlLiThZnCM1MUFuX02tQWFLXRlqc3a8LbRIEiZC56+1Cvvyf7XziXxtZ8cu3mfuj17n8zvf57lO7e68mjAUul+bhjSUsyEsiMyGSf/i4YNOTg1UtNHV090uFG635OUZa2w5zrc9QSus7qG/rCmpRBDf3VU+nyyiNfea0tKCnC4ixLysxmhOtnXT2OHvXBAXL/NxElk5K5qENJThHsVD+uR3lvF94gi89ut2nru0iuN49XEtbl5OPLPC+TmNiagx3fWIRh6pbWP3bdbx9sJqfrp3L1y6YjlKKG1dOwqoUD20oGfV43txfjUXBecOk++YkRdPe5aSpIzAzk8fr2piU4vt6BzDWy6VGqVHPBBnBR+CLEbhNTY/j8vlZPLyhhM4e739zZQ3tQSmK0Nf0zDjKGjq8/u1XN3eSmRDc9UBwcm1L8YnBvzutNRWNHWSFYCbIPY4SD6lo7vVRwa4OB8NXiCs+0e5XUQSQIEiEyO6yRu4uOMrahdk8fOtyfrp2LtcvyyMzIZLnd5Vz8Z/e47kd5WNidujdw7WU1LVz69mT+exZk1l/pI49ZU0jeqxNRXUArAjgTNCSScnYrRbWFw4/Q7WjtAEgRDNB0XQ7NRuO1lHe2MEaWQ8kOHmFsKrJYawJCmIQBMZs0PH69lGVy153qIbUWDv7Kpr5+cv7Azg6MRIv764kOSZiyPU3AOfOSOeOS2fR6XTx5+sX8ulV+b23ZSZEcfn8LJ7YUkrbKEtqv7m/miWTkkkdZmG8u0x2WQDWBfU4XZQ1dPg9EwSQFq1GtSaoq8dFVbMjqDMwABfPyaS1s4eiE55nPpo6uml29AR9HNMy4tAajtUOHke300VdW2dI0uHyUmKwWpTHmaDmjh7au5yhmQkyg48SD7+XqqYObBY17N9CQMaROnQQVFLX5lcqHEgQJEKgs8fJt5/YRVqcnZ+uncc509P59Kp8fnTlXO7/zHJe/fpqpqbH8o3Hd3L7I9uGzQkOtgc+LCYjPpJL507gkysmEh9pG/Fs0MZjdeQmRwf0Clq03crS/GSf0vR2lTYRabMwc0L8sPuOlvuD6dFNxpVWWQ8k4OSJYHljR9BnggAumZtJdmIU968fOq3Gm4a2LnaWNnLjykl8YfUUHtl4nBd3VQR4lMJXjm4nbx2o5tJ5WT6tR/nCuVPZ8+OLWbswZ9Btt5yVT0tnD89sLxvxeErr29lf2dzbRHIoOcmB6xVU2eSgx6X9qgznlh5joXQUgVhlUwdan3w9wTI9w/icKqz2XJDIXaEuL4gzUkBvo80jHgoj1bZ0onXwK7KBUZ46NznaY1BYEYJGqW7RdqPwkaeZoMomBxnxkVg9lIkPtN71bR7G4eh2UtHk8KsyHEgQJELgz28VUljTyq8/dgaJ0YNzNSenxfLk7Wfyvctmse5gLRf/6T3e3D90nf5gKTrRxruHa/nkionYbRbioyK4ceUkXt1bSbGXq1PeuNcDBTIVzu3s6WkcrGqhpmXoNMKdpQ3Mz0n0mEcfaO4g6M391UzLiAtq6oQYP7KSTvYKanF0ExcZ3AIdNquFm1bl8+HROg5W+V5AxO29wlpcGtbMTOc7l8xkyaRk7nh6t9er06cyl0uz7lANn3twC7c9tJWCQzUh78dTcKiG9i4nHznDeyrcQN6qZS3KS2JBbiIPfFg84tfx61cPYrdauHz+8OPJ7nMBYLTcV78njiAISotW1LZ0jji1szxIPYIGmpIei0VBYY3nIMi9rinYny35qcY4jnoYx8lCAMGf+QCYlOq5TLY7sA5FOpwxDs9lsqtDtD4KTgZjnmaCRlI5ESQIEkG2/XgD/3z3KNcvzeO8md6bZlotii+cO5WXv3Y2WYlRfPk/2wNSntqTisYODtR5/jB4aEMxEVbFJ1dM7N322bPysVks/Ov94ct39lVY00pDe3dAiyK4nTPNmGVZP8RsULfTxd6K5pCsBwLISTLefHpcmjUyCyRM7nS44ro2up066DNBADcsyyMqwjKiamDvHqolOSaCBblJRFgt/OUTi7DbLGFZH3S4uoV/vnuU9q7RpW/5q7Wzhwc/LObCP77LZ+7fwq6yJrYfb+CW+7ew5vcF/PPdo14XJ/dV1eRgw9G6UaU5v7i7ktRYOysmj/59VCnFLWflc7S2bUQFb17bW8nLeyr5+oXTfVqXkhprJ9JmCchMkHtR+kjS4dKjjVO9shGuC3Kn8wV7BiYqwsqk1FgKq1u8jCN4PYIGjiMvJcbjTFB1s5GpEop0OIDJqTEUnxhcEa3CLEiQE4KZIICJKbGU1A8OxiqbHL1NsUMzDs9lsotH0CMIJAgSps4eJ0drW/0qvTwcR7eT7zy5iwkJUfzgI7N9us/0zHju/8wyIm0WfvDc3oCuEWp2dPPrVw+y5vcF/GaLgz+8cajf47d19vDU1jIun5/V7w0uIyGKjy3J4cltZdS2+J6qt/GYsR5o5TB57CMxNzuB5JgI3h9iXdDByha6elwhWQ8ExlUad+8G6Q8k3KLMnh6HqowTm1AEQcmxdj66KIdnd5T7dLLu5nJp3j1cy+oZ6b3pHdlJ0fzxuoUcqGzmh8/tpdvpCtawB/nta4f41asHuezO99ls9hsLtjf3V7Pyl2/zoxf2kRAdwZ03LGT9d8/nwzsu4K5PLGJCYhS/evUgK3/1Ntf9cwM/eG4PD20o7l0L+Ma+Kn78wj4u/OO7rPzV23ziXxv5yztHRjSW9q4e3jlQw6XzJgSsNPPl87NIi4vkAT/7STW2d/GD5/YxJyuB21ZP8ek+SilyzApxo1VS30aEVY3ohDM92jiWR1ohrqyhHYsKTQrYtIw4rzNBZQ0dxEXaSIoJ7mwyGIUahpoJCtXsR35aLK2dPZxo7f8+VtlorMVJC8FaHID81Biqmzvp6Dp5IUhrTVWTIyTlsd0mpsR4PI7dVR/9DYKC/2kkxqTWzh7+9OZhDlQ2U1LXToWZ8wvwr08v9doF2x9/eOMQx2rbeOTWFX6VLMyIj+K7l87iB8/t5bmd5Xx0Ue6oxtHV4+LRTSXc9XYhDe3dXLMoh+rqav7yzhEqmxz86pr5RFgtPLOjnJbOnn6Lad0+f84UHttSygMfFvE/l8zy6Xk3FdWRkxQdlKtWFovizGlpfFB4Aq21x54JO0NYFMEtN9mohrQsX0pji5OykqI4XB26IAjgljMn89/Npfx383G+fN40n+6zp7yJurauQbPW583K4MvnTeVv646yraSB71wyk8vmTQharxKApvZu3j1cw3kz0zlS28r192zgM2dO5n8umUm0PXjNER/eWEJidAQP37qcRROT+9121YJsrlqQzaGqFh7bcpxdpY08v6OClgGFBqIjrCyfnML1S/PYVdbIH988zOS0WK5ckO3XWNYdrKWj28lHzvDvfkOJtFm5ccVE7ny7kKITbUxO8+2k6WcvHaCxvYsHP7vMr/TinORoyhtHX/30eF07eckxI1p7kRZjBkGjmAnKSowOSVr19Iw41h2soavHNai6qLtMdzD/7tymZcTxwZETOF2638+8utmBzaJI8aNX02jkm8dncV0b6fEnA56Kxg4yE6JCshYH+hclcK8xbuk0ijOEojy2W15KDM/uLB90fBTXtZEUE0GinwGyBEGnIa01//PkLl7fV8UZuUksy09mYmou+akx/Ov9Iu54ejcL81b3+4Pz19bieu79oIgbV0zk7Olpft//k8sn8vT2Mn7+0gHOm5nhV3O4vo7XtfPp+zZRXNfOWdNS+d5ls5mXk8i6detYOnsyd75dSG1LJ3+7cTEPfVjM/JxEFk9MGvQ4U9LjuHTuBB7eUMIX10wbtuu91ppNx+o5d0Z60N6wz5mWxsu7KymsaWVG5uDCBxuP1ZMaaw966kBf1yzOpaG9a8gGguL0k50YzZsVxjq/YK8Jcps5IZ7lk1N4cVeFz0HQukM1KAWrPaRzfufimSzKS+Y3rx3kS49uZ0FeEndcOotVU0/O9Hb1uGjt7CE5JmLUf/ev76+i26n5xoUzmJYRx29eO8h964tYd6iG3338DJYOcaFhb3kT33tmD9cuzfV4UccbrTV7y5u4YFbGoACor5kT4vnRlXN771Pd3Mnh6hZK6tqYnhnPoolJvetyOnucVDc7+PaTu8hJjmbxEI870Mt7KkiLi2R5AFLh+rpxxUTuLjjCQxuKe1/HUAoO1fD09jK+ct405mYn+vVc2YnRHKgceaVCt5I6/3sEuSXaFVERlhFXiCtr6AhZ2tWMzHh6XJriurZBn2vBLtPd17T0OLp6XJQ19C+7XNVsFAKwhCj4mGw+d9GJtn4XFyuaHCH7nQC9P4OSurbeIKjKTMnLDGEQNDElBq2NdXZ9L2CU1PlfHhskHe609K/3j/Hq3iruuGwWz335LP58wyK+ddEMrlmcy503LKSls4fvPbN7xKloHV1GGlxOUjTfu9y3NLiBLBbFLz86n8YOI4VtpP7+7hGqmh3cf8syHrl1BfPMHjtKKb550Qx+fc18Pjhygkv//B6FNa18etUkrycvt587lWaHb5WFjtS0UtfWFZRUODd3cOkpJa68sYPX9lVx9aKckFw1c7v5zHy+ceGMkD2fGB+yk6J7Z5pDNRMEcNbUNA5Vt/jcp6XgUC0LcpNIiR180UUpxYVzMnntG6v57cfPoKbZwSf+tZFzfvsOy37xFjN/8CozfvAqi3/2Jp95YMuo+hQBvLS7kokpMZyRm0hspI2frp3Hfz6/gm6ni+v+uYE/vXmYHg+pea/uqeTj//iQQ1Ut/L/n9/Hntw77/F5e0eSgvq2L+bm+n+grpZiQGMXqGenctCqflVNS+xUmiLRZ+edNS5mQEMVtD231eV1KW2cP7xys4fL5EwJ+tTsjIYqL5mTy0u7KYQsktHb28H/P7mVaRhxfvcC3YLqvnGSjT9Zo1pNprSmtbx9RUQQwfke5yZ7TiABqmh189O71XhvJljcGt0FpX+7KbAMrxLl/BqEax9QM44T66IB1QTXNnSE96c9NjsZmUYMKM1U2haZHkNskDz16qkLYKNXNW5ns4ro28kdwkUCCoNPMh0dP8OtXD3LZvAl8/pzBec0zMuP57qWzeOtADY+NsOv6b18/SHFdO7/9+BnDzpgMZXZWAp87ezKPbSllS7H/+fCN7V08u6OcqxfmcN6sDI/BwA3LJ3LPTUs40dpJSqx9yHSNBXlJTEmLZZ0P/Ufc64EC2R9ooNzkGCanxfJBYe2g2+43u25/9uzJQXt+IXyV3efDejTvCf5alp+M1kaBluHUtXayq6xx2P5WVoviuqV5rPvOGv7v8tmckZvEhbMzuPnMfL590Qw+c1Y+BYdq+XvByNbBuMey/sgJPnJGVr/3rTOnpvHq18/h6oU53Pl2ITfcs7E3qNBac+dbhXzx0e3MyUrgvf89j48vyeXPbxXykxf3+1QNbW+50Q/NfbEoUFJi7dx3yzI6e1zc+sBWWhzDB6XvHKzB0e3iCh+qsI3EBbMyqW3pZN8w62B/8+pBKpo6+M3HzvBadW4o7gpxlU0jT4lraO+mpbNnxEEQQF5ytNd0uIJDtew43sjr+6oG3dbtdFHZFNogSCl602fdGtu7aetyBr1RqtvUdLNM9oB1QdXNDjJDVBQBjGqXeSkx/SrEuVzGWpxQFiRIiokgPsrWW6ADTgZBoWiU6uapYWpXj4vyho4RzQRJOtxppKrJwdf+u4PJabH87toFXmcIPnNmPu8crOZnL+1n1ZTU3pxUX2w8Vsf964u5edUkzpzqfxrcQF+/cDov7a7k+8/s4eWvnTMoR3goj28pxdHt4uYz84fc74LZmbz8tXPo6nENm8Z1zvQ0nthaRmePc8gPxI1F9WQlRo3qQ8sXZ09L4+ntZf3yY5s6uvnv5uN85IyskE6XC+FN3w/rBD/WB47WwolJ2CyKrcX1Q1anBGNGVWuG3c8tKsLK5z0skNdaU9faxZ/eKmTllNQh09a8eXVvFU6X9nhRJj4qgj9ev5DVM9L5wXN7uezO9/nJVXNZd6iWF3dVcM2iHH55zXyiIqz89mNnkBQdwb0fFNHU0c1vP37GkOs69pY3YbUo5mQl+D3m4UzLiOMfn1rCzfdt5huP7eTem5cOOUv98u5KMuIjR/Tz88WamekoZQRb3ma+jte18/DGEj5zVj5LJvmexteX+z24YkD6jj/cMzQjOclzy0uJYVuJ54sB7u2bi+q5bfXUfrdVNTlw6eCXpXaLirAyMSVmUPBRGqLKcG5JMXbS4uyDxlHV7OCsaaM/t/FHfmoMRSdOnvSfaO2k26nJCeFMkFKK/NTYfr2CqnrLhYduHOlxkUTa+qd2ljW049LITJDwrqvHxZce3UZHl5N/3rRkyKuxFovi99cuwGZRfOPxnR5TLjxp6+zhf5/azcSUGL57mW/FA4YTY7fx07VzKaxp5d8f+N780OnSPLyxhBWTU5jtwwf61PQ4n/Y7Z3o6Hd1Orx8mcHI90IrJKUFPRTt7ehrtXc5+V7r/s+k4bV1OnysYCRFsfRv6xYUwHS7GbmNuTiJbioefCVp3qIbUWDvzRzkLopTiFx+dR05SNF9/bCeN7b5Xp3N7aXcFU9NjmTVEk+OrF+XwytfOYWp6HN96Yhcv7a7gfy+dyR+uW9B7McdiUfzfFbP5zsUzeHZHOV98ZBtdPd7fz/eUNzE9Iy5oa/rOmpbGNy6cztsHa3rLLnvS43TxwZETXDgnM2gLv1PjIlmQm8Q7h7zP7L+422iS+zkPWRO+6m0WPIpmpe4T8clpo5kJiqHZ0eMxNXTb8ZNB0MAZw1AHH2AURyis6T8TVBaiXkV9TU2P42jtyRmY9q4eWhw9ZISoR5BbflosJXVtvWmtFb1paKG9yDkxNYbjfWakKpscpMXZ/bo4PVoWiyIvpX/PIvfslKwJGqecLs2Go3VDfjiNRltnD//v+b1sP97Ibz++gGkZ3j9Y3bISo/nFR+ezs7SRv6076tPz/PrVg5Q2tPP7axcQYw/cic4FszM5a1oqT2z1PT3v7QPVlDV0cMsws0D+Wjk1FZtFDVma+mhtGydaO1kRxPVAbqumpmK1KD4wx9PV4+L+9UWcPS3N7wW8QgRLuNLhAJZNSmZnaSOdPd7XZDhdmvcO13LujPSALHiOj4rgL59YRHWzg+8+7d/6yupmB5uK6rlyQfawF1Empsbw5O2r+MEVs7n/lmV8ac20QfdRSvGV86fz/z4yh7cO1HhtRO0uihDoVLiBLjQrjw5V8vtAZQutnT1BXVMJcP6sDHaXNXKi1XPrgxd3VbB4YtKoZtQnJEah1Ogapm4pricxOoIpaXEjfoy8FOM1DCyO0NjexZGaVqZnxNHs6OFQtbfgI3TNr6dnxlN0oq1fOfqTPYJCN45pGXEcqWnt/futMXsEhTIdDoyG8u1dzt4WHe6+U9khzvSYlBJDWUNH74XxqqaOkM4CuQ3sFVTcWx5bZoLGnfVHTnDFXe/ziX9t5DevjbwAwEBaa3aXNfK9Z/aw/Bdv8diWUr6wegpX+NF1+8oF2Vy5IJu/rTtCwzC9NtYfOWGkDZw5OeCVfAAumTuBohNtPndtf+DDYrITowJS6ruvuEgbiycl876HdThu7tuC/QEORmrRgtxE3jcb/z2/s5yalk6PaTpChEtGvFHKNdJmCelVQ4Cl+Sl09bh617t4squskYb27oD2t1qQl8R3L53F6/uqeWTTcZ/v9/LuSrTG57LQEVYLnztnCmuGSeP79KpJxEfavL53VTU7ONHaNeqZsOHMyIgnMTpiyCBoU5GxpnJ5kEvtnz8rA62NNTEDHalp5WBVi99lvQey2yxkxEeOKgjaXFTPsvyUUQXo7uBhYGEKdxbB7edO7X2uvsobOlAh6hHkNj0jjm6n7leoobS+g4QoG4nRoUunnZoeR1NHN3Xm+U9ViHsEueX3qRAHfYOg0I5jUmoMPS5NhVnyvaq5M6RFEdyMXkEnG8iW1LUTH2nzWNBmOBIEBVFnj5N73jvKT1/cz/M7yzled/KXdrS2lVsf2MKN926itbOHc6an8cCHxRysGn2z0hd3VXDFXR9w1V/X8+yOMi6bn8XTX1zFHSNIUfvSmql0OV08t7Pc6z49Thffe2YPk9Ni+Z9LZo5m6F6tmWF8wPtSlOBwdQsfHq3jxpWTAtZgr6/V09PYW95MnZerh09vL2NudsKI87/9dfb0dPaUNdLY3sW/3j/GrAnxrB5BWXIhgsVqUUxIiPKrX1igLM031nIMlRJXcKgWi4LV0wPb5PfWsydz7ox0fvbSfp/f21/aXcHsrITeKlmBYrNaWDk11Vz7NHhmak+ZuyhC4NcD9WWxKJblp7B5iGI3m4vqmZQaE/STzTlZCaTHR7LOQ0rcS7srUMporjpaOUnRvSeu/qpudlBc187KURbZcRcUGFghbltJA1aL4vL5xhrSgUFQWUMHExKiQnrxYrqZrdK3QlxZQ3vIiiK4uf8G3emI1b1rYEKbDje5T68gMNLQoiOsIQ0IoU+Z7HpjHOGaCcpLiaGls4fGdiO1s7iujUlpMSNafiBBUJB8eOQEl/35fX75ykEe2VTC1x/byerfrWPJz9/ihns2cMmf3mNTUT13XDaLt751LnfdsIiEKBs/fG7viEtTA9xdcISv/ncHLq352dq5bPr+hfz+2gUsmTSy9SmzsxJYkJvI41tKvY7rzf3VHK9v57uXBq+J38TUGKamx3r8sBrowQ+LsdssfGL5xKCM5RzzROmDI4NT4g5UNrO3vJlrl4yuwat/40nDpeFXrxzkcHUrt62eEtKy2EL4IisxioQQrgdyS4uLZEpaLFuHOOkuOFTDwrwkkkdwJXEoFosy1ujYLPyjYPi04tp2F9uPN3LlguBURDtnehrljR39Kjy57a1oxqJgTlbw02hXTE6h6EQbNS2DK6a5XJotxfUhabhssSjOm5nOe4dr+6Veaa15cVcFy/NTAnKSl50UPeKZIHdQMtoMi8ToCBKibIMqxG0raWBudgLRdqPB7ebi+n6f9e4GpaF0skLcySCotCF0Fercpg4IgtzpcBkhPvHPToomwqp6iyNUNHaQnRQV8s/5SWa6WUldO11OTUN7d9hmguBkhbiR9giC0ywIem1vJb97/SCv7qmkorFjVMGGN7UtnXzz8Z188t5NOLXmwc8uZ99PLuGlr57NLz46jwtmZdDc0cMNy/Mo+J813H7uVKIirCTH2rnjsllsKW7g6e3eZ1280Vrzm9cO8tvXDrF2YTYvfvVsblqVH5ArBdcty+NgVQu7yzynk9y/vpjc5GgumjNh1M81lPNnZbDpWD3tXT1e92lq7+aZ7eWsXZA9oqlRX8zLSSQpJsLjuqAnt5Zht1pYuzAnKM/tycK8JOIibTy+tZQJCVEB7a4uRKB85IwsLp0X3PcIb5blp7C1pMFjmejKpg52lzUNm042UmlxkVxxRjZv7K8e8r0LYEuVcftH5gfnb/hss6rV+x4u4Owtb2JaRlzQLmT15T6h31I0eHbuaG0rDe3dQUmr9uT8WRm0OHr6Fbs5WNXC0dq2UafCueUkR1PZ6PB4/FU0dgzZQ2hzUT2xdmtAKvblmWlEbt1OF7tKm3ob2C6fnEJtSyfFdX0rb4WuQalbtN1KbnJ0b3EErbUZjIV2HNmJUcTYrb29gqqaHcTYrcSHeF2j1SwG4O4VVNHkCPl6IDDWQtltFo7Xt9PYaRzLE0JcnAH6B0E9Thel9e0jWg8Ep0kQpLXmz28d5vZHtvO3dUf54qPbOfPX77DsF29z6wNbPNbGH4lX91RywR8KeGl3BV87fxqvf2M1585IJ8JqYV5OIjeumMTvrl3AK18/h59fPZ+0uP5TqtcuyWPxxCR+9coBmtp9a+4HxpWz//f8Pv5ecJRPrpjIH69bOGQZVH9dtSCb6Airx75Be8ub2Fxczy1n5getio/beTMz6HK6WH+kzus+T24rpaPbOWxZ7NGwWhRnTUvj/cLafoF0V4+RNnjhnIyAX1EeSoTV0psq8dmz80O+5kIIX9xy1mT+99LAVI3019L8ZBrbuwc1PgR4ZGMJFgUfXRS8CxdrF2bT3uX0WpTAbVOVkwV5Sb0NAQNtclosOUnRHnuL7QlBUQS3udkJxNitbC4a/F6+yZz5WBGiIOjs6elEWFW/VOuXdldgtSguC1DQnpsUTZfTNagAQ7Ojm4v++C6/f/2Q1/tuLqpnSX5KQFK785JjKO1Tpe5gZQsd3c7e8t/u2Tf376XH6aKq2RHyGRgw1o65Z2BOtHbh6HaRF+JxKKWYmh7XLx0uMyH0MzAAk1NjT6bDNXaEZQbGYlFMNIOxeocZBIUlHc44Do7Xt1PR6KDHpWUmyBv3epU/v1XIxxbnsu8nl/Dcl8/ip2vnsnpGGodrWvjCw9v43jO7h71KN5Tnd5bz5f9sZ2pGHK9+fTXfunim32VGLRbFz66eR0N7F79/w/ubYl89ThffeXIXD28s4Qurp/CLq+cFPBiJj4rg8vlZvLirYtDP6L71RcTYrVy7NC+gz+nJ0vwUYu1WrylxTpfmoQ0lLJ2UHPQP89XT06hu7qSwTw+Bdw7WUN/WxbVLgv+zGOiqhTlMTovlhiClAAoxnvWe3A1IiXN0O/nPpuNcODszqOsNluenkJ0YxfM7K7zuU3SijZJmF1f6UbzGX0opzp6WxodH6/q1PqhudlDb0hn0oghuNquFJZOSewOevjYX1ZOZEBn0HmtucZE2lk9O4R0zCNJa89LuSs6cmkpqXGDWfriv2pcNSIl7bW8VbV1OnttZ4bEVRUNbF4eqWwIWEOalRFPWcHJt8rYS4+fvDoKmpseSGmvv/b1UNTtwunRY+s1Ny4zjWG0bPU5XWCrDuU1Nj+WYWSbbCIJCux7ILT/NCII6e5zUtnaGZSYIjApxx+vbaXAHQWEIxmLsNtLiIimtb+9TGU6CoEHau3q47eFtPLallK+eP43fX3sGsZE2FuYl8elV+fzxuoW8/S0jJe2xLaVc+ZcP2D9M92hPnttRzjcf38nyySk8+rkVo1rQOjc7kU+vyueRTSW9C1W9ae3s4QsPb+OZHeV85+IZ3HHZrKBdobh+WR6tnT28vLuyd1ttSycv7ark40tyQ7JAz26zcPb0NAoO1nhMZXxlTyXH69v5zFmTgz6Ws811Qe8dPnlF9altpWTER3JOGIoSXLUgm3XfWRPSRpRCjBeTUmNIi4tk64DiCM/tKKehvTvo7xkWi+LKhdm8d7iWei+VNh9YX4RV+V4VbqTOnp5Gi6OH3X2q5bk/a0IVBIERGB6qbunXR0lrzeaiepZPTg3p1fbzZmZQWNNKaX07e8qbKKlr58oA/h5ykk82TO3ruR3l2CyKE62dbDw2OCDcUhyY9UBuuckxOLpd1JozUtuON5KVGNV7Qq2UMtYFmUFQOMpju03PiKfL6aKkvr13HKEujADG+qTyxg7aOnuobu4MSyEAMIIgR7eL3WVNaA3ZYUhDA6M4wvH6duodRtAejiAIYGJKNMfr23srCJ726XBOl6ahrYuiE23sLG1k3aEaPnHPRgoO1fCLj87j2xfP9PimardZuOOyWTxy6wpaHD1c/bf13L++yOf1Qs/uKONbT+xkxeRU7rtlWUD643zr4hmkxkbyg+f20NHlOVe4tL6dj939IQWHa/nZ1fP4yvnTg/qhsSw/mSlpsf169Ty6qYQupyuoqWcDnT8rg4omR78Fk2DMiP3prcPMyIwLWArDUHKSopmaHtu7LqimxcG6Q7Vcszg3KBXphBAjp5RiWX5y70klGCfc968vZnZWwqgrb/li7YIcelyal3cPng2qanLw382lnJVjC/pJxZlTjdL96/usadxT3oRSMCc7uJXh+lo+OQWt6ReYltZ3UNXsCNl6ILfzZpnVRw/V8NLuSiKsikvmBu5zJNtDw9SqJgcbjtXxuXOmEBdp43kPFVg3FdUTabNwRm5ggtOTvYKMcWwvaWCxOQvktnxyCmUNHZQ3doSlQanbjEzjYnJhdWtYGra6TU03xnGstq03HS4cJpszHevN9XxhmwlKjaG9y0lJs4v4SFvI+765TUyJoaSuneK6dqIjrKTHj2yG7pQ4W3t2RxlTv/8Ki372Juf9voCr/7aez9y/hUPVLfzzpqXcuGLSsI9x1rQ0XvvGalbPSOMnL+7nT28eHvY+T28r41tP7GLllMAFQGD0fvl/V85hV1kT5/x2Hfe+f6xfMLTpWB1X/fUDKps6ePAzy7lp5fCvb7SUUly3LI8txQ0crW2ls8fJIxuPc97M9N43iVBwL15+Z0Cp7Od2VnCsto1vXTQjIM0OfbF6RjqbiupwdDt5bkc5Tpfm2qWhqwonhPDdsnzj5K6yyTix+/BoHYeqW/jMWfkhmXWYnRXPjMw4jylxdxccwaU1V04J/kxualwkc7MT+hVH2FfRxNT0uIA2uR7Ogrwk7FZLvxTFUPUHGmhKWiyTUmN4+0ANL++u5Jzp6STGBO53kRAVQXyUrd9M0Iu7KtDayLK4eG4mr+2rGtTQd3NRPYsmJhFpC0yxirw+vYIqm4xAZ8nEwUEQwJaiesoa2lEKskLcjwZOBh+F1S2UNXSQEmsnNgwn3O7Mnm0l9XT2uMI4E2T87j48avyNhON3AvSuVzxY7yIzTLNAYARBlU0dFNa0Mil1ZOWx4RQJgmZnJfD1C6bzoyvn8MfrFvDvm5fy9BdX8f7/nu9Xs8yUWDv/+vRSPr4kl7+uOzJkM7cXdlXwnad2cebUVP5987KAV9S5akE2T96+ipkT4vj5ywd6g6GHN5Zw472bSI618/xXzubsEKZeXbM4B5tF8cSWUl7eXcmJ1s6QpJ71lZkQxZyshH7rgrqdLu58+zBzsxMCevVuOKunp+PodrG1uIEnt5axeGJSSANCIYTv3OuC3DMP968vIjXWzlUBqgA2HKUUaxfmsLWkoV+FrsqmDh7bXMq1S3NJjwnNR/LZ09PYcbyBtk5jjeee8qaQpsIBREVYWZiX1G9d0OaiepJiIpge4B5Jw1FKcd7MDN49XEt5Y0dQSpTnDCiT/eyOchbkJTE5LZa1C3NocfT0a9ra4uhmX0UTyycHrum2O62ttL69txrekgEzQbMmJBAfZWNTUT1lDR1kxkcFLAjzR2ykzawQZ6QphmMWCIz0L6tFsd4MPsK1Jig7MRq7zcIOs7lt2NLhzJTE5i4dluIMbnkpMbg0bC2uH/F6IDhFgqBZExL45kUz+MxZk7lmcS4XzM5kyaSUEU2PKaX4yVVzmZgSwzcf30lTx+AqbRuP1fGdJ3axLD+Fez8d+ADIbVl+Co9+biVPfOFkMPTD5/Zy5rQ0nv3SWSFrxumWER/F+bMyeHp7Gfe+X8S0jLiwrH85f1YG20oaen83T24to7S+g29fPCOkeeQrpqQQYVX8bd0RCmtaQ1IcQggxMrOz4omxW9laXE/xiTbePljDjSsm+l3AZjTcAdcLu07OBv294CgurfnSmmkhG8c509Lpdmo2FdVR0+KgurkzZJXh+lo2OZm95U29wdhmsz9QqGbz+zrfTImz2yxcONv3i6e+MoIgoy/S4eoW9lc2c/VC43g4a2oqqbF2XugzS7itpAGXDmyVvGi71VxQ3sG2kgaiIiyDUiCt7ma2RXWUN3T0rmcKh+kZcRyubqE8DD2C3Ow2C5NSYth4zB0EhefE32JRTEqJodupSY6JCEkpe09yk2Nw/3mGozKcm7twSnuXk0lpI18rdkoEQYEWG2njzhsWUd3s4P+e3dNvfdCRmhZue2grE1Nj+NdNS0PWU8EdDP1s7Vzuu3lpyDsFu12/LI8TrV3sr2zmljNDk0Yy0Hmz0nG6NO8X1uLodvKXdwpZNDGJ84LU58ObGLuNpZNS2HCsjqgIC1cEsaqTEGJ0bFYLiycms7m4gQc+LMZmUXwqBKnEfeWlxLB0UjLP7yxHa01Fo3sWKC+ki76X5icTabPwfuEJ9paHviiC2/LJqThdmh3HG6ludlBS1x6y0tiDx2JUHz1/ZgbxQSgwk50UTbm5tuW5HeVYLaq3CIbNauHy+Vm8daCaVndAWFSPzaJYNDEpoOPIS4mmtKGd7SUNnJGb5LGdxvLJKRytbWN/ZXPYgg+A6ZnxHKtto6yxozeVLxymZsTR4jB+L+E88c83L3xnhWkWCIyg0L0eKVxFEYB+bQRO+5mgYFiQl8Q3L5rBS7srecZsXlrT4uDm+7Zgt1m5/5ZlAc0Z9sXyySnctCo/rAvvz52RTmZCJInREVyzOHQNQftamJdMUkwE6w7W8tjm41Q2OfiOl8IXwXbODGMm7NK5E6QymxBj3LL8FA5WNfPk1lKumJ8V8s7vYPQMOlzdyoHKFv5ecBSN5svnTQ3pGKIirCzLT+GDwhPsKWtGKaN3T6gtmZSMRRl9adzp56EuiuAWFWHl8S+s4qdXzw3K4+ckR9Ps6KHZ0c3zOys4e1pav2yVtQuz6exx8YbZt3BzUT3zcxMDvk4rLzmGIzWt7KtoHpQK5+b+HTR1dIc3CMqIo8vpoqvHFdZx9E1zH+kC/EBwZ/9kh2k9kNskMwAJZxCUGR+F3TwXnjSKvmoSBA3h9nOnsnxyCv/v+b0cqGzmsw9sob6ti/tuWRqWUo1jgc1q4U/XLeSuTywK6SLavqwWxerp6RQcquGv646yckpKb8WjULt4zgRi7FZuWhXaK8pCCP8ty09Ga2jrcvLZs0O7ntHtijOysVkU/3j3KI9vMWaBwlGC+OzpaRTWtPL2wWqmpMWGZdF5XKSNeTmJbCqqZ3NRPbF2K3OyQh+Muc3LSSQjPjgndu6r5y/srKC8sWNQc97FE5PJSYrmhV0VOLqd7CprDEpAmJcSTU1LJz0uPagogtu87ESiIozTw3Acm27TM+N7v84N4zmXuzhCUkxESNNnB3LPeISrMpzbxBRjHOGcFbNYFLlmtcORNkoFCYKGZLUo/nT9QqwWxVV/NXoI/fWTizgjNyncQwurM6elce6M9LCO4fxZGdS1dXGitdNr+fNQmJYRx76fXMKSSeG5eimE8N3CiUnYLIolk5LD9j6eEmtn9Yx0XthVYc4ChW4tUF9nTzNmsXeXhb4oQl/L81PYUdrI+iMnWJKfcsq2GHA3HP3Hu0eJjrAOKtpksSiuXJDN+4UnePtADd1OHZTUwL5pZQPLY7vZbUbqKISnLLVb356LeWNgHOE86YeTFeLCmQ4HY2MmCIx1QXabhaxR/F5OzXebAMpJiuZX15yB1vDTtfO4IAgLJoX/Vs9Ix6KM/5eFuJzqQOEKwIQQ/omx2/jj9Qv55Ufnh3Uca80F8dctzes9OQ61OVkJpMbaAcJSFMFt2eQUunpcHDvRxvJ8zyflpwL377msoYOL52Z6nHm7akE2TpfmV68eQClYGoTPNncWy5T0WFLM378n7lmocM4ExUXaen9uOUnhG8eUdGOmIRzps33NnpBAWpydhXlJYR3HRXMyWT7B2i9IDYcr5mdxw7K8URVSCU8+0zhzxRlZnDcrPWzpX2KwlFg7992yjNlhTJ0QQow/oSqJPZRL503gGxdOD0mPN28sFsWZ09J4cVdFeIOgPif6gSwHPdZkxEcSYVV0OzVXL/K8nnZ2VjzTM+IorGllbnZCUNaZumeCvKXCud20chLJMXbyR7HeIhCmZcTR2eMKWzU0MPo8TUmLZWp6aCvyDpQca2frDy4K6xjAWCP1pYXhKZ3e17VL80ZdlVfO6n0kAdDYsybE1eCEECIQIm1WvnHhjHAPg6sXZrOnrDGs6XApsXZmZMZRXNfOGbnhG0ewWSyKCYlRtHc6OWea59YSSimuWpDNH948HLQCEdlJRquLgWuSBkqNi+TmM/ODMgZ/fP3C6VSapcXD6YnbVxETxkBMBIec2QshhBCnoQtmZ46JFO/PnjWZ0ob2sC46D4Vbz5pMbKRtyHVPVy/K4Z/vHeOiIP1ebFYL992yLCiPHQyLJybDxHCPAtLiwlcVTgSPBEFCCCGECJsblo+Bs9wQuOWs4SsS5qXEsOfHF8taUyFCQAojCCGEEEKMERIACREaEgQJIYQQQgghTitjJghSSl2qlDqklDqilLoj3OMRQgghhBBCnJrGRBCklLICfwMuA+YAn1BKzQnvqIQQQgghhBCnojERBAHLgSNa62Na6y7gMWBtmMckhBBCCCGEOAWNlepwOUBpn+/LgBUDd1JK3QbcBpCenk5BQUFIBidOPa2trXL8iICT40qMhhw/IhjkuBKBdqocU2MlCPKJ1voe4B6AmTNn6jVr1oR3QGLcKigoQI4fEWhyXInRkONHBIMcVyLQTpVjaqykw5UDeX2+zzW3CSGEEEIIIURAKa11uMeAUsoGHAYuwAh+tgCf1FrvG+I+LcCh0IywVyLQFOLnHItjgPE/jjTgxBgYRyCNhTHA6T0OT8fVWPh5jIUxgIxjoIHjCPT70kjGEC4yjv4COY6RHlen4s9iNGQcJ4XjvcoTX38WM7XW8YO2aq3HxD/gcoxA6Cjwfz7svzUMY7xnDPycwj6GU2EcgT5+xsLPYyyM4XQfh6fjaiz8PMbCGGQcw4/jdP1ck3EEdxwjPa5OxZ+FjCNgYwj5e9Vofhbexjtm1gRprV8BXgn3OIbxYrgHwNgYA8g4BhoL4xgLYwAZx0BjYRxjYQwg4xhoLIxjLIwBZBwDjYVxjIUxgIxjoLEyjrFgVD+LMZEONxJKqa1a66XhHocYn+T4EcEgx5UYDTl+RDDIcSUCbbwdU97GO1YKI4zEPeEegBjX5PgRwSDHlRgNOX5EMMhxJQJtvB1THsc7bmeChBBCCCGEEGIkxvNMkBBCCCGEEEL4TYIgIYQQQgghxGllzAZBSqn/U0rtU0rtVkrtVEqtCPeYxPiilMpVSj2vlCpUSh1VSt2plLIPsf83lFIxoRyjGD+UUlop9Yc+339HKfXjMA5JjDNKKaf5ebZPKbVLKfVtpdSY/RwW44tSqjXcYxCnjj7vV+5/+UPsW6CUGjeFEtzG5JuvUmoV8BFgsdb6DOBCoDS8oxLjiVJKAc8Az2mtpwMzgDjgF0Pc7RuABEHCm07gGqVUWrgHIsatDq31Qq31XOAi4DLgR2EekxBCeOJ+v3L/Kw73gAJtTAZBQBZwQmvdCaC1PqG1rlBKLVFKvauU2qaUel0plQW9EeidZqS6Vym1PKyjF2PB+YBDa30/gNbaCXwT+KxSKlYp9XvzWNmtlPqqUuprQDawTim1LozjFmNXD0aFmW8OvEEpla+Uesc8nt5WSk1USiUqpUrcV/rN465UKRUR6oGLsUdrXQPcBnxFGaxKqd8ppbaYx9EX3Psqpb6rlNpjzh79OnyjFmOdUirOfA/abh4za83t+UqpA0qpf5kzkW8opaLDPV4xvng7DzfdNN7Ow8dqEPQGkKeUOqyUulspda554vAX4ONa6yXAffS/qh+jtV4IfMm8TZze5gLb+m7QWjcDx4HPAfnAQnOm8VGt9V1ABXCe1vq8EI9VjB9/A25USiUO2P4X4EH38QTcpbVuAnYC55r7fAR4XWvdHarBirFNa30MsAIZwK1Ak9Z6GbAM+LxSarJS6jJgLbBCa70A+G3YBizGAwfwUa31YuA84A9mZgTAdOBv5kxkI/Cx8AxRjBPRfVLhnj0Vz8Nt4R6AJ1rrVqXUEuAcjD/ix4GfA/OAN82/ZytQ2edu/zXv+55SKkEplaS1bgzpwMV4sQa4W2vdA6C1rg/vcMR4obVuVko9BHwN6Ohz0yrgGvPrhzl5ovo4cD2wDrgBuDtEQxXjz8XAGUqpj5vfJ2KctF4I3K+1bgd5vxLDUsAvlVKrAReQA2SatxVprXeaX2/DuBgohDcdZlADgFJqHqfYefiYDIKgN32pAChQSu0Bvgzs01qv8naXYb4Xp5f9wMf7blBKJQATgeJwDEicMv4MbAfu92HfFzBOSFKAJcA7QRyXGGeUUlMAJ1CDcfL6Va316wP2uSQcYxPj1o1AOrBEa92tlCoGoszbOvvs5wQkHU74Q3GKnYePyXQ4pdRMpdT0PpsWAgeAdLNoAkqpCKXU3D77XG9uPxsjpaApVOMVY9LbQIxS6tMASikr8AfgAeB14AtKKZt5W4p5nxYgPvRDFeOJeSX+CYz0JbcPMWZ6wDgJed/ctxXYAtwJvGRe3BECpVQ68A/gr9roWv468EX3mjGl1AylVCzwJvAZZVau7PN+JYQniUCNGQCdB0wK94DEKeMQp9h5+FidCYoD/qKUSsJYjHwEYwHpPcBdZj6+DeOK7D7zPg6l1A4gAvhsqAcsxhattVZKfRS4Wyn1Q4yA/xXg+xhXwGYAu5VS3cC/gL9iHF+vKaUqZF2QGMYfgK/0+f6rwP1Kqf8BaoHP9LntceBJjDRMcXqLVkrtxPic6sFInfyjedu9GOlJ2801HLXA1Vrr15RSC4GtSqkuTr6PCdHLvKjXibEm8UUzg2YrcDCsAxOnDK11l5mue8qchyvjAtT4ppQqAL6jtd4a7rEIIYQQQoSSUmoB8C+t9bioyiXEWDAm0+GEEEIIIcTwlFK3YyxK/0G4xyLEeHJKzAQJIYQQQgghhK9kJkgIIYQQYpxQSuUppdYppfabjU+/bm5PUUq9qZQqNP9PNrffaDbg3aOU+tBMnXM/1n1KqRql1N5wvR4hwkWCICGEEEKI8aMH+LbWeg6wEviyUmoOcAfwttZ6OkaF1DvM/YuAc7XW84GfYRQBcnsAuDRUAxdiLJEgSAghhBBinNBaV2qtt5tft2C0EMkB1gIPmrs9CFxt7vOh1rrB3L4RyO3zWO8B0oBXnJYkCBJCCCGEGIeUUvnAImATkKm1rjRvqgIyPdzlVuDV0IxOiLFtrPYJEkIIIYQQXiil4oCngW9orZuN9lIGs1eeHrD/eRhB0NkhHagQY5TMBAkhhBBCjCNKqQiMAOhRrfUz5uZqpVSWeXsWUNNn/zMwGvKu1VrXhXq8QoxFEgQJIYQQQowTypjy+TdwQGv9xz43vQDcbH59M/C8uf9E4BngJq314VCOVYixTPoECSGEEEKME0qps4H3gT2Ay9z8fYx1QU8AE4ES4Dqtdb1S6l7gY+Y2gB6t9VLzsf4LrAHSgGrgR1rrf4fopQgRVhIECSGEEEIIIU4rkg4nhBBCCCGEOK1IECSEEEIIIYQ4rUgQJIQQQgghhDitSBAkhBBCCCGEOK1IECSEEEIIIYQ4rUgQJIQQYtxQSv1YKfWdIW6/Wik1J5RjEkIIMf5IECSEEOJUcjUgQZAQQoghSZ8gIYQQY5pS6v+Am4EaoBTYBjQBtwF24AhwE7AQeMm8rQmjQSTA34B0oB34vNb6YAiHL4QQYgySIEgIIcSYpZRaAjwArABswHbgH8D9Wus6c5+fA9Va678opR4AXtJaP2Xe9jZwu9a6UCm1AviV1vr80L8SIYQQY4kt3AMQQgghhnAO8KzWuh1AKfWCuX2eGfwkAXHA6wPvqJSKA84EnlRKuTdHBnvAQgghxj4JgoQQQoxHDwBXa613KaVuAdZ42McCNGqtF4ZuWEIIIcYDKYwghBBiLHsPuFopFa2UigeuNLfHA5VKqQjgxj77t5i3obVuBoqUUtcCKMOC0A1dCCHEWCVBkBBCiDFLa70deBzYBbwKbDFv+iGwCVgP9C108BjwP0qpHUqpqRgB0q1KqV3APmBtqMYuhBBi7JLCCEIIIYQQQojTiswECSGEEEIIIU4rEgQJIYQQQgghTisSBAkhhBBCCCFOKxIECSGEEEIIIU4rEgQJIYQQQgghTisSBAkhhBBCCCFOKxIECSGEEEIIIU4rEgQJIYQQQgghTiv/H9LxtUPcZ+/6AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "covsept = gr.loc[gr.index >= datetime(2020, 9, 1), 'cas_confirmes']\n", + "covsept.diff().plot(figsize=(14, 4), grid=True, title=\"Cas positifs quotidiens\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pr\u00e9diction : AR" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Autocorr\u00e9logramme" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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uf9kK3vej302V2jIzva26JEmdwLAszcCpekvLasJYmuM9uNVkeKzK3+55nseePcKla5Zz9UWryayNxTlWyeO/J+feR546xN89/SLDY1UABkerPPbMS/ztnue5+qLVbXiHkiQ1pyVhOSKuBz4K9AK/n5kfbLDcvwQ+D/zTzNzeim1Lc61STd5y94Ps2HuYwZEKS4sxqe+97dq2BOaTAm6l9nt8cPn6eZVq9fg4nBMC8TTjcFaryQe++Bh7+o8yMlalb1EPl65dzntuuIKeU7zfJw8eY6QIyuNGxqo8efCYYVmSVEpNh+WI6AU+DrwO2Ac8FBFbM3PXpOVWAL8APNjsNqX5tG13Pzv2Hj5+t8OBkQo79h5m2+7+GQ25N1WvNNT30tbqdCvVZLRaC7qj1erEEoe6gDzXFyHt2HuYPf1Hj/cOD49V2dN/lB17D58y8G4850z6FvUcXxegb1EPG885c07bLEnSXGlFz/I1wJ7MfAIgIj4L3AjsmrTcrwO/BfxKC7YpzZud+48wWHdbcIDBkQq79h/huivOo1pNRuouThutK1MYGq3wK59/lP/77BGGR6ssKXpp3z2DXtp2aaZ3eNOGVVy6djm7njlCJsff76YNq+awxZIkzZ1WhOULgL110/uAa+sXiIirgQ2Z+b8iomFYjojbgdsBLrzwwhY0TWrOWKXKd517Jmcs7mVw9ERgXrK4hyWLe/g/335h2gvWHnnqEI89c+R4T+vQWJXHZ9hL2y7N9A739ATvueEK3vmFRxkerXDr913Mpg2rOvbEQJKkU5nzC/wiogf4beDWUy2bmXcBdwFs3rzZS+Y1L6rV2igOgyMVBkcrDI1WGRqtMDRaYbSSrF7Wx3etOXNCb+kla5Zz1flnnXJkhzLW8DbbO9zTE6w4YxErzljUse9RkqSZakVYfhrYUDe9vpg3bgXw3cC2iAB4GbA1It7oRX6aT9W6i9y+/fwxBkcqDI1VGB6tTrteM72lZazhtXdYkqQTWhGWHwIui4iLqYXkm4CfGn8yM18Ezh2fjohtwC8blDXXRitVXhoa46WhUV4aGuPY8BjHRsYAePbFoVm91un2lpa1htfeYUmSapoOy5k5FhHvAL5Ebei4ezJzZ0TcCWzPzK3NbkOaicGRCi8NjXJkaIyjw2MnXZTXDs320laryY69h3ny4DE2nnPmvK0rSZJqWlKznJn3A/dPmndHg2W3tGKb0pGix/iloVGODo0xWunMMvfT7aVtZrzjZtaVJEkneAc/dbxqNTk2MsbASIWjw7VyimomO58+0u6mzalmxjtuZl1JknSCYVkdpVIE42PDYxwbrnBseIzB0cqEG3FU5vquHB2imZE0yjgKB1g6IknqPIZltU0CLw6MngjHI7Xh2rokC59SMyNplHEUDktHJEmdqKfdDVB3GBqtcPDoMHtfGGD3sy9xdLhWa7zrmSM8dXCA54+OMDhiUK43PpJGFDlxNiNpNLNuu9SXjiQTS0ckSWoXe5bVUuP1xYMjFY6N1MooBkYqJ928o2oqPqVmRtIo41jJZS0dkSQtbIZlnbbMpJLw9OFBBiyjmBPNjHdctrGSy1g6Ikla+AzLOqWRsSqDIxUGRmu9xOO3hX5puHaDj+8cHGhzC7UQlPUGLpKkhc2wrOPGKlUGRmtheGCkwkBRTtGp4xdrYSlj6YgkaeEzLHepodHamMXDYxUqVXj4qRcYGTMUq73KVjoiSVr4DMtdYGi0cnzc4qPDYxwbGWOs6C0erw81KEuSJJ3MsLzATA7GAyOdextoSZKkTmdYLrHM5KXhMYbHqlSqyfYnXzAYS5IktZBhuWQGRsZ4cXCUFwdHOTI4RqWaDI9VAAzKkiRJLWZY7nBDoxWOjIfjoVFriyVJkuZRS8JyRFwPfBToBX4/Mz846fn/ALwNGAMOAP9PZj7Vim0vNKOV6vFw/OLgKEOj1VOvJEmSpDnRdFiOiF7g48DrgH3AQxGxNTN31S32DWBzZg5ExL8F/jPwk81ue6EYGq0wPFZlrFLl4acOeQc8SZKkDtGKnuVrgD2Z+QRARHwWuBE4HpYz8yt1y38deHMLtltqo5UqLxwb4cBLw7w0NHa87tigLEmS1DlaEZYvAPbWTe8Drp1m+duAL7Zgu6VTrSaHBkZ4/ugIhwZGDMaSJEkdbl4v8IuINwObgR9q8PztwO0AF1544Ty2bG69ODjK80eHeeHYyPGbgUiSJKnztSIsPw1sqJteX8ybICJeC7wX+KHMHJ7qhTLzLuAugM2bN5c6VQ6OVDjw0jDPHxtm2Iv0pDlXrSY79h7myYPH2HjOmWzasIqenmh3syRJJdeKsPwQcFlEXEwtJN8E/FT9AhHxCuC/A9dnZn8LttmRMmG0WuXRfYc5Nlxpd3OkrlGtJh/44mPs6T/KyFiVvkU9XLp2Oe+54QoDsySpKU2H5cwci4h3AF+iNnTcPZm5MyLuBLZn5lbgvwDLgT+OCIDvZOYbm912J6hUkxeOjfD80WFeGh4FMChL82zH3sPs6T/K8FjtW5zhsSp7+o+yY+9hrr5odZtb15nsiZekmWlJzXJm3g/cP2neHXWPX9uK7XSKzKyrQx6lUi11xYhUek8ePMbI2MRyp5GxKk8ePGZYnoI98ZI0c97Bb5b6Xxpi7wsD3klP6iAbzzmTvkU9x3uWAfoW9bDxnDPb2KrOZU+8JM1cT7sbUDZHh8YMylKH2bRhFZeuXU4UnaJLip7STRtWtbVdnWq6nnhJ0kSGZUml19MTvOeGK7hg1VLWLO/j373mMksKpjHeE1/PnnhJmpphWdKC0NMTrDhjEeeuWMLVF602KE/DnnhJmjlrliWphJoZzWK8J/6dX3iU4dEKt37fxY6GIUkNGJYlqWRaMZrFeE/8ijMWeVGfJE3DMgxJKpn60SySiaNZSJJay7AsSSXjaBaSNH8My5JUMo5mIUnzx5plSV2vmYvl2nHb6PHRLHY9c4RMR7OQpLlkWJbU1Zq5WK7ZC+1ON2g7moUkzR/DsqSu1sytn5tZt9mg7WgWkjQ/rFmW1NWauViumXUd0UKSysGwLKmrNXOxXDPrOqKFJJWDYVlSV2vm1s/NrFvmES2q1eSRpw7xhUf28chTh6hWs91NkqQ505Ka5Yi4Hvgo0Av8fmZ+cNLzS4A/BP4JcBD4ycx8shXblqRmNHOxXDPrlnVEi1bcPVCSyqTpnuWI6AU+DtwAXAncHBFXTlrsNuBQZl4KfBj4rWa3K0mtMn6x3LkrlnD1RatnFfpOd93xoH3BqqWsWd7Hv3vNZaUInNZaS+o2rSjDuAbYk5lPZOYI8FngxknL3Ah8snj8eeC6iOjsvwiSNMeaCentYq21pG4Tmc3VmkXETwDXZ+bbium3ANdm5jvqlvn7Ypl9xfS3imWeb/S6Z190Rb7uPfc01bbTseuZIwBcef7KKZ8fGq0wUqlO+dxTBwcAuOicZbPeruu6ruu67nyue7rrvzQ0xtOHB6n/0xEBF6xayoozHI1U0unr6+3hjMW9bdn2fW//voczc/NUz3XUJ1tE3A7cDrD8/Eva0oZGIXkmTvcPluu6ruu67nyve7rrL1/Sy9LFvQyOVsisBeWli3tZvmTmf+DKeHLhuq7ruu1dt51aEZafBjbUTa8v5k21zL6IWAScRe1Cvwky8y7gLoDNmzfn5/7Nq1rQvNZ64sBRnjsy3O5mSFLbNHuL7zv/fCcAd7zhqllv23Vd13UX7rprVy7hkjXLZ/26rXDf2xs/14qw/BBwWURcTC0U3wT81KRltgK3AF8DfgL4cjZb/yFJaouenuDqi1Z750BJXaHpsJyZYxHxDuBL1IaOuyczd0bEncD2zNwK3A3cGxF7gBeoBWpJkiSpo7WkZjkz7wfunzTvjrrHQ8C/asW2JEnlVa0mLw2NMTRa4ZGnDs26hEOS5pt38JMkzYvxG5o8fXiQ54+O8LEvP84HvviYdwBsYPzE4sBLw94pUWojw7IkaV6M39Bk/IoVb2jSmCcWUucwLEuS5oU3NJk5TyykzmFYliTNi43nnEnfool/dvoW9bDxnDPb1KLO5YmF1DkMy5KkebFpwyouXbucJYt6CGDJoh4uXbucTRtWtbtpHccTC6lzdNQd/CRJC1dPT/CeG65o6oYm3WL8xGJP/1FGxqr0eWIhtY1hWZI0b7rthianO1SeJxZS5zAsS5I0B+pHtMiEj335cS5du5z33HDFjANzN51YSJ3KmmVJkuaAI1pIC4NhWZJUCmW7SYcjWkgLg2FZktTxyniTDke0kBYGw7IkqeO1s6ThdHu0HSpPWhi8wE+S1PGmK2mYywvgmrlIzxEtpIXBnuVZWrdqKRvOXsrSvt52N0WSukazJQ2n2zvcbI/2+IgWP371eq6+aPW8BeWy1XdLncywPEtnLO5l/eplbNqwiu9ZfxYvO+sMFvfaSyBJc6mZkoZm6p3LeJFeGeu7pU7WVBlGRJwNfA7YCDwJvCkzD01aZhPwe8BKoAL8ZmZ+rpntdorlSxaxfMkiNp6zjMMDozx/dJgXjo3g55EktVYzJQ3T9Q6fqoRjvEd7uC4wd/pFes28X0kna7Zn+V3AA5l5GfBAMT3ZAPDWzLwKuB74SESsanK7HSUiWH1mH5edt4LNG8/mkrVnctbSxYQdzpLUMqdb0tBM73AZL9IrY294WVnu0h2avcDvRmBL8fiTwDbgnfULZOY/1D3eHxH9wBrgcJPb7ki9PcHaFWewdsUZDI9VOHh0hOePDnNsuNLupklSV2qmd7iMF+mVsTe8jJq9Q6PKo9mwfF5mPlM8fhY4b7qFI+IaoA/4VpPbLYUli3pZt2op61Yt5djwGM8fHeb5oyMnnfFLkubOeO/wnv6jjIxV6Ztl73DZbjvd7PvVzFju0j1OGZYj4q+Bl03x1HvrJzIzI6Lh9w8RcT5wL3BLZk6ZFiPiduB2gAsvvPBUTSuVM5cs4swli7jw7GUcGRzjQFHfXPErG0maU2XsHW5Gt73fdmnXcIaaf6cMy5n52kbPRcRzEXF+Zj5ThOH+BsutBP4X8N7M/Po027oLuAtg8+bNCzJFRgRnLVvMWcsWU60mLwzUyjQOD4wePzuVJLVW2XqHm9Vt77cdLHfpHs1e4LcVuKV4fAvwZ5MXiIg+4H8Cf5iZn29yewtKT09w7vIl/OOXreSfXLSaS9aeyZoVffQt8uxfkqT54B0adSrN1ix/ELgvIm4DngLeBBARm4G3Z+bbink/CJwTEbcW692amTua3PaCsri35/iFgQADI2McGRzjxcFRjgyNMlax21mSNPfGw+PQaIVHnjq0oEs4vEOjZqKpsJyZB4Hrppi/HXhb8fhTwKea2U43Wta3iGV9i3jZWWeQmRwdrgXnFwdHOTo05ljOkqSW67YRHpq9SM9yl+7QbM+y5kFEsOKMxaw4YzHrV0Olmrw0NHo8PDssnSSpFbpthAcv0tNMGJZLqLcnWLWsj1XL+gAYrVQ5OjTG0eExjo2McWx4jJExu54lSbPTbeHRi/Q0E4blBWBxbw+rz+xj9Zl9x+cNj1UYGK4YoCVJM9Zt4dExqTUThuUFasmiXpYs6j0pQB8brnDMAC1JmkKz4bFdFwee7nbbeZFeN11IWXaG5S4yHqDPnqIHemC0wuDIGAMjFQZHKl5AKEldqJnw2K6LA5vdbjsu0uu2CynLzrDc5Y73QNfNy0yGRqsMjIwxOFoLzwMjFQZHK944RZIWuNMNj81eHHi6Pa1lvCixjG3uZoZlnSQiWNrXy9K+3gnzM5PB0crx3ueBkQoDI2MMjU5593JJUhdp5uLAZnpay3hRYhnb3M0My5qxiDg+/nO9SjU5NjJWK+coSjkGRipUrOWQpK7RzMWBzfS0lvGixDK2uZsZltW03p5g5RmLWXnG4uPzxks5jo2MMThSKS4orJx0Ji1JWhiauTiwmZ7WMo5oUcY2N6vMFzQaljUnGpVyjFaqxQWFtdE4jg1bCy1JC0EzFwc209NaxttOl7HNzSj7BY2GZc2rxb09nLWsh7M40QtdLco4jg1Xjg9p54gcklQ+p3txYLM9rWW87XQZ23y6yn5Bo2FZbdfTc+J23uOq1WRgtMLAcO3OhAMjtfGhDdCStPB0W09rs8pW0lD2CxoNy+pIPT3B8iWLWL5kEWuLeeOjcRwtyjdeGhplYMQSDklaCLqpp7UZZSxpKPsFjYZllcaE0ThW1OZVqsnRoTGODI3y0lCtF9pROCRJC1W7xrNuRtkvaDQsq9R6e4Kzli3mrGW1Eo7MZGCkwktDY7w0NMqRoTFH4JAkLRjtGs96fP2y3Va8FZoKyxFxNvA5YCPwJPCmzDzUYNmVwC7gTzPzHc1sV2okIjhzySLOXLKIl511BlC7pXctPI9ZuiFJKrV2jWddxtuKt0pPk+u/C3ggMy8DHiimG/l14KtNbk+atSWLejl3+RIuPvdMvnf9Kq69+Gw2bVjF5S9bwUXnLGPtyiWsXLqIvkXlOMOVJHWv8ZKGJYt6CGBJi8azPpXpgvZC12wZxo3AluLxJ4FtwDsnLxQR/wQ4D/gLYHOT25Sa0mgMaKjVQA+OVhgard3Se3iswuBIlaGxCmMVu6MlSe3VrvGsyz6iRTOaDcvnZeYzxeNnqQXiCSKiB/gQ8GbgtdO9WETcDtwOcOGFFzbZNGn2eutG4ZhsZKzKcBGaR6tVxio54fFopcpYNRmrVBk1WEuS5kg7xrMu+4gWzThlWI6IvwZeNsVT762fyMyMiKkSws8C92fmvojpz3oy8y7gLoDNmzebNtRR+hb10LdoZpVLmcloJRmr1oLz2HiQrtY9Lp6v/a7NdyAPSdJcaaZXuuwjWjTjlGE5Mxv2BkfEcxFxfmY+ExHnA/1TLPYq4Aci4meB5UBfRBzNzOnqm6VSiwj6FgV9s7wsoFqt9VRXqrWwXakL15Xxn6x7XPyMVZNqMd+LFyVJjZxur3TZR7RoRrNlGFuBW4APFr//bPICmfnT448j4lZgs0FZmlpPT7Ck5+Ra6tmoTBOsq1kE6ylCdv061eI5g7ckaVyZR7RoRrNh+YPAfRFxG/AU8CaAiNgMvD0z39bk60uapd6eoLdFZ/rjPd31pSKVajI6qZxktJg/XnZiyJYkLRRNheXMPAhcN8X87cBJQTkzPwF8opltSpo/4z3dU1zvOK1aGcnECx7HJl0IOVqpHq/bNmBLkjqVd/CT1HK13u3ZlZOMTQrR1RwvCeF4qUg1k2py/PHxeVVqyxYlJAAJZNYutqyfliRpNgzLkjrCot4eFvXCGYubq9meicxaT3bWTx9/PMvXYnYrzHVgn/z6k9t38vMTTygmLJMn1h+fV7/PWmWmr1S/yePv66R2TXx+qnYfn1e37PjxcPLJVU54jZy0Tya/xuS2njS/rh2T5018jznFvMYaLXLivaYnjNJpMixL6joRwcSRLBf+1dzSuOMnBHUnCPUnG/UBv1qcXIx/q5OTpzkxPfl39fh0UqmOzzvxfO2bodprVuvWlTqNYVmSpC4yfs+DEyeMnXOyWK2eKMHKupKr4+VYOan0alJ5Vn3wrl+vPuyPLyvNlGFZkiR1hJ6eoIeYl3BSH7Qn9IxzIlRTN298mZw0Xd8jXt8zX99rX1/Sk5OWm6o3vlq1t72TGJYlSVLXGQ/mne5UveX14+hPOab+eMlL0RtfqVapVO1dnw3DsiRJUoeKCHoDeucg2I9VqsdHHRqrVo//rr+h1fHnigBeH7wn16Qv1F5ww7IkSVIXWtTbUxcEmx+JKOsu3Kzv/Z5cWlL/uFI9UYZy5mwH9Z8nndkqSZIklUpEsKi380tbZqun3Q2QJEmSOpVhWZIkSWrAsCxJkiQ1YFiWJEmSGjAsS5IkSQ0YliVJkqQGDMuSJElSA4ZlSZIkqYHIDr03YUQcAJ5q0+bPBZ5v07bLxn01c+6rmXNfzZz7anbcXzPnvpo599XMdeq+uigz10z1RMeG5XaKiO2Zubnd7SgD99XMua9mzn01c+6r2XF/zZz7aubcVzNXxn1lGYYkSZLUgGFZkiRJasCwPLW72t2AEnFfzZz7aubcVzPnvpod99fMua9mzn01c6XbV9YsS5IkSQ3YsyxJkiQ1YFiuExHXR8TuiNgTEe9qd3s6XUQ8GRF/FxE7ImJ7u9vTSSLinojoj4i/r5t3dkT8VUQ8Xvxe3c42dooG++p9EfF0cWztiIjXt7ONnSIiNkTEVyJiV0TsjIhfKOZ7bE0yzb7y2JokIs6IiP8TEd8s9tX7i/kXR8SDxd/Ez0VEX7vb2m7T7KtPRMS3646rTW1uaseIiN6I+EZE/HkxXbrjyrBciIhe4OPADcCVwM0RcWV7W1UKP5yZm8o2DMw8+ARw/aR57wIeyMzLgAeKaU29rwA+XBxbmzLz/nluU6caA34pM68EXgn8XPE55bF1skb7Cjy2JhsGXpOZLwc2AddHxCuB36K2ry4FDgG3ta+JHaPRvgL4lbrjake7GtiBfgF4rG66dMeVYfmEa4A9mflEZo4AnwVubHObVFKZ+VXghUmzbwQ+WTz+JPBj89mmTtVgX2kKmflMZj5SPH6J2h+gC/DYOsk0+0qTZM3RYnJx8ZPAa4DPF/M9rph2X2kKEbEe+OfA7xfTQQmPK8PyCRcAe+um9+EH66kk8JcR8XBE3N7uxpTAeZn5TPH4WeC8djamBN4REY8WZRpdX1YwWURsBF4BPIjH1rQm7Svw2DpJ8VX5DqAf+CvgW8DhzBwrFvFvYmHyvsrM8ePqN4vj6sMRsaR9LewoHwH+I1Atps+hhMeVYVnNeHVmXk2tdOXnIuIH292gssjaMDT2RjT2e8Al1L7mfAb4UFtb02EiYjnwJ8AvZuaR+uc8tiaaYl95bE0hMyuZuQlYT+2b1n/c3hZ1rsn7KiK+G3g3tX32T4GzgXe2r4WdISLeAPRn5sPtbkuzDMsnPA1sqJteX8xTA5n5dPG7H/if1D5g1dhzEXE+QPG7v83t6ViZ+VzxB6kK/A88to6LiMXUwt8fZeYXitkeW1OYal95bE0vMw8DXwFeBayKiEXFU/5NnKRuX11flP1kZg4Df4DHFcD3A2+MiCeplba+BvgoJTyuDMsnPARcVlyl2QfcBGxtc5s6VkScGRErxh8DPwL8/fRrdb2twC3F41uAP2tjWzraePAr/As8toDj9X53A49l5m/XPeWxNUmjfeWxdbKIWBMRq4rHS4HXUavx/grwE8ViHlc03Ff/t+5kNajV4Hb9cZWZ787M9Zm5kVqm+nJm/jQlPK68KUmdYgihjwC9wD2Z+ZvtbVHniojvotabDLAI+LT764SI+AywBTgXeA74NeBPgfuAC4GngDdlZtdf2NZgX22h9jV5Ak8C/6auJrdrRcSrgb8B/o4TNYDvoVaL67FVZ5p9dTMeWxNExPdSu9Cql1on2n2ZeWfxOf9ZamUF3wDeXPScdq1p9tWXgTVAADuAt9ddCNj1ImIL8MuZ+YYyHleGZUmSJKkByzAkSZKkBgzLkiRJUgOGZUmSJKkBw7IkSZLUgGFZkiRJasCwLEmSJDVgWJYkSZIaMCxL0gxExNFiMP1TLbcxIrLudq5dKSJujYj/3cT6X4yIW069pCTNLcOypAUhIp6MiMEi1D4XEZ+IiOWn+VrbIuJt9fMyc3lmPtGa1h7fxqGIWDLL9TIiLm1VOzpBRLwvIj5VPy8zb8jMT7arTZI0zrAsaSH50cxcDlwNbAZ+dTYrR82cfy5GxEbgB6jdcvmNc729Zk3VS97tPeeSuodhWdKCk5lPA18EvjsiVkfEn0fEgaIn988jYv34skUP729GxN8CA8C91ILs7xa91L9bLHe8Rzci/nlEfCMijkTE3oh43yyb+Fbg68AngAmlBpN7tevLGSLiq8XsbxZt+8li/s9ExJ6IeCEitkbEurr1r4qIvyqeey4i3lPMXxIRH4mI/cXPR8Z7uSNiS0Tsi4h3RsSzwB8Uvb+fj4hPRcQR4NaIOCsi7o6IZyLi6Yj4jYjoneoNR8RHi311JCIejogfKOZfD7wH+MniPX1z8n6IiJ6I+NWIeCoi+iPiDyPirOK58bKXWyLiOxHxfES8d5b/HpLUkGFZ0oITERuA1wPfoPY59wfARcCFwCDwu5NWeQtwO7ACuBX4G+AdRenFO6bYxDFqgXcV8M+BfxsRPzaLJr4V+KPi559FxHkzWSkzf7B4+PKibZ+LiNcA/wl4E3A+8BTwWYCIWAH8NfAXwDrgUuCB4jXeC7wS2AS8HLiGiT3xLwPOprbfbi/m3Qh8ntr7/iNqYX+seN1XAD8CTChfqfNQsa2zgU8DfxwRZ2TmXwAfAD5XvKeXT7HurcXPDwPfBSzn5H/DVwOXA9cBd0TEFQ3aIUmzYliWtJD8aUQcBv438P8BH8jMg5n5J5k5kJkvAb8J/NCk9T6RmTszcywzR0+1kczclpl/l5nVzHwU+MwUrzmliHg1tQB6X2Y+DHwL+KkZv8OT/TRwT2Y+kpnDwLuBVxWlHm8Ans3MD2XmUGa+lJkP1q13Z2b2Z+YB4P3UThrGVYFfy8zhzBws5n0tM/80M6vASmonJL+Ymccysx/4MHDTVI3MzE8V/xZjmfkhYAm1cDvT9/jbmflEZh4t3uNNk0pB3p+Zg5n5TeCb1E4AJKlp1pxJWkh+LDP/un5GRCyjFuKuB1YXs1dERG9mVorpvbPZSERcC3wQ+G6gj1rw++MZrn4L8JeZ+Xwx/eli3odn04Y664BHxicy82hEHAQuADZQC+ON1nuqbvqpYt64A5k5NGmd+v10EbAYeCYixuf10GBfRsQvA7cV20hqYfvchu/q1G1dBNT3yD9b93iAWu+zJDXNnmVJC90vUevBvDYzVwLjpQxRt0xOWmfy9GSfBrYCGzLzLOC/TXq9KUXEUmrlEj8UEc8W9cD/Hnh5RIz3hB4DltWt9rJTvOx+asF1fBtnAucAT1MLro2Gu5uwHrUSlf1101Ptg/p5e4Fh4NzMXFX8rMzMqyavVNQn/0dq7311Zq4CXuTEPjvV/p6qrWPAc6dYT5KaZliWtNCtoFanfDgizgZ+bQbrPEfjkDn+mi9k5lBEXMPMyyh+DKgAV1Kr390EXEGtRvqtxTI7gB+PiGXFBYW3naJtnwH+dURsKi7Q+wDwYGY+Cfw5cH5E/GJxQd+Kold8fL1fjYg1EXEucAcwYfi26WTmM8BfAh+KiJXFRXiXRMRU5SgrqIXbA8CiiLiDWs9y/XvaOM1IJJ8B/n1EXBy14QDHa5zHZtpeSTpdhmVJC91HgKXA89RGoPiLGazzUeAnitEzPjbF8z8L3BkRL1ELmffNsC23AH+Qmd/JzGfHf6hdrPbTRQ3uh4ERagHyk9QupKv3PuCTEXE4It5UlJ38v8CfAM8Al1DUDRc12q8DfpRamcLj1C6SA/gNYDvwKPB31Eo5fmOG72PcW6mVoewCDlG7+O/8KZb7ErX9/g/USiiGmFiuMV7CcjAiHuFk91AbpeSrwLeL9X9+lm2VpNMSmaf69kuSJEnqTvYsS5IkSQ0YliVJkqQGDMuSJElSA4ZlSZIkqQHDsiRJktRAx97B79xzz82NGze2uxmSJEla4B5++OHnM3PNVM91bFjeuHEj27dvb3czJEmStMBFxFONnrMMQ5IkSWrAsCxJkiQ1YFiWJEmSGmhJWI6IeyKiPyL+vsHzEREfi4g9EfFoRFzdiu1KkiRJc6lVPcufAK6f5vkbgMuKn9uB32vRdluqUk0eeOw5PvbA4zzw2HNUqtnuJkmSJKmNWjIaRmZ+NSI2TrPIjcAfZmYCX4+IVRFxfmY+04rtt0Klmrzl7gfZsfcwgyMVlvb1smnDKu697Vp6e6LdzZMkSVIbzFfN8gXA3rrpfcW8jrFtdz879h5mYKRCAgMjFXbsPcy23f3tbpokSZLapKMu8IuI2yNie0RsP3DgwLxue+f+IwyOVCbMGxypsGv/kXlthyRJkjrHfIXlp4ENddPri3kTZOZdmbk5MzevWTPlTVTmzFXrVrK0r3fCvKV9vVy5buW8tkOSJEmdY77C8lbgrcWoGK8EXuykemWALZevZdOGVYyXJy8rapa3XL62vQ2TJElS27TkAr+I+AywBTg3IvYBvwYsBsjM/wbcD7we2AMMAP+6Fdttpd6e4N7bruWGj36VgeEK77/xKrZcvtaL+yRJkrpYq0bDuPkUzyfwc63Y1lzq7QlWL+tj9TK47orz2t0cSZIktVlHXeAnSZIkdRLDsiRJktSAYVmSJElqwLAsSZIkNWBYliRJkhowLEuSJEkNGJYlSZKkBgzLkiRJUgOGZUmSJKkBw7IkSZLUgGFZkiRJasCwLEmSJDVgWJYkSZIaMCxLkiRJDRiWJUmSpAYMy5IkSVIDhmVJkiSpAcOyJEmS1EBLwnJEXB8RuyNiT0S8a4rnL4yIr0TENyLi0Yh4fSu2K0mSJM2lpsNyRPQCHwduAK4Ebo6IKyct9qvAfZn5CuAm4L82u11JkiRprrWiZ/kaYE9mPpGZI8BngRsnLZPAyuLxWcD+FmxXkiRJmlOtCMsXAHvrpvcV8+q9D3hzROwD7gd+fqoXiojbI2J7RGw/cOBAC5omSZIknb75usDvZuATmbkeeD1wb0SctO3MvCszN2fm5jVr1sxT0yRJkqSptSIsPw1sqJteX8yrdxtwH0Bmfg04Azi3BduWJEmS5kwrwvJDwGURcXFE9FG7gG/rpGW+A1wHEBFXUAvL1llIkiSpozUdljNzDHgH8CXgMWqjXuyMiDsj4o3FYr8E/ExEfBP4DHBrZmaz25YkSZLm0qJWvEhm3k/twr36eXfUPd4FfH8rttWpKtVk2+5+du4/wlXrVrLl8rX09kS7myVJkqQmtCQsd7tKNXnL3Q+yY+9hBkcqLO3rZdOGVdx727UGZkmSpBLzdtctsG13Pzv2HmZgpEICAyMVduw9zLbd/e1umiRJkppgWG6BnfuPMDhSmTBvcKTCrv1H2tQiSZIktYJhuQWuWreSpX29E+Yt7evlynUrG6whSZKkMjAst8CWy9eyacMqxsuTlxU1y1suX9vehkmSJKkphuUW6O0J7r3tWi5du5z1q5byOze/wov7JEmSFgBHw2iR3p5g9bI+Vi+D6644r93NkSRJUgvYsyxJkiQ1YFiWJEmSGjAsS5IkSQ0YliVJkqQGDMuSJElSA4ZlSZIkqQHDsiRJktSAYVmSJElqwLAsSZIkNWBYliRJkhpoSViOiOsjYndE7ImIdzVY5k0RsSsidkbEp1uxXUmSJGkuLWr2BSKiF/g48DpgH/BQRGzNzF11y1wGvBv4/sw8FBFrm92uJEmSNNda0bN8DbAnM5/IzBHgs8CNk5b5GeDjmXkIIDP7W7BdSZIkaU61IixfAOytm95XzKv3j4B/FBF/GxFfj4jrW7BdSZIkaU41XYYxi+1cBmwB1gNfjYjvyczD9QtFxO3A7QAXXnjhPDVNkiRJmlorepafBjbUTa8v5tXbB2zNzNHM/DbwD9TC8wSZeVdmbs7MzWvWrGlB0yRJkqTT14qw/BBwWURcHBF9wE3A1knL/Cm1XmUi4lxqZRlPtGDbkiRJ0pxpOixn5hjwDuBLwGPAfZm5MyLujIg3Fot9CTgYEbuArwC/kpkHm922JEmSNJdaUrOcmfcD90+ad0fd4wT+Q/EjSZIklYJ38JMkSZIaMCxLkiRJDRiWJUmSpAYMy5IkSVIDhmVJkiSpAcOyJEmS1IBhWZIkSWrAsCxJkiQ1YFiWJEmSGjAsS5IkSQ0YliVJkqQGDMuSJElSA4ZlSZIkqQHDsiRJktSAYVmSJElqwLAsSZIkNWBYliRJkhpoSViOiOsjYndE7ImId02z3L+MiIyIza3YriRJkjSXmg7LEdELfBy4AbgSuDkirpxiuRXALwAPNrtNSZIkaT60omf5GmBPZj6RmSPAZ4Ebp1ju14HfAoZasE1JkiRpzrUiLF8A7K2b3lfMOy4irgY2ZOb/asH2JEmSpHkx5xf4RUQP8NvAL81g2dsjYntEbD9w4MBcN02SJEmaVivC8tPAhrrp9cW8cSuA7wa2RcSTwCuBrVNd5JeZd2Xm5szcvGbNmhY0TZIkSTp9rQjLDwGXRcTFEdEH3ARsHX8yM1/MzHMzc2NmbgS+DrwxM7e3YNuSJEnSnGk6LGfmGPAO4EvAY8B9mbkzIu6MiDc2+/qSJElSuyxqxYtk5v3A/ZPm3dFg2S2t2KYkSZI011oSlqX5Uqkm23b3s3P/Ea5at5Itl6+ltyfa3SxJkrRAGZZVGpVq8pa7H2TH3sMMjlRY2tfLpg2ruPe2aw3MkiRpTsz50HFSq2zb3c+OvYcZGKmQwMBIhR17D7Ntd3+7myZJkhYow7JKY+f+IwyOVCbMGxypsGv/kTa1SJIkLXSGZZXGVetWsrSvd8K8pX29XLluZZtaJEmSFjrDskpjy+Vr2bRhFePlycuKmuUtl69tb8MkSdKCZVhWafT2BPfedi2Xrl3O+lVL+Z2bX+HFfZIkaU45GoZKpbcnWL2sj9XL4Lorzmt3cyRJ0gJnz7IkSZLUgGFZkiRJasCwLEmSJDVgWJYkSZIa8AI/nZZKNdm2u5+d+49w1bqVbLl8raNSSJKkBcewrFmrVJO33P0gO/YeZnCkwtJivGOHcZMkSQuNZRiatW27+9mx9zADIxUSGBipsGPvYbbt7m930yRJklrKsKxZ27n/CIMjlQnzBkcq7Np/pE0tkiRJmhuGZc3aVetWsrSvd8K8pX29XLluZZtaJEmSNDdaEpYj4vqI2B0ReyLiXVM8/x8iYldEPBoRD0TERa3Yrtpjy+Vr2bRhFePlycuKmuUtl69tb8MkSZJarOmwHBG9wMeBG4ArgZsj4spJi30D2JyZ3wt8HvjPzW5X7dPbE9x727VcunY561ct5XdufoUX90mSpAWpFaNhXAPsycwnACLis8CNwK7xBTLzK3XLfx14cwu2K9o3hFtvT7B6WR+rl8F1V5w3q3Uddk6SJJVFK8LyBcDeuul9wLXTLH8b8MUWbLfrlXEItzK2WZIkda95vcAvIt4MbAb+S4Pnb4+I7RGx/cCBA/PZtFIq4xBuZWyztBBVqskDjz3Hxx54nAcee45KNdvdJEnqSK3oWX4a2FA3vb6YN0FEvBZ4L/BDmTk81Qtl5l3AXQCbN2/2k/sUphvCbbalEfOljG2WFhq/4ZGkmWtFz/JDwGURcXFE9AE3AVvrF4iIVwD/HXhjZtqF2CJlHMKtjG2WFhq/4ZGkmWs6LGfmGPAO4EvAY8B9mbkzIu6MiDcWi/0XYDnwxxGxIyK2Nng5zUIZh3ArY5ulhcYbC0nSzLWiDIPMvB+4f9K8O+oev7YV29FE40O43fDRrzIwXOH9N17V8SNLlLHN0kIz/g3PQF1g9hseSZpaS8Ky2qeZIdzapYxt7jYO77ewjX/D8/UnDlLN+f2Gx2NLUtkYlmfpa9862PC5I0Ojp1xmLpRxu+1aV6dWrSYf+OJj7Ok/yshYlb5FPVy6djnvueEKegw1C8bPbbmU77wwwPBohVu/72I2bVjF//n2C3O6TY+tcqhWkx17D/PkwWNsPOfMWumc/z5q0kyPq1ddck4bWjc9w7KkCXbsPcye/qMMj1UBGB6rsqf/KDv2Hubqi1a3uXVqlZ6eYMUZi1hxxqJ5+3f12Op8ntBoLpT9uJrXcZbVWarV5JGnDvGFR/bxyFOHqDrOqoAnDx5jpAgz40bGqjx58FibWqSFohuPrbJ9ztaf0CQTT2ik01X248qe5S5V9rM8zZ2N55xJ36Ke471/AH2Leth4zpltbJUWgm47tsr4OTvdCY29/zpdZT+u7FnuUmU/y9Pc2bRhFZeuXU4Uf8uXFH/gN21Y1dZ2qfy67dgq4+fs+AlNvYV8QqP5UfbjyrDcpbrx61DNTE9P8J4bruCCVUtZs7yPf/eayzq6J0zl0W3HVhk/Z7vthEbzo+zHlWUYHaAdVx5329ehmp12XPyl7tBNx1YZP2fHT2je+YVHJ4yUslBPaDQ/yn5cGZbbrF01beNnebueOUJm+c7yJKnTlfVztptOaDR/ynxcWYbRZu2qaeu2r0Mlab41+zlbtpE0mtVt71flYc9ym7XzCtEyn+VJUhmc7udsGUfSaEa3vV+Viz3LbVb2K0QlSa1XxpE0mtFt71flYlhus7JfISpJar0yjqTRjG57vyoXw3KbWTssSZqs27517Lb3q3IxLHeA8Zq2c1cs4eqLVhuUJanLddu3jt32flUuhmVJkjpMt33r2G3vV+XiaBiSJHWgbhuxqNver8rDnmVJkiSpgZaE5Yi4PiJ2R8SeiHjXFM8viYjPFc8/GBEbW7FdqQwcaF+SpPJqugwjInqBjwOvA/YBD0XE1szcVbfYbcChzLw0Im4Cfgv4yWa3LXW6bhxov1pNduw9zJMHj7HxnDPZtGHVgn2vkqSFLzKb6+WKiFcB78vMf1ZMvxsgM/9T3TJfKpb5WkQsAp4F1uQ0Gz/7oivyde+5p6m2nY5dzxwB4MrzV075/JGh0YbrPnVwAICLzlk26+267vysO99eGhrj6cOD1B/pEXDBqqWsOKOzLxk4nf2cmXznhUEGRytk1t7r0sW9XHj2UiIMzJ2mXf+XTne7mcnR4QpDoxXOWNzL8iW983JcNbvddnzetbPNzSjT57tmbyb/vivPWDxfzZngvrd/38OZuXmq51rx1/oCYG/d9D7g2kbLZOZYRLwInAM8X79QRNwO3A6w/PxLWtC02WsUkmeimf/crjs/6873H62hIjTWy4Th0cqMw3K7TixOZ52jw5XjQRlq73VwtMLR4c5/v922bjPrNbvt01ln/ERsYKQCnN6JWDMngM1sd74/79rd5vk+NlqxXdedn3XLehLUUV1bmXkXcBfA5s2b83P/5lVtbtHJvvatg+1ugppw55/vBOCON1w1L+s+8tQhPvblxxmuuzPVkkU93Pp9F8/4au/5bnMzvvDIPj7/8L6JMxNe9V3n8ONXr5/Ra7Tr/ZZt3Wo1eecXHmVotMIbvmfdvJe7zPexNf5/aVwmVKrJj37vBXP6f6kV251v7WxzO4/Lsv0f7sZ1Z+JVl5wzJ697Kve9vfFzrbjA72lgQ930+mLelMsUZRhnAaZOLXjjA+0vWdRDsPAH2vcuXPNjvBb+6cODPH90hI99+XE+8MXHFvTFo+26HXIZb8PcrjZ343Gp7tCKnuWHgMsi4mJqofgm4KcmLbMVuAX4GvATwJenq1eWForxgfa75YK38ZODyRc0LtSTg3bZsfcwe/qPHi93GR6rsqf/KDv2Hu7Y3s5mjZ+I1X9LMx8nYu3abjPa1eZuPC6r1eSloTGGRis88tShBf353s2aDstFDfI7gC8BvcA9mbkzIu4EtmfmVuBu4N6I2AO8QC1QS12hpye4+qLVC/aPRb1uOzlol+l6DhfqcdauE7EyngC2q83ddlzW96Rnwse+/PiCH+2oW7WkZjkz7wfunzTvjrrHQ8C/asW2JHW2bjo5aJcy9nY2q10nYmU8AWxXm7vtuOzGnvRu1VEX+EmSTq2MvZ2t0K4TsTKeALajzd12XHZbT3o3MyxLUhPaUbNYxt5OLXzddlx2W096NzMsS9JpamfNYhl7O9vJC7HmRzcdl93Wk97NDMuSdJqsWSwHL8TSXChrT7onjrPXinGWJXWg8Q/EAy8N88hThxzrdA6UcQzebjTdSY3UjPGe9B+/ej1XX7R63kLn6X6+Oxb26TEsSwuQH4jzw5uwlIMnNVpImvl898Tx9BiWpQXID8T50W13aCwrT2o0nbJ9C9fM57snjqfHmmVpAXJIo/lR1prFbuOFWAvf6dbhlrGevZnPd0fwOD2GZWkB8gNx/nTT1f9l5UnNwtZM4C3jRbrNfL574nh6DMvSAuQHouZSGa+m96Rm4Wom8JbxW7hmPt89cTw9hmVpAfIDsRzKGDrL+LW1FrZuK0to9vPdE8fZMyxLC5QfiJ2trKGzjF9ba2HrxrIEP9/nl2FZktqgrKGzjF9ba2GzLEFzzbAsSW1Q1tBZxq+ttbBZljB/ylg61gqOsyzNQLvG4Szb+J+aubKO/evY0upE7bqTXjfp5ptd2bM8S6+65Jx2N0FNWHnGYmB2/46VavKWux9k/+FBqgkf37aHTRtWce9t19I7hx/I7dpuO1WqSaWaDAxXGBgZY8vla2f1Xk/n37cV656Oay4+m7/91vPs2HuYwZEKS/t62bRhFW/fcknH//tuveTVbNvdz679R7hy3cpZ/ztJqpnvz51mPPDYc3z7+WMTSse+/fwxhsYqXHfFee1t3BwzLKtrVKrJoYERBoYrPPDYczP+A79tdz879h5m/OR5YKTCjr2H2ba7f04/INq13XYZPznY03+UasLPf+YbC/rkoLcnuPe2a0sZOnt7guuuOG9BHoeSprZz/xEGRyoT5g2OVNi1/8iC/yxoqgwjIs6OiL+KiMeL3ycV/ETEpoj4WkTsjIhHI+Inm9mmdDrqg9i+w4P8/Ge+wVvufpDKDL4+mu4DYi61a7vtMt3JwUyMnww9fWiQBx57bkb/tu02Hjp//rrLuO6K80oRlCV1p6vWrWRpX++EeUv7erly3co2tWj+NFuz/C7ggcy8DHigmJ5sAHhrZl4FXA98JCJWNbldaVaaCWLt+oDotg+mZk4OmjkZkiSd2pbL17JpwyqW9fUSwLKidGzL5Wvb3bQ512wZxo3AluLxJ4FtwDvrF8jMf6h7vD8i+oE1wOEmty3NWDNfH41/QEyuLZ3rD4h2bbddxk8OBur+nWZ6ctBtJSuSNN/KXDrWrGbD8nmZ+Uzx+Flg2r9KEXEN0Ad8q8ntSrPSTBBr1wdEt30wNXNy0M21dJI0X7r1eoVThuWI+GvgZVM89d76iczMiGj4nWdEnA/cC9ySmdUGy9wO3A5w4YUXnqpp0ow120vbrg+IbvpgaubkoJmTIUmSpnPKsJyZr230XEQ8FxHnZ+YzRRiesgA0IlYC/wt4b2Z+fZpt3QXcBbB582aLDdUy3dZLW1ane3LQbSUrkqT502wZxlbgFuCDxe8/m7xARPQB/xP4w8z8fJPbk05bN/XSdhtPhiRJc6XZsPxB4L6IuA14CngTQERsBt6emW8r5v0gcE5E3Fqsd2tm7mhy25J0nCdDkqS50FRYzsyDwHVTzN8OvK14/CngU81sR5IkSWqHZsdZliRJkhYsw7IkSZLUgGFZkiRJasCwLEmSJDVgWJYkSZIaMCxLkiRJDRiWJUmSpAYMy5IkSfOsUk0ODYzw9KFBHnjsOSrVbHeT1IBhWZIkaR5Vqslb7n6QPf1H2Xd4kJ//zDd4y90PGpg7lGFZkiRpHm3b3c+OvYcZz8YDIxV27D3Mtt397W2YpmRYliRJmkc79x9hcKQyYd7gSIVd+4+0qUWajmFZkiRpHl21biVL+3onzFva18uV61a2qUWajmFZkiRpHm25fC2bNqxiWV8vASzr62XThlVsuXxtu5umKSxqdwMkSZK6SW9PcO9t17Jtdz+79h/hynUr2XL5Wnp7ot1N0xQMy5K63vgQTgPDFR547Dn/aEmac709wXVXnMd1V5zX7qboFCzDkNTVHMJJkjQdw7KkruYQTpKk6TQVliPi7Ij4q4h4vPi9epplV0bEvoj43Wa2KUmt5BBOkqTpNNuz/C7ggcy8DHigmG7k14GvNrk9SWoph3CSJE2n2bB8I/DJ4vEngR+baqGI+CfAecBfNrk9SWoph3CSJE2n2dEwzsvMZ4rHz1ILxBNERA/wIeDNwGub3J4ktZRDOEmSpnPKsBwRfw28bIqn3ls/kZkZEVNdPv6zwP2ZuS9i+j8+EXE7cDvAhRdeeKqmSVJLOISTJKmRU4blzGzYGxwRz0XE+Zn5TEScD0x1+firgB+IiJ8FlgN9EXE0M0+qb87Mu4C7ADZv3uy4TZIkSWqrZsswtgK3AB8sfv/Z5AUy86fHH0fErcDmqYKyJEmS1GmavcDvg8D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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", + "data = covsept.diff()[1:]\n", + "fig = plt.figure(figsize=(12,8))\n", + "ax1 = fig.add_subplot(211)\n", + "fig = plot_acf(data, lags=40, ax=ax1)\n", + "ax2 = fig.add_subplot(212)\n", + "fig = plot_pacf(data, lags=40, ax=ax2);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ARIMA" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\python387_x64\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency D will be used.\n", + " warnings.warn('No frequency information was'\n", + "c:\\python387_x64\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency D will be used.\n", + " warnings.warn('No frequency information was'\n", + "c:\\python387_x64\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency D will be used.\n", + " warnings.warn('No frequency information was'\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: cas_confirmes No. Observations: 162\n", + "Model: ARIMA(7, 1, 1) Log Likelihood -1665.458\n", + "Date: Thu, 11 Feb 2021 AIC 3348.917\n", + "Time: 00:17:40 BIC 3376.649\n", + "Sample: 09-02-2020 HQIC 3360.177\n", + " - 02-10-2021 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ar.L1 0.2273 0.162 1.407 0.159 -0.089 0.544\n", + "ar.L2 -0.1927 0.077 -2.508 0.012 -0.343 -0.042\n", + "ar.L3 -0.0039 0.103 -0.038 0.970 -0.206 0.199\n", + "ar.L4 -0.1243 0.102 -1.216 0.224 -0.324 0.076\n", + "ar.L5 0.0696 0.078 0.895 0.371 -0.083 0.222\n", + "ar.L6 -0.0285 0.076 -0.374 0.708 -0.177 0.121\n", + "ar.L7 0.3801 0.056 6.750 0.000 0.270 0.491\n", + "ma.L1 -0.6858 0.167 -4.098 0.000 -1.014 -0.358\n", + "sigma2 5.996e+07 1.57e-09 3.81e+16 0.000 6e+07 6e+07\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 289.45\n", + "Prob(Q): 1.00 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 1.46 Skew: 0.31\n", + "Prob(H) (two-sided): 0.17 Kurtosis: 9.54\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "[2] Covariance matrix is singular or near-singular, with condition number 3.36e+32. Standard errors may be unstable.\n" + ] + } + ], + "source": [ + "from statsmodels.tsa.arima.model import ARIMA\n", + "mod = ARIMA(data, order=(7, 1, 1))\n", + "res = mod.fit()\n", + "print(res.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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cas+pred
date
2021-02-0620586.020346.037004
2021-02-0719715.019741.530365
2021-02-084317.014212.567962
2021-02-0918870.014869.262634
2021-02-1025387.023740.270465
\n", + "
" + ], + "text/plain": [ + " cas+ pred\n", + "date \n", + "2021-02-06 20586.0 20346.037004\n", + "2021-02-07 19715.0 19741.530365\n", + "2021-02-08 4317.0 14212.567962\n", + "2021-02-09 18870.0 14869.262634\n", + "2021-02-10 25387.0 23740.270465" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy\n", + "pred = DataFrame({\"cas+\":data.copy()})\n", + "pred['pred'] = numpy.nan\n", + "pred['pred'] = res.forecasts.ravel()\n", + "pred.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([20346.03700422, 19741.53036487, 14212.56796166, 14869.2626336 ,\n", + " 23740.27046459])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.forecasts.ravel()[-5:]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2021-02-11 21924.732356\n", + "2021-02-12 21223.595082\n", + "2021-02-13 18260.072157\n", + "2021-02-14 18045.532220\n", + "2021-02-15 13187.175698\n", + "2021-02-16 17328.572392\n", + "2021-02-17 22102.419937\n", + "Freq: D, Name: predicted_mean, dtype: float64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.forecast(7)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pred.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Approche machine learning" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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cas+l1l2l3l4l5l6l7
date
2020-09-109843.08577.06544.04203.07071.08550.08975.07157.0
2020-09-119406.09843.08577.06544.04203.07071.08550.08975.0
2020-09-1210561.09406.09843.08577.06544.04203.07071.08550.0
2020-09-137183.010561.09406.09843.08577.06544.04203.07071.0
2020-09-146158.07183.010561.09406.09843.08577.06544.04203.0
...........................
2021-02-0620586.022139.023448.026362.023337.04347.019235.024392.0
2021-02-0719715.020586.022139.023448.026362.023337.04347.019235.0
2021-02-084317.019715.020586.022139.023448.026362.023337.04347.0
2021-02-0918870.04317.019715.020586.022139.023448.026362.023337.0
2021-02-1025387.018870.04317.019715.020586.022139.023448.026362.0
\n", + "

154 rows \u00d7 8 columns

\n", + "
" + ], + "text/plain": [ + " cas+ l1 l2 l3 l4 l5 l6 \\\n", + "date \n", + "2020-09-10 9843.0 8577.0 6544.0 4203.0 7071.0 8550.0 8975.0 \n", + "2020-09-11 9406.0 9843.0 8577.0 6544.0 4203.0 7071.0 8550.0 \n", + "2020-09-12 10561.0 9406.0 9843.0 8577.0 6544.0 4203.0 7071.0 \n", + "2020-09-13 7183.0 10561.0 9406.0 9843.0 8577.0 6544.0 4203.0 \n", + "2020-09-14 6158.0 7183.0 10561.0 9406.0 9843.0 8577.0 6544.0 \n", + "... ... ... ... ... ... ... ... \n", + "2021-02-06 20586.0 22139.0 23448.0 26362.0 23337.0 4347.0 19235.0 \n", + "2021-02-07 19715.0 20586.0 22139.0 23448.0 26362.0 23337.0 4347.0 \n", + "2021-02-08 4317.0 19715.0 20586.0 22139.0 23448.0 26362.0 23337.0 \n", + "2021-02-09 18870.0 4317.0 19715.0 20586.0 22139.0 23448.0 26362.0 \n", + "2021-02-10 25387.0 18870.0 4317.0 19715.0 20586.0 22139.0 23448.0 \n", + "\n", + " l7 \n", + "date \n", + "2020-09-10 7157.0 \n", + "2020-09-11 8975.0 \n", + "2020-09-12 8550.0 \n", + "2020-09-13 7071.0 \n", + "2020-09-14 4203.0 \n", + "... ... \n", + "2021-02-06 24392.0 \n", + "2021-02-07 19235.0 \n", + "2021-02-08 4347.0 \n", + "2021-02-09 23337.0 \n", + "2021-02-10 26362.0 \n", + "\n", + "[154 rows x 8 columns]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def lagged_dataframe(data, lag=7):\n", + " res = data.copy()\n", + " data = res.iloc[:, 0]\n", + " for i in range(1, lag):\n", + " res['l%i' % i] = data.shift(i)\n", + " return res[lag:].copy()\n", + "\n", + "lagged_dataframe(DataFrame({'cas+': data}), 8)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((154, 7), (154,))" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "feat = lagged_dataframe(DataFrame({'cas+': data}), 8)\n", + "X, y = feat.drop('cas+', axis=1), feat['cas+']\n", + "X.shape, y.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### R\u00e9gression lin\u00e9aire" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('standardscaler', StandardScaler()),\n", + " ('linearregression', LinearRegression())])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.pipeline import make_pipeline\n", + "\n", + "lr = make_pipeline(StandardScaler(), LinearRegression())\n", + "lr.fit(X, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.639550667481653" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.metrics import r2_score\n", + "r2_score(y, lr.predict(X))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4573617856901514" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "r2_score(y, X.values[:, 0])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(14, 4))\n", + "ax.plot(y.values)\n", + "ax.plot(lr.predict(X))\n", + "ax.set_title(\"Pr\u00e9diction avec un mod\u00e8le lin\u00e9aire\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Autres mod\u00e8les\n", + "\n", + "Overfitting ?" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TRAIN: (29, 7) TEST: (25, 7)\n", + "TRAIN: (54, 7) TEST: (25, 7)\n", + "TRAIN: (79, 7) TEST: (25, 7)\n", + "TRAIN: (104, 7) TEST: (25, 7)\n", + "TRAIN: (129, 7) TEST: (25, 7)\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import TimeSeriesSplit\n", + "tscv = TimeSeriesSplit(n_splits=5)\n", + "for train_index, test_index in tscv.split(X, y):\n", + " X_train, X_test, y_train, y_test = (\n", + " X.iloc[train_index, :], X.iloc[test_index, :],\n", + " y.iloc[train_index], y.iloc[test_index])\n", + " print(\"TRAIN:\", X_train.shape, \"TEST:\", X_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} \ No newline at end of file diff --git a/_doc/sphinxdoc/source/blog/2021/2021-01-28_plan.rst b/_doc/sphinxdoc/source/blog/2021/2021-01-28_plan.rst index d288a84..eba6d92 100644 --- a/_doc/sphinxdoc/source/blog/2021/2021-01-28_plan.rst +++ b/_doc/sphinxdoc/source/blog/2021/2021-01-28_plan.rst @@ -156,7 +156,9 @@ **Un peu plus de détails sur la séance 3** * :ref:`tscovidrst` + * :ref:`tspredrst` + * `Single Spectrum Analysis (SSA) + `_ * `aftercovid `_ * `Algo - simulation COVID - `_ - + `_ diff --git a/_doc/sphinxdoc/source/lectures/seriestemp.rst b/_doc/sphinxdoc/source/lectures/seriestemp.rst index 3d2153b..74a8396 100644 --- a/_doc/sphinxdoc/source/lectures/seriestemp.rst +++ b/_doc/sphinxdoc/source/lectures/seriestemp.rst @@ -6,3 +6,4 @@ Séries temporelles :local: ../notebooks/ts_covid + ../notebooks/ts_pred diff --git a/_unittests/ut_documentation/test_nb_ts_covid.py b/_unittests/ut_documentation/test_nb_ts_covid.py index ccba413..6d72bf9 100644 --- a/_unittests/ut_documentation/test_nb_ts_covid.py +++ b/_unittests/ut_documentation/test_nb_ts_covid.py @@ -27,6 +27,18 @@ def test_notebook_ts_covid(self): test_notebook_execution_coverage( __file__, "ts_covid", folder, 'papierstat', copy_files=[], fLOG=fLOG) + def test_notebook_ts_pred(self): + fLOG( + __file__, + self._testMethodName, + OutputPrint=__name__ == "__main__") + + self.assertTrue(papierstat is not None) + folder = os.path.join(os.path.dirname(__file__), + "..", "..", "_doc", "notebooks", "timeseries") + test_notebook_execution_coverage( + __file__, "ts_pred", folder, 'papierstat', copy_files=[], fLOG=fLOG) + if __name__ == "__main__": unittest.main() diff --git a/_unittests/ut_mltricks/test_sklearn_category.py b/_unittests/ut_mltricks/test_sklearn_category.py index c27be48..ba239f2 100644 --- a/_unittests/ut_mltricks/test_sklearn_category.py +++ b/_unittests/ut_mltricks/test_sklearn_category.py @@ -150,7 +150,7 @@ def test_wines(self): acc2 = accuracy_score(y_test, clr.predict(X_test)) self.assertGreater(acc1, 0.45) self.assertGreater(acc2, 0.45) - self.assertGreater(acc1, acc2 * 0.99) + self.assertGreater(acc1, acc2 * 0.999) if __name__ == "__main__":