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November 21, 2023 19:55
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SARIMAX Primer
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "3ecbc219-97a9-4902-abcf-2f47844cad1e", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "\n", | |
| "import statsmodels.api as sm\n", | |
| "from statsmodels.tsa.deterministic import Fourier\n", | |
| "\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import ipywidgets as widgets\n", | |
| "\n", | |
| "#import pmdarima as pm\n", | |
| "\n", | |
| "\n", | |
| "pd.set_option('display.float_format', lambda x: '%.3f' % x)\n", | |
| "plt.rcParams[\"figure.figsize\"] = (15,7)\n", | |
| "plt.style.use('dark_background')\n", | |
| "plt.rcParams.update({'font.size': 14})\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "d50accab-a149-4aad-aff1-51bc6b14b7fc", | |
| "metadata": {}, | |
| "source": [ | |
| "# Simulation" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "df2a6571-df62-4e5d-8e38-b1b05a35528d", | |
| "metadata": {}, | |
| "source": [ | |
| "Simulation einer Zeitreihe, die random walk folgt mit wöchentlichen und jährlichen Zyklen.\n", | |
| "\n", | |
| "$$y_t = Trend_t + SeasonalWeekly_t + SeasonalYearly_t + Noise_t$$\n", | |
| "\n", | |
| "\n", | |
| "Vereinfachung: Jeder Monat besteht aus 4x7=28 Tagen und jedes Jahr aus 28x2=336 Tagen." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "fd1080e8-da24-45be-ae07-cd6053b0f13b", | |
| "metadata": {}, | |
| "source": [ | |
| "## Parameterisierung" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "601fca85-a516-4c20-b0f8-a4f6ca55201f", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "1956eeccb61f491498b6a8915b5cfdfa", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "IntSlider(value=10, description='Amplitude jährlicher Zyklus:', layout=Layout(width='400px'), max=40, style=Sl…" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "05fa5d4c0d6d438cbc57db6a6c1c01e2", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "IntSlider(value=2, description='Standardabweichung Rauschen jährlicher Zyklus:', layout=Layout(width='550px'),…" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "a4d0ef5776194f67ad71945478404a67", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "IntSlider(value=5, continuous_update=False, description='Amplitude wöchentlicher Zyklus:', layout=Layout(width…" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "30616a7da90645ec94d724d91967d448", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "IntSlider(value=2, description='Standardabweichung Rauschen wöchentlicher Zyklus:', layout=Layout(width='550px…" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "layout = widgets.Layout(width='auto', height='40px')\n", | |
| "yearly_cycle_amplitude = widgets.IntSlider(\n", | |
| " value=10,\n", | |
| " min=0,\n", | |
| " max=40,\n", | |
| " step=1,\n", | |
| " description='Amplitude jährlicher Zyklus:',\n", | |
| " style=dict(description_width='initial'),\n", | |
| " layout=dict(width='400px'),\n", | |
| " orientation='horizontal',\n", | |
| " readout=True,\n", | |
| " readout_format='d',\n", | |
| ")\n", | |
| "\n", | |
| "yearly_cycle_std = widgets.IntSlider(\n", | |
| " value=2,\n", | |
| " min=0,\n", | |
| " max=20,\n", | |
| " step=1,\n", | |
| " description='Standardabweichung Rauschen jährlicher Zyklus:',\n", | |
| " style=dict(description_width='initial'),\n", | |
| " layout=dict(width='550px'),\n", | |
| " orientation='horizontal',\n", | |
| " readout=True,\n", | |
| " readout_format='d',\n", | |
| ")\n", | |
| "\n", | |
| "\n", | |
| "weekly_cycle_amplitude = widgets.IntSlider(\n", | |
| " value=5,\n", | |
| " min=0,\n", | |
| " max=40,\n", | |
| " step=1,\n", | |
| " description='Amplitude wöchentlicher Zyklus:',\n", | |
| " disabled=False,\n", | |
| " continuous_update=False,\n", | |
| " orientation='horizontal',\n", | |
| " readout=True,\n", | |
| " style=dict(description_width='initial'),\n", | |
| " layout=dict(width='400px'), \n", | |
| " readout_format='d'\n", | |
| ")\n", | |
| "\n", | |
| "weekly_cycle_std = widgets.IntSlider(\n", | |
| " value=2,\n", | |
| " min=0,\n", | |
| " max=20,\n", | |
| " step=1,\n", | |
| " description='Standardabweichung Rauschen wöchentlicher Zyklus:',\n", | |
| " style=dict(description_width='initial'),\n", | |
| " layout=dict(width='550px'),\n", | |
| " orientation='horizontal',\n", | |
| " readout=True,\n", | |
| " readout_format='d',\n", | |
| ")\n", | |
| "\n", | |
| "\n", | |
| "display(yearly_cycle_amplitude)\n", | |
| "display(yearly_cycle_std)\n", | |
| "\n", | |
| "display(weekly_cycle_amplitude)\n", | |
| "display(weekly_cycle_std)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "0fcaab52-e1df-4423-a348-07daedd92bcc", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([ 0, 1, 2, ..., 1005, 1006, 1007])" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "nyears = 3\n", | |
| "days_per_year = 4*7*12\n", | |
| "nobs = days_per_year*nyears\n", | |
| "date_ints = np.arange(0,nobs)\n", | |
| "date_ints" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "33a13aec-eeba-4661-bf99-68934b340f9c", | |
| "metadata": {}, | |
| "source": [ | |
| "## Jährlicher Zyklus" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "f37bde04-71e8-48ca-bf96-62457e7c82c9", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def create_cycle(cycle_frequency, nobs, mu=0, sigma=1, amplitude=1):\n", | |
| " cycle = np.sin(2*np.pi*date_ints/cycle_frequency)*amplitude\n", | |
| " rand_component = np.random.normal(mu,sigma,nobs)\n", | |
| " cycle += rand_component\n", | |
| " \n", | |
| " return cycle" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "efad7bd4-68c3-476e-95be-80c27030b714", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x504 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "yearly_cycle = create_cycle(days_per_year, nobs, mu=0, sigma=yearly_cycle_std.value,amplitude=yearly_cycle_amplitude.value)\n", | |
| "plt.plot(yearly_cycle)\n", | |
| "plt.title('Jährlicher Zyklus (deterministisch + stochastisches Rauschen)')\n", | |
| "plt.xticks(np.arange(0, nobs+1, days_per_year))\n", | |
| "plt.grid();" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "486c2ccc-f05e-4b12-ac35-537ec593c960", | |
| "metadata": {}, | |
| "source": [ | |
| "## Wöchentlicher Zyklus" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "61a7ae03-5f33-432e-b645-813bba74d5b1", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x504 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "weekly_cycle = create_cycle(7, nobs, mu=0, sigma=weekly_cycle_std.value,amplitude=weekly_cycle_amplitude.value)\n", | |
| "plt.plot(weekly_cycle[:29])\n", | |
| "plt.title('Wöchentlicher Zyklus (deterministisch + stochastisches Rauschen)')\n", | |
| "plt.xticks(np.arange(0, 29+1, 7))\n", | |
| "plt.grid();" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "09f24725-2ec6-43b7-b742-77a10379bac5", | |
| "metadata": {}, | |
| "source": [ | |
| "## Trendkomponente (Random Walk)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "e476ac9e-bb85-41dd-8d8f-ee0c6426fd68", | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "def create_ar_process(nobs, beta, mu=0, sigma=1, start_val=100):\n", | |
| " epsilon = np.random.normal(mu,sigma,nobs)\n", | |
| " trend_component = np.zeros(nobs)\n", | |
| " trend_component[0] = start_val + epsilon[0]\n", | |
| " \n", | |
| " for i in range(1,nobs):\n", | |
| " trend_component[i] = beta*trend_component[i-1] + epsilon[i]\n", | |
| " \n", | |
| " return trend_component" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "50057c38-8900-48e1-8f99-7f739d90df15", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x504 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "trend_component = create_ar_process(nobs=nobs, beta=1, mu=0, sigma=1, start_val=100)\n", | |
| "plt.plot(trend_component)\n", | |
| "plt.title('Trendkomponente (random walk)')\n", | |
| "plt.xticks(np.arange(0, nobs+1, days_per_year))\n", | |
| "plt.grid();" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "947108e4-36fb-414a-b5d1-aad52ddfabe2", | |
| "metadata": {}, | |
| "source": [ | |
| "## Noise Komponente (AR1-Prozess)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "c527381e-5426-4475-9f7b-e21f4c24c03e", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x504 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "ar1_component = create_ar_process(nobs=nobs, beta=0.6, mu=0, sigma=1, start_val=0)\n", | |
| "plt.plot(ar1_component)\n", | |
| "plt.title('Autoregressive Komponente (AR1-Prozess)')\n", | |
| "plt.xticks(np.arange(0, nobs+1, days_per_year))\n", | |
| "plt.grid();" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "ed6fb783-c2ea-4a0f-b3c4-0ebe7c089ab7", | |
| "metadata": {}, | |
| "source": [ | |
| "## Finale Zeitreihe" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "98e36c62-17c4-407a-86d4-3f3f2a43b8ee", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x504 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "time_series = trend_component + weekly_cycle + yearly_cycle + ar1_component\n", | |
| "plt.plot(time_series)\n", | |
| "plt.title('Finale Zeitreihe (=Trend + Wochenzyklus + Jahreszyklus + AR1-Prozess)')\n", | |
| "plt.xticks(np.arange(0, nobs+1, days_per_year))\n", | |
| "plt.grid();" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "dbaa2737-a974-4c66-be89-967fbc2f516e", | |
| "metadata": {}, | |
| "source": [ | |
| "# Analyse" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "b8a4b49e-5530-4323-9ea5-64667701a5bd", | |
| "metadata": {}, | |
| "source": [ | |
| "## Datenvorbereitung" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "3e28fbab-815b-4cf5-94c9-0d8780c872df", | |
| "metadata": {}, | |
| "source": [ | |
| "Array zu Dataframe:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "1d78d1fc-fa2b-451e-972d-d3646a42d8ba", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>ts</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>105.449</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>107.257</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>109.276</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>102.927</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>103.359</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\n", | |
| " <td>...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1003</th>\n", | |
| " <td>96.065</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1004</th>\n", | |
| " <td>99.210</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1005</th>\n", | |
| " <td>86.056</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1006</th>\n", | |
| " <td>89.259</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1007</th>\n", | |
| " <td>91.761</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>1008 rows × 1 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " ts\n", | |
| "0 105.449\n", | |
| "1 107.257\n", | |
| "2 109.276\n", | |
| "3 102.927\n", | |
| "4 103.359\n", | |
| "... ...\n", | |
| "1003 96.065\n", | |
| "1004 99.210\n", | |
| "1005 86.056\n", | |
| "1006 89.259\n", | |
| "1007 91.761\n", | |
| "\n", | |
| "[1008 rows x 1 columns]" | |
| ] | |
| }, | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "time_series_df = pd.DataFrame(time_series, columns=['ts'])\n", | |
| "time_series_df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "07b7d55f-0582-44df-92e8-d3ce1f45f503", | |
| "metadata": {}, | |
| "source": [ | |
| "Erstellung von Tag-, Monat- und Jahrvariablen - kann in Modell als exogene Regressoren zur Modellierung von saisonalen Schwankungen benutzt werden." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "id": "f2f00b9e-c89d-4474-9fc3-772f6016dcbb", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>ts</th>\n", | |
| " <th>weekday</th>\n", | |
| " <th>week</th>\n", | |
| " <th>month</th>\n", | |
| " <th>year</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>105.449</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>107.257</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>109.276</td>\n", | |
| " <td>2</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>102.927</td>\n", | |
| " <td>3</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>103.359</td>\n", | |
| " <td>4</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1003</th>\n", | |
| " <td>96.065</td>\n", | |
| " <td>2</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>2</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1004</th>\n", | |
| " <td>99.210</td>\n", | |
| " <td>3</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>2</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1005</th>\n", | |
| " <td>86.056</td>\n", | |
| " <td>4</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>2</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1006</th>\n", | |
| " <td>89.259</td>\n", | |
| " <td>5</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>2</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1007</th>\n", | |
| " <td>91.761</td>\n", | |
| " <td>6</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>2</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>1008 rows × 5 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " ts weekday week month year\n", | |
| "0 105.449 0 0 0 0\n", | |
| "1 107.257 1 0 0 0\n", | |
| "2 109.276 2 0 0 0\n", | |
| "3 102.927 3 0 0 0\n", | |
| "4 103.359 4 0 0 0\n", | |
| "... ... ... ... ... ...\n", | |
| "1003 96.065 2 47 11 2\n", | |
| "1004 99.210 3 47 11 2\n", | |
| "1005 86.056 4 47 11 2\n", | |
| "1006 89.259 5 47 11 2\n", | |
| "1007 91.761 6 47 11 2\n", | |
| "\n", | |
| "[1008 rows x 5 columns]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x504 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "time_series_df['weekday'] = np.tile(np.arange(7),int(np.ceil(nobs/7)))\n", | |
| "time_series_df['week'] = np.tile(np.repeat(np.arange(48), 7), nyears)\n", | |
| "time_series_df['month'] = np.tile(np.repeat(np.arange(12), 4*7), nyears) \n", | |
| "time_series_df['year'] = np.repeat(np.arange(nyears), 4*7*12)\n", | |
| "\n", | |
| "display(time_series_df)\n", | |
| "\n", | |
| "ax = time_series_df[['weekday', 'week', 'month', 'year']].plot()\n", | |
| "ax.set_title('Check - Datumsfelder')\n", | |
| "plt.xticks(np.arange(0, nobs+1, days_per_year))\n", | |
| "plt.grid();" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "id": "89ffaa33-6a49-4554-bcfe-b1ffadce3361", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>ts</th>\n", | |
| " <th>weekday</th>\n", | |
| " <th>week</th>\n", | |
| " <th>month</th>\n", | |
| " <th>year</th>\n", | |
| " <th>month_0</th>\n", | |
| " <th>month_1</th>\n", | |
| " <th>month_2</th>\n", | |
| " <th>month_3</th>\n", | |
| " <th>month_4</th>\n", | |
| " <th>...</th>\n", | |
| " <th>week_45</th>\n", | |
| " <th>week_46</th>\n", | |
| " <th>week_47</th>\n", | |
| " <th>weekday_0</th>\n", | |
| " <th>weekday_1</th>\n", | |
| " <th>weekday_2</th>\n", | |
| " <th>weekday_3</th>\n", | |
| " <th>weekday_4</th>\n", | |
| " <th>weekday_5</th>\n", | |
| " <th>weekday_6</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>105.449</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
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| " <td>0</td>\n", | |
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| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>107.257</td>\n", | |
| " <td>1</td>\n", | |
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| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
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| " <td>0</td>\n", | |
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| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>109.276</td>\n", | |
| " <td>2</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
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| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
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| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>102.927</td>\n", | |
| " <td>3</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>103.359</td>\n", | |
| " <td>4</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1003</th>\n", | |
| " <td>96.065</td>\n", | |
| " <td>2</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>2</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1004</th>\n", | |
| " <td>99.210</td>\n", | |
| " <td>3</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>2</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1005</th>\n", | |
| " <td>86.056</td>\n", | |
| " <td>4</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>2</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1006</th>\n", | |
| " <td>89.259</td>\n", | |
| " <td>5</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>2</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1007</th>\n", | |
| " <td>91.761</td>\n", | |
| " <td>6</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>2</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>1008 rows × 72 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " ts weekday week month year month_0 month_1 month_2 month_3 \\\n", | |
| "0 105.449 0 0 0 0 1 0 0 0 \n", | |
| "1 107.257 1 0 0 0 1 0 0 0 \n", | |
| "2 109.276 2 0 0 0 1 0 0 0 \n", | |
| "3 102.927 3 0 0 0 1 0 0 0 \n", | |
| "4 103.359 4 0 0 0 1 0 0 0 \n", | |
| "... ... ... ... ... ... ... ... ... ... \n", | |
| "1003 96.065 2 47 11 2 0 0 0 0 \n", | |
| "1004 99.210 3 47 11 2 0 0 0 0 \n", | |
| "1005 86.056 4 47 11 2 0 0 0 0 \n", | |
| "1006 89.259 5 47 11 2 0 0 0 0 \n", | |
| "1007 91.761 6 47 11 2 0 0 0 0 \n", | |
| "\n", | |
| " month_4 ... week_45 week_46 week_47 weekday_0 weekday_1 \\\n", | |
| "0 0 ... 0 0 0 1 0 \n", | |
| "1 0 ... 0 0 0 0 1 \n", | |
| "2 0 ... 0 0 0 0 0 \n", | |
| "3 0 ... 0 0 0 0 0 \n", | |
| "4 0 ... 0 0 0 0 0 \n", | |
| "... ... ... ... ... ... ... ... \n", | |
| "1003 0 ... 0 0 1 0 0 \n", | |
| "1004 0 ... 0 0 1 0 0 \n", | |
| "1005 0 ... 0 0 1 0 0 \n", | |
| "1006 0 ... 0 0 1 0 0 \n", | |
| "1007 0 ... 0 0 1 0 0 \n", | |
| "\n", | |
| " weekday_2 weekday_3 weekday_4 weekday_5 weekday_6 \n", | |
| "0 0 0 0 0 0 \n", | |
| "1 0 0 0 0 0 \n", | |
| "2 1 0 0 0 0 \n", | |
| "3 0 1 0 0 0 \n", | |
| "4 0 0 1 0 0 \n", | |
| "... ... ... ... ... ... \n", | |
| "1003 1 0 0 0 0 \n", | |
| "1004 0 1 0 0 0 \n", | |
| "1005 0 0 1 0 0 \n", | |
| "1006 0 0 0 1 0 \n", | |
| "1007 0 0 0 0 1 \n", | |
| "\n", | |
| "[1008 rows x 72 columns]" | |
| ] | |
| }, | |
| "execution_count": 13, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "time_series_df = time_series_df.join(pd.get_dummies(time_series_df['month'], prefix='month'))\n", | |
| "time_series_df = time_series_df.join(pd.get_dummies(time_series_df['week'], prefix='week'))\n", | |
| "time_series_df = time_series_df.join(pd.get_dummies(time_series_df['weekday'], prefix='weekday'))\n", | |
| "\n", | |
| "time_series_df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "295d6a19-84ec-4b59-88d6-3a6b0cd78fab", | |
| "metadata": {}, | |
| "source": [ | |
| "## Train-Test-Split" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "id": "93929cb0-d198-4b8e-b987-3f361a950da8", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "(1008, 72)\n", | |
| "(672, 72)\n", | |
| "(336, 72)\n", | |
| "1008\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "ts_train = time_series_df.iloc[:4*7*12*(nyears-1)]\n", | |
| "ts_test = time_series_df.iloc[4*7*12*(nyears-1):]\n", | |
| "\n", | |
| "print(time_series_df.shape)\n", | |
| "print(ts_train.shape)\n", | |
| "print(ts_test.shape)\n", | |
| "print(ts_test.shape[0] + ts_train.shape[0])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "277e6cbf-c655-479b-981a-e4e165bcc85e", | |
| "metadata": {}, | |
| "source": [ | |
| "## Dekomposition" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "8f1b0130-ca14-45b1-88ac-4b6425471ec4", | |
| "metadata": {}, | |
| "source": [ | |
| "Vgl. \n", | |
| "\n", | |
| "https://otexts.com/fpp2/decomposition.html\n", | |
| "\n", | |
| "https://otexts.com/fpp2/moving-averages.html\n", | |
| "\n", | |
| "\n", | |
| "https://otexts.com/fpp2/classical-decomposition.html\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "id": "2fca5cf7-a247-4f65-8e1f-e2a493c76842", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>ts</th>\n", | |
| " <th>weekday</th>\n", | |
| " <th>week</th>\n", | |
| " <th>month</th>\n", | |
| " <th>year</th>\n", | |
| " <th>month_0</th>\n", | |
| " <th>month_1</th>\n", | |
| " <th>month_2</th>\n", | |
| " <th>month_3</th>\n", | |
| " <th>month_4</th>\n", | |
| " <th>...</th>\n", | |
| " <th>week_45</th>\n", | |
| " <th>week_46</th>\n", | |
| " <th>week_47</th>\n", | |
| " <th>weekday_0</th>\n", | |
| " <th>weekday_1</th>\n", | |
| " <th>weekday_2</th>\n", | |
| " <th>weekday_3</th>\n", | |
| " <th>weekday_4</th>\n", | |
| " <th>weekday_5</th>\n", | |
| " <th>weekday_6</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>105.449</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>107.257</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>109.276</td>\n", | |
| " <td>2</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>102.927</td>\n", | |
| " <td>3</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>103.359</td>\n", | |
| " <td>4</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>667</th>\n", | |
| " <td>91.949</td>\n", | |
| " <td>2</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>668</th>\n", | |
| " <td>90.327</td>\n", | |
| " <td>3</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>669</th>\n", | |
| " <td>87.324</td>\n", | |
| " <td>4</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>670</th>\n", | |
| " <td>85.881</td>\n", | |
| " <td>5</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>671</th>\n", | |
| " <td>80.345</td>\n", | |
| " <td>6</td>\n", | |
| " <td>47</td>\n", | |
| " <td>11</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>672 rows × 72 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " ts weekday week month year month_0 month_1 month_2 month_3 \\\n", | |
| "0 105.449 0 0 0 0 1 0 0 0 \n", | |
| "1 107.257 1 0 0 0 1 0 0 0 \n", | |
| "2 109.276 2 0 0 0 1 0 0 0 \n", | |
| "3 102.927 3 0 0 0 1 0 0 0 \n", | |
| "4 103.359 4 0 0 0 1 0 0 0 \n", | |
| ".. ... ... ... ... ... ... ... ... ... \n", | |
| "667 91.949 2 47 11 1 0 0 0 0 \n", | |
| "668 90.327 3 47 11 1 0 0 0 0 \n", | |
| "669 87.324 4 47 11 1 0 0 0 0 \n", | |
| "670 85.881 5 47 11 1 0 0 0 0 \n", | |
| "671 80.345 6 47 11 1 0 0 0 0 \n", | |
| "\n", | |
| " month_4 ... week_45 week_46 week_47 weekday_0 weekday_1 weekday_2 \\\n", | |
| "0 0 ... 0 0 0 1 0 0 \n", | |
| "1 0 ... 0 0 0 0 1 0 \n", | |
| "2 0 ... 0 0 0 0 0 1 \n", | |
| "3 0 ... 0 0 0 0 0 0 \n", | |
| "4 0 ... 0 0 0 0 0 0 \n", | |
| ".. ... ... ... ... ... ... ... ... \n", | |
| "667 0 ... 0 0 1 0 0 1 \n", | |
| "668 0 ... 0 0 1 0 0 0 \n", | |
| "669 0 ... 0 0 1 0 0 0 \n", | |
| "670 0 ... 0 0 1 0 0 0 \n", | |
| "671 0 ... 0 0 1 0 0 0 \n", | |
| "\n", | |
| " weekday_3 weekday_4 weekday_5 weekday_6 \n", | |
| "0 0 0 0 0 \n", | |
| "1 0 0 0 0 \n", | |
| "2 0 0 0 0 \n", | |
| "3 1 0 0 0 \n", | |
| "4 0 1 0 0 \n", | |
| ".. ... ... ... ... \n", | |
| "667 0 0 0 0 \n", | |
| "668 1 0 0 0 \n", | |
| "669 0 1 0 0 \n", | |
| "670 0 0 1 0 \n", | |
| "671 0 0 0 1 \n", | |
| "\n", | |
| "[672 rows x 72 columns]" | |
| ] | |
| }, | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "ts_train" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "id": "1d9af927-7ea4-4fd3-b095-0e4c684fb1a4", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "#extracting weekly seasonality from raw time series\n", | |
| "sd_7 = sm.tsa.seasonal_decompose(ts_train['ts'], period=7)\n", | |
| "\n", | |
| "#extracting yearly seasonality from time series adjusted weekly seasonality\n", | |
| "sd_336 = sm.tsa.seasonal_decompose(ts_train['ts'] - sd_7.seasonal, period=days_per_year)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "id": "118197cb-89e5-460e-90f5-4cbc4d11e254", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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KWDExMf0xdnZ2ory8HGfOnMG999475rGm24SWJoWEEEIIIYTcZuNGHwiFQhw+PPKkEOjdV2hoqI25c2eJOLLJFxkZCT09vQFHcHCwuMMa0v/+9z/o6enBzMwMK1euRFxcHL7//nscP34cXC5NfYZCfzKEEEIIIYTcZtNmX1y8mIXy8rpRnR8VlQYACJTCFNLOzk5UVVUNOOrr6/vfV1FRwTfffIPy8nK0t7cjKysLGzZsGDBGQEAAMjIy0NLSgujoaJiYmADoXY3773//C1tb2/4Vvi1btgAAVFVV8f3336OqqgpNTU2IjY2Fi4vLiPG2tbWhqqoKN2/eRFJSEt566y2sXr0aoaGheOCBB/rP27VrF9LS0tDS0oKysjL8+OOPUFNTAwD4+flh3759mDFjRn9cb7zxBgBAVlYW77//Pm7cuIGWlhYkJCRg8eLF/eP6+fkhKysLAQEBuHr1KlpbW5GYmAgnJ6fx/R8wSWTEHQAhhBBCCCGSwtbWGNbWRnji8W9G/Zn8/HLcuFGNgEAHfPfdmRHP//TTbXBwNJtImGOWllqEXbt+Yn3cM2fOQENDAw899BDy8vIwb948KCgo9L8vLy+Pl19+GQ8//DA6Ojrwyy+/4LvvvsPSpUtx6NAh2NraYvny5fD39wcANDY2AgBOnz6NxsZGLF++HHV1ddiyZQuio6Mxb948VFZWjinGyMhIpKenY+3atdi3bx8AQCgUYufOnSgqKoKxsTG+/PJLfPnll3jggQdw5coVPPPMM9izZw/Mzc0BAC0tLQB6U2rNzc1xzz33oKysDMHBwTh16hTc3NyQnp7ef8333nsPL774IioqKvD555/j999/h7W19Xj/mEWOJoWEEEIIIYT8Y9MmX/T0CHD06JUxfS4qKh0rVriBw+GAYRgRRTf5li5detfeuq+//hovvfQSgoKC4OXlBRsbG+Tk5AAAiouLB5wrKyuLHTt2IC8vDwDw8ccf4+effwaHw0FHRwdaWlrQ09ODqqp/C/osXLgQjo6O0NbWRkdHBwDgP//5D1asWIH7778fH3300Zh/jqysLNjb/7vv8/PPP+//39evX8cLL7yAv/76C1u2bEF3dzcaGxvBMMyAuMzMzLB582aYmJjgxo0b/X8WQUFBePTRR7Fjx47+c19//XXExsYCAN566y1cvnwZs2fPxs2bN8cc+2SgSSEhhBBCCCH/2LjJB1FRaaiubhzT56LOpeLBBwPh6GiGlJTCYc8VxYqdqFy4cAGPPPLIgNcaGhoAAE5OTqioqOifEA6mo6Ojf0IIAOXl5ZCTk4O6uvqANNTbubi4QElJCdXV1QNeV1BQ6F+5G6s7J+sLFy7Eyy+/DCsrK6ipqYHH40FeXh56enqoqKgYdAxnZ2dwuVxkZWUNeF1eXh7R0dEDXrt91bC8vBwAoKOjQ5NCQgghhBBCJJmr61yYm+vj3XcOjfmz0dG9k4DAQPsRJ4VTSVtbGwoLB/95OBzOiJ/v6ekZ8N99E7Phir5wuVxUVVXBx8fnrveamppGvOZgrK2tUVRUBAAwMjLC6dOn8eOPP+I///kPamtr4ezsjIMHD0JOTm7YuIRCIdzc3NDd3T3gvfb29gH/ffv7o/mZxY0mhYQQQgghhADYtMkHXV3dOH786pg/W1FRh6ysUgQEOuDjj4+LIDrJk5ycDH19fVhaWg67Wjicrq4u8Hi8u8bV1dWFUCi8Kx11PBYvXgw7Ozt8/PHHAABXV1fIyclh165dEAqFAIDly5ePGFdKSgq4XC709PT6U0OlheROVwkhhBBCCJkkHA4HGzb64MwZPhobW8c1RnRUGnx8bCArKz3rLvLy8tDV1R1wzJw5EwAQFRWF+Ph4HD16FIsXL4aJiQmCgoKwatWqUY9fUlICY2NjODk5QUtLC3Jycjh37hwuX76Mv/76C0uXLoWJiQk8PT3x3//+F97e3sOOp6SkBF1dXcyePRuurq74z3/+g2PHjuHEiRPYv38/ACA/Px88Hg87d+6EiYkJNm3ahJ07d94Vl6KiIoKCgqClpQVFRUXk5+dj//792LdvH9auXQtTU1O4uLjgueeew+rVq8f2BythaFJICCGEEEKmvfnzrWBgMHNUDeuHEhWVDmVlBXh6zmMxMvFatGgRKisrBxwpKSkAetMily1bhsuXL2P//v3Izs7G559/PmwK5p2OHj2K8PBwREVFoaamBps3bwYABAcHIzo6Gj/++CNyc3Nx+PBhzJs3r39/3lAefvhhVFZWoqioCKdOnYKXlxcee+wxrF69un9VMCMjA08//TSeffZZZGVlYdu2bdi9e/eAceLi4vDtt9/iwIEDqKmpwQsvvAAAeOihh/Dzzz/jww8/RE5ODsLCwuDr64vr16+P+meWVIy0H4mJiWKPYSrFRQcdojzovqdjuh5079MxHY+pdN9/+eWjTEvrEUZZWWHcY6ipKTPdPSeY//73ngGv//rrr2L/+eiYvMPKykps1x7uXhvu7yOtFBJCCCGEkGmNx+Ni3foFOHUqAa2tHeMep7GxFXx+IQKksIk9kW40KSSEEEIIIdOav78ddHU1cOjghQmPFR2VBg8PCygrK4x8MiESgiaFhBBCCCFkWtu0yRdNTW04c4Y/4bGiotIgKysDX18bFiIjZHLQpJAQQgghhExbsrIyWLN2Po4fj0NnZ/fIHxjB5cvZ6OjoQlCQ48SDI2SS0KSQEEIIIYRMW4sXO0FDY8aEqo7erqOjC1euZA/YVygUCiErK8vK+IQMRVZWtr/C6ljRpJAQQgghhExbGzf5oLa2CefOpbI2ZnRUOhwcTKGtrQYAyMzMxJNPPgkdHR1wufT1m7CLy+VCR0cHTz75JDIzM8c1hvR01iSEEEIIIWQMFBXlsWqVBw78cQE9PQLWxo2KSsM7796PhQvtcPjwJXz66acIDQ3F66+/DlVVVXA4HNauRSSPvr4+KioqJu16DMOgqakJ58+fx4kTJ8Y1Bk0KCSGEEELItBQc7AIVFSUcZKHq6O2SkvLR2NiKwEAHHD58CT09PThy5AiOHDnC6nWIZEpMTMSiRYvEHcaY0Po1IYQQQgiZljZu8kVFRR0uXBhfyt1QBAIhzp+/Rv0KyZRBk0JCCCGEEDLtqKgoIiTEFUf+vDzu4hzDiY5Kg7m5PoyNdVgfmxC20aSQEEIIIYRMOytXekBRUZ711NE+UVFpAIBAWi0kUwBNCgkhhBBCyLSzcZMvrl+/hatXc0UyfmZmKSor6ymFlEwJNCkkhBBCCCHTiobGDCxZ4oTDhy6CYRiRXScqKg0BAfYiG58QttCkkBBCWODlZQklJXlxh0EIIWQU1qyZD1lZGRxkqWH9UKKj0qCnpwEbGyORXoeQiaJJISGETJC5uT4uX/kIb755r7hDIYQQMgobN/kgL+8mUlIKRXod2ldIpgqaFBJCyARt3uwLANjyYCDk5Kj9KyGESDJdXXUsXGiHQyJeJQSA0tJqFBSU075CIvHEMil84403wDDMgKOiomLYz9ja2iI2NhZtbW0oKyvD66+/PknREkLI8DZt9kVNTRNmzlRFaKinuMMhhBAyjHXrFoDH44ms6uidoqPS4ednCx6P1mKI5BLb3ZmTkwM9Pb3+w87ObshzVVRUEBkZiaqqKri5ueHpp5/G888/j2effXYSIyaj4bRsEZ47+hu0DGaLOxRCJoWdnQmsrY1w8QYPZRUN2P7IUnGHRMikmKGpge3fforFj28VdyiEjMnGTb5ITy9GdvaNMX+WK8PDmld34+EvPhz1Z6Ki0qCmpgxX17ljvh4hk0Vsk8Kenh5UVVX1HzU1NUOee++990JJSQlbtmxBZmYmjh07hg8++IAmhRJm4cP34b4P38Isiznw2rBa3OEQMil2PL8JQgaoUjBEaiUXgYEOMDfXF3dYhIjUTCMDPLX/B1h6e8Jvy2bIKSqKOyRCRsXQUBve3tbjSh2VV1bCtq/3YsGmtbBZ6ANjB9tRfS4mJh0A7Sskkk1sk0IzMzOUlZWhqKgIBw4cgKmp6ZDnenl54eLFi+jo6Oh/7ezZs5g9ezZMTEwmIVoyHA6XizWv7sbyXTuQEh6BrPOX4bpyGbgyPHGHRohIua9egY0bfJBX1YUz/3cQ5YrG6OkRYNu2xeIOjRCRMXawxdP7f4SCsjJOfPAZFJSV4bgkUNxhETIqGzZ4AwAOHRrbpFBVRxs79n2LOW4uOLZnLzrb2uCxesWoPltT04TU1CIEBFJrCiK5OABE15xlCEuXLoWKigpycnKgo6OD1157DZaWlrCxsUFdXd1d5589exZlZWXYuvXfFBVDQ0OUlpbCy8sLV69evesz27dvxyOPPAIAsLGxQWZmpuh+oHGysrJCdna2uMOYEAEY5MgKUctjYNDDwTwuA6WZ7QivV8C8Th5mCil/ngwkDfc9AwbXZYToVunCJvNGFBar4latIuLlBVhv1AQdpR5kpGuDYTjiDpVIEGm492u4QuTICiHHAHbdPCgwQJKcALIAHLuoyBK5m6Td95ZWNQA4yMnWGvVnWjkMrskJ0APAqpsLTSEXuTIC1PAYeHbywMPIv+sNDJqgrdOG1FRdMEL6t0HaSdp9fzs3N7ch32PEfSgrKzNVVVXMrl27Bn3/7NmzzE8//TTgNSMjI4ZhGMbDw2PE8RMTE8X+M06luEZ7zNDUYJ7+/Sfmo9RLzIJNaxkvL0umsuo3RsicYn5PO8k8/OVHYo+RDsk7pvp9z5XhMRvffpXZmxHHnL76A9PWfpRRVVViADAPfvY+83t6GCNkTjFr1swXe6x0SNYx1e9973vWMR+lXWae2v8Do6yh3v+6/4P3Mnsz4hgdU2Oxx0iH5B2SdN/PmaPPCJlTzK5dq0b9GXM3Z+adyxHMf6JOMrPmze1/3cTRntmbEce4hYaMapxly1wYIXOKCQpyFPufAx2iPyTpvh9tXBKxjNPa2orMzEzMnTv4BtzKykro6ekNeE1HRwcAUFVVJfL4yN369pPozzXHvl0vw4hTg6jod9HU1AaBQACUF8DKxwuq2jPFHSohrOnbT+IeuhyR3/wIRyN5hIcnoampDQAQf+wUqjiaqLzVhG3bKYWUSAcOh4MVzz2F1S8/h6zYi/hu21NorW/ofz/pVDgE3T1wD10uviAJGYWNG30AAIcPXxrV+U7Bi/HI95+h8VY1vrh3O8pz8/vfK0lNx63i66NOIb1wIRPd3T20r5BILImYFMrLy8PS0nLIthRxcXHw8fGBvLx8/2uLFi3CzZs3UVJSMklRkj637yf5btuT2OBvhN//2I34+Dx4euxGVtYNzJTtAJfHg+vKYHGHSwgrbt9PcvD1d9CVmwR9fU0cPPBvSfPcy1fRcKsGCSVdWLzYCcbGOmKMmJCJk5GTw30fvgX/B+/BpT/+xL5dr6C7o3PAOS219ci6cBmuq4JpLzmRaBs3+eLChWu4ebN2xHMDtt6P+z54EyWpGfhqy2NoqLx7ESL+2CmYOjtAx9R4xPFaWzsQH59H/QqJxBLLpPCjjz6Cr68vTExM4O7ujiNHjkBZWRm//PILAGDPnj04d+5c//l//PEH2trasG/fPtjY2GD16tV46aWX8Mknn4gj/GnNNsAPj//0FdqamvHD1h14/5UQvP6fTfjf/0Vg8aLXUVfXDD6/EHY2BihITIb7anpyTKY+XXNTPL3/B2gZzsZPO55D4onT2LzZD83NbQgLS+w/TygQIPGvcFTOMAfDAFu3LhJj1IRMjKKqKh754TM4Lg3CqY+/xPH3PgEjFA56bvyxU1DR0oS174JJjpKQ0bGxMYKtrfGIVUe5vN6WEyE7n0ByeAR+eHQn2puaBz036VQ4BD2jXyWPjkqDi4s51NWVxxw/IaImlkmhgYEBDhw4gNzcXBw7dgydnZ3w9PREaWkpAEBfXx/m5ub95zc1NWHRokWYNWsWkpKS8PXXX2Pv3r00KZxk3vesw5ZP9+Bmbh4O734eR/bvwPr1C/DC8//Dtm1foru7BwCQklwIPT0NFJ+PgbaxIcxcHMUbOCETYO7mjKd+/R5cHg9fb3kceXEJkJOTwZq183HiRDw6OroGnJ94IgytQlkkZVbhoYcXUbNiMiVpzNLDU799D2M7G/y2+zXE/vLHsOfnXr6KxlvVcB9lKh0hk23TJl8IBAIcOXJ5yHPkFBXw4KfvYcGmtYj+v1/xx0v/haC7e8jzW2rrkT2GVfKoqDRwuVz4+w/dm5sQcRFLqbDNmzcP+/5DDz1012vXrl2Dn5+fqEIiw+BwOFj+7JPwf/AeXIs+j/Tff0ZMxBvQ1FTBmtV7cPJk/IDz+fwCAIBiSwXam1vgvnoFivipYoickIlxCl6MTe+8hprrN/Dj48/2pw8tXuwEDY0ZOHjg/F2fqSktQ2FSCmba6sBjtjyCg11x6lTCZIdOyLjNtrLAtq/3QkZeDt8/8syofn8LBQIknTyDhQ/dC1XtmWiqHrr3MCHisHGTD6Ki0lFd3Tjo+zM0NbD1q49hYD0PR9/5CFcOHRvVuPHHwmAb4Acrn/nIjBl+FfLq1Vy0tnYgMNABJ07cXTmfEHGiR9hkWAP2kxw4gtroE4iJehsA4OP94l0TQgBITS2CQCCAva0RUs5EwmFxABRmUKoEmVqG20+yabMfamubEBmZOuhn44+dQq3CLFRVN2Hb9iWTFDEhE2fp7Ykd+75FT3c3vrr/0TE90Es4fuqfveTLRBcgIePg4jIHc+bMwqGDFwZ9f6axIZ7a/wP05phh366XRz0hBICcS3FovFU9qoIz3d09uHgxk/YVEolEk0IypAH7SfZ+BbPOIhw79jKysm7Aw/05pKYWDfq5trZO5OTchLPLHCQcOwU5RQU4LqO9VWRquH0/Scog+0mUlOSxapUHjh65gp4ewaBjpEdGo72lDVdymxEc7ILZs0ffD4sQcfFYswIPf/kRaq6X4cv7HkFVUcmYPt+3Sk5VSImk2bTJF11d3Th+PO6u90wc7PD0bz9AQVkZ327dMeJq3536VsktfbygMnPk3/VR59JgZWWIWbM0x3QdQkSNJoVkULfvJznw8hu4d4EmPvr4YRw5cgUL/V9BZWX9sJ/n8wvg4mKOG5nZqMgvpC8JZEoYsJ/kf7/h90H2k6xY4Q5lZQUcGCR1tE93RydSzkSiSmUueDweHn6YHooQybZkx3ZsePMV5F9NwtcPPj7u9M+E42HQNjGiveREYnA4HGzY6I2//05GQ0PrgPdsA/zw2E9foq2pGV/c9whKM7LGdY2EE2HgycjAbdXIFdejotIAAAEBtFpIJAtNCsldZltZ4On9P0JlpiYOPv8yPnjWD1u3LcY7bx/E5k0for29c8QxkvkFmDVLC3p6Gog/dgrG9jbQm2M2CdETMj4zNDXw+P99DSvf+Tj27sc4/ek3YBjmrvM2bfbFzZu1uHhx+C8P8cdOoZ2nhIS0MmzdthhcLv26JZKHJyODTe+8hsWPPYz4Y6fwf0/tRmdb27jHS4+MRkdLK1WeJhJj/nwrGBpq31V11Pue9f3F8768/xHU3igb9zVqrt9AIX90q+RpacWoqWmiFFIicehbChng9v0k4a+/hgPfPoD5861w/3178Z///D7ol+TB8PmFAHrz+JPD/kZPdzfc11BVOiKZZhoZDNhPcvng0UHPU1dXxrJlLjh86CKEQ5Tm73PjWhYq8guR2TQDRkbaWLzYSRShEzJu8spK2Pr1x3BbFYKzX/+Iw2/sgXCIlOjR6mrvQMqZSNgvCoC8shJLkRIyfps2+aCtrbO/BgKHw8GK557C6pefRVbsRXy37Sm01jdM+DoJx3pXyU2dh5/sMQyDmJh0BAbaT/iahLCJJoWkn/vqf/eTpH3/KcKOPAt1dWUEBryK33+PHdNYqalFEAqFcHExR2tDI65FX4Dr8qXgycqKJnhCxsnYwRZP7/9xVPtJVq/2gpycLA4cGLxYwZ3ij51Ck6Y5amqbsW37YrZCJmTCVHW0sWPft5jj5oKDr7+DiO/+x9rY8cdOQV5JEU60l5yIGY/Hxbr1CxAWlojW1o6BxfP++BP7dr2C7o6Rs59Go2+V3GMUD8Cjo9JgaKiNuXNnsXJtQthAk0ICAFjyxDZsfKt3P0n7+SM4evBZ3LxZCw/353DlSvaYx2tt7UBOThmcXeYA6N1noqyhDht/b7ZDJ2TcbAP88PhPX416P8mmzb4oKChHUlL+qMZPDvsbXV09uJBRi5UrPaCnp8FG2IRMiK65KZ7e/wO0DGfjpx3PIfHEaVbH71slp56FRNz8/Gyhq6uBQwcvDCye9/GXOP7eJ2BGyPgYi672DqT8PbpV8r59hYGUQkokCE0KpzmuDA8b334Vix/fioTjp2DVkYmvv3oEkZGpWDD/eVy/fmvcYycnF8Lln0lhXlwC6isqKYWUSAzve9aNaT+Jrq46AgLs79qXMpzWhkZkxlxEhbI5ZGR4ePDBwImGTciEmLs546lfvweXx8PXWx5HXpxoemgmHA+jveRE7DZt8kVTUxuuppX1F8/7bfdriP3lD5FcL+GfVXLHpUHDnldQUIHS0mraV0gkCk0KpzF5ZSVs+3ov3EOX48JPP+NeJxns3LkKX3x+EqtWvo3m5vYJjZ/ML8Ts2VrQ1VUHIxQi8a9wzJvvAXVdHZZ+AkLG7t/9JM+NaT/J+vXe4PF4o04d7RN/7BS6FDWQkFqKbduXgMPhjDNyQibGKXgxHvn+MzTeqsYX925Hee7oVryH4+BgCltb47te558607uXnArOEDGRlZXBmrXzERGThUd++gYqMzXx/SPPIPVslMiuWZrRu0o+mp6FUVFpWLjQjv5NIBKDJoXT1O37SWK/+AxvPmyLpUud8cTj32Dnzh8hEEw8pYLPLwAAODubAwAST4SBy+XCNTRkwmMTMh4T2U+ycZMP0tOLkZVVOqZr5sUloKGyCmk1sjAz00NAABUXIJMvYOv9uO+DN1GSmoGvtjyGhsqqCY+poqKI6Jg9SEn9HF988QjU1JT73+tbJXdZvhQ8GZkJX4uQsVq0yBGamioQWi5AT3c3vrr/URTxU0V+3YTjYTB2sIWuuemw50VHpUFLSxWOjrSaTiQDTQqnodv3kyR+8wl+eDsERkbaCF72X3z33RnWrpOS0ldspjeFtO5mBfKvJsE9NISejJFJN5H9JEZG2liwwBoHx7hKCKB/lbxV1xp1dS3Y/sjSMY9ByHhxeTyseXU3QnY+geTwCPzw6E60NzWzMvYTT4RAQ2MGDh++hMefCEZ2zre45x6//vcTjp/CDE0N2Cz0YeV6hIzFjhfuQXsPB0kZ5fji3u2oKiqZlOvy/6m4PlLBmejodABAUBClkBLJQJPCaeb2/SQ3Dn2PX768Dy0tHfDyfB7nzqWyeq2Wlnbk5ZX3F5sBgPjjp6BlMBvmbs6sXouQ4WjM0pvQfpJNm3wBAIcOjX4/4e0SToSB4fAQk1yB0FAPaGurjWscQsZCTlEBD376HhZsWovo//sVf7z0Xwi6u1kZW1FRHrueXYW//+bj3ns+hrvbc7h+/Rb2/74bUdHvwtLSALlXelfJKYWUTLYVOx9FoLcFkvIb8OWWJ9BcUztp126tbxjVKnlFRR2yskppXyGRGDQpnEZu30+imHwK33zyABIS8uDpsRu5ueNv2jocPr8ALi7m/f+dEXUebU1NoyrZTAgbZltZ4On9P05oP8mmzb64ejUHxcXjS7mrKytH/tUklMkbQ05OFlu2BIxrHEJGa4amBh7/v69h5TsfR9/5CKc/+3bUfWZHY/v2xdDRUce77xwGAKSkFGK+1/N47NGv4eBgitS0L/DuO/ch/cxZzJvvATVdbdauTchQeDIy2PTOa9i2azPkeAzefmYvOtvaJj2OvlVy6xEqrkdHpcHHxwZycpRiTcSPJoXTRN9+kpsZ1+Dacw0v7l6Jn38+h8WLXkdtbZPIrpvML4ChoXb/ykhPZyeST0fALsgfiqoqIrsuIQBg6e2JHfu+ndB+EktLAzg6mo0rdfR28cdPQagxC0mp17Ft+5IJjUXIcGYaG+Kp/T9Ab44Z9u18CVcOHWN1fDk5Gex+fg3On7+Gy5f/bePCMAx++OFvWFk+jt9/P4+XXl6PL3Z5YI56D9xW0V5yIlryykrY9s1euK0KgVp1Dior6xH9T+uHyZZ7JQENVbdGfAAeFZUOJSV5eHpaTlJkhAyNJoXTgMeaFQjZ+QQKz0dj87x2rF3jiRdf+BlbH/4cXV09Ir02n18IAP37CoHeJ2iy8vLU2JiIlL7FHDz85UeoLrkxof0kmzb5QiAQ4PDhSxOKJyPqPNqbmpFUJoSFxWz4+dlOaDxCBiOrII8dP38DeSUlfLt1BzJjJ3bfDmbLlkAYGMzEu+8cGvT96upGbH34c/j6vIiG+masMm7G52+HwtRUj/VYCOlz/0dvw9zVGSffeR9u1jNx5M9LELLYh3AseveSnx5xlTw2NgMCgYD6FRKJQJPCacDnvo3ovpGLF1bow9bWCOvWvoePPmL3yfFQUlOLAGBACunN7DzczM6jnoVEpBZsXouerm58t/3pCe0n2bTZF7Gx11BZWT+heHo6O5EcHoG2WXaob2il1UIiEo5LAqGqPRO/Pf86SjOyRv7AGPF4XLzw4lokJOSNuA/90qUsuDjvxKf/dwnmWjxcy/oGL7+8nlLlCOu0TYxg5TMfZ7/9CbN5DVBUlMfBMfSUFYWE42Hg8njDrpI3NraCzy9EQCBVpSbiR5NCKWfiaA9neyPs8FcBl8uBj/eLOHHi6qRdv6mpDXl5NwcUmwF6U+kMrS0xa97cSYuFTB/yykpwDl6M1L/Pob1p/OnRzs7msLCYjUMHJ5Y62if+2Elw5BQQdfU61q6dD01NSqEm7PJcH4rKwmIUJiaLZPxNm3xhbq4/5CrhnXp6BHhxx2f4PkUOGSXNeHfPA0hN+5JasxBWea5bBUF3D+KPncTGTb4oLa1GXFyOWGOqKytHfnwS3EaouB4dlQZ3dwvMmKE4idERcjeaFEo5r/WhmK/djPq6Zni4P9e/cjeZ+PyC/l6FfZJPn0V3ZycVnCEi4Ry8BPJKSoj788SExtm82Q9dXd04evQKK3H1rZIXc/ShoCCH++9fyMq4hACAvoU5TBzscPXIXyIZn8Ph4OVX1iM9vRhhYYmj/lxPZyfOn4hEbIsxQte+D1lZHs5FvYv9v++Gnp6GSGIl04eMnBzcVoUgI/o8ZIXdWLLECYcPXWS1sNJ4JRw/hZmGBjBzdRrynKioNMjKysDX12YSIyPkbjQplGKKqqpYtsYPRqpCfPzhUVRU1IkljmR+IYyNdaClpdr/WntTMzKizsM5ZAlk5OTEEheRXl7rQ3EzJw83ro0/fY7D4WDDRm+cPZuC+voW1mKLP34KMrPnIpkKzhCWea4LRXdnJ5JOstdv9narV3vB2toIe949POYv3PHHTkJWQR41srqws30Sb/73D6xdOx/ZOd/iqadWgMejryNkfOyC/KGsroarR/7C6tVekJOTxUGWsjsmKv1c717y4R6AX76cjY6OLtpXSMSOfgtLMdcVS+E1qwf19a346acIscXB5xcAGLivEOjNt1dSU4VtgK84wiJSytDGCrOtLCa8SujtbQ1DQ+0JVx29U/LpCHR3duJqYTtsbIwwf74Vq+OT6UlOUQEuy5ciLSJ6QinTw3nl1Q3IzS3DkSNjXzm/mZ2Hmzm9e8k7Orrw5psHYGe7A1ev5uLzLx5BfMIncHe3EEHURNp5rQ9FTWkZCuKTsHGTD/Lzy5GcXCjusAD8u5fcPmghFFRmDHpOR0cXLl/Opn6FROxoUijFVj68BuaqXfji87/Q1tYptjj6fjm73LGvsCA+CbVl5ZRCSljltT4UnW1tSD59dkLjbNrki7a2Tpw8Gc9SZL3am5pwLeo8WmbZoampjVYLCSsclwRBUWUGrk7wYchQli1zgbOzOd5/78i4Kzom3LGXvKCgAsuWvoEN69+Hrq46rsR9hO++2wENjcG/PBNyJx1TY5i7OuHqkRPQ1lZDQIA9a3vA2ZJw/BRkFYavuB4dlQYHB9P+9l2EiANNCqWUqbMDljppoqOzG199dVqssTQ1tSE/v/yuYjMMwyDxr9Ow8HKHxiwqVU4mTmGGMhyXLUJKeCQ6W8ffsFhGhod16xfg5Ml4tLZ2sBhhr/jjYZBVUUPExUJs2OANNTVl1q9BphfP9aGoLChCcUq6SMZ/9bWNKCmpwu+/x457DH5Y7yq5++rlA14/cuQyrCwfx2ef/oWHty5CTu53ePDBwGGLcxAC9N73Pd3dSPwrHOvWzQePxxN71dE7lWXl4mZO3rAPwKP+6ae4cKHdZIVFyF1oUiilQh5eD0u1Tvz0U4RIm9OPFp9fcFf6KAAknjgNoVBIjY0JK5xDlkBeSXHChTYCAx2gra2GQyL6clEQn4S6mxXI69SAkpI87r3XTyTXIdPDrHlzYWxvI7ICM/7+dpg/3woffnAUPT2CcY/Tt0rusnzpXXvJW1rasXv3/+DivBN5eTfxv5934vyF92FnZzLB6Im0kpGXh9vK4N7Mi7p6rN/gg2vXriMrq1Tcod0l4fgpGNpYQd9izqDv8/kFaGxspX2FRKxoUiiFlNRU8cA6V4Bh8PGHR8UdDgAgJbkQJia6d5Xgb6isQn5cQm/JZi7djmRivNaHoiwrFzcysyc0zqbNvmhoaMGZM0ksRTYQwzBIPBEGRQtHpKZfx/ZHlorkOmR68Fy3Ct0dnUg6JZoCM6++thHl5bX4+edzEx4r4cTwe8kzMkrg6/MSHn7oM1haGoCf/Bk+/vhhKtdP7mK/yB9KaqqI+/MENDRmwNvbCieOx4k7rEEln45AT1fXkKuFAoEQsbEZtK+QiBV9C5dCAfeEwn5mN46dSkJpabW4wwFwe7GZu5+SxR8Pg+Ysfcz1cJ3ssIgUMbKzxqx5cxF35MSExlFQkMPq1V44fiwOXV097AQ3iIR/VskvXKuHg4Mp3NyoZycZOzlFRbgsX4rUs1Fob2pmfXxPz3kIDHTA3o+Po7Oze8Lj5V/tXSW/M4X0dgzDYN++KFjOeww//y8Szz63GlnZ32Dt2vkTvj6RHl7rQlFdUoqCBD6WLHEGj8fD6dOieZA3UW2NTcgYYpW8T3RUOszN9WFsrDPJ0RHSiyaFUuipp1dBjge89do+cYfSr6/YzJ39CgHgWvQFtNY3UMEZMiFe61ejs60NKacnVml32TIXqKoq4QDLVUfv1LdK3qRrg9bWDmyngjNkHJyWBUFhhrLICsy88upG1NQ04fvv/2ZlvL5V8rmebtDQH34veV1dMx599Gt4ee5GdXUj/jzyMr7/fgcrcZCpTdfcFGYujv0p0yHL3XDrVgMSE/PFHNnQEo6f6l0lX+gz6Pt9+wophZSIC00KpYyNtzu858jjYkIJMjMlJ6++oaEVhYUVcB5kX6Gguxv8sLOwDfCFkprqIJ8mZHgKKjPguDQIyeER6Gwbf4EZoDd1tKqqHjExoinYcbv442FQ1tXHmehsbNrsSylyZMw814eiIr8QJWkZrI/t6GiG5cvd8Nmn7FawTvwrHADgFjq6veTx8blwd3sW+/fH4P4HAiArK8NaLGRq8ly3Cj1dXUg8GQ4ul4ulS51x5gx/3JVxJ0P+1STUlVfAfYgH4FlZpaioqKMUUiI2NCmUMs//ZwsUZRi8/tKP4g7lLnx+4aDpowCQcOIUZOTk4BxCqyVk7FxClkBOUWHCqyUqKopYvtwNR/68DIFA9F8urkVfQGtDIzIblTFjhiI2b6aenWT0ZltZwMjWGlcnmDI9lJdfWY/GxlZ8/TW7FazrKyqRfzVxTHvJBQIhwk4lQEFBDra2xqzGQ6YWGXl5uK5choxzsWitb4Cn5zxoaakiXEJTR/v0rpKfHnaVPDo6HYGB9pMcGSG9aFIoRdRmamKVrzGySxpwYRJWOcYqmV8AMzO9QXtQVeQVovRaFqWQknHxXB+KG5nZKMvKndA4q1Z5QlFRXuSpo316V8n/hpK1C65llmL7I/RQhIye57pQdLV3IOkUO6mdt7O0NMDatfPx1ZdhaGxsZX38hGOn/tlL7jL6zyT0pga6u9P+2+nMYXEAlFR7C8wAwPLlbuju7kFERIp4AxuFxBO9D1jcVgUP+n50VBp0dTXowQcRC5oUSpHd7zwKNXkGe949JO5QBtVXbGawfYUAkHAsDLPmzYWBteVkhkWmOGMHW8yymNP/BWEiNm32xfXrtxAXlzPxwEYp4fgpyMjJ41xiBVxd58LJafC/H4TcTl5JCc4hi5F69hw6mltYH/+ll9ejvb0Ln312kvWxASDjn1Vy99WjfxBYUlKFmpomKso0zXmtD8Wt4usoTOqdBAaHuOLSpSyRPLxg27+r5MsH7cNJ+wqJONGkUIps3eyJ8vpu/PF/4m1WP5S+YjNDpZCmnIlAd8fdjY0JGY7X+lB0tLYiJTxyQuNoaali0SJHHDp4AQzDsBTdyPpWyes056G9vRPbty+etGuTqcspeBEUlJVZeRhyJ1NTXdxzjx++/+6MyPrc9q2S2wX6jWkveWJiPlxpUjht6c0xg6mTfX+VaUNDbdjbm+J0WKJ4AxuDhGOnoDlbH3M97664XlpajYKCctpXSMSCJoVSYuvOjdBT5eK7n2Mn9QvtWNTXt6C4uArOQ0wKO1pakRYZDefgxZCRl5/k6MhUpKiqAsclQUg+HYGu9vYJjbV27XzIyspMWuro7RKOh0HDbA5OR2Tgnnv9oaRE9z8Znue6VSjPK0BpeibrY7/44joIBELs3XuC9bFvl3A8bMx7yZMS82FjY0R/R6apvgIz/JO9PTlDQnonVpLaimIw12Iuoq2xachV8uiodPj52YLHo6/oZHLRHScldj8bisYO4OP//CTuUIbF5xfAZZAKpH0Sjp2CoqoK7Bf5T15QZMpyWb4EsgryrJTj37TZFzk5ZUhLK554YGOUciYS3R2dSL3Fg6qqEjZuHLxkOSEAYGA9D4Y2ViJpQzF7tha2PBiI//1fJCoq6lgf/3YVeQW4kZk9pr3kCQl54PF4Q25DINJLVkEeriuWIT0yBq0NjQCA4BA3FBZWIDe3TMzRjV5PV1f/Krmi6t2r5FFRaVBVVaI0aTLpaFIoBQKXumGe4Qz8eTYXHa0TK8cvasn8Apib60NdXXnQ9wuTUlBTWgaPMewzIdOX57pQlGZk4WZO3oTGmTVLE76+Njh44DxLkY1NR3ML0iKjoWTjgezsG9hGPQvJMDzXh6KzrR38MPYLzOzevRo8HhcffniU9bEHE3/s1D97yeeN6vy+PnT0hXn6cVwSCEVVlf6UaUVFeQQG2k+p1NE+8cd6K667LL97u0BfOyTaV0gmG00KpcCbe7aivYeDPa98L+5QRsTn9+4rHK6YRsLxMMxxd4GWwezJCotMQSaO9tCfa87KnqqNG33A5XLFkjrap3eVXBVnLpfAy8uSqs+RQckrK8E5eDFS/z6HjhZ2C2toa6th+yNLsX9/LK5fv8Xq2EPpWyUfbcGZW7caUFpaTfsKpyHP9aGoKipBET8VALBwoR0UFeWnVOpon75V8sHu+5qaJqSmFtG+QjLpaFI4xdnYGGG+02xEX2tASVa+uMMZUV8F0uFSSBNPhkMoEMBt9egaG5PpyWt9KDpaWpH697kJj7Vxky/4/ALk55ezENn4FPFTUXOjDJWKJujs7MZ2Wi0kg3AOXgJ5JSWR9CbctWsVFBRk8f57f7I+9lA6mluQfi5mTHvJExPzaaVwmtG3MIeJgx2uHvmr/7WQEDe0tLTj/PkMMUY2fgnHwzDb0mLQVfKoc2mYP98Kioq0d5ZMHpoUTnFvfbAd3ULgkw8n7x/xiaira0ZJydDFZgCg6VY1ci5fhduq0Tc2JtOLoqoqHJYEgB/294QLzJib68Pd3QIHxbhKCPQ2Nk44HgZ9ByeEnUnBffcvhIKCnFhjIpLHa30obubkoTQji9Vx1dWV8cSOEPz552Xk5d1kdeyRxI9xL3liQh7mzJkFTU0V0QZGJIbnulB0d3Yi8a/w/teCQ1wRGZmKrq4eMUY2fsnhEUOukkdFpUFeXhYLFliJITIyXdE37inM0FAbK5Y6ILmCi4tHz4g7nFHj8wuHbEvRJ+HYKajr6mDeAo9JiopMJa4rlkJWXp6d3oSbeou6HD58acJjTVTiX72r5Ik3eqChMQPr1i0Qd0hEghjaWGG2lYVI2lA89dQKqKoqYc+7h1kfeyRFSSmouVEG99DRtSPq21fo6jr8vyNEOsgpKsBl+VKkRUSjvam3RYqtrTGMjXUQPgVTR/sMt0p+8WImurt7aF8hmVQ0KZzCXnxlIzhcDn785Tx6urrEHc6oJfMLMHfuLKiqKg15Ttb5y2iurRv1lwQyvXiuD8X1tGuoyCuY8FibNvvh4sVM3LhRzUJkE9O3Si5v7Yn8/HJso56F5DZe/xSYST59ltVxZ8xQxNPPrMDJk/HIyChhdezR6Fsln+vhOqq95H3bECiFdHpwXBIERZUZA6rthoS4AQDCw6fupBC4bZU8yG/A662tHbh6NZf2FZJJRZPCKUpTUwUPPRSI3AZ5hP10SNzhjElfE/vhSooLenrAD/sbNgt9oKyhPkmRkanA1NkBeuamA/aWjJednQlsbIzEnjp6u4TjYVDX1cFf53Lg62sLS0sDcYdEJIDCDGU4LluE1DOR6GS5yvRjjy2FlpaqWFYJ+ySNYS95U1MbcnLK4OZuMQmREXHzXB+KysJiFKek978WstwNfH6ByNumiFpRUgpqy24OmkIaHZUGFxfzIau1E8I2sUwKX3rpJSQkJKCxsRG3bt3CyZMnYWNjM+xnjI2NwTDMXceSJdOzGMOTTy2HorwMjsWW4FbxdXGHMyb/FpsZOYVURlYWLiuWTkZYZIrwXLcK7c0tSD078QIzmzb5oKdHgD//FH/qaJ+s2Etorq1DKUcPXV3d2LaNVgsJ4BS8GPJKiqynjiooyOHZ51YjMjIFCQkTa+0yEY1V1ci9Ej/qveQJCXm0UjgNzJo3F8b2NgNWCTU1VeDlNW9Kp472GW6VPCoqDVwuF/7+dmKKjkw3YpkU+vv745tvvsH8+fMREBCAnp4enDt3DhoaGiN+dsmSJdDT0+s/oqOjJyFiyaKkJI9ndoaisEkOx386Iu5wxqympgmlpdVwHqYCKQBUFZWgJC2DehaSfkpqqnBY3FdgpmPC423c5Itz51JRU9PEQnTs6FslN/KYj9NnUvDAlkDIycmIOywiZl7rQ1GWlYsbmdmsjrt16yLo6Wng3XfEt0rYJ75vL/l89xHPTUrMh76+JmbP1pqEyIi4eK5bhe6OTiSd+rduwpIlzuDxeDh9eur1JxxM4l+ne1fJQweuksfH56G1tYP2FZJJI5ZJ4dKlS7Fv3z5kZmbi2rVruP/++6GtrY0FC0YuqlBbW4uqqqr+o7u7exIilixbty6GhroSLhYJkB4ZI+5wxoXPLxg2fbRPwrFT0JtjBiM760mIikg615XBrBWY8fCYBzMzPYlKHe2TcDwMPFkZXM5rxsyZqli92kvcIRExMrKzxmxLC8Sx3IZCVlYGz7+wFpcuZeHChWusjj0eWbGX0FJXP6qehdTEXvrJKSrCZflSpJ6NQntTc//rIcvdcOtWQ/89MNX9u0oePGCVvLu7BxcuZNK+QjJpJGJPoYqKCng8Hurr60c899ixY6iqqsKlS5ewdu3aSYhOssjI8PDc82tQ1sLD8f1nIJiik+JkfgHmzTOAiorisOelno1CZ1s73NfQaiHpXS0pSc1AZX7hhMfavNkXHR1dOHHiKguRsauqsBjX065BZq4bioursP2R6ZkmT3p5rV+NzrY2pJyOYHXc++9fCCMjbbz7jmTsSx/LXvLU1CJ0d/fAnfYVSi2nZUFQmKE8IHWUx+Ni6VJnhIfzwTCM+IJjWcLxMKjr6d61Sh4dlQYrK0PMmqUppsjIdMIBIPa/VYcOHcLcuXPh6uoKoVA46DlaWlrYsmULLl++jJ6eHqxcuRKvvvoqtmzZgt9///2u87dv345HHnkEAGBjY4PMzEyR/gzjYWVlhezssaUCaWq2w9SsESdKVKFVqwglhiOi6ERLVbUTcy3qkZujiZaW4Xux5coIUMNj4NnJAw9T8+cl/xrPfQ8ADRwG6fICWHRzoSeY6PMsBvb21WhplUVR4chp6+JQwRMiX1aIVRrtMJvdimsZM9HZSWmkU9l47v0eMLgqL4COgAOLHh6L0TCwsa2BQMBBTrYWICG/W1s5DPjyAph1c2Ewwt9zS6saCARc5OfRF2ZJNt7f+clyPRACcOnigfPP/ak8owuWlnUoLFRHQ70Cy5GKjxAM4uUFUBNyYN39799zRcVuWNvUorhYDXW1wz9EJ5JlvPf9ZHBzcxvyPUacx969e5mbN28ypqamY/7s119/zaSlpY14XmJiolh/Rrbi4nA4THrGV0x501/M4//3ldjjn8ihra3GCJlTzK5dq0Y819TJntmbEce4rQoWe9x0TPwY79/He9//L/PO5QhGVkF+wjEsXGjPCJlTzLp1C8T+5zHUIa+sxOyJj2a2f/w609V9gnnvvS1ij4mOiR3jufcXbFrL7M2IYwys57Eay+bNfoyQOcWEhnqK/c/lzuPp/T8yzx//fcTzvv32Caau/gDD4XDEHjMdQx/jue9nW1kwezPiGO971g14/b33tjCdXccZVVUlsf9cbB8rn3+a+SD5AqOsod7/GofDYW5V/878vG+n2OOjY2zHVJx7iDV99JNPPsHmzZsREBCA4uLiMX8+Pj4ec+dOn/0EwcGusLU1RkqDqkiaF0+m6upG3LhRDecRKpACQHFKOm4VX4fbaupZOF0pq6vBftFCJJ06g+6OzgmPt3mzL5qb2xAWJrmFCjpb25AWEQWTBX4IP8PHgw8FQlaWVgqnG8/1obiRmY2yrFzWxuRwOHj5lfW4du06/vornrVx2RJ/fHR7yRMT86GuPgNz5uhPUmRksniuC0VXeweSTv094PXgEFdcvJiJpiZ227JIgvi+iuvL/624zjAMYmLSqdgMmRRimxR+9tlnuOeeexAQEIDc3PH9Y+fo6IiKigqWI5NcL760DjVNXUguaUNG1HlxhzNhycmFI7al6JNw/BTMXZww09hQxFERSeS6MhgycnKs9CaUlZXBmrXzceJEPDo6uliITnQSjp2CwgxlxKRWQ1dXAytWjFyVkUgPYwdbzLKYw/pDwFWrPGBra4z39vwpkfuyUv8+N6q95H0tNGhfoXSRV1KCc8hipJ49h47mlv7XjYy0YWdnIhWtKAbTt5fc/Y4H4Cf/ioeBwUz8+ONT4I6iXQsh4yWWu+urr77CQw89hM2bN6O+vh66urrQ1dWFsvK/DTr37NmDc+f+7UP2wAMPYPPmzbC0tISFhQWee+457NixA19++aU4foRJt2CBNby9rZHWpIb44+FTtsDM7ZL5hbCwmIUZM0bOk086eQaCnh540GrhtOS5bhWKU9JRWVA04bGWLHGCpqYKDh2UvKqjd+pbJRcYO6C0tJoKzkwzXutD0dHaitQzE+/JebtXXt2AgoJyHD58kdVx2dLZ2ob0yGg4LV0EOcWh941lZ99Aa2sHVSCVMk7Bi6CgrHzXQ8CQkN59UJKc4TFRCSfCoD/XfMAq+e+/x+Lttw5i67bFOHjoBWpRRERGLJPCHTt2QFVVFdHR0aisrOw/du/e3X+Ovr4+zM0Htix47bXXkJSUhMTERGzatAkPP/wwPvvss0mOXjxeeHEtGls6kdWohKtHJ75aIgn4/AJwuVw4OZmNeG5zbR2yL16B68pgcHlsFlsgks7c1Qk6psasrZZs2uyH2tomREamsjKeqCWcCIOpsyMOHUvAokWOMDHRFXdIZBIoqqrAcUkQkk9HoLONvVS5JUuc4eo6F++/dwQCweCF3SRB/D+r5PaLAoY8RyAQIjm5EK40KZQqnutWoTyvANfTBrZJCQ5xRUFBOfLyboopMtFLORPZu0p+R1uWN974Hc/u+gnr1i3AXydfh5KSvJgiJNJMLJNCDocz6PHmm2/2n/PQQw/B1NS0/79//fVX2NjYYMaMGVBTU4Obm9ugVUelkY2NEVascEdSpQyy4/ioKS0Td0is4PMLAGBU/QqB3lQ6Ve2ZsPSmnm3Tidf6ULQ1NiEtInrCYykpyWPVKg8cPXIF3d09LEQnekl/hUPQ04PsRkUwDIOtWxeJOyQyCVyWL4GsgvyAcvxsePW1jSgtrcZvv8WwOi7bipPTcKv4OtzXDJ8dkpSYDycnM8jI0MNCaWBgPQ+GNlZ33feKivIICLCX2tTRPv2r5MvuXiX/7LO/sPXhzxEU5ICIyLehrq48xCiEjA8lJ08Bz7+wFm3tXcjr1ma9ebE4VVU14ObN2lEVmwGA7ItxaKqugccIXxKI9FDWUIfdooVIOnkGPZ0TLzCzfLkblJUVcODA1NmT27dKbuwbgLNnU/DQw0Hg8ehXt7TzXBeK0ows3MzJY21MX19beHtb46MPj06JhyIJJ8JG3EuekJAHRUV52NoaT2JkRFQ81/cWmOGHDSwwExBgD0VFealOHe0z3Cr5zz+fw4b1H8DFZQ5iz78HXV31yQ+QSC36ZiHhjIy0sXmzLy7lNKP6VgOuSUGBmdvx+QVwcRndSqFQIEDSqTOw8l0AFS3qSzUduK0KgYysLK6y9DBk02Y/3LxZi4sXs1gZb7IkHA+DqvZM/H3lOmbN0urfW0Okk4mjPfTnmrN23/d55dUNqKysx//9XySr44rKaPaSJybmAwDtK5QC8spKcA5ejNS/z6GjpXXAeyEhrmhpaceFC9eG+LT0KE5OQ3VJ6ZCr5MePx2HF8rdgZqaHi5c+oC0FhDU0KZRwzz4bCgAoljNF4okwCHok/+nuWCTzC2BpaQBl5dE1oU04HgaejAxcVy4TcWRE3DgcDjzXrUIRPxVVRSUTHk9NTRnLlrngz8OXIBRK7l6qwWRfvIKmmlq061mhvLwW27ZTwRlp5rU+FB0trUhhscCMm9tcLF7shE/2Hpf4qrt9mmtqkXMxbti95EVFlaitbaJJoRRwDl4CeSUlxP15/K73gkPcEBGRgq4u6foONJSRVsnPnUvFoqDXoampgouXPoCVFVVmJxNHk0IJpqWliq3bFiMm6SbaGDlcPXJS3CGxjs8vBJfLhaPjyMVmAKC6pBRF/NS7NmET6WPu5gxtY0PWUqbXrPGCvLzslEod7SPsESDpZDjmec/H7wcuY9kyZxgYzBR3WEQEFFVV4bAkAPywv9HV3s7auK+8ugF1dc347ru/Rz5ZgsQfH3kveWJiPtyoLcWU57U+FDdz8lCaMTCTw87OBEZG2lK/n/B2if/sJXcPHXqVPD4+F/5+L4PL5eDCxffh6koPRsjE0KRQgj35ZAiUlRWQI5yFvLgE1JZJX8Wt5ORCABh1CinQ27NQx9QYJo72ogqLSACv9aFobWhEegQ7BTE2bvJFQUF5f7rZVNO3Sp5axQGPx8PDDweJOyQiAq4rlkJWXp7V3oR2diZYtcoTn392Ei0t7E00J0PfKvlwe8mTEvNhY2MERUWqyDhVGdpYYbaVxaD3fUiIKwAgPHz6TAr/XSVfNmzF9WvXrsPH+0U0NrYhKvod+PvbTWKURNrQpFBCKSnJ48mnliP6Uh4EavqsNy+WFBUVdaioqBt1sRkASIuIQUdrKzxGaGxMpq4ZmhqwDfRD0slw9HRNPNVNR0cdgYH2OHRQMvuyjUZ1SSmKk9Ng5BOAc+dS8cCWQHA4HHGHRVjmuT4U19OuoSKvgLUxX35lPZqa2vDll6dYG3OyCHsE4J8cfi95YmI+ZGR4o2pvRCST1/pQdLa1I/n02bveC1nuhqSkfFRW1oshMvFJOBEGNR3tESuuFxVVwsf7RZSW1iD8zH+xcqXHJEVIpA1NCiXUtm2LoaWliqsVsmiqqcW1GMlvtD1efH4hXMYwKexqb0fqmXNwWBIAeSUlEUZGxMUttK/ADDs9OdevXwAej4cDB6b236P4f1bJz5zPh5mZHhYssBJ3SIRFps4O0DM3Ze2+BwALi9nYsMEb33x9Gg0NrSN/QAIlnBh+LzkVm5naFGYow3HZIqSeiURn68CenJqaKvD0nDetUkf7ZF24POIqeZ+Kijr4+b6EtLRiHDn6Mu6/f+EkREikDU0KJZCMDA/PPrcaV+JyIW/hjITjYRD2CMQdlsj0FpuZPaZmrPHHT0FeSQkOSwJFGBkRBw6HA8+1q1CYlIJbxddZGXPTZl9kZJQgK6uUlfHEJe1sNDpaW1GrbIyWlnY88MDQjb3J1OO5bhXam1uQepa9AjMvvrQOHR3d+PRT9iaak+1W8XUUJ6cNuZe8srIeN25U077CKcopeDHklRQHzYhautQZPB4Pp09LfyuKO41mlfx2dXXNWBT0Os6fv4Zffn0WTz5J7bvI2NCkUAJt3uwLIyNtnOHXgsvjIf6Y9BWYuR2fXwAejwcHB9NRf6Y0PROVBUWUQiqF5ni4YqaRAWsp00ZG2liwwBoHp/gqIfDvKrllgD+On4jH+g3eUFCQE3dYhAVKaqpwWNxXYKaDlTGNjXVw333++PGHv1Fd3cjKmOISP8Je8sTEfFopnKK81oeiLCsXNzKz73ovZLkbqqrqkZTEXjr1VNK3Su6yYnQV11ta2rE85E0cPx6HL758FK+/vknEERJpQpNCCcPhcPD8C2uRnl4CrqUHci9fRV1ZubjDEik+v/eX/VhSSIHewhsmjnbQNTMRQVREXLzWh6K1vgEZ52JZGW/jRh8AwMGDU39SCPR+SZBXUkJ8fgvU1JSxahXtH5EGriuDWS8w88ILa8EwDD7++O4S/1NN3yr5UA8CkxLzMXfuLKirK09yZGQijOysMdvSYtAq0zweF0uXuiA8nA+GYSY/OAlwq/g6ilPSx/QAvLOzGxvWv499+6Lw5lv34tNPt9H+czIqNCmUMCEhrrC1Ncb+v9KhrqcrtQVmbldeXofKyvoxFZsBAH7Y3xD09MApZLGIIiOTTUVLE7YLfZHIUoEZoDd19OrVHBQXV7EynrhdT7vW27fR2A6lpdW4n1JIpYLX+lCUpGWgMr+QlfH09TXx0MNB2PdzFG7erGVlTHHqam9HekQM7BcthIzc3avjffsKqSz/1OK1fjU629qQEh5x93teltDQmIHwaZg6ervEE2HQMTWGgfW8UX9GIBBi68Of4/PP/sIzO1fh//73DHg8+spPhkd3iIR58aV1KCmpQoOmBZqqa5B5/pK4Q5oUfH7BmNpSAEBLXT0Kk1LgsIi+FEsLt9Dl4MnKsFZoY948Azg5mUtF6ujt0iKiYeriiENH4rBkiRN0ddXFHRKZADNXJ+iYGuMqiw8Bn3suFDIyPHzwwRHWxhS31LNRUJihDAsv97ve60svdKd9hVOGgsoMOC4NQnJ4xF0FZgBg+XI3dHf3ICIiRQzRSY6MqPMQ9PTAfozfdRiGwa5dP+GN//yOBx8MxOE/X4K8vKyIoiTSgCaFEmTBAmssWGCNb344h3neXog/fkqqC8zcLiW5ENbWhmPuM5UeEQMdU2PozaFS5FMdh8OB57qVKEjgo7qEnYIwmzf7QigU4vBh6Xq4kh4ZDS6Ph+TSLvB4PNx7r7+4QyIT4LVuFdqbmpF6NoqV8bS0VPHoY8vwxx/npWaFHAAK4pPQ1tQE+0V3V1ZsbGxFbm4ZXGlf4ZThErIEcooKQz4MCQ5xw4ULmWhunlq9NdnW1tiEggT+oPf9aLz99kE88/QPWL3aC2Gn38CMGYosR0ikBU0KJciLL61DdXUjcltVAQ4H8Uelu8DM7fj8wn+KzZiM6XMZ0bEQCoXj/mVJJMdcTzdoGcxmNWV602ZfxMZmSF1/q4q8QlSXlELdxhnx8bmUQjqFKaurwX7RQiSdOoPujk5Wxty5cyUUFeXw/nt/sjKepBD09CAz5iJsF/qAJyNz1/tUbGZq8VwfihuZ2SjLyr3rPWNjHdjaGk/71NE+6ZEx0DY2hL7F2LbZ9Pnyy1PY8sAn8POzReS5t6GpqcJyhEQa0KRQQtjaGmP5cjd89dVpOK4MQe6VeNSXV4o7rEkz3mIzLbX1KOKn0qRwArhc7phXaEXBa30oWurqkRF1npXxPDzmwcJittSljvZJi4yBuZszDv0ZBwcHU9jbm4g7JDIOriuDISMnx1rK9MqVHnhm50ocPXoFOTllrIwpSdIiYqCoqoI5Hq53vZeYkI/Zs7Uwa9bI5fuJeBk72GKWxZwh7/uQkN7/f8PCaFIIANeiL0AoEEzou85vv8Vg3dr34OBgitjz70Ffn/6ekIFoUighnn9hLVpa2nEupRrqujqs7i2ZCsrKanDrVgOcnce2rxDofYKmP9ccOqbGIohM+v33v5uRk/vtmPpEsk1lphZsFvog8a9wCLq7WRnzxZfWoa6uGYcOXWRlPEmTHhkNnowMrt0Curq6qWfhFOW5bhWKU9JRWVA0oXF4PC727HkAJ/56DTk5Zdi180eWIpQseXEJ6GhphcMgX44TE/MAAG5utK9Q0nmtD0VHaytSwiMHfT84xA35+eXIz5fu6uuj1VdDYaIPwE+ejEfwsv/C2FgbFy99ADMzPZYiJNKAJoUSwMhIG5s3++LHH87CeulSNN6qRtb5y+IOa9Lx+YVjrkAKoL91gV2QP7sBTROeXpYwNNTGI48sFVsM7qHLwZORwdVBypKPh62tMUJDPfHlF6ekdj/Kzew81JbdhInXfISFJeKee/2putwUY/5PgZmJpkxra6vh77Nv4aWX1+OH7/+Gj/eLKC+vYydICSPo7kZm7EXYBvqBK8Mb8F5qajG6u3sohVTCKaqqwHFJEJJPR6Cz7e4CM0pK8ggIsKfU0TukR8ZAz9x0wm24YmMzEBjwGtTUlHDx0gewtaUH6qQXfYOQAM89txpCoRD/+/0KLL29kHA8DELB9Cgwc7tkfgFsbIzG3Iy7qboGxclpVIV0nKysDAEAz7+wRiyN0DkcDjzWrkT+1STUlLKT7vbyK+vR3NyGL744xcp4kio9IgZzPd1w6MhV6OlpYPFiJ3GHRMbAa30o2pqakBYRPe4xPD3ngZ/8GebPt8RDD36Gxx77Gp2d7Ky2S6r0yBgoq6vB3NV5wOsdHV24du06FZuRcC7Ll0BWQX7IjKiAAHsoKMhR6ugdMqLO99ZQWDzx7zpJSfnw9XkJQiGD2PPvwcNj9O0uiPSiSaGYaWmpYuu2xfj99/Mw8PIGgGlVYOZ2fH4BZGR449oblRYZg9lWFtAyNGA/MCmmqqqE2bO1EB6eBH19TWzdumjSY7CY7wEtg1msrRLOnTsLGzf64NtvwlFf38LKmJIqLTIGMrKyKO1QQk1NExWcmUKUNdRht2ghkk6eQU/n+ArMPPnkcpy/8D46O7sx3+t5/PILO9VLJV3O5Xh0trUNmkqXmEDFZiSd57pQlF7Lws2cvEHfDwlxQ3NzGy5cyJzkyCRbc00tilPSWKuhkJ19Az7eL6Kurhnnot5BUJAjK+OSqYsmhWL21FPLoaQkj717T8Bj9QrkXIpDfcX0KTBzOz6/t2nzWIvNAP+mkNov8mcxIunXt0r43bfhuHgxEy++tA5ycndX9RMlr/WhaK6tY63AzEsvrUNnZzc++YSdwh2S7Ma1LNRXVMJmoR8OHjiP0FBPqKkpizssMgpuq0IgIys7rv3jSkry2P/7bnzx5aM4c4YPV5ddSEsrZj9ICdXT2Yms85dhF+gHDnfg15jExHxoaMzAnDn6YoqODMfE0R76c82Hve+DQ1wRGZmK7u6eyQtsikiPiMEsiznQNjFiZbySkir4+ryEwsIKnAr7D1av9mJlXDI10aRQjLhcIXY8GYITJ66Cq2sMNV3taVdg5nY3blSjpqZpzE3sAaChsgrX065RFdIxsrLqXVnNzi7D228dhIHBTDz4YNCkXV9Veyas/RYg8a/TEPRM/AuAkZE27rt/IX784Sxu3WqYeIBTQHpkDOYt8MDBP+OgoCCH9esXiDskMgqe61ahiJ+KqqKSMX3OwmI2rsbvxcaN3nj1lV+xOvRdNDa2iiZICZYeGQMVLU2YOTsMeJ2KzUg2z3Wr0NHSipQz5wZ9397eBIaG2jhNqaODyoiKBQDYB7H3Xaeysh7+fi+Dzy/A4T9fxEMPTd53ACJZaFIoRjNntkNLSxUfvH8EnutD0VB1C9kX48Qdlljx+QXjKjYDAOnnYmFkaw2NWVRNa7SsrY3Q0dGF4uIqnDuXiqtXc/DSy+sgc0cBB1FxX91XYIadlOkXXlgLhmHw0UfHWBlvKkiPjIWMnBzaVfSRnX2DUkingDnuLtA2NkTcGFOm16yZj4TET6Crq46lS97Ae+/9CYZhRBOkhMu5FIeu9o679ldlZpaira2TUkglUG+BmUDww/5GV/vgBcBCQtwAAOHhSZMZ2pTRWFWNkrQM1h+ANzS0YvGi13HuXBr+73/P0N+faYomhWIiKysDXd1WnD9/DXk3GjFvvgcSjp2algVmbtdXbEZeXnbMn00/FwOA3Sdo0s7SyhC5uTchFAoBAG+/dRAmJrq4/37R/xlyuFx4rF2JvLgE1N6YeIEZPT0NPLx1EX7ZF4WbN2tZiHBquJ6WgcZb1bBftBC//hINHx8bKjMu4bzWh6KtsQnpETGjOl9GhoePPnoYR46+jMzMUrg470RUVJqIo5RsXe0dyLkUB/sgf3A4nP7XBQIhkpML4eZOX2oljeuKZZBVkB+22m7IcjckJuajqqph0uKaatIjYmBgPQ9aBrNZHbetrRMbN3yA7u4erFkzn9Wxpxs/P1soK3eJO4wxo0mhmGze7As5eSE+eP8IPNauBBhm2haYuR2fXwhZWZlxFZupKyvHjawc2C+mSeFoWVsbIiurtP+/z5zhIykpH6+8ukHk7Q3mLfCA5ix9xLHUtPu551ZDVpaHDz44ysp4UwXDMMg4Fwsrby/8efQqhELhpEzqyfjM0NSAbaAfEk+Go6dr5C8NenoaOBf1Dp7bvRpffXkK/n4vo6ysZhIilXzpkTFQ1Z4JE0e7Aa8nJebDycmcWrRIGM/1obienomKvIJB39fSUoWn5zxqRTGC/gfgIqih0NTUhosXMxEc4sr62NPJ2+/cD0PDZnGHMWb0G1NMfH1t0NYmg4hzqfBYvQLZF+PQUHVL3GGJHZ/f+4/FeJrYA71P0Ewc7KCuq8NmWFJJQUEOJiY6yMkeuEr3ztuHYG6uj3vu8RPp9fsKzGRGX5jwWFpaqnjs8WX4448LKCqafoWa0iJjIKsgDxXzeYiOTqcUUgnmFjr6AjPe3tbgJ38GF5c5uO/ej/H00z9Q8Y3bZF24jO7OTtjf0Y4oMTEfSkrysLFhpxgHmThTZwfomZsOe98vXeoMLpeL06cpdXQ49eWVKL2Wddd9z5Yz4XzY2fXu7SRjp6QkD3f3uWhunvwWXxNFk0Ix2bbtS+TlasLGzxuq2jMn3LxYWly/fgu1tU3jqkAK/PsEjRrZj2zevNngcrkDVgoB4OTJeKSlFeOVVzeAyxXNrwhVHW1Y+y5AwvEwVgrMPPPMCigrK+D99/5kIbqppzg5Dc21dbAP8sevv0TDzEwPCxZYizsscgcGDDzXrkJhUgpuFV8f9txdu1YhOmYPmpra4OnxHP74g53qvNKks7UNuVfiYb9oYAppQkJvsRl3dyo2Iyk8161Ce3MLUs8OXmAG6E0drays7384TIaWHhkDIztraOizv1Xg9D8rtcHBLqyPPR0sWGANOTlZmhSSsREIuPBaH4qGyirkXr4q7nAkBp9fOO5iMzXXb6A8N5+qkI6CtXXvU/Ts7Lv3873z9kHMm2eADRu8RXJtjzUrwOXxcPXoxFNH1dSU8dTTK3DkyGVkZ99gIbqphxEKe1NIfecj7EwyWlrasWULrRZKmgYug5lGBsM+BJwxQxGHDr+IvZ9sw19/xcPd7VlkZpYOef50lx4RA3U9XRja/fsQpLCwAnV1zVQsQ0J0g4HD4oB/Csx0DHoOj8fFkiXOOBOeNG2LJ41FemQsAMBOBCmkOTllKCqqRPA/RX/I2Pj726K7uwctLWOvjSFuNCkUo3YOg3kLPBF/9OS0LzBzu2R+AWxtjcbdLy8tMgYmTvZQmanFcmTSxcrKAD09AuTnl9/13rFjccjMLMWrr20c8ASeDQwYeKxZgdwr8agru/vaY7VjRwjU1JSx593DLEQ3daVHxkBeSQkGDo44evQK1m/whoLC1HtSKc0qeAxa6xv6+6reycrKEAmJn2D1ai88v/t/WL/uPTQ3D16lkfTKPH8JPd3ddxUYS0oqgCtNCiVCFY+BrLw8rg5TbXf+fCtoaMyg1NFRqr1RhpvZeSIrrHcmPAmBgQ70b8g4+C+0R2JiPoTCqTfFmnoRS5FKnhBCgQDxx0+JOxSJwucXQE5OFnZ2JuP6fHpENLhcLuwCRbsnbqqzsjZCQUHFoHuUGIbBu+8cgo2NEdasYbeZbR2XgYa+Hisp00pK8ti5axVOn05EamrRxIObwgqTUtBa3wCHxb1VSNXUlLFypbu4wyL/UNHSRC2XGbLAzMaNPohP2At1dWUEBb6GvXuPiyHKqaejuQV5cQl3ZYckJebDzs6EvtRKgAqeECVpGajIKxzynOXL3dDV1Y3IyJRJjGxqS4uMhqmTPVR12N/7d/p0EpSU5OHnZ8v62NJsxgxFuLnNxfnYDHGHMi40KRQTrgwPlTwGWRcuo7GqWtzhSJTk5N5/OMa7r/BW8XVUFhRRCukIrKwMhk23PHz4EnJzy/Da65tYXS2s4DFoqq5BZuzFCY/16KNLMXOm6rRfJQQAoUCAjKjzsPbzxqUruSgtraaCMxLELTQEDAe4eke1XVlZGXz22XYcOPgCUlKK4OK8ExcuXBNTlFNTemQMtAxmwcB6Xv9rCQl5kJHhwcnJTIyRETMXR7RzMWJhpeAQN1y4kEkr42OQHtnXhov9B+CxsRloa+tECFUhHZMFC6wgI8NDTAxNCskY2C70RTcHVGBmEMXFVaira4aLy/gqkAK9vyzNXZ0wQ1ODxcikh4wMD3PnzkJ21tCTQqFQiD3vHoaDgylWrGBnxUldVwd1XAYJx8Mg7JlYyrS8vCye270a0dFpiIvLYSW+qS49MgYKM5Qx19MNv++PwZIlztDVVRd3WNMeh8OBx9qVUBNwUF3y7/7AWbM0ER3zLp5+ZiU+/eQEAgNeRUVFnRgjnZquRV+EoLtnQDXGxMR8AKB9hWLmtT4UPAZIPRs15DkmJrqwsTFCOKWOjkl1SSkq8gtFUoW0o6MLUVFptK9wjBYutENXVzdudSuikTP19sbSpFBMnEOWQJ4Bci/HizsUiZScPP5iM0DvvkIujwfbAF8Wo5Iec+boQ1ZWZsTCLH/8cR6FhRV47fWNrFzXKXgRwAErKdMPPRSEWbO08O47tErYJz8hCW2NTb2N7H+NgYwMT+StRcjIjB3sMNPQAHqCf1fc/f3twE/+DPb2Jtiw/n0899z/oWeCD0qmq/amJhQkJA3IDqmoqMPNm7W0r1CMZBXkYRfkDx0BB90dnUOe17caFRaWMFmhSY30iGiYOjtARUuT9bHPhCfBzEwP8+YZsD62tPLzt0NCQj78tz+MItmp9/ucJoVisv/FN2DbxQMjFIo7FImUzC+AnZ0xZGXHV2ymMr8Q1SWllEI6hL7Ko1nDrBQCgEAgxHt7/oSr61wsWzbx8tSWPvOhLMSEC8zIyPDwwotrEReXg5iY9AnHJS2EPQJkxl6E7UIfFBRWIj4+l1JIJYCVjxcEPT3QEvZOCl94YS0iz72N2tpmeLg/hyNHLos5wqkv/VwstI0NoW/x78PExMR8WikUozluLpCVl8dM4fDbD4JD3JCXdxMFBRWTFJn0SD8XCy6XC1sR1FDoK/pDKaSjo6KiCBeXObgclwdDO2toCqbeFGvqRSwlejo7ocywW9VRmvD5hZCTk4WtrfG4x0iLjMEcdxcoqamyGJl0sLLqffKXm3t3O4o7/fZbDEpKqvD6fzZN6JoKM5Rh6mQPzRG+IIzGvff6w8REF+++c2jCY0mbtIgYKKqqYK6nK377NRqOjmawtzcRd1jTmpXPfJSkZkCOx+DosVfw/gcP4s8/L8PD/Tnk5Iz8d5CM7Fr0BQgFAjgsvi2FNCEP8+YZQE1NWYyRTV9WvvPR2dYOtWF+5yspyWPhQjtKHR2nyoIi3Cq+DgcRpJDeuFGNjIwSBNOkcFR8fGwgI8NDcT0DLpcLDRa+60w2mhQSidTXvHZi+wqjwZORge1CSiG9k6WVIUpKqtDWNnRKT5/u7h588P4ReHpaIijIcdzXnOvpBp6MDDQm+PSMy+XipZfXISWlEOHh9EXiTnlxCehoaYX9ogAcPHgRXV3deIBWC8VGZaYWZltZoLMkC1ZWtVi+3A3PPP0D7tn8EVpbB+/ZRsaupa4ehUkpAyeF/+wrdHUd/1YEMn6W3p4oiE8CF0N/Oe5re0Cpo+OXFhkNczcnKGuosz72mfAk+PjYQFVVifWxpY2/vx06O7vRqWmE5to6qEy9LYU0KSSSqaioEvX1LeOuQAoAN7PzUFt2E/aLKYX0TtbWhiOmjt7u55/PoaysZkKrhVbeXmhvboHqBH9Rrls3H/PmGVDF0SEIurt7U0gDfNHQ1IawsETcc68/eDz6dS8Olt6e0JLvwecv+IPLZbDQ/xV8+SW1IRKF9MgY6JgaQ9fcFACQlETFZsRF28QIWgazkX0pbtjzQkLc0NTUhosXsyYpMumTHiG6GgqnTydBVlZmQg+Epwv/hXa4ejUXZu7uyL0SD84wD0MkFX1LIBJrosVmgN5flnM93aCoqsJSVFMfl8uFpaUBckYoMnO7rq4efPjBUfj42Iy7b5Gltxfy4hKGfWo8Eg6Hg1de3YDs7Bs4dmz4LxvTWXpkDJTV1WDu6ozffo2Bnp4GFi1yEndY05K173wE6NSjtbUD2dlauHIlW9whSa2MqPMQCoVw+GcveUNDK/Lzy6nYjBhYevf2t80ZYVIYHOKKyMjUQfvlktEpz81HTWlZ/33PpitXslFf30L7CkegpqYMJyczpGRVYoamBnIuXRV3SONCk0IisVKSC2FvbzLuYjNA775CGVlZWPt5sxjZ1GZsrA1FRfkxrRQCwE8/RaCiom5cq4X6FnOgpquNnIsTm8gtX+4Ge3tTvLfnTzDMFMzNmCQ5l+PR2dYG+0ULER6ehJqaJjywhVJIJxuXx8OmVc4wUONg184f0dPNE3dIUq25phbFKWmwvy2FNCEhD+7uFmKManqy8vFCZWEx6ssrhzzHwcEUBgYzcZpSRycsPTIaczxcWa+hIBAIcfZsMpYFu7Lar1ja+PhYg8fjobxDAUKhELmXaVJICKv4/ALIy8vCxsZo3GPcuJaF+opKkTxBm6qsrAwBYMR2FHfq6OjCRx8eQ0CAAxYssB7bNX3+eWo8wV+Ur762EUVFlThw4PyExpF2PZ2dyDp/GXaBfugRCHHwwHmEhnpSwY1J5h7kBX9jAa4kleCPP+ienQzpETHQn2sObZPefzeSEvNhYDATenrUs3ayyCkqwNzVacRVwpB/euCdOcOfjLCkWlpEDHgyMrBZ6MP62GfCk6CnpwEnJzPWx5YWCxfao6OjC0L9uSjNyERbY5O4QxoXmhQSifVvsZkJppBGxsBivjvklWmjNNC7nxAY+6QQAL7//m/cutUw5r6Flt5euJmdh6bqmjFfs09QkCPc3S3wwftHIBBQK5eRpEfGQEVLE2bODvj11xgoKMhh3boF4g5rWvn4gy3gchhse+gTcYcybWRExQIA7IN6HwRSE/vJZ+7mAhk5uREzQ0KWuyExMR9VVQ2TE5gUK8vKQd3Niv77nk1nzvAhFAr7J/Hkbn7+dkhILIC+tdWUTR0FaFJIJFhhYSUaG1vh7Dz+CqRA75NjWXl5WPvSF2Kgd6WwoqIODQ2tY/5se3sn9n58HEuWOI86JUtBZQZMHO1GLDgwkldf24iyshr88kvUhMaZLnIuxaGrvQP2iwOQlJSP7OwblEI6iUJDPTHfQQ9h/HrkXCsWdzjTRmNVNUpSM/p71KakFKGnR0AppJPIyscLnW1tKEpOG/KcmTNV4eFhQamjLOp7AK4wg92MkJqaJiQk5FFriiFoaMyAo6Mpsq43gcvlIvvCFXGHNG5inRQ+/vjjKCoqQnt7O5KSkuDtPfy+L1tbW8TGxqKtrQ1lZWV4/fXXJylSIg4Mw/xTbGZik8Lr6dfQWFVNjez/YTXGyqN3+vbbM6itbcJrr49ub6HFP60oRkolGo63tzX8/Gzx8UfH0NVFBQlGo6u9A9kXr8A+yB8cDge//RoNHx8bmJnpiTs0qaeiooivvnkCt9p5+OaHSHGHM+2kRUbDwHoetAxmo729E9euXadiM5PI0tsL+fFJEHR3D3nO0qUu4HK5/Q3SycSlRUb31lDwZ7+GwplwPtzc5kJbW431sac6X19bcLlc1HA00Fxbh5vZueIOadzENincsGEDPv/8c+zZswdOTk64cuUKzpw5A0NDw0HPV1FRQWRkJKqqquDm5oann34azz//PJ599tlJjpxMpmR+IRwcTCEjM/4CDQzDIP1cDKx85kNOUZHF6KYmKyvDMVUevVNLSzs+/eQvLF/uBienkSfslt5eaG9qxvW0a+O+5iuvbsCtWw348ceIcY8xHaVHxkBVeyZMHO2wf38shEIh7rvPX9xhSb09ex6Aro4azpXPQOb5qfvUeKrKiIwFANgv8gfQu6+QehVODh1TY2gZzEL2KFJHKyvrkZxcOEmRSb8bGVloqKwSSQ2F06cTweVysXSpM+tjT3X+/rZob+8Ez9gauZfjp3QRPLFNCp999lns27cPP/30E3JycvD000+joqICjz/++KDn33vvvVBSUsKWLVuQmZmJY8eO4YMPPqBJoZTj8wugoCDXvw9uvNLPxUJWQR6W/xQ8ma709TWhpqY8rv2Et/vqqzDU17eMam+hpbcncuMSIBQIxnUtF5c5WLrUBZ9+8hfa2zvHNcZ0lX3hCro7O2G/KABlZTWIjk7H/dTIXqQ8Pefh8SeCEZVWi9ySelTm05feyVZfUYnSa1mwX9R7rycm5kNLS5VWySdB37+xw+0nlJHhYckSJ4SfTpzSX6AlTe8D8FjMW+AJeSV2ayikpBShoqIOwbSv8C7+C+3BTyuFgrrGhDKiJIFYJoWysrJwcXFBRMTAp/4RERGYP3/+oJ/x8vLCxYsX0dHR0f/a2bNnMXv2bJiYmIgyXCJGbBWbKU5OQ3Nt3bSvQto3uZ5I+igANDW14YvPT2L1ai/Y2ZkMed6seXOhpqM9oV+Ur7y6AfX1Lfjmm9PjHmO66mxrQ+6VeNgv+jeF1Nxcf8zVY8noyMrK4PsfnkRZWS3Suw0m3IKFjF96ZAyM7Kyhoa+HhIQ8AKB9hZPAytsLlQVFaKisGvKc+fOtoK4+g1JHRSA9sreGgpXv4N+lx4thGJwJT8KSJU4TytySNlpaqnBwMEVhdQ+EAgFyr8SLO6QJ4QCY9Mc0+vr6KC8vh6+vLy5evNj/+uuvv457770XlpaWd33m7NmzKCsrw9atW/tfMzQ0RGlpKby8vHD16sBqP9u3b8cjjzwCALCxsUFmZqaIfprxs7KyQnY2NTIeHgNHp1uorVXEjdKJ9d/JlxGgisfAq5MH3gQaqE9l2jqtMDJqRlqqNnp6JvaLnccTws6+Go2N8iguUh/0nFKeECWyQnh08CD/z5/5WO57BYVu2NjWorxcGRXlKhOKd7qq4gqRKyeEYycP6hwG9g7VqKtTQOl12hvCNj29Fsw2aEFagTqiO2Rg3cXFTOG/z17pd/7kaecwSJQXwKybCwMhB05OVai+pYSyMnb7uJF/CcDgirwAswUcmN3278ud9/1sgybo6LQhLVUHQiHVO2QTAwbx8gKoCjmwZrkvqrp6B8znNCA3RxMtLXKsjj1V9f2ZnCpQw602WTh2/dtXW5J/37u5Db3iy0z2oa+vzzAMw3h7ew94/T//+Q+TnZ096GfOnj3L/PTTTwNeMzIyYhiGYTw8PIa9XmJi4qT/jKM5JDUuSTtiYt9jrsR9NOFx5nq4Mnsz4hjbAD+x/0ziOr755nGmpvYP1sZ75537mR7BX4yVleGg7+/Y9y2z69C+Aa+N5b7f//tuprHpEKOpqSL2P7upeiiozGA+SL7ALH/2SQYA8/O+nUxd/QFGQUFO7LFJ0zFnjj7T1n6UOXjoRSZk5+PMh8kXGXllpQHn0O/8yT2ePfwL89RvPzAAmEuXP2TOX3hf7DFJ82Hj783szYhj5ri7DHj9zvv+WubXzNmIt8Qer7Qea17dzbyXEMPIKSqwOq6KiiLT0XmMef/9LWL/GSXl+OKLR5jmliPM3vRLTNCjDw14T1J/3w8Xl1ge0dTU1KCnpwd6egPz+3V0dFBVNXjKQWVl5aDnAxjyM0Q6JPML4OBgCh5vYrdrYVIKWusb4LB4+qaQWloZTng/4e0+/fQvtLV14pVXN9z1noLKDBg72I47dXTOHH1s3OiN7749g7q65omGOm11NLcgLy6hv/rub79GQ119BlaudBdzZNLl2+92oKOjCzuf+QGW3l4oTklDZ2ubuMOa1tIio2HiaAc1XW0kJebD2dl8wv+OkKFZenuho7UVxcO0ojA11YW1tRHCKXVUZNIioiGnqABLb3ZrKDQ3t+PixSzaV3gbP387ZORVARweci5O/aJiYvnt2N3dDT6fj0WLFg14fdGiRbhyZfA/1Li4OPj4+EBeXn7A+Tdv3kRJSYkowyVixucXQFFRHtbWRhMaRygQICPqPKz9vCEjNz1TH6ytDZE9wf2Et6utbcK334Rj0yYfzJ07a8B7Fl7uE2pF8dJL69DV1YNPPjnBQqTTW3pkDLQMZsHAeh5iY6/hxo1qKjjDogceCEBgoANeevEXtDMymDVv7pQvOCAN0iNjAAB2gf5ISMiDsrLChP8dIUOz9PZCQXwSBD1Dtw3qa4AeFpY4WWFNO301FETRhutMeBJsbY1hZKTN+thTzcyZqrCzM0FpE++fVhR54g5pwsT2yOyTTz7Bgw8+iK1bt8LS0hKfffYZZs2ahe+++w4AsGfPHpw7d67//D/++ANtbW3Yt28fbGxssHr1arz00kv45JNPxPUjkEnC5/dW75toE3ug90uCwgxlWHhNv1USTU0V6Oios7pSCAB7955AZ2cPXn5l4GqhlY8X2pqacD197Pt5jYy0cf8DAfjpxwhUVTWwFOn0dS36IgTdPbBfFAChUIj9v8VgyRJn6Oqqizu0KW/mTFXs/WQrLl3Kwo8/noXlAk8AGLEkPxG96pJSVOQXwn7xQiQm5gMA3KhfoUjomplAc7b+iPd9cIgrcnPLUFhYMUmRTT9CgQDXoi/A2m8BZG5bSGFDX3Gg4GBqZO/vbwcAaFU3Qs6lq1JRSVdsk8LDhw9j586deO2115Camgpvb28EBwejtLQUQG8xGnPzfycBTU1NWLRoEWbNmoWkpCR8/fXX2Lt3L00Kp4G8vJtobm6DywSb2ANAfkIS2hqbpmUjeyur3sqj2dllrI5761YDfvj+b9x3nz9MTXUBABwOB5YLPJF3ZXytKJ5/fg0YhsFHHx1jNdbpqr2pCQUJSf+mkP4WAxkZHu65x0/MkU19ez/ZBhUVRTz6yFdgGAaW3l5oqKxCZUGRuEMjANIjomHq5ICq+k40NLTQpFBE+lIVh6u4q6ysgIUL7Sl1dBKkR0ZDXkkJlgs8WB23b0JPKaS9k8LWtk408dSlInUUEOOkEAC+/fZbmJqaQkFBAa6urgMqkT700EMwNTUdcP61a9fg5+cHRUVFzJo1C2+99dZkh0zEgGEYpKQUwXmCbSkAQNgjwLWYC7BZ6A2ejMzIH5Ai/7ajKGV97I8+OoaeHgFefnk9gN5WFKraM8eVQqenp4Gt2xbj11+iUVZWw3ao01ZaZAy0jQ2hbzEHOTllSEjIoxTSCVq0yAn3378Q7793BNnZN8CV4cHCyx3ZlDoqMdIiY8DlcmET4IvExHy4UVsKkbD08UJFfiEaqm4NeU5goAPk5WUpdXQSFCQmo7WhEXZB/qyPHX46CQEB9lBQmJ7bcPr4L7RDVnEDegRC5MZJxz1NO67JlJDML4SjoxkrRQLSI2KgpKqKOR7TK/3BysoQra0duHGD/YlWRUUd/u+nCGx5MBBGRtr/NjC+dHWET97t2WdDISvLwwcfHGU7zGntWvQFCAUCOCzunQj++ksUHB3NYG9vIt7ApihFRXl8+90TyMkpw3vv/QkAMHW0h8IMZepPKEGqCotRVVQCh0UBSErMh52dMeTlZcUdllSRV1KCmYvjiPd9SIgrmpracOlS1iRFNn0Je3pTSG38fcCTZfd+Dw9PgpKSPBYutGN13KlEV1cd1tZGqOxWxvX0TLQ3NYk7JFbQpJBMCcnJhVBSkoelpcGEx8q7moj25pZp18jeyrq38qio8t4/+OAoGIbBiy+ug5W3F25k5aC5tm5MY2hqquCxx5fhwIELtOeEZa31DShMTOmfFB46dAldXd24/35aLRyPN97YBDMzPTz26Nfo7OwG0Lta0tPdjfyrlB4nSdIjY2Du5oSM7HLIysrA0dFM3CFJlTkeLpCRlR1xhTw4xA0RESno7h66EA1hT3pkNBRVZsDCk91Uz9jYDLS2dkzrfYV+frYAgGaV2ciWktRRgCaFZIrg8wsAAC4spJAKuruRdf4SbAP9wJVht7mrJLOyMmR9P+HtyspqsO/nKDy8dRFsXKzHlTr6zDMrMWOGIt5/74gIIiTp52KgY2oMXXNT1NY24fTpJNx7nz+V6R8je3sTPPvcavzfTxG4cOFa/+uW3l4oTk5DZxu1opAk6ZEx4PJ4aFHsbWNF+wrZ1deKoiQlfchzHB3NMHu2Fk5T6uikyb+ahPamZtiz3Iars7MbUVFp03pf4cKF9mhp68Kt9vFXWJdE9E2ATAm5uTfR0tLOyqQQ6P2SoKyuBnNXZ1bGk3QzZijCyEgb2SLYT3i79977E1weF+66nci5MLZflKqqSnjq6eU4evSKSPY9EiAj6jyEQmH/Kvmvv0RDT08DixY5iTmyqYPL5eKHH59CbW0TXnjh5/7X1XV1MMtiDqWOSqDy3HzUlJZhlos7ystraV8hy6x8vJAXlzhCK4reVaUzZ/iTFda0J+jpQWbsJdgG+LJeQyH8dBJMTXX7C9hNN37+diioaEdjTR3Kc/LFHQ5raFJIpgShUIjU1GI4s1CBFAByLsejs61t2lQh7Uu7FeVKIQBcv34LlzNrYavRgY5bN8f02SeeCIa6+gy8t+ewiKIjzTW1KE5Jg90/9314eBJqa5tw/wPT4+8BG3bsCIG7uwV2PvMj6utb+l+f5/1PKwopemosTdIjozHHwxXJqSW0UsgiXXNTaOjrjbhaErLcDQkJebh1q2FyAiMAeu97JVVVzHF3YXXcvsn9dEwh1dfXhKWlAWq4msi5FCcVrSj60KSQTBnJ/AI4OpqBy534bdvT2Yms85dhF+gHDgvjSbq+yqNs9yi8E4fDQXqHDngcBs89GzrqzykpyWPXs6EID09CcnKh6AIkSI+IwSyLOdA2MUJ3dw8OHriA0FBPqKoqiTs0iWdoqI1399yP8PAkHDp0ccB7lt5eqK+oRFVhsZiiI8NJi4gBT0YGZfUCWFoa0P3OEqu+VhTDTAplZIRwd7eg1FExyL2SgI7WVtYfgN+4UY309GIEh0y/SWFff8Iqgcq4iulJMun/NkykBp9fAGVlBcybN5uV8dIjY6CipQkzZwdWxpNkVlaG6OrqFnnxltlWFhAoz8Tf5/Pw2OPLMHOm6qg+t337Emhrq2HPu7RKKGoZUbEAAPugf1JIf42GoqI81q/3FmNUU8NXXz8GDoeDHU98O+B1nowMLLzcqGG9BCvLykHdzQp0qOoDYGd/OuktrlSeV4DGquohz1FV6wSXy8Xp0zQpnGw9XV39D8C5PHZrKISfToK3t/W0e8Di72+LlrZuVLUCeXEJ4g6HVTQpJFMGn9+7gsTWP+Y5l+LQ1d4B+8XSX33R0soAeXnlEAiEor3OP0+NX3/5f1BUlMOzo1gtlJeXxe7n1yAmJh1XrmSLND4CNFZVoyQ1o//JcWJiPrKzb1AK6QjWrp2PFSvc8Z/X9+P69YG92Eyc7KGgrCxVBQekUXpkDHjG1gAAd9pXOGHySkowdXYY8b5XU+tERUUdUlKKJikycrv0iGgoa6jD3JXdvePh4UmQlZXB4sXTa0+6/0J7lNQLUZx6De1NzeIOh1U0KSRTRk5OGdraOuHC0r7CrvYOZF+8Avsgf3A4HFbGlFTW1kbIyhJt6ijQOym8kZmNlPgsHD58CTueDIGmpsqwn3nwwUDMnq2Fd985JPL4SK+0yGgYWM+DlkHvqvtvv0bD19cWpqa6Yo5MMqmpKeOLLx8Fn1+AL744ddf7Vt69rSgK4qmIhiRLi4xGD1ceN8ob4Ur7CidsrqcrZGRlhy2uJCPDg5pqJ8JPJ0nV3qupJOfyVXS2tbOeQhoXl4O6umYsm0b7CmfP1sLcubNQy9WUutRRgCaFZArpLTZTBGcW037SI2Ogqj0TJo7S24RVXl4WZma6yBHxfkJFVVUY29v0p9C9+84hqKgo4ZlnVg75GRkZHl54cR2uXs1BdPTQ5cwJuzIiYwEA9ov8AQD798dCKBTi/vtptXAw7733AHR01PDI9q8GXW239PFCET+VWlFIuBsZWWiorEJ5C7WlYIOltxc6WlpRnDr07+4FC6zAk2EodVSMujs6kX3xCuyC/FmtoSAQCHH2bDKCg12k/sF6n779hDdaZaUyM4QmhWRKSeYXwMmJnWIzAJB94Qq6Ozthv0h6U0gtLGaDx+OJvM3DvPnu4PJ4/b8oMzNLceTIZTz9zAqoqSkP+pl77vGDqaku3n2H9hJOpvqKSpRmZPXf92VlNYiOTsf9D0jv34PxWrDAGo89HozPPzuJlJS7iyCp6+pAf645taKYAhiGQXpkLFoVdWBkpA1dXXVxhzSl9baiSICwRzDkOcuXu0MoBM6dS5vEyMid+moomLJcQyH8dBJ0dTWmzR7dhQvt0NLeg8LSetzMyRN3OKyjSSGZUvj8QsyYoQgLi1msjNfZ1obcy1dhv0h6U0itrCanHYWltxdaGxpRmpHV/9q77xyCmpoynn56xV3nc7lcvPTyeqSmFtFTZDFIj4yGkZ01NPT1APSmkJqb62P+fCsxRyY55ORk8P0PO1BSUoU33vhj0HMsfUauvkgkR3pkNKq7FQDQauFE6M0xg7qe7oj3fXCIK1qa5dDS0j5JkZHBZF+4gu6OTtgH+bM67tmzyRAKhQgOZrflhaTy87fHzTZZ5FyOF3coIkGTQjKl8PkFANitHJcWGQN1PV0Y2krnl2FrayMIBALk5Y2tb+BYcDgcWHp7IvdKPBjhv+l1aWnF+Ouvq3hm50qoqCgO+MzatfNhaWlAFUfFJP2fFFK7f1JIjx2LQ2trB7ZsodXCPi+8sBbW1kbY8cS3aG3tGPQcKx8v1N2sQFVRyeQGR8alJDUDBaUNEAoZuLlRsZnx6isqlj3MvipDQ21YWRmisUl+ssIiQ+hqb0f2pTjYBy1k9QF4TU0T4uPzEBzixtqYksrQUBvm5nqo6FKS2n60NCkkU0p29g20tXXC2ZmdYjMAkHX+Mnq6u6U2hdTSyhBFRVXo7OwW2TVmW82DipbmoCl077x9CJqaKtixI2TA66+8ugE5OWU4dkw6f7lKutqym7iZnQeHf+771tYOHD16Bes3eENBQU7M0YmfhcVsvPraRhw4cL6/UfOdeDIymOPhSquEUwjDMEg5dwE1HTy4e84TdzhTlpWPF8pz89F0a+hWFIGB9gCApib6fSIJMs7FQE1XG8b2tqyOG346Ee7uFtDRUWd1XEmzcGHvfsKSRq7UtaLoQ5NCMqUIBEKkpRWzWmymo7kFeXEJrFfmkhRWVgYib1rfl0KXe+XulAo+vwDh4UnY9WwolJV707aWL3eDg4Mp3ttzGEKhaNtkkKGlRUbDxNEOarraAIBff4mCuvoMrFjhLubIxIvD4eD7H55EW1sndu38acjzTJ0dqBXFFJQWEY2qDll4eFqKO5QpSV5ZCaZOI7eiCAxyRGVlPTraZSYpMjKcrPOX0dPVBfvF7H7XCQ/vfWi2bJl0p5D6+duhtVMIfnwWOppbxB2OSNCkkEw5fcVm2EyBSI+MgZbBLBhYS9eTYx6Pi3nzZiNbxO0orLy9UJqRhZa6+kHff+ftg9DWVsNjjy0DwOCVVzeguLgKBw5cEGlcZHjpkTEAALtAPwBAbOw13LhRPe0Lzjz0UBD8/GzxwvM/49athiHPs/KZj56uLuRTK4oppTg5DddruqCuqkhtWMZhrocbeLIy/ZWmB8PhcBAU5IBz51IBSOd+/ammo6UVuVfYfwCeklKI8vJaqW9NERDoiPIOBWRflL5WFH1oUkimHD6/AKqqSpg7l51iMwBwLfoiBN09UpdCamamBzk5WZGuFCqpqcLI3mbYp8ZXr+YiMjIFz+1eDTW1Tnh6WuKD94+gZ5iqdUT0qktKUZFf2H/fC4VC/L4/FkuXOkt9KtBQdHTU8eFHD+H8+Wv43/8ihz3X0tsTRfxUdLVTEY2pRCgQ4GJ0MgDAc761mKOZeqx8vNDe3IKStIwhz7G1NYaurgaiqOqoREmPjIGGvh4Mbdm978+E87FkiRNkZHisjispTEx0YWw0EzdaZZF98Yq4wxEZmhSSKSc5ubcsPJvFZtqbmlCQkCR1KaTW1kYAINLG9fPme4DL5Y648fqdtw9BT08DpmaNuHmzFvv2nRNZTGT00iOiYersABUtTQDAr79GQ0aGh3vu8RNzZOLxyafboKysgMce/XrYZtsa+nrQm2MmtQUHpN3p30+jRwgsXukj7lCmHMtRtKIICuptfRAVRZNCSZIZ2/sA3IHl7zqnTydCTU0ZCxZIZ8E+f//efZg5pS2oyCsQczSiQ5NCMuVkZd1AR0cXXFzYKzYD9FYh1TY2hL6F9PTb6WtHkZMjunYUlt5eaK1vwI1r2cOed/FiJmJjM8DjMfj4o2Po6uoRWUxk9NIiY8DlcmH7TwppTk4ZEhLycP8D0vWAZDSWLnXBPff4Yc+7h5GbO/zfmb7qi9SfcGrKuZqEyhYOPLxoX+FY6M01h7quzoj3fWCQI3JyylBWVjNJkZHRaG9qRl58Iuv7Cs+dS0NXVzeCpTSFdGGAA1q7gQsR0ps6CtCkkExBPT0C1ovNAMC16AsQCgRwWCw9KaRW1kYoLa0WWY8oDoeDeQs87mpFMZTdz/0f6uoU8OOPZ0USDxm7qsJiVBWV9FchBXp7Fjo5mcPOzkR8gU0yJSV5fPPt48jKKsUHHxwZ8XxLH0/UlpXjVvH1SYiOsE3YI0BGdjnMZqlAVp5aJoyWVV9fzstDfzmWlZWBn58tos6lTlJUZCzSI2KgZTAbs63Ya8nS0tKOCxcypbY1RWCQE262yUl16ihAk0IyRSXzC+HsbM5qsZnW+gYUJqZI16RQxJVHDawtoaKlOeoUuuTkQhQXqaOtrVNkMZGxS4+MgbmbE5Q11AEABw9eRFdXNx6YRgVn3nzzXpiY6OLRR74ecRWbJyuLudSKYsqLjUyAHA9YummpuEOZMiy9vXAzJw9N1UOvAHp6zoOysgIiI1MnLzAyapkxFyDoYb+GQvjpJNjYGMHYWIfVccXNzEwPs/TVUdrEQ/7VRHGHI1I0KSRTUl+xGXNzPVbHTYuMho6pMXTNTVkdVxw4HA6srAyRI8JJoaWPF4RCIXIv392KgkwdaRHR4PJ4sA3wBQDU1jbh9Okk3HOvH3g86f9nwsnJHDt3rcQP3/+Ny5ezRjzfzMUR8kpKw1ZfJJIv7EAEACB47fRLlR4PhRnKMHW0H/G+X7TIEQKBALGxQxeiIeLT2tCIwsRk1h+Ah4cnAQBCQqQrhXThwt5+m3FJRehoaRVzNKIl/f/aE6nE5/du9GWz2AwAXIs6D6FQyPombHEwNJwJZWUFkRaZsfL2wo1r2WitbxDZNYjoVeQVoPr6jQH3/W+/RkNfXxNBQY7iC2wS8Hhc/PDjk7h1qxEvvrhvVJ+x9PZET1cXChOpFcVUlpN9A20dPXB1mwueDPXSG8lcz95WFKPpT5iQkI+mprZJioyM1b81FNirzZCXdxMFBeVS15oiaKkrWrs5iA2T/hZaNCkkU1JmZuk/xWbYnRQ219ahODkNdlIwKbSyMgQAkaWPKqurwdDOmlLopER6ZAzmeLhCSU0VQO9T39raJjywRbpTSJ9+egVcXObgmad/QGPj6J4CW3p7oTApBV3tHSKOjogSwzBIzyyDgRoXc9ylu/E2G6y8vdDe1IzradeGPEdVVQnu7nNpP6GEuxZ9HkKBAPZBLDeyP52EgAB7KCpKzz7dhQvtUdYqOy2+69CkkExJPT0CpKeXwJnlCqRA75fjWRZzoG1ixPrYk8naundSKKqVQou+VhSUQicV0iNjwJORgc3C3hL9XV09OHjgAkJDPaGqqiTm6ETD2FgHb719H06dSsCRI5dH9RmNWXrQMzel+15KXIxOwUz5Hrgsk+6HH2yw9PZCblwChIKhW1H4+9uBx+PhHPUnlGgttfUoSk5jvQ3X6dNJUFSUx8KFdqyOKy5z5uhDR0sZeZUdqMgrFHc4IkeTQjJlpST3FpthW0ZULACw/gRtsllZGeLWrQbU1TWLZnwfL7TU1aMsc/hWFGRqKMvKQd3NigH3/a+/RkNRUR7r1i0QY2Si8/U3j4NhGDy547tRf6a/FcU0eGo8HVyNywaPCwQs9wGXJ52Nt9mgbzEHarraI973QUEOaG3twNWrOZMUGRmv9MgY6M0xg66ZCWtjXrhwDa2tHVLTmiLgn+0TUdOkaBJNCsmUxecXQF19BszN9Vkdt7GqGiWpGVO+kb2VtaHIVgk5HA7mzf+nFcUwDb7J1JIeGQOL+e5QmKEMAEhMzEdOThnuu39q/10YzNL/b+++o6K61v6Bf2HoTUAURBCxAAMqKKCAKEbQRBMVTC9GE0timokpt703iTfv9Ze8SSxJrhq7qd6YiCUWijUqxhlUUOkoKCqo9N7m/P4gkhgRmOHMnIH5ftbaa8XxnD0Pa52MPLP3fp4HAjF1ahD+5x9f48qVm52+Tx4eiuKCq7iZd1mL0ZGuKBTZAICBfS0wOGikxNHor9ZWFMfa79MWNWkkjhw5zz603cC5xMMAIOpxmfr6RiQmnsXUHlJs5sHocFQ1GuPQzoNSh6ITTAqp20pOblnKDw/3FX3ulISDcPP1Rm+3/qLPrSvarDzq5ieHjaMDt9D1MCkJB2FiagrfCeGtr/1361GMH++Hvn3tpQtMC554cjxKSiqxatXeTt9jYmaGIWOC+Nz3IAUFt1BYWIo+ZvXd/otAbfIJD0VBWiYqbxXf8xo3Nyf4+LjxPGE3UXHzFi6dThG9sN7ePUoMHOgMX9/ufQQHAMaGeOFKpQxZPbwVxW1MCqnbSkm5hHPn8vD+kqdgZSXuoeZzCYcBACMmTRB1Xl1xdraHo6Mt0tMLtDK//LdWFFkn2IqiJ7lyLg1lhUV3/JIQG5sEY2NjTJ8+WsLIxGViIsO0aaOxa9cpNDXd+3zUnw0K9Ie5lSUymBT2KApFNhyNqjA8agKMjPlr0Z9Z2NpgYMDwjquORvoDAM8TdiMpCYfg6j0UTh7uos25b19LVebu3prC29sNjr0scDqtEPXVhlFJl59+1G2pVCq8tHA1PDz64t13nxB17tLrhbh8Lk305q66crvyaFqadra4+YSH4sq5NFSXlWtlfpKGIAhITTgM77EhMLdqKS6TmpqH3NzriI4JlTg68UyYMBwODjbYEatecucTHorG+nrksBVFj6I4lYV+Dubo3ccenqP8pQ5H73iFBENm0plWFP4oKirF+fP5OoqMuur2FlIxaygUFNxCSsqlbt+aYsr0ln/z9v9sOF8CMimkbu348TRs3BCPNxZHw89P3K0KqQkHMWC4Lxz6uYg6ry5osx2FtYM93IfJWWijh0pNOAhTc3PIx4e1vrYj9iSiovx7TBXSmTNDUV1dh/j4M2rdJx8XhovKM2isq9dSZCQFhSIbxsZG6C2r7RE9asXmEx6KmooK5KdeaPe6qKgAHDiQynPm3UhZYRHyU85jxGSxt5AqEB7ui169rEWdV5emzhiLykZjHNieKHUoOsOkkLq9v/xlC8rLa7Bq9UswMjISbd7U37aQDu+GW0h9fd1RXl6Na9dKRJ/beyxbUfRkeWfPofzGzTvOV23ffgJmZqY9oqKckZERps8Yg337klFX19Dp+xz790NfTw8+9z2QUpkDADC+callC6mI/470BD7hIcg60X4rCj+/AXBxcUBignpftJD0UhMOwd3XB45urqLNuWePEiYmMkye3H2LNwUHDMDFW00ozO75rShuY1JI3V5xcQX+8s4mjBvnh9kiNtouLriKgrRM+HfDLaQ+cnetNa2Xh4eisrgEBWksOd4TCYKAcweOQD4uDGaWFgCAkyczcf16SY/YQjpmjBdcXXsjdrv6W0cBIJ0r5D1OcXEFLl4shKNRJXr17QMP/57RY00Mrt5D0atvx60oJk1q+eX/wIFUXYRFIkpNPARA3C2kv/6aiZKSym5bhdRvuAd6WZvixCnDSQgBJoXUQ2zefAC//HIB//fx83B0tBVt3tSEQxgYMBy9nPuINqcu+Pq6I10L7SiMjI3ZisIApMYfhJmlRWsiJAgCdu44ialTA2FhYSZxdF0zc2YYGhoasWePetXk5OPCcOtKAW7la+fLFpLWqVNZ8Bpgj6aGBtG30nVnv/flbL8VRWSUPzIzC9Rq70L6oeTqdVy5kC5q9d3mZhX27z+NKVMCu+XK+8PPPAAA2LXtsLSB6BiTQuoRBEHASwtXoVcvK3z00RzR5k1JaOlNMzxygmhzapu9vTX69XPUykqhu58PrB3sWX2xh7t4OgWVxSV3/JIQG3sSNjaWiIrq3oU4omNCcOBAKioqOl9NzsTMDENGB/K578GUimwMGNAH104rMSJqgtTh6A2fcSG4kpaByuJ7H0UwNTVBRMQwHGDV0W4rNeEQPEb4wd7FWbQ59+5RoG9fewQFDRFtTl2ZdH8gyhuMcHiH4ZwnBJgUUg9y4cJlLF+2A3PnTcbYseL0LryVfwXXsnK6Vf+q34vMiN+OQj4uDKrmZmSyFUWPJqhUOHfgCHwjxsLEvKXdy+HD51BWVoWYmWEd3K2/hg8fiCFDXNWuOjooMABmlhbcOtqD3W5iL1zLhkM/F7gPE7//bXdjYWuDgf4dt6IYM8YLNjaWSGR/wm4rNaFlC+lwEb8QiYs7A5VKhQcfDBZtTl0wMjKCv48z0vIqDaYVxW1MCqlH+de/tiI//wZWrV4IExOZKHOeSzgEz1H+sO3tKMp82qbNdhQ+4aG4fD4NNeUVos9N+uVc4iGYW1nBO6ylP2FjYxN271Zg+vTRkMm65z8dMTEhUKlU2LlTvS815OPC0Fhfj1zFaS1FRlI7fToXzc3N6GtWh+bGJlYhBeAVOrqlFcUv7W8djYoKQHNzMw4dOqejyEhsty4X4FpmtqjPfXFxBU6ezOx2rSlCxvvDxtwYR4+2X223J+qe/7IT3UNNTT1ee/VLDB8+EK+/Pl2UOVMSDsHY2BjDIiNEmU/bfH3dUVtbj/x8cc922Dg6wM3Ph9UXDUSO4jSqy8rvWCXfEZuE3r3tMH78MAkj01zMzDAcP56OGzfK1LrPJzwEOYrTbEXRg1VX1yEt7QoCRngg61cFzxWipahYTXkFLp/roBXFpAAoFNkoL6/WUWSkDSm/fQFu11e8Ggp79ygRHDwUzs72os2pbQ/PajlP+OPX+ySORPeYFFKPs3v3KezceRLvvf8UBgzo+odbUe4lFF3M6zZVSH3k7sjIKIBKpRJ1Xu+wllYUPFdlGFRNzTh/8Cj8JoyDzNQUABAXdxo1NfWIiQmRODr1DRrkAn9/T7W3jvZ264++nh587g2AUpGN4OChSI0/hN5u/dFf7iV1SJIxMjKCT3gIMk/82m4rCjs7K4we7cXzhD1AavztGgrifQF+u6DXlCmBos2pbRERw1BaKyD5aLLUoegck0LqkRa9thYAsGLlAlHmS004hMHBI2HtYC/KfNokl7tr5Tyhz7iWVhRX0zNFn5v0U2rCQVja2sArpOVMSE1NPeLiTiM6JrTbVZSL+a2dRmxs+1vh/sxn3O3qi0wKezqFIht9+vRCZU4ampuaMKKbfBGoDa7eQ2HXx6nDqqMREcNgYiLjecIe4MalfBTmXBS1hkJKyiVcvVqMqd3kXKGJqSl8PXrhbPoNqUORhM6TQgcHB3z22WdIT09HTU0NLl++jFWrVsHRsf3zWrNnz4YgCHcN89+KIBD90eXLN/GvJd8jOjoE06aN7vJ8KfEHYSyTifoNmjZYWZnD09MZ6SKfJ7zdiiLj2Em2ojAg2SeVqK2ohP/9v/9yHLs9CW5uTt2uolx0TAjOnMlFXl6RWvf5hIfgZv4V3Los/hctpF9OncoCAAzz6YdcxWn4TzbcpLC1FcXx9r8MiYoKQE1NPZKS2Le2J0hNOIRBgQGi1lDYt1eJyZNHilbnQZvufyQSlqZAfJx6LYt6Cp0nha6urujfvz/eeecdDB8+HM888wzGjx+P77//vsN7q6ur4eLicseor+cZD2rb8uU7cf58Pj77/AVYWXXty4PrWTm4np2LcU8/BiNj/V1g9/Z2AyB+5dEBw31hbd+LqyUGprmpCWfjDyDg/ijY9XECAPz88yk0Nja1rrx1By4uDggN9VG7Yb2JuTmGBAfyuTcQ587lo76+EcHBQ3F6Txz6eLhDPq77VtvtCvm4UFy5kI6q4tJ2r4uM8sfRo+fR0NCko8hIm87sSwAAhD/1qGhz7tmjhJ2dFcLD9b+i74zHWr4I+nHTXokjkYbOf7u9cOECHn74YezevRu5ubk4evQo3n77bURFRcHWtv2m44IgoKio6I5BdC9NTc1Y+OIqeHj0xbvvPtHl+RK/3ASXIYP0+ttjX1/tVB71CQ/9rRXFKVHnJf13cMPXMDaRYeLcWQCAsrJqHD58DjEzu09SOGNGy3nYWDXPEw4OGgkzSwsmhQaisbEJZ89eRFDwUCTviUNxwVXc//I8qcPSOUs7W3j4D+tw66irqyN8fQcgMeGsbgIjrbtxKR8pcQcQ/vSjsLbvJcqcBw6koKGhsVu0pggdMwQ3yhuRmy1+n+fuQC+WPOzs7FBfX4+amvb7gVhaWiIvLw9XrlzB7t27ERAQoJsAqds6fjwNGzfE443F0fDzG9CluVLiD+J6di4mL5yrt6uFcrk7GhubkJNzXdR5fcJDkJ96AbUVbEVhaEoKrkG5cy9CHpnRWpUudnsSvL3dWtuf6LvomFBkZV3FhQvqfVniEx6Cxrp65CjOaCky0jdKRTYCAwcDKgGJX26Gu58cfhPCpQ5Lp7xCR8NYJkP6LyfavS4qKgAAeJ6wh0lYsxFmlpaYMOcpUearqqrFkSPnMWWqfhebceznjMF9zXDqTL7UoUjGCICkB4R69eoFhUKBffv2YdGiRfe8LiQkBF5eXkhJSYGtrS0WLVqEqVOnwt/fHzk5OXddP3/+fCxY0FJkxM/PDxcu6F+/EblcjvT0dKnD6PFkJioMG3YTtbUmyMp0RMtjr5mbxiqkm6ng02CMvir9SwwHDS6FhUUT0i6IV1K6AQJOWjTDo9EYHs1d/5n53Hc/dUYCFGbN6NdshCFNMpiaNmOE/01cvWqDwus2UofXLplMBX//GygqssbVq+3vRvkzhVkTLAQjDG8U5ywMn33959i7Fp6e5bhwvjdq6kygNGuGDMCoBhmMuvBvR3eSadqMYmMBofXt/8wDPctgZ9eA1JQ+aO/fVT733U/6b8/A6HoZzER47vv2rYb7gEqcS3VCQ4OJCBGKr9qmHuN9SpFxyQ7VxVZdnk+fn/vg4Huv2gpijA8++EDoSERExB33WFlZCUePHhUOHTokmJubq/V+xsbGQmpqqrBy5coOr1UoFKL8jGIPfY2rJ47nnosSVMJuYc6cyC7NY2RkJLz509fCX3ZtFYxlMsl/rj+PtPTVwrYf/ybqnIHTpgifnksS3Hy9RZmPz333HI+8+xfho+Qjgr1zXwGAcOz4/wkK5XLJ4+poPP30BEEl7BbGjFHv+e3t7iZ8ei5JCH/qEdFi4bOv/8PHx01QCbuF2bNb/q0Imj5V+PRckjBsYoSkcelqGBkZCe8d+ll45qMlHV579doW4dvv3urwOj733W/09fQQPj57THho8SuizDdkSD9BJewWXn75Qcl/tnuN74+sE1TCbsHV1VGU+fT1uW8vLtGWOlasWAEfH592x6lTv59Hsra2xr59LY0hH3roIbULxqhUKiiVSgwdOlSsH4F6sM2bD+DYsTT838fPw9FRvdWCPxIEAfGr1qOvpwdGTpkkYoRdZ2pqgiFD+iEjXdy98PLwEFTcKsbV9CxR56XuJXHtZsDICJHzZwNoaWQfGDgEHh59pQ2sAzEzQ3H1anFrZcnOko9r6cWY/ot6LSyoe8vMvIqKihoEB7f8bnF6Txxu5l3G/S/N7XZtWDTh6jMUdk69kd5BX05f3wHo18+R/Ql7qBuX8nF6bzzGPvEwbHo7dHm+nJzryM6+pretKWQmJhg13BXXbtXg2rUSqcORjGhJYXFxMTIzM9sdtbW1AAAbGxvs378fMpkMU6dORXV1tUbvOWLECFy/Lu7ZKeqZBEHASwtXoVcvK3z00ZwuzXX+4FFcTc/CpBefh7FMf0osDx3qChMTGdLSxEsKjWUyeI8NQeZxtqIwdGWFRfj1p10YPXMaHPq5tPb7i47W30b2lpbmeOCBQOzcof7z6xMeipt5l1F8ha0oDIkgCFAqsxE8uqVxvaq5GfFfboSr91AMi4yQODrtu11tNfPEr+1eFxXlD4DnCXuyhDUbITM1wX3PPSPKfHv3KHDffcNhaal/reSGBI/EADsBx5MM+8tvnR+KsrGxQXx8PBwcHDBnzhxYW1vD2dkZzs7OMDU1bb0uMTERS5cubf3zu+++i8mTJ8PT0xP+/v7YsGEDRowYgTVr1uj6R6Bu6vz5fKxYvhNz501GWJhc43kEQUDc6vXo4+GOwIfuFzHCrpHLb7ejEC8pHDDMF1a97JDRwbfGZBgOrN8CCAIiF8xGbu51pKZeQrQet6aYPHkkrKzMsX17+wUz/ux2K4p0Vh01SEpFNvz9B8LMrOXs05m9CbhxKR/3vzSvx68W+oSH4vL5NFSVlLZ7XWRUALKyruLy5Zs6iox07dblApzeE4exjz8MW6feXZ5vzx4lLCzMMHHiCBGiE9eURyfBXCZg17bDUociKZ0nhYGBgQgNDYWfnx+ys7NRWFjYOsLCfu8HNHjwYPTr16/1z/b29li7di3S09MRHx+P/v37Y/z48VAoDLPBJGlmyZLvkZ9/A6vXvNSlRqoXDv2CK2kZiHrhORjrSUNWX98BUKlUyMy8KtqcPuN+a0WRxFYUBJQX3cTJn3Zh9IyH4Ni/H2K3J2HcOF/06dNL6tDaFDMzFCUllTh6VL1CY0OCR8LUwpxfhhgohSIbZmamGDHCEwAgqFSIX7MR/YYOxgg9bknUVZZ2dvAY4dfhc29iIsOECcO4ddQAJKzZ1NKS6PlZXZ7r6NHzqKqqxYMPBokQmbgiJwUAAA4knJY2EInpPCk8cuQIjIyM2hxHjhxpvc7T0xPPPfdc658XL16MgQMHwsLCAs7OznjggQdw8iTPepB6amrqsei1tRg+fCBef316l+aK+896OLm7IWjaVJGi6xofuRvy8m6gtla987ntzjkuFPkp51FbUSnanNS9HVj/FVSqZkQteA6xsUkwNjbG9OljpA7rLiYmMkybNhq7dp1CU1OzWvf6hIeiobYOucozWoqO9JlCkQ0ArecKAeDs/kQU5l7S65ZEXeUd9lsrig5WyMeM8YatrRW3jhqA4oKrUO7ah9DHoltbEmmqoaEJiYkpmDJVv5JCexdn+HrYIf9aOQoL218h7+l65icbUTt27foVO3eexHvvPwV3d80/5NKPHsflc2mIWjAHMhPpSyz7+g4QdeuobW9HuPv6cAsd3aHixk0kbduBoOlTcLWkERcvFuplI/sJE4bDwcEGO9RsWA+0nKvKUSSjqaFBC5GRvrt8+SaKikpbzxUCLauFCas3wGWwJwLuj5QwOu3xCQ9FdWkZrpxvv4x+VJQ/VCoVDh1K1VFkJKXEtZtgbCxD5Nyurxbu3aOAh0ffLveNFpNfRBj6WzXh0EGufDMpJIO06LW1AICVny3o0jxxq9aht5srgqMfFCMsjRkbG8Pbuz/SRSwy4z22pYAIt9DRnx3c8DVUTc2Y9OJziN2ehMhIf9jZdb2vk5hiYkJRXV2H+Hj1VvucBrjBaYAbn3sDp1Dk3LFSCAAp8QdxPTu3R64WGhkZwSc8BJknfoWgUrV7bWRUAJTKHJSVaVYkkLqXkqvXodi5ByGPzEAv566tFu7dqwQAPKhHVUjvj5kAM5mAfbv4md+zPtWIOuny5Zv415LvER0dgmnTRms8T8axk8hPOY/I+bMlXS309HSGhYWZqCuF8nGhqLh5C1czDLsaF92t8lYxTvywHYEPPYBDSTkwNzfFVD3aEmRkZIQZ0WOwb18y6urUW+3zCW9Z9eQKuWFTKrIgl7vBxsay9TVBEBC/ekNLS6Kp+tWSqKv6y71h29uxw+fe1tYSISHeOMCtowYlcd3mlpZE82Z3aZ5r10pw9uxFTNWTc4UyU1OMDW3ZEXD48DmJo5Eek0IyWMuX78T58/n47PMXYGWleYnkuFXr4ejaD6NjpokYnXpuVx4Vqx2FsUwGr7DRyDjOc7vUtoMbv0ZTQyPsAyfg+vUSvapCOmaMF1xde2u8dfTGpXyUFFzTQmTUXSgU2TA2NsbIkYPueP1c4mFcy8zG5Bf0qyVRV/mMC20pVHa8/VYUERHDYGIiQ0LCWd0ERnqh9FohTsX+jDEPT4e9i3OX5tq7R4mwMDns7a1Fik5zg0b5w9PBCNmXbuLmzXKpw5Eck0IyWE1NzXhp4Sp4ePTFP//5hMbzZJ74FZfOpCJqwWzI/tBWRZfkcncA4rWjGDDcD1Z2dh02MCbDVVVciuNbf8LIBycj/uAFTJ0aCAsLM6nDAgDMnBmGhoZG7NmjVOs+UwtzDA4eyVVCQnJyLgAgKGjIHa8LgoC4VRvQZ+AAjHpQf1oSdZU8PBRXzqejurSs3euiogJQU1OPpKQM3QRGeuPAupaWRFEL5nRpnj17FDAxkWHy5JHiBNYFfuPD4GrViMS4ZKlD0QtMCsmgHTuWhk0bE7D4zeguHXyOW7Ue9i7OCHm4axVNNSX3HYCrV4tRUVEjynw+40LQ3NSELLaioHYc3vwtGusbUGjiDBsby9aG1lKLjgnBwYOpKC9X78zT4OBRMDVnKwoCbtwow+XLNxH0p3OFAHD+4BFcTc/CpBee6xGrhVa97DBguC8yOvFlSGRUAH755QLq6xt1EBnpk7LCIvy6fTdGRz8EB1cXjef59dcsFBdXYKoenCuMfDAMZjLgQAIrTQNMConwzjubUVFRg1WrX9K4MXH2SQVyk88gct5smJjpfrVELncT9zxheBjyU86jrrJKtDmp56kqKcXx77fBzHcMyitqEKMHW0iHDfPAkCGuiN2u2dbR+ppaXEw+K35g1O0oFNkICro7KQRaiow5DXBD4LQHdByV+LzDxsBYJuswKezXzxF+fgN4ntCAHVi/BYKgQtT8ORrPoVKpsH//aUyZEqjx71xicOjnAn+flsI5R46clywOfcKkkAxecXEF/vLOZowb54fZszVvTBz3n/Xo5dwHIY/MEDG6zpHL3ZEhUlJo29sRbr7e3DpKnXJ483eoq6nD+YI6TJs+BjKZtP+szJzZcjZq5872z0a1xSc8BDmn2IqCWiQrszF0qGubZ58uHD6GKxfSW1YLTbr3aqFPeCiqSkpx5UL7W0IjI1t2AiSyab3BKi9qaUkUHP0gHN1cNZ5n7x4l+vTpdVeFX13yCQ+Fu3Uj0jKuori4QrI49AmTQiIAmzYl4tixNPzfx8/D0dFWozlyFaeRoziNyHnPwsRc88I16urfvzfs7KxEKzLjE/5bKwqeq6JOqC4rx7HvfsQtqwFwcrLDuHF+ksYTHROK48fTceNGmVr3OXm4w8ndjc89tVIqcwAAgYFD2vz7uFUb0NutP4KnT9VlWKIyMjKC99gxnWxF4Y+bN8uRknJJR9GRPmptSbTgOY3niIs7jebmZklbU/hFhKCfZQPPE/4Bk0IitBQPeGnhKvTqZYWPPpqj8Txxq9bDro8Twh6LES+4Dvj6tpyFFGv7qM+4MJTfuIlrmdmizEc935Et3yH7RhMamlSYKWEje09PZwQEDNK46ijAL0Pod0ply2fgvbaQph89jsvn0hC14DlJWxJ1hZuvD2x7O3bquZ80KQAHDqRAEAQdREb6quLmLZzYFovAaQ+gt7ubRnOUlFTi5MlMyVpTyExNMf6+kTCTGbEVxR8wKST6zfnz+VixfCfmzpuMsDC5RnNcVJ5B9kklJs6dBTNLC5EjbJuY7SiMZTJ4hQYj4xhbUVDn1ZRX4ODX23C5xgIPPzpOsnMit880xsaq//zKw0NQdDEPJVevix0WdVNlZdXIybmGwKC2VwqBlrOFjv37ITjmIR1GJp7OtqKQy93h6tobB7h1lAAc2vA1mhubMOkFzVcL9+5RIjBwCFxcHESMrHMGBQZgUG8ZVCqB5wn/gEkh0R8sWfI98vNvYPWal2Ci4TmRuFXrYNvbEWGPzRQ5urb5+g5AcXGFKD12PEa0tKLgagmp68hX3yOtSEA/F/u7yvjrSszMUJw5k4u8vCK17jOztMCgoJF87ukuSmVOu+eeMo6dRF7KOUTNl64lUVf4hIfgyrk0VJe1/+9HVFQAACCRRWYIQGVxCU78sB2BD90PJw93jebYs0cBAFj52QL06dNLzPA65BMegv6W9Ug9l4fSUhbUu41JIdEf1NTUY9FrazF8+EC8/rpm7SUunUlF5olfMeG5p3WyWugjdxPvPOG4sJZWFCcVosxHhqO2ohJffbkDzQIwa96DOn9/Z2d7hIb6YIcGq4SDgwNbWlEwKaQ/USqy4eHRt91fWuP+sx4O/VwwZuY0HUbWddb2vTBguF8nW1H4IyfnGvLzb+ggMuoODm36Bo31DZj84vMa3Z+amocl73+HGTPGIDNrDV5++UGdFSobFhGGflaNOHwwVSfv110wKST6k127fsXOnSfx3vtPwd29j0ZzxK1aD9vejhj7xMMiR3c3MSuPysNDkZdyjq0oSCN7136D/HIjPPJouM7fe8aMEBgbG2P79hNq3ysfF4r6mlrkKs+KHxh1ax0VmwGArKRTuHQ6BZHzpWlJpCmvsDEwNjZGegfHBUxMZJgwYTi3jtIdqopLcWLrTxg5ZRL6enpoNMeSJd/Df8RrUCiy8fkXL+KUYhlCQ31EjvRODq4u8PftDzMTYxw6xKTwj5gUErVh0WtrAbRsa9BEfsp5pB9Lwn3PPQNzKysxQ7uDk5Md+vTpJcpKoV0fJ/SXe7FxN2msrrIKP+89DRcHc9w3bbxO3ztmZiiys6/hwoXLat/rEx6KnF+VaG5kQ2660+nTuVCpVB2Wzo9btR72zn0x5mHNdphIwSc8BJXFJSi4kN7udaNHe8HOzgoJCWd1Exh1G4c2f4vG+npM0nC1EAAyMwtw/+R38egj/w9OTnY4fuJjbNi4SGtbSm+3olCpVPjllwtaeY/uikkhURsuX76Jfy35HtHRIZg2bbRGc8T9Zz2sHewx9slHRI7ud3J5y15+MSqP+oxtaUXB/oTUFSve/RIA8Mrf5ujsPXv1ssbEiSMQq8EqYV9PD/R2c0U6t45SG6qqapGRUdBusRkAyP5VidzkMzpvSaQpIyMj+IwNaWlF0UE10agof6hUKq6q0F2qS8tw7LsfEfBAFJwHe3Zprp9+OgFf+Uv46MMf8fTTEVrbUiofFwZnkyqcOXMRZWXVos7d3TEpJLqH5ct34vz5fHz2+QuwslL/H/kr59OQduQ47nvuaZhba2e10Nf3dlJY0OW5fMaForzoJq5n5XR5LjJceblXkZZbjLAAF7gP89XJez70UDBMTU00qjrqE95SsZTnCelelMqcThVPivtiHXr17YPQR2boIKqucfOTw8bRoVOVpiOjApCcnMuCHNSmw5u/RUNtrcZnC/+ouroOf/vbFq1tKTUxM4P3mFFwswMOH2Irij9jUkh0D01NzXhp4Sp4ePTFP//5hEZzxK1aD6tedhj39GMiR9dCLndHZWUNrly52aV5jE1k8AoJ5i/GJIpvNu6Ds2UznnznBZ28X3RMKK5eLcapU1lq3+sTHoLC3EsovVaohcioJ0hW5sDVtTf69XNs97pc5RnknErGxLmzYGqh36uF8vCQ31pRtJ8U2thYIiTEGwdYdZTuoaa8Ar98+wNGTJ4Il6GDRZlTW1tKBwX6Y6CTCcxMjdmfsA1MConacexYGjZtTMDiN6Ph5zdA7fsL0jJw/tBRRMx+EhY21qLHJ/d1R0bG1S7PM9B/OCztbLmFjkSx7b9HAQAPRA3HgBF+Wn0vS0tzTJkSiJ07TqrdVNvM0hKD2YqCOqBQtHzZ0NG5QqDli0C7Pk4IfSxG22F1ic+4MFw+dwE15RXtXjd+vB9MTU3YioLadWTLVtRX14iyWvhHYm8p9RkXhv7mdWhubuZ5wjYwKSTqwDvvbEZFRQ1WrX5Jo6bc8as2wMrODuOfeVz02ORyd6SlqV9Y4898wkPR3NiEbLaiIBHk5l7HuXP58LSsxgMvzdPqe02ePBJWVuYaVR0dMjoQJmZmndpCR4YrJSUPTU3NndpCejH5LLJOKjDx+Vk6aUmkCWsHe7gPk3fquY+KCkBtbT2OH2+/GA0ZttqKltVC/8kT0c9L3D61Ym4plYeHog/KkZyci4qKGlHj7AmYFBJ1oLi4An95ZzPGjfPDrFn3qX3/1YwsnDtwBONnPQFLO1vR4rK1tYSbmxMyxDhPGB6CS2dTUVfFQ9ckjtjtJ+BuJyBg/GgMDBihtfeJmRmKkpJKHD2q/re+PuEhqK+pwcXks+IHRj1GbW09Lly4jMCgjlcKgZYiY7a9HRH2uPZbEmnCO2x0SyuKox1/kRI1KQC//JKG+npW5qX2Hf16K2orKnG/lr4I7OqWUkc3V7gOGoCBfc1whFtH28SkkKgTNm1KhFKZjX/8z+MwNlb/f5u4VethaWeL8bM0O5vYltuVR7u6UmjXtw/6+3hxCx2Javv2EzA2NkJ/41Lc/7J2fkkwMZFh2rTR2L37FJqamtW+Xz4uDNlsRUGdoFRkd2r7KADknU1F5vGTuO+5p2FmaanlyNQnHxeGyuISXE3PbPc6FxcHDBvmwfOE1Cm1FZU4+vVWDI+MQH8fL629j6ZbSuXhoehn1QhTExkOschMm5gUEnWCIAj4v49+wtChrpgxY4za91/PykFK/EGMf+ZxWNrZiRKTWO0ofMeHAWD1RRJXamoeLl4shFNtAbxCguE5yl/094iIGAYHBxvEblf/2XUZMgiO/fsh4xduHaWOKZXZcHKyg4dH305dv3/Vetg4OmDsk/q1WigzMYF32BhkHu+4FUVkZMv/s4lsWk+ddPSb/6KmogKTX5qr1ffRZEupPGIsejeXoKmpGceOpWk1vu6KSSFRJ23fnoTc3Ot46+2ZGt0fv3oDzKwsETFbnNVCX1931Nc34tKlIo3nGDNzGqL/8gYKcy/helauKHER3bYjNgmj5H1RV3JLK1uKZs4MQ3V1HeLjz6h1n+cofyxYswINtXW4cOSY6HFRz6NUtrTq6cy5QgC4nHoB6b+cwH3PPQNzK+20JFKXvYszXt68GtYO9ji7P7HD6yOjAlBcXIGzZy/qIDrqCeqqqnFky/cYdt94uPmK00aiPZ3ZUmpmaYEn//0u5OGhcDaugFKZjaqqWq3H1h0xKSTqJJVKheXLdiA01Adjx6rff60w5yJS4w9i3NOPwdq+a2WVAcBH7o7MzAI0N6vUvvf2h+RjS/6OS2dSsPr5l7scD9Gfbd+eBHNzUzSk/oKhY4IwOGikaHMbGRlhRvQY7NuXjLq6hk7fc99zT2Phhi/QUFeHz56Zj4obXWvnQobh3Lk8NDQ0dnoLKQDErdoAa/teCH/qUS1G1jnycWFYvG0LnAd7YsvivyP9l06cJ4zyx4EDqWpX9SXD9su3P6C6rFxrZwvbcq8tpf2GeGLRdxsw6qH7cXjdRgx1t2N/wnYwKSRSw6ZNB3DrVgXeeluzcuPxqzfAzNISEbOf6nIsvr7uGjWt7+vp0fohGfefdVj74huoKintcjxEf5aUlIHCwlL4uchQfuMm7n95vmhzjxnjBVfX3tgR27mto5Z2dnhu5Ud4aPErOH/wKJY/PgfXs3JEi4d6toaGJqSk5HW62AwAXDmfhrQjxzFhzlMwt5ZmtdBYJsOU117EvFWfoqywCMsem4PUhEMd3uft7QY3NyckJqi3Ck9UX12Dw5u/g2/EWLgPU/8LdE21taX09NnP4e3RC2tfeB116UqYmpqwP2E7mBQSqaG2th6r/rMHM2aEwNvbTe37iy7m4ez+RIQ/9QisHew1jsPCwgyens5IV7PIzMipk/H61o2wdrDH2hdeR/yajRBU6q80EnWGIAjYueMkHnhgJH7Z8g0GB43E0DFBoswdExOKhoZG7Nmj7PBadz85Fv+wGd7hIYj9f5/iqzf/gfpqliMn9SQrsxEYOFit1kRxq9bBqpcdxmmhJVFHbJ1644V1nyFq/mwkbduBz55ZgOIrnfsicdKkAAA8T0iaOf79j6guLdNakbH25F66gbW/VOHny7YwQyOeHyngrwvC8MgjYWhsbGJ7lXYwKSRS0xdf/Iza2nq8+Wa0RvcnrNkIU3Nz3DfnaY1j8Pbu31JSvJMrhSZmZnj4n+/gmY+WoCA9E8senc2ehKQTsbFJsLGxhF1lAcqKboi2pShmZigOHkxFeXn7bVTGPvkIXvn6SwDAF8++iGPf/SjK+5PhUSpzYG9vgyFD+nX6noK0TJw/dBQRzz4BC1sbLUZ3pyGjA/Hmj1/B3U+Ob//2Pn7810doqq/v9P2RUf7Izb2OvDzNz6yT4aqvqcGhzd9CHh4KD/9hOnvf3m798erXaxH2WAy+XP5fDHR9pnVL6fwFD+DUqSxUV9fpLJ7uhkkhkZpu3arAls0HMOvZiXB2tlf7/huX8nF6bzzCnngYNr0dNIpBnXYUf/yQPLjhK6yZ+yoqbt7S6H2J1HXo0DmUlVVh+kNBSFy7GZ6j/OEVGtylOYcN88CQIa7tVh01t7bCrI8/wMy/v4nM479i2WNzcOU8K86R5hSKbABAkBpbSAEgftUGWNnZYbwOVguNjIwQ9cJzeGHdZ6guK8fKJ5/H6Z/j1JpDJjPGffeNwAGuElIXHP/+J1QWl+jsbOHwyAi88cNmOPbvh/Uvv4U9K1ajsqK6dUvp1q1H8flnu3USS3fFpJBIA8uW7YCpqQyvvjpNo/sTvtwEU3Mz3PfcMxrdL5e7o7m5GdnZ19q9rq0PSVWz+v3ciDTV2NiEn39WYNr0MUjetRel1wu7fLYwJiYUKpUKO3f+2ubf9/Magje2bsLwqAn4edkX2PTaO6itqOjSexKlpV1GbW19pyuQ3nY1IwupiYcxftYTsLSz1VJ0gLWDPeavXoYpryzAmb3xWPnkXBRdzFN7nuDgobCzs0Ii+xNSFzTU1uLwpm/hHTYGAwNGaO19ZCYmmP7OIsxZ8SFu5l3GssdmI/3o8TuuycwswFNPfowffmC16fYwKSTSQE7OdcTGnsSLC6fA2tpC7ftv5V9B8s9xGPv4w7B16q32/XJfd+TmFqKhoanNv+/MhySRrsRuT4KTkx3CQryQuG4LBvoPh/fYEI3ni5kZihMnMnDjRtldfzc6ZhoWfbseZlaWWDPvVRza9C2rJ5IomptVOHPmIgLVTAoBIH71elja2mD8LHFaEv3ZwIARWLxtCwYFjcS2JR/iu78tQUOtZmX3o6ICoFKpcPBgqshRkqE5/t+fUHGrWGtnC+1dnPHS5lWImPUEfvn2B3zx7AsovVaolfcyBEwKiTT0ycfb4ehoi7lzJ2l0f8KXm2BsIsPE52epfa9c7o60tLab1vNDkvRNXNxp1NbWIyYmFIrYn1Fy9Toe0HC10NPTGQEBgxC7/c6S+maWFnjif/8Hj//r77h0NhXLHp2Ni8lnRYie6HdKRTZGjRoMY2P1fn26npWLlPiDGP/M47C0sxM1pohnn8RLm/6DpvoGfP7MApz8cWeX5ouaFIDTp3NRUlIpUoRkqBrr6nFo4zfwCgnGoMAAUef2CQ/B4m1b4DJ4ELa8+Q/s+HA5mpva/qKcOodJIZGGfv01E8eOpeH1N2ZAJlP/f6XiKwVI3r0foY9Fw66PU6fvMzGRwcvLFRnpdyeF/JAkfVRTU4+4uDOIjglBc1MTEtduwoDhvpCPC1N7rpiYUABAbOzJ1tf6enrgtW/XI3DaFMStWo+1L7zONiukFUplDmxsLOHjo3716fjVG2BmZYkJs58UJRZLO1s8t/JDTH/7tdY2K1czsro0p7W1BUJDfXiekERz4odYVNy8JdrZQmOZDFNefQHzVy9HWWERlj8+B6nxB0WZ29AxKSTqgk8+3o6BA53x6KPhGt2fsHYTjI1lmDi386uFgwf3g6mpyR0rhfyQJH0Xu/0E3N37IChoKBS79qK44KpGW4qiY0Jx5kxua1XEkVMm4fWtG2Hb2xHrXnwD8as3sM0KaY1SebvYjPpbSAtzLiIl7gDCn34U1va9uhSHm68P3vjvZsjHjcWOD5fjqzf/gbqq9ivxdsb48X4wNTXheUISTVN9PQ6s/wpDRgdicPCoLs3V2mZlwRyc/HEnPntmAW5dVr9fM7WNSSFRF+zefQoZGQV48y3NmtmXFFyDYucehD4ajV7OfTp1j69vS+XR9N9WCm2deuOFtSv5IUl67eefFWhqasbMmaFQNTUj4ctNcPeTw29C579QcXa2R1iYD3bEnoSJmRlm/uMtPPN//8K1jGx8+uhsZCWd0uJPQARkZl5FZWUNgoPVq0B6W8KajTCztMSEOU9pHEPY4zPx6tdfwlhmjC/mvIhfvv1B47n+LCoqAHV1DezlRqI6+eNOlBfd7NLZwsHBo7B42xa4+8nx3d//hW1LPlSrzQp1jEkhURcIgoBln8YiMHAI7rtPs+paies2w8jIGJHzZnfq+tvtKDIyCn7/kBzmyw9J0mulpVU4dCgVMTNbtn8m796PW5cLcP9LnT9bOGNGCIyNjXHgRA5e+fpLjH3iYRzc+DVWzX0ZFTduait0olaCICA5OVejYjMAUHQxD2f3J2Lsk4/AxlG9lkTmVlZ45qMlePh/3kbWSQWWPTobl1MvaBTHvURG+ePYsTTU1TWIOi8ZtqaGBhxYvwWDA0di6Jggte41MjJC1II5eHHdZ6itqMTKp+Yiefc+LUVq2JgUEnXR118fQmFhKd56e6ZG95deK8Svsbsx5uHpsHdx7vB6ua878vNvIOSpx/khSd3KjtiT8PZ2g1zuDlVzM+LXbER/uReGTYzo1P0xM0ORX1CKqf/6N3q7uWLjq29jz/JVUDWxzQrpTrIyBwEBg2BiItPo/oQ1G2Fqbo4Jc57u9D0uQwfj9a0b4X9/JPasWI2Nr7yNmnJx26w4O9tjxAhPJCacFXVeIgA4+dMulBUWqdWSyNq+F+atWoYpr76As/sTseKJ51GUe0mLURo2JoVEXVRf34gvPv8ZU6YEYtgwD43mOLBuCwAgcn7Hq4V+wwai0sgaU197kR+S1K3s2NFSHOZ2sZgze+NxM+8y7n9pLoyMjNq916G3HSKjAnDD3BU3Lxdg2aOzceEwe06R7ikUWbCwMNP48/7GpXyc3huPsU88DJveHa8WBkc/iEXfroeFjTVWz3sVBzd8pZU2K5GR/gDA84SkFc2NjUhctwWeI0fAK3R0h9cP9B+Oxdu2YHDwSGz710f49q/va9xmhTqHSSGRCFav3ouqqlqNzxaWFRbh1592YXTMQ3BwdbnndZ4BI+A7zAO15vbYtuRDfkhSt3L9egmSkjIQHdPSo7BltXADXL2HYljkvVcL7Z37YvmOL2AiM8ZPPx7DF8++yDYrJBmlMgeAZsVmbktYsxEyUxPc99wz97zG1MIcj3/wDzzxwf8gP+U8Pn30WVxUntH4PTsSGRWA4uIKnD3LLxlJO07F/oySa9c7PFvY0mZlFZoaG/H5rAU4uW2HbgI0cEwKiURQWlqFjRsS8NRTEejfX/1m9ABwYP0WQBAQNX9Om38//tkn8NdvPoOZzAjb/vNtl3tREUlhR2wSgoKGYsCAlsJKZ/YlouhiHu5/aV6bq4XeY1varIz27Y2bxVX4+OUlaG5s1HXYRK0uXixESUklgoI0KzYDALcuF+D0njiMffxh2Drd/W9Gn4EDsOi7DQiaPhXxazbiyxcWoapYu21WoqL8cfBgKlSs3kta0tzYiAPrtmCg/3D4hIfc9fcWtjatbVYuHDmG5Y/NwdX0rrVZoc5jUkgkkuXLd8LIyAiLFk3X6P7yops4+eNOBM94EI5urq2vW9jaYM6KDzHj7UWoyj4HADhxQClKzES6FhubBACIjm75hUBQqZCwZiP6DR2MEZMntl5nZGyMB15ZgHmrPkVNyS24W9Ri29YjWtk2R6QupTIHQRpWIL0tYc0mGJvIMPH5O1sSBdwf2dpmZf3CxYj7zzqtt1nx8uoPd/c+7E9IWqfYsQclV6/fVWTMzdcbi3/4rc3KRyuw5Y2/idJmhTpPkqTw0KFDEAThjvH99993eN/MmTNx4cIF1NXV4cKFC4iOjtZ+sESdlJ9/A9u2HcOCFx6AnZ2VRnMcWP8VVKpmTFrwHIDfPyR9x7d8SF471tJ7ML2NxvVE3UFOznWcO5eHmJm/N64/G3cAhTkXMXnhXBgZG8O2tyNeWLsSk154Doode5D97ZewtjJvTSiJpJaszMbw4R4wNzfVeI7igqtQ7tqH0MeiYde3D2Smppj5j7cw65P/xfWsXCx7bDYyT/wqYtT3FhXF84SkG81NTUj4chMGDPeFfPxYAEDoYzF49eu1kJmY4D/PLcQv3/xX4igNk2QrhRs3boSLi0vreOGFF9q9PiQkBP/973/x7bffIiAgAN9++y22bduG0aM7PqxKpCuffBwLOzsrLFhwv0b3V9y8haQfdiBw2gOYvHDuXR+ScrkbCgtLUVpaJXLkRLoTuz0J4eFy9OnT0sBbUKkQv2YjXAZ74qHFL2Pxti3wGDEMW//nA/zw3lI89GAQSkoqceTIeYkjJ2qhVObA1NQEI0YM7NI8iWs3wdhYhulvvYpXf2uzcnjzd1j1/EsoL9Jdm5WoSSNx8WIhLl7kWV3SPuXuvbh1pQAPvDwfT3+0BI/88x1k/6rEskdnIz+Fn/NSkSwprKmpQVFRUeuoqGi/tPLrr7+OQ4cOYenSpcjIyMDSpUtx+PBhvP7667oJmKgTzpzJxYEDKXht0XSYmppoNMfBDV+hubEJ9780764PSbnvAK4SUrcXG5sEmUyG6dPHtL6WGn8Q17NzMWH2U6irqsbKp+ZCsXMvTExartu9+xSa2HqC9MTvxWa6toW05Op1nNr5M0ZOmYTe7v2x8bV3sPvTz3XaZkUmM8Z99w3HAa4Sko6ompqR+OUmuPl6I+C3NisbXn4L1WXlUodm0IwA6PyAxqFDhzBs2DAAQFFREfbt24clS5agqureqx/5+fn4/PPP8cknn7S+9tZbb+GVV17BwIED77p+/vz5WLBgAQDAz88PFy6I2+BVDHK5HOnp6VKHQSKzs6vHUK9SXLrUCyXFlhrNccNYhUYjwLXZCEa4XXxDgH/ADZSUWOLKZTvxAtYxPvcECBg2/Bbqak2Qk/N7Sf5KIwG3ZCq4NxnD5Lfn3ta2Hl7epcjJsUd5mYVUAYuCz35PImCE/02Ul5sjP69Xl2ZqgIArJiq4NhvDUmi/NYs2WFs3wEdegou5vVBaqtm/We3hc09tESAgz0QFh2Zj2Evw3GubPj/3wcHB9/w7Qddj/vz5wuTJk4Vhw4YJjz/+uHDx4kUhPj6+3Xvq6+uFWbNm3fHarFmzhLq6ug7fT6FQ6Pxn7MzQ17g4uj7OpnwmpKR+LuqcLi4OgkrYLbz88oOS/3xdGXzuOQAIn3zyvFBbt12wtbVs97ovvnhRqKzaJlhYmEkec1cHn/2eNXb//K7on/NSjH/84zFBJewWeve208r8fO45DHHo63PfXlyibR/94IMP7ioe8+cREREBAFi3bh3i4+Nx/vx5/Pe//8Xjjz+OSZMmYeTIke2+x5+rzhkZGbESHemlTz+JxfDhA/HAA4Gizenr6w6ARWaoZ9i+PQnm5qaYOjXontcYGRkhOiYE+/efRl1dgw6jI+pYsjIHvr7usLIylzqULomMCsDp07koLm7/GA8R9WyiJYUrVqyAj49Pu+PUqVNt3qtUKtHU1IShQ++9N7+wsBAuLnc29e7bty+KiorE+hGIRLN16y8oKLiFt97WrJl9W+TylqQwLY1JIXV/SUkZKCwsRXRM6D2vGT3aC66uvRG7/YQOIyPqHIUiGzKZDCNHDpY6FI1ZWZkjLMyH5wmJCJpVwmhDcXExiouLNbp3+PDhMDExwfXr1+95TVJSEiZNmnTHmcJJkybhxAn+skD6p7GxCStX7MLHnzyPUaMG4/Tp3C7P6es7AGVlVSgsLBUhQiJpCYKAXTt/xZNPjYe5uSnq6+9uSD9zZigaG5uwZw/7cpL+SU6+XWxmCI4fT5M4Gs2MHz8MZmamSEg4K3UoRCQxnVcfHTRoEP75z38iMDAQHh4emDJlCrZu3YrTp0/j+PHjrdclJiZi6dKlrX9euXIlJk6ciL/+9a/w9vbGX//6V9x3331YsWKFrn8Eok5Zu3Y/ysur8dbbM0WZz0fuxlVC6lG2bz8BW1srREUFtPn30TGhOHAgBeXlbGBM+qewsBQFBbcQGDRE6lA0FhXlj7q6Bhw71j2TWiISj86TwoaGBkRGRiIuLg6ZmZn47LPPEB8fj6ioKKhUqtbrBg8ejH79+rX+OSkpCU888QRmz56N1NRUPPvss3j88cfvuSWVSGqVlbVY++V+PProWAwc6Nzl+Xx93ZHB84TUgxw6dA5lZVWYOfPuLaTDhnlg6FBX7Ig9KUFkRJ2jUGQjOLhrbSmkFBkVgOPH03lml4jE2z7aWQUFBZgwYUKH13l6et712k8//YSffvpJC1ERacfKlbuw6PXpeOONGVi0aK3G8zg62sLZ2YErhdSjNDY24eefFZg2fQxkMmM0N//+xWBMTChUKhV27mRSSPorWZmDmJhQ2NlZoaKiRupw1NK3rz38/T3x979tkToUItIDkjWvJzIE166V4LvvjuL5uZPg6Gir8Ty3i8yw8ij1NDtiT8LJyQ7jxvnd8XrMzFCcOJGBoqIyaQIj6gSlMhsAMGpU9ys2M3HiCABAYmKKxJEQkT5gUkikZZ9+sh3W1hZYuHCKxnPI5W4AgPT0ArHCItIL+/cno7a2HjF/qEI6cKAzAgIGseoo6T2lsqXYTHfcQhoV5Y+SkkpRCqERUffHpJBIyy5cuIy9e5V45dWHYG5uqtEccrk7amrqkZ9/Q+ToiKRVU1OPuLgziI4JaX0t5rf/juV5QtJzJSWVuHixEIFB3TApnDQSBw+m3lHPgYgMF5NCIh345OPtcHZ2wLPPTtTofrmvOzIyCiAIgsiREUlvR2wS3N37IOi3X6xjZobh7NmLyMtjH1rSf0plDoK6WQXSoUNdMWBAH/YnJKJWTAqJdODw4XNQKrOx+M1oGBkZqX2/XO6OtLTLWoiMSHq7d59CU1MzYmJC4Oxsj7AwH8RuT5I6LKJOUSqyMGiQS5fOjeva7TYwPE9IRLcxKSTSkU8+3g5vbzdMnz5GrfusrS3g4dEXGTxPSD1UaWkVDh8+h5iZYZgxIwTGxsaIjWVSSN3D7XOF3Wm1MDLKH3l5RcjNvS51KESkJ5gUEunITz+dwKVLRXjr7Ri17vPxaSkyw5VC6slityfBx8cNbyyegezsazh/Pl/qkIg65XahlqBucq7Q2NgYEyeOwAGuEhLRHzApJNKR5mYVli/bgbFjfREa6tPp+3x9b7ej4Eoh9Vy3+xF6e7thB1cJqRupqKhBZmYBArvJSmFQ0BDY29sgIeGM1KEQkR5hUkikQxs3JqC4uAJvvT2z0/fI5e5oaGjkNh/q0a5dK0FSUgYAYDvPE1I3o1Bkd5u2FLfPEx48mCptIESkV5gUEulQTU09Vq/aixkzxmDoUNdO3eMjd0d29nU0NTVrOToiaX3x+c+IizuNU6eypA6FSC3Jyhy4uTnBxcVB6lA6FBnljzNncnHrVoXUoRCRHmFSSKRjX3yxBw0NTXjzzc6dLfT1dUd6+hUtR0Ukve+/P4IpD7zH1ivU7dwuNhMYqN9bSK2szBEWJud5QiK6C5NCIh27caMMX205iGdnT0TfvvbtXmtmZoLBg12QnsakkIhIX505k4vm5ma930IaHR0Cc3NT7NmjkDoUItIzTAqJJPDpp7EwMzPBK6882O51Xl79IZPJuFJIRKTHamrqkZZ2Re+LzcyeE4lLl4pw9OgFqUMhIj3DpJBIAtnZ17Bz569Y+NJUWFmZ3/M6ubyl8ijbURAR6TelMkevexW6u/dBZKQ/vtpygFu0ieguTAqJJPLJx9vRu7cdnn9+0j2v8fV1h0qlQlbWNR1GRkRE6lIqsuHs7AB39z5Sh9KmWbPug7GxMb766qDUoRCRHmJSSCSRpKQMHD+ehjcWR0Mma/t/RR+5Oy5eLERdXYOOoyMiInUoldkAoLerhbPnROLw4XO4dKlI6lCISA8xKSSS0Ccfx8LT0xkPPxzW5t+3VB5l03oiIn2XmpqHxsYmvUwKw8LkGDrUFVs2H5A6FCLSU0wKiSS0a9evyMwsaLOZvUxmDC+v/shgkRkiIr1XX9+I1NQ8BAbpXwXSOXMiUVVVix9/PC51KESkp5gUEklIEAQs+3QHgoKGYsKE4Xf8naenM8zNTZHGdhRERN1Csh4Wm7G0NMdjj4/Djz+eQHV1ndThEJGeYlJIJLGvvjqIoqLSu1YLfX0HAADbURARdRNKZTYcHW0xaJCL1KG0iokJgZ2dFbZsTpQ6FCLSY0wKiSRWX9+ILz7/GVOnBsHPb0Dr67fbUTApJCLqHhQK/Ss28+xs9iYkoo4xKSTSA6tX70N1dR0WvxnT+prc1x0FBbdQWVkrYWRERNRZFy5cRl1dA4KDvaQOBQDg5uaEqCj2JiSijjEpJNIDJSWV2LghAU8/HQFXV0cALSuFPE9IRNR9NDU14+zZiwjUk5VC9iYkos5iUkikJ5Yv3wmZzBivvTYNRkZGkMvdWHmUiKibUSqyERg4GEZGRlKHwt6ERNRpTAqJ9EReXhG2bTuOF16cArncHTY2ljxPSETUzSiVObC1tYK3d39J4wgN9YGXV3/2JiSiTmFSSKRHPv0kFr16WWPZ8nkAwO2jRETdjFKZAwAIkrhfIXsTEpE6mBQS6ZHk5BwcOpSKyZNHAmDlUSKi7iYjowBVVbWSViBlb0IiUheTQiI988nH2wEAN2+W49atComjISIidahUKpw+nYugYOlWCqOjQ9CrlzV7ExJRpzEpJNIz+/Yl4+zZizh9OlfqUIiISAPJyhyMHDkIMpk0v2bNnsPehESkHhOpAyCiu0VF/g97ShERdVNKZQ4sLc3h6zsA587l6fS9b/cm/OBfW/nvCBF1GlcKifRQSUklSkurpA6DiIg0oFBkAYAk5wrZm5CINMGkkIiIiEhEubmFKCurQrAE5wrZm5CINMGkkIiIiEhEgiAgOTkXgTpuS8HehESkKSaFRERERCJTKrLh7z8QZma6K9/A3oREpCkmhUREREQiUyqzYWZmiuHDB+rk/dibkIi6gkkhERERkciUyhwAuis2w96ERNQVTAqJiIiIRJaffwM3b5YjSEfnCtmbkIi6gkkhERERkRYolTkI0kEF0tu9Cb/acoC9CYlII0wKiYiIiLQgWZkNP78BsLQ01+r7sDchEXUVk0IiIiIiLVAosmFiIoO//0Ctvg97ExJRV+k8KfTw8IAgCG2Ot9566573zZ49u817zM21++0bERERkSZuF5sJDvbS2nuwNyERiUF3zXN+c+XKFbi4uNzxWkxMDP7zn//gxx9/bPfe6upqDB48+I7X6uvrRY+RiIiIqKuuXy/BtWvFCNRiBVL2JiQiMeg8KVSpVCgqunN7w8yZM5GYmIi8vLx27xUE4a57iYiIiPSVUpmjtbYU7E1IRGKR/EzhwIEDERkZibVr13Z4raWlJfLy8nDlyhXs3r0bAQEB2g+QiIiISENKRTZ8fNxgY2Mp+tzsTUhEYjECIGnt4n//+9+YN28e+vfvj6ampnteFxISAi8vL6SkpMDW1haLFi3C1KlT4e/vj5ycnLuunz9/PhYsWAAA8PPzw4UL+te3Ry6XIz09XeowiHSKzz0ZKj77hsnOrh5DvUqRmeGIqiozUeceOrQE5hbNOH/OCS2/0ukfPvdkiPT5uQ8ODr7n3wlijA8++EDoSERExB33yGQy4erVq8JHH32k9vsZGxsLqampwsqVKzu8VqFQiPIzij30NS4ODm0OPvcchjr47BvmcHKyE1TCbmHx4mhR53VzcxKamncK7733pOQ/Y3uDzz2HIQ59fe7bi0u0M4UrVqzAN9980+41ly9fvuPP06ZNg6urK9avX6/2+6lUKiiVSgwdqv2msERERESauHWrAnl5RaIXm2FvQiISk2hJYXFxMYqLi9W6Z/78+Th8+DCys7M1es8RI0YgJSVFo3uJiIiIdEGpzEFwsLhfYrM3IRGJSbJCM+7u7rj//vuxbt26Nv8+MTERS5cubf3zu+++i8mTJ8PT0xP+/v7YsGEDRowYgTVr1ugqZCIiIiK1JStzMGSIK+ztrUWZj70JiUhskiWFc+fORXl5OX766ac2/37w4MHo169f65/t7e2xdu1apKenIz4+Hv3798f48eOhUCh0FTIRERGR2hSKLABAYKA4W0jZm5CIxKbzPoW3vf/++3j//ffv+feenp53/Hnx4sVYvHixlqMiIiIiEtfp07kAgODgoThwoGvHXtibkIi0QfI+hUREREQ9WVlZNbKzryEwqOvnCtmbkIi0gUkhERERkZYpFNkIEqEC6ew5kbh0qQhHj+pf/2Ui6r6YFBIRERFpWbIyGx4efdGnTy+N53Bzc0JUlD++2nIAgiCIGB0RGTomhURERERaplTmAECXVgvZm5CItIVJIREREZGWnT6dC5VKhaAunCtkb0Ii0hYmhURERERaVl1dh/T0AgRp2MSevQmJSJuYFBIRERHpgFKpebEZ9iYkIm1iUkhERESkA0pFNvr1c4Srq6Na97E3IRFpG5NCIiIiIh34vdiMeltI2ZuQiLSNSSERERGRDqSkXEJTUzOC1TxXyN6ERKRtTAqJiIiIdKCurgHnz+cjUI1zhexNSES6wKSQiIiISEeUimy1to+yNyER6QKTQiIiIiIdUSpz4ORkh4EDnTt1PXsTEpEuMCkkIiIi0hGlMhsAOtWagr0JiUhXmBQSERER6ci5c/mor2/sVFLI3oREpCtMComIiIh0pLGxCSkplxDUQQVS9iYkIl1iUkhERESkQ8nKHAQGDoGRkdE9r2FvQiLSJSaFRERERDqkUGShVy9rDBnS757XsDchEekSk0IiIiIiHVIqcwDgnk3s2ZuQiHSNSSERERGRDqWnX0FNTf09+xWyNyER6RqTQiIiIiIdam5W4fTpXATeowIpexMSka4xKSQiIiLSsWRlNkaNGgxj4zt/FWNvQiKSApNCIiIiIh1TKnNgbW0BudztjtfZm5CIpMCkkIiIiEjHFIpsALjjXCF7ExKRVJgUEhEREelYdvY1VFTUIOgP5wrZm5CIpMKkkIiIiEjHBEFAcnIOgv7QloK9CYlIKkwKiYiIiCSQrMyBv78nTE1N2JuQiCRlInUARERERIZIociGhYUZ/PwGYMqUQPYmJCLJcKWQiIiISAJKZUuxmdGjvdibkIgkxaSQiIiISAKXLhWhuLgCC1+ayt6ERCQpJoVEREREElH+dq6QvQmJSEpMComIiIgkkqzMAQD2JiQiSTEpJCIiIpLIsWNpAICNG+IljoSIDBmrjxIRERFJZP/+ZHh7vYDs7GtSh0JEBowrhUREREQSYkJIRFJjUkhERERERGTAmBQSEREREREZMCaFREREREREBoxJIRERERERkQFjUkhERERERGTAmBQSEREREREZMNGTwvnz5+PgwYMoLS2FIAjw8PC46xp7e3t89dVXKCsrQ1lZGb766iv06tWrw7kXLlyIixcvora2FkqlEuHh4WKHT0REREREZFBETwqtrKwQHx+P999//57XfPfddxg1ahSmTJmCBx54AKNGjcLXX3/d7ryPPfYYVq5ciaVLl2LkyJE4ceIE9u3bB3d3d5F/AiIiIiIiIsMiaGMEBgYKgiAIHh4ed7zu4+MjCIIghIWFtb42duxYQRAEwcvL657znTx5Uli7du0dr2VlZQlLly7tMBaFQqGVn7GrQ1/j4uDQ5uBzz2Gog88+hyEOPvcchjj09blvLy4T6FhoaCgqKytx4sSJ1teOHz+OqqoqhIWFISsr6657TE1NERgYiE8++eSO1+Pj4xEWFtbm+8yfPx8LFiwAAPj5+UGhUIj4U4hDLpfrZVxE2sTnngwVn30yRHzuyRB1x+de50mhi4sLbt68edfrN27cgIuLS5v3ODk5wcTEBEVFRXe8XlRUhKioqDbvWbduHdatWwcAUCgUCA4O7mLk4tPXuIi0ic89GSo++2SI+NyTIdLX5769RLVTZwo/+OADCILQ7oiIiOh0QIIg3PWakZFRm6+3d19n7iEiIiIiIqJ769RK4YoVK/DNN9+0e83ly5c79YaFhYXo27fvXa/36dPnrpXA227duoWmpqa7VhL79u17z3uIiIiIiIioY51KCouLi1FcXCzKGyYlJcHW1hahoaFISkoC0HLO0MbG5o5zhn/U2NiI5ORkTJo0CT/++GPr65MmTcJPP/0kSlxERERERESGSPSWFM7OzvD394eXlxcAwNfXF/7+/nBwcAAAZGRkYN++ffjyyy8xZswYhISE4Msvv8Tu3bvvKDKTnp6Ol19+ufXPy5Ytw5w5czB37lz4+PhgxYoVcHV1xZo1a8T+EYiIiIiIiAyGEVrKkIrmvffea7NH4Zw5c7BlyxYAgIODAz777DNMnz4dALBr1y688sorKC8vb71eEAS8//77WLJkSetrCxcuxDvvvIN+/frh/PnzeOONN/DLL790GNONGzeQn5/fxZ9MfE5OTrh165bUYRDpFJ97MlR89skQ8bknQ6Svz72Hh0ebx/gALSSF1Hn6WpmISJv43JOh4rNPhojPPRmi7vjci759lIiIiIiIiLoPJoVEREREREQGjEmhhNauXSt1CEQ6x+eeDBWffTJEfO7JEHXH555nComIiIiIiAwYVwqJiIiIiIgMGJNCIiIiIiIiA8akkIiIiIiIyIAxKZTIwoULcfHiRdTW1kKpVCI8PFzqkIi05tKlSxAE4a7x888/Sx0akWjGjRuHnTt3oqCgAIIgYPbs2fe89ssvv4QgCHjzzTd1GCGR+P7617/i1KlTKC8vx40bN7Br1y74+fndcU1MTAz279+PGzduQBAERERESBQtkTg689xbW1vjs88+w5UrV1BTU4OMjAy8/vrr0gTcCUwKJfDYY49h5cqVWLp0KUaOHIkTJ05g3759cHd3lzo0Iq0IDg6Gi4tL6xg5ciRUKhV++OEHqUMjEo2NjQ3Onz+PRYsWoaam5p7XPfzwwwgODsbVq1d1GB2RdkyYMAGrVq1CWFgYJk6ciKamJiQmJsLBwaH1Gmtra5w4cQKLFy+WMFIi8XTmuV+2bBkefPBBzJo1C3K5HP/+97/x4Ycf4plnnpEw8vYJHLodJ0+eFNauXXvHa1lZWcLSpUslj42DQxfj73//u1BaWipYWlpKHgsHhzZGZWWlMHv27LteHzBggFBQUCD4+PgIly5dEt58803JY+XgEHNYW1sLTU1NwkMPPXTX3/Xu3VsQBEGIiIiQPE4ODjFHW8/9uXPnhPfff/+O6w4fPix8/vnnksfb1uBKoY6ZmpoiMDAQ8fHxd7weHx+PsLAwiaIi0q25c+fim2++QW1trdShEOmMTCbD999/j//93/9FRkaG1OEQaYWtrS1kMhlKS0ulDoVIZ9p67o8dO4Zp06bBzc0NABAaGoqAgADs379fqjDbxaRQx5ycnGBiYoKioqI7Xi8qKoKLi4tEURHpzqRJkzBo0CCsX79e6lCIdGrJkiUoLi7GmjVrpA6FSGtWrlyJM2fOICkpSepQiHSmref+tddew9mzZ3HlyhU0NDTgyJEj+Mtf/oI9e/ZIGOm9mUgdgKESBOGOPxsZGd31GlFPNH/+fJw6dQopKSlSh0KkM+PHj8ecOXMQEBAgdShEWvPpp58iPDwc4eHhUKlUUodDpBP3eu5fffVVjB07FtOmTUN+fj7Gjx+PTz75BHl5eYiLi5Mw4nuTfA+rIQ1TU1OhsbFReOSRR+54/YsvvhAOHz4seXwcHNocffr0Eerr64V58+ZJHgsHhzbHn88Uvvfee0Jzc7PQ2NjYOgRBEJqamoQrV65IHi8HR1fHsmXLhGvXrgne3t73vIZnCjl62rjXc29hYSHU19cL06dPv+P1devWCQkJCZLH3dbg9lEda2xsRHJyMiZNmnTH65MmTcKJEyckiopIN+bMmYP6+nps3bpV6lCIdGrVqlUYMWIEAgICWsfVq1exfPlyREZGSh0eUZesWLECTz31FCZOnIjMzEypwyHSifaee1NTU5iZmaG5ufmO15ubm2FsrJ/pF7ePSmDZsmX4+uuvcerUKRw/fhwvvvgiXF1dec6Eerx58+Zh69atqKqqkjoUItFZW1tjyJAhAABjY2MMGDAA/v7+KCkpwZUrV3Dz5s07rm9sbERhYSGysrKkCJdIFF988QVmzZqF6OholJaWwtnZGQBQVVWF6upqAICDgwMGDBgAe3t7AMCQIUNQVlaGwsLCu2osEHUHHT33lZWVOHz4MD788ENUVVUhPz8fERERePbZZ/HOO+9IHP29Sb5caYhj4cKFwqVLl4S6ujpBqVQK48aNkzwmDg5tjgkTJgiCIAjBwcGSx8LBoY0REREhtGXTpk1tXs+WFBw9YdzLe++913rN7NmzO7yGg6M7jc48987OzsLGjRuFgoICoaamRkhPT9frz3yj3/6DiIiIiIiIDJB+bmolIiIiIiIinWBSSEREREREZMCYFBIRERERERkwJoVEREREREQGjEkhERERERGRAWNSSEREREREZMCYFBIRERERERkwJoVEREREREQG7P8DyK2HP0oRNv4AAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<Figure size 1080x504 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(sd_7.seasonal[:29], label='Dekomposition')\n", | |
| "plt.plot(weekly_cycle[:29], label='Echte Daten')\n", | |
| "plt.legend()\n", | |
| "plt.xticks(np.arange(0, 29+1, 7))\n", | |
| "plt.grid();" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "id": "308d0ad2-7319-40dc-933e-71acd4589499", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x504 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(sd_336.seasonal, label='Dekomposition (nur Train-Zeitraum')\n", | |
| "plt.plot(yearly_cycle, label='Echte Daten (Train- + Testzeitraum)')\n", | |
| "plt.legend()\n", | |
| "plt.xticks(np.arange(0, nobs+1, days_per_year))\n", | |
| "plt.grid();" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "id": "2b5bf811-da64-4dd6-aa51-827decec96c1", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1080x504 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.plot(sd_336.trend, label='Dekomposition (nur Train-Zeitraum)')\n", | |
| "plt.plot(trend_component, label='Echte Daten (Train- + Test-Zeitraum)')\n", | |
| "plt.legend()\n", | |
| "plt.xticks(np.arange(0, nobs+1, days_per_year))\n", | |
| "plt.grid();" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "8ab83c5f-017b-4d61-864b-090a6c5f05cf", | |
| "metadata": {}, | |
| "source": [ | |
| "## Autokorrelationen" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "643b26c9-6db4-4c65-8ef2-fd8e6694618a", | |
| "metadata": {}, | |
| "source": [ | |
| "Autokorrelation für:\n", | |
| "- Rohdaten\n", | |
| "- 7-Tage-Differenz-Daten\n", | |
| "- 7-Tage-Differenz-Daten mit zusätzlicher 1-Tages Differenz" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "id": "201bb0f3-a9e1-457b-b936-e967cb873cc0", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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