{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Examples" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Copyright (c) 2017-2018 Spotify AB\n", "#\n", "# Licensed under the Apache License, Version 2.0 (the \"License\");\n", "# you may not use this file except in compliance with the License.\n", "# You may obtain a copy of the License at\n", "#\n", "# http://www.apache.org/licenses/LICENSE-2.0\n", "#\n", "# Unless required by applicable law or agreed to in writing, software\n", "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", "# See the License for the specific language governing permissions and\n", "# limitations under the License.\n", "import chartify" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Blank charts" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " import chartify\n", "\n", " # Blank charts tell you how to fill in the labels\n", " ch = chartify.Chart()\n", " ch.show('png')\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:bokeh.core.validation.check:W-1000 (MISSING_RENDERERS): Plot has no renderers: figure(id='p1001', ...)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chartify.examples.chart_blank()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example data" ] }, { "cell_type": "code", "execution_count": 3, "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>date</th>\n", " <th>country</th>\n", " <th>fruit</th>\n", " <th>unit_price</th>\n", " <th>quantity</th>\n", " <th>total_price</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>2017-10-21</td>\n", " <td>US</td>\n", " <td>Banana</td>\n", " <td>0.303711</td>\n", " <td>4</td>\n", " <td>1.214846</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2017-05-30</td>\n", " <td>JP</td>\n", " <td>Banana</td>\n", " <td>0.254109</td>\n", " <td>4</td>\n", " <td>1.016436</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2017-05-21</td>\n", " <td>CA</td>\n", " <td>Banana</td>\n", " <td>0.268635</td>\n", " <td>4</td>\n", " <td>1.074539</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>2017-09-18</td>\n", " <td>BR</td>\n", " <td>Grape</td>\n", " <td>2.215277</td>\n", " <td>2</td>\n", " <td>4.430554</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>2017-12-08</td>\n", " <td>US</td>\n", " <td>Banana</td>\n", " <td>0.308337</td>\n", " <td>5</td>\n", " <td>1.541687</td>\n", " </tr>\n", " <tr>\n", " <th>5</th>\n", " <td>2017-06-05</td>\n", " <td>GB</td>\n", " <td>Apple</td>\n", " <td>0.870118</td>\n", " <td>2</td>\n", " <td>1.740235</td>\n", " </tr>\n", " <tr>\n", " <th>6</th>\n", " <td>2017-09-05</td>\n", " <td>JP</td>\n", " <td>Banana</td>\n", " <td>0.279179</td>\n", " <td>7</td>\n", " <td>1.954252</td>\n", " </tr>\n", " <tr>\n", " <th>7</th>\n", " <td>2017-08-27</td>\n", " <td>CA</td>\n", " <td>Apple</td>\n", " <td>1.025265</td>\n", " <td>4</td>\n", " <td>4.101059</td>\n", " </tr>\n", " <tr>\n", " <th>8</th>\n", " <td>2017-09-14</td>\n", " <td>CA</td>\n", " <td>Apple</td>\n", " <td>1.078831</td>\n", " <td>4</td>\n", " <td>4.315324</td>\n", " </tr>\n", " <tr>\n", " <th>9</th>\n", " <td>2017-05-26</td>\n", " <td>GB</td>\n", " <td>Grape</td>\n", " <td>1.840909</td>\n", " <td>2</td>\n", " <td>3.681818</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " date country fruit unit_price quantity total_price\n", "0 2017-10-21 US Banana 0.303711 4 1.214846\n", "1 2017-05-30 JP Banana 0.254109 4 1.016436\n", "2 2017-05-21 CA Banana 0.268635 4 1.074539\n", "3 2017-09-18 BR Grape 2.215277 2 4.430554\n", "4 2017-12-08 US Banana 0.308337 5 1.541687\n", "5 2017-06-05 GB Apple 0.870118 2 1.740235\n", "6 2017-09-05 JP Banana 0.279179 7 1.954252\n", "7 2017-08-27 CA Apple 1.025265 4 4.101059\n", "8 2017-09-14 CA Apple 1.078831 4 4.315324\n", "9 2017-05-26 GB Grape 1.840909 2 3.681818" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chartify.examples.example_data().head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Both Numerical Axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scatter" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scatter plot.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " x_column (str): Column name to plot on the x axis.\n", " y_column (str): Column name to plot on the y axis.\n", " size_column (str, optional): Column name of numerical values\n", " to plot on the size dimension.\n", " color_column (str, optional): Column name to group by on\n", " the color dimension.\n", " color_order (list, optional): List of values within the\n", " 'color_column' for specific sorting of the colors.\n", " alpha (float): Alpha value.\n", " marker (str): marker type. Valid types:\n", " 'asterisk', 'circle', 'circle_cross', 'circle_x', 'cross',\n", " 'diamond', 'diamond_cross', 'hex', 'inverted_triangle',\n", " 'square', 'square_x', 'square_cross', 'triangle',\n", " 'x', '*', '+', 'o', 'ox', 'o+'\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", " \n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"datetime\")\n", " ch.plot.scatter(data_frame=data, x_column=\"date\", y_column=\"unit_price\")\n", " ch.set_title(\"Scatterplot\")\n", " ch.set_subtitle(\"Plot two numeric values.\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"datetime\")\n", " ch.plot.scatter(data_frame=data, x_column=\"date\", y_column=\"unit_price\", size_column=\"quantity\")\n", " ch.set_title(\"Scatterplot\")\n", " ch.set_subtitle(\"Optional 'size_column' argument for changing scatter size.\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"datetime\")\n", " ch.plot.scatter(\n", " data_frame=data,\n", " x_column=\"date\",\n", " y_column=\"unit_price\",\n", " size_column=\"quantity\",\n", " color_column=\"fruit\",\n", " )\n", " ch.set_title(\"Scatterplot\")\n", " ch.set_subtitle(\"Optional 'color_column' argument for grouping by color.\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_scatter.__doc__)\n", "chartify.examples.plot_scatter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Text" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Text plot.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " x_column (str): Column name to plot on the x axis.\n", " y_column (str): Column name to plot on the y axis.\n", " text_column (str): Column name to plot as text labels.\n", " color_column (str, optional): Column name to group by on the\n", " color dimension.\n", " color_order (list, optional): List of values within the\n", " 'color_column' for specific sorting of the colors.\n", " font_size (str, optional): Size of text.\n", " x_offset (int, optional): # of pixels for horizontal text offset.\n", " Can be negative. Default: 0.\n", " y_offset (int, optional): # of pixels for vertical text offset.\n", " Can be negative. Default: 0.\n", " angle (int): Degrees from horizontal for text rotation.\n", " text_color (str): Color name or hex value.\n", " See chartify.color_palettes.show() for available color names.\n", " If omitted, will default to the next color in the\n", " current color palette.\n", " \n", "\n", " import chartify\n", "\n", " data = chartify.examples.example_data()\n", "\n", " # Manipulate the data\n", " price_and_quantity_by_country = data.groupby(\"country\")[[\"total_price\", \"quantity\"]].sum().reset_index()\n", " print(price_and_quantity_by_country.head())\n", " \n", " country total_price quantity\n", "0 BR 208.553175 215\n", "1 CA 473.922173 659\n", "2 GB 370.257657 446\n", "3 JP 263.204503 424\n", "4 US 645.058909 1134\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True)\n", " ch.plot.scatter(\n", " data_frame=price_and_quantity_by_country,\n", " x_column=\"total_price\",\n", " y_column=\"quantity\",\n", " color_column=\"country\",\n", " )\n", " ch.style.color_palette.reset_palette_order()\n", " ch.plot.text(\n", " data_frame=price_and_quantity_by_country,\n", " x_column=\"total_price\",\n", " y_column=\"quantity\",\n", " text_column=\"country\",\n", " color_column=\"country\",\n", " x_offset=1,\n", " y_offset=-1,\n", " font_size=\"10pt\",\n", " )\n", " ch.set_title(\"Text\")\n", " ch.set_subtitle(\"Labels for specific observations.\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_text.__doc__)\n", "chartify.examples.plot_text()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Line" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Line Chart.\n", "\n", " Note:\n", " This method will not automatically sort the x-axis.\n", " Try sorting the axis if the line graph looks strange.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " x_column (str): Column name to plot on the x axis.\n", " y_column (str): Column name to plot on the y axis.\n", " color_column (str, optional): Column name to group by on\n", " the color dimension.\n", " color_order (list, optional): List of values within the\n", " 'color_column' for specific sorting of the colors.\n", " line_dash (str, optional): Dash style for the line. One of:\n", " - 'solid'\n", " - 'dashed'\n", " - 'dotted'\n", " - 'dotdash'\n", " - 'dashdot'\n", " line_width (int, optional): Width of the line\n", " alpha (float): Alpha value.\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " # Sum price grouped by date\n", " price_by_date = data.groupby(\"date\")[\"total_price\"].sum().reset_index() # Move 'date' from index to column\n", " print(price_by_date.head())\n", " \n", " date total_price\n", "0 2017-01-10 1.808778\n", "1 2017-01-12 0.829621\n", "2 2017-01-22 1.998476\n", "3 2017-01-27 1.390764\n", "4 2017-01-28 2.658465\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"datetime\")\n", " ch.set_title(\"Line charts\")\n", " ch.set_subtitle(\"Plot two numeric values connected by an ordered line.\")\n", " ch.plot.line(\n", " # Data must be sorted by x column\n", " data_frame=price_by_date.sort_values(\"date\"),\n", " x_column=\"date\",\n", " y_column=\"total_price\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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qVdUBsA5qc7kcPvWpT5Us1GSaJmKxGG644Qb85V/+Zdn1d8dCpxBfcskl2LhxI5qamnDkyBF8+tOfxmc+8xm0tbXh8ccfxze+8Q3Ytg3LsnDyySfjQx/6UMn304Hd29/+dtxxxx1B8akf/vCHMAwD55xzDl544QXs2LEDixYtQiKRwEUXXYQFCxYAGPsot64KHYlEcOTIERw4cAALFizA7t278e1vf7tgdFdKOeZ5uHqO9Pbt27Fw4UI0NzcHVaxN08Rtt92G+fPn48ILL0QkEkFNTU2wbV3YS7eb84CJiIiIiKpP1QbApmkGFZallDh06FDJEUrTNNHX14fzzjsPgBck6tcVB1KGYQS/06Oj+fJ/n1/g6X3vex8eeeQRvPLKK5gzZw5eeeUV/OVf/iWi0Sji8ThaWlogpUQqlcL//b//FzU1NSXnsRqGASkl3vKWt+Caa67BvffeiwULFiCXy+FrX/saGhoakMlkgmWYAOCWW24J3id/nwzXftM0g86AFStWYPv27Zg3bx4OHTqED3/4w2hra8OhQ4fQ09OD5uZmmKaJcDhcEAwPtT39HMMwggJgzc3NOHDgAD784Q/jkksuwXe/+128733vw9e+9jXMnj0btm3j7//+79HS0gLTNIN1igEv8L766quDn0t9PiIiIiIimtmqNgCOxWLo6upCOp0esiiSaZpIJBLB+rXZbBZdXV2wLAu2bcO27eC5yWQSx48fR21tLerr6we9VyqVwvHjx+E4ThCsAsCsWbPwzW9+E//6r/+K9evXB6m+2WwWhmGgp6cHdXV1+Pu//3tceeWVQ7ZXV2j+7Gc/iwMHDmDz5s2IRqOIRqPB+/X19aGurg5f/OIXsW7dOriuGyyxNJL227aNUCgUjGB/7GMfw6ZNm3D48GHU1NSgt7cXR44cQTgcxk033YQtW7Zg586dMAwDv/nNb3DTTTdh6dKliMViOH78OCKRSDA6m09/zssuuwzPPvssuru7EQ6HEY/H0dfXB6UUPvrRj2L37t146KGHAHijxN3d3cG+1SPTn/70p3HllVcWpG4TEREREVF1qdoA+EMf+hAuueQSRCKRIeemCiGQzWZx9tlnAwDWrVuHf/qnf0IkEoGUEsuXLw+ee8MNN+Dkk09GKBTCrFmzgkBLB6uXX345amtrUVtbCyEE5s2bB8AL0pYtW4Yf/vCH+P3vf49NmzbhyJEj6Ovrw+zZs3HaaafhhhtuwKpVq4atYKwD4La2Ntxxxx24//77sXHjRhw7dgzZbBazZs3CypUr8Z73vGfQ+w3X/iuvvBJNTU2oqamBYRjBPOVTTz0Vd955J37xi19g165dyGazmD9/Pq644grccMMNeOaZZ7Bjxw7U1tYim80GgfOf/MmfYM2aNTBNE62trYMCU73dj3zkI1i8eDFeeuklpNNp5HI5rFq1CkIIhMNhfP3rX8c73/lObNiwAfv370dfXx9qa2sxb948zJ8/H+9617vwlre8hanPRERERERVTqjxWPeHTlhxcKaUgm3biEQiwWOjWb6n+P1s2w6KbuWvMTweAWHx+ziOg1AoNK7bGCkpJWzbDtKry7WRiIiIiIiqT9UGwK7rjqoqsV6jVkpZUAjLNM2CAk/6d0KIQSOaQ702v13584PLPTYSeskgvcRTfjv0ZyrXvtG2X6+hnB9c67m2xftavy7/8VLby6dHjYvnXOf/vtQ+KvdZiYiIiIio+lRtADwdjOeoZf5hnuiR0Kkebc0PqomIiIiIiDQGwERERERERFQVmBdKREREREREVYEBMBEREREREVUFBsBERERERERUFRgAExERERERUVVgAExERERERERVgQEwERERERERVQUGwERERERERFQVGAATERERERFRVWAATERERERERFWBATARERERERFVBQbAREREREREVBUYABMREREREVFVYABMREREREREVSE01Q2YCkopKKUGPS6EgBCi5HNL/Y4qg5QSQOnjN9l4vkx/+hgaRun+QR7jQpWyP0bSDv1doY9tpbSdiIiIJo9QpSLBKielLHvzO1JKqeBmyzTNIbelb8BOdJtE1YjXEBERERGNVFUFwPomOZlMor29fVCvf0NDA+bOnYtQKBSMEB86dAipVAptbW1obW0N3oMqg+u6eP3115HL5bBs2TLMmTNnSo6R3mYsFkNHRwfC4TCWL1/OgGya0MfPsiwcOXIESiksXLgQdXV1we/0f/v6+nD8+HHU1dVh8eLFVf990N7ejmQyidmzZ2Pu3LlTdv0dPnwYmUwG8+bNw6xZswa1I5fL4eDBg5BSYvHixaivr8fevXvR29uLtrY2LF26dFLbTERERFOjqlKg9Q3Rq6++ih/84AeIRqMFo0fhcBhNTU1497vfjQsuuAC2beNHP/oRdu3ahQ984AN497vfDSklTNMMUufy0+fyb5IPHjyIrVu3ora2Fpdffjmi0eigtgDAK6+8gl27dmHx4sW44IILCn43VJreUI/p149kRCz/ffK3Xdw5UJw6WKoNxf8uNTI3VLpy8T4tbruUMnid67oQQiCTyeD73/8+Ojo68PGPfxzXXnvtoGOkDbUvyqVCDrWftfzjvnXrVvzoRz/CnDlz8NWvfhWNjY0lP/Nw2xtqRDM/uyD/3BuOfk1xW0ptWz9nqGNQbuS11Dk11OfJf59yn6W4XXqfA4OvoVL7s9xn1tvX58yRI0fw7//+73AcB5/97GexevXqoG36Oc899xx+9rOf4dRTT8WXvvSlIMOj3Dky1DVTzlDn7kius6GU++4a6v3z21Dctrvvvhvbt2/HH/3RH+HDH/5wyc8wkm2U239DnRP6dbZt43vf+x4OHjyID37wg7jhhhsKvgeEEOjq6sJ//ud/IpPJ4LOf/SzWrl2Le++9F5s3b8Y111yDv/zLvxx0XQ23b0fSTiIiIqosVRUA59M3KzU1NTAMA1JKJJNJZDIZ/PCHP8ScOXNwyimnBDdY+crdwObf1O3btw8/+clPMG/ePFx++eUFr9M/G4aBLVu24N5778Xb3/52vO1tbwvaVqqtQz021E31UCMyxa8p9Z5A6eCx1Gvz/118014qUMrfH+X2aak26KDDMAzMmzcPpmmioaFh2P1Rbl+U23cj3c9DBZcj2XejabMQYlBa/VDHuNwN/Ej2f/Hz8t+j3PsNdU6dSLtK7XPTNEteQ+U+U6n3Ngxj0Hk5EkOd0yM9n8q953Dnx3DnVzl6esdQ59hIruPifTrU5xjtZxjJdaB/zu98yL8Gyyl+3zlz5mDRokWYNWvWoHaU+rfe7lCBPYNgIiKiyla1ATDgpc/ecsstOOuss5DNZrFp0yY89NBD6O/vx/bt23HqqaeWfJ0eTdi7dy/6+/vR0tKCU045JUj/y2QySCQSaG1tRVNTE9rb27Fw4ULU1NQU3NzFYjHYto158+bBMAx0dXVBKYXe3l6EQiEsXboUkUgE3d3dOH78OGpra3HSSSdBCIFjx46hr68P9fX1WLJkCYQQyOVy2LVrF44dO4ZQKIQlS5bg1FNPHTIA0WmDS5cuRTKZxGuvvYZwOIzTTz8dra2tAIBMJoPDhw8DAJYsWYLa2loAwJEjRxCPx9Ha2oq2tjYkEgl0dHQgGo1iyZIleO2119DV1YWlS5fi1FNPhZQSb7zxBrq7u3HaaadhwYIFQTuEEOjt7cWbb76JTCaDxYsX46STTkIo5J2i2WwWhw4dgmEYOOWUU7B79250d3fjrW99K97//vcjm81i2bJlABDc4B87dgwHDx6EZVloa2vDihUrSu4LKSX27dsHx3HQ3Nxc0K79+/fDsizMmjUL8+fPhxAChw4dwtGjR2FZFlpbW7Fy5UqEw+GS5wkA7N27F7lcDvPnzw9utPUxra+vD1Ivh9sH2t69e3H48GG4rovW1lasWrWq5Pbz26GUwptvvoljx44F6dnz588v2P+2beONN94oe/6k02m0t7cjHA5j2bJl2LlzJzo6OtDa2oqzzjoraGdvby+OHz+O2bNno6WlBdu3b0cymcTixYtx2mmnFWwTAHbt2oWOjg7U19fj5JNPDs67/H24b98+HD16FACwbNkyLFmyBIZhoL+/v+AaOnbsGFpbWxEOh4OOqMOHDyMajeKkk04a9Jnzt79s2TIYhgHTNOG6btn9qYVCIbiuiz179qC7uztoFwB0dXWhu7sb4XA4uI4BoK+vL9i/y5cvH3Rs8z9vZ2dn8NlWrlwZ/C4ej6OjowMNDQ1YsGABduzYEaTxrlq1qmx7dadbf38/3nzzTfT09KCxsRHLly/HwoULg33S39+Po0ePorm5GQsXLsSLL76ImpoavOUtb4EQAp2dndizZw+i0SjOPPNMhMPhQUGwEAJHjhzB/v37YRgGli1bVpAu3t3djc7OTsydOxezZ8/Gpk2bMG/ePJx22mnBNvbu3QvHcbB06dLge6/4/fft2xd8/+ZPXRlK/vu84x3vwHnnnYd58+YBGNk5nn/ulDu/iIiIqHJVdQAMADU1NcH/rrnmGvzhD39Af38/YrEYgMGjV6Zp4umnn8avfvUrxGIxpNNp1NfXo6mpCX/8x3+Myy+/HL/5zW/w4IMPYs6cOchkMviHf/gHfOxjH8PVV18djFoBwLe+9S3s3bsXjY2N2L17N7785S/jbW97G5555hlIKfE3f/M3OOuss3D//ffj2WefRWtrK7785S+jpaUFd9xxB3bs2IFLLrkEn/rUp3DkyBH86Ec/wsGDB5FMJhEKhVBfX49zzz0Xf/qnf4q6urrg8+QHPN/73vfQ2dmJs846C4cOHcKxY8dQV1eH+vp63HLLLVi7di327NmD//f//h+EELj11ltxxhlnwHVd/PSnP8W2bdtw7bXX4qMf/Si2b9+OH/7wh5g3bx4WLFiArVu3IhQKIRwO433vex927tyJF154ATU1NYhGo7jllltw3nnnQQiB9evX45e//CX6+vpgWRaampqwZMkSfPzjH8fChQtx8OBBfP3rX0ddXR1Wr16NDRs2oKGhAWeccQbuuOMOdHR04CMf+Qje8Y53QCmFX//613j00UeRSqXgOA7q6uqwYsUKfPKTn0Rzc/Og0aR77rkHu3btwimnnIJ/+qd/QigUwtGjR/Ef//Ef6O/vxwc+8AFcd911uPPOO7Fx40bE43E4jhMEIZ/4xCewbNmy4AZcBxu2beO73/0ujh49ig9/+MO47rrrAABPP/00fvnLX2LFihX4p3/6J0QikSH3wYIFC+A4Dn72s5/hueeeQ19fH5RSaGlpwbJly/CpT31q0PxL/XN3dzd+/OMfY/fu3Uin0wiFQqirq8O1116Ld7/73QC8zowf//jHOHDgwKDz50Mf+hAaGhqwc+dOfOc738GsWbOwdOlSvPjiixDCmzqwcuVK/PVf/zUaGxvx9NNP47777sPKlSthmiZeffVVRKNRhMNhXHbZZfjQhz4EAOjv78dPfvITvPrqq0gkEohGo2hsbMS1116Ld73rXZBSIpVK4a677sL27duRSqUghEB9fT0uuugifPCDH8S3v/1t7NmzB42NjdizZw/+4R/+AV/+8pcxf/583HHHHXjppZcQj8cRCoXQ2NiIiy66CDfffDNM00QymQyuo2w2i5qaGpx22mlDFq3ThBDIZrP4j//4D+zcuROGYSAajeKyyy7DBz7wAbz++uu44447YJomPvnJT+Ktb30rAODBBx/E448/juXLl+OLX/xiEADr8yadTuOuu+7Cyy+/jEQiASklGhoacPLJJ+PjH/845s2bh02bNuHOO+/E4sWL0draipdffjm4zs455xx84hOfCDpEis+FLVu24Kc//Sn6+vqQTCZRU1ODpqYmXHfddcG5+fzzz+POO+8MOsGeffZZXHLJJVi9ejUef/xx3H///chkMsjlcli5ciVyuVyQagx4HYv33XcfnnnmmeB7tKmpCatXr8af/dmfob6+Hn/4wx9w//33Y926dTBNE88++yze//73Y8WKFXjooYfw+9//HrFYDI7joKmpCStWrMDHP/5xNDU1QQiBBx98EI8++igymQxc18WqVatg2/aIRl/zg+QHHngAW7duxeWXX46/+Iu/GNE5Xl9fj0wmg5/+9Kd48cUXB51fH/jAB2CaJkeCiYiIKlTVV+hxHAdKKTiOU3CTrefs6pslnV73+uuv46677kIymcTSpUtx/fXXY9GiRUgmk7jrrruwf/9+rFq1CitWrAhuDC+++OJgZCj/pmjdunVYsGABLMtCS0sLzjvvPJx//vloaGhAKpUKRl3379+PmpoaJJNJHDlyBLZto6OjA6Zp4vTTT4dSCrfffjvefPNN1NbW4qqrrsK6desghMDTTz+NX//61wVpe/mklAiHw9ixYwdaWlpw8cUXo66uDolEAr/97W8L2lwupVNTSsE0TcTjcezbtw+rV69GU1MTTNPEvffei927d+Occ85BY2MjstksfvWrXwHwRlHuuusuxONxnH766bj22mtRW1uLXbt24e677w62YxgGcrkcnn32WQDA7NmzAXg33K7rwnEcAN4N/K9+9SvkcjmcdNJJWLduHUKhELZs2YIHHnhg0Oc3TRPnnHMOAOD48eM4cuQIAOC1115DLBZDU1MTLrnkEmzYsAEPPPAAMpkMLrroIlx33XVoamrCvn378Mgjjwx5npXbd3r/79+/f8h9IITAiy++iMceewzRaBQf+chH8LGPfQx1dXXYvHkz7rnnnpLblVLi5z//ObZt24ZQKIR169Zh2bJlsCwL999/P1599VUIIXD77bdj9+7dJc+fBx98MDi+hmEglUphx44deOtb34rTTjsN0WgU27dvx4YNG4LjoTsQOjo6cOmllwaj5+vXr8fBgwdhGEYw/7Kurg5XX301zjzzzOC82L59OwzDwP3334/nnnsOALB69WqsXLkSjuPg4YcfxnPPPYeLL74Y8+fPh2VZaG5uxkUXXYTZs2fjt7/9LZ588kmEQiFcccUVWLduXcHrDMPA//zP/2Djxo0QQuCUU07B4sWL8dprr8FxnGGDl1AohFgsht27d+OUU04JOlV+97vf4aWXXsL555+PlpYWZLNZvPHGGwC8LIbdu3cHn0XXINDHSQiBRx99FL///e8hpcSVV16Jd77znairq8OOHTvw9NNPF5yzfX19ePPNN3HRRRdh2bJlCIVC2Lx5M3bs2FFwvev3Pnr0KG6//Xb09vZi7ty5uO6663DKKacgm83i3nvvxaZNm4LjFw6H0dXVhS1btgTFAQ8ePIh77rkHuVwOLS0tOPvss3HkyBEcP34coVAo+CxPPfUUHnroIbiui7e97W245JJLAADr168PrhPXdRGJRLBv3z688soraG5uRmtrK3bu3Il7770X2WwWa9aswVVXXYVwOIytW7fivvvug2EYeOmll/DAAw/AcRy0tbXhrLPOwptvvolEIjFoRH04Ukq4rhu0fbhz/Pnnn4dhGPjNb35T9vzasGEDhBAjyiIgIiKiyVfVI8CGYeBXv/oVHn30UWSzWXR0dMBxHEgpcfrppxc8V98QP/3007BtGwsXLsTnPvc5zJkzB8eOHcPXv/51dHZ24tFHH8UnP/lJxGIxfP/730d9fT0++clPBmmC+YVkrr/+esTjcTz44INYtWoVPvKRjwAAFi5ciPb2dhw7dgyxWCwYYUgkEjh27BgaGhqQTCbR2NiIdevW4ZVXXsGBAwdQW1uLP/mTP8EVV1wBKSVuv/12bNiwAS+88AKuv/764CY9n2mawUjOrbfeitraWtx222149tln0d/fHzxnJPLnw33kIx/BW9/6Vvzyl7/Eb3/7W9TU1OAjH/kILrjgAvziF7/A7373O6TTadi2jU2bNiGTyWDhwoX467/+a7S0tODkk0/G3Xffjf379+PYsWOIRCJBmvepp56Km266CQsXLiwY0dbtXL9+PQzDwJIlS/D5z38ejY2NuP3227Fp0yYcOHAAjuMEN8q6veecc04w6rRr1y6cdNJJ2L17N2zbxooVK9DU1ATbtvH2t78dixcvxk033QQpJY4dO4be3l709PQE59RI55Dm77Pnn39+yH3Q09ODzs5OGIaBUCiERYsWYe3atWhra8PBgwfR1NRUsHyX3ieHDx/Gzp07EY1GccUVV+D9738/Ojs78Y1vfAPHjx/H0aNHYRgG9u/fP+T58773vS9IK7ZtG+9973txww03oLu7G1/5yleQTCbR29tbsA9M08SnPvUpnHXWWXjhhRdw++23w3VddHd3Y86cOdi+fTsikQiuvPJKvOc970E2m8XXv/517Ny5Ey+//DJWrFiBLVu2IBKJYN26dfjEJz6BVCqFr3/96zh06BAOHDiAj370ozh27FhwDd1yyy2wLAvPPvssotEozj//fPzZn/0ZlFL49re/jc2bN2Pr1q244IILsHXrVkQiEZxxxhn41Kc+hVAohNtvvx0vvPDCkCnlev8qpXDLLbfgbW97Gw4cOIBvf/vbsCwLzz33HM4991yceeaZWL9+PXbu3AkAOHjwIHp6etDQ0IC1a9cWvJ8+d6PRKK688kqceuqpuOGGG5BKpYKpFn19fcH+zb/OLrnkEuzduxf/8R//gUwmg+PHjwdtzP/vc889h2QyiVmzZuFTn/oUli9fjkQiga9//evYv38/nnzySbztbW8LRi8dx8FFF12Eq6++GosXL8a9996LXC6HWbNm4a//+q9x6qmn4oUXXsAdd9wRHG8AeOaZZ2CaJs466yx89rOfBQDceeedeOKJJ7Blyxa8973vRSgUCq7da665Bpdccgna2trw/e9/H4CX5v43f/M3iEQi+PWvf40HH3wQr7/+OuLxODZv3gwhBGbPno1bb70V8+fPx2OPPYZf/vKXI77uiq+//E4+nblR6hyPx+NQSgXnSKnza/PmzbjkkktYAZ6IiKhCVXUALIRXrdlxHBiGEaTmXnPNNTjnnHNg23ZwE6Nv7o4ePRqk3M2ZMweO42D+/Pk444wz0NHRgaNHjxZUJwUAy7JKjkwUP891XZimiRUrVmDz5s1ob2/H7t27kUqlsG7dOrz22mtob28HAKRSKSxfvhwtLS1Yv349crkcZs+ejQsvvDAItN/61rfihRdeQDabRXt7+6DUX70PLMvCmWeeGcztXbRoEWzbHraoTKlRMtd1UV9fj2XLlkEIgfnz50MpFaSXAghSdU3TRCqVwvHjxxEOh2FZFr7zne8A8JYsEUIEo1y6IJmUEldffTVWrlwZ7AdNH6uenp7gGDU2NkIphY9+9KO46aabgjme+Z9BKYUFCxbg1FNPxaZNm7Bv3z5ks1ns27cP4XAY69atg1IKl112GebMmYMdO3bgX/7lX9De3o5cLodwODyiAjzF9LFwHAednZ2IRCJl98Ebb7yBk046CdlsFvF4HN/5znfQ1NSE5cuX47zzzgtG2fKL9OhRP8uyEI1GsW7dOgBAW1sbvvSlLwVp1r///e/hOA5aW1vLnj9Hjx4N5rzW1NRg9erVAICWlhY0Nzfj+PHjBSNeruti1qxZOOOMMwAAS5cuRU1NDfr7+yGEQEdHB3K5HGpqarB58+ZgJLqrqwuAN895//79QbXvtWvXBunPf//3f1+QdquvIV2x9/jx48hms4hEInjjjTfw1a9+NZjbCniB6OHDh2HbNpRSuOCCC1BTUwMAuPTSS7Fly5Zhj53jOGhpacEFF1wA0zRxyimn4LTTTsPGjRuDufzr1q0L/n306FEcPHgQsVgMq1atCuoLFAdJ1113HebNm4edO3fiS1/6UvB9YppmwTnmOA5mz56NNWvWAPCu2ZqaGvT29pbs5AKAjo4OuK6Lk08+GcuXL4frumhsbMSaNWvw5ptvBvveMIzgOL///e9HS0sLAG9es+u6OO2004Jr+fzzz8fDDz+MXbt2BZ1p8Xgc0WgUHR0d+OpXvwoAiMViBbULQqEQbNvG/Pnz8b73vS/497FjxxCNRhGLxfC1r30NgJcWDngp87t27UJ/fz9yuRzWrl0bzNd/+9vfjkcffRTJZHLYYzccKSWi0eigc7yzsxOA9/2SzWYRjUYHnV9CCOzduxfZbBZ1dXWDqlsTERHR1KvqAFhKiT/6oz/C0qVLoZRCQ0MDFi9ejDlz5pR9TS6XA4CgoJW+6dYp03oe2nBVUoHBAaR+3ooVK1BfX49YLIaXX34ZSimcf/75aG9vx86dO5FOp6GUCkapc7lccJOsAwEhBEKhUBAkWJZV9jMppYIR6nKp0vlc14VSCrZtD/meAEoGhvmPSSmRzWYBeDfqiUQiaM8pp5yCVCoVjG7qxxsaGkpW59Z0YBONRoP0xnA4jObm5rJt1UHW5s2bceTIEbz44ouIxWJobW0Niv88/fTTuOOOO2DbNpqbm3H66acjlUph586dI7rB1WmROsDQ54nrukPug0wmg0gkgrVr1+ILX/gCHnvsMRw+fBg9PT3o6enBpk2bsG3bNnzqU58a1I50Oh3MgY5EIsF26+vrUV9fD2BgGkC580dKGQTj+nm6qFO5c0YpFWyvOIPAMAxYlgXXdRGNRuE4TvCZW1tbMXv2bCxatAiZTCYYrdfvpZRCbW1t0FlT6lhalhWkCTuOg3g8Dikl6uvrsXLlSjQ3NwdzR/Vn0cF7Q0MDwuFwcJ2Xozt1AATHtLm5uSCV9qyzzsLcuXPR3t6OLVu24MiRI3BdF6tXrw72a/GI/a9//Wv88pe/DPbF6tWrcfz4cezZs2fQsdXZAPr1w7VXfyb9XaXPBX0s9TWWf/zyv+cymQwABGsj6/bnX4+640xnayQSCbiui9ra2mC6Rv6SaLqDSikF13WD80wIb712KSUikQhWrFgRBKY6IK6trQ3arI/jaLIvhtpX5c5xwzCQzWbLnl+nn356wZJ3HAUmIiKqPFUdACulcM455wSjifmPF99s6hvbOXPmoL29Pbgh1Tdde/fuhWEYQfCcfyNWV1c3bGCZfzO7fPlyzJkzJwiAGxsbcfrpp2PJkiV48cUXkU6n0djYGLR71qxZiEQiSCaTOHz4cDC6pCsYNzQ0BNVJhwrUSv1O3wyapgnLspBMJoMCQj09PQXFb0ZL39DOnTsXL7/8MhYvXozPf/7zALzK0wcPHoRSCieddFKQqquPzVA3lrW1tTBNE+3t7UHbH3nkEWzevBnz5s3DLbfcUjAirz/3mjVr0Nraiv7+fjz88MPIZrM4//zzMWvWLLiui40bN8JxHFxwwQX4xCc+gZqaGvzoRz/CK6+8Mux+NQwj2HeAV3RKj6hGIhHMnTsXO3bsKLkPhBBYtGgRtm7dimQyiXe9612YP38+du3ahQ0bNmDv3r14/fXX0dPTE4yua7Nnz0Y0GkUmk0FHRweWLl0K27bx/e9/H52dnbjuuuuwcOHC4JiWOn/q6uowf/58HD58eNQjWcXP1yPeixcvDgLND37wg8FI5uHDhxGPx9HS0hKce+l0Gh0dHUHa8I9//GMcOXIEa9aswY033hi8t17OaN68eQiHw4jH47jppptw1VVXAQCOHTuGnp4e1NfXo6GhAYZhwHEcHDp0COeddx4Abz56JpMZNgU6FAqhr68PPT09aGtrAwAcOHAApmmitbUVQnhLrJ111llob2/Hpk2bEIvFMHv27EHpz/qczuVyeP755wEA73znO/Gnf/qnME0TX/va18aUYaDpQLW1tRWGYeDQoUNBVgAA7NmzB6FQCA0NDSW/p/T0gpaWFhiGgQMHDgQBoK5IHQ6Hg+wPPRJ97bXX4o//+I8BIEjh1++TP89aB7zRaBStra1ob2/HRRddhI997GMAgEQigSNHjsA0TSxZsgR1dXUIh8PYs2dP8D3Q0dGBRCIx4ukaY6HP3blz5wZTUorPr97eXtTU1KCurg65XA62bcM0zaCzhIiIiKZeVQbA+obONM2gNz9/fcz8m/bilNlzzjkH27dvx4EDB3DHHXfgjDPOwKuvvor29nYopYKbW51WLaXEM888g3Xr1qGpqWlQcK1HJ7u6uvDyyy/jjDPOQE1NDVauXBkUU5k3bx6am5uxaNEibN68OUh/XLFiBQDg7LPPRktLC2KxGH7+85/jqquuQiKRwFNPPQXXdXHSSSdh3rx5JUfr9OcrTos2TTMobKOLTZmmiSeeeALxeDxY2iYajRbcyOr9WmpfFz9mGAbC4TBWrFiBP/zhD9i7dy/uu+8+LFu2DC+88EJQuOlf/uVfgufr1+fT76+DhNNOOw1HjhzB66+/joceeggtLS149NFHcfDgQbz97W8Pgvb8duuKymeddVZQDCg/bViPgoZCoWBk68UXX8SLL74YBA7Fn1cpFVRcjkQieOmllzB79mx0dHRg165dqK+vD9qxYsUKPPXUU2X3wVe+8hU8//zzeOSRR7BixQp89KMfxapVq/Dmm29i586dqKmpKRnUL1++HI2Njejt7cXvf/972LaNw4cP48UXX0QymcSNN96I008/HS0tLUgkEmXPn5aWFuzfvz8YFc6nzyF9fIr/nX+cQqEQHMfBnDlzMGfOHBw5cgQPPfQQ0uk0EokEHnvsMRw9ehTXXHMNPvjBD2L27NlIpVJ4+umnUV9fj3g8jo0bN6KnpycIWh3HQTgcRk9PD7Zt24ZVq1Zh6dKl2L59O/7whz8EmQCPPvooDh06hHXr1uEzn/kMFi5ciP7+fqxfvx41NTWIRCL47W9/G5zT5YJ93fGVy+Vw++234+KLL8bevXtx5MgRKKWwatWq4LVr167FM888g+7u7mD+ul72qnj/SCmDgMmyLPT19WHTpk3Ys2cP6urqCta8Lb6m8q+Dcu1eu3Ytnn76aXR3d+O2227Dueeei/379+ONN96A67pBITgpZcnjfPrpp2PDhg04fvw4br/9dpxxxhl44YUXgpRn/b1y2mmn4ejRo9iwYQOam5tRW1uLJ554Anv27MGSJUvwr//6rwXnSP61s2LFCuzYsQMvv/wyfvvb3wZVqF9//XU0NTXh3//933HGGWfgtddew759+/DTn/4US5YswTPPPAPbtoNaAeUU76Pic7XcvtXP05klixcvxquvvlry/DrnnHPwt3/7t7j77rvxwgsv4PTTT8fnPvc5jgYTERFViKoMgG3bRn9/fzACl3/jXiyRSATL0gDeHMGdO3di06ZNePTRR/HEE08EVW8vvPDCYC6mXpe0v78f3/zmN/FXf/VXuPbaawelhM6ePRu5XC5Y5uef//mfceqpp+Lkk0/Go48+CsdxCuZu6lHYK664ArW1tXBdF3PmzMFNN92En/zkJ3j99dexc+fOIF1vwYIFeP/73192pLb48wEIbr4bGhqQy+UwZ84crF27Fk899RReeeUVbN68GbNmzUJdXR0OHjwYpEbmcjn09/cH6ZH5j+UXh7IsC/39/YhEIkin07jooouwbds2bNy4Eb/61a+C1MK6ujq8973vxdy5c9HV1RWkGupqz4A3ehaLxdDf3x98huuuuw67du3CkSNH8LOf/Sy42T3jjDNw8803lxzlyq8G/eSTTyKTyWDBggVYtWpVkI68evVqvP7669ixYwc+//nPQwiBpqYmdHR04MCBA8hms3AcB319fYhEIsEo1+WXX4477rgD7e3t+N73vof6+nrMnj0b7e3tqK2thW3buPjii/HKK68EFayL90FbWxve8Y534LXXXsOxY8fwta99LZg3CQAXX3wxZs2aVRDYSynR3NyMd73rXbjzzjuxe/du7N69OxhZfde73oW1a9fCMAy8//3vx5133ln2/Mk/bsXzw5PJJPr6+oLzIJPJBMvs5O/fWCyGWCyGTCYDwzBw88034wc/+AFeffVVvPbaa0HqrK6CHQqF8J73vAf/9V//hSNHjgQFkoQQuOKKK3DFFVcAAFpbW4Nr6Gtf+xq+8Y1v4E//9E/R3t6Offv24bvf/W7QjiVLluDd7343QqEQ3vve9+LQoUPo6urCXXfdBdu2sWjRImSzWWQymbIp/pZlobu7GwsWLMCePXvw8ssvByPGa9aswaWXXhoch5UrV2LevHno7e2F67pYs2ZN0DGWH3TplOpVq1bhsccew4YNG4KKww0NDUHWiT7/+/r6UFtbW5CyHIvFBl3LwEBRsrVr1+Id73gHHnvsMTz77LNBRoNpmlizZg2uueaa4JrVa4znv//FF1+MLVu2YOvWrXjmmWfw2GOPobGxEQ0NDTh06FCQmvwnf/InOHz4MPbs2YPbbrst+Hz6ewrw5u4XnyNKKfzRH/0Rdu/ejR07duDuu+8O9lVTUxPe9773oaamBldddRV27NiBXbt24Xe/+11QlToSiaCrq6vsdA99Durie/nt0G3XfxvKneO65sAHP/hBfOtb3yp5fuWPere3t6O1tXVcUrOJiIhofAhVRX+Z9U1pe3s7XnrpJQghcP7556Otra1s2rMevdFLsGjPPPMM9u7di1gsFlTsffvb317w+q1bt2Lnzp3I5XK48MILsXLlyuDGV2/Psixs2LABR44cQTgcxtVXX43Zs2ejv78/qAy8evVqnHbaaQWPnX322Tj11FMLiqzs2rULW7duRVdXF8LhMObPn49LL700uAEr/nyu6+Lpp59Gb28vzj777GBEWd+ANjU14fLLL0c4HIZt23jqqadw9OjRoPppIpHAm2++iRUrVmDNmjU4dOgQtmzZgmg0iksvvRQNDQ04ePAgtmzZgtraWlx22WWora3F3r17sW3bNtTX1+Oyyy4L5hlu2LABb7zxBlKpFFpbW7FmzRqcddZZALybyeeffx5KKVx44YVBqnkul8OTTz6JVCqFtWvX4uSTTw6e//TTT+PYsWMAvMral112GWbNmjXkOWJZFp566imk02ksW7YsKICl0x//8Ic/YNeuXUFAMGvWLGzfvh1CCFx66aVIp9N44YUXUF9fjyuuuCKYR/jCCy9g9+7dcBwHa9euRV1dHbZv3445c+bg0ksvDTpFnnvuuZL7QJ83Bw4cwMaNG9HR0RGMWp955pl429veNuQ5v2PHDmzduhX9/f1obGzEihUrBhXOGur8AbwUz02bNiEcDuPtb387Ghoa4Lounn32WXR3d2PFihVYvXo1du7ciVdffRVz587FJZdcEqRXr1+/HpZl4dxzzw2WBTt69Ciee+65oPjR4sWLcfnllwcFhAzDwO7du7F582b09PSgtrYWy5cvxxVXXBHss3LXUE9PD5599lkcOXIEhmFg4cKFuPTSSzF79uzgvQ8ePIj169cjFoth0aJFWLNmDXbv3o1MJoO3ve1tBd8N+e3Ztm0bFi5ciJaWFmzevBmu62LhwoVB2/XXqhACv/rVr/DrX/8azc3N+P/+v/8PCxcuHHQ96n9nMhk8+uijOHDgQLDEjl5LORKJ4B3veAc6Ozvx0ksvoaGhAVdccUVwfT755JNIJBJYvXp1MGc2v1NPb2PTpk3YtWsXent70djYiKVLlwbXOeClRG/btg2NjY248sorEQqFCr6vnnjiCRw4cAB1dXXB8j979uzB6aefHhSO0sdbp0vPnz8fF154IRYuXAjAW07utddew7x584KKyXobtm1j/fr12LNnDyzLwrx583DeeecFhfAMw0A8HscTTzyBo0ePoqWlBeeccw76+vrQ3t6ONWvWFHx+/b6JRALr16+H4zg4//zzMX/+fDz//PM4evQoli9fjnXr1qGjoyOo8FzqHD/99NMLvpPKnV8A8OKLL+Lw4cOYM2cOLrnkEhbCIiIiqhBVFQDPZKUC3JH8rtKNpe0zbV8UV3Ye6+vH+pyJ2mcj2eZEfOYTfe+RbttxHPT29uIXv/gFNm/ejHPPPRe33nprxZ6D49WuEzmXpvK4jcZM+44hIiKqJlWZAp2fops/B60UXWW0+Hn5I6+6immpOX3aUHMK85+XXxW2uI1DtVuPUOnf6TYNtV0AQfXb/PfL305+urZOF8/vM8kvSlXqdSN9TO8H3d78z1Juf5T7DKWOiW77SG5M9fuVKraVP6qUPzKY39Zyn61YqYJeQ+2DUp+r3LmXr9y5kf+akZw/Qx23/M9S/O/i/VruOOn3L54XWtwuna5efFy0/OtlqHOg+Dn5yynlv0+p45ZfhTw/5Tx/xPGll17CD3/4w+B1esS9VPvz3zt/f+SnIOv9PtT1OVS7i/fVaI9zcfvy93n+8c7fr/nncv42yp0j+b8f6XVQ3I6hPn/xPipux0jP8ZGcX+U+IxEREU0tjgATEY0jHQi/9NJLuPPOO9Hc3IxzzjkH73nPe4btkCIiIiKiicUAmIhoAuRXdc6v0E1EREREU4cBMBHRBOO8UCIiIqLKwIlJREQTJL8aNBERERFNvaoLgDngTUSThYEvERERUWWpugCYN6RERERERETVqaoCYCkljhw5UnJJGiIiIiIiIprZqi4A3r9/PwNgIiIiIiKiKlRVATAARCKRqW4CERERERERTYGqC4BZBIuIiIiIiKg6VV0ATERERERERNWJATARERERERFVBQbAREREREREVBUYABMREREREVFVYABMREREREREVaGqAmAhxFQ3gYiIiIiIiKZIVQXArutyGSQiIiIiIqIqVRUBsA56Ozs7YVkWDKMqPjYRERERERHlqYpIUKc+t7W1IRqNQko5xS0iIiIiIiKiyVYVAbBmmibnARMREREREVWpqgqAOf+XiIiIiIioelVVAExERERERDQcmTdwJjmINqMwACYiIiIiIspj5E2bNDiFckYJTXUDiIiIiIiIKoFSgBDAU68cxU+f3o2QaeAvr12FtctbIRVgMBae9hgAExERERFR1dPBb9Z28fUHt+FoTwpSKqSyNu7+mytgMvqdERgAExERERER+RxXwXUkGmrCAICu/gwyOQcNNeEgSKbpi3OAiYiIiIiIfIYhIAQgpVf8KudIdMWzAAAFFsSa7hgAExERERER+bK2A1cqQAACgOW46I55ATDj3+mPATAREREREVU9Pbrbn8wh5yoICAghYDsS3Uk9AkzTHQNgIiIiIiKiEgxDIGe76I0zAJ4pGAATERERERENooL/3+WnQLP+1fRXVQGwYMk2IiIiIiIaIaUUQoaBbn8E2Kiq6GlmqqpD6LoulGLiAhERERERjYxpCHTFM1DKmxfMaGJ6q4oAWAe9nZ2dsCwLBrtuiIiIiIhoGEoBpinQE8/Cdhn6zgRVEQnq1Oe2tjZEo1FIKae4RUREREREVOkUFAwhEE/lkLUd/SBNY1URAGumaXIeMBERERERjZghAMuV6IpbAAaWS6LpqaoCYM7/JSIiIiKi0TCEgGW76OpPew8wpJjWqioAJiIiIiIiGjHlTae0HYmepB4BpumMATAREREREVEZQgA5x0WvvxQSk0qnNwbAREREREREw+hNeCPALCk0vTEAJiIiIiIiKkMBCBkGjsczAACuqDq98fARERERERGVowDTEOiOZ6GUgoDgPOBpjAEwERERERFRGQoKpinQE8/Cdhn6TncMgImIiIiIiIZgCIF4KodMzvEeYBw8bTEAJiIiIiIi8hlCoKDOlQIMAViuDAphKUbA0xYDYCIiIiIiIj+mjWdysF0JgcEDvQx7pz8GwERERERERL5EJgdHKgiudzQjVVUAzJOYiIiIiIiGMigFmmaUqgqAXdeFUkxcICIiIiIiqkZVEQDroLezsxOWZcHg6tVERERERERVpyoiQZ363NbWhmg0CinlFLeIiIiIaOZgfh0RTRdVEQBrpmlyHjARERHROJF+lp3I+5mIqJJVVQDM+b9ERERE48fwBxZcqYKfiYgqWWiqG0BERERE04tUgCGAl/Z04fsPv4a05eL9l5yCd59/EpQCGAvTTKLgTam0HYn+pAW0NfoPTnXLaCyqagSYiIiIiE6MFwx4Kc8/eOR1bHqjE2+29+Fbv9mB/pQFIQAm3dFMo9P8s7Y71U2hE8QAmIiIiIhGRcBLe05bDprqIqiLhgEB9CRzAADFslg0QzG7YfpjAExEREREYyalglTKS32e6sYQEQ2Dc4CJiIiIiEZAwQv4hf+zaTDkJ5puGAATEREREY2AAINeoumOATARERER0RB0ZetExsYvn9+Hw10JXHzmAly5etFUN42IRolzgImIiIiIhiD9stb3b9yPf7tvKx7cuB9/f9cL2Hmkv+D3RFT5GAATERER0cj5sZ7tSvQnsjDyUoJnaoVc/bnae5JorAljblMtpFR4syMGgMs+EU0nDICJiIhoxJTizT55lAIcvyAU4BWHsmb4GqmmEJBKwXEllFJQvBhmpJnakUOeqgqABc9mIiKiEyKE9z/e9xOAoBqyEN6IcF/S8n4xQ8+PGfqxyKePbzxtw3Ul1/WaoaoqAHZdlz11REREJ6AzlkEm53CEhIhmrLRlw5UKghHwjFQVVaCVUhBCoLOzE5ZlwTCqKu4nIiIaM91tbDsSX7p3C559pR3N9VH84/9ahwtWzINUCgajYaoSHEepDswandmqIhLUJ3FbWxui0SiklFPcIiIioulB+XM8d7X347GthwEAB47H8eDG/QCYIUjVQXfydMUzME3BVOgqxth4+quKAFgzTZM9OkRERGMQz+QQDgmYhkBtJIRszit2xL+rVE04AlzFBOC6EvG0DYDzwaezqgqAOf+XiIhobEwhvArQgJ/2PNUtIiKaPAICrlRIW/ZUN4VOUFUFwERERDQ2xV3I7FImomrErJfpjwEwERERERERVQUGwERERERERFQVGAATERHRsFhGg2gwLgFGNP0wACYiIqKydNzbncggZ7vB/Dfe91PVUt7yX66USGb8isDsICKaNkJT3YBylFIFVZsNwyj7eyEEJ6QTERFNoPwbfCEEsraEUgyEq1k1H3shAFcqpLKsCEw03VRkAKyUGjaoLf69fg0RERFNIKVgCIFYyoIjJcKmAQVvRIyqS9Z2IZUqOPbVNhLKFGii6aciA2AhBJLJJN544w0kk0k0NTXhrLPOQiQSCQLd/fv349ChQ2hqasLpp5+O2traqW42ERER0YynoCAg0J/MIed692WGEMjZDroTGf85RESVqaICYB3c9vb24p577kE8HkdzczO6urqwbds23HzzzaitrcXzzz+Pxx9/HC0tLbAsC5s3b8bNN9+MpqYmjgQTERERTZFqGwEmoumnogJg7bnnnkMikcAnP/lJzJo1C/v27cOdd96J1157DW95y1vw5JNPYu3atbjhhhsQj8fxgx/8AOvXr8f1118/1U0nIiIiIiKiClVRVaD1yG1fXx/OOusszJo1CwBw8skno66uDpZlYf/+/ZBS4qKLLoIQAs3NzVizZg127doF13WHnTdMRERERERE1akiR4BvvvnmgqrPzz//PBKJBBYvXozOzk6EQiG0tLQA8NKmGxsbkcvl4LouTNMseC8pZRAYO44zmR+DiIiIiIhmEBY+m/4qMgCORCIAgO7ubjzxxBN4/fXXcfHFF2PZsmU4cOAATNMctASSEAJSyuA99Fzg9vZ2HDhwAJFIBK7rQkrJkWAiIiIiogompQqKqRmGmJRK83oOezyVg+NKb6kv/zFv6Suu/TwTVGQADAAvvvgiHnnkEcyaNQsf/OAHsXLlyiCo1cGv/q+UElJKhEIDH0cHuYsWLcL8+fODEeBt27YVrC9MRERERESVxTCmbsAqZ0tvia+8JnDt55mjogJgHeC++uqreOSRR3DllVfiwgsvDH4vhMCsWbPgOA66u7sxf/58AMCxY8fQ2to6KP0ZAAzDCNKpOfJLRERERGPFMZSJp9cVf/6NTjz3egeWzm3EjRechNqwCaWAybidH2obTIGe/ioqAAa8IPill17CnDlzMG/ePLz22mtQSsF1XSxatAgrV65ETU0NHn74YbznPe9BR0cHtm3bhuuvvz5Ig86fP1z83kREREREI6UDMtuV6E5kYJoG1zmeIHow7GBXEn9350b0J3OwHBc518WHL1sBqRRMBqB0gioqABZCwLZtZLNZZLNZ/PrXvwbgjeKmUilcdtlluOSSS/Dud78bv/nNb/CjH/0I2WwWq1evxtq1a7kGMBER0QRhHzIRr4OJJhVgCuCN9j5kcy7aWmrRn7LwyoFeAN7viE5URQXAABAKhfCxj30sCGZ1QKuUClKcTz31VHzmM5/BoUOHUFNTg0WLFk1lk4mIiGYsfcPfl8gi57gQRmRqG0REM17GcuFKBccvhJVz/EK3HOiicVBxAbAQIqgCXY5SCuFwGKeccsoktYqIiKi6ceSLiCZLcZzLsJfGU+nJshUuf1SY83qJiIgmHwdiiHgdEE1HFTcCPBqc70tERDTJ/CqsepkQql6G0GuzKghhwHYl+pOW98hMPzWUdx+atb3UXN6SEk0f03IEmIiIiKaGghf4xFMWHFcNPEjVwz/e8UwOtiuD9FSl1MA5McPp66A/5QX8DIAnFvcvjScGwEREREQ0aolMDo4sXIGDcQqNNz3SPuOzCmjSMAAmIiIiolEbSIEmGl+G7lRRCoYQiKUsONJLN2ccTCeKATAREREREU05PcqbzNhwpWRKAU0IBsBERERERFQxUlkbblF6faUwKrBNNDpVFQBX4kVEREREREQDKjHIVH7l75RlA2BhrumsqgJg13W5bjAREREREY2aIQRiaQbA011VBMA66O3s7IRlWTCMqvjYREREREQ0jhj4Tn9VEQnq1Oe2tjZEo1FIv4ocERERjQwTqIhosikFGAKIp3KTuu44v+5mtqoIgDXTNDkPmIiIaBR00lRXIgPTMMBbQyKaTEII5GwXchJ64Qw/TOhJZmEagh1/M1RVBcCc/0tERDQ2/BNKRJOleLxq0sav/O14o80cNJupqioAJiIiIqKJM9MT7dgRNLH0+RNL234l6KnZ4TP8NK56DICJiIiI6IQopWZuhVw/Bss5En2JDExj6gKzmU6fN2nL5rRFmjAMgImIiGhMeH9K+YQQSM/wNVI5Ajw5SgW/M/WcosnHAJiIiIhGTSnAcbiqAhXiqB2NK+WlI0ulkLXdqW4NzRAMgImIiGjE9LIklivRk7C8x5gOWlX00e5NWrAdWdVBL8/8iaXgjfzmXIX+ZM5/jHudTgwDYCIiIhoT3oZWN9uVVbvChlKAaQj0JLIAOPJNNJ0wACYiIiKiUav2kE8AcBwV/ExE0wMDYCIiIiKiMeDAb/XhMZ/+GAATEREREdGEk3kp87JE+rzwx9L7kjmYFRZo6vnIWdsr/ldhzaNRYABMREREREQTzsgbPjWGWOrIst2KnFdtCoH+pFf8rxLbRyMTmuoGTCaeqERERGNTpbWOiGgcKOUFt49va8e9z+5BJGzg41efibXLWyH9yvL59C27N+oqYDvSCzzbGv0HJ/sT0ExSVQGw67pVW62QiIhoLPQoTVc8g1DxXSoR0TB08JvJOfj3+19GdzwD21HIWC5+/Om3wzTEkDEt1wGm8VYVAbBSCkIIdHZ2wrIsGAYzv4mIiEaD/cdENBYKCgICXbEsHCnRWBuBVAqdvSlYtou6aGhEo7pM5KTxUhWRoE59bmtrQzQahZRyiltERERENPOUmtdJBAC2VJDKG82VUpUsgkU0GaoiANZM0+Q8YCIiIqJxpuDN44xncgA4RZMG0+eEDnuVAhy3MgelGC7MbFUVAHP+LxEREdHEMIRAImMDYOFRGoLyzg/LlehOWP5Dqvgpg0zGKaU3YTuSQfAMVlUBMBERERFNHKZA00gJFJ4vOuh1pEJvMgvDEMGDUilY/vq7EzmcpTtuehIWTCEmdFs0dRgAExER0Zgw1qluPP40VkJ4gW7CT5nPjzSVUnBcFQSjQgg4jkR/ypqCltJMxACYiIiIRk0pBdupzPl7NDlytoRUqmoCYc6kGz9CALYrgznjg34/ye2h6sIAmIiIiEbMK3YkkHMkehLZgQepauhAMJ7KwXFn/lxJPT+1K55B1pHgctjjQwAwuTNpCjAAJiIiIiIaRqkRYM55HhshBBxXoi/pjQCzD40mEwNgIiIiIqJRUH4l40QmB1d64RuDuKHlVwYXAKRUsGx36ho0RuzymP4YABMRERERjZJhCCSyNiQnB49I2rLhSjl9A0i/08OWrH0w3TEAJiIiomHxHp9oMKZAj4D/3RFL5fzqzl4gmXNc9Pl1BIq/X/S/FfyK0a5EPJUr+dzJouB1evQmLNjuxC/JRBOHATARERGVpG/ubFeiO5GBaRq84yOiMRm2r8D/bsk5En2JjF8gywuYpVLI2Rx5pfHBAJiIiIiGxRFgIhovSikYQiBtOQAGB8elvm842E7jpaoCYMErh4iIiGjC8F6LRkoIgVg65/88xY2hqlJVAbDrulDswiYiIiIaX36BoLQ1UBSKd1w0HIPrANMUqIoAWAe9nZ2dsCwLhlEVH5uIiIhoUugCQfG0HSwLRJVLwZtXO1UVrBUAQ3iFsYCRLS1U6aPESrHTZ7qoikhQp+O0tbUhGo1Csnw5ERER0bir9CCFPAJeBeuprGLtzQH21gEeKnVer7mc9YtgVeo5JoS3X5lsWvmqIgDWTNPk3BQiIiIiqko6NrNsF5v3dGHPsXjB45Ot1G15qccMIdCfssr+vhIc7Usjm3Mrtn00IDTVDZhMnP9LRDR1FEaW5kZEROMvWNbMkfj8HRuxaXcnDGHgC+89G3984cmQUk3enFzlpcz3JLJwpELIX/IIEHAcOTCKWul/OBSQdVz8089fxPM7j2F2Yw2+/IFzcc7JcyD9StdUeapqBJiIiKaGVCq4h5mqOWc0/nhrV914bz+9KP97+FBPCi/t7UJN2ITtuPj9lkNesGaICR0JLg4GhRBwpQoGqPS2exIWLFdiKutjjeTc9lKzgdcO9eHJ7UdgCoF9HTE8uHH/xDeQTggDYCIimnCGEMg5MviZpj+lFBwWO6pK+hKOpW0YQnDO43ThH6euWBrC/7+waSBrywktXKbfOZHJwXVl8JgQ3mh0cafoVJ9OSgFZW3rTJkfQGMt2EQmHYAigNhpCImMD4N+6SlZVKdBERDS5FLxA6YeP7cQT29oxr7kGt75rNU5b2Mz0sGlMCAHbkehNZAFM/Q0rTS592aYtm7VVpiGldCaOAIRAOutV7g6bmNCU44S/HSEEFLzv/3jKgu0qREMTu+2R0Jt3pEQsZY14RDyWycF2XETNEKdbThMcASYiogmh057fPBrHjx/difauBJ7a3o6fPfOm9wTeJ0wrpe5LeQirG4Pf6c0LQoFUJofJSOYo1eEpAJjT9jzydpqVcyGlCnqG2LFb+RgAExHRxPBvqLoTGURCJmojITTWhYN1Hyet2AqdMKUAR3odGgx6qVqVGt2b7t9iAoCrvPRkwAuKJ4Xytm1LhXiw7bJPhSmAvqReM3hq93rxaRDEu8ob3U5kckFKOb8vKxMDYCIimlCGEJBKef/jnNHpxT9ctivRn8j6nRY8hlRl9NzZeBaW7QYjfF66rJrWc6CFEHCkQirrTMG2vQBYz5kd+rkClq3XDJ7olpWjYBoCfYkMco4smQFhCIFE1maxxwrHAJiIiIiIaBj5I8AKXtXk/kQWtl/YaTr2DQkBuK5EKusHoZP8GQQAsygbqFyAWymZxcPFtkyBrnwMgImIiIhoXPDWv/LlB3BCeKPYyezwo7Dj2gbkF9Oz/Hb5c2ptb04t801oojAAJiKiCcVCOUTVYSakBM9k+rB0JzLI2a7/3SzgSomU5RQ8ZzIIeMUSc45bsO2+pAXbLZ1iXIl4vk8/DICJiGhC6HuCjOV4BUH0vLnpcU9DRKMyM1KCq0HxCLDrqoEU6ElvixrxGsSV9rcjCNgTWS+IFwKG4DUwHVRVADxdepKIiGaSWDoH15UQ8L6Hs7ZkjzkR0VTzKzG7UiE9JUWwvBToHn898aHKQFfy345SKeWV2E4aUFUBsOu6XKCaiGiS5S8RYQiBWMqCI73e8VLfyNIfEWAVTSKiieVVgZbI6BToCfzaLTcQNdz4lIK3bN5wfzsqBYfbKl9oqhswGZS/LldnZycsy4JhVFXcT0Q0bSj4FTT9OwilKi/tjYhoplBKwRQiKII1Ed+3OqhOpG04Unrb8L/bXamQsQrnAM8E/LtV2aoiEtQ9Tm1tbYhGo5B+7xEREVUWAeCN9n78auN+vNkR400EEdEEE0IERbAm8js3a9ledWehtwu4UiKZnpr5xxNBF/bK+msWU2WqihFgzTRNzgMmIqpA0k+PfnlfDz5z23NIZHJoro/iO5+4GKuXzQ5+TzSVlPLWfxUQUMor+kQ03eSnOXtZNwiKYE3kGV3uHrz4Oppu9+r5zRUCyLkK/ckcZtdHg+8LqixVMQKscf4vEVFl0ok5W/d2oTeRxbymWvTEM9jyZlfB74mmkhBeir4Qg2/aqxHvqqYXfRusqxbrGYGGEEhm9Qjw5J3XSnnbjqVz/ra9x4OVA6aJrD19lmwiT1WNABMRUWUT8EYjXP9OjR2XlaHcvV21HJ6glkh/Bnc9uRud/Wm8Y80SXHPOYihUX9EbfbPfk8jCNAQD4Wmm4LpVOgXahitVcDwn65wWQiBtFVagDlYOCJsV/TdA76P+lAVDiIpuKxViAExERBWFtxCVx3Hylh9RgGECOcdFn798yUy/75MATAD3rN+D2x95DY11ETy/8xhWLm7G8nmNQYBcLfQndRw14YGSlN5aPXq0sIp286TQFZZTWQdSKZgV0J0z+BgrGAKIp3JwXIWwCVR6zxPP08pWVSnQRERENHLK747oSViwXInirN+ZHvhqpn83u/94Ai2NUbTUR6AAHO5OAqie/VBsMm7yDUPAEAKmweB3YnhFqQrSjifpfFYAQoZAVzwDAEPWeRBCIGe7k7Y8XnGHVvHobrlWCAg4rkQslRv6iTSlOAJMREQVi4WvKgPv4TwC3oikVEDOdtGXtABw/0wEPcC3YecxPLG9HXMaa/C/Lj0FrY01VTfiPtEMIZDK5DBl025HuN3JOuRSKmQsG0IgKHYXDpnIWg6EACxXoieRRUO0oWQbbamQtmZOZeuZiAEwERFVjPz7ICEE4pnC4ihElYRB2MTQAe6x/gz+z90voC+ZQ9qykck5+Px7zq707Nfpxcswh6uARCaHukjt5FUu9ucfW46EVAiWSJqsUd5S7YEAHKmQTNv+vF4gZBhorAsjk3UgDO8xxynfRgF+N1S6ig+ApfQqq+WfSEqpQakIxc8hIqLKVOqrWqfW9iT9ojr+skcJvTQHv96pUuiAQSqkMhzlKeVE4xelvGv+4PEEcq7EnKYoklkDB7u8lHNmhpSng8eh9lHx8RF+0JfKOkDzRLauqB3wUty9TAqFcMibmVkXDU15VkXx7iu1zzSej9NPRQfAXtrB4GnKDHaJiKYPfXOg15tMpL1qowWFTPyvdMctHNvhjQVVIi9gkEj7HTTVOge4gPKu76wj0RXPoKGm8YRHEqVSUMrrbPC+M6a2dM2gIAjemq99SQv10VBFrPk61HemvqXuSmRgGoa/rrU3b9V1ZbAW8EQNsZe6TJRSCJteZ+e9z+7F8b4MYmkL0TIVoCvxT0I8k4MhCj8fvxMqW0UHwEIIbN++HbNnz8aSJUsgpYRhGOjs7MThw4dhmiYAwHEcLFmyBPPnz+e8ECKiCqFvAJIZG66/kK8QAll/uY1S+O1N04XI+/9UaLxv/lXeUj3Szw6ZzDRo/XG6ExnkbBeRmrB/v+kF6ZZdOQuV7z4ag6sUzljUUvY5pUYzbamQzE5MRsPgDJ+gJd5xFMADG/fjPx/YjrpoCKYhUBs1CyrPC3j7Omu7qItUVviSyNhBx4NXrMtBd8Ir7MU4uDJV1hlU5Pjx47j//vtx1VVXFQTAW7ZswaZNm9DY2AgASKfTuOKKKxgAExFVoFTWC3hF3g0C0XSUn81gGga6/JvcEslqNM4MIRD3s0cMc2q+Q8oF9lP9lSb90fefPLkLP/j9axAQ+OOLT8H/fvfqIJ18SAJwpUTKX4933IO2Mhk+UIBpCPQnc9hzNIbG2jAa68JwXTVoHrAQ3mh7fzKH2fXRihht10qNunMEuLJVVACsg9euri48+OCD6O7uhmmaiEajABCkQ3d0dODyyy/HZZddBillME84/zlERFQZmMZM05m+ZXelQiKT8+43/JvbSrkBrxb8KhlMTy2xXYmHXjgIJRVMU+C3L+zHLe9YiVn10WGDYC8FWg2kQE+Qck0QwusYlcpLdZ+yIlhUNSoyWoxEIjjzzDNx+eWXIxQKwXVdAN7F4boukskkGhsb0dvbi76+PoTDYYRCw8fyHHUgIiKisZBKIZG1YRgCEsqbz+4XweLdxcTgbdsI+LFi1naRyuQQDhkwDAFhCPQmc/5Thg4ohfA6eNJZZ6JbW0DPP7Ycb1khs3gi7TTGmKOyVdQIsD5ZmpubcfHFFwMAnn766WASvBAClmXBtm088cQTqKmpQTqdxsKFC3HjjTdi1qxZg1KgpZRwXRdCCDjO5F7YRERENHPkZzMYBct08WZ3POkYyLIlpFLsYBiCTgXuiVuwHAnAm2Or1Mg7ZnRRt4xOgZ7EIFSvtWs7EmIGxL+6MyEzUenkNC4qKgDOJ6UsGbAmk0lEIhGsWbMGa9euDdKlf//73+MDH/hA8DwdCLe3t+PAgQOIRCJwXbcgXZqIiCobbx6okjG9f2L1pyw4joQImwWPS+WNaZrc/0GOfixtwXb9IHKYL87i3yvl7cvkFC47N1MOpfDnUyfTeRW1qeJUbABsGMag+bxSSsybNw+f+cxngsdaW1txySWX4JlnnkEulwvmC+sgd9GiRZg/f34wArxt27aSZdWJiKhyeEWGBHoSWQAcYZtq3P1FlLd+aU8iC0cqhIzJrUpcKSb7vNB3b+x4GKwnkUXOkaiNGPBnDg6i91tXPBOcs5pXZdvxf57gxpZwotvUS2YJMbnnh+Mq9KdyMHR1a3/TPEUrW0XOAS5HCIH9+/fj2WefLXhcrxdcqgCWYRjBHOFwODxZTSUiohMkADiOCn6mqWM7Mug8ZheyRxftqdZOdaWArC0LioJN6PbgdYqZhsCbHTG8erhv4jc6DehdH0vn4LgSAsJb1siR6E9ahU/Sryn+N7xCWroI1mR+3+rljSx9LpU4mbylksSQn8kQ3rlhCDHqFG6lACnVmFK/vba77KSdZip2BFiTUhbMAY7H4/if//kfGIaB8847D0ePHsVzzz2HlStXIhwOD7kMUrX+kSIimq54TzHF/BENPboULho1qtY/q3rt0ozlQEoFmMO+ZMbQg1yOlIilLG/kaxK26U1sBb7/8Ov42VO7IZXCdectwz/ddA7gB33VSF+D/YkcbMeFEBEIqGDN3JEyhEAyq0eAJ29nCuF1dPanLG/kttxSU8CQn2nrvm7sPRbHulPm4OS2phFnZOhRY/2Zx/KdVq3n3nRW8QFwTU1NMHIrpcTZZ5+Nrq4urF+/Hps3b0Yul8PixYtx1VVXTXFLiYiIqoNSXAfXEALJtA1HKkQBVGUO9CRRACIhA0d7Unh46yEopWAKgSdePoK/+qNVmNNYM+QAyEymP3KfDiDzIsgR7w6lU6C9dZbNCk7pz/9Muq0bdx3HZ297DrbjYlZjDf7rLy/B6YtaIJUaNh1aCKAzlsGbR2M4Y/EstDZGT2jATCnvu6EvpQvkjfmtaAJVdAAcCoXw6U9/Gqbpda3qFOerrroK5557Lrq7u9HS0oI5c+YEr6nGLz8ioumm+P5Cr6fal8zBHEERF6oM1X6ceMsxiYQ3AiilgmkY3lxPUyCWsr0AGJUZsE003fnUl7RgGkbBNTnS81PBm9OeyjqQSsGcoD053t8X+u227DmOtOVg4ew6dPSm8dKbx70AWAJGmewMHRy/0d6Pz97+PHrjGbTNrsd3/uIiLJlTH6xFrJRCKCTQUh/Fsd40IvBSsfuSFtDWWHKJKSEELFsv4Tq+n5nGR8X32UYikSAA1pRSaGlpwamnnhoEv0xvJiKqfIYAso5EV9wbOdQ3D/omgXOpaFrw0yYtV6InnvUf4n3IhFFeJ5njSsRTORj+0jk6fbWa6c7D3qQVjNwCA/NqgZFM0VZBSr8rlX5o3AxVfOvE3tf7byJjI2QIuFJBQcHKyWFfK/2nbN59HIe7Emiui2DP0X48t7MDIdOAzGukIQSiYcM/30Qw73co1X5eVrqKD4BLEUL4X3yqYH4wERFND+X6LPlVThXHP1cdVw0EX/BGG5UCHMnAFxgoVJRz3KB6+4lGOvw6GJrevbYrvTm0/snprXziPTbU6/IZQiCZyU3o+Vz6e7+oY2OY9yj1N8IQxRWth2+LfkrWcoKOAx1ElzIoa0mU/91I20BTp6JToIfCgJeoerHjq3rwCFOlkEohF2QoKK8oj1TIOSMvNDTT6U4B2xl+BG4kHKn8ub1g+fFS/J4YVyrEkzk/EFTBqHCJp8KRCr3J7MCyPXkMUeqVE0v4qe2uPfwc7uJRbT2Kl8jYQVbAiLfrv7jXnzutlPKX3vM6DYy8psgS76sfydkSfYkMTEOfpANVuAH+DatU03IEmIiqlx5lYPBb+QaKs+SCG4zRvV7AluNzI000HvK/doQQsF1/LiDAAC3PiX49D1Q2tmC7sqJH0wSmbl1inXYfT9tI5ZwRFaNTSsFxi4JN5X2OnKuC83myU/qH24WlRrX1Z4hncgXHYDTHo3jAV0qFeMaB6yoYfnDeUBP2RonL/A3Lf1gBMMVAIM17lcrEAJiIphUB4HBPCod7UlPdFBrGiczrVVAwDIFe/wbYe4yI8vGamDp6RNV2JeKZ3MCDU6A3mfXXAC5sQ7nv3VKP6pFYPcI6nZh5w7W6mrX3c/nX6H3Tk8gGKdDKn2ueyOZgS+VPuQQaaiMwq7HU/Qw2bVOgiai66GInP/nDLvzosZ0AgJsuORWfvf4sFkKpcDw2o6fvYbnrKpcQgONK9PvLnUx27KOr2Oo1cjnSNPm8LBWFhA6AJ5sfhfclrYJ1ug3hrdOcSHuB4EiTbwS8atDTgf5IrlSIpXMwDAHpL0EUS48gANavd1WQuu8t7ZaG40pvH/obKZUCTdMbuzOIqOJ5ac+A5bi4//l9sG0J15X43eYDyORcCC6bQzOIUt4NmQBXOKhsYkrnABt+CrYA0ywnS8liR5jKFGhPX8qC7cjgPBDCS+XN+iOhI3kfndIfS02vlH6pFDJWYZbRcIcjP3iOZ7zgWad8KzU+9xNTdU7QyHAEmIgqn9/L7bgKtu0iHPL+sBhgzyzNPF4lXQmlFKLhMotY0pTTKaPjVfBpJIIlbqTCbY/txFOvHMXi1nr8zQ1vwdK5DX7BKN54jzf9Z6YvkUXOcWEYYcgKqH2m2xVP5eC4LoQIjSgFuhQBwJYqSB+eTsZ6ykulkM0VBs+jvaUo3rZeKimRycGVKkiv5lVZWaoqAOYfBaKZQf+BYuhLM4kOXn6/9TC+/7tXoQD8xdVn4Ma3njTlgQ3/eg6mU6BjOgV6Er6QlJ/2/PrhPtz+6E5ETIFte7rQ1lKLv3vvGkgFmDxYE6ZS+1t7ExakVIOCsdGeCgKYPnNdlRdW2q5EfyLrj7gWris/HCkVLD+LDAoImQLd8QxytuulgrvDH/Cs7UL6WTs60jUMgUTWhlQKJr89K9I0OcvHh+u6TCcjmiGEELBcGaw3OdkVK4nG08AaqhK3P/I62rtT6OhN4fu/fw1Zv4jYVP750svR0GCTOmXSPwQdfWmETYHaaAjN9REc600DKCwGRDOHLtBUTMeq/ekcDMMY6Bz2iznZbl5A6P+uVMDoPQlwXYl4euLmtJ9IH54QftuThWsbK+WlMuupUCNagkiv7S0VEulcwTrCI/6a05XKkznk3MGdD0yBrmxVEQDrP9qdnZ2wLAvGdOndIqKy9B872+FN+XTEjJwieTen6ayN2mgINeEQlFRwitfpmPxmoTeRLZhjWI2Kb4zVKArujFsb/P+mLRu2I6GUl8Y53mfISN9voj9zubcf6DByg07QmdoHGtQEKFHrQl+PvQkrSLXVDEOgJ5n1n5f/fl7gN3i0WMCZwBRopYCs7X+HjOFYCTGwhBOQN4/XlQX7ZTRLELmuHHSSuVJV7Eg/jZ+qiAT1BdDW1oZoNArJdSWJZowqvh+flgQAV0qk826y8guS9Ke8giT6wWoNuJQaGHGthD1QzfeDOrzsimeQdbzqsPnnZzrn+D9PXpsm6rrIP+fKjvj7D7tSIZG2/RHw8T1D9MezXQWB0tkPunLvZM7BngpCCLhSIWU5JVOcpVLoS/kB8CiqPZdiAAiN8yCRbpIjvQJbRlGgPlpB2/036U5YsPyqzSNvk/finoQFy7+mvSrQAv1JC7Y7+qX7aHqpqjnApmnyhCYimkJepVEVzJvMrw7irUHpp/vCuwnOWDakVEAV14Kq5D9b1RQYlwzChNehA1RGR8WJ0qn2OccdtgCb61cZnoj7Kv2WPcnssMvyVPL1UYrXueXt66Harpe52tUewxd/8SK64xm8Y+0S3HrjaoRMA8hL9+2NZ/3sxrFfkcJfOimZGd3SSVPtRI5/ua6TUm85ePS93Lt6x60/kYXtSoT9YzUjviBmkKoYAdY4f4mIqDKUu3nIf9wQAsm0PZACXGVf4UJ4VVmDIksVtAMUvNESnX5ajZ3LCn66ZXxk6ZaVTFfT336wFx/+f0/iT772OH7y5G4AQ1925T7zNN4VE0qnbhuGGH75Pv93v3p+L7bv70Y25+Le9XvwysHeYOQXAHKuRCpjlxwBHc08VK8zRyGVnV5VoC3b9QqAjeZF/r7t9at6i7z50EopP/MAwb9DpkBzfRhSKhj+XGk99aHUIfQ6E5hKXcmqKgAmoulNCMFO1CpTzTfSQug5ec5UN6UkAcBxKidNe6pMxTk63sG2frefPbkbW3YfR1d/Gj98+DXsP54Y3XrUQSGl8sFBNRMADnYl8dzOY+hP54Y8d/TId0/cQn1NCOGQAdMQaO9NARg4Jj1xCzm3MDVfwSvOFs/kgu2O1HinQI83HdQP1CewvPWwxehTqx1//rDeP7oQYU8wp9rrdgwZBuqiYa/as5+SnvGn8Rhl7kuq+TtxOqiqFGgimq68/KG0NTAayBsrqgYClV1NtIKbNvGUF6TE0pO33qf+3stYjlf5Nv/BE6AD6pwjUV8TRk0kBMt20d6TwvJ5jUF13WHfB15wkJ6Ga8lOJCkVDEPghd3H8fk7NiJru1jcWo/vffISLJxdF6Q7a/o8kkohkbUBfx60lMqbEoKB0eNY2g8AUVQESwgkMrpA2/Dzg3Vati6CVWnX9qD2+Y8XVD73r8n+1NDXpN4ViYwN15UIm2bR+smDn1/cCaSvmUQm5+//wZnOlbYPaUBld/MQEWHg71IsZcOWasxVJGlqMA1seANFWbKw9GgG91tF0+msGcsN0lEnZaMAkmkbrpTBDfaJbH6gSJFXTEn4b2jZLnqT2YLnjNR0TgefCHr/bdh5DH2JLBprQth3LI6X9nZ5vy+zgx13YJmeck/qSWSRc2TJudKFQXXxdwwGHVivqrk/alyBh7BU1fVE1rsWdOQphPDSokdwUWRyuiPJe7HudNBLzw1Fv3s8k/OraovgF/nvQ5WJATARTRuV+AeZytM3X13xDEInWPmzWtgO543R8PLutWGaBroTGdiuDB4bC2/uowSE8IrVORJ9CX/+Oc/JE6KPV9Z2EQ556/WGTFE+SCuotJ0btMRR3lMQS+fguCOvhK2/Y8pWgq7wFOj8cx/wRmAddyCIzX/OcLI5109rHujQsh2J3qTldzoM/x6lUqCFAHKuQn+y8uo3kKeyz3IiomGwuF3l4yEaOXbynDjXTxN1J3z9ZC/Fsi+RQU4vxTNF5/p4XWPF6Zv9SSv4mcaByjtWyiuiNpRMzvEr45d4K/+NYokcbMdFqbi1XOXyMk2DEAhGLafLITcNY9Rt1fsllbHhuHLQPhnNkko0PTEAJqJpyTC86o9dcS9Fjx2s05NSCtJfFkROeMBC1cA0vCq75jjfxZYNHFRlz9MeC6/Kt4FuPwW6wgcFp9xwRz8/G0afl0MtOaRHDGPpnDftp8QW9CkX81Ok899DqcGZASNhCoG+5DSpau5/3kTahuNPB9C7YLi26187snCdaZ26bNmDg2KaWVgEi4imNY4AT2+mOXBnPdy6o0Qj8Ycd7Xj+jU6sXNiMd1+wHJGQMS7FqfKXW1EAhJ9G6kiFeCaH2kgtFEoHK+Ntom/OlfJGt7vjVlB8aCpMh693pdTAUm3D0E8bdskh/4SNpbz0Zr33HVci7i+LpoPq7kQWpmGU7AMey/6byL6O8TyP9EfL+mvFe3Oa1YjWj9fN6E0UrjMtBPx16q2CtPOxnocMoisXA2AiIpp0uuPiYFcSdz+1C/G0javOXoyQaXh3G35wkXMV+pIW6qOhSQsuaLBK3+u6iu72Az34uzs3wXEk0jkHhiHwJxeeDOlXhB0TPxjpS3rVdsN5N8Z6reZExkZbc+14fZyyBuaSygkvBmgYAv1JC46UCJvj04kw4m1Pk/oBwZzRxMiKhRWfgsNlDiSzNhxXIWJ687KlUsjZhSO6sVRu3FJ2hRCw5chHjPPp+czlPpP0lw4SJ1i6vPiVxUF1/vrxUf2CMvun+JMqeKPgiawN2/GuMSkVmurCCJnGiAJhb3MCjiuDNdwn9eKhEWEATEREk8+/abnt0ddx3/q9aKwLY8PrHaivCftFYryefJ2ORlPLkSo4JpUYjSj/BnNfZxxKKcxtrkV3PItdR/oBTOxIzGQuVaU305/yivRM1KHwUqAH5jeHTWNKbuJHFHBUwPk4VBP0bnOl8tKVRxDQ69/3pSw4rotoKBz8Tp8DhhCwXYnelAWzTHA2mhFX5S8hpNfVHU2nh8IQ14D/Jo5USKbtMV8r+pzs8TsbdIeWNwJemAI+3Cb0funRr83fjlLojme9DlfhjdrXRcMlnwcA/f4off5SSrpjjMuBVS7O6iAioskjANuRiPtLbRzuTqK1qQZNdRGYQiCVtQfdtFVTGlmlzbvTN5X9/k1xhTVvED0X0nEllFIIhSbuNkdXjc05Lnqmcy0Cv82OqxD3RxN1lWDLUehPVWYlWyEEcraL7kQGQOXveqkU0pYzqms8m3O9ZXpKvUQISAn/mHlPGNgHRanAGLiWvWWTvGV+XKXQWBcZyLwZIwHg1UO92LqvZ+jnneD3hwDgOCr4GYBf7G50bxy81lVFhd8EHCmRyvh/h5Ted+X3zcDUiKK/W6i873MaUFUjwDwRiYimlkBhGl82JyGVV7F3yFGEKpG2BtZ31fdcnOc+cvlLpAjDK5ADTNzApT/t0FuHdAqNx3XjXZd6/VMFw/CC+65YBotm11VsGudkXh4nuq3QCKuJ6e0k/SWOSqUNGwJIZHNIZXMwDO97ImQISOX9PCgV2Gc70uvgMAAlgZqoiVzOhYOBkeqRfk499eD3Ww7hS794CUIAV569GF/+wLleUD0BglNdF7IaZcdc/oh8POONyBf3noxmukSV/8matqpqBNh1Xd5IEE1j/EMzc+hjyWPq8/80eUVvvNEbVjofvZwtC+YixjPe6OVEdoC7UiGT85aOmfxD5J0ryUxuYNmnE2hE/m4yIJBzJHr9StCDtlxF56OOW7sSGa/g1Bg+u/RTYkcyjWCgwrM9qMJz/jHqT+ZgSwRzVVsao17qshr83OLXCwi4UqG1IYpw2ICUXqdHfyI7UDl62HZ6bbtvwz64UiISMvDkjnYc7k75nUMTd5LoTp+ehAWzxHSA4TYtlUI253X4FI6cC6Qtxxt5xwgO1hCq6RqZbqoiANYXYGdnJyzLqvhFvomoNK/nukw6GNEMMNR6n1Se3kVxfz6e4d+3TnRGgRACrisR81P6p4LhTx0Y73WPhQE4jou+IAUa/n+9n7riGWSdgX1d3KaZaEyXok4xz5sDO9zb6N2XzJsSopfbiqUH5pX2JLOwHRemn87cVBdBKCRGla4+1s4h6afJH+5J4sCxOGojXlKpIQSOx9Lekybhq6ug+cobGc86El1xnRpfuhFSKlg5t3B0PdjHObiuCkaZFQaKfGlDnePTLT2/GlVFJKgv7ra2NkSjUcgpTlUiolEqmLtUmO40M2+zqsdMvVGuFryx80z2aVwciE3EdeQtCSPRn7BKbrN00SUvHbzc+rbVbqSHSR/PvqRVUAXbG50cCIDj6Rwc/2+iKxXmNNYgMsJqxUMZyet1QLhlTxdi6ZyXNqwQrOs+UfIDdqXgr9k7OI25bBvyOiQS6VzJa8c0Bmb0KgWEDIHGmjCk3wHv+vOEh8Pzv3JVRQCsmabJecBEM8ho1l+kypTM5E54WQyafEHF2GQ2uAYr6Qgq+Mv4pAZSgyeifUIUrs060Te8g5YHmsDtKQWYhhGMpI0keW7Y9W2r2EiPlX6aVGpgBLggBXrgPrYn7nUKG4aXiTC3uRazm2vhuBKmELBcGVRNLpVJopRC2DTQ0lAD118qbCSjp4C3XBAAbN3bPei9J+ROWw10AOjg25ESfSlrRJW1i7muHGho3uwBIYBU1oYjvewGBSBsCDTVRvwMNC91PJllJ890VlUBMNPIiGYIP01pNOsv0tQpXcDUezSZHX5ZDH53VyYhBBxXVezxEUJ4FVrHqX3l5lOWWpt1ok3ELi/+fAqAKYC+5OjnUY/XiHRlnlmjUyplXBep0unlpXaXKxXiaXvI4C6Z9ormGULAkQqzG6NorAl557xfSM92ht6LQgiEzcIGDHd+6UAxbTnYtq8bNeH8bU5Mx7Tu1EpkCtP9zVGea/p49CQsWDqFP48hBJJ6G3nVtYu/R/T10OtX1S7VQcRBt8pVVQEwEc08M+EGaaazpSx7I1DuRllXhGYRqMpW6bd343H/qU+7eNouHDXKM4qisRVHBwSxVA629JeFUQMjwL1Jy0v9xORcgnobjlToTWa9AHAGXPvFMaHuoPF+zvtFwZzhnH9uld4BPSkLpmFAKoWQYaCpNoLiU7T4GuhNWrD1qLFUmFUf9dcRHvlO1ksrbT/Qg87+jL92u1dYa+I6pr30Y13FGvBGcb2l80a/taG6rEbTgVN+KoBCxnIw+pbRZGAATERE407/wbddid6EVXKpiRG/10y4+6Vpz1uiavB6n8Dg4GY6SlkOnII1ZxUM00B3LDNQFXgSKaX8iujTuHchT6lOkqE+Ws52kbWdIVOg+1PeEkhSApGwgVmNNXBcWfDGIm8UE/C+k5XfoeFKhYbaMFoba+BIb1Q657hB2vRw39kv7elCNucO+mylXjaWwyilQktDNAiwTSEQS1rI5rzA0pEKyUzhOsjCzw7rT1qlG+P/uzdvPeTxvnyDufC6YNkM+H6YaRgAExER0YyiK+aOZkmX4ZQKxIJ5somRz5OtVIYYHNobAkhmbFj+Mk+TfSM/I0Jff5/F/ArlpTpQCp/uvaDPH5HXwaWXFQOk/CJYUil0J7IIGQakkgiZBmY36mBxoFhTftEsYPA+FQKIhv3CWUHadPkODwWvSJQrFV7ccxw1YXPQKGjhgHbpDIPh6OkFtdEQZjfWwHG9ZZqyjkRnLBM8r3i0Vvj7JuuPrpfjuP56yMM3ZcxmSN/NjDSNv6qJiGi6MgyBrO3CVSO/IZrJ9MfX6YkCYx8xr0b6RrMvpUeDvADAkRNbkVab7BHgSdmc8gKunCvRrStB86Qcs5RlF42wl+Hv4ng6F3wX6L1uCIGYP2/YcRXifhVjXal4XlMNGmvDQQeQ46rg+UMdOll0Ag/ZRv+pWdvFsZ40THNg2SUxxBzgwRkGw5MKiIQMzG2uhfTnOuccF8dj3gh1b9JCzl83vfjzlduOfloiU35KA818DICJiGhS6MIpUnqFkxIZO1jCgzxBemKF7ZMKa84gen9ZtlswUjtZ7R5tIZ6xKDc3VggUVvsdpyBVp5MWpMRWoEo/N7WQYYzqpjuRyZUMGPW/HX+JKtMQ3hxg08CshiiKV/oc6tRU/tzh5roIpPJGmx1Xor9o7edySo0ml1s6q1SGwXCUUoiETcxp8lO0DW993S5/BDibk8H89NHK5JyyUxpGo9K+q2lkGAATEdGk0TdIff6NGxUaqmL2VNCbtl3vRrHSp2OX2lUTulQQCtNSJ+NIFc+NFRhZtd+xMIRAzs5bFqeCjv9Qo42VRLcu7Y+AjvT5w41QJjI2bMf1OxWBxtow6qMhyOIIeBghQ6A+GvbnBQtIqYLiXFPLa0vENDAvb2mnnOOi2w+Ah5q9O9z3ZjbnBuv6jq11/vv4nW7514Yege9L5YIK0o4rx60iPZ04BsBEREQVRgFABVQS1TeHPf6I43Sh/PTdka5peiK8tFQ/AJ6kzorSHSUn9p7lRuiUUkPOCZ0qQ402VqJYOgfXLV8Rv1gy6wXAxXNcdQzdFawBbMCVEs0NXjVnidF1xEh46+nmO9FzabwuAwWgJmJibnONvxyUt1axXhmgN2mVLGQ11PemPk9SGdubkz3WANh/XX8yV7JqtBDCK2IGL407ZBrjtjwYnbjQVDeAiOhE8O/J9DXSYzdTqsCOlhACrisRS+emuinT2mQMEE7rU9QvfhTP5GC7smC5I12IqBID4Eog/JThuE4ZHuJcG+k5ot8jmba941EmBTqe9lKkoyEvBbq5LgIDwKz6qFdbQYjCdGb/jfuTlve+hjdHeF5zDaRCkG6d/3lKtg/eSHFPIgtLt08NtN0L/OSoPnMpeoS/oSaCBbPrEQ6ZcKWXsq2LYLlKBdMABs7Zob83gxRyObFZLUophE0Tli1x/8Z9SGdtXH72IpzS1qQvOZpCDICJqOIVFwiKRL2vLqkUcjZvzKYdPW/R9lLCDJQf3ZzqEdBKMK2DqwowGaMuM+EY6TmnEUMUBMDFAd5M+KzjRXcQjOTvUKlAa6jlghLpXOESSEqvHextq1xGhq7oLICCdOZgDrmrgmWQpFKoj4YBvzaDEKLg8wwVHNqOKllF2RAC/Smr4LOcCEdKzGmqQTRkQCrANAV64gOj/kqVDifLbTvIaklMbFaLAhAOGbjtsdfx/36zA+GQgUdePoKffu5y1EZCDIKnGFOgiWja0AWCAAS92yPpeafKYwqBvpRf8bjMnQpHQGm08k+lgQDAmbDtKeUFIrF0Dq4/1Dxdv4pGW6RoqODmhDod/B3ouArxVM5fBqiy9+rQhaa8//b5684axsBSQrq4WEHhNv/HWMb2Kjzr94F3rgXBpX6wzPZKta1UwKrnp+YbSWA4KR0h/t+ABS11iIS8VG/TMNDVnwYA9CUt5Ib4G3LCm4f3HdLaWINI2BxxNolSQNg00JvI4uV9PWhtqkFbSx2O9aXR3pv2n1PZ5/RMV1UBcLWm0RHNFLyCq1M1fXVX02cdTwMFaQZSRoUQXsG1pBcwjDWG0vepQerooJRUgYzlTHyBmxKB4WTdQpf6aJbteqOGyBuk9Ecpg6JgJ3A+eyOR7oy5dysOngQAxy9clv8J9eeNpXMwjaHKPA1+P6B0AJw/ol8qAK6vCXvbUsqb0+53Op7o/NgTpQPQprowGusicCVgCiCdcxDP2AiN4SLQ3Tx9yRxMMfz+VVAIh/xei6Kq1kD5zRtCBHOUlfI+hysVuv35yxXepzPjVVUA7Loue1yIiKhi5eyxL+tRzXTQ0J+0RnRTOxZB6miJgzOZQVq5wHAi2qAUvBG3hDfn0sibr9AXdAgUbtcLoE48AB6P11eSUoOqJc8lePs9mfVGgMudzMUj9q5/fxsOieA8lUrBsr153UJ4a/G6effBA/NswwiZRlC9eCQdGKUyBvRSd8Ec4PIvHzEJIGQKtDbVQEpv7nLOkeiOZ+BKCVeWLmRV7nZfPzfnV9AeURukQk3U9JceUwWdPKNZzUApxTikQlTFHGB9snZ2dsKyLBhGVcX9REQVaSbd3J4ofU8UT+X8yqQCqsKXd5kuxiswrKTTdeAjeZ0lrpRI+zfkE2G09+wz9doeS+wSpDSn/ZTmId5Dzwt1pEQslfMrH5d4EoBE1oYtJaIwIKU3igt4RbCkf99rOxKprI205eBv79iIvR0xhEMmmuoiQco+/O3lJ0GHzCHuk4comgZ401v6k3oOsDjhgM9L2xaY11wLVyqYQiBpO+iOW0hmBhcKMwwvuO3T62KXSRMvSJ0WgAFRJovDe7yxLoyQKYJOgrjfyZPKDp2NUXwtMP6tDFURCeoTvK2tDdFodNRrpBER0dgVByAKfrVRv4gKTUcKhtABuy4BO7UtKmXii6h5KaP9iSxsPY9ykveDVw9BIaYr945x+zMl1Xgi6HTXrngGoWHSkr3CTAP/1rs1Zdnjso/1O+iiZXoN2qaayKDnutIb3d2w8xie2HYYqayD3kTW/zz+nHW/EFbIGBg5jusU6CHakb/9oRRMIfCDztGkdbv+dTWvuQaO6y37ZNkuepNZRMJm2b8hQxUdc6REX8qCYQi4rkJtJIRlbY0lpziUez89Tzruz9UutR0FL6tHj8DnbBfdiUzBc2hqVEUArJmmyS94IqJJJKVCxrL9m4qBP/mGXwAmN4p1MamyCCGQs92Jn/s6RpNVRE0Ib0mVqd4NY72MdLMzllMwKqh/ZwqBvqQOiCYmvXy6GMkxFkKnFhc+HhqH7EMBBB1OxSnI5a5Db7Qyh5BpIBIW3rxZeO0LmQbqayJoqPVToOF9NyfSw69rPVTRtFJF0LL+d8VoTlOpFGr9VR9aG2uDFGsA6OhJI5by50mP4aTUmct6beGaiFm2ovTQ71M6/zpkCvQmsuiJZ2GaecXMqvkCqiBVFQAz756IaJLogj1SIZke3EM+GUvT0MSbDodxMtqoR3gmw0RtJ5bOwS3RISUEgkra0+F4TyXDEDjal0Yyawf7Kn8E+MQKlykYhkBfcnDl6IJnlSiCpUeJlSosWGYYAtGIMagK9JAp0EM3MZgfWxyQj/bcEfAKh7XUeyPbsxqjiPhrAYdNAx39aXTFs6Nra14huUTaPx4KCBkC9TXhca2/IIRA2rKDQnFBExiKVISqmANMRERTZ9AyHEIgkbHR0hgd0c0GR4jpRExoZ4vO/laA40hgcBbqOG5KQUAglsrBluNfKG3IgkcTuF7qTPJ/f/Eint7RjsbaCP7xf63DRae3BWsnx1KDOwKHMtbTtrEuDNMwvIrOBhBL5VAXDZUclQYAKYHacMifn6yCIljS/7ncmGipx/QIcjxtw5UKhnni541u87zmWkRCBqTyRmy74lnMa64pex0Mtf+kUsha3vFwpDfKvHROAxxHQUQxbvnJ+X+7DCGGnZtMk6eqRoCJaOZhbDT9GEIgnvHWTR3q+HmppTJIx6vWG4ZK6ACogCaMSH47hfCKQyUzE3v+GAKwXImehFf4R01wknDKcvy5lxO6GQCl1zmeLCP9fFN9bkoJRMMmuhMWHtlyCADQ3pPEL5/bC2AgUCxZBbrceyrlzR0tmjoyFL0faqLhIC3YEAaSWQeW7ZYMvoW/rVkNEYRDAlINpEwPd7y9tP/SzxnPY6Lfa35LLaJhE67rjQAf7Umhsy+DkCkKlpjSRaqGqkTuurJgTSjTMBAJGZOS3l+tf8cqDQNgIpo28v+A6+ruwXIL0+QGnTzmMNVQAe+YSun11FcfVREdAPqy8orXTP72R0LvFlcqxNJ+5VylA2CFVHZ8zp/hPv5kldccau7lRPBSOSdhnWOf7kAoGOkuU8m3Uv4GmIZAZywNQ3jfbbXRELrj2YJlogriSb/tdnFR1rwU3XjKGlP2Qn5QagjA8TtnhlqupzjWHWq1FP3U3kQ2KGpVbDw77fTZPqexpmAEOJaykMzmSmYn6PRj7+f8tnut705YsBwJQwi4UmJWQxQh0xj3c7xcBWqaegyAiaji6T8YyYxdsOafIQT6U3q5hSlqHI2BgmEY6Etk80Y5yquEEdCpUAkdAHrf9yQmbn3d8SKVV/G51Lq0J0K/3Ha9FORyN7DmDD5Px6OA02iNZKS7Ev4GKH9ubiyZQ86R0OsC2a4MAkvblehOZGD6a+3qVOHehBVUD5+oa2uo3aLP52jYDJZo0tWKhwsGS//WO14Zf+7reCtXibmUkRbwEhBwlUJzXTRYC3k0+lMDnW5BO+F1ivQlsv56w156+aA1tWnKcPcT0bSRytrDps3S9MGe8AH6nO5L5QatFVqtHQBjMRH7Sr9lTzI76IZbz490pURqmmcqlN513vdteoICmqFM9kj3mPlp4inLGajQbAjEktlgCR9g8CjrCW1yiPcqmAYAL/guWwTWz5JorgsjbBrBHOB4yhrz8maGEEimbTjjfL4IIQqWPQrW8h1NI/2nJTJ6vXVvxLw2EkJdjTnKOdrecy3bHfHSSeUeo8nHAJiIpg1WDqaZSp/a3s0Uz/PxoOcC9vnr407Ubh2vdXhHqiAw1Km0jkRvUs9BHpucLb0quEX7aaICmplCwdtHibQOqoTfKaKQtd3geSdcR0z5881tF/0pC6msHaQgu0phVkMUADC7oQaRsAlXeZk2PUmr5HJzSimETYGW+ihKrf5zItfLeF5reiQ6FBJoro94KdCmQDbnoL07hZBZei3goe4X4hkvvd4QevQ37I/ijv4cH+1nZQBcGRgAExERVQjGvuNLCAHLD0Imet9O+LHzb5zjmZw3t3TgISilglTaUb+tft/UwKhYMUOMbnR9Ks7jqYgrdMqw40r0561JK4SXMh/316C2XRksuzMeLVUo7LBQSqEm7N3Sj2bfG0Ig6r8uZIhgnV2pCoP30RIYnw5rpRSaakuVVhfB/P7izXgdEggyMkq1YtAaynLiz1kFbx93xTNBG2jqMAAmIqIpwZ7wyuVKBceVJ1QURikFt0Sl2Pz3nIzCSlMVjE3UJ0tkcv7c2MIPNiEfU/kp3koh668FPBwhvKJpE9amIvoUGklhvYlgCgPxjB0UYIO/XJXtSsQzXgDsut5c/nEtDlUc+JX57N76v+V2jPDWqRVAS2ON/7NAzlXoS3ptL65qPmSHiX++2FIFn71cw4YbbTUMb9sNtaGyb1MuiDSEQCyli2DlFc/0/9ubsILRc6kUmusjWDCrHuEJKIRVjH/3KgMDYCIimlSGPyrXFfeWsKDKYxoCIdMI1gEdLV2h1zSEVwAm73f5N63jPQpS6t0m/H4zbwQQ8IJ6gYElZsbb5FeBBnKuQr8OiPzPVOrQKXiBqF4SaqLT+ZUCIiHvVjZlDR4N1KTywjilxv+YmKZAdyLrfZ/ljaK6UiGR8ToNDCEmbcRPf1bACyIdV6I7bnltG8VHHy5lu1zKvBBeAJzwlx/TeQm9SS/oNAwBx5VYPLcBNRGz5PGQSsFxFKycHPN+G+plrvTmRQsMnENDVckGBgeuZef9jq6ZNEVCU90AIiKqTiO9GeMNxfAUvIrRAkNXRh3uPQS8JVge23YYHb1pXLxqAVYubB510CAEcKArgd1HYzh9UQuWzmnw1xgFntt5DD99ajdCIQO3XHU61p48J0gbPRFKeWuT6rfRlVh7Elm/TRMTgAh/FM3yR0hDpoGs7SJkGgid8MTPyqPPhHjahutKhE1zSi5SpRQiYQP7jifwNz9+Hm8c7sNFZ8zH/37PGkQjJkTevNYgiBIDy+qMSxv8TbiuRDydV8BOeI/pNahTlj1wbpaYbzvwft7ocU8iC0uPro5y3zbVhP1g15vjmsjkEA2bw57/ebvIS6l3hk6pH+rtSqVA62JcumOopSGKeDoHlUXB/lBKoT4ahoLCO85ZjKvPWQLAC1Kb66PB99yJnHKZnBsU1NQBcLnOPh0kB5Wy/cJwemrFwFejN3puisLvoYHP5X039ySzcKQa6Cw5gc9BY1dVATALixARTR9K+QFM0gtgZmAsMW4EMOwIxnCk9NbXvOfZPfjX+7bCEAL3PbcXd996BSIhc0QFYqR/073jYC8+e9tzSKRttDRE8a2/uAhnLZ2FrO3ia/e/jEPHE3D9wlF3ffZyb+4kxngz6L/QdiX6E9kgDVWHOo7jj1iO5b1HQd9j3PnkLtz33F7URUP423efjbetbAuC/+FIpYIbakOIipoTXnz805ZflR9iUJrseBjus0sF1IZNbN1zHI6jEA4Z+O9n9+KSVQtw2VkL4SqvbYYAnn+jE/c8uwdh08BHr1iB1Se1jkuni26n4yokswNLcAl/jmra8jpF+vWaxiPcnu1458FYmtdUG0HYNOC43uhpImsjZJZJ+BQDI+JzGmvxpuxHjWHCcqTfcdQ8ZMA+lEEjw0W/96ZHFD7mre9r49pzl+Fz73oL6mpCQYeFIQRqwl6l6rFGwMGSimm9pKLXeTWrPopwyBgYFS5quAIwqz7ip0jrFOscMjkX/cksTMOAlEA0bKCxPozjfQPZAIX7xCuYp0pVHaNJVVUp0K7rjqnCGxFVLhaSqGwnfnjEwHIcVXCox1pRNGu7ePKVo9i4+/iY55jpbPQdB3pQFzUxf1Yt+lMW9nfGvZvDEbyH9AeNtrzZheP9GbQ0RNDRm8Lm3ccBeEuZZS0HTbURtDRE0d2XHii2M0F/nidqvc2CIjoKMA1v5Pe2R15HTyyL3Uf6cftjO/1OgZF9PMNPG/dSx8tsd4Kug3IpzQNTFrIDD2ICBxX894/pOaYon4avAIQNA3XRECIhEzVhM0hFV36nQ86R+Pf7X8YzO9rx2JZD+NoD2wZG/8ahuboKczxpwTS9IUVdGCvhz4Mt1/kxmmOs/G3lHImeZNbr8CrxAfJToL1tj+w4Dfe04k2Vel/d7eS4ctiq6OU2pwCETIH6mrCfsp73u1EcsJEuFTXUc4Xw5m/PbfQqa+vpDSPdTsn3HN3TaYJUxQiwUl5aQmdnJyzLgsHVp4mmvZFUeqSpo1P5Ynrkw3swuKHuTmTRVBse0U10NRxb/Rm9wiyje60C8MVfvIRHtx6CEAJ/9o7T8ZnrzhrxqONAI7wn67U1HVfClQqxjA2z+F7bH4TxiuVYqI+GCkYBlQ76/FE2pbzIuC9hwZYqSNme0C5pfx7yWKsjF9Nzb5Xy0pzrakLoT1gIhQ3kHBexVA6prOMHsIYfOHr70BhmrrseD9rdEcNvXzyImrCJ91ywHAtm1QX3MHpfWbYuTlb4nmMNSPXLsrY3Ila+mNLkDiCk/bThSImRtHze3F4FU3hzOwfS9b19ZLsSGctBc51XTbi7P4Os7aI+Ghrz6GawbT+tNZHOIee4wXEKKin7I8By0CnoBck5e3SF5oL0ZHdwIDb6tnvLIOnlk8oFdnr/Fp8bKb+oV6m5sbZUJ7Qutle4a+D98ts8kteapoHuRAa2K731jeF9Pv1efamcXzTNW1KpsS480NFawmgurfLP9bJj+hPZoF3MgZ46VREJ6j8KbW1tiEajkIO/iYhoGij+w1Ku0uN04koFKf1quVPdmAmQshy/Yu3AY6YhkLYcdCWywbIh1U6fvz0Jy7sxy/tduf2jC9Acj2Ww6Y1jaKgJIxoy8MTLR2A57ohHHYsZGBhtklLByvlrE5e40ZVKwbJL/01VwfNE8Bw1xOcZbwpecNKbsIIgeCyb1qeuLrIklULYNNBcFykYERpYksa7UVfwAiA5gvVzBbzg7Ys/fxG3P/I6vvWbHfjGg9uDG/78d+hPWXCcgXVddcGljB9sjfYz6muzP2VVVEaNXk935M/XafCF6yH3JS3YroJU3v9sqYJR4vEYAzYEEEvndfRBT98w0O2vzdydzMKy3YJ5poYQiKesgcBrFE3RHTEFj+XN4c2n/M896PUADGEgEjIBAK2NNV5njRDI2S66EwPL9eiRZyEQFC6Mpe2y54vAiWdnlQp866KhEXcYlHqafs+gs8KfZhONmKiLmDBNY8zfT3pO+pzGWrhl1lUS/vxg/s2belUxAqyZ5vBFAIio8gw1QjHdL+kTnbdZ6YaqWOuMwyjGcKRSwdIehjG51XNPlL6J7tI3omW6rBMZG7pajmkIWDkHjqsQDWFMIwzF8ZoQQ79FqWuwuNJzX8qvCjzWqHwK6fuGWMqG4XfYmKZAQ23Yuxn3P6q3Vu7A6wzhjQw6UiEKlD0Wet708VgWHb1pzGuuhSsVXj/Ui4ztoi4SGjad05USybQ/4jbO+1en8wapxeP79hPHb6hlS7j+iLn+LLo41Wgvj8HHQReasgctCeSN8BYXSjoxBSnpiQxM0+ukioRMzG6qBQC0NtUgahpI+oXYjvVmkLacYI5rMR1QhkOF16b+HkjnHHznoVfx0t4unLGkBZ+94S2Y01gz7I47kb/NBX/j4VWSFgCa6yOQatRfaQXvBQCOlMHcXn19N9dFEPb3pzFE2v2w2xhuv4zxfWl8VVUAzPm/RNNTpY5QjIc/bG/HczuP4eT5TXjv25Z7qaRq+gf2IzEZH9EQYtj000o33J+ukGEEI0IKCEa46kcRAetn2a5EdyID0xi4WVYKAwV8hmmLPm/jmZzfWaVK/n4yjdc2C0ekgHDIDKr+Duw7b7QxbA6kwo5U2nKhMJAVIkc5UjRx+7awyvV0YxQFpbYj0e93yIzk8hh0beSNEnop0Ia3Jq6jgm0peMtB9aWGngNczkiOZbkR4FBIBPObdcr0SEZNizu+dObCczs78NOndqGlPoJte7twclsT/uzKlXDLpAx782Yl4umBTobRkEqhuS7svbbo+JzobXyQaRO3/OwjhUjIQGtjDRwZ7LFRvF/hv4eMM/y/65brFRirjzYEU4Vo8lVVAExEVAn0iM/OI/34h7tfQM52kcp5N5d/etlpkErBrIYIeALpW5m9nQk8ue0ImhsiuP7cZaibgR0MWdvxq/H6c14db0mWRbPrxjTFrDDDQsB1FXr96srD3Rrq/ZrIlk6PdBw5YZ3Rgzc3tnmWI9mOUgpN9RGETK+jwDC8+e7JjO0XQRIFzx+rqey3199T2nSpn5I/dxXwU6Ad6Y3QQ8CREqkxpouXOh6GAJIZvQbxQAQshEDG/16PpXOwHYlwdJglo/wLdiQFwEbTxrLy4r1Z9VG4/rmcn0reG7cQDZuoiYTQWBvB0Z4UgKGCeq8C9ljmAOtrqz6aFwCPUPH3+lDXXUFnFsa2NrQQXvHBYOqDBGqi4SHn0euOSnuI+cY0ORgAExFNMt2r/WZHDK5UmNtcCyOexcHjCQAzKzgbD6MuCuXfCGUsB3935ya8drAHUirsP5bA3/3xmglp45TwzyNvjqNE2B/ptl2JWHrkI1zlCOHdyCazuVEfg+LgV98Q9iQs5Py2jtctYLmCaxCF8yzHmhI+GgU34PBGzmOpnJfGXG60x29TVzwNy3YRNr05l1lHoiueQUNNY0GBsYn8etA36KZhoC5iIJmxYRpe0JjQI3oVmk03aMpAMHXGCToV9eikrs48XgaNBMKbf65HQXM6UBrhklHlCoAF85xT3prD5d5qcOZF+bNGPzdYYsh/zPFHgBMZGznHS+XODxRLjUDnP1b8HVDcgqFOo3IBabmPIRXQWBtGNufClV5nRyLtLdMVNgEoQAk9114h5q/ZLJVC2BBorAn7hb7Kt6mYYQhveSt/Pr6jXDTXRVAbMUsvp5T/OUa+GZog06M7j4hoBlLKWw/QcWVQWKcaFNzEGeVvCHUKadYvoDTSmwb9fh39GXT2pdHWUofZDVFsO9ATFOSqzFv4E+Sn4rquRDwz9gqs+VwpkfRHc8cS93ipoBgoOjSBd36lCq5NpFLLzeRvWggBR6pgtHEsSu1zr4hO+c+plPccxx3daLt+PwWvNkFdjc6W8FKgMydQ1XcyFX/k/EDMK0IkkcqMbQR4FK3wVinwr0NzlN/t5QqACQi/8Jxb9vibhkBNdCCg0wXShvveG2l9WF23oivhrXUrpUI4ZKKlMRosL1WKPm8B4U8hMAqqmw9Ft22uX2CquKNJSonG+jBCpggqVmf9daoHvZdSyFhu8J0WMg001UZGVKyuHN1xFPbTqd0SE5X1fOOc4/prLGOG/iGaHqrjbouIqIIpAMJAMC9t5vcO6zmF5W/iNFMI9PuVVMdSxNA0hd/BAECNLdWt0hWnLNuulwINjOL+yn+il/qYHVTE6kQIIYK1fgsDxIFllLwmnNixKVdwTaeGjyf5/7P3p9GyZNd5GPidE1OOd3xDVb0qFKoKBAogiIEAMXNCg6Q1kxI1sTUtDV6y1aTd0rIl9bJavWxTsizZLWuyqKZsy5ZabUoQZYgmJIIUQRIEQIAAMRSJqVDz9IY75RzTOf1jn31iyMjMyLx577u3Xn5rVeW7mREnTkScOHH23t/+ttboNjwyADQZO71xZAzwzNIQwMJ0Bj7rcZhaKjsA6xyz25kNj42q9axmXUfAlQKuI2udN28RJ8qu5IWhC3MkC6Bc8/PEacedpUAzndhQlJXSGIVnIxiWhxACwwk9h2OjBn4W+ej2O/PpSIluyyOxKCGsQFoVK8N3BHa6VAZpuxNYSr8jqVQdkEXS87nu/Dd/eo7ATjswdGCac3u2HjNtyONWOpSm8fr7t9FtuFCpqv3Oq7x+JpK70w6M0Bd/Xa9VpkCfx3s3o0BvqtHcbWwM4A022GCDCwApqDQQsP7F+kXFeZwmL4YcKXDUn9AiHzizhS8vplaliS5zTfgId/pjRDGV9eDF58DSVZc7PkcP131vuL2CAWyjWWe0GDQL9iRv8KzpxhPlknOADdWaqaIVkZ86OBlFSFOiU0pB9ZiXiRSxA+GgH+J//cWv4x9/7Kt45tZg4e6FElxSQGkyom/sd4xSLuUC25rrNcbGafxMvGt/TNdj1f0ZYZya6J6wxt3xaDVxqmU6wXTbcZRgNEnmOi3WfvgKenLxi0xRuuGRKRD4eVE3gSQpX0nKD77TLzokme7d9F0bdVZaI5rxXDM1uBABXsN1WdiEOZ0oUTjqj81Y1whcBzudANvtAIErp8TAZjansXLU+N54w19sXPgcYKWUfannoXMLjKrfN9hgg3sDl1kVeipH6hKfy4WCyak86E8QJSlcs8haNsdrFeSjjXXTTXk7m5tmSu3U7ev0YpfK79C/a3Y8v3/p73mlrGa2Iar/jnM0yFnbrhNCcB5ujCvdxlpTgPMUaA3AdyTlOMcp/IYHAW3pjo9e7y4cEJVRvWUcIqYzf/9nv4x/+u+/Ds918HNfeAH/y3/yPcY4qdce53J22z5cmRn4J3ZMzcsnJbrvnf7Y5KXLla95fxIbSu20mnjlsUGOLnYaSHPU6bFIZYuqflsnmH48ClM4M5ToT8NOmI7ormaM8W6qxIFe1jmwrOL7Kt1dxOBZZPjz/jr/4ILGjRC5ezEvgdf85JpSaIv6UOyPQJykOBwUa1VvcP640BFgUlaspvBQTUdpf7+oogwbbLDB2YBz0/rjyOb5XJZZgKerwTimfCbg8nR+TTgPx2WcKCs4lhlCTA0+mwuepBqff/oOXjgYLllQg3PTklNdF22Ue09WXODnt9eG2mtza+vsbz5JGCZ7TicRUaCPBiGiRJ2742odhyu3Ma+mKpCjOyb1opg9Q9XlnSl309SRnbMfG6gc1fzKC8e4st3EtZ0mXjwY4qXDsWljuTFfjm4towK9jiXZKmNEAFORy16OAk056cIKep3VHMT5nnGqcDKOpuf4BeyEed0ShvI7DGOrmuxIgWYwbYzVAbu3tlu+KfFEkV6u3T3rPtR5HtaNdsMz5Ysq+gMB35MkNmei0Jx6wZBCIEl1pgWhNRoBRb4XRXOtzawBTwrcOhnj3/7G85YaTn0AAs+ZO/611hsK9AXAhY4ACyHwxS9+EXt7e3jooYcKEd+nn34azz33HLa2tvD444+j2Wze5d5usMEG5w0pBfqTmBQ+LyGpaGgjHHe7J+cHbWh0w0mME1PX+azWTUWhFGHoiOnsHU4BDTJY/uI/+TR++YmX0PBd/KUffjt+xztfM1VOZn6f6w8Gvm5TC3xZL1pX7H+FkjJM5G+Yy22t2f+DfghHCHu/2fFwt4b6qs/YVHTeONylAB65tkXnaBSGDwYTJEYRNo9FdiPfxzhRNodSaBIz4/u4CGRsZdGtVGlbT/iwP8Fj93WXO28NeK4Al3QRAlPGxEWNO/Dl1+bucRksIUhMSQiB/oQcp45RWT4zJrQibYeDfgjHKc51VewE/jm0pbume5YqhaNeiN44tqXJHEfa2rm+K7HdDijnGPOdJ3m0Aspp1+D7XS3eJkDGZc+yVWj8P3S1iyeeObR/H63xmed72ml6pkZ5sT9JqrG/1UCUKrxyOELgSUSpxvEgwl6bcpxTrfDFpw7x4uHQMgtSrdFteXAdiXSOCpgGrDq70hq+5+Arzx3hS08dIPAcY1gr7HcbuLbdWOgwvIde+RcWF9oAvnXrFj784Q/jQx/6EB566CEopeA4Dj75yU/iYx/7GHZ2dhCGIT7zmc/gD//hP4ytrS2r/rbBBhvcG3g1UaDvCeiMptgfRlZR9KzBdESuy7lOsIH7zM0+PvmVV9DwHQzGEf7Vp57Gb3vHQ2Q0YfVFz6JhEpVqUUoh0BtFtl/LHLtKSfmyDNNyBIrOmxambICveiM4Os/PrBQCe50gy20WlDNZCCIJFrKab4JwG7RoLpossuL5qDY8NRxBuclH/Yl5rjSU1khULu+95rmnWmOv04DnSkRxSiVfBkWRviOTYiClB3U2fqW1oDx+pSQK9Fk7TqUQiNMUh/3QjIV6/QPIaE4ShYbrFMY1GfEakyghcbVcm7wZ5/VqDk3WtICTVCFvArqOAwC4M5hYR6VjIsNRojCJEpvDK6XATicAe+GEEAjZYbLGCaSSAm2es1bgwp3xPhEC+Ac/+1v4nz72VXQbHvK1uhc6csy7Y7/TgO9Ky7KRgvKelbnOSgOtwDVzRHWjQhihwQ0F+q7jQhnAbLzevn0bP/3TP407d+7AcRwEAXlvHMdBr9fDL/7iL+Ltb387ftfv+l3o9Xr4h//wH+KXf/mX8Tt/5++8y2ewwQYbnCU2L4tXDwr5Vud0vHgNhlAlTFs3j0d0LAj4noNxlCBVGnJG/l+tZsXiMlBOLsTIi9HeOF7p2Kvk+y6DM2nbXP/bvQnV0c3VTuUo23ANJXzK47Vs2EpRVHymfD+FQ5OTOmv+4l0O+pNC/ne+9i6QRZJv98dTUbA88my5NE1tvuu658+LFgHWOqvNytFdgFSgM6aJofWPYiRpViP2TAamMYqiRNl85LU1vWDuXOXebLX8nKp5xiJJU20NXYEstaTch3LJobOY3uenAlSR/OmbSZziY59/HoEr7bfSOBN22oH59/LXrWyQL6KBM+3a0vQv2DN0L+FC5gD7vo83velN+N7v/V64ros0zVyLTz75JLTWeP/73w8hBLa3t/G2t70NX/va15Cm6dxJYRMZ3mCDy4mMVjmxlLUNLjjMTToehCYfdPX7dtEj5XxeBwMSQJJzoj3LYl4ZKP6zN44sVRVGsXcwzHLjl7nwVQbwosu/zO3JaoGuH7PaFTibMcQGKR81NYZ2OZewbrZfuV6tUhqTkNW8szarTpPzgI+GIeKUyxgtx3oot1tVNueigyOPKhfhC+NiXj1tk2SR8bPqCyiqetAbozeOLBvjPFDnXimt0TWlgwAygD2jai6EsLnJs+adMspfr3KuWgOeI21ppvKxvDmlvead8yRKMIlSy4zI9tHwzflLQY7L085Pdfa/4K+0ewIXygDmQb29vY0PfOADeO973wspZWEwDQYDuK6LnZ0dADTQut0uoigqGMoMpRTiOEaSJIjjy1HEfYMNNiiC3xVJcj61+u4WLrqhtwomvBgtfV/nXNcmdGaMgyhOcafPgkDrQz4XN0qzHNCzvp3cfn+Sq/GpKbIxjhJbVqsW+BzGEZVrQUYhDmOVew9n96FML65c95n+nBhBnZNh5hDhti6dc1oIJErj6lYDgedAKcpz7o0iHPZCS0dnoaNFdYD5VzKSir9VUaBnd0sgSpTN/QTIyAnn5L3zLYtThTv9sVF91nClwOM3dmyOsyszZeeznqds/vKKhsgU5Tn/hRmPkdI46K+n/vQ8kN4BPYvnlO0BgIWY5p0XOcwCT9rrM0WBnpG8LoyTLKP/U5R4u+XDc0wEOa/GvcR585xfpjLzX3sdrvVbjrxyWaXiPMQ+joN+SHMzMEUb912ieruuwFbbN2kMJefPEv1vBK5lclT9LvP50Zds6ns14UJRoPNQSiFJpl/erAxdLoEkhChIuDOd+sUXX8QzzzwD3/eRpqktq7TBBhtcPryaH928oXfWwiznifI9Y1ovK2AvwmmEzs5rvPBhyMijd5MUQH9ENORlaJardLm8UCX6LIk27XUCK3BVB/0xCV75knL5HIcWsoNxQqVc8uIzhl48WkAvFkJU1gSlCKVauP+pIGhhf2zVv9fYdMUlLedOJ0phMJ5fk5nXJP1xnEUJzUL5cFBfzEwYx0dqat5yTej+guMzyr/7rlM4n/OKAHNErh14Kx2zfKkOB5ERZMscN2lKOd1nAV5/agCuFDjoh3j5eATXWV/FkkWpCrsdH6lePJ/ku9M2ObRhQjTxwTjKKRzT1RNCYDCKESZppvQOGp/bLR9clUWIaTXuqXeB1rNp/Av6XWgXNN/dt9PEKKTIvpQuwjjFrd4Yr7t/CweDCeIkLUThBUyuuxHJqnLUcjrCrNzicj8Ui2rNUb5jBgL9e4kT3WCtuLAGMJc4qvqeDV2eSJRSUErBdbPT4ZfFjRs3cN999xmBigRf+MIXNiWTNthgg7sKfulxbprSl1/RehlIQSrQUtQrhbRsxIln+N4oRpoqeEbMpZxTObcNY7DWOTK/qg4GIRwpLf1yEsZTeXGLjlm33BCQ9W0cp3Yhygv8VfOdywtrYQzI3iispHBSJKiecTb9HSkXn0leNh8DVN4kjM9I/TvvEEDxWghhaNGTemOuqi4499tGrmZcHw2ih/ZGpAjOtFb74wpYNQJ7GmgA//KTT+GZV/o46E8QeNPRvnl7s+PJ5veCKdDZVkIYPYBRmB10TeNOa41m4CIyebKuI/HCwQAv3hnCc+eXx6kLKQQxNVRmaJ8GfG22Wx58KTDR2RytgKlrN4kSRHGK3jC25YM8V2Cn7ZMDt8SA4d0nscoZyAIN36Vo7in7T6DUD8847iwDwsy/x4MIcarRcOVUxH/eFM2U7N1uQHN5kUE9c59FeDWyvS4bLqwBPAs7OzuI4xh37tzBfffdBwB45ZVXsL+/D8cscvLIG9KbyO8GG2xwEcBTURgXdQvupZfieZzryBigwkTDUpXRQectUtjrT/9eXFmAfz80pX/K3y+EWYDHqcKxEUKqsyrn9o8H5eMCcaoxqGl4VbV5GqRK43gY2RItxfarjnnqQy7EWRxDCGFUYbOo+yjMorh8yHljnbdLlJ4SwZq3T/lvCWAYxmR4mTapPqzEbUP7r1/Gl8rD7HYoJ5Qprcf9CeJUwfXWv3Rk5svHvvAC/uo/+yw8R8B1HLSC5YxGdjzl87CnxrSgElO9ms6w2scGkGqg1fSghjHCOIHvOvjK80dIU72U4n35nPPUXirjNO1cO61xrXTR6eEIAUdUO2bqwEZaeZ4amtJomtSk97ca6DQ94+CoYVkuccwyjocR4iRFy3eQL8GrtcZ225u/cw1wNHm/24DvOjOdRxp0XS2z41Xu7L7IuFA5wFVQKss90lrj9a9/PVqtFj760Y/i+PgYX/nKV/CFL3wBb3vb26Zo0GVsIr8bbPDqw2W2GS9z3y8D8gs1Ll0RJUZRec61FwIY2BrN828Sv1USpXE4CCuNvvMGUV9THA/rl9rgbcZhslTUugpK68y5o5nqrDGJU0SGNnkW8qfn5UBi49JzpMkZ1JZu3BvHKz3XWuvCeGP67O0eGa9CZmyJKjFAIQQG4xg3j0emJnR+7C9/gloDDU/a2rVspFtb5YzwzZdO4EqBK1sNtAN3RQp0ZkwVnDFsQIJyuFkZfJ0jUWuNtu9maSwCiAs59FX9ze9Pn1mJKXLc7eYMKwGKbPbGEaSkY7qOwHbbn2pnGThSoBF4lsKcao3eOMZgEiMT2cOUqBz3h4w/cpiQkTepXT98IUwTu53ACHXVO0HLBhqGtla6bVLQXNUK3MK2q4LykKn2+by2hMCGAn0BcOEN4EajAc8j74xSCkEQ4Id+6IdweHiIn/zJn8SHP/xhvOUtb8Hb3/72TQ3gDTa4p6ALeZbmqw02mAlWyQWqc5M1aMH81z/8BfzO//Kj+EN/8+fxpWcPAcyhg5qvk1TheDCx5WkEgCjVOBqcvdBOVbQoSTO69zJHPhlFSE9rQGGaNqmUxuEwwomhTa7TH81N9cfU93I/CnU313jcMlU8ThV6IzJKoJcTvFFa25zKokrP9AFniQGW6bAcbTpaMdqkVLG0jVxwDqcBt0sOBIEkPYUIFjIDjZwxRRVoKc3zMayXG53HfF0pgUQpXNtpIvCkFWCqumacqjBVo3rGccrPU6qyutQUUZVoBZ7dZrvlLX39XEei2yIRKL4Hd/oTDMLYjh0hgFgpEt6TWU6zBhl/tlySoLrYbEyvC4HnWCcjN8s05W7Lp9JkueNx1P1wEJJTYg305Vng+9JtePDkfCN9Y6vcfVxoCrTruvjRH/1RS23mz0cffRQ/9mM/hueeew6NRgM3bty4m93cYIMN7hJWybPc4N7GTDvWRIi/9uIJ/tUnvwnfcfBbzx3in338G3jLH3/3QtNhFCUYTVjpVdvoQlgh/rQO8AKQ1XsdJ6sLa3NPjfjRMhZwIRoFotDe6Y8RxerUKrZnveTr56L2mVAminU3l0UFPV0pDd+R2Os2bM42R7nHUVKgQC8UvDEbJqlGbxgW1LyFEAhtzdVcXvoMg0pKgZN+SCreIhOci5N09vHnwHUk2g0Pd07GEFIgUpSv3fLXv3Tkro2jdHWDydg+saLIZdNE9iqNDZ2Vh1p4OHPdo0ThqD+eKqXDkILUkG/stfH87YGJ1k4zQrKxUU9EbhbK55U3uNq5SG7lviCn1HY7KAg2lVmUrpTFaK9JJemNphXL5xnt68JMm1IItBouOk3XRsnJCUjOhcNBCCmK+cZKkdDbXrcBgMb7VsuzKuqrzBhaA90m1VOu2l/r6VrVZ0yq2GAGLnwE2Pf9qdxerTU8z8Njjz22MX432OAex8aTukEdlCmlU3RZph4OJ3AdCc8RaAUuJhEbD9XjjCO7h/3QiNIUfz+P4VleFHKO3fGYFn/LGK6VNtol8S/No0DXz3+tRl6gTAOAEGj4DraaFGmTRlmYlZzzy+c61Oyq4SglMRbq1qtlo8YaQsaIHuRo7VO30nyRN/C10vCkwPWdJpqGhiwE04YXKSeTI4nzhasPWtF3cwFORqFVbF4FbFT2Tf57nCj0hpF1TAFshEirDC6WGBuLnoU4Vbiy1cAj920hSlKI3MPHolg7hjbPInt13mHTxuX8eP7C6K9xDDU8aceeFAKB52YUaEMTz1PKtTasgmGEKFHWIbTTCYzIly5EZteNeQ5MVwpsNX1olY3XsZm/j4fhnBxsatSRAi3jODiNRar0Igo0OcXuhsjcBhkuvAFcBZsjozU2eb0bbLDBZcVm+rp4YJqcBrJ6rvNg7uGd3gRhnF4IITMNQAppqZXLLPATtX7aYh7nfXloLSsQJ1lEeFXkd2XGQDvwDGW0ZDDknu25KrNmw5OhUfWlLy0W1RA2jVjhs5NxVhOajejBOF642C4b+EIIOJIounziErNrw+YhRC5feAlonSkFn1aQiG0dpTWiktigNr8PTOR1XUNSgCLA3aaPd3/LdaK0535XWqHd9HDjSgdJWr80mdY6o/4aWv0ojJEoNbOFupcvf48caZScOaddaZzkWQkG0jAW8sauEMCVbgO+I6FMZPOoP7aaC+sC1y2uGltKF2nzAhkF+mhQzAMHDMPFEeg087nT5/NS3jju7z4upQHM4Pq/G2ywwb2BV8vjzguK272xoUrpwvcbMCjPuzeMKLeLvqqNwvU01LOTUTQ7GoZsYcf5kwdGyGXW9vzdsRFZgRA2YhYlKQ76k6X7XcZM6iyYOluMcAG0SO2NeYFfP8J0nKPQnq7PRdpklCrcPhlP5eidB6Sk+0h9WW/bZcNSlgytuayDHEZhaujb2d5CAMMKtd+qZoTpyzgq5rvy93XW9VUGfivwrCMoUcoKRy3T1iJw1xLFOdTrKO2TH3/Tv0shbI782taRgnNnFd79hmtoNzx774QxGh/c76DhOXMFWwtNCrp/O20friOsIvfJkEo9zeq764iCcFVdlLeXpaipECSOFSZplnMuOA83ywGuamsZTDFpzIja7QTwney4ABmyNno9o6HjfjjFzICJyHcbHnLNrdxfAWEN7tmnfrp32gbrw6U2gDfYYINXP/jdkCqNk9G0F/cyw56HieAMxtFG0KsEIQSiOF2KLsabDsYxUpXPhxSYRNVt8TeH/QniRNHL0QjBzIsKZKqtIeIktZEnYX6Ll4iAlGvwcr7YPKM91RpRSeSHjf3eAmN/XdC6GDlRSmMcxua6Z9+PwgRHw9NRXC8juLzMspRHKQQG48g6YDjKXDUPsqHLKtt81/Pli8xXtaBBxsF2y4dS1JckpYhgvn/rRH7crDJiNTgXW9nay0eDCFGqiw4dzXXXI3tP1jUehSAl9YevdvDQ1Y4VNmMF+oeuttEKXCrFM+fyTVHipyjQ8/uxY9WS6/Wbt3PdTPWb6mdT7r8GX1+BOFEmp7bYiapDLTtEtNbwPQdXuk3av2bfPUMtT0sONlcKjMIEkySx4nRC0P1ntk9dDZFZ56I1Rf5HYYyr201c3WqatqvbXeWdtsH6sTGAN9hgg0sBpUn18tXK+pBCVEZ7Nlg9aje0okgAR9TiRM1deJR/qXvonhE1Kfe1Tu4pG4m98TQNVgiBcTg7X8wRonIhuo7xxBTaLCpcfTV8VxZ+S5TGYBRP9Ws6PzpbTPPxzgrrnja01vBdif1ug0RzpDB5tNOlsKS5R5UGo9nwdm9kKfT5fen+Zn/PmgeFMbCOuCb0mi6mKo2ffESQ6d6nXseb/VOtMawYN8uA1YtPjMIzO7wKjiWz3XCcZFG4NYByfAUCn3Rr3vm6q5jk0iK01nj0+hYCr5grW+w/fZ6MWC2dhOi6LSNqdUb0CTbWrpjxLE0k+2gQEsW/tH05nZbnJ3vrxPIOwDyWNpxB99Qa8IIcIUmqcDKKaP4y2yaJxmAc43AQoum7ePT61oK+0Jja7zQQuA6lNOSNbEfA9xz8tne+Bh9664MkkufSxD/rNF6ly5hLhQutAr3BBhtskMer1fhlnCUFWikNpckgO0+q9d10ck/nrglTD1IjcAFoQIvTUd/YwD0chrYEEkNrvdQCuz+OZwhpTfdQgxbDVUYzR/56RkDJh8zCYwswFWlClhs63QdaCD9zq4+r20285kon1+fp7SvPQ+ssOnlKVI01bfoyMWrc6xj5Wd6jsHU/OQKb5I2FHBX+yVd6GE5ivPk1e3PEeIodFwKVystT6r/mfh/2J+g0vOx300aYKhz0Jmhf7dhxU+s8BUUE+ZzLquYnpzRW82cAUKQuRSlauyK4W9WXmnJUTwZhkXFzylPRmnKk24ZS+97Hr+OnP/W01RRoBi5uXGnjN587nK3ObL4fhVm5sKw+7/zjr3tWZzr3oRFHg+axJtEbZTnISmm0Gx6avoudbgMH/RC+K2nc9UNstyjHtjxW6lLzF/YTOYdUxzikBJVhGo5jHI8ixLFCw3cRJSkeub6F19/YwfEwxO9//6O4b7dpy6jOG87Tzk2B4TjG+990P/76H3uXve/Hw3BOuBiFEnntwF3qmdxgfdgYwBtssMEG9wCkFOdK+eF1DZXQSeE3vAslWshd4YU9o7wMWeR04d8P+qEtacHfxwktHoF66/kyBboO+qMKo5mNpyQznhYtstiQv90fTxny8/okhcDf/TdPIEpS/PAHHsNf+D1vMQvl4v5ct9SR0/Tn0y79Mhr6BFGSQkoPKs1+p1q4XP953bTd4t/51pXWCHwHv/nsIf7M3/04BuMY3/nmB/A3/vi74Tp0wflajE0OsJez2Pi6jcLcycyAY6ie4yiB62S6AkzFT5ZgAmQGhYMr3YYtLZUkihb3vN2aLiXbnv1xjDitdrYsDdPI4TCklIZ8ZN0YIbFSGEcJmr4zo5Hlkb/Kb31kH/tbDfSMc8xzJF57rUvnWHNeYeQj8ZRPnCvLpTVajsR+N8i2XzDX0rxHObX5fhcyKWY48IQQpZJjQLfhUd7xnGP2xpHNaZZSYKfjo9P0bDR8bo9Nw54jsd1tkIK3Iwt7CRSfP3YMHQ2IwdKWRD1+40O7+Kt/6B2F5nkMXt1qznT4zYKUAu2GZ8teLb63Z1sib4N62FCgN9hggw3uEs4zoP2pr93E//wLX8OXnj08v4Pi7kaAC8hFw+70JiRawouxEn03X0N2HMZTNNBck9aAPhpMbE5ZeZuzhOvIyhe5gKGULixbU8Qq9ytVCkpp/Oxnn0WUpHCcaXpumiocGWOkGK2eD2XUhPlz1b6fZrHDomiF70DX2HXn51kKEA00ilP4rsSnvvIKnrnVt0Ym42QUIZ1BM19mniiq3GZRvJ6ph1o+ET6zo0FocmUFUq2x3WlQ7ud5PL/mGP1xjDStrp27DMi4IKfBxJSbmXZsGdVsc13mF65ZDny/dtsBfte7XouDfog7/Qne96b78dB+G5MoWfqeei4LTGmrZWDzvTVH67NR3m14M/NQ+asoSS1VlyPhV7tNJIrKG8WpmprXpMlfPRqEcHPOGi79My9XuT+ObXoAKU4HaPiurW9dB0IAXsmJpnLR35QTmE1fHClIYd04QZTS6DQ8m/tbdhQs+05WGthqeUYHof7+AtMCYxucL+6pCPCrnT65wQb3FC45lUjrrOTHWa0xU1OO4pNfu4kf/YlPII5TdJoe/v5/9F14+yP7U8bfqx1M13OkwPN3Bvjr//IL6I0i/OB7Xosfft+jAIBjEy2AydkcjGIkSiMAZtIk41TheBiZBc3pFlTLYpgrh1I1js7j/grAKtQe9ENc6TYq65amqcbxMFxq4cfbrvz+NjTkuKbqbhWEEHDYGDSf0tAl9ztBZe53cX8AZmbSoJJZ33L/duGGlfdn45WVxB+93i0YIZXnmCqMJ0mhTAxT2MfRfEdIGCur9syKvtyPwqHO0CAeTGgslw2cZZBFqiP7dxl8bUnkaXF0fVUorfGnv/9xXN9pQCngd77rYUghsN32DU3XRHKHbIRXMFBAjqz9TgO+K6E0MRqOR6EtpcTGe/7edJs+HKfa7cN5std3W/jgW28Uj1fzMUsrBoKwbfM40oUc4PK4TdV8gcFZKLNL+H66TlU+uijoM6RaY68TUP8U6qUjzAA7P9uBV6Dt73R8+I5AHGPqhnJf41QZQbnOWuj3GyyPe8oATtP0QlHwNthgg9PhMlKJ+F2XKHoBnqUXmGe7Lz51B1GU4oH9Nl46GOILT90hA1gBcn3svzPFae04bRqJE6I9fvRzz+Fjv/Ec9joN/Lcf/gJef2MHb3l4byraO/e45mbGicZgFBUWeDw2o7Mam+bYJ6acxmmMhnKzq4JVY9dpc//rX3sGH//yS3jN1Q7+2Pe+Hle2GjZfrw40UKBBeo5car0pBPDs7QGevzNAlFIUKU4VdgzdVCx5wWZRU6ksSrH8lKUv53KkU6UxMFTSCvPUqg6Xj8n1WGd1N78PG10AcMUY+FKSMX7EZb3WCO7TYBwjTRU8xzk1dYLXescDuq6+40zR+mMj8mQ7sS5Kt84+fUfi9733UXMI+qFj8nkFzs4IrxpnUlLpp9/xrofxR77nW7DbCXB9m9SWee6a8q3MuA9TxqxxCu11MhGtMFGmDNx2ZRurXu5Zz1D5WykEwjjFySgiB53S8FwHO13KSV7XPFV2BjQ8J6PcV3gm2Sk1qllSbIOzwT1hAPPL8ubNmwjDELKOLOcGG2xwaXAPBTGXAtvWJyOiniWpgoaGvixK07mFZJIowF9u9/K44LXIwSDEK0djbDV9dFoeDk4m+KUnXsa3Pby3VISLGQe3e2OECZULscaLie70OLpzRpd8Xa+zLJd5UpmnW7+d09O++Z395Cs9/LWf+jxSo+TqSoEf+13fBgVgWb/NLBr77D7Qufy/P/Jl/NSvPImG5xgDdZp+eRrw7qxOPm2A6EIt2VRpDCdF8SltfhtNkoqawdO5u8vAc2UhcHCWMYRRRP3PRzVXBV+dME7NvV+YZToXusbeWms4pnQU90EjN/YE4IjpMVP1/qoSjDotpCDH6307TTx+Y8f0GTYdBAB2uw34rgOltK1hHZZzqAGEOXVtjYwxcNaQQqDb8KaeZw06t90ulX9SWsN1BF45GeFkGMGVEgpZaS9gPf4OpTV22yaP2lBE6twqgQ0r9W7jnrAEeZBdv34dQRDULkC+wQYbbHCeEFgvZZXnPiqNgkvJgJECVk0UqJerx5fQUsxzETWlDC3PLETTVFFu5ldfsTmdy66TmTZ9lnT2WVhUp7gueNQlyeoiRBpUd/OgHyLKRTMp31LheDCBU0lTLLVjfn/laATHIcrobifA07cGAIgCukyvHClw1A9tFHTRTWKjYByl+OivP0tjZoZSdSNwK3O/64JPJWHDr0CLJsbCQSnqWjVHUM1grntdQftdsX/nOWWMxgnR+U8xBTL1Nl87uXo7FqmbLsFVzjtnkaY6ZB1HCjSDnGK3+c6R9ZJzeJsh19HWtH878LCMD2eWcaUNZVdpjTipUpwvbz/dhtIaz9w8sSJYqdK40m3Y3/Inuq7XGTfjSIFu07c0a+6j6wi0fC8z5jVFvEdhQu8/R0IpYoCwwVqFWXNp1dc81hpefVNKCgHXkUj1+tTvN1gN94QBzHAcZ+Nx2WCDDS4ezJohVhq98fpEWZhC2RtFkFLaFi+fGbxcn3maPx6GJVqyMDl3VCtVaxIx8VwHT7/Sw63eBHKZCKbZ8E5/gihX7zOPZRwayxiyvOVBf2Jor7MXvMtglVekzWtLFI6GEZTWlONY6keUKMSGIp3vVVUdY4CEoaJYQWkumTL/XOZd6yohq0VIzTk4znR5FDZnui0PjjNfCGseuN0DLjUzZ5tFqBx/EgXq8mkN2mX2r9tvbnMcJjY3dlWws+XIGLZHtoZ11XE1koqAiJR0v/OfWpNoVh2cxiHFz/HJkFg7ChSJ3Wp5hWdq0SW6utVA4DmVAmDaaD/Mu84aNJ7ihFgs0iiiWVq+qhYr4zxcgWJ60rJXZN4lLETDBUegJToNF63AsxFgT0rcPB7j1skYrrmHviux02nYfcvHawXFagUadK0CbzbnpO7tFoIcGzdPxmj5ri0btzFL7g7uCQo04zJGPzbYYIMMr2YHlhBkAPfHsc3LOg2Y9JcoheNRZBdxjhQ4GNBi+F4UoRQCiBKFg8HEXhPXETgcRPjFL72I/jgxUWNtVaMP+hO0g+kaqjZ30ZQEyYOiiAJDk+dVJ5f4dm+CME5tPu9pIrGc/3a7N8Fj923VznFc9RHLFryzHQFJqskZY0I0FD1SGIzpGpVf0XGqar23+XBUZqUUjTXR3NDUM+1U3Mdp0MU6HEwQpfOjxqssK+pQXnk7Kh91+hzRRf2cdd+3u4GlQbtS4nZ/vOBAmTOvbgku67AaG0fdGpdqLLRUFelMlMJgzOJgWS//3W88j5/7wgu4sdfGn/6+N+KJ5w7xd//PJ+A6AhOT6nDWy8m5z6HImB8c7Sx3Z9l3JW+9323Ac8mAdByJmycj9MeRTYuYZYAzJflKZ3bZrDrguasxx+CchVRp3L/TQuA7SJWG60q8eDDAyYBygFOl0fIlrm6Z/P38XG4u4HbLK6YiaKJ377T9KZVnEouTVg+AUS7VJAQ5/x6+1sUf+Z5vwe2TCb7j9dfw2mtd6zzc4PxxTxnAG2ywweWFUhpjQwu7nDHMaZQXvWulQJvVSqo0TvqhNToAkdV2vMfeuxQd0jjqTwrRFK2JuvvZJ2/j2lYTLJ7K0Y44UbZkhpDTkRNnRiKuFAInoxoGsO1HffpdXdQxIHlhmyoqCyPXQOmt/q1oBuVzWiu3X/KY/VJubL4dEpOqGcEz+8SJhtLrfUzKUTEeOb1xNMU+oOujMBjlVILFcjr3WtM4PLKqyOUNkBNTU3AEifowTdSRouBUqJXfKChCWLcEF/cpjNK1XetZ7eRzXlOlERp17FRRWdlnbvXxX/7zz2EUxhianOonnjvEl566g26Tov3nabAICCRK49pWE4EnoZSG70kc27rW2fy1jm655n5jwf0+i0vATjTPdbBj6hNX3ciqYwsQu+f6ThO+42ASUc3xOycTaAVIIZEohXbTg+fmJvgSltKAME5OqyRtOiZEuVSTMKWsHPzud7126pw3uDu4pyjQG2ywwSWEeYskSmMwql7gXiqY88mruZ6NOU+tDiYJwiQtiCVd8it4KhCVFnBzlHClNRq+i9989gBP3TxB4DkFurjjSDhSwHPkVAQAAPqjeGbu4umGK+evjqfyV7l/Wf7xaY5DUFpjHCZrX+BzVGcUUkkpURr0dZ/pRVtVtZOnZ9to1BKUxUXYbpPoTr1I9XRUjK91fzx7bmMHiwCyawgscR6k4Ez/rt4mf2+01ghMXuOqzLllnHls0p+MItIqWOmI1WBRN2WYHntbgT0nKUT2XBm8eDhEqjV22gH2txr46otHuHU0wk47gOc6d23unH0pqfzYTrcBL1f2iOvyVmGeoNaia0/Pcm7OW7T9ggaXGV7c76tbzewZMBCC0lm6TQ/bHR+pMU6V0hTbl1QJ5vpuC76z3tIHlfT6iu1SpTCJUySpqiwjtcH5YmMAb7DBBpcGl932zaNKzXWdKBhIKsvdupehQRGOo0FIwig5LqMjSUToK88fw3cdaCOA45nSIf/Hrz2Df/7LT+KYo3G5izkJ45m5i+u4v5X3jR1DSTXFc1WsbPyKXD1kMZ3DLgTQG8dZqZ8aKKb6rV7LlyNLk2iN5WbMOTQ8uZZ7XGm8m+gt6wIAlBsaL5EnywYL1wGetVs5snyecwWfyzg6vfOF0jwkbveIqp2yArSm367utOA6EkqRmNrRMIukAsDxMLKK3KlSlvpbJwdda00iS3Oil+eFduDavFeGFdRqeNM7mL7udjIVZUcKHA7CqdJaQghMTL62lMTO2jPnvNcJzPeilHteGrOmY567PNukOETIyN3pBFZs7P7dFtK0yCYQIAbIA3stYyyvLvaXnYKG7zm40m3aY8zbthW48BwJ11nPnLHB6bChQG+wwQYb3CWc6UvQrPsOBhPESQp388IFQNf8eBShP46mRIe0BtK0KNoipcDf/Fe/gS89fYBJnOJTX7uJv/2n3pej4ovK0npseLDxclZXf911pFcdk1lN02SaEq4597pYOmUWeEF81J8gSlIrRHTYX62WL4RAklI9UCw4tt1AGOdRRQkY6qMu9HUV8K6J0lYEq9yeEAL9HEV8ldsjhUDPUvEv1jzA9zFRmpwnS6nQzWm3ZpZH+VCJyTvn/er6XARA5bnkfMGkyj6cgbNhu+3DkwJj7pzOnAOdJhnAVUMh8FxTMk+bNABlRa3yyI8jDQ3XRJ9dVxacXyyNYNMrDMPAkRJXt5vYbQe15oR50IA9PgBc22lSukOuUQGi9j98tWv7ta6pcxHzRwhyEmy3fEuXvlhP4b2JTQR4gw02uJRgamOUpFmZkHs8wlmFk2FENXTNIt4RwNGAjbKzfw3fzchkda4YTP4v/ThvyEgpMJok+PqLx9hp+7i61cAXnjrArd6YImYio27KsvgSyPDoj8/G8ODmZh17KVTQ8ld9mBwp0RtHSNNsUatBhsHRgEoR1b0Wp1cspgb4njMNuC4mcTpTRbcV5KJop7y1XOt31nVxTrNSN1TQKrXjuTB92clRvKUUdu5YN7TWVs18HdM4O4buDLiuNfX/sfu3jWo3/X3Qo3cHX+HBOLbXiiPJUayWMpZmjVv+ft8IRVVFSWe1sez0UVtFufxbaZwswzSgtqt/JzG3xM5VXNpplWd81j58Xte3W3R9C78Bgefgvl2K1i5r/HAEe6fTsO8PWoMUjW+ARLCudJtIS2yXe52BddGwMYA32GCDSwum9cbJpp5eGfyu7Y1jxGm2gBOC1IHp32ffDypjsxpFl6NDqVIYhdVCSVXgQ5Wpe1pTpOLFgyFGUVKrnqwQgOdKI4JFbR8Pi0YA1eysbuusovzc7LxjL3v809LyeUHYHzNNdzrCfh5gg7vd9KzoUZJTm66LWZEdiuaQAXxlq4HAqOYufdXM9VDW+Mt9yechBA77qxudGjCGa2jrji5zGwJPUmQadO6TOHMi2PriK/cu60ySKpwMJjmxvvUgTbUVihJCoOk71inDQlh5RFFK3wkaQ4c9ZiGsL5XBc0QhSlqlfn6nP4YrqV5s4Dm4utU8dYmoeeBmOXLMDoKeEUdb5OXJ7+8aB4MjhXVOk/BYsY15hngVykrN5bb4myvbDao3nutbqhWavovXmAhw+XS4a1u2/1VnZ8o82f5o+K6DfVMDuRz13eBiY2MAb7DBBpcer6aXzboihVagySxgzvvlzMfvVRx/GVDtXiqpQg3X2wcADvqm3q/tFBkDJ6OIKH51oxs6ozRHSWr7whGbU0XoKvq9DNwS3Ti/cEtThf64Ju3XYGUKtADSRKM3jOC5slgh1FAe7/SXi6Yt2xN2mGhNUZlWw7WR1VRpRCYHuO66e35d4cXbzEJ2n6mRJNXolWpWZ9vCOqz471WwKABcbneW6nN+u0lcP5q/CInSSz2Ts8DOjzs5w4sp+EpptAMXnpS2Fm5vHNloLAAMwsTWCAfOxmlTp8k8hZtzTbc7QZbTvHZQm+3As7nDQtR3YLJBGpiceKJNC8TJ+i4gX5O2qdXLfVJKo9vw4Dn0xfXtJgLPtaWZaBug6Tt4cL9tzrb6hPxc/yv7MKdfdfu/wcXAxgDeYIMNNrjr0CtFOueBFwdHZmF92V++61hnczTsZBAao3zJRoWJVI24pIyhQA+nS9hoY2wfDyMbZZp1C/j7cZhMRaTmdAUARYBZy0sKAd/L6J2p0oX80YVtitVJ8SwsE8Xz6+ZW7lvRFkAlqwQWhxgzhwfn0Wq4jsBDV7s2qurkcmkX3XY+XH8c2ZzwWah5u+xxmQpa/r4uJnFqS3jVOzQZeieDScaUyfsmzGdvFBNlE8UI97xjrOeZpCMc9EJEyjhH1jBXpSmVLTschIUx8fCVrlXel0JgEhHNnZ0P/cl8RkUdnJV56i7haONatKrCYJ4n5pVqXYiuLnxWdFFYS5UeiLOoNV/un9Ya3aZvnYH377XR8JyMlWEcYNd322gFrt2vCsu8J3kMsWL6vHY0ANcV9t8b3H1sDOANNthggwooralcgZpdTmIVcGtHgxBRmtEmV4l0zgMvPHpc1/V0zb1qIEDRplXKu0ghEKeqoMoLAEOT2zZ1LCEQxoldsClFuZ6zDn0yikzeWB1qds74tgt8ia22XzDK6kUoaYdVSuxM96u69Xw0yX7PUSJTn5f35c+DwaQwdmddF/42SbKokNZAu+FR/qdxDnBd2rr2TX8Sz83NBXIU4VrMBK7rG9s+AnQPrbJzMXAOx6HIeWjyl7OyV/UtCza85+0zCrNz1Ro2x7k8/50VeyRKUmusrWOuYiOXosrZGGgGLvgiCwGr+Mwop00sA6WBwJHY75Ii8ro1FuZdl/J8JkS5Fi29exwpivnrdgf68KRAp+XXpidbYS3jMNlu+YUca6uyvab7yscsI9/f69sNqplsbH+6zylec7Vt88FPDeN09B1hVb/z5+i6JQq20pYqvWppsQ3Wi40BvMEGG2xQASkEXFP/9SzWfOEMatm6Fpi82D0aRDbXdZmo5KsZp4lyJqlCf8gGDF29Mg25uE92NC7TwYvzqvaXxTpUoLkvy5bYqcKsfaUQOTp8tpGUAgeDydx9+bexKTdV59hKazR91xrAQgDDyfxSQFV9XnSsXRaJWqJhNkj5v1FIeaezdj+twBk7fXqWDj/d4HS+Nm2z1SRKLEdJe6Mox1JYw+xhmjgcTBAly4lN1YFtTggkSmOv48N3HSrVIwR6wxBJjqZLec0rGGs5543rnu/SWmuNZuBOjdepczAOlS1jrFZdamkMZL3MgEY2RltMoQbnjC/ndOJ+zzPAF9GUm4GL3Vz0WwrSALhh6M8rVlOr7mupE/z3frcx9Uyfke9ogxVxTxnAF03+f4MNNrh44NfZ1186wU/829/Cv/jVb9rI0Todt2c5HXE3E6VxPAoLpUVYBGtZAZINMppxz1CgLc14HNko09Q+uX9/4iuv4COffRa9cby2usxxqgqRh7MwXuuAnCvAySi2Ru4as/8ghcBgRBFq89VcKA10mx4cU9NUSoHBZDlF7rNcMzhSoOE7Jn+8TBvNnG4cPTrNWBGC5oLBOFm8cW4fAOg2fZMzS/0ahcmZzB2xKT90ekXtrOzTKExwkqNAe47EnsmjLZbxyZAo46A5xSme59TKuc1cYid/7EVq1LOwtGJ4ft9UIb/3sg46rSkK3W1OR6n5llUJVeUfVc+RuLbdsGwW0gRw8OCVTq3j1++rRiPwKjUgNtbGxcc9VQc4TdMN9WCDDS4pzuPR5WypUZjgL/4vn8ZXnz+C0hrffKWPv/T73nb2HVgzUqXQH0aQkmsz0mt54wtcDRqmHq2h9UkhECmF/jiuWOiR0XbYG8NzJH72c8/hL/+TXwMAvONbruJ/+NPvR6dRvwxI/p7xnYxThcM+LfCV1vA9Kr/x0p0hxAr+7dOOCyEERmFMok36dLU9q/pTt3+06NUIXMdGiqQQGEeJjWROZ0Zm4D5zTnaZmlzedlmDUEqBX/zyS/jkV1/BB954P1oNF2GcwnckwjjFmx7exUsHI/RN+sJxn/J3G56z1PUkQ46MSqU04nS5MlBAUV3Xtlnn2KhHv+e2jwcR4kQhcJ1TU1SFIOEwpXTBCBIC6DQ9bHcCHPQm8FyJMFU46E/QaXQQJQpHbDCfqgfnj/IQpNxUZ+k1rxQC3YY3l2kxD92WX2IMxIW6ynNh/A6eFNhq+uar+Xsyu+HqFpU3ShXRvO/baVnxRaWIDfLAbov2mdNk4Dnm/s8/fwHjZMvV9t3gcuGeMIBJLU7g5s2bCMMQcg5dbYMNNrhY0CAhnNu9MSbJ+kRSKo9l5ooXDoa4fTLBfbstTKIEX3zmAInSGbXrbA6/PphORonCYBydiRDJvQpHiCxPG0SjmkV5JGEoWoz/7OeegysFtlo+vvjUAZ547hDvfcP1+QtNzQstjUmcouUvfmUvRTXUbODQYjVOlF0wr/KIsfoy5bcrNHx3JacznwLnYy7dhFn07rR9eI7EyJxff0x5rtJZcJHM8QajGKmanxPqSoFOwzP1nue3m6Ya7cDDL3zpRTx7q4+bRyP87Gefw+/7wGNoB2QEa1AEq9zUMmrTSlOd4v2tAM/eHMBzJeKUjDt7fmc0J+SdMzZXvsbxbM3lNc3vHMQtHFYblWiRGThaF0shrZMeWxflS0Oq4DRvK03vnatbTWyZ3Ny5l8ictyMFdtq+LZ206BniPjhSoNv0rcpyvdx2Adc8U1steuaSVNm8e6WrHSc8/0x9j+WdStw8G8D377bMsyumSyBV7W8+d0x0mefeRUhnDJhNrO3i456wBPnBu379OoIgmCr0vcEGG1x8nMsLxRzjaBAi1SZHT9P3l4kyzIu7w36ISOkpp8FljACv0ue13zGdlVHiRXOSKgxGkVUbzkOZKOTzB0N87fljNHwXiVIUZahNwwWiVON4MDt/s7x9octzNheCFrycw3zQ5zzM1QfIKdmjJndQmP6EtWo1Z8c2DAcIKE2GJAtUVQkeLW5vTj9NM64r0G76tXImNaim9JMvnUBrjQf220hShd967hCeqSUMYyz4rmONkFRpDMOicNbc42iqV7rTDgr1ieftW77nfJ30ChFgYfJt++PF9Yu5T4PR6cqlleE6Eof9CaI0hSMoItlt+Wh4DtoNF0qRUGBe1T1KTl+LuE7/89vkReAYpKae2rQKYcS7fNfQftdAE5+HdIlnRGsNz5XY65DAU1qiQLtSVnaXngUyttf5buVru7fVQOA5gNZQSmOv28Bux0SV1zTIlNLoNr3Cs8OnUo6+K62x0w4K22xwd3FPGMAMx3E2ecAbbFATWusp+ttFgzBRq0MT2VhXX/sTymMEyEA46leXEDkNziMdo8f1bsHdJmO4P4qzqMdFvsEAIGhR1WPl3AWb8++J0jhkFeF13TNQLmnfLNYBitYMJ7FdBAlkizCtgYbn4DNfv4XjYWipcnGqlipPVNER285xfwLH5CJ3Gh6+5f4dMmKlRJSkODL1UKtyAweTBL/w5RfxuW/eob6fJgcYZFCcDGOrvHse4NNSWmMUxlkNUgE8uN+GK5HVfB2GS437WaegNOVcArQIXnYBz3VWk0SRUu4gtI6HRKW4vtPC1e0mEiPUFCuNYyO8dqc3tsbRLBD9W2K3EyBVdIwoTm1tXF3Ylj4H4yzarbS2FNSm75r+kjE+WSBExqhLgeZNuKbw6Z9VmuOGk9iU5BLQJpLpuRK+J9FuuJbtkyqNccQaDzqjvC8Namu324TPjJAZFP7dbsMKcTkFETgxta09K326PHCAn1GBhufM3W6V0+f+ZnWE6ToOxhFSre1cxekaniNwtdtAO3Ds81oXO+0ArisL71D+JzdzY78NKaXRvFB4YL9NYnU1I7uLT5juSbeRUaDzEfPdtm8ZDcJs2zDlkjYG8MXAPUGBZmzyfzfYoB44CiPyf9/F/syDNi/XtbRlPtnAEb5jj7E2mIt5uzdBGKfwSgVk12I4mGMcDULESZpFDkz7kzAu0P4uMoRZWC5bH1lrfSaGmBSZARx4jlV2Bog+6bkSW20Pd44ncKVAbxzjo597LmcgC6SpstGxU0VLNUpCLwIt3y0sKMtDl/+MkhR/4R9/Ep/5xi0AwF/+/W/HGx7cMRG/1a4ZUR6NIbXaKc3FPKMqVRq9ERnAChqB42Cn7VsxLjbsJtFiKjkfIk4o/aIgtgOitXMpGY3lIwk69+lIgdsnY2gF66zxXDGVtjDrflb1PVUau1sNNAMXOjc1zjNch7mST3kDeLvlwXMEJhGPfXJwVFXSWQV8Xiej6FTMg2KbAuNJgv4ktjWTYZxX0CjkgCutERnn5tEwV5puxQdz2QjweYHP1XMd7JiyPeWHlJ0C+90Aad283RK22x58KTAx13k4yUqr5Uus8by8TLSZ+xMYFWgGOaSKA/JND+7i8Qd38OVnDtDwXfyOd7yGztGkVC2DeZTsZQTDNibIxcI9ZQBvsMEG9SAAvHgwxM2TMd700K4VX7moRvC6+sUvqP44U7JlCurRIEQ7cFd6gVYfa/ptmCqNMStOn6Zt83kyipBUCMtcRibMKn1e+1lqzm/UOB5FaDc89MYR4lRbL38zcOEa5WHPlRiGMb75cmQprrxwq6LNZTVeUTtCmTe+uKzO3FMwfXjpcIwnnjtEt+FhMInx8S+/jAf2O6c2QtZlxABlqigQK43eKILvNqC1huPIyu3JIUC/b7cDvHgwhHAkUcmHEfY6wdznmNvhOsRV4OfJdyR2u4E1tFZ5btkw5f4oVTQM6kZTeWulNBqeg91OgEQrOILYAifD2UyZ2RToUutrfqi4OYrer4eQwtHem8cjhEkKT0qkSuPKVgNSCOx1GtbYTxKFY8MgimaUprtMYENXCIGdTrAcndns77lyZWOtnNfrCGFYGdUG9SqXuuCQMm23rUeGWmw3XPwPf+b9+NTXbuKx+7bw+I0dAMvPT9rkYLMqNe9NaRakM8DbXcb36r2MjQG8wQYbWKRawxECH3/iJfyVf/pZhHGKNz+8h7/zH74f7YZ3sUPBawCf2mAc27dsOUpwFmBqWprLRztVezlDPk4VpATU8gKwG5SgQaV+ojTFYT/Ejb02TkZUO5foqwrdljcVMay7MEpSbamD8/tBxtvJMEJkKJtKa7QbHlxHzGcsmGf4eBhag0tKyoW8dTRCnCh4gbtyXt661oBa52ixpt041RiFiYm4c1xvTl+QlWFhozhZE1vEHkMIU5LFeEdOYcEJkBPj6nbD1tsVoigoVad5DcB3HTQ8h0SdjJGQcq7pBYpE8bNxPFxfBJgothK3TyaYRCkabRdxoqwKcHls81+DSYy0VFbsImHuY13gtQMQQMPLKL/LnM9pIpVSCPieC22U8VOtMYmTpRXM5/dvOjWr6p7udQIb+a3fdu4Pps47mSp18Ziwhnd5aVR1DS+Tjsi9gHsqB3iDDTaYD57Af+GLL+J4EKIVuPiNp+7gc9+8Q4uzV/kELsyMSGVtpPXqJqmytV/X8Rafu2hfo4PheBBWGkPLRZROh/M6znlBQCBJtXVUuI4svEi1xlQ9zvptL4dhmBCt0Bg4HTaAa+0bW/oeU6Y1Vh/eWmd1gNO0XhRNA3AEcGQEvoSJXgJE0T4eZjWseSHaG8f4N7/+LD7y2WcxjmfXtVVKw/cc7G9R3VcpBaJE4dDkW67TwlmnrqbSGp3Aw3aLFHzlEoJSAGzZl522j91OYEvSOELgyKiXL/tIli/V2pwc5jNR9DzJNYSAtaHXRqnC0zf7YFeJBnB1m0rl7Jj8TCmFzU0FDPNn5Rxgc/zTdR9AMf2IHbCuI7Dd9iqNKKU1ttvGEKvIi10WyxnL5GzYNbRqSgHxrfJznCgcDSISs1vTM9eyecaz+8xpIWndHH1zwbfb/pQTUQO2/vhOO8jR6meviXxD09Y6eye0G2vKG9hgLdhEgDfYYAMLNlb64xiByX+VQuDYUOde7eCXWn+c0fE4d4mFUk6DvFDHWfoSuNLb8cjUAM4lHVoq6ThC02+ujdJdBi8ih2G8JnGbiwFa1KU4NgZwbxRRlN0YHtttH03fxZMvnphI0npPPFXa0PIkXEnGt7K/qdpHK9euFOL05A4BgTBKcDgIkaT1Qk8kUpPaPrDqMyllFxoHAPz4T30OT750gkmc4rPvfxT/1Y98x5z+wCpcM5apb1p3zHrueiOG5UX7Kg4rpYDAd6xRKYRAlGTXuS6EELb8G5flCeMUrcBF+VLmRYCWQaoUhiZiuI7nxXWo5NVXXzyC7zpWef3aDhnAgesUVK45bSBKjUr4isaaNobqaamwozAzxJXSaPiUVtEKvCkqMRnIuUhk3iiccQ4z75F54VFJo8UXQIDmHkcWhbXK7a+tDF/BSJVI7HjOyjAVNs/NJ3XRCjw4UiJRaeV8GHjsGKdnYTev7CyyZ2vL9JEvhSMlOkyjfnX5hC8tNgbwBhtsMAXOZwTuLfE4XrgUBFkELUgnEb1sT3M1SBGSog6eW10eYh3g8zgakPJwgdUlyADuj2NcNxGRs+kDfZ6M4ldVFFgIogv3h5kBnChS3U21xnYrAKBnPje8f8/sv+zj5eXyXgcsMGMiwIHnkjMj1+asa890a+5TFKtTC6MRRZwUh5VeQkTHjpUIP/mxr+LpV3p41xuuWwOL6xRPohTP3eqj2/TQClz8yhMv49bJGNcqxrHWgOc5uNJt2JqkUZzioL9YMZ6v2e3e2Bp/M7oMALjSNTmldc93BkjITKLT8uhe5Brk23j7eJyVC5rhYyAKtMRWkxRqOdrJLJaqfpbHCY8Nz5XY6TaoJJUrEScKx6MIu50Ad3pjOI6EUiSu1Gm5JP62qM5yvqNmfu2vUQSL7/Wdkwkch1gFgefg+g5RoNsNF65h+DhC4MQozPeMZkKjpJlQB2ys7nUacHO0+1VwMqS0Cqphq9FteZYeP6tV6zDJOSHKpXg4lcBzZ7VBtNB9myNdv8/28IJKg2V1hLWp572+d0B2SsJGoFnY67SHWbTeKToYllN23lCgLxY2BvAGG1wAsHCEELCCEXauFOdDI+VXa8p0tFeR0VIH+Whvb5zR8Vi1t1eTgljZtqFSv3AwxH/7r76Ag/4E2+3AUK3Wdgp0LGS0uR7fx3KkBudHTb6bw+gsji0ERayYkuqUKNDpAj4sRw6oRMvy+LkvvICvv3CMd73hOgCNOEltrud226fFssjErrh+LF8LHgoHprRXw9QkHoxj3D4Z21I4q6vgTisYLwJfs5/5zLP4B//nE9jrBPjUV19BK/BKCuZkkKWKzy3Bl549xIfecqPSeJcVc+ei+5NH3WdzncNMCoFO00PTd60TIVXKahD80m++RIYN6B4rjYJQFz/7Ox0fu20/UzwWwDjKImZ2+xxTg989Ugo0gtnLQ96brw8ZIVR3+NbRGFJIJGmK4+H8vGVmn/SGERl88zZeEkprhFEKaQzswHdx/y45StpNz6YpCCEsuyfN5+CvOv7X0PfyvLXsO0KbcGS+FA8EoBUQOBL73Ybpa3VvT3MOniPJgDbzT2icTo9e36rlVFBao2vejafuzDlgY9NeXmwM4A02uMvgxYlTWJSIu2Y4KK0xDk2dyXtwdi/T8aSgCEp8ChEspSnX8V996il89Nefw5WtAHGi0fDn12M8DThPVc6IYF021B6KhahSbIyx9V0Bzufixf04SpAqDR8UAeo2PCi92Nu/zPOtUoVW4OJTX7uJv/CPP4k0VfgXv/pN/N4PPIZ24JJxZCJQ3ZZnRJnImOLo1rzjMeszUaepNWpqTI9jW3u6LthIffb2AFtNH92mhyStzt3LG8NhlODrLx7jQ2+5QbmGuTqjvitxbatRyPekusirRd7nYZ3aCKkxWLbbPrQy1OVYIUk1vvD0AX7z2UNsNX0kqUK36WO77eO5W32qcWraEIApVeQYQy9zhqSm9iw7yspMDa2JNr7Vqp+vyJH/pu9aiq5S2lLbF6E/SUzJsvrXqQ7Y8FMa2Gp52DF0VUeKgrga9/NkmFNhP0NMU4QvuJW3AOyMOT1o/JXLHE1vdZchWJNAYqdbHXmuuh734HLqQmNjAG+wwV0EL0JunozxmW/cwgO7Lbzjsat46pUefuqTT0EA+KH3PILXP7B9bgLMNhpd+u6uwZz48SBEnCgb0Shsso7+zaDjnZayym0AZBx0mh4Cz4Xn1BTnWBa58zjphybXc/o4l6Vkg5QwhgsJ1dS9ZKnSmJj843WCciElDk3plP6YcoDbwjWlVpoAdEYhXOIWz+qqBtDwHDz50gmU0njwSgfHwxBffOoOfM9BmIsml6/PUvme9Tet3l9kNaZXue5M160jXEM0XwdffvaQ9hXTdUalEHBKLItlcoDrom1yM08LrTU8KdFteoVItZA0J/+bzz4LbQzY3ijBb3/nwxhHKb7x4jF8N6O7cp3i/W7Dnr8UAoNJQoJYFXf6tFFHOm5xp4VDwMxVR4MJ4jSFa+Z2LuOzlidXCCRpius7LZunut9tmFI/5Bg5OmeNi8BzrINVCFiWxiKcF4V2meOQw0SglWMMnD6CXf09j4j9boDAkYjjFDxrnfcahZwnYkpLgUG5xFz+SUBKgcA7O4f3BstjYwBvsMFdgi1lMorwoz/xCXz9xWM4UuA//+Fvxye/+go++pln4ToCX3rmAP/rf/rBmRPtGjsECFhVTCkFIMRKxsdZYGLyCp2cAbyqcVSFfGmZKjreOs7dlZQvR9TFWTmip7vPfB79cYyoVFM2o7krjGouui4KVnM8nM0z4wjYfMqyyFKqVK2ITrZFZizasj+5+wUIpErjoD9BGKdWzMiREsfDEHGsqNyI0tjvNuDnBH6qwD/1hlGWS2qwjilGVDio5iG/bW8c1zbYtaI6y0++eIKTUYSmX2XWAd1WYMsUOVLgcEhzxaxzzaeCHA8Ng6J0Qkpp7Hca9u/tlreW+rEaZEx0G74pX0TGSMtz8cRzh/jUV15Bq+EhThUagYMfeu8j+Kcf/zrtbJ5zpth3my6aPuWEc9+iKCUHwJLr8HkGjTB/+67EXidAqgBh1ZUX51sDWe6t5ztIlUa36WESqanxuQp4vrtvtzXzHcrP3+FgYqPgq2Levnz0HRZIMvT1k+F8lgY3udWoVoFepS/z0G549ZTsTXaNJwW221mZoKtbTaSpoUAnCncq3s98rjudYOm6w64rM9V6bep9t6bLFK2CZcdb+R3Df221PFunXEPDdaStGXw5XM+vfmzKIG2wwV2CNg7+r75wjKdv9rDbDiAg8O+/+AKefPEE13aauLLVxEsHI9w+GQM4Hw+wrPC8XwTqziIKZ53v6mA4SQqlMIjyKnG7T/dArjBrctePh6FVl57axkRtxyHlo532kh8OJkTnQ1kEy5TxGa6vrNNlxzLRO60B6UhLgZ5ECZXFMLS4VuDOFZHVmiIZccrmbTa2aXyUFlSG2nwyjtCfxPY4QojCWNWaxG3qLuCi2CjegiKlcaJwZGqxnmZICIGZwlGz96FOc856nX01SK32ZBTiieeO4BkxpjICT1ojlktY0UHnt89qx1MLXEELWi8n9LTO+VGB5gHPzQwQz3Xw77/wIk5GETxXYhwl+PbHruJbH9pFy3fNueX6CCBOFDoNFy5HOoVAfxRldO2afQ48B1e6TSRKwZECYaxwuzcuNEGsCGFFl8goztSVZx2Lv+byQ1JQybnXXOuiGcx35NSFBDED7tvJhNJ2OwGNF+NQPTQG2qrMBQYJ0Tnm3/X3Kx8y/zfTyQFgq+nbuaYOOi1SNM73ZV63uN1Oc3q/Ragybul7DUcCB4MJwiS1zrq9Lt0PRwjr9Kt75cvn40iBpolAr3r3eNVzdauJhiuNAN90a0yb53u9z+Jbc/q4wcXEPWUAXxbK3wb3FqjGHwm7OA5TAJWlAaZK4Xh09tE6FqjojXMR0EuMvAFbC2a741GIJEmnIlmneaHx3DMKk5nRQTKAFQZ8r1c9ntnvZBgZyvisPq3Y/qsKFBVsNbwl7i8t1DkCPBjHJlIlkCiF/W4D2y1/rtiSlAIHph6tmGct5+CU6HZSAINRTKJV5rtlVJzzjhwpBUZRgmdv9wuG1zJgmu0kSnHzeDxVp3MeeCy67nJLEikExmGKr794PPW8slNguxXAc0w+v8zVwq0xw811uuX/va7Frqb7utsJsNsObOQ2VQrHgwk5S0D5vd/95gdMH6fnKdeR2Db5ruyM4GHGavbLYBVKq4CwtVNnRjZNO33zDEkpkKZUWsZ35VoMYDaQruUMYM9xssi+Mb40qB71qqWIBYBUA7sd3xx39b7HiSqoKPNzkep6OhT8vmkGbiGSy3TlRXP/WTjaZ6VmrHqkch/XVa1i9lil9n1HmvtDz2GrsSHSXlbcUwZwmqZre0g22GBd0BqFF1R5ERcnCieco3QOw7c/5hIMZ3+ss8Rwslj8Jw++tINxXIwAgyivR4P6C+dZqOOEW9d1742J4nrpPRlnCDYWukxhrbmfEMBwHNP+OaONjcDtNlFY1/kMaVBt13I/smNrtANvIYWT92G69TonFSkFxlGK5w8GpHC+aAdD2Y0ScvgNxsYAqdklDYp6f/nZQ0zidKrkF0DUXL4mQqBQc3jh+dS8gVWRNj5G7TGFjCq53fKnauxyX4iRIuDPyCdkWi2XutnpNEzUUCBKVU6ZuXiAaSO3/rhgyvhupwHfc6BMnvJBn508s/cDzFzNxxMUzeN59rSPEJVAcgsGcKfpGgcNCbcNxjHiRFlH1l2DuQQH/Qkio3eRao09E2VUuvpa5in5heho7g+mwu90G1kptTM6VS6jJA0V/oi1KNY01ThSoN3gOTt7Ls4MOSfT97/9IWy3A8Spwne8/ire8MAObVLyNCu97grwG6wb94TrgkuQ3Lx5E2EYQq7CYdxggzWDJ8c7/TGiOEXgSjhS4M7JGFGcRe6SVOFktHoJnmVRRYG+LMawFJQr/OM/9Xn86ldexpse2sNf/H1vx0NX2nYBvAi9cTxVC5LzLunfZ3kGpwePq6MBKZq2hFupUrthxNCC0nMl9joNvHB7ANdxF6+kTJQuVRpHwxATo5jONFPflYiSdK1rSyGpnMitGXVpOe9zu+3Bz6kBm+5ObQtkdGtrd6C+wTfvWRICtfUKyLkkcDIMESUKg/FyNaO10vBdB19/8RjHgxCuU3RGKK2wZVSxme56MoymlJCnOmXu72AcmfOcPybKkTYGKxsvq/KrKtgDOvcvxyGhrDrgEklMS07SYtvcM3KIMGVVoBnUV4GehUVzjDC363gYwZFEO3WkwPXd1lrmWQF6LgJP4v7dlv1+q+lbhoIQApMoQZwoDCdGNf6CWS58KVwpKKWlRDfOU/Lzz+Z5nUb+eALklOJ3p9awTIDTH4g+XCnQafnQhyMA9HzZigpn9FrjZ/gH3v4g3vLaPRwPI7zu/i3rTCgftlsYY6Zrm3fuhcI9YQnyoLt+/TqCIKh8uWywwSpYh9cxn5IlpcBhn0sxmNy8XA3aM32hsfe5N6EFfG5RX6eUykWAlAKfffI2PvJrzyCOFX7u88/jX3/6aQCLaV3882AUI1E58RUTUemNI0sxvWDrowIK51EhIrPuXOOLirIjR2m9HqVe0DVMlMbBIETfLJo5GrzdNvTnM3hWFq0jk0Rjr9uAbww+WYjCzY7ICkHGWn8cYVH5M601GoEzt7zWKmVdBJanQDO9dTiJ8dStvjX2tNY2itj0M+OUHVl1KJ6p0sYgWnwu5XHFhtdeN0DDy0oDLW6Hc2ln5zNyBLg9w0Dl3MQ9ExG8shUgUcqUgVI4NNR7vnm8PjoehPaekqiQN7sPM/oVmJrS/Iyw0N6sc+cnNC82JgXw0H47c86c8jlSGmh6Dq7vZAYwG/ncT0BgGCUYhsnSIm7nAb4EO93A5HRPb1PVZ8+RKxldO+3A5o4v6lmqNHa7TarXbSao8jy17qlQAUZki54z38so/2eNVGvcv9vCGx/cySLpeZiT3Wr6VJpME3Mn8Bxc3WoUttng7uKeMIAZjuNsPDAbrAU5ttZa878EYFWCuf0kVegblcjzYPCnShUEKYQQ2ULmEjw+Lx4MIAVF9rpND7d7rPpar/PDSVwQGqFFEuU2nlcZitOA+33CgkI5B4vZAuk5swrWgfpUdjpTm8su6JlqNzw0Are0qDM5wIG75LMlkCQKg3FUqL8KkGHcbfoLRWRWMRLnBVYFKLfPdUQu4kBGMf0+b19T/muBwUeGHbDV9kn9usLwS2sa0gx+vhKlMRhx2aplboaAVhrP3BogNRFXpYFuyyMqsJMTwRJAyErINVD3Hk0zZmi++JPf90b85I99D/7yH3zHYoNCMKVbotNwsd32DZ24evO6+d7lc6h77vmu7nSCHI06rTCimQLtwzM6FqRubNJGZlxH/now4RrElO/abS6XkjATwqijbzfRzNVc91yJnW5GDY9ThYPeJOcwXH2evwhpdnzd9qzCcr0+8X6L6vCWYecl87ltVa6JdUFspPWlVblCwHWFrTceJwrBks6zeZh3vYhJsZjiXPX7xv64WLinDOCLMDFt8OoAz2OjMDlTo5AjAiy4c6bHMp/jKJ1aXK1z4tY4zfJiMXoDqsvKGIzrGe+cGXE0DEvGi1564TwL5zEF8XkcDrLzEEJMUWcvy7vY0hRNrdu6/eZcdik4ShFgr9uw9Xk56rm31cT+VmPpkitC0jgex6kVGHKEgO86aPjVlFjAMD1EVvuzzjEFyLDujSLkyyQxlAI8T2K32yCV41yjhfZ1FnU7GkRwBD+LpL47GMVzRYCYMr7dDozIV7HzHBlfZEhXnl9KFNRyLt3Cfc0xR2E8pSCtNIxRVlRCtpRMTYZbkk6XJVumDu1erq5sHq4j8Oj1Lt7y8L6Nii1qk1uYNedy1JJzfMtb0fgiKj5ANVNT8xxEcYo7NUsT5dHwpHWKsvhPFVJVXPTLOfeSt+MUH0dSvqvnONhp+5Y+fhqQ80vh2nbTRuNmbZcqhf5ouXFbhtYaLROZP4u5/ryWsMsepzy2fWYCsNPJKM7XfaJmplcA1rnyfW970LwXUrzv8ftw327TrpdOA0cKNBbU9ea0hkvyCt1gBu6JHOANNlgXOJ/8+TsD/Fc/9Xk8/UoP3/mtD+A/+6G3oOG7ECtQtuYZl5YWbUSwzroUMECRwzRVEGdQtD2fD6PMgnQdyLdyUDL8hmFsjzXv9vD3ozAzaBj5hXMAYFZDVN+X/s15kLxpnCrc6Y/hzFmIrQP8Wj4ZRaAgnYbnOui2Pdw6GsN1z/e1XecWL8rPlkLg2DwDdYdMeYEyfQxhaZurXBEhSLH2sB9SbWoTvdpt+3jpaDh3HpAiX/tTLHTOZkbebBVxoF6JLt49jBM79whDJUzjRWVgyEDZYpGmik0F6ucA5+FIsdJ+AkCsNEURJRZaduXTyx9T2/8T6yWpqAde3JZAUffpvnOkaBIlNc4EVqV3Zt9hKJ+Og/2uET0qcDvod89xsGuEk1xHFjq7ihOvPDyreqi1trm1UcKpM3Pyrc0XFPln8TPadqcdoBk409Ty0oEXzaOOIHXzN792DwBsHrgrJXbaAVKt4QuKIL5yPM5E1FaYn/kZYur4vL7pUnSw7nuQ6t+ebv5ep+OTHVcPXmnBcySSVMF1BLHIcttJWdNYFECaKlzpNmfm1vJ7/I99z+vxjseuYhwlePsjV1aaO6ZOBjQfdFseXjk6HVN5E2+7+LinIsAbbHBaMB3tpz/9ND7+xRcxCRP8i088ic9847ZdfNQFb9ov55yWwMItwPlQaKoOsa7DCmEizCsYv7MWmPmaqgBwpz+BIwWUKXvSn8S16ILc/smIDJrsINk/ywIyhb6YNuYt5OsMj9Nca24+VdpSoJWmBfpW0y+Mz7MeStz8yXB2aRGtaXHU8KcXu+sEG7pXuk1Dm8tOPlVqaWq7AC3U+pN4Su24rn1RpNjTv4tR2eljOnMsXI3lyiBVtbVoTCil4bsSV7oNpErNXEAsK7MhBeXYU91qLMuANvm6y7NxhAB+6Tdfxj/+2FfxW88fGyVmwsmwWg3fMipydYDnGZU0z9XpGFGHd9mwXUCXZrQqolVaZGOBDT1W5OWKAut42qwDBXS8bsOzkXAqUZUsfLZs5N9EDF0psNdtoBl4pHoMAWUYHADVr44ShTipfmfy1XYdcpp98C0P4g+8/zHrvKZ+w7ICAHIs3zweI0pOrwJdZyppBV5OhVqgn9OXqAL3ab9D5aHqzpUFGm4N47J8vEUgFo3Ctz6UORgAoNvInZ+kWt1xUq2LUHUqiw7PP3/rQ7t452NXT2/81uhT3VcE92S77cEz1+CysK3uNWwM4A02WAKsWjkYJ2g3PPieA0cKvHQwBFB/8ZvHJIxnF7c3BgJ70s1XZ4reMLJ0UF6cW/rpim1yn//Hf/cV/N6//u/wf/3vfgGff+oOgMXXjH8eh0nlIkFKgTsmJy1OFUXkjMUlBTCe5PabcSz+WmmimcqSxSYFEKYKhwNePOqp/QWAZ24P8L99/Bv4+BMvTze+AKtSfatOJE4VTkwkXGmFwHNwbbuJNFXGKNaI4rMVA6xT+xjQFI3pBovFl/X6veqpohIj261gqciYMLTq3igyC3FhxYl8V2C7HZAac+1VE12fME4rF5+k/KrN70B5UGmt4UmBbsOrJbiktMYwNPm2SyzsNMhwqCrTQ6dBIlNHxglV94oKYWrBrlB+TQjKxx6FCUXia+yTGkfWz/z6c/i//cNP4G9/5Ev4c//wV/D0rb4dq7P6oTVdg51OJrrT8Nwp+jVtS994rphilSwCi5nNGkPKOP22uYQXO1SMEdnyieDXyNXT1VojTavnwvLp5g87FQE2BxuHsdXBcB0qzZSfo+c5OXkOPRpGSBQgJM1L3ZYHRwhb31oIms/2ug380Q++AZ2mh9dc7eKhq91KIzhRRGc/7If41of38eN/9N3YMorZHGUGqBSS1oA0DtSjYWgYBGdKzwGQ5cgqbdhFk7hwDw8HoZ1XUqWxb8ba3KhyxXeZEnFNx6f57epWA4HnLMzDVkqj1fDwhgd3AGT3u9s0OcDmu2EYIy21xT3KhNOWv+5KT6curBtaA54U2G7PFoUrgrZoB551kmmt4TsSO6ZG9IY8fTGwMYA32GAFOOZlDdBi6tgYRqtgPgXaRDFHEZIzVi/n90icqMLL2BHCnt8q3nFekL98NMI//YWv4ag/wRNPH+Aff+yrps167VhqdtUOpu9JqnDYn0CakhpCCAzHUW3jJkk5klS9kK5qR4PO705/gh/7R5/A3/iXv4Ef/Ylfwb/45FO0zxIv6FWovlWI06ykR6qAdsPFI9e7iFMaT0mq0ON6oGfsUZk/Zmihu9VisZbqrSiCKy3NcFlobeqrtj27v6UsNn3sd4KpBdoiMAX6aEiMAaKeUn6s54is/Iw5TseU49FTXNB8m7MOBsRxip4pXVQFV0p0m/7UPFF1/cl4j+cqOVf1QRnj78pWQEbkjL6sMqZcKVdaFrLx1R9FiHKOOxinARurnDsYJgoHZj774tN3IAVw304Lx8MQX3720LS53Ans5MSGyFFgxNUatGje7wYIFtx7BjtZPTmbVk0Lcr9iZzp3P/d7p5XlQDtS4GiY6UnkzzJWClxiRwqBRi4FJm9kp6nCwNRY55xZBUAKiYevZurN0jCXkhkGN+NkGCFOU2pHabSbHhynbLSRk+M//P434t/8ld+Gf/oXPoh3fstVjKN06nnYanlo+C6+69sewH//p96b67sodGOr6dN8LuiWvHAwRGIchGftZC4Pr/I5xKnKHFkatrxX1WusipEwpUSMOoZbbvcaLx8BcjbstAO86aHdwn6JUsjPQp4jrbgm9VlndarbPjxXzhwf8yCFWFsaVSXMM+JKYXO7617JVOlC3rwjUXimNrj72OQAb7DBEuCpbxjGVoJfSmkXFWdRYtrmn6YagYuZ+aenBb9HKO+tWsBnFXDu5fN3KC8y8BwAZOjFqar9gq7znhuFCQbjGI5ZOQgAiSbjuRW4xlidYUAb2iBFTjnelYnKhHGK270JHrtvq3APtKJF65Mv9/DK0QjXthvoj2N89Nefww+/79GzfUFPnQad30E/JAEoKaAShW4rU+W8iKgSyxHmf1pTmYuvvXiC3jjCVrNi4b8AGuS0avpGBTp3uGQFCnSh76WulyPVROFU2G75SJMQSUr5oHWHhRACYZTgTj+EK+XMdaIGOYDaDc8IcBG9cpTLgS+2u/jY5edSaTJQfMfJFnf1TmPuMaQUOBqFxDxZoU0h6NlP1bQTg4wDWVh8c5QyUVRKhY+bKmX30TpT41+qP+YEHEdiy5YSqmFQiIyiClC5lemTyRbk7cDNvixBaQ3OwvT9nCARBOI0V8/c3OA8c0ZpTSrJuQh3O8iMyFRpTEoCbsIcs+k7pL9gfoviOcr55ti9Mb/byADeavoIPAfdXMqGUhpbbXJitMx5l52RHGn8v//gW/ADb38IrcAtGOP2sOa4Wy2fnF5CIElTnPTDmY7PZbCOKXYqGm8+G0adOX+IMiMh/1wvUio+VR+lQBwlePS+LrZafqHj7RzFWwAYTlLcPB4jVgqelEi1tmW6LkNlBY3lnWKuI4jVgMxZsMHFwiYCvMEGS8DmiQ5j+3J1pcCdJUvtFNuc86NZA8WpxjFH7M7olcb9OOhP5qp3roowTpCktCyjmqzra5uvycEgLKiHCmPUjqK0VjvjKDGREFSueue9BLnkQ5wq+K6DZ2/1cftkUri/Z57Dbbp3MiQKnRSkgrrTDuA5EurMlkOrgWuWXtkKrDozIzHqvBBkuH7+m7fxp//eL+Gpmz0AixdO5UstQArGxcWjRjvwLIV5GTD1M4yV/TfVcJ02UlOl8dprW2j4js1/57SGWWOtjEUsBiEAiGl6ZW9ULwd+ur2ycjgZKDsdUyN06RarQNeiNwhxMoyQ6hWeERPdf/7OAOMwJSNOaey0fUPDnp4xeZ4+6E1ILE0AUZJiMIqhATxzq49v3uyZuWRxf2YZGqvMcXkq88zjwRjIM/rCUV+A8jEdh66DFEQ1B5bzoVYpZFdhmio9+zz4694oS7lRmsavAIyzKnNGsPGXprPfgFoDnuug0/CsI6rcVe5P03OsgSYEcLs3nplXXAcU5ZPoGKfHsk5qrWdPA9ynnU5go/ln+SapM24FgChR+LbX7tsccO7TNr9vNBnKg4kpSXeGfb4o4DHf8Bx897fdQBinCFOF7/62G2h6buWY3ODuYBMB3mCDFWAXKTA5uuOoltJwVRuTWM1cgHP7carQG0W4sddazwnU6Ne6wKd1PIyQJArNM1KXBoA7vRBhksIzObwCRPftc83bGTeHI6cno6i6XqGJEmVOiGnkoweOQ2196ZkDfOitN8joV9rmzJ1VJje3ejgw0XXPQaqBraZn86Jzp3RhUHYcpUpjf4siBC8dDNBu+Og0XPzmM4f4yZ/7Kv7aH33Xwv6HcWpz61Ol0Wl4JN6UZgsxpTW2Wj62Wt5y0R9B9W7v9MYYjiO7SPddyo/dafkIXIlUAVJoOI7E/fst/NZzhyY3PRMIWqhBbai7B4OJpfiW76MyjoSr3SaSRBUMj+KlpQcgThWO+xNz3afPms4lpxwuyUjMG5britwIwJSrWm1MMkOjb0pEcfQ78DLa6LSasKhs42Qc4S/9k0/j419+CVtN37a1CN0mCd4ka4z+bbdz+ZulCKYrZ1E/6T3SDDwrDNQO3EwVXwoMJ8xAWB/Lh/plIsfdAIf9CTxXYpIo3O6N0Wl0Z7JvBpPEprYoTUJawLTRnR/Pc33GOedq1SXi77ptj6i5xoHyyuEIwOpldMgAFmiaCPWyrbiOKOQorwOrvsu5DvA8yr7WGoHv4vEbO1O/qVI5rFXTG84T3D9XUhrLqUoemsb+sx98Kz74lgfgSIm3vXZvY/heMGwiwBtscBoYCvRhb0Iqh0uAJ8PjOXl9AEeAlc0NPasgHveAVHvXnwc1idMCre8soqFHgxBJQrmJTMNLTfmYubCRUxONQKlmrol+Rcl0JDkfyUjNvkyZ/srzR2Z/LvdxujqTddEbRcYQohzb3U6AZuBmC0NkytkX4aWcX2tIQU6LK1sN/M0/+V689dEriOIUWgOdhofn7wyMWNKMMWq+PDJOAM4t3GlzPlzxziapQqdpBEtqDno2OinKnjNOkBkCNudQA54j0G36hSj3MuNfCIE40QsjP3WJG0pj6TqrAhR13GkH2G75a1usa9Ci82QUm+dnNVSVvQI4f8/NclhNzWAgG3dKaTQDF5/+2i18+ms3weXT6p7fVtMnxdcV+w5k15fLGzV9N6MT57ZSWmPH1B2eBRonItdORgUeR4uVmavay2PWHJaxBha3z00OhpF9TlOlsNsmKu9pHCx1xrXvEjV83S+6VZ4JrbWJhOu5jom6TfO9v7rVNCJo9D2NLxbUmm6M99vtBPBZ3b7KiQB6n201PbzpNbsAimMiM6BpvppECQ56E7rPUkApYNvQpi8WJ4nGDtW9Xj1ibY1pR+Dd33IN73zsis3j3uDiYHNHNtjglJACGI5jxFwiZ90zuok+noxmRx/XchjzAhuFqV1Ia00R6OPh6irU/J4djmJDdaNo0tioX68DfIyj/gRRksK+a8y1643rXbvBJK40DISgXNHBeLYhPQozqqlSGg3PwRefOcgWLedAfWIaXX8UZ8afiXJe3W7CcSSUqct5YJSz76YBbMWpWl5hwSvMQv2NN3bwX/+RdyPwHWM8CgzGcVaOqu7w4ehllymEtgNwXbnSRWDaLBu1ZMiRcFFeh4pz9PZqRBXmdcOpUUuz7uPkCFHLWM6vkTkCvNs2Y2lOPvKyEMg9P2sbkNSOFMLULdbGuaLRH5EBnK/L7ToSz93s2wirs0Q/ZlOgde7fi9shCq+wbS4LAbpHe93AGshbLabEc8md5SnxjcAlwTTTRm8c2RzwwvFtBD4bL2FcnX5iHcCmXBszIziCuruCMF0dcHt7nQCue7bl1xaBWSMvHQzxw//Nz+EP/62fx7O3B8Zhk9+OPhueNPehXvvF9BseXzQuVj1rKQRcVyJJNV57vYtr203b/pQBnWO7HPQmxL4xjo49k7O8rjXAOrHOIaHU2StVb7AaNgbwBhvUBE9hqaJ8XFZQlQKIUoXbJg943Tm6UgjEyXz67VlCmGjmqpM4v4R748h6haUQGIziTBhiTSd1OJgU1UNN5HYczY8A8x7HwxBJmpWiyVPpUqURmnaqLkU+osdRwKdf6eF2b1w6ytmBvdZUN5pXqCKjQF8gMPmWBH245mcGKQUSpbHf9dH0XSilISXQH0UzF9XzwDTXrBaoQKo1rnQDuFIsVcKM2zoy0SvBUeZuAEcKQ2fMDBnfdbDXbZg8uer7oHWWDpEfKjzH5OvklrtKRpvEdtufuo7lfgOmrTn5xxp0/b2KmqPb7cAsptdrnMyrcXxaVOWm5r/nKKvS2i7IT/O0kmNHYMdEM6WkEkF1jC0blZ5hVOf7PQVzX/KUU9/N6KxCZCr/i88h+3e35ZEAm3GI9sexZdhk/SbF7X0zzqUQVlyLGix11ew7mMTWUec5WQ5tw+RLnhV3thm4S5XqOkskSmMSpfjiUwf48KeexihKqAyUMGkaRvhvpz0/MlsHp7HFBEgA9HgQ4mgwwQfedL91ukwdJ/fJKQqcJ6w0MXLy262rjxcNcma6wgZ3G/eUAXzmAjQb3BNQWmf1OjWNqyjJlUJa8+RNxpfCIJ/HarCuFwU3E6eqEBXJ92FV2IVOmBSewXU+jhzxPeyHhb4LQefUW+A84O+Hk8RGgDUAP5cL5ZioZJ2+s2F3MorwxWcPAMwWrSnjNNfFc6W5hxO4kqK9niPRbQWVCrkXARqzrg2Zio6U6BrFVinIKOZFdV1nEy+6OhUlVlgIy6lJ3Sz3vXwgpU10yZGQgoxX15HY6xhV2ypKoWEYnAzDytJEXCuUqd/lY2aOBLeWcdMfx2QAz+pLqnB9t4nrOy1Ly1QKcF2JrbZHtWSXGKjzF4Aawjg2kgs6RqtgFaKNsds1KsWcPuFIibYpneI5Elttrp08+wyV1jYy1m148JxitI+NjS1TUgvICyOZfoE0CBi7bDRx9HYYZrWAkX8OcscRWSS6/BuwoL5vaeNZjjdu42gQwnHIAHZdaZ0GZxY1M93ZbhVLV50nys4NmueobFZ/FOGwR45cmxdt6hivSq9etY9T3wH44fe/Dn/ou74Ff/kPvAN/8Ni4zncAAMsjSURBVDtfZ4XK8hACVkDPkQLjOMHLxyN4DquMO9hm1eqK/gZGJ+TVZAhvcPFwT4lgpWl6V+kuG7x6UKAWQSBOUtzpT1Zqa9GI1JpeIsfGAM6vJ7JIRj210rsB7lV/HJm8wfW1zVGIyCzojgZUk5UPwZGqJFlAmTXfD8cxEsURPYVOy8NwlFg6cW9cLP+RxxQdUJo84GeP8H1veXBm5K98LpNYVbY3d19jj/z8F1/E3/uZL+N4GKLd8JAoRYvKToDD/riwz0UYLnTORDcti/0AWTRrp+Pj2Zsa0oVhQ4QAulnorgaUBjqBW6DucrmvrTaV7ahr/xJlVuCVwyEmMaUMJCaCBZAjouE7uHUyQppqvP7BXTx0tUNGtilPddyf2DJgdbCIAj1PGXjZtgC6L/ltNDR8hwwUVdNoSBXR76/vtvDV5w/R8KYNdKZJjsLEipatw4k4+1JkP8wTApu9t6nxa+uC5tS/S80sY8TxXNXwaFnWbZCw1gjI6BKi6LABKL+c80aZqXLF5BFzuxzpZBosp+vw4xMlCkf9sVXQDkwkd1nwdWGjMk0V+qZmcP5K5CPuHAGmOsUSHSOCtYiwMmstV3deawUOHCkQrynKrEsG/DwURNNybAQBWL2K/NOXH0ezzrtqrDlSoBF49r1VF44UaDd4P8OYAUWqf/s7H8JbX7tfvaPpsudI7HQbuNMP4bsSw0mCp17pGWVoTnuhCHBxLQWkGtjtcHR4NmPmLLExE+4N3BMRYJ4wbt68iTAMIc+QarXBvQGekokqCMRpipPR9It+bhtm5j/oT+ZSsYhCJA2tFYWX9WASWyNiHSCl4mRKqfg07fO+w0myUi1Su+2M76UQOBmGUFrjkCNoHA0xzoPD4bTzoKofvXFsjTFHknCRXXCYyNisviTKiBSZH5WmUggcAa6K7JXhCGGZBHWvOS9s41Th7/7Ml/HMzb7N8ZNCwJUS3QbR/WwfDBVy1rmcCwRTdwUeudaxUfc8+Nx22yQgJaVElCocsSDcUqDIA49BrTU8T2K320CSLBfRhFms3+lPEMUKjqFT73UakIIWgP/5D78d737Dffjut9zAX/jBt6BTECHj8VL/kGqOxh4b5FoDOx3fRrakAHpDEtcxl8C0teQKTwBaabiOQwbwvM5ku5A6tSvxtkevQIj5OcPrpOiTIZmpzV/pBpaWGyYKdwyDoFLxfWHjxRq//AStK5WRr+08CnQ+h7eaQpp967kS250GpRAIgTBVOKxgK80bi7Mo5PZvcCQ8R8M3bI2+0V+YdR69EVOgTV/Ndb1i+jwVITSfbGjnz9n3HFtHedZtZYNqu+XD5TlnTUOPHSGzmuRjF0TT2AAGXde+SXWoakAag7Z83o4UVj07f3BHCnRb3kLmQdV+naZv7ntxv8GYtDvipF5RPQGjYTKMIHOsJEuBvkDGJvclqJmusMHlxj0RAeaF5PXr1/HCCy9AKbUxgjdYGVqjQNVjymDPLCrqzpu8f5IsjqZIASuCxQJBP/5Tv4Ff/a2X8dr7t/D/+kPvwMNXuzYKsDSMJ3paqVgXBauWrGDEDu6klDfNi+NJnKLl15uGCgbm1ILMUGN7oVlIFwlmVr15gQHM0Qj+7uHrXdw+GiNOEzKkK4xTvt/H/dDkg5ofFOUBP/VyD8fDCOMoQZhMl7E5NcwFHYUJRpMEbbMQEqCc5r1OAw9daeN4FME3hpEjBQ76yxnaZwEeB92mTzmguYgI/wYAO+1sMVxXEC5/ViS8orHbCeA5wjgyaIvTsBKmov65f3/nG+/Dd77xPvv3YJIU2Rs1j8HG7Z3eOEu9KB1VaYXdLtGuA+3kcj4Folz+Pp/m7d4EYZzOVS7WKF5fBcB3BfY6AU6GUa15xhECkzjFWx/Zx0c/+ywGk7ho6Ops/uyP49oq1vNQjiIBRvinYOxpu+2qmKYFn6IxsLNOotvyCt9NbQfAdWcfTGtto9N8nuW67mUHSPlelo8beE42dwtgEhnnmcjmcz5Wvm2BxY6NqXFkdnddYSOAqab60wBs6TAWzpsyxmveB2kox/ko5zpQZy6pdm7oLEd7RiqA69D4eOUIyGgB5JDpmjzhqcuZc7oppbHfaWTfzzntWewFaRypVcfKw94HM/eOcrnevutgz/Rjp+2T806tKRR/CvB42+34WDLLY4NLiHvKCnQc58LSRDe4BDDvA1tD0xhaWZSRDIplF0ILh6Q2tYZHEeKERHA++43b+MhnnkGiND75my/jX3/6GQDryZsq92cdglVcQijLmyba8vGADZnZjc40MHO/SwH0RjHGYVxY7GlQhPGgx/em+mJX5qM5EruG7pk/j7rgY/dGEb787AEcSeqX656B+NodmuvDY9J1JN7/pvvxV3/knWj6bkHc6zxR54rNou7y1zttH6miEhpxkuKkHxV+rwI7TBisPj59bIrUL1P6yzp2UnMMY0Rz7qVG9ixqjcqF+rKo+2hP17yd3mb+ODbOgnZgaL3ZeXiuxM4y+eSGmfDQlQ5uXGkjSRVK9i+klJjEKV45HpFK+RkEXvKXhBxAwIlRSj+tQ0ob6vuVbtPUs81+W5JUAFcKNI3xWiWcJWBqZHcb1RFGY2AwvTRV3LcAiVJwTFpGWbDxZBjZnHClNTotz9QgpnbJSGFWgcDJKMRBf2Jz0pWmmrBSkOo0U9mTVOFkMDsCvOh68ElrTQrI+e9XftWZC+dKgXazOi/7bq0SpRCmnN7slKZZ573w3S/ofns8R53Bc8Y9rnoehBBgjQTfkbi6RQ6NTsNbq6L8BhvUxT1lAG8oDa9OKK2RLkknXCc0iKLMxpxY81OlQdTPvlGcBYDDYQjfkfAcgU7Dswuasqd/mWMAZABG6XSUdeXFu2kjVRon/XAp1U02HBbfVw3HITqqVcnV9icjUjZbNZg3LeajEV3t4atdW0LEldkx8vvNA+cB/9ZzR4AQEGcxRtlBMAwRJwqOlAjjFK+7sY1/8Ge/E9/z5geoL+e4rOPTTJTG4WAys3SH0hpb7cAurmdhp+3bPEdagDMbYvaxD/sTW6c3VSQudP9OC56pi6k1KeRutXxstT0bHa97laQkunpWwzTLvWRDwW7LtOtSG3WeKzZKuITYLCwz/83LAeZI0VbLw/XtFhJFVGoSEfNBgfp6B+OI/XbTwzseu4pJRQSbjbpRmCztPKx7zmXjgJ6RpHYucx3k+6400HAlrpqaq5zfu7CfIMFDgBxYs4SzFvU5LVHUy9fcKl2bLg3DJKutrYlePO9dIqXAIEyQGoeG1kDbCDW1fa65TIZxZDQNCqdf4UzWWsN3hI30lo+/rvc7t+pImRnrud+U0ujmDP5zg/GqKa0Rluphlx04pz3MeWDWVKXMWHEdx/69wQZ3A/eUAbzBqxNSUO3BqhzCc4GJAN/pT6zhtAzqSORLAQzGmQEMmJId5qU5YHGmpY48jciUyFi3qTSOEsQ2+rn4LjGVWwphcxvnQQo2Roqec4owUbmaZIHhmiqN3jgTZHEdgb1Oo2AULbv2UJrog1985gCDcUwK1cs1URtHwxBRSlFSjhIBWa7v3YDW2qoIT4PuK9Mrp/fN/r3VyvJaHSlrsS2mjE1QZIIb1iAjtVEhXrQq5sZVRaaMylGtpOa9UUrjxTuDyihPZrD6C+ncvHjuj7PnYfa22SJWQCBNNfa2jIFfk66ozb6+J/HG1+zCcySEIApl3uhIU20o0PXCsewI8b16z1O3kdFlU6XpWVxzGlQVi0EYb6gjqb7tPOOFBN+yXM5VnI5WSIpVg833u50ASpEhHCfTOfSulIXFYNmALkMAiJPUXlOtyQlZte+889A6Syfie9rwqZ3dbgO+68ykA58WQgBNjrDnBiPXTS/UCz8HaFDKQBinuHk8IiaSydv2vfrjCChGYve6Qe1rWGe/010TEpdk5fINNrib2IzADS49PvfNO/h3X3gB/XFcjP6dEaQoq6MaivIwQqLqRQf599SIhLDnfdbGQgCxyaMFAHlG8bwoSe1Lbx2X0VLsRtFSgjNCAP1JjK+/fILeOLLqpZXHMNTBO/0xojgtORTomGGUzlbINV8nqUZ/aJSqQff5oSstG72kEiI5J0SpucpzU5Tv9PQrPdw6GcN11n/XuBsnIzJq2CDaKalslo3Q81rc1YlWlbvCpTA4f5DKCjlQmmoBW7bFElYCny/RHjN1UaXWdS10dn/z7ZmvWBk1L0bEedh20xmnI4TAJK+SXPiRrlc7oFz6Oucys6RS/mxK7SitsWuEa1TuvGbCPLOB56Dle3jbI/vYavs4GYbojyMr5MRG6TCMbYrEYmibD1lncb/F91yQIT8OE5yMTUrJEtT3yp6YCzWvBJUUAts5avAsuLlcTmp7ehuqoRrktjEbiSztop0XRAIK7Aat9RSLZRiy+j0/e65JCZjuABvZRzmHY6o19rl8U9uHm9Ma4OoIMwUIp9rP/i0F1VCdxSBZFXzNdjpUXi3rgzAGsCmXtkSblNuaU89eYaoXQiCMFW6fjKmMnc6ExQBY9eRF4ygPT64Wybb75aY0IUw+/Rzwsfa7QenaGjaL0jbvd4MN7ibuCRGsDV59UKaUyIc/9TR+/H//HDQ0vv2xa/g7f+b9aAVnM6xZIKE3NvlS9CUg6EV/lC9rUi9AAqU1+pN4Lt1MgzxVUaJxOAjx8NUOBuPM2HaEsPlYHGFa+tVidjoylM4qcZzTLEBGYWLyX8tGmJ76WwiB270J/pP/z6/i6Vd6uLLdwE/8x9+Nhu9U5i6yA6I3rM7pk0KgPwoz5dQZFyhRClGcZFRbKXBtqwHoTPwlTtKpc+CFyMkoo09rOhnAsBN6oxhPPEdlYCgSvL6XP1/Ck36EOEkhpUCiFHbNIpl/v7rVQOA5SFNl6NxjO15XGjNrgNIarcDN8g0F/ceLJI4SbLcDeC4pxTpC4HgULj3e+R62Gll0zHcpWua5tMhO05qNlcBGHAvMKF3Pu5wfzanS6I9YCKoqmji/Y/nIW/lZLe86twySiYJtc61Zc4FTpbHTKo6pOpCCVPKvdBv487/nrfiXn/wmXnf/Nj735G3cPB6DH4VlI7IaGs3Ag5ThQkNlmgJNQoJKaQjndM4+3jdTP56xXY2DKMDO60IIEoLK7cgGKufDAkRXdmRW51cji0bzrt1mFgFPUoX+qJhDf2KUwgNXkuBU27clkSCysadNvxKlpuZi7pHvZrXThcknp87XuyY8Mq9tNxClCqMoQW8UYd+wD9ZhCfOcEbhOoTkBIFXAViuA54zMtV88IfArRwix0ECcBylgI/Sz1gTLnv6qV6vsw2PxqkUGPl8xYuwUfxOAHV8XGecZ+d/g7mETAd7gUoIXGb/2tZvQmgRbPv/N2/jcU3fsYvSs0B/HVjAEAEVoAUSpQt+WQqp//DoUaCFEQf12MIlJiEYAMLlW68hXmuqKppfyJFG43Rubr5Y4jtm0N4oMFZbbLIqx8HZ82z751Vfw5WcO0PAdfPX5I/z8F18wpQlQfDPrzKt8PAyn31w6e3lPouo84LyIVGQcK0ppbLV9OI5EwzfRE0F0vd64KNzF12wUZgawaxRGlVmURkmKz33jdkYZnHPJlqU+ZgZ4ZI/vSGGjBtl2dycCPAu8mN9q+Rk1eAb2OgF8x4FSlON8MggzCm/N8+DnI/Ak4jiFUgpKAzstH9stn6JkwNz17rzSNAt2XYhUaUw4Crok8vVjhYAVT+I8TB77bLSweFfVoZhFw44JGMef0pRHDSwvtsdR1t/9rofxT/7TD+L/+Qffga1WVtoqUWSUyQXPRna+9Iw9dLWz0jUXINrvOjE19SxrqJhzahsRLN+R2ONSQKWTzLOMKVpJjgquRbtbqkV7/17LGlRSCnzjpR7927Q70/9qvmfnGbMXToYRXj4aF3PsjWGU6avTP6pKx/FTdLs3xiQxaRtaY7vbsGWE3v0t1/Cnf+CNeM21Ln7ke16P3/ue11I7q3DDS+Drt98NyDHLTQoqQ7Xb9tHwnJXSgU47r1Ld+tnHXfbZYxte6SyvHFj8njn9eUx/x2szVoC+aOA+s8L43XELb3Be2BjAG1w6sKdVaY2jQUh0K9Di7usvHp/58Ssp0ILow9agWzPIAE5xYnK3bA+MATg29MhVwXv2RvGUkqndZkHzVT/zd/0xtYvSAnc6AkyfR70Q4BxN38VgnCBKq+mK7FXujaLK8mZCkOJ0Vjqn+kQG49gKDXFksuG7xpDlyIfGcJJU7l/OPX78NbsUcVVE5/3S0wfojaLZkS5zjEmslo6wASSM5ljanIMtLgNzwd/hdYYtGagmqiTpXoXxbGGzyuOYA/3ud70W7aYPCIHv+/aHcG27adXVF/Wz0/TgrkgprINVFvc0/mFpsY4jCtHIWGkMzJj1TW3cWYrqDKVJPbjd8BArbfLwNTpN1x5zpX4aHYAoSckhxsdTGpMwWY7SDoGddmAUZIv3o0wTLjebao2jIbEIVn0+5hm8XJO2jnMT4AgiXfPtfL8rjpnPCS0cV2SpG4GJQvLc8Mj1LbQDD0lKUbxnbvWpnJCZixY9g1X3pVBKyhhXAHCl24RvjMdF5dYKx9WAJ4XdznUkfux3vBn/7M9/EP/lj7wTV7ebM9vJNbGUgei5TiH9SICcnPvdBq7uNKl+9hoM7roQQpAw2CCcSfvmaP4i8CbWcYzpsVO5n/mkMlTLQxvnwk47gNJVVRv0lHO2jHVUs1gFfNi2qbXMzvNuO8go2xf8fbpBfVxKCrSuiHZRiYvNyLyXkKQkWiRANeQcKfD1l44B1IuqrhNCCkSJwtEgF9Gs2YU6m2XUNY4wZ4fJlykKljx2GURV5gbqvYQ4yily/55u10SsUZ1XxuBdo0QBWtiohpxB2dTI8q/jRBVKd2RtUvmhUVhtuPL1OhkxDdBEgJs+PFfAczmaRgv1cTSjHQMpgVGY4q2v3ceLtwZ48WAI35UL70l2LiESVZ+azPPe8SAihV6tbbka1Nj/bkOKxX10XYFuO8DRMIInJalL90Nst3ybmjAPApmq7O99zyN49+uvI05SvPZaF4BZiM8Z7kIIJEmCh67u4MU7Q5wMU+RZ7LpmdKXqvXXm0MDf/siXECUpvv3Rq/iTH3qD/X4WSDld4Ttefw0Nz8HN4xGubDfx7jdczze7NLIa29MlqZa6FoLmmnbgwnEE4jS75lU04bygkiMFjoYhjoehzQVfhtXCAnm8iK+KGikNbLX9ufV6K9vG/BJV5XE2E/Za0D8evtZFK3AwnCRwpcDLBwMcDSObt8v6CU3jsNvv5qjuZQMGXArJaA6IjDLPvxe6Mue+liPPJXvYXGt2OFWXMbPbayMi1lxMr+V2ttqeaT/7zZXSGJlnYPua9lyH5rPjUYRlZmgBzmfP9uIyXLvmXma+cRrbe92i0vVCR7Zhjux3G7bc2TLPOm/b9J2pYykF+K4z1wBWWlshuLsVhLUGuIDRMZDnvqbc4OxxKQ3gjbF7j8NMiqnW6A2otE6qaWL9+gvHmMQpGp5zrnmNAkV1zbovDK0zFcy57QsWzIrt3+Xf7xY470xpDWcGzTaLrmLBwps+D00OlOLF1jBEO3AqzpPKEx30JxhFbqGeoDSRXAEgTrXNeysPDBv9Nsq4DY/K5HRbHiSEXdhKIRAmCr0Z7dgFuMl722sHuLrTxLO3+/CFcyacY+5CojSORyEcc86eI205EZ4rz2uIpIqWwIvSnAUyOtz9e214UliDpAzPIYP+GdWDdClP7ngYAugu7fBJtcaNvRYAcJo2HK65Op6/IJ21CKqKzFXt2wy4RAyMUyau3/ElwUyZOFX4pS+/CGjgF7/0Et7/pvvQbrizReFgHAYC+I7XXcXf/4++C0/f6uFtj1zB4zd2AFDtzkLe9l2AUhrd5ux+FHI7K34rKx/XgQBRfF0p0QqKQlM2ajQnqj4PPIaC3Bhadl5XiiJ+V7dahf132z7u3+/gq88foeE5GIUpnr3VtwbwVCR2QR6rlECSkrAgi2A1fVpO+q5jUzGkEBiFsZ0/y7cpTpSNtFWdr91nwYXg++I5ElvNxcwX/qnN49i8BZRxbnSN0NQqqHPP+D7TkFjOxMyPIz5vRwoEht1RRppqU01BWmdFHaz6WDPB6ZH7ttAKPNJVMNAg56w11svHFMQ04Xt4t9N0GBelHxusF5fKAGbP1M2bN/H888/DMXXEkiTBQw89hPvuu89us8GrF+zZ7I9iQ4ul7x0HuNOb4OmbfbzxwZ31jwXz9j7oTxAlKZwcHVdKqmnYG5oI7aIJ07SVr4M47yVIeZ3SUqD7RnAJZsEVpgp3ehO0r3ZqRcSq2geAI3NuUnpQJYbpVB6apkXyr339Fv7+z/4mklThj33w9fgP3v6QNSwYkzArmTEP/HOcpNZYFkJgGOZynsv75JwDUlIOVzPwsL8V4NmbA/ieRJooDCbF6HkZg0li6N+i4IXOH1NrPZVfnvU5o3gLsXpN5qVgxlGSKpwMDAVaaQS+Y/M1uf/73QCBIzEwQlnHK4i21YGTO+86VGEJWnALM57L4IX0TifLGR3HyVQpl/z2ALIavVwWqsMlfAAt2cNPfXUdga22j1snYyy7IM2jatHMV8ORRgk450w5Marup4XSGjud6kWjABlnUgqoYYRnb/cxmCTWSJnqr1kk8yL0vW+4hve+4RoAes44v9x1JJIkhcR8quSsIXCaqVmAWBoNzyVKOpa5a/ReIKfc6ivb8theZFjMpa6aecN3RME4uLrVrOUgXdRPKQRee62LLz19B52Gi944wlM3e3j7I/sQQkw5dsrjOP8rOVVovnWMweJIgcAYwPsdKlmWmvrYvREpfssCZQK5d6lC4FIe+JVu0wrfiYpjLzxXLEef7QRZ/rQAjVXP1AavEm2cCUHOh4YrcXXLULUX7LuMUZVvadb5VVLyBRmi/TBGeqwQ+C7e8MAOtXlGrydec73tkX3sdxs4HoZW40ErDdd15qYnAHePAr3BvYVLaQB/7nOfw6c//Wl0u0RfG41G+OAHP7gxgO8xHHNpHQCAhiMkBpMY33jpxBjAOJPoBHmtUSFmpHE84Bzd9UIDdjEBUF1dzoflF/c6dL+mVJrNd0maW6xrYidLs1D+ez/7BL745B24rsTf/j++hO/61vvR8l0yXIw3+MAYZ5ZZJATiJMXhoBgx52f3aBAVHAwzBWvMBqlSGJlFfaqBhufgxn4H33yph4ZPyseDGRRoG6UeUYkjaSjTXEZov9OwXvQ4UTg0NPdynw/6oVVO9V2Jva2GpX2fNcI4xWAcQ5gyt4EjsWUoiXx015WZUwEUNV73OkMD+MUvv4Sbx2O87/HrePhqxxgKsw+Uaj137PKcvtvO6lLmBeFm7cpCT7SNhpdbgOdVbZfBLBEsDaLpB978V+o0PX/JDlQgo/zOPrbSGkJT7u1hb4JJnC48Ni9Co0TZOuu8T91xo7RGp+UZMS2AR6PnSFzpNvHV9Aiigiq5CHS9JR660iZF9QWTfb59DXImDm0pKKzq71gKZepqFcrdqMqfdF1ZMCCK++upKDIppwOPXu8aQS2ao164PbTPQc+U8MvozL49HiAKzjNHChycjHG03YQrie7NtGGA8tHz51GlyzALyzwP68jDz+f0C0nOMVdKOl9v+XEJrNew5HQWFhgDsprWi8BOjR9+3yMAgGdu9fD+x+/Dmx7aLfw+79irgNcj2y0fr39wB5944iV4TQ9QGimAwBHWOQuQk6fhSvSW1HTYYIPT4lIZwDyRvvzyy/je7/1efM/3fA8peSplJ/JlJtsNLinMWud4MEGcpnCZbiVpYfyNl44BPHyGHs6KLmlAComBoTSKMxiGUgAnhgKdj7IR5VZhMK6m5tYBn1N/Ek9FhoQgIZ0CXdMcYxKnOOqF6LY8OFJiEqW4dTLBa20kmhAm0wvufD3K4vfAOE4tHcqRAgeDEIFPdWFLbD1IKTAOU4xDUwIoSdFuuLhvp4lUKUhBpUWG41niVfQ5tOdOi8SGiWiUI7nLUOPOel3N0f7DPgn6SEN53e4GVpTGblsRGVwXuCzZP//lJ/HXfurzkELgkfu7+In/+LuncuwK++k8jbV6I6U1JAR22hSVkZKcJyeDYimXMsrnt5CUMWcDMro1XnOli8NeiGPj7Mg37jrSlvdY5dqedr6qMy61zui/dbYFaKHM57pcZIbmkaaJPk/9uuL58m5SClzbbhR/yBu6ub5ut0jRnaOhJ8MQ3YY7W/24BJ5SbQ5zvn3Txk43oLx9cx/K16oOBdqdV57KgAzcarqr1sUocj6/+eFrXTR8F0mq4LsOnnzlBC8eDnH/bouYLTn2S7tE72bnmdYs+KgQJSm4brMQwooEbTV9eFJgkpBzoW8iwJ6DqXdTFTW9LhqBu3p9YHPcbpPq/SaJstdKSnIw5EtH3c2ApBAi50Ci6zuPap/tR5++6+BHvut1tY/HvqSWofTnv/cdYZkm80Yqp0O97ZF9fPxLL9DzIsjB4DtyYQT4buMi9mmD9eNSGcAAkKYpBoMBut0uDg8PobXGlStXau27iQy/utAbRUgSBddzAfOaDzwHX3n+eGbO0TpQaQCD853IyFp7BFiTuqulfeY6IQTluHJ5nlXAzfXGUeVzIlD9/GhNdGWKQGtoBQzHmaGcF2jKR3Tz7dq2wJFJZRSdjVPLRL73On6l15rq/Eb2eEmqsdsNsNXyTbkqosCGRrxqVhQuX8fXcyTaJoLKYiBSUjmjI6NqumhRJARRa5cqG7Us2Bk0DBEnCo409FVTWui8wNfw89+8jcCV2G77uHk4wtdeOpkZSaFoU7ZgXnSVdjo+bI1mIXA8jGw7p+//dM3Vcl9TpU05GHkmC+Mkyal/L9EuX49F6q4AzSEH/RDjOLHz42naK+9X7Rw8m/HPjqrtToBXjkbwjAXMzsjtXJSpGbjWeeZIquV+Mq42zMtQWqPhu/BciVtHYwhBhlNmZBJcJ9Mm4RSKvENtPgSUVtjpNmrVkVVq2nGY728hAmsO/eh9W2j6DpJUo+E7eOKZQ/yBv/ExvPWRfVzZaiDwXHuv0lL7BYcoyMl2ZJSKlYlS7poo5VbTg+cIjM04mpj0lUJ75jOMldVp0BpWNGzee5svZbfF0duZl2ImuO1uw4MnBYzb2gpp7XWCrGzfBUD+FFehB+evv7NgzHPzrH0hBCxFXwqBxgznSx58hLc+sk95wMw80AqdFolLXkTw/WbRPL0OWt0GFxaXxgDml0gYhojjGD//8z+PRqOB0WiEBx54AL/n9/we7O7uTr1slFJIU/JUJsl89dYNLgd4SuqZHC7hm8iGohfxMzd7OBpEpGQ5a1V2iuPyS7v8ipYCVqX5LJwtUgj0zKKf3mHFyXkdVNtVlQ412BBXWZ1cc4mU1hhyfdMa7xOlNMZhXLhtritr59RqTTmPW60ssugKgd4sATFz3U6M0a0BOE5G6SsbsQvXH8aw8x2J3Vwdz7OMIhwNQ0SpQtt1kaoEu+0gF8k/+8UGj/c4ISphquga9Ow1nX3yLJq1qO1ui3ILWRWc0wFOY+db40WKQs3VWffqtLTxefse9EOEqVr6fLSJPrOyKpfSYbp40RgiUaKjYUQL4Yr+cHvL1At1HIlG4Jhavue3uHWEgJ9jOnB98Ufv38IH33LDrgcyKjxAxmZWN3sRWPX5z3z/m/ALX3oBx8MIf+gDj2GvE5jXizF62WY0x+s2fZsSsewl4X5TKZnc3AM2QrKl2363Ad+l3H8qVVVyfpmD37fbxF63gZcPh/BchzQLoPHr37gNRwq0A5ccfULYclnLgO9CqnSBjTDvXXg8DCn66rtQpvxQ/vzn4XTzKbXdbnimxFcW1e80PZpnVmj1PMylVc57kdG7zHHqHF+Y4z1+YwfXdpq4eTSGb6or7HR8m+d9UXFRHB8bnC0ujQHMGAwG8H0fb3vb2/D2t78dt2/fxk//9E/jZ3/2Z/EjP/IjdjueQF988UU888wz8H0faZoW6NIbXE7wBNwfRojTTLCJvfuDMME3Xj7BfvfaOu1fC35pN0x5HOqUKUc0ia1QzDwvNlNXjwYhIs5jnkflNON5HCYYhQl647igkBnFCe70x5jTzFzwM3GnN5miGWfbzP9OQCBNU6tUzW1kAlULonzmgqVaY2iisVyKYjCKkKStGucBs/j0sJ0zAkU+Ol82gM3fgwkf0yiBGhGsbtOzpTiohEoWeczf4yo63ypDb5l9+HrakiQgB8IuCyLlBNE8R2K728DJKILrSISpwkF/gnawmnBaFRwp7DOXKo1JlMwckLydO0MuusQwxV47gOtk9UWZDbGu+bxOKzOfZ11diiT/uxAC223PGkRJqmwUG1jf4llKgYZnSsfkLGBdmKNm1wBeDllUtRm46A2jCm2Es4Eygjr7Ww0brRMAJrHCn/i/vAF7ncCIvE3TZKUQtWjgwmw7iRTe+/h1/PD7HkGilN1X5K6vFXLj/q1gqfDu/GzwfeRzo2irYxXe+bjSGNpak1FnDR6RDcXAdfDw9S6euz2A78K0afKFTdS47PzIwz6PAkYLwWgeaNI8YOPVcyU6LR+9cQxHSkSpxtEgRDtwF84z52YWmS44UmCrE+BoEEG4RlncsGfmRdmrYCnsZ7y87Jh0o7tJy14Ejui3AhdvfngPz916Fs2AnHK7hffy3e7pBvcyLrYbJgd+sVy7dg0/9mM/hg996EPY39/H448/ju/8zu/EM888gyjK6Jv8eePGDbznPe/BO97xDnz7t387XDej+WxwOZHRdeOpxa8UAqNJjK+/eAzgfBZifBwhBYZhstTCx1LAZlAHXUei2/GRGkp3qhRu9yeYxAmml+Orv014T677V4bSGmFMC4L82TFtU4DuS6Io2ptHqjQG47gQtWYDgCPadMnot1GYIAVfE4r2DScm2r/gjSlABvR228duh160Cqa+LtOkc2fI58KiShyx8RwHu0Y1uOG72QsbArGp65Bf/KZK24gS0+i22/7Sc43AclFG3u6kHyE26s6JUtg1NYCVgr25QoCoxjmDKE5O/4QUHR2RjbhJQQvKo/4EjpQoP41MNd/tBkTRE8U2yzVUt9sBPFcYUR+iQDO1bx3Pea3IhqioX2uOP08Ei5umUjk0jpTSCM9I+GXWuUgB9CcJPUsL5otlX5Orlo05DaQxOMigJSfX2x7dx29/x2uswQ+wcQrrqByGcaXewczjCNI7AGCNPgZfxZ22T7TxWpTnIoQA0jRTQeb26/RNa8pP5zI3HCXOg5+TR652zTxh9gW9Z2YfhtpxpUDHUmIl4kTh4GRiVaApB5gaJWeIZw2c/Ltj+rxL/TzntZkQgO9QyUQYp912i1Jttoxie82WSIm928iim2dk3Fk6f6lr6zYmT3sr+F6+9bX7JgdcIkoUrm6TSvZG6XmDu41LYwDzQvLpp5/Gr/zKr0z9JqWsFMCSUsLzPLiuC8/zpn7f4PKBJ/qTkckrzc2jHI34mjGAzy8Nkgy2cZhk+Ta1FtRzWtRZXUOOGsUpGVquZEWRLNqWz71d6Qw0iZuUqcqUPsB1V822ZgOmbQrB+bcKfVMKim9MqjQmYdFZwQujKLcw4kP2x3FO3ZvgSFGbxqW1NhRo34ikmHsTVUSAzUETpTEoGbCtgGiATZ/zB8mos7WYc80orTEOs9IytL+LJG+BLu55oTxR4aLMQP5Z4GNzmZrqI1Tvvw4ora1RAdB9r1vntrwWSvN0SPPdbieA7zhQSkFKieNBiKRCRI1RFZGvPLb5dN3ZDAWOjN2328RWK6hMgQDm52YC04u+fB+lWC0GX6UUOwtSEgX60ORvzjJ9hBC1clFtH6DNwn+a9rD2da7I5saH9tu4f7eF3jjCKEyQKI0/+9u+Fb4rKdpo+rJvcvqY3XG7N8Gdk/HiOUUQlT9wJa6bhbvW02WDAHJuxIlCqjUmYYJWQM4QNgTKdObKwy157bQG7t9p4v69Nm6fjHE8ivCOx64YI316hD5y35aN9Nbqh/mUFUZtnCirOu85AlvNrGzcIscf/8rvS26TxbdOM2bqzGm8iedI7HUDEgAzRmzbMH+4ksFFCFIW1jj5P8z4XKb80kKY3U8baXbMjXj/G+/DfXstvHBngG7LxwfedN/p+rfBBmvCpaFAs5ex1+vhIx/5CKSU+I7v+A689NJL+MQnPoE3vOEN8DwP83JHNpHfVwd48XFkF3EZtNbwPQdfef4IUaLMQmi9L7FZ40sKgeE4WlskhKNKVDvU5LclqcmrzPeHhKNGk5o1iCuOQ5FHMnIXUpVL+xa/0NbQ5N+OhyFMidypHaaMUWNgprkIlQBFOIahiSLP6ZwwC4Ju08OVbsPkd2kbMUyUtjUJ84dOlcZoEtv8T1dS2R2AxFYco2QspMBwwoZ0WS07R38EICFMxO/s5h1evx8OTQ1greE6DrY69fI319+fjIGTKk31qucoPAP0zDY8B1IIJBWRNcZO24fvCkwiOu/hmOqAB55T4KJnToFM1duREh0jajaLnsxiZ/MuWVUEmNqYr85bB/1JZGu+LjtihBC2zNOs/msQdfywH1pHSeV2bFCXRJ5mIVUKu90Wrmw18NytPlGOwRFMjcDc23VDCIE0Vfj9738MT9/s4+bJGH/4O1+H97z+mr0fswxOgeXrdPMpTPFuzHzyxgd38P1vfwi//MRLeO19W/jhDzwKIJuP83TmmccofZaNEK2LSrxaU0Twv/9T78UvfPEF7HYa+IG3PzjVTz7XD7zpPrzpNXt46uUTNDxnapzx+/NKtznVRvkZtnRtkLHDBj8blV9XGoGknOzbvREeu6+bPaemqcGI6fjClF9a0QAWK9ThNV3xXcdqWCgNW/6uLNy1DpQN76o8/UIfjcMm79CcdW3W9YhxM1WR5mXeZexHv7Hfxn/3p96HT3/1Jj7wpvupRCVW1xs5D2xshXsDl8YA5ujuW9/6Vty+fRu//Mu/jM985jOIoggPPvggPvShD93lHm5wHuCXltKaDMHcJKo1GU2uFDjoTfDi4RCPXOtiXRYwz4n9UWxrJto3l/EUJ5qica0a+U7AbGNagF7Au90AV7ebSFMFGbhIEqrHW458z1/6ng+YiXFshbqoP+MwRbJg4ZfHYELX1zMiPUKQ6uhJDeOcI0NtI2SS5aSSgnM5csf36HgYIdEcTaeFJ+em+q5jo6uUD5hYlfHZHSHa5bah0Z3VncmrbEuZGS87rXrGy1lj3jXSWsN3HXSbAbZaHnyXqJVVFGOA7mu3HeBoGBGdLlU46IfoNrzCs8b7j8K4EBVvmgX6rB6tfK3MQq9cfmZZ3OlNEMUpAm/5qItG/QW71sA6qgUKkKq0UgKdpodW4JXEj4gWvdP2K43t064xpQDCROHB/Tb+zp95f1F7YcHlZ1puieyyEvhQgefgr/3Rd+HlwxF2OwEavmP6SVvMO18BihTvbdH44U0LRojIjE1W4uXzfGi/jT/xwTcU28xdA/7nXifAP/pz34XPPXUHP/7/+xzGUVrJklrGN0BzTtHx40oTgbcbVe+7bMS7Duq+Z9jxtdcxc7TIRJoAzK1Nvg54cjpPPw8BcqS6UqKVK0uVL+l1lhN82QjUWqMReLWZWEB2at/2mj1822v2pr6vOOhSAnxnhZY5z40Z/OrGpTGA8/jQhz6Ed77znbhz5w52dnYKZZA2Alf3BpJUkxCUFFCphu876DY93Doew3clBpMYX33hGI9c69qadOvCJIwrlT2ZijyK6uf1jULjAUfphWCiGzvtgEoyGC95ojQO+xP0RpxrybRvidtGBCu/uOUIyCJjDSLLya1SmJ6FMm1TCthayIyD/gRxnNrIa+k0C90AgME4RpoqeE5WPkeYc1wELsnRabjYMarBkyiFIwWO+yRe5jtyyikyGMdIUmWikMqog9Lx9joBPFeSE0IInIxJ6EyWxJvKV1jpM6B/5pBF7jWORyEcE0XxHJmJ5IisX64kdeBUawRCIE4UjgchcP2UTiI7fvTU+Fm0iJQCM8skleE6AjutAM+oHqRLTpHjYQhc7VRuX34XLKRl1uiD1qdTgZ53zJMhCZlRZK7+QZixkK/dWtVHdgQc9MZoBlle+zLgp/3qdgOuI3HnZIxJlGKvG5i627MX9KYBa3hst71T5wEyYwPIcnMXRZaEIBGn44RrOa/3Ib1/j8T6mC68CLxdmmorrpVFfKf7pvT0c6W1RqqzyPaswypNBtQH3/wA/pb3BQwnCRx3ehxUPbfV94qo1lttv0CZd3LKykprhMm0fgQw/V46z7xQdirw/ONJASFhI9mrLBmW6f4yZ5ofB+wUOU8Ic5+7raLAWr196b5yrfiq5zOv0r5KCbZ1gXu2lWN9bfDqxaXJAc5Da42dnR287nWvs8bvhrJwj8Dc5lRp9AYhXCkQK4Wdlo/3PX4fJlECRwpEicI3TB7wulFZDxf0kkhSZWvSzg9V0gcteqtp+/QyoMlY5RYTJ8MIYTJdLqW87OGXSV2qkdJAFKf1nEim/71xhDjNDHiqyVs0gKPURF7zxq6Jpp6MpksTjSKTF5aL6JG4VmL6NufCGmOg2/ThCFEo9aK0nl5gmT+PR1RHl0WkdtqBFTMpXA4T1ZpqRlMfOUojBM6+1qHpQ5IqnAwMBVqhQF/NQ4giDVNpbYV91gHK6U6tY8aRArf7Y4QxiXNV3TaKXC5WW+XxstPxTU1mKrl1PAizhlaF2ZdEt6ob4rzwnQ6Ni6UjtGb7/U65pvTEbnPUnyAyQmakRpupj88C9VgXyiDxuVSaK8bx0RtGCynAlfXAzW3sNjz8P/7At+P933o/fuCdr8GP/vY34+pWA3GNMk7cr3aQzWurgJ/lPBW3PNfxHLLT8eE7mYHcG0YmPx8Lxg7di+0lxI3YKVk3F9V1BCZRim7Lw/veWMyPLM9XTFEuO3SFIOaTM8f4BTKHQRin2O5M57JXUW4Buq7dhjczvad8rle6XFKM9COOcvoR+e1740x3wZHC5t+eJx5/aBdhkuLloxF818W3PkyRyitbjaXSmc6S7l8+znmg6ixWPbQUJJJWdW0cKdAopQrd7eX83T7+BueDSxkBztf14783kd97A0x17Jv8PyEAnWo0fJLb9z0HqaKcwt98/siKYp0H2FDjcjt195n3W6o0tloBPFP+xTXlX+I0K+fFCz+uv2uV0AE8dbOPUZjgza/ZXdiXNC8olHsBCFE0NvKRjf6Y8hZ9Y+BIKdAfRwXa71GfjMvALUa2qDRRZgBT0XmB0TgpUMwFKDoymBjK+3z7F64rSZBFkHJwbxRbBco7vRCdEmUWAPojOo8AtOjsNLOp8Wq3iYYr0Y9TyiU2IlW+y8rGJhrZN6qoihgJe50G4jQ9cxpXGKcYjGMjSKPhOxJbJpduyilSunbr7lu5vXnrxyxyuViZn6OGu7a+rRFmM86m06xXlCZPMBunlTm+oFzP7ZaPLaPunY8+Kq3RbQdZSacZ1E5vTk3pI5vaQAbybreBSTisfR75turkM1eBnWyB5+DqVqPyXPjPD37bA/jgtz1gv//Eb728lH7AaaJ9LFaUn9vnnSvnmLNjJoxTqi0uFvdXw0QH60a8lrjoCsCf/8G3Yq8T4PpOE4/f2AGQ5ex2zTny+Odo66xxVrd/VVFiYfrjSWnZBHwujnEqlsc9Ra5z6tXGuVNYnwEVBjt95pW4HSnRaRaPe5bgsfMDb3sI0R97N77ywjHe//h1vOPRqwCAwCkKqc1DFd3/sq5Iud973Yatu34m6+v82Gp5eOXo8l6zDS4nLqUBDGyozvc6DgcTE22gBUzgS3zrw7toBy7CWMF1BJ67NUBvFGG75a9VCGvmuk0IJGmKk/HpF+UMaRR9rZiTFDgaRLlcSTozKYDBmAxvZXLhPv7ES/gv/rfPIE4Vfse7Xov/4vd/OwSmX2ZsDN4xis5TkWVDW0zS6TMqU6CFoFJQidKUw7vgOuT7wtuNw2SKYk4iVcncnD1htgt8B1tGyCRwHWtEExWvGPHktvoTokAL4UIrYKuZRUBEBU+mzqJZCqDbXKaUxnLg+3Y4CJGYyFacKux2A0vfXnXQZ9G1+tmsVac5y/dEi+0sckkOk9kbK6UhIbDT9pEqitRHaYp+oYzW6VDnPGfRQLVGrejPrG5qAIf9ENKhKL7vSux2G3j+Vn8la2Adc92idyxHU5NUw5FsmEno5cqnrtIzaA10mn5tOmb+tgmRsSbqCmGdxRMsAMRK46H9Nt75uqtTvwE0fzjO+oh63K4rJalSV4gwzWJlzJvH8lF4gHIoubxfYsrgVeFuUqAZriPwQ+95BD9k/qaSUhc3/3OXWShKnek6mGoan886exNx3eBu4FJSoDe4h5GjDlMZBjIM2w0PD+13cH23jThV8ByJk1GIJ1/p0W5rULTgFNTb/fGUMidgFvVKI1wiB3gW2KO83Qqw3w1IbMZEWHsjou/J3KqDogO0aOE13Uc+8wwG4xgNz8GHP/FN/NITL5Fy6oy3zaIyLItehVQmiOiFaarsqqhnchsXvUv5ZXsyzkr68PepUqaW8LyQuYkAS2kN2L0typ+WMpfzSp2lD6Zycx+lQKoVug1WI6XFUNeUMBFSIEwVDg11ddaLmxnfW00PSq1kwxiq9eJxGyfKLmQBEgycdbi6EWCmztfpNkc0b/fGmBhqvtb0vJwMixT5KizzaO50fEuxlhBWcO0s1mlV137e7VhUAqnyGOYzUQq3emO4kp5jz3Ww2/Fp7CxoQ2mKVu13p2nvZ4lM8Zue0W6DI5Pns5pd1lhadpHNz8CyatFl8Njc6U7T5wWo9JxSurKk11kZhELA9KXIQedUg7pq5gIk3sXib/xu2W6yASzmVigoP7fLnO46r02qtP3P9mVtrZ8e+VMNPDfHtBBTv6/tmOtv8tJiE297dWJjAG9wKXEyIoNFgl5eHSMM8YYbO0RvcxwMJzG+/sIxgPW+IHjNYGlbnKNrIgv9JSLA8/sloKGw22nAk9JEdiUO+hMcnEysOqgGGcYH/YwaPQwTfOOlHpqBCwEqkfJTv/pN2naKn0kf/bExArG691sIMsiiJFvMJaY2ZtVLpGDEm+/GUVLpea6TW6U00Gl6cHIKzkzZTrXG2OS88vnx2vaVo7EpsaQhhcS13abdTgpB5bRy9z1KVK0F2FKLNJ198MJ77uLbbH/QnyDK5S9fyeUr8t5szG23PWssp6lCz+Rgl3v5xHNH+MyTtxGWrtc8lA1ZKQSGYUylfebcuzr2Be/fNcJmzIY4HExmtrFsdEkUDAFNQlH5Z8wYBlXtUP6fuzgCPMMASIxzRpr6rb4rcaXboOdmbqfpQwosVbd3nbDRypZH6r8XcOVMwjpO7fxJAdIimEQJjgchbuy3rcG46lqYI2pVY2C2OFCxU0ppbLcDK5a1Sl/4GnSabnEsGwfiLDXzec4+O/Z4m1zHqgjB/NfJMLKpG45Dqvl1kaeHnxZcZz5PqXed6vt1nsgcEjL3nS5tQ3nh6849vojP8XnBkUXnV0ET5G52bIO14tJSoDe4N8FzshVfMgvUrin78vob23YrIQS+agxgcQZ5wBRtpPIqvWEEIagOq40Az3mB8E93+mNEcQq/UVEvVgAq1dhuUWQlUYrUjAekZlw2jvK5WU+90sNhn4zkVCk0Axeff/I2fv3J2/iO1121nu58E71xhNjk81Z1vVByynwem8ip5xDVWAogVgpHg8guZkZRMlW2iSnCnLcMkS22jgbRSiUIBASUSrGVy8Mq54z2RkUxFr6GLx4O4Tkmf9x3cd9uy25D+W8U0ZASiJMUkyiBzEXTTxPJsPvAlHaJU/yV/+9ncKXbxB/8zsfwyLXuXEXZOgsfDXpxU11ijqprm4MNZJTWj3zmWfzX//uvQ0Pg3a+/ir/1J99HSqmY//KvFjiZEY0WVLeTc02TGbm3uc0BAHvtAK7Jh5cyHwEWU9v2xpGl7ztS2Kj+VNtmh91uwzpMtKZSWL1BjDRNAU3q2te2myQGlM9xFPXz/3xPWnaDEMKKkMUJlfliJW8pBB5/YKf2c5BqvbayLVoXa80u5AFwhLPFaul0Lzk6yJFpziVc17q6Vjumb64jsNX2cetkbL6cvbfWgHQEfuAdD+Hm0Ridhoc/+x+86cz6O2+usLnLYOcb6VucxtbhtmhOq8HsMXNPMMOBoDU5oPPgZ0kpUrbOVyjQyJ7XYZjY86tTqiz/WxU9fB1RYRuxX0HwbhljfOGmFQ6Jik3WkhdeBc+VNuWIm3y1R0L5/G7sd0xaWYT+JLZrmTPLh97grmBjAG9wqcAvjcEwV7ZGKewZ1crX39hBp+EjTlMEroOvv3xi60OuC5b6B8qVajc8k5NjcnRtHdz651MFap9otA3fxSikkhVRXKYTa0hB9YmjJIXvSjzx7CEG4wg77YDOXwhEcYoPf+ppfMfrrhK91bSRKgWJ2ZRXXqxnIlvZb2GcWgOTc1KTVGE4yQyrk1E8M6LbH7MIVvZ7nKSrvcONIbLV8m0ObDNwMtVjpTEOM3o6v9jjVOHFO0O4DhmFgSfxwF670M+m79o8VQHgN54+gBDCitacDMl5IIRhJBgRqmXzIdkw/fiXXkJ/FOOpmz38j3/2Oy3lLX9deOj0J7EVPNIaaAVEX6x6WZcXiEXDkf7977/0IuJEYavl49e+fhtffeEYb3tknyjZ5joKIaaeqTBOCjmFQgiEUbqwDjIvgOcuCE0D2+0AnktRUkeQAVyo/5o7p74pk6YBOI5Et+nnm6oEG8sTpQEtzP7ZtZVSoMVOhDntTHXfbGzzZDU9k0eGkn80jExdWlId7jQ9awwsAgtCueuY40QW7W7UpMEyOk2KACdJUqh9y9HBRQ6UZcCpCWexGBWC5oQ/+IHX4dtes1eY79Z5vLnXOW+EuRJJktrncxWq/dSBBb/Hph+6KWeemdd3O74ttZTfNtUa3WaWMsL71EFZHGsZA7I8l1UJo50XhDk+l1CaZyjxczBLqb2q7TxY0TyuTqs+PcwB940TI0lSSg3KiZ1V9evVAHbQ3dhr4c//4FvxM7/+LPa7Dfyp73scwHrnsA3uPjYU6A0uFfidcjzKFIGlELZw+qPXuui2fKQpCWG9cjDEK8cjAKen9PDENwxj4xmlKNRWy7cLRwEqb1LYYUUorbHTIcpnt8VRp2o1UiEExjn16a+9dFJ4AaeKFge//OUX8fStPoQA/u1vvICXjkbWWDwchEZca4axOpkuWVSgjYJp4DqL7GJ6QVVul3cWIMGUIy7RssL9UhrYafv20u+0AkO/pnJZo3GWi8aLraNBhCNbRkijHbi4PxcBBoCmT9EMjtL+o4/+Jv7k3/5F/MV/8msATOkmQz8nI5QWQl1r8Cx3Hu2Gi6vbDTx3s4cwNg6BGW1Y6roxnriEyTKH5HsXpwq3exP4nmOP+dIRKRErZOUsCotMc6CjQV6dXJsyVyGSZHZ0l0tTuQ6nEmRLjKp9djsBfMeBUgpSSmJDVOROAvUp0LzZW167j91uA3f6EzQCB+95w3UAbLxnbZ1FGRIr6ieJmr7XbcBxZY2IViYIlTeA19HFum3YUkNtP6v1nR8es6izKx6bnVl7nYY953UtSjnK6rsOWoFrDbx133M+jucWa3YvAlPt6d+rHZuZAlYp3B6XnG+73aZRuK/THzJi+R1iUxWavqkFTO/IE2ZqAIUbvy69NJF7DpatU7suKI1acy+PpTpK7cyiyLeXZwWc9zneC8FPPsXf+95H8D/96Pfgb/6J9+Cx+7YA1GNbbXB5cE9FgDfUhcsPfredjCKTL0fURFb93en4eOS+Lj77tTE6DReDSYzfev4IN/baUCbqsiqsSNMwtrmBUgo8fK2Lrzx7iFQrOI7AQS80fT3FsUCLi8AlQ2SrlQniTL1cdX4nesE+8ewBAjfLV2RK4ihM8T///NcQJSl+5jPP4oH9Fv6bP/4efPujVxClqrDQK9Nuq85n6htBC3iO7GoAd3qT2lROpTWiJF2JKsle+DzV1edSJ+bejyJyEuRP5YWDAcIkhSOBSaxxdaeVRWWMPbbV8rNazOZ7z5X4+S+8gM8/dQc39tpT1w4AAk/asbIMlBFk4fzTeSjX/pxXu3I6/1DkfhC2vraAAIRAGCc4OKE8W1cKfOGZA3z6Kzfx6P1b+P63PUi7Vh6IrnGWK10eKST2xAtWKYj+yGMuVQpXu01zPlnJkp22D98VmEQ0FwxNObTAc1Z2z/Ni8tHrXfzEn/sufP6bd/Dmh/cwChP86089Bc8lZeZ5SLW2hswyNDm+Hwf9ENH/v73/jpPjOu984d+p1DlNxswgDnIGSRAkCDBnKtoSlVZ5La3Wr3zXXtvv3ruf3X19177eXd3Vu9fvOqyDZFu2RMkSJZKSKYkSSYkERBIgCRIgkfMgTw4dq855/zihq3u6e3ryAHO+nw8JoLu66lSdU1XnOc/z/B6XIhKw4FEmvDxCUbkOR6wnFmfk9UuE7SmFg07op+JULYMgGrYxWEXxt7hz/ptqglkGIbBsA7l87RJiM/02J74/52ruUN4PHgNSUWlk1VBOr4Nqv5yIA5UxwDINtQAtfxoN2lwoEnw8pkXkjT+n1qUMfSNZFfZvm0Yx1HeSpzWdwlj17IqnWEzsN+q3437Po9tSsSACpj8HuP5jXK/Mh5m6TEXh11uHPt+ILCgPsOd5M7J6r5k9ikZoDqYwgC3LUCuvBiFY38kL25smQbbg4tiFwWluQ/HvjPEVWdPwv9jrX9ce76Eqc3W5AVY97lLmjg6mC7jQl8GV/gxflWf8Qe563JiKBCz89I1z+PmBbjQngrjUO4p/2nMSAJDLucojwIU1xq+T6QqlYnka/KXNSkKga4XAlp++61EMDOeEwTOxe1UaTqlIMV8qFraVB7bciy3763J/Gtm8B8Mw4HoUi1JhYbAXV955bmhpe3jINMXxi4OwTKNiDuakHzeiq/MeU2Gy1cIKB0eKKtuUMV++0th2SMOIED5Oh4UIltz1UKaA0bzLc/Xk9Rng+Xvnekbwb/96L/7khwfx23+1B9/dewpAackkX/OVInglBXC/0cuFk1hVgSj+D/6HbRqIRbhXn5dCougdrn196kGOtlWLEvjIri5sWJzinmXRCMoYbIsgFRlb1kouVslFk8m0on8kx0MNhcexORYUwmv17U0q1Mvtea53fTVMy6GMh/BbE/SkmQZBRGkZVP+R8kBWqLvsUYZgwERnUwTuNNTQlj+3TQMNsUCJWno1GPi5hOsMQa+7LZM4F9siKg9zutsRrxKdUm39rFYbxp4bU/8n4Mr6Y7ZgTESHFBeTpXd7PhCwTZUCUY6MEkiN8aJPL65H8Zn71vLc+ulK8q8TyqbyRJ3sMfnCckOM1yCfS5OzXOVec+OxIAxgOSm4cuUKcrkcDGNBnPYNBxWTZMoY9wALz57l8wADwOrOBAI2FzRyLBPHL3EDeLpzg2QoXkooBFLGBT/6hBozML7wyXC6AJdWLxEkvXkNIpe31hkwBgQdA++e78NItgDbMpDJe9iyogkr2xNccIcQ2JaBkGOJfFdLeWtHMy48UVuwKKxRVD8uNfx5uwaU8jT/3DD4S1uqC7sexUhWqDr7LwaDEAGiJROwgkuLL/oJvn0Z46JLsXDRAxwOFJVCCSnWSpYhiABwZYALkZkGr6Pb2cjzfykt9pM0fMoXPwwAp68MI+96JaJk07HOJg1av6J2+fkCQL5AVcmR0jy0sdtGAsXyJJQyZIUIljxCz2AWBVfWgub3lkwheOdcPwZG8+hoiCBgmXjjZA9vp/htRiygVDsXz6NoTAQRcEwMjOTQN5xFSyKkIjnqwTIJkmFuyMi6xwOjufF/WAcygqDg8evZqIzQ4hZB20RDNFCxvfXkZo41nsWCnggfNwiB5zE0x0NKcbpmiKS4rjI3T+5/8p4wboyEAnbd5X/kVpbJa8t6dZQ88/+uHIMQBB1TShnW1YZ6sI2xZX8qNYoxwBH11/lHU2uD/HVTLFRUoh5nl/KYjcL7Vx6NMx1YluHzcInxTxniYbs0jFh8X8ljLxWIm0S0hmxjczzMx6/Iz/e/Eykrlhwak288DxwUsklJ8f6r9R6a7j6R+zMNgpFsAXdvbscjNy/moeTiS9s0kIgF61rMmQqxkA17EtFLU4UQMj16BhrNOCwIS1Cu3rS2tiIQCExdREIzJ0jhprxLlcANZfyFkPQZwKsWJREJWHA9CscyceLiINIiP3a6n+VSjEXmI4MAec+r+6WRzRWEqFDlfQcc7lWqNaFlAEAICp6HvpEcTlwaRMHlBl0m7+KuDYvwmfvWci+nmOBRFVtbrH1IfE8DJox5It1bhBunQB1TUsaQFaHGHmUYyeR9dQuLbea5YbmSBYC+kRzyHp1QGJ7vsCVKooAIxTMNdTy/6JacUFzsHRVhynyy1t4YGbPvSv1DGWBZJs5eHeaKw6odDJZFqv6urnPx7WsiEQXjUUsECwAG02JBQxhClkFwRXiA866nDETD4Aqu/n0MpvMqD3osPDIgGQngP31sOx66eQk+dtcq/Jv3bRLnOa5dorzKyagDjwpFbm9sbeepYBCivNNcBZWo40tsi4wxSOrNzfSXbiEGMJLluZG9I7liqL5JEBPlquqd4U73mu5EDRFVWidojTHaJ2OM1/OTie52IptPp6q2pOIzHhO5PnyhKBmRofZTa0/YsUojbUTkTyRglwg91vLYq5aVG7JlflP/97LcUCXxr+vd7Jlq2kHB5ZUe8gUP0ZCNLz+2SUWYyItDCLhhOi0tHotcfImHnBk+DscyDCQigZIF5rlfBtEsBOZPvMksYJqmDmW4TmEATlwewqJkCOGAhcGRYskQyygtE7C4KYLmRAjdPSOwLQP9IzmcuDyEzUsbwCibVEkk+f7xKMPAaF6V9SEmwYrWGEyTqBzjoRFu1Dkwij+sQrXxKL1/SeGFiFQqk+TfHry+7+WBDN461YugbcH1PISDFjqbotixugUrFiVwpX+Ul6cQ4U2GQdAvQkgHRqWwGA8vXdoax3CmByzPJy0y1FSKHFW8TgwwDAP9I37F6Pqvd8GVecgTf/FSyr2fq9uT6jOpTCvzeUayRdVgWULrYn8atskNNF4CSXgzfE0vlvUoPVnLJLjcl8aZKyPcKCO8NJIM4WqIBquWDxkPgxDkXYreoSywKDFmLEmj59pwhp8jLYblARMzvmX7pBCaE7CEyJuBa8IAHkkXlHeYh5Tz31LGYNThoSLifO5c34Y717eVfVdfGwkhY0pbDaQr190e610a/xi1tpf/rhSqTRlDKjI29FxtI/6UpVukMT+S5YsIfcM5WAYBpSIEMBoQC1NVng8oPd/pDo+c6ERetjQRcUoMR39O/jiR0er5Gg3aWNmWwP5j1xB0Kl9PyhgSkaLycD3v9XrvQcrYGFGxmYAxbshIBeX6fsMQFDVhJ2trybOKh8XiYNl+qi24VboaTCxAq7rBoh+k9zArBPCGxbPDNg0c7h7As6+fQ0M0gN6hjEplCpuGKpk1Va/7XDCRsV6O9KSnoiGcuzYCQgh+732bsbw1pkq+lS8glx97uqkUAj0T3mBCgKBdf7qHRjNdLCgDWN9g1x9MeCn/4Ntv4Ef7zmBZSxyffWAtLItPIhnlRo5cTaaUi2msW5zCyUuDCAVs9A1ncaS7H5uXNnAl2ym0hzLGVXlFbqxBCFcdli87wksXFVwKOLX2VB9yyMZDY0NwS7djCDomXjl6FccvDiBgmyh4PDx7bWcStmngfTuW4qvffwtNcbPkDSoXBPJCAVqel2OPb8CXC2Px33KlbABwXYq+4cy4Ob3So9YvDDBrgivPBiEYzRewY00b1nUmlcEbC9kwTR5WahCCdI57MU0xxSpQikt9ozyHl/Iam52NUX5dSPH6V7vuhkEwkivgzLVhWKYBj5Z6yadjvW061+zKJ0rl/Tc4mkfB9WCELHiUG9npXAHDWRd5V2goiEWOwTRfTFBlMepoKAGQcz04pgEq/l2vWBylgGHy0ESPUpED7GFYKMyWh3xnC0VV7smU9fF7eRmgIgum8hopuf4MXCkXQO9IFoZhgDKKgGWiMRZEJu+NeVYxxkNRF7fEcO7KMGSOfzxU3fiuBmPc2A4FLAyO5lQ/UMon8hMR8ZN9Ew85oL6IDjaRtpFiRE1U1N2uHEvAvZKRgDA2UNvWkAZyOGDVrapdUk5nhmwxBm4Ax0MTC7WeyQA2yrgKPjD+wgIBQMFgGgavAw+fcS0WEOS9lxGVE1yP4j/+4z68fboH0SAv9WWaBK6oHW3VqT49G0wsB5ZMbKyXIa/TH3ziVlwZSKMpHsTWZY3q85rtnMT9Ohkms+hUL3pqrpkL5s/TRqMpg4oJ6Mkrw/jJ6+fgmCZOXR7En/3oEHIiZ5Myhli4WPpATnDWdiZ94VoMJy8PA5geGXvimxfx3By+Ai49gAWPKg/oeK/QepvjjTvr4ZOIH712BrmCB8vkZZFuX9uGJpEv9PiuLuxc14ZMzi2GdhKCdLag8rJUxLPIw6n2YpLNHsrkS5Q9ASF+pGoGl343xktX9u9MwYM3XjxslQZRxvDIzYsBFHOnYyEbtizHQYDhdB6uV2xF/0gegyN5mIYBz+OTv+ZEUOyz2IhkJMAXXXwnw8BLgKRzLs5cHYZjVRbCmiwyv1PmU1e7dumcq4RyuJBMdUMv4gvBLe0n/n3fcFaNWTn5cj2G7p6RYtoBAEIYsnkPDAzvdvfjfO8ohtL5mvnsEp7KQNSfEyUZdYqGLXgtYHkOsntcSrlQnogSmWi5GYDXU6aeqCHOgKCor2waZMy4niyGaGv/cE5EkYiUDplnXKWtjhDeI+CGUyQojBbxfT1N42HbJlqTIXjCACHCCI35yslMpIfiYWdMn07UO0UpSkpbkSptqHe/civpna7nfLxZmpFXDYEWjfTnewK+hcmpIPZdnmcuFxYmUkaNMaH+HbLKPi/W5gYBGPj9furqMC70jqAtFUa0gud7PhlCMWXE14688jMZT6x8dpsGQVdbHPdv7lDGr/9Wkn8tEXQTaROTvV8n0sbyRaeZOIb8cx4NA80NzILyAGuuL6QX78CpHmTzHuJhGxHDxsBIjud7mgTUo9w4KfNCrWiLIxy04bq8RMqR7v6SsM2pUL4LQrj4kvy7RxkyeXfsD8t+A5R6qWody5G1/6ptJwxAz5UCR4BtmXhs+xIA/IUSC9r4n1/chTdO9+I/fONVZHIu95xmC8gVKPqGs0qQyLFNNMSCVSeC8joPZwuliwqMG2HSaBvKFJQKsJwsUeHVJ5Aq0rKFBEPpHFyXImiZdav6EgIUXA+LGqLYvX4RgKLgWThgwQRRRn2+4JVMUrp7R5AVJZAKLkVLKlziKVTXXwjGjDk2+GT97NXhinmsU5vQ8bJE6VzlsVRURM+rHGbLNFQoLinZlv8ZDYnyJKxUFVuO3z5RD1m22yAE6YKLC32jyBY8nhsMpryHX336IL770kkkIg4cy1QiWzOBPIdYmNfGlpPsvpGsaOv0HEcqn7ckgljVkcArR6+AMeDR5fxeiqrj8+25V9ZXCqbOdjDwPiwUKIaFqB+lDIGAieZYEGeujFR81lDGw1fzrgcGYCRXQEhoBcjJumWOb6RTxhCwDbQmwzh4phcBYpZ8NxH844tHU6BuES0/jAGRkK3Cgg1CUGBUPVemQj2nRFAUNrTkM31KR53Y8ce0h/jyPcX9PdFxVn3flXdQ9yKeMFQsvxdbGu6WgWQsiN7hHGzLQK7gYShTwIXeUbF4PTbkdd5Ey4h9xEMObNPgETGobJS5YtHYMg317q+X8vHAFyCKmhy1RDvtsus3rc9ccVjLJIhFAiLFpNTBMF3I6A3GGH9mEB6t5ZjaN6eZefQo08xbpMFx7OIgKCsqSBIUX3Qe46qVAPe2yt+s6UgiFrLhUgbbNHH+2giuDvFcxomEwjPwl5pcgWeMv/TkS4JR7kVpiJV6gAfTtYV5ZPsHfKGHJceVniCRE5WoUrKi0n4NQpDNu1jbmcLNXc0AILzlvLTDrauaVQ4zUCr376eel3mlEGhCiAqBzuRlaSU+uU9EhWK2mCAPDGe5OqjYTybnVRUFq3W+mZyHuze2IxlxhHgQ34FJCCJhW0UTFChD/6gsm1MsgWQaBlzK0NEQFgYQK8kBjocrX38GPvm50DOCbMFVk3S5HRdSmtyKtvTGjTfpKDcManVbtRBouYe+Ye41lVsRwoWmLvaMYlR6mhkvC3X2yjCeeeU0LJMvovQNZ2tGDUwV2caGSACWaarcuKIHeHp9H6Zh4L995jb8x4/egv/62dvwO+/fIo5TahTJxYTJeOZMk+DacBa5gqcWn+IRB4bB91ee+0fA++O9tyzF+29bDscycffmDvz6zhWizbxlSXGf1Vow8yhDIhJEyDEr5DtPrhPjYZ7jPDmKoTW3r2tDcyKE/tEcQo6FhPCIl1/3aUfccwFx304nk30WTPdpylBrVWu67ADldpe8DsnY2DHFGINdZbGyfDvTIOi+NqLEGP0t8ihDKhaCI0Og67j2rOzG8Kuh17mLmniUluykxBtLCPKuh3WLG2CZBrp7RmAaBjYsTQGovRgn2+3XhmBMloYrloirxWzIuBqEIGCPP+eYCky8rG5b2woGYCCdx8r2BFZ3JAGgRJhTo5lutAdYM28xCDc2D57tQ9Au5m+pyTlEyJav7ql8b6QiDpa1xHDgVA/CAV7q593z/WhNhEAZYNZrYKE4qWQQqrPDWZiEv7TDAQstiVCJB5jnCdcugzQe/jDkCSOu2yO3LIFpkKLok5h8FVyKWCSAwTQP/S14FFcG0hjJukLgiIcLL26MwJThWYQbGnJfNVqu6r9SxhcOmJi4MozvxUlnCiiME0YrBUNsy8DgSB6WacCyTTy4rVO0oDhvMQyCkKqJasBjPHRXXCacvzaKfMGDEXHgehTtDcUSSP55fEgoprqUwqgg0OV5MkSRe5CSIleqIRqAY/L6wuPVVC5HGp8Dss6tf0Ip2u/RYkkwKjxEMoSx0gxwrAq0/JOLgPWN5IQ3ubiNSQgu9qeFd5gPCO515/1kyp0YEzdKZBPrqtMqvkhEArAtIu7jseOSsal7KmQbGmNBfGRXl9qv/7tyaK2VB/lcihZLphGDiwNdHczyxTMAecrQFOch+MkI90CVjx0GHtr/+7+2FV96eENJ2a96FwGISJloS4WRiARKQo5LS2nVl+snt4gGLVimDBud+LPLMHjqxrqOJP7mt+7GgTO9WN+Zwp/+8yG8dPAiIqFiDqIM9a/3UBMyaKfT+BX7ahRCerzeczWf4uwRtE2oKrdELopQNIuSRjKvW2KNCf0vlsuz1cNSLDwaBHFZc9wACi7Dpf40Lg9kqr4/6n7VqeeAw8eaEMQDpskDLAjYptKOIAByQsSLt5WXKbpzQxvee8sSvHW6F+sWp7BzLRf3q/Wek9evWFpPqHvHgsXrOM55zFaVoJkOSZfX6WO7V2J1ewJXBrPYuaYVcXGfX49iaJrrB72+opmXyAfv+Z4RXOwZEZOq0m3kCzslykLIBVv5Ulm/OCXyYQ3k8i5OXR6a8PELHsWzb5zHa8evqjwpvwEuJ2IpUZpFKtMqD/AU8Xvi6oEQLjzVnAzhwa2dY34rDXpZ31R+l3epECrhHxiEoC0Z5v8W1zNXFj7sb5//A0L4/jyPG1R5l0/gXcrQFAvCqaD4KJuYzrsl3ulKUMbVmh/bvhQxMcn66O4ubF3eqFbS5f4sg9eI9kQ4fcHlpaIY46vNP33rPCJBS5TVIWhLhSseM+SYIne2eruK7eP1h4vXp3LnyU8Jqd2/tb6jjCGT81R4vGkQdexKcBXiYhmeQeE9hRg3AyIEWrach/cSXOwb5R5eU02ZSwSiGKY+WSoP66tGKhqAY5qglMIwDAyM5JQBJ+s9ByxzWibDjEHVLJXpAOVt5GrZRJVBqkXANtUCAwGPFukZyojSUjwKQSqIVzLiGePhgeGADcagjN8JX3vCc48XpUJoSQR5DjB8i4oTyAOV+wOAVDQIW3jnVZvLN5VRFWVRLQR8EaEhGgRlDEubo3j/9qVYtSiOiE/ASi4y1lLd9iPlE5pjIVHnfOw2/ja4lNdhBmZGXVceh1KGRBWjx//8SooSMQwitDgSKN98km0gCAbGVheodt9UuhLV0nIMQhB2ZEks/jweSOdxvmeULwBV2NdErzWv8W6MK4I2UeRiU1syhDUdSfSn88hThpXtCeUBl8ejlOHODYvw5fdsxP1bOqZ03PreLXyj5niIh1/fQPbhzV3NePSmxUhGHJ0DrJkVtAdYMy+RJYWOdA9gJFtAJGiP8bDICX95GQnpEVjRFlfqvpZp4OiFAQD1rZ7yEFiCr3z/LXzrF8fhWCZ+5wNb8JHdKyqKEYUcS02+KeVGyXQgj9UUC8Gpo5wOIQTpXAGPbV+KxlhA5VGXb6NqkYK3N+eOrd9aHgJdGgLG/+wdzhbFTgQG4Xmx/aP5Md/5z6kSw9nCmHaUtAEiLzXn4gM7VuDxO7qQdymWNkdF+HXZ9gQIiesm8yezeR7K++2XTuJ49wAaYkHkCx6aEyHctqZVnQM/Hv9LIsJrImZkI1hpxEE59RhynggLlPWVbVEep7gPfq6DaVm7eNxdVj22/GksyMtCMQjl7JyrJpCZvIfRbKGkpizPKzZxoW8Uw6OFusLwJ0s1Q6l4DvyDZMSBYxFk80JxPFNAwaPKuBzOFHChb1R5qKeC38Mt7wc+8S4uBIDxMPhkhdzrMedYHj5qGugdyiJXoIgEAEopGoVYF8/6KO6NgIc+8kUOS4Uxy+iOiSDv0dZkGAHLUOHFyss8yT6OCQ+wK9LWCSGwqoTbOLZRakARuaAoP2dwPV4XmavgT83QqXyNhIqxZZQ+s2fBsGDg+b3jLX7JsGBCuMfMrjd8qepO+R+WSRAN27jc7/uwVntZMcJA9mvvUA4r2mLCMORPEvk8UQs94jk5NJrHpd4RHiJfvojEeB3tiYhUznRVD8s08H9/7nb84p2LaBSLUr//9Vf4u8HXTEp5bXTLNMaJjqqOXEiv9/xny/AtP85MXnLKmHrn3UiGvWb+oj3AmnmJfAC+e66PT2QrbMPExDMqvCDFcE7+59rFKUSCFp8cWyaOdQ9wIZ9xQlGlt3DfiWv43p5TaIwGYBrAk786iXTOKynRI5WmExFH5boWKEU6U1BtrEW1r2XOlBKDqfNOZYwh4Fh4dPvSMccvehUIGoXAlQx9vTKQ5qVQRMh0wDbRkgiKfOdKV59/5rpleXkQXmiPIZt3eVkdIYJFKUUy4pRMuMvbOJIRYdh1nCv3YIWxtDlacn7+awHwXDeZn50veEjnXAylC3jilycQFXUbR3MuPryrC+0NYXVdyvF7gAkB7DpqF1YrpWEQgqBjIVegaEmGsagxosTC/BBh7MtjFk+O/5F3KfqHi7U0A6aBphq1ND1KS9pjGgYIuFjZmatDStRFnhYDnyhfG8ggnStMaII6KcQiRcV6xuJP2zQQiwT4fWoQ5D2Ka0NcCOvyQAZf+NNf4PN/8iIu96V9E/NpaRqAYv1UTNEgkwyO5kTpIH7vNUgDmI09AANgm0TpHkw2FJIxbqA0J4LFvFRS+v1EkGMtLhaKGIoGflLViB3bhkpQdY8RlQ85U55YSrnAYFtDuMQ7HPSHV88gtXYvx61jGcjmXbgeQ8HjVQ8ATMvgK3mksNpibokwTxNhjCFf8DAwksOONa34wkPrSiKVZLub4kGl58AYcOh8P9Iy/9f/XiIybWRmlYwngjx+MuLg/bcuw651bULAcWyKhmGQKRm/chE6FZ0f5y+PbZsGmmIheErEsiztYJoxxP2ujV/NbKE9wJp5iZz0vH22F0HbqvjAld6p8pAwabwsa4miKR7C5b40LJOgZyiL01eGsa4zWTO3Tdqa//DiMUAYMKZhYDTj4kLvqPJEUMYQFLlyjln0WpiEIJ2vYLT4kMeu5EGVmKaBWLB6OOuYdgvv79auFmxe2qA85JUon1CWixfxv5d7gMfuq9L5ERDkXYqBUV4WRxqfHmWIhx00JcK41JeGZRvIuhTXhjKIBmMAKqhK10AaapRRlYPtR3oiApap/iFLR/zDL46jZzCDxngQ2byLZa1xPH5HFzcMyg8CUY4kGkTvSA6UEUSDFpoSIZy4OAjHqhAGKP4dCdiwDOERI3x3HuM5zH/4yVtBQLCqPYH/+r03cfbKMOw6vPwlzSO+yYhYq6goQiTOIyEU0ykr5rH96bPv4J9eOomgbYJRikrTr5r5rRNgoudWCcskSIYDOEOHYFiy7FgOy1ti+MWhi3j7dC8aY8Exk9XpmlhN1+TPINx47x3mudWyhnnVck2Ee4VNEJWjO9mpMqXcyGtOBNE3nC27NgyWReRf6zuE2MY0CKJhRyjHThyPMaT8CwDTSMWQcvDxFHb4O8axeGi9fO7OtAFcC3npP3j7Crx7vh9Do3m8d8cyrO9MKbHByVBu4Bzx+kGEEBoXcystoyYjILavasau9Yvw5qlrWNwcxSfuXoX33bpMvb/K2yOvHS/tRXC+ZwTZvAuDGHUtcM4HGOOREtXe0dPJRJ6xs+0BlvOdetMONJrrAW0Aa+YdMrT0ykAG56+O+kRVyrdjsCye4+mHiO8Clok1nUmcuTqEpMNFn45fHBQGMCpO7DxhwO45cgV7372s8kMJuMfx+KVBAGJVm0IdOxqyRZ3Y0vIyVQ1g8We5B7Uc+U5MRoQCJ6U1d+pR4LFbFhfFr8ZMSrgBGAvZanWeegwX+9K+kgRAwDERCtjKqCcEyOQK/CXtmx9VNIB9ubaUgis9Ci+TaRgwyiLg5N89yjCSyY8RYaoFIZU9nUBRxKUxFoBLi2HGP33jPI5eGEAkyMPWswUPn75vtVKQriRgYhoEtkWEKAoPm+xqi+PIuX4Exqig8rqzAJAM2yJvVl5cYQRThsWNUSxu4qJblaIcGPjCxDWhXl5pYSAr8rJlePd4K+gREb7ruhS2ZeJC7wiOnO9DvkC5GNgMrsAzxhAKTCzM0Y90HBmEFL36BpDNU/SN8Jx7WcrLMADqQSx6AEHLUHmd0yqsQvj4tk1DGW61du8/dYMAuYInFsF4VIRlmcX9VFqIYAyRsF28r6scazyPKWVURHmEcKx7QIUiy7DqxqjMQ55YmJhpGIiGbC5MNMF+ls+eoFDTnu5JdrEGdvEzgwD5AsXaxQ1452w/LvSOwjQNrO5M8u+nMUau4iJuje3lfXL7mhZ89989iHTOVdEBM8mYmvOiG6OijF537ygaY4GqQmny3ZqQIlji2XT0XD/yrlf1ms6Ul38qECJUmWdYdYrrRowvPCffaSqfHQQeY2rRrF7ROo1Gow1gzTxE5v++c74fw5k8Qo45prQLAc+Hs01DqUCX5OUwrvS8clEC/+xxo8b1KI5fHACwtLIQCgAD3PP8teeOiBBE7mIzCBeBujaUgWUYqj3yna3yAsULfyTjljepIvW+q0K2xc+BYkxNQkK4WEqu4KElFcLdm7gYR6V3tjRy4yFHiXkwAJcG0so7ShlFJGihOR5UnmGDEIykC3Apg5yCMVasY+xvkGEAedcT9YU9JYLlUYameAAXeo2KZTM8ypDOeyUv8Eo5zBNF1vNkjCHomNh7+LIoM2MinXOxaVkj3nvL0pIcN4lc+TYIwf1bO3H4fD9yBQ+7Ny7ChiUN+OFrZ0u3FwaEFDKSiyeVyLtUXfOWREiFH49l7KcyR71/JI+8J/rNo+MqiRbrOvN7bGg0DwKejwk2AdGjCSLDHBPhqYX5yQmeXKyQonOy7nTvcK6qMM9MeYD5wk5tESxpdDfHQwhaBoYKHkzDxNX+DDyPwjJ57W7HMtTYGWsn8PMKOta4E/JYsPg8GrMXUgwzb44HeV1j2yzN8ay590rnx7EMgoQQnZss4znCxgvVHdM2acD5amDLNjNwocMP7FiGbcsbceBUDzYubcBdG3g98ekM+Q+U5TzzCCYyrsHCFwXMkvrkU0XeR4mIrSIlKHjaTaSKiB738kIt2lHKQIyx7VfvRMcS6SR8sXg4k696PSljiExQeXy2mSn7XKlAi0i2eoIu/OleJYtGdfx2IszDNQmNZtpYUAbwfHyoaqrz7rk+ZAsewkEL8MZawJQCtgE01Mh5XN2eQNCx4AqRnMPnB5RBU/6yYOLzFw9ewoFTPSXCW8QgyBY8XBvMwvKHmPomV0pcyPB7gCc35uRkQwrIuGW5m+rwwoMxWCig4Hr47IPrRHmF2pO3MeVwyq5dpUmof3eE8ImjzBsu35yAGyNB26j7Grgid1qWYjINAyHbQDpbOS+43klCIuaI0Eb+b5XDzfh5fv6BtbAtQ3n/y5Fj5VN3r8bNXc0Yzbq4dVUznt53tqrBWM8ZE1IsA1HxEgmDZCRbLPNTPmbL7aBqXhTZv6moA8ckKBSKO6oQ7Q5CiArXnk8TKkYBmBBGFoVh8GiDERFyWyulYMrI8eQvv+JfrCn3nFXahd8DbJR7gCls2yx6+couPAE3OmIhu2pqg/yUq31Xd19Syp9ZjmWWqNpOBbleGA3aXASJkKqLEVXbxZhS9WeobAgVQ3Un5p4dc2+Id0jEMtEUC2BFawz3bGqf0D7roXjvBeCYBFkUF4QaokFV6q5aH6j1RTaNizjieCHHKj7rGU+fkFFN5YeS/5ZiV9UWYWQbLcsoUfT31xcv32+58vhkT3MmvchBIVI1E0cgqOB5r8GYRbhpbpS8lwMTTMnRaK4nFpQB7HmevpnnmPFebtKbwhjDwTN9CNpFw2XMtoyHtdkVJnry3by2M4VYyEY278KxTJy5MoT+kTwaY4HiU17si+euevjrnx4uqgCT4maUUlwbzFR8yYZFnVhpXI9kqhstpe0c+430OjqWiSbhDYqHbdgGgevbmUGAkayLB7d1omtRAslIAL++c7lqd7VrBsJrUnpiBZ9S7hnnIkzcU5sSuaKVJZxqQ4WH5lL/KIK2Cdss1qiNhwMVjGv+AVfP5irQlDKEAwbamyI4fLaP56Wx4v4DpsH7EOOHtDqWWRqiB254jmQK2LVhEe7a0K6iDqohv9mwOKU+C9iGMKbHCzct/Z4xwDF5GG8t1GJKpsDb5z9P0Y+Do3meo0b4cWJBu+bCR8kkTrrAyo8r+qq9KYJzV4ZrtnE6qefRLDfh3hJpGRAMZrgB3C9qFc/kY16WX3Gpp8J2DUKUQEy98GgBitEMhWEArsdDtdW4rmCBMMYQcoph5NV6urYhQOB5HlqSstTP2AfsZAwteQ8tbopgMF2AbZpwKUVHY6SufRJxfmNCoAlUKSA/09HHlDHEowEEHZ7qIp/1kxU0mij1HoVMZOM6kO8BvgBSeiHHMyLrXdAsL3M1XndNtT8pY0o0clq9yGI3yWgAtmXAdes3VGthGFz0Sc4RiiHQqN7XanGhvCbz9CIjjFJRB16FyCiN5kZgQRjA8mF45coV5HI5GNOZ2KOpG2kcqtqANZ6p/aN5nLk6zL2t4invs1cB8FDdWNhRK+j+l4Z8YDfHg1jSEsU7Z/oRdAyM5FwcvzSIxlhLyf4Y42HSPz3QjXfP9SEe5iGWrhBwkjnFxy7wskyWQZBxizWIoyGe6ykFn9J5b6zRIpDvN48yDGfyNV9ksn3xEFdXTcvzZPwFmit42LS0EZ+4e1Xp76pcV3mccsNNlniRE3rHMibsvfGfoGka6B3OojEWVOdHAESCFlLRAM+1JXzBoWcoixWtcfSN5HiIN+HtSUQc7qFQ5WCKripCuIehFvIaJCOOyM8ungyjXIjqNx5cVyokNQ6UMVVWKxF2lBpwNUyDIBK0MZQRLldSzGOtN6SxloGfzhXgUZ4LzyeAtUOM6zUyDYNgTWcKF3tHeW7wDE6ASr0NtbdV90OEL3xRxheZBka4ATyUzgvP1MxZwKUGA7+PHJOo3N2J5hgTYd14lCIVC8Gx5Lgo3Y9cGIuHpzbJJ4TXum1NCANYzudJceFtjAJ3Hcgx8v4dy3HqyjDO94zg7o3tuGlFUxWRpMp9VFwgKz5/gkJxnZDKYd31UH4uBASeR9GSDME2jQWlPisvIY8WkuOIfzjjSu9VmKr3ljL+ngSmPxS4GpO5VHL6uaItDsoIeocyyBQ8dC1KAKj95JKHS0QDSuF+ltZqNJobjgVhAMsXb2trK7q7u0Ep1UZwnUxn6JVBSNUwUwkVXtND5/oxOJpH0DZ4ndfWOIZG8yrklhDwnEfhqQTGvvB4GDCwqj2JN070IBq2MTCax7ELA7htdUtJzUticOXmb754QnmUC5RhUSqMwXSeq1caBH1DORW66vdWRAIWLNOA6/Eas+kMN0xsE1XfxpQxrnpcxxvMY6ziBIEQIJN34VFeMzMwTligvPS2VVStNgjB4GhOlSviBrBZsV1joggrNJ2BwTIIrg7y8jyWUTxOwDZVCLI8VsHlO83mPbi+SW4wYIGg6EEvP/tx50uibSHHKgm/Mw2CgdE8PrRrBTYtbZhQnrFBSDF0uMbxVdifaSAacsD60mPOYvz5Hr8X+oczyLuUj8uysTRe7ebihvwP2zSQiAUxMJoHzPJs8iIG4ekDLx+6iFzeK4ZhzgDS29AQk3m91SkuanBvDBULV4PpHNI5DyOZWSjVNEUq9TuByJEW4dXVtqOMj2dgcpN8gxDYpgGPUTQLA7jSfiZzCeVv2hvC+MpnboNLWXFxsgLl9ZSZiBxJ+HJ7i/myY39fr70kWzCmljrh5dpaEyHlfV7Ini7KeJmb5jhf/JiqBZmMBMYsPNY6dony9iSPPVtCWpTxBdSmmBTWqx/5fNq9fhH+/Uduwlune7CuswEPbVsMALDqGINycdo0uDCjHLdTuXb1sIBvD80NyIKyAk3TXNAvuIkivXbTdcn+8RfH8cmvPo///J030DucBWPVvQDvnO1FNu/CMg1k8h62rWjC4pYo8q6n2uOxogpzpTBU+TJc3Z5QkynTAI5eGABQDJOWIiBPv3YW75zrQzhgI+9SpCIOfut9m5QQVKVrIY8aCznqpWQQgozwzI3HeJN1f/6UY1sVr5cMo5pI2J4MT6OUTzq7r40gm/dUGLes1xuPBJQysixZJPEow3C6IK5jcRIrX8zXBjK8xIsIg7MsA8mIM1bsSfyjfzSHgsu9ja7H0BgLoikRrOs61iIR5saS9PLnChSdTRF86eENk/Nwi/Y2xoNwhBEm4eduIBYuCslMdVImx1TJZ+LPvuEcV5AWYeMyH77afUUISupYl2OSYmjdlqWN46oNTyeeEKszCKmuBC7DESMBWJYpFi+A4UwBl/rTahFnJmuWTOV5KMvMjOkfEfXQFAuovk5EeNqDf1PGmKpdPdFhRQCM5gq4OpgBY8DWFY0AgIZo8f6Yjm6WzwBZN7VSO4DSesryd/Xk9jLwcTKZkHM/BngIuvSEl8tMzAZzlZIlr0UyFvDVyhaRI1N84ctfyyiietrCGCt6b+fmkkyKqVwqQoCP7urCH39yBz51zyo4VnXxwvLjbVragIZYAD3DWQQcEzvWtEy+IeMg3wEBy1Q1qPU0WnMjsCA8wBKd/zsxCOFlVvpHcliUCk9qH3JV/cTlIfzJMwfBKMP+41cRckz87ge2qJq6EmnEvXN+gHt4KBeC2tbViOFsHq5Y7ZThgIlwcTJYaYID8DzgSNCG63oI2BZX8nU9BNQEmnt/v/PSSQQdEyDAaNbFx+9ajXs2tuOPvv26uCAYM7GWQ8ogQCRkYzhTgGkABcrzESMBS3m4JnbdAFsoqgLcYxuPOLg6mFEN4aqxkwtXHOvJLf2xtDlts9RY8v/OowxZkbMrJ6+2bSCb92AYBnIFIZJFqhtcYq8AgILrqRVsyhjCAQuxYLGUxmSNmnCAB6KbBoFJCLIFF1969CY0xYNTUpm2jKLAl2yeNP5DgWl4tIp7w6UMQ5k8Qk5ozFhyKVWGiwxdFz+tKapT+XOCTMHFULqAD92xAqva4wgHLfSP5mrsberIPo9HHAxn8nAsAwW3du5ogxAUyhcYDMPAcDqPa0MZ/nzATAnV8IaUKDlDeK8iAeW5rXipxGeWScbcx/Jrj1I0insZKNaQZmIDQngkSMSfK1hXu3kbbcvEbzy8Hrm8h9XtCdy9kQs+BSwxjn2DZiq9rdJKUHuBr1r7x13vEp7iZKSyWFO9MACGYSAVm/nSQhL/goB8xgFz5302K6g4TxeONTHRqPlYBmmmobJEIKsv71xez+UtMfzFb96JA6d7sWpRAluX88Ws6cpdl9Fz7akwhjJ5BB0TWZeqBVaN5kZgQRnAmvqQD78Tl4fw+19/BVcH0rhvayf+/Ydvgm0SPhGs8ZxlTKzSy9xPAlwZSKvSM5ZpYM+7l/Fb79kExzJKQlwJgMF0HqcuDSJgmShQimjQxtblTdh/vEe9TAnhE0aZgyvr4/kh4mWwclGcr5YOZmGZBD1DWXT3jKKrLS7yOQm+u/cUTl0eQjLiIF/w0JwM4fFdK8AYQ1MihKH0kAi19nn7AFXv1TQJwqKuLCHcK5gr1KEKW+VDBu5BiQTG93JMZv4i81crLQpRypAUCwvjqQD7Q69s20AyFsCFayOwTQPZvIsLPS5sk+c3OqbBxbeE2JZENqF/NI+CS7nwGWOIh50p5fzJyXdLIoi2VBhvneoBCPCeW5fhsVuWqjIek6UkT7o8MmCcNtd7RoTwUPzhTEF5qvxw4R6mQpTVBKg8VFr8aZsGmmIhHPH6QRyzZAEnnXdx25pW3L2pHe+5ZSls00BbKoJzV4dBxtQ6nj5kkx+/owuX+tI43zOCXesXVcwdlUZoMhKAYxoqPDuT83BZeIDtEg83F3lLjFMeaiKU3G9i8hoQ4mJT2aeMvAB491FWVl2a8UUXubhS63AlRg0BGOWfffzOVYgLoSA1+fZtxw3lYimmKRnCE9xW1nWXz/Tpxn9LEvB3hqyFDMx8OJxfD4D39/QoH0+FeMhRETqMsRJxvknXyxY/SynRKK8uQ7j+BR3xDPAp2s/GtZuJY6g0ownsXM6VVi1KYJXIG55u5FreI7cswfHLgzh2cRAfXtOGnWvbxPfaBay5/tEGsGYMTBTRffb1c3j3XB/akmF89+WTuLmrGe+7dSlXN67yAJQGr3xJyXfa4Gge+QLPYzREfujRiwPYtKSBlxMxiPrz3e5+9A3n4Fhc5KmzNYHWRAixoKVCHmWoqawFWekFQkQDgpaJFW0JXOwdRUx4aY9dGkRXWxymYaBvJIcnfnlC5fOO5lx85oG1aE2GwAC0JcM43j1QYjBwjw1THhuDEOWtNAhQcCkG0zkAsaqzG8ZQo/arnAT7zmca3jlyF6GAWXG1WE7EwxP0YDIxcW6MBnD+6nBpAp/vuEHbRDzscAVqArge5fmoAPIFT3kzPUoRDzoIOqYqRTUZ5Dj5/3z8Fjz96hk0xIL46O4uca6Tm+JVKmtSMUkZIudWhJH7vcSWUXrsmsYMKoRAi2MNDMvcbb7IIFXDKas+oa90LMMgSOcK2LmmFR/auQKuxxdvWpMhuB6ren7TgdJoSIbwf33y1to6AeJj2yKIhh0MpvNKWO/4pUE+VnzCeRDNto3aontTpZ4SSLV/XxbNUWEb6SUKB2vcm+KHzfEgArYpjA+u5m6bRAnMMVa5TjjA+6NW7u5MwnUCipoO0zLkxKmUlK8S6vcB21Rq2DNmRYn9mgYp0wOYu3Bf9Tx2TJWHzcANm2CNetbThd/jLZ/RUZk2Umc/jFG0nyHkk7oxFkDANFAoeDN7wLraJBbIxHxrunUPZN+0JEL4w0/cyhcWK5R/1GiuZxZUDrCmPgyx/HdtMINwwAIxeJmfH+4/WzEfUSI9UZcHMnjrTB+A4mQ7k/dAKVWhqCOZAg6JbeQkQM4FjpwfQDpXgGWZyBY8bFzaAEDk+/ryxSyzmGtZ7XnsieTdtR0JFFwK0+CiWse7B1T7nvzVaVzoGUXQsZDNe+hoiuBDO1eovN/WZKimoQpxTkHHUoqaHmPI5N3KG4tzKHgUA8PZqqq1zPdml547T+Y4jt3djDCmXrDv2P7FAMoYgraJ5kRYhKmXtVFM3mMhGyFHeMrB81ZzBQ8AMDCcR971YAhhj6Z4ACmZMzxZZ4T43dqOJH7/17biXz6wVtUpnY45Q7UJrPzYMIhSsOVdKXKsY0ER4s+3bI6F4NHSvpXez7zroXcoW7pjuf8qhnGtNpnmWG+MnITmXAqPMpV33ZoIcWXz6rudNlT+OKmcO+rHNg0ko76FFEpx7tpw1TzW6b5HyvNyA7Y1pUkoA/d+JqPVvZ8MDKbJvYjjUS2slZCxegGVLvVcBqNWWvQrzVWdHLJ8ldwDA4/iaEvy9J7ZmNPPmzBfcbIBEaYsLwpllcUWJ7Zrv4fWKLtXhAK+U9SzKE8bqbcfZvtSWpYxo2KAE8UQ9/JMK/QzBqW4r9HcSGgDWDMGHo4GXBvi+ZuexxBwTBw83YtD5/q4l7DMKycNv8PdA/jM/3gen/+TF/Afv7kPBVEzb2g0XxSoATcM3jzdo/4On2F9uLuf1w+kDKZhYMPSFACeI8jFWorhcjJHdrxXwKqOJPeIeNxQO3iOG99XBjL4zssnuceTcUXlx3d1oSEaQEF6wRJjjRP/tZLEwzaoCDV03aJnczKvDca4yqT/5Vbx+IRUrINcFeUhCiMgQo39u6UUcGwTSZHrEw85yqvtehSD4pwA4NpQBlmXwjAIXErRnAyhJRHk9YTLjskg8h/DjriWpSdDGUPO9UoiBxzL5AsY0wBlTBl2U96laLplEETDdoVFAqKUyYH6Jmq1HJ6McY94pe2Hs4WimrdBEBQh85X2JyecTbIGdMl3fJLTEA+IvED+eVMiWNFgngkIgZpgVpvUyU8NQpAIB1QZpNGsixMXh5Qy9EziF7IiECkDkdrlp/xUah+jvPxQsy8HeOxGfJEiMkFDQf18TOI//0N5RssMlVmFiCgS00CDXATwnaA1Dbmq5eWrKAViIRvRkKU+W2gkogE4dnFRIBi0py2PNGibUBrfYpeUMYSDFpa2xlDwaMl9Pt81WuZ582aEep7JGs31ijaANSXIZ7xLKQZGeMkhBr5Cm8m7+OG+s3yDsmeh9GH++bPv4FJfGpGAhWdePYPXT3Ejd1SKJYFPGAOWicPn+pHOueoBSwiQzrl491w/AraJgkcRCVpY18kN4EbpNROhP7ZJkAyPnSz5kQ/tDYtTiIUduJ4H2zJw5vIQXI/hn/acwuW+UQRsE5mCi65FCXz4jq6SEMHGRBCOZaJSlKN/MhsJWCgKEjEUXG8CV16cBiFKxCcecWBZ1V86Muy4QdUfnT7kZKQoQkXgUoZ0ruDbBiV/t02eO1gtr7YsKpr/DkAwwL1nA+k8V6EWNXrjog6wVeZFmAxytdxv3E0VQ3gt/J76megTjzJk8nwsycsgz2Eok1d5yFaZ+nQ1anqJ1Xf8AM2JEF8omaIS90So14BsjAa4cjQhcD2KYREOPdMNk0JWtEpqQy1UqoTvehIAFOA58vHqBrAMna/HAzz2twzBQGXjRnlGmYysISo3dTZtQgYIdeexIbj+0UcZ99wqwbA62+gf9wYAz6NoToanLTf8esSxDHgeX0RiIvXFnkReaiUICIIBW71LZMrLosYIWhKhipFCU0XbaDODvqyaGxFtAGtKEZOEvEvRP5wREyYeFhV2LLx48CJ6hnMq7w4QQkmEYP+Ja3jlyBUkpHgRgFOXhwAAg+mCCrWS3sCeoSzeOd8v9sGtyyMXBtA3xMWqXI+iNRXGitYYAFl2xhQiW4BtmioHuNoDWr4QWxIhLGqIoCAmzAWP4Zn9Z/HjN86pfNds3sPju7sQCchcY5n7w8vdlK9Q+2sXAlxYyhOeuIJHMTjKjcWJGG+5ggfKGPIFqgw2edxkNDBtHtGwyAEea5DyyVA4IIRyyvJ4q4ZWgvdXKhrg6tq09FuPUjTEQ9yTLCb/PC/RwKEzvdh/sgej0psJ/mAihE/2rQrtnO/hWP6rNJVJGSEEnkcxmM5X/L7coKnHuA1UKMPDGINpFiMq5G5bkyG1/XRMgqaj38SjAomIA49VjsyYb8gm8jQAR6WLyC8pBYK2oVTtK+2Bh0AbqgxSvR3CUxSAWNhnAJekMjDf37mXWd7/c0E9Y4QQogQI68W2SDGEVTyHWhJB8cyZnvFdLzJtJBmRZctm8eAoqgkvSoawuj2B3uEshjMF3NLVzMvjsSkYPb6FoljYFiHtfGFXqrs3xorl7WQ0V3JK4mf8HdMs6vJOMSVfo9EsALQIlqYEWWaldziHrFusqcnAc2CuDGTwwtsX8OE7Vij1W6mN/A8vHuPiOQ6fMFPKcLFvFAAwkikaNwCfCA6l83jrdC+2r2wG9RhgAEe7BzCaK6AxFsJwuoBNSxtVvcdUJADLNOB63BtmmwQp6amo8bqmIsdoVXsC75zpRVC0789/dAgj2QIc20Q6W8C6xSm8b/tSFe4jNVi5EWDB9YpqlkSE7MnahQAQsv15TRPzALseQyoawM51bfjZgW4kIw4+snul8m5ZJkHINlVe8mSRIcaJiAPbIMjwD4suFsZzq+NKkKT0aKo+KykLiSLcU5mIOqJ0UvmMjijjPR5yQClTOXg/+NVpPPXKaVimgXDQgudRWLaJxlgAl/pHQctOmDKGyDSG6k0UedRqisrlNMeLOeSTneeWG3myH/uG86JPxp9EyvY1RJ1iaSkfpkEQcmQINf+yNRlGwDIx6lKUiaBPGMoYYiFZtmzyZV9kE/i5zq31S8S4lrm79ZzXWAOPgDKKZCxYEjpfjsqVdCZW/9b/+/q3nf0FJsYAxyRI+VSIaymP19vEoohREAGlHM7TNmT+L6VcO22mUW0W7w8pvDhX63mWaeC/fvY2PP/2BSTCAdy7mZfGmq5FJf95SQ9wR0MEYccSQnv8qVgufjZZZnoxbJ6vu2o0mgmgDWBNKcK46R/JouBSGCjN/7MMrg79a7cv52JFlHsM9524hl8dvoJI0AKl/IVmmwbOXuUGcDrvjhH4sU0DB89yD7AlVvPfOddfVIcEsLo9wf/OGBpjAYQDJi71ZeF5DIsaIkXFyhovPqlqvbYjoVb6Pcowki1wtVnGvQGfuHsVwgHRfoMATBoBIQRsgws0VTDGJLGoo4RaLMNA73AOAGCUTazkIkP/SA55jyveFjyKeMTBv398G77w0DpYIheOsWKpBLfKsvZkXsrSi17r+0r7TmeL/TiSLXB1Y5GoapoGWuMh2JaJvOvBlIsF4GHvUeFpl2re8lLKWqee5yvnQ/j4iAbtMvEbboBHQ05Fb9ZsU09poEqTsno9oYRwsbR+MZbKQ6DzrleSoxWwxp9EVgpnlos6ZtlgjQQtJKIBDGXyMKdwoaUXUi4YTSJ6uLgv8cN4hI+Nerw90z1x9fcfYzzfEZjcecn7IxUN1MznZwAsUgxPrqVhXl5CqbzNtbZlNbadFmRqiYis8UQuqBzD8lr6mYnWEHBlX2B2DBvTIEInonTszBVy9DTFgnj8jq6K301lvzwlpqiAD/BosUWpMMCgBOwk89a4lB5tofkwmMmjuOyv0WiuV3QI9AJCCgHVM7m5OphBvlA0+OQkLeRYOHS2D/tPXlMvNb/3t2i8MlimgQu9I8jkPaRzBfjFjpnI8zza3Ye+ER5SnS14OHS2F0HbQsH1EA3Z2LiMK0DzEEETv/nYRqzsSGJLVzN+74NbYJlk3HAtIkb52sUpRIMOPI83QpZaKYhcsN3rF/HtfaGJABB2bDQKNdxaS8y2aYi6tfzf1QxWSa5AeV+IXXJvL0NLIqSMX3/erMzHlUijZUKhgCV5jIExY4Eypur1AoBjkWLIuUHwB9/ah3/3969iKF3AaK4gFgWIMm5akyFeQsVvCQhvR1R4/8pVnf1GHbeluSBQIuIgErBhkrGXfa5DoFWOdEiG+JV/X/23lPLQ+XpqY8pIAyYPUvYDl1KVM85/UHtfgMi59oWV+6+5zEGV29qGgZakUB+fhpWG6eg32YpkhNcZrbUIIZ9b8fD0RQxUyuMtFymbEESWVBM1zatcI57Ha9XVD7GQzeshi135x1w5kYAlFqF4TWnbICWRLTOFbRk+b3lx0bPS6atnq/j3VI10qTPQmJBl7Ca9q3GRuzYITy2ZrnSC6YIJY9Sr9CCbIiYpKuAzJkp9RQOIhCwlJHe9wDUf7ClHYWk0mvmBNoAXCEzktErZ/GovHvnpwKioL6q8j/wbw+Bep2f3nwfAV7X3HS96f5nyCPJyK4OjOVweSCMrws78ExjLJOgdzuLts1yR+cSlIfQMZWGL/N/meFB5gGVppkdvXoJv/tv78Xf/5h7curqFfzfO20hOsla2xRGP8DxdaYsbBq81vGFJCsmII4xOvr30WlkmwapF8YoeYP98MhV1lEiXaRL0DgkPcLW82SrtZowfV34vuyruyx0sMVomKAYj2+RYUlyqeL68XUR5nRt9isEMfKL03ZdP4Uevn0Uk6BM4Aa+FGglaiIk6vyXnhOKCw3jNZGLsGISgqy2O1mQE2UKpYuhcT0Dk2UmVbLUYxFipiBBKbVZp0MaEB3u8CSBjvK/SoqSWymEEX7jpG84p4bCAbaI5HhYHqr7PWNiBZVQWFvN/JhdgWhM8hHvOL7pEtCMZCcCyzOLiQJVtubhP0fibtOdZ/OnP4zXE/iMBGdo9uf26lCIlwtdLBLJI8U/KgEjIhmVWj3yQxnE8xFMc5CKZf8zJn/rTIRyzOLBsk6hQ9elY9KhGSXgsuEEbjwRKzk8evSEqFjsYExE2RKlhT4Tioi2vBtCSCE/lFCbMfDT4eOQHmdaUEnme4YCpFggZYwg6JprjQSFuSNS7bjKiZnPBfOw/jUYzORaUATzVMgrXI3KlnBCCV49fxVe+/xZeO34NhJCayq79w3mlsJp3KdYvSSEcsFDwKMIBC3sOX8blgQwA4BsvFL2/FDyfFeDXu+BSnL4yjEzOFde/eEyDEOTyHg6d6QUAvHu+DyPZYv3fDUsbEbBK817l5EdOmOpB/jYSsLGsNYaCS0uUij3KcHNXE1Bhn3Jyva4zVTJho1SsZvvKljimWcwRBq/fOhlIBY8nb+f0KXvIeqBjxZCEEqsKpS1tiEEIYiELRy8MIJt3YZDSupqmwZWgeVuLk23u4QqJ8xjHYAHgiHIvsZCNf/fhbTAMovJWpTEwHygXCZPXwC8ixCf0Yz3tfmo9mgghGExLQTUG1yuWcprMM82jdIzPlDHu4U9EinW1Zc52SyLIRbKM4sLIfKAhGoBj8mfO+Isq0ztg/P1HGVPiVbUOU03MjjFej3WbeAbJLnUsA6lYqLgAxRjCjll1Qa28ffWHQBfvexkZMBPewPFgDAjYxrjnJ6NR6gkFFxsA4PmuQVEDnC8GG1iUCpVsM9vcqFMSOXoSkeICocd49YfmRAihgMVTW1CcK0xU1Eyj0WimwoJ64nieNy9X8ChjcD067ZMOxgAID9I3f3kCX/6Ll/H3Pz+KL/+vl/Cdl09xo4KyMR4qAOgZyqoV4YJH8ej2pVjdkUQ258GxTFzuG8XLhy/h8IUB7D18CdEgF7UIORZWLIoj71JYBvdcnb06JFsk2sXUvxzLxBuiVNLh8wPK2PUYw5qOhLo+xfYVvcgTKXki843Wd6ZEvVmOSxliYRu3rGopOf/y67FuSQrRoM3zVCt8D3CValuUjDENgv7RvBD6qJwtZJDSqdt4Br2sCzyVISyPZxkEjbFgMYdXfMnEd6kqYkpUTJSv9Ge5V9aXCiUn6smoozxPlQgGzJIQ3HJkDWTL5Mb1HWtb8eX3bMSQEFJzXYqgbc6ZCBZvI/9TXsOx3xc/a4wGx+S7SaQBm4pVL7UFFKMcLNOAbXI1W48yZHMFFSbvF5KpRSzkqJBX3ghpuBOf4V4cm8vb+P2czhYwnC7Mea6ebFkyEoAjS2TNsSFRzzWRmwRtQz3nCAFyrodlbXHcvqYVAGCQYh/6701KWUnu+0RPeUwbpaFtGggFLAxnChhK5xGNBIrjaJav60RegfWOQ7l4ELAMbF7eiN6RLK4OZrFpeQNa4iEVHTVrEOn1LC6g3rCGsG+hjjKuKdAUCyAiDWDf804rN2s0mtlkQYhgSWXOK1euIJfLwShXJZpD5MRVhvhOF7KMDwPw3596G//4wjGEAxYiwSDyBYr/9r03MZTJ418+sFblXRFSNCqvDWVhmtzrZhoES5tjuG9rJ35x6CIAIBQw8YNXTuP5ty+AgMAwDAyPZvG+HcuxvDWG//yt1xEOWjAIcOB0L7IFFyYhoBQIB21e7ofymqnnr47gYn8aR7pl/V8P0YCNjUt5/m/5lZnKlVrTmRRlXaDyjld1JLCyLQ5grFEtPcWrFiWQigXQM5iFXaU2r2UYMMBrehIC5PIePMbG3mRiwj6UyaPgURikWFKp0kSsKPrjVKyJO1mDpJLBrcqlVB2PDKZhoG84g6sDabgehW2ZJQq/zfEQcgUPyXAAeVGmhqH4fTRkVw3BBYhogwPLJCqH8xN3rcLZayP47ssnEXQsfGjXClWKa1YnrwLZdmlI1vTg1rG/quHw4Oq0vSO8DNLzBy/izJUhPHrLUjTGAhhKyzrATCjoyvrDFcaR+DMWtLnacNn1l6GyEhmyfvfGdnz+wXV460wvti5rwp4jl3GxZ6SmYvGMIk7EtgiiYQcD6TzKr7J8ns1H/OPeIATZvIfdG9pUveVKXn0Z8RIWCtATVdGmjCnvvvwt3yf3NP/+h7bhb356BJZF8Jl713BxMTazubElCAM/FQnAMopCbtO91vK7H9iCjUtSKLgUj9y8RCmozxXzdYxOFbkopRZZAVChtUEIQViEQBdcfu0NAvVenc+XZK4X/zQazfSxIAxgVdKjtRXd3d2glM4LI1h6yU5fHcbP37qA1mQI792+dMr7lSrG6byL//ztN/DP+86KED3Ci96bBCHDxP/vhwfRP5rD775/s1ih5caERxn6R3PcYBXheZGAhXs3teNPk2GkswUEbBMnL3LPbihgwvUowo6Fj925Et29Iwg4BjyPwTFNnLw0hJGsC9PkSsptDXGYhoF3z/Qh4BgYzbl46rWzGBrNwzS4EFRjPIi1HUkAKAlXnizSSFrTkUQ0aKPgUlgWz//dvrJZ5VGWh3hy7wEXilnZnsSl3gtwrGJ4a4mnL849Ulw8jGA4nSt69St4qYYzebiUISjyhstz9MqpZPjW6/Ur/R2fAHMBJ38IL4HreVjSEkPQqaKuLSbF6ZyL8z2jaiLNGFR90ge3deK5A+dxtT+DUMBC0DZRcClakqGK5+FHhXoGiqGe8v79Pz60Dbs3LEJTPIh1HUl1/nOBEomyjIpe+emcKDHKxch++c4l/PZf70GhQPHUa2fw1c/vhGObGMkUSsTXxmNsCDSvoZmKheBYYz1/QdvE735gCzzGFcvf+h898Bhg19ASmA1s00Ay6uD8NWHwE2nYEQQDJkZE2Ph0Iu+dVJQLyDEm2iEErCY6HD3KEA5auG9zZ/HDivsQQnPhiatoq/xhmafs+6183O1c04qdwgONsu9mA+WltY0ZMQrlMyQesscqHt+oVugcUmmB0KUMreIdEA/zRbiC6wKMRyE0RGU6UX0h7bZpIBELYmA0r8bMTIoj8netqdJw5urdo9Fopoe5twJnEdM0583LTmrKHL80hC/+2S/xP556G7//9Vfw1Ktn+PeTDIf2hBF3ZTCD3/nrvfjnfWeRjDgA4TmpI7kCL29ECBJhB9/4+VH8h2/uR04YbYzxWn19QxmYhgFKKQK2gUTYQSLs4O5Ni5AW+byWyf8zCMFotoC7N3dgaXMUTbEQIkEbHqU8FHgkB9elMAyeT7y4KYpbVzUjK44JxvCDvacwmnNhCQNyZXsS4YA1fYqLYiftDWE0xkVOIzFgmgQ3reThz9WuuHypru9MIu9RVdaoNGSUv+wtsyg8QxlDNl89D3iiIdAlqqkibHU8r18l5FG4gFPx+hLCBc6WNEZLxGek8Jb8rfScX+gbLStRxLlpRRO+9lv34F+/ZyPWdKbgUYbb17bh4ZsWA0Dt0GUZ6hn0LQb4Nt+9rk0Zv/PhVi73ysu+90cJVDIS62279KTkXYo9Ry6DMD6Gu6+O4pnXzoo8Oj52omGbK3ADlW8a8VlC1NMek/9dw99GhfFLGffSUY/O2fWXxpJBCBoiAeREiTXXZegbyiIStPDgTYuV52k62ymvEM+R5zs2jPHzVsecAykK8K3tSGFdZ1KJ8tU6uGNJD/DE217r+VKe0zxXVHvtlTdpsn0q85s9yqZ1kaqe4wLgCyd0fns5pxPHNmEaBizTgEcZmoTKfMA2EbAteB6DxxgoxnkvVIAQKKE3iEi1SNAe72cTRi7wmgZ/145kePUDyhjaGyKqLRqN5vpiQRnA8yn/V7bl5OVB9Axk0JYMIRKw8NxbFwBMVtyGvwROXB7Cb/7FS3j16BUko9xjMJTOY3lbHP/ho7egORnCSLYAAv5CfubVM/jdr/0KQxmeTziYLiCddVWOcDhgc4VkAI/esgwBh6s9yxxjj/LyHJ+6dzUAoKMxgmhQlIchpS97xrhHaWtXE4IOD501DIJhXzhwwaPYuCQFYPomYzKE0DYN3Lq6BdeGMrg6mMaajqQSwBrvBbymM4mQY8Gj3FgwTaPokWE8PzMRDaowxrzHMJjmoav11Iut1XagVAl1Oqh0bQ0CtDcWlVEtUevZP8HnYZsurvSnK4Zke5RhaXMUX3p4Pb72W3fhW793P/7Xb96Jhmh9NTf94dTl50pFGa95OeEgQsjHV0YKKC07RMA9Ic1x7gkZf3wzOLaB7t5RHLswCMc2UfAYiAGcuTrMS0oZ3DsYCth1iVRFArwkkPQEyjDzWKhyCD5Q9HbwPyd/8aer2+RVu3dLJ6JhB65H0ZQM4dFbl+K/fPo2bF/ZjIJHxQINlLLwVO8d+XPTNJAruGDgz6tIcPxgKvnbcMBC3uVlpdI5Fw9s61QRKNUgBPAY5YuZmJwBXOs35ff3bFAu1OUxphbzyvspaBcjQihlVaMVxoOQouLxbD5D5Jly5WOm0gfK627fKMjTWr8kBcsycKlvFJQx3NzVDAAI2hYevnmxSBcieM+tyxByzAkvbMpRwg1UQ5Xam+6+lcf55N2rsHFZIxpiQXzugbVY0hQVi57z8YWk0WhqsSBCoOcj8mW+tiOJeNhBtuDCsU0cu9CP/pEcUtHAhMLcpPG778Q1/O9//yoGR3KIRwIAYxgczeOmlc34w0/eivZUGJuWNuD3vv4rnLsyjGiIG7cvv3sJ//rPf4n/5zd2IZN3kSl4MAzA9YCEMLwIgC3LGrBhSQoHz/Qi5HCP+lC6gIdvWYINi1OgjJc+aG+M4NpgBpZlqZmXPJeAbWLbsibEghYyeY9PSES+MqUM4WD1/N+pIHPKPnffWlECiOHXd3YhErBqXmvZV+sWpxAL2aLNRaOaw5SSpQyT9ChFOufWbI+f2VqfKc/PklDKEAzYaG+MqM82LmtENORgKF1AUOQfSgGmy/1ptS/p+ZTfM8ZARXjokuYoAK4Obpk8jMzwizD54NcUyqAo75f5pEIMyFI8xVqXlYiFiznP/mtULwYxMJLJ49qgB8s0QBkXmLvcz8uLGYTAEzVc68Er3070V4nXvcLvZPtlDv1EKb1fpoa8Jx+5aTHWL06ibySP1YsSatxcHkijIRbEhd4RgAA3iYn3VCMH5E8f3NaJFw9dxMBwFjvXtmLHah4+XEvKQX5118Z2/HDfWQyM5LB7wyK8d/tSEc5f/bcy3F8afVXPoUJ4KA+fLlOqnge3kaxV7MroCcYFwgDffS/amRLvIE+ICs6zx8C4yGu+poNHEV3uT6MlFS6+566z8xkPeX/etKIJX/nsbThwsgfrlzTg/i0dAPj5fvmxjbh3cwcs08AaUe5wqtdhpqIX5Hi7qasJ3/y396HgUvU+1Gg01yfaAJ4j5IN+SXMUS1qjOHJuACHHRP9wDm+d6cXdG9uVmnAtGIMqUfLMvrP4L//0JjxKERY1eQfTeTx402L8p4/ejGjQhutRrGyL4y++dCd+7+uv4OCZHsTDDuIRB4fO9OF3/noP7r+Ji4OAMbiU1+O1RQiTaRC8Z/tSvHHyGqKmzb2/jol/cfcq0R6+TWdjBPuPX0UYgAwClqGLQdtEyDFx86pWPPfmOcRF3VjpHUuEbKzrTPLfTONMR67SNieC+O33bS5eQ9SeD8q+ao4FsbQlhnfO9iFo28gVCkooiDHuLU2KOsMGAXIuw5DwAFc6iEuLRgtjgCXCZicyP52KJ8ifnyWNk5BtYnkrFwSjDLhtdQv+4l/fiYsDo7jQM4q/+slhBG0DBghG0jxiwDK5sd8syhxRyj9TpUWF1SG7MinChqs5xXldVavY1nk4OZRNcqw6yrZMYU4mQ+/6h2VN6WK0Qfe1EQD8+xxlaIgFYJtFAaGxbeafpqK87muhUL5h7YYyMBAQNMSKtbTrhXswGcLT3K8MwNLmGJY2i3+LhZe2ZBj/39/Yib2HL2NZa1xNvKe6gCJ/v2VZI5743fvRM5zF0uZocQzUGAvyt1uXN+If/+19uNA7ii3LGn1tqm0BW6aBWNipvo0Pf3ioXJCaSq3i6aS8VnEaxctWrW3Ut41cyLyekH38wduWIx5xcP7qCG5f14ZlzVGVVnKjcu+mDty7qaPidxsWp2a5NVNDioKajjlhITqNRjO/uDHjb64TqAgt3basCdm8yyeyBQ9vnuRlgcZ7tEpvhmEQfO3nR/EH39wHgHtoPI9hOFPAv7hnNf7rp2/jIcmUT6KoEKP403+1C3esX4SBkTzAeD7j4e4B/PmPDkKWT+L1W2WOKZ943LelA51NUfQNZ3F1IIP7tnYK728xr2pxUxSeN9bTRBlTYkn/4u5VCAVsJRRFDIKC62FFewLxUH0TvcnAmAilFQZoPa8wWS7ozo2L0DeSw5WBNDqaIlgjhLrkTkKOpfrFo8UcYP+VkH/vHc6qfGxKmQqbHePJE/tujAXhCMEsuZ1j11cXtGR30kvkF3AiBB7lxmlzvLQ0x7YVjXjspiXYsaqFh5Ky0v2U77e86VIoq962eSUh0BM6tVnHMgyhcj238PrY9T3OZTgpA1SKwkTCsidaro0QHiacCDt4+OYlEIedFuSimnz2qPrW4JPr33hwHR7Y0jHtayiMcQ/m8pZY8VpO4LctiRC2rWgSkRB1/AaiPvcEvE7l+53L3N5KlIZAi2dgVD4DS7e1DF7+rDhuyXVlNMqWmgbBg1s68fkH1mK9yPu+fs5icsic60rPDSru3esFOf502LNGc/2jPcBziHzsb+tqwjd/YQpvqoU3z/So3Nhq+BWb/+8fvIVv/eIEokFLqChT5F2Kf/P+zfj0vatVmSO5P5nbGwvZ+G+fvQ1/9E9v4plXTiMVDSBom2IyyXMLPUp9eVkAYUAi7OA/ffQWfP35o1jcFMG/fGCdMiTlO6GjKYKAUxoqKT1XMm9287IGPHrLEnz35ZNIiNy2gkexeVmjMiBnotYrV3GcqNHIt//4nSsRdnjNzAe2dfLcaN85JsKOEN8h8DyK4Wy+6j7LX/zjtcgvgkWkKmzEUfmNE51J+QWcCLj4WWdzDEHbLNmdnLg0J0II2iZyBU+FrE83jAG2YSAcnJlcrmlDLkrEef1e1/VACC+KXD6fq2eCV9ljW79hXbpoUNszUa054+WpS69tLGjXDLdm4n+GUfRgD48W8L+9bzPWdiTHfbZNlEoLLDKiQebjT/dzRGj3QaY+TNQbzhi/3uVCeNWQz86keHbO19tiKjAw2CpXm38mDY72hjDWdCax//g1MDDcsa6V502PEzo+H5ECXIZxY3t+JbXuvevx/K+/Fms0mkpoA3gO8YfTpaIBjGRdOBbB2SsjOHttBMtbYhVf8LJcz3CmgP/0rf34+YFuJMIOiMFrzxoGwR984lY8erNQQq0g+GGIyUPYsfCHH9+OZNjBP754HLGQJUqqMJV3JpUbVTgdgO2rmrF9VfOYc5Jm0dLmGBeMYhSG+JQxXltU5s4wAJ+4axV+8sZ57p22TJimibUi/Hk+Ia+fY5l4fFexjIa8JpQCIOBGvwgr9ijDaIbnAFMGEFYqJhW0rQl5OCerDF4N/7G5l87DYpH/6y8JZRA+fhrjASTCDi71p2FaY92e9eag1tqMMfAyXYHr49FULuTjV2OWkQCxoBCd8hmm8lrJ0dAQC5YInDEGUNRX45iA91dXWzF0vWIuqvT8+/NDRcg0Y7wOtTx2pVme7DeuHl5ZiIwxvn/DBDI5D0HHRN9wDrevbcW/uHs1/90sTSFnor66H37+k9s/Tzuoo28JNyAMwp+dk6m9LEWX4mKRcT7bHNUeDbZp4L9/bideOnwZibCNO9cvAnD9Gb/AxNWONRqNRjP96BDoOYSH73GBj3VLGpDLu7BNE0PpPA6c7gUw1nskyxxd7k/jy3/5Ml54qxvJiAPDIBjNuEhEA/iTL+zCozcvVttWe93KfEIQ4Pc+uAX/6tENSOdcFZrNGODY1piJk/SuMPlniSHFN1rcFEEkYHHDUMDAYFmGUjL1PIblrTF84u5VuDacxZX+Uaxsj2P7Sm5Ym/N0puZRBtcrDZ+W1yAZEvnMhMClFOmsK9SnecgeFb/xKMMvD12EaRI1h65mGMpjJCI8Z266IsYSYQemKofD99shDOCSY0jj3zTR1hCB55V6GGV0QbBOo5V7ssdOdg2DwDAAyzSVN3O+I4V8pBedsbFqzLEQv84SXue4NMTbMkiJcRywTaSiQTGWareBMiDoWFjaEqurzYTI/O/ivyljKu1gvPFVKwSaEB5OvWNtG2IhB71DWSxvi+P/ePwm2CaZ9rJENyJyHNmmgZZEGAOjOYxkC7BMgmWij8lE3txiIdOZYL3w2YQxVrWesvxrMuLgvbcsUcavRqPRaDST5fpws9zAyPqaN61owgtvdyvv65snr+GDO5aVGIEyJPjd7n78u797FRd6Rnk4MQEGRnNY3ZHEH39qB7ra4nWHD0tDhFKGf/XQOqQiDr76g7dAKeGiTAzoqFDrTnqmykMt5b/CAQttjWH0DueE4BFT4ZAhxyoemwGff4CrMvcMZvH4nV2IBu0pq7XOJJWuq2xrKGAKATHAABGlnQi6e9MYzuaxriMJEOC/PPkWfrT/LJLhAMB46Hdnk8/4LDkE/0ckYBcNF2U0T9walrsOBUx1LpRRBB0LHaINKJuAMhHq2ZIIwfOvakAKgBmIhccJW5Zhw7Fi2LA/f3IkU4BHeY74CiHENV+dJX4hn/H6xL+IRUiZIq/4XG1B+MJQJGjh0e1L8bfPHRE1Rar3M/UowgELK9rqv2aV+mi8UG35m0TUqVj+Sm6TLXh4zy1L8dl71+Cd8/24Y10bWkTtbZ03NzG+8NBa5D2KwdEcPrRzBZrjQZXrPB5j6jzP81TL8ULVGYNaQJxvavAajUajub7QBvAcI1/jW1c0Ihq0UfC4IfLWqV6kcy7CAUu9+E2D4KV3L+M//uNrGMkWhJgUw+BIHretbcX/+YntwkCZWO4sAUS+L8NHdnWhIRbAf/veAfQOZfGeHcuwcUlD3ZMuoJjb1tkYxVsne2AQE1Scg2WZSEaLq/yEcE/H5+5f6/v9/DV+xyMc4iVvPEoRsE0cOt+Hr3z/Lfx4/zkM5wp4fFcXYiEHT/ziOJLhAAwDGEzz/nv/juVgjFU1YDxaKhjCGEMoYE0hj4qoUiOMASHHVB6m8jZ4FLAMoKMhDFfUa6Zle5vMBNswCAZH8/j43asQClg4emEA7791OZaK0knz3WCabE3i2teK5/F/aOcKvPD2BZy5MlS19BAhQIEBrbEAFqVCxQ8r7pVjmwaaYiEc8fpBRJ5+Ne9bJRzbJ5425sSKIbur2xNYLcqbaON3YshLta4zhT/9wh1K88H/XS0MwtMI/Ebw9X71CZm/UUGa+YEeHhqNpl60ATzHyDI/6zpTWJSK4ELvCBzLwNXBDI5cGMC2FU3K+H3ylTP4ynffAAjhhjGlGEwX8N4dy/DvP3wTQo5ZV+mkanBREYYHtnRi/eIGnO8ZwY5VLRN+qUhjaXFTFK7nN9gAy5cDXPobvp1B5r/RU4to0IYpSkaFHBOvH7+GPe9cQihgwTYMPPHLEzAIQTRogRBgNONieVscf/ypHUiE7ZqGgmUSBAM2hjIFlfeZCNeu3VoRvyfWNkEpBWUMqXAAbcmw2KayZ78lFarq/ZsM3LsMrGpP4IO3LZ+enc4GMizcMpCKhdA3kofULZ/qpSEEyLu8/NhDNy3Gnzz9tsinH7tnAgLXdbGsLQ7HKhUvG+8YErm4NZ2CNDI9wvN4/un1fE/PJdLwlekT4/WR/NY0CBfkE6kqtmWgQajMz6eeUBEQjMG2DKWEP5/aqJn/UAY4tokmUYpPjx+NRjMe8zcpaIEg870cy8DmFY3IFjxYpol0roA3TvaAgE9m/uzZd/GHT+yHYRhwLIOXOcq6+OwDa/GHn9jOjd9pUFeVE62OhjBuWz1x41eeEwB0NkXgSM+VCLW2DCAVkWWVijs3DR7+dr1OlGWrIwFLGaQM3GhNRnh9VtMgCDsWAjb/eybvoSkZwlc+eztaEiHhTaxw/uIj0yCIhR1QX4j0ZAxRf06xJxTDh9MFpQBdzdMIAO2pCIIBa8KlcKq1hIKXcoqGbGUwTbfY12zCBYf4OJbXLBXl/T+RcHXbMuB6DI/cvETlAnMxstLxYRhA3vPQJULGx+sX+a1p+lW8+aJZeJwcbnnkplhI3NfVjyWNNrOCAJ+mfqTByzBxxVx/9xjG9CthTxWZiw4Uy8pY86yNmvlN+S2hnzUajaZeFpQBPF+NKxnWunVZozJATcPA22d7kSt4+IMnXsf/evYdRII2bJMg73Kj5d99aBv+zXs38ZIabPpKChgiD3myhohsxuKmKIIBC5RSUbaHIRJy5t1EbDoJByzh8SrmCg9l8hjJFpAtuOrzvEsRClj4o0/eihWtMWXgjMd0GIdE5N22xIP47INr0RALYt2SFL7w0DqVE17eEvnvjsaIKpUlP2NMipsF6ju+7+9ULP60JEJKbfp6yu/joabCGCS8fxqiQVgimgLgdbnrrfdKwFMRUrEgKKNoT4Vx58ZF6B/JoeB6yObdkkkeZYBtmVjaEq2rvdJobYoJgS1I5W0DcZnDPX4jxZ+8rQ3xIBrjQV5XW5yvrCmsXTHTw2Quo+xfU5S9syehID0jiJPhYfdyHBYNYY2mFuWpHB6l2vDVaDQTZkGFQHueNynRoJlGGubbVjQhFnZQcCmCtolj3QP43/5qD149ekWVOUrnXAQdC3/0sVtw7+aOYpmjGWjTZF8qsjVLmqOIOCaGMxQGRJ5psOghvZEmx1KVdWlzFJZB0D+Sh0F4WNatq1vxnluX4mdvduOnB84jaJkwTQP/5ye246YVTfAohWmMPzklhAuT+cfwZMezvPSfv28tPr57FWzLUN6XyvYn/7AxFkDYsZDJeTAtqBmrQQgCQmW2WrcS3z4CloFCwQMoV6dtiAZR88fzjDGhpr5JfPkpTMVLzwB86ZENuNA7imuDGXzintX45/3n8O7ZPh4W7VFEAjZWtPJc23rv2UptqredAcv0LWIxBEXqBSG8Vm09ytWamUOGSm9b0Yjn376A/FAWK9sTWCXysSekID3DEMgoKAbHMtAYv76eA5q5RT9nNBrNZFkQBrDMq7xy5QpyuRyMOoyN2UTOJRc3RbGiLY5Dp3sRCloYSufx+olriIUcEMJVctsaIvi/PnkrtixrnLDY1awhmhQL2mhOhjEwOgDH5t4xWRP1RoOIMkLJSAD/7w9txdOvnUVLIoSHb1qC29e0AADu29yBFe1xvHO2H5+8ZzXuWNsKT3j7a++bYxkEjVHuaTOER12GrU5WZIgxnqsMoHaOocp5NdGSCuPqYAY2fBYw6jegZOklU6gbW4QgFR0bFn+9UL9TnoypySoxDcLLQBFR89UgMAwDBMCiVBh//f+6G3nPQ8Ay8drRq8rIpAyIB20saZZK7bWvn0xHCPhCmGm9xof4vDnBFZ0ZeK3fplgQrakw3jrVC9s0sG5JAxYlZS7e9def1ztyDHz63jVY2hLD1cEsdq1rQyLsiOiO+dMnKrRbRH5Y8+zdrLm+mD8jW6PRzHcWhAEsJwStra3o7u4GpXTeGcHSmL1lZTNeP34NYYjwSoeLJQ2l81i/tBH/5VO3YnFTdP4av5AvId6+xU0RHD7XBwNckTQStItqpnPZyBlA2h6P3LQEj9y0pOQ7jzIEbRNffnSj+oyJEliTOxg3fhLCkKoUtlxfm4uhubVCsLlYFe/T9oYwDpzsUWWsJOMawGL3AcvAosYo9h29wkXXti1GyJFhxNfPqJCLDg3RALwaatDlH/trsspbuL0hAjCGdK6A4UwBrckQL68kLFZC+OIDZQyLUmER9sfVojubo2ohZLyrJ/uoIeqU5JwTQmCO4xqUJasWpcLYvaEdvzh4AbGwgw/sWI7b17aiPRVGOu/isVuWcgViXFfdecPgj064b3NHxe/mAzJHPJN3EYQJAh5NAcyvdmrmLwTFZwwhqCgUqNFoNJVYEAawxDTNeZsHLNm8rBFBUZpElgnqH83hro3t+M+fuBXJiDOvjV+JRwFTKkFTCsMgoAxISoPtBi6LIj2plDFeD1gI0DBAlDmqT9G1HqbjfV9vK6jo046GCFzqwSA2KIplq2xrfE82YzxM9g8+fgu+/6vTsC0DH7xtOb8+vrzi6wG56OBYRsWFgJKQb1OEfMvlIbmNGAOdjRF8+b2b8NSrZ5CKBfH5B4plweQw4YrKBK2i3JFjGegreOhqi/ExResXwfPnksv63OHAWHX2cgh47t0ff+pWHLkwiIaIg7YUVw7/jQfXjdlWM7fMR3V9gmJZv8/ctwb/46m3kcl7+MTdq9AYC0yo5J5mYSKfvZ4QTgT48zEWcmr+TqPRaCQLygCej/m/Ejlx3bysAYmIg+F0HpZpYCCTx4d3rcT//utbYZnGlMoczQVcnIe3N1fwEHb4kKMMMK+f05gQ0rCVoX0SvlpNSrapF7lg0BgT3sbpauwkaE2FYBrc6JOTWccyVQmTWo2Tp728JYbfef/msu+uswEhZmH8fmTqWiQiXExK9pllGUpcrBYf270SH76jq0QJ139NZNDKxqWNcCwLF3tHEQrauGdTh2rOeMjdBQMWf+bIMjkGUdEE9YTIGoRgfWeyeFxWFPMjZPoE+TRTY76+K+T4uG9zB3avXwTXo8UohvnZZM08Qj5bH9zaif3HriKT93DLqmas6Ujwx/I8HfcajWb+sKAM4PkMnzwDibCDX9u5An/zk8NwbIIvPboR/+oh7llh01DmaLaQzdy5tg3rl6Rw4sIglrbG8NBNiwHMrzy06wG54m2XeRvpLC7qyB5rTYYRdCzuRSSYlHQrY0zlzs4n79REoIzL6CtFZcKjHCIBYQCL7ertIsqYMn4rRQjIf29b3oivfPY2HDjdi53r2nDrqmYAEzN2YmEHlmGUdN1EhxJXAhdieQSTD+fXLFik+JWMotBDSFMP8ln4nu1LsX5JA/pHctiwJIWAZU46HUij0SwstAE8j5Dz1y89vB53rGtDMuxgSXN0TLjk9YBsa0M0gL/40p1453w/1i9OISW8TPMsBfu6oTR0lSEekiHlmPm3vth/WzIsalHTSXv6eM7pNLZtDim3GystSpR/UsnWlDm2BON7UO/e1I67N7VPoJWleJSqY1HKkIwFi2Vy6uwX7eXVTBWlQaCNX80kYABWtMaA1pj6TA8jjUZTD9oAnqdsXtoA4PrPlWXgeb93rG3l/9YTnUkhDdxEJKDGBGUMsZBd/H6GkeNwUUMYkYCFgdE8DCWPNbve6PmAHMfRkA3LNFQt7vLLQAjGhDVXq8lafz42AwVfNJuIISq3jIUc1WYG7j3W96VmLiDqfxrNxJBpJ4Ao3Ti3zdFoNNcR2g83T6GMXffGL1AUPqKUaeN3CkijKmSbSnTKECrAs4XsuqBtojkZhucx1b+2QZQxvtCIhW1uSDKGbMFTZaWkm9c2DSRFmDRjPIy9QZV9mhy8ZAyZtBc2GrS4ASz+7dim9uhqNJrrDl46Thu/Go1mYmgDeJ5iEHLdG78SQviE/QY5nblBXLtIyEbepcgXKHIuRVIYUrP39i+WQnIpVeJOtkFUOPZCmYpIp+72lS3YuKwBOdfDyvYEHrmZl8Caz+PdNAxQSmGZBB6lJfW553GzNRqNRqPRaKbMdRsCzYSHFBChL/N5tqnRTBGZL/vA1k68duwqDp7pxa/tXKHqfM5WPq0sb9WeCqPgUXXfLcwQaH7uzfEg/vI378LFvlEsSoURDXJP+HxUIpWlfle3J9DRGMHxi4NgDLhFCGlNpJSSRqPRaDQazfXIdWsAlxu9N0K4sEZTDb+o2H//3O1I51xVNsT//UwjbdyWZGheezhnE8aASMDCqkUJ9e/yazMmL3iW2lYOARcdSoQd/D+/sQsvHb6E9lQEd21cBADa+NVoNBqNRnPDc90ZwNLQPX36NM6dO4d4PI61a9ciFArNddM0mhlHGlfhgOVTB5+940v7qDUVRtC2QCmd9TbMNwgvpwsGX1kgHwYhCAdFXrAoDe3NobdcNm9xUwQf371yztqh0Wg0Go1GMxdcVwawNH737t2L5557DslkErlcDq+99ho+9rGPIR6Pa0+w5oZGDm2GOTI6xTHbUxEEhdgTAUMsEphwGZ0bCULG5j7Lf5kGQdixUfA8hGDCYwwxkS89l/hrMU+khrBGo9FoNBrN9cx1I4IlDduhoSG88MIL2LZtG37rt34LX/ziFzEwMIBf/vKXc91EjWbWmLMQWmF1dzZFEHIsjGQKGEznEQ87sExSsb7tQkbWbd61vg2maWA052Lbiias6UjwRYw5NDwJITANoo1fjUaj0Wg0C4rrxgMsDeATJ06AMYY77rgDhBAkEgls3boVhw4dwiOPPALTNKvuQ3uGNZqpIcseRQIWfucDm/GNF48jEXHwxYfWqxq4+jYrInNqP7KrCxuWNGA4k8eW5Y0IWKKc1dw2T6PRaDQajWbBcd0YwJKRkRFYloVkMgmAG8axWAz5fB6e540xgCml8DwPhBC4rjsHLdZobiykgfvQtsV4YGtnSf1YbfxWZ+OSVMm/9aXSaDQajUajmX2uOwOYMQbDMMaUQCKEKEEeuR0hBBcuXMCZM2fgOA48zwOlVHuCNZppgDKmjF//3zWVoVwpC8RYKJWSNRqNRqPRaOYf150BbBiGMnSlEUwpBaUUljW2LExHRwfa2tqUB/jAgQPqdxqNZvIYhKgwXm38jo9BiHb7ajQajUaj0cwx140IliSZTKJQKKCnp0d5fi9fvozGxsaK+b+GYcC2bViWBdu256DFGs2Ni7bnNBqNRqPRaDTXE9eNAWwYvKmrV69GOBzGs88+i4GBARw+fBgHDhzA1q1bx4RBl6M9vxqNRqPRaDQajUazcCHsOrIKZV7vqVOn8P3vfx+MMWSzWaxZswbvf//7lYe3Wo6v67rYv38/brnllpJwaY1Go9FoNBqNRqPR3PhcVwawn0KhgHPnziEYDKKjo6Ou32gDWKPRaDQajUaj0WgWLtelFcgYg23b6OrqmuumaDQajUaj0Wg0Go3mOuG6yQH2I0OcGWM6r1ej0Wg0Go1Go9FoNHVxXXqAJbqer0aj0Wg0Go1Go9Fo6uW69ABrNBqNRqPRaDQajUYzUbQBrNFoNBqNRqPRaDSaBYE2gDUajUaj0Wg0Go1GsyDQBrBGo9FoNBqNRqPRaBYEC84AJoRo8SyNRqPRaDQajUajWYBc1yrQk8F1XRQKhWkpn0QI0WWYFii67zUSPRY0Ej0WNJXQ40Ij0WNBI5lPY4ExBtM0YRgLxy9K2Hy5+rMApRTvvvsuBgcHYZrmlPfned607Edz/aH7XiPRY0Ej0WNBUwk9LjQSPRY0kvkyFgghyOfzWLZsGRYvXgzG2IKIlF1QBrCkUChMuXNd18Wbb76Jbdu2wbIWnCN9QaP7XiPRY0Ej0WNBUwk9LjQSPRY0kvk2FhaiB3jur/ocYNv2lPdBCIFhGLBte16s4GhmD933GokeCxqJHguaSuhxoZHosaCR6LEw9ywcU3+aoZQin8+DUjrXTdHMMrrvNRI9FjQSPRY0ldDjQiPRY0Ej0WNh7tEG8CQxTRPLly/XKzcLEN33GokeCxqJHguaSuhxoZHosaCR6LEw9yzIHGCNRqPRaDQajUaj0Sw8tAd4Cui1g4WL7nuNRI8FjUSPBU0l9LjQSPRY0Ej0WJhbtAdYo9FoNBqNRqPRaDQLAu0B1mg0Go1Go9FoNBrNgkAbwBVgjOnQhAWK7nuNRI8FjUSPBU0l9JjQVEI/LxY2uv+vD7QBXAFCCAghYwZw+aAu/7se8PObSv1ZzmT7XnPjUW0sALX7X4+HGw85FoDa/a3Hwo1Dve+L8bbVY2Lhod8dC5vZ6H89dqbOgjOAKaWglIIxBtd1K25z4cIFXLt2Tb3cCoUCXNctmQQBfJC7rlvxu1rHkcaU/I9SCs/zZuBsNX7kAymfz4MxVtJfknPnzmFgYKDuvvc8b8x+ZL9TSnXfz1Pktff3hf87ALh69SouXbpUMhYKhQIAjBkLnudV/M5/HPm9/zs9FuaeevpheHgYZ86cAVC89/P5vPq3RP7d/50cT3LfAB9L1RbZ5H+e5+lJzRwi7+tK/Sw5c+YMRkdHS94t5e8E//Oj0ntHPh88zxsz7iqNCV03dHao1i/l93Elrl69isuXL6u+dl13Vt4d+nkx88yH/pfbVnsPaerDmusGzDaGwW3+Z599Ful0Gr/+678OAOrF5HkevvOd7+DBBx+E53l45plnMDg4CMYY1q5di/vvvx/BYBCUUrz00kvYt28fCCHo6urCww8/jGAwWPM4hw4dwo9//GO1D8YYgsEgGGO49957sXr1alBK1e8108cbb7yBl19+GdlsFsFgELt378a2bdtU3w8PD+Pb3/42Pv7xjyOdTuNHP/pRxb4vFAr42c9+hkOHDsGyLKxfvx73338/TNMEIUT13be//W20tLTg3nvvBaD7fj4gr+/+/fvx8ssvw7ZtAMDo6Cjuuusu3HbbbWrbJ598Ehs3bkQ4HMZTTz2Fq1evglKK5cuX46GHHkIsFgMhBPv27cNLL70ESik6Ozvx8MMPI5lMqnFFCMHevXtx9OhRfOYznwEhBGfPnsX3v/991deMMQQCAXieh507d2Lbtm16LMwg8trWc08CwJ49e9Db24slS5bghz/8IY4fPw5KKVKpFB566CEsXrwYAHDq1Cn85Cc/wfDwMBoaGnDfffdh+fLlJWPh/PnzeOqpp/CZz3wG0WgU+XweX//615HJZFR/y2dJV1cXHnrooTm7TgsN2U+FQgEvvPACDh48CM/z0NbWhkcffRRNTU1q7Fy8eBHf+c538KUvfQnvvPMOnn/+eWSzWViWhdtuu009S/r7+/Hss8+iu7sb4XAYt99+O2655RZ1TNnnX/va17B582bs2LEDAPDCCy9g//79CIVCJWPTtm185CMfQSQSqbqQq5k6lfpF9j0hBIcOHcIvfvELfPGLX4RlWSV98eSTT2LDhg1IJpN46qmncP78eVBKsWjRIjz88MNoamqa9Lujv78f3/zmN9XCPGMMjuPA8zzcfPPNuP322/W7YwaR/TLb/f/Zz34WAH9G5XI5/OxnP8Phw4cBAM3NzXj44YfR1tamnwkTYEEZwIwxnDp1CufPn8cbb7yhJjfyO0IITp8+DQBoaWnBN7/5TYRCIdx///0YGRnBT3/6UxiGgcceewz79+/Hz372M9xzzz1IJBJ4/vnnkclk8PGPfxyMMZw8ebLicVKpFLZu3QrbtkEphW3bOH78OM6fP49IJDLr1+RGR74Ijh49iqeffho333wzOjo6cOzYMTz99NNoaGjA0qVLAQDHjh1DOBxGPB7HX//1XyMSiZT0vWmaePTRR/HCCy/glVdewUMPPQTLsvDTn/4UruviPe95D1zXxcmTJ3Hu3DkcPnwYzc3NAPj40n0/98gXw6lTpxCJRLBmzRq1wtra2qqeAz09PRgdHcXKlSvxve99DyMjI7jvvvtQKBTw3HPPoVAo4OMf/ziOHDmCp59+Gtu3b0dHRwf27t2L73znO/j85z8PwzBw7tw5nD9/Hnv37kUikVD7j0aj2LJli5rAWJaF7u5uvPvuuwiHwyVt1Uw/8trWuidlPzDGcPz4cezevRvPP/88Dhw4gPvvvx+RSAR79uzBd77zHXz5y19GJpPBE088gUWLFmHHjh04fPgwvvWtb+Hzn/88Wltb0dPTg9OnT+PAgQMYHR1VbTEMA+vXr1fRIoZhIJPJYM+ePVi7dq1qgx4Ps8eePXvw8ssv44EHHkAsFsOePXvw3e9+F7/xG7+hDIvDhw+jo6MDfX19+N73vocNGzZg9erVOH36NH70ox8hHo9jw4YNePLJJzEwMID7778ffX19eOaZZxAMBrFx40ZkMhmcOnUKp06dwtmzZ7FhwwYAvL/b29uxdetWOI4DSiksy8K+ffsQCARgWQtq6jZryPssl8vhxIkTY/qFEILLly/jzJkz2LdvHwqFgvIG+t8dIyMjWLduHZ5++mmcOXMG9913H0zTxM9//nM8+eST+OIXv6jmJBN9dziOg40bN6rjmqaJ3t5evP7668oBo58VM8dc9z8hBC+99BL279+vnG6/+MUv8P3vfx9f+MIXYJrmHF+h64cF9RT1PA/PP/+8CnGVA8UfNnLkyBEsW7YM3d3duHz5Mn7v934PDQ0NAIChoSEcPnwYDz30EPbv348tW7bgvvvuAwBYlqW8RM3Nzfj5z3+OwcHBkuMAQEdHBzo6OtS/s9ksXnvtNTz66KPo6OgAY0yv3M0AR48eRTKZxHvf+14AwE033YQ/+qM/wrlz55QBfOTIEaxfvx6nT5/GlStX8Pu///slfX/kyBHcc889eOutt7Br1y7ccccdAIBcLodf/vKXuP/++8EYw3PPPYdcLgfLsko8fLrv5x5pcF67dg133nknNm/eXPI9pRSEEBw+fBgNDQ1Ip9M4fvw4Pve5z2HVqlUAeHjriy++iHw+j9dffx2LFy/G+973PgB8JfZrX/saTpw4gTVr1uCll15Cd3c3AChvMwA0NjbinnvuKTn2n//5n+Puu+9WRrmexMwc8trWuic7OzsBAN3d3SgUCujs7MQPfvAD7Nq1Czt37gQAJBIJ/N3f/R0uXryIa9euwXVdPP7444hEIti8eTO+8pWv4K233sKDDz6Id999Fy+//DICgQAcx1HvHcuysHv37pL2/eAHP0BXVxfuvvtuHdY4ixBCQCnFG2+8gZ07d6p+aWxsxN/+7d/i1KlTWLVqlVoU2b59O959912YpqmivDZt2oTTp0/jzJkzSCQS6O7uxuOPP47169cDAK5cuYK9e/di48aNGBgYwE9/+lMVAeLPKV6zZg3WrFmj2nb69Gn86le/wkc/+lEEAgH9jJhBent7K/YLIQT79+/HwYMHYVkWgsHgmD44cuQIUqkULMvCgQMH8IEPfKDE4//MM8+gp6cHb775Jjo7Oyf87ohEIrjrrrtKjvmNb3wD27ZtK4lo00wv8rrOVf/7+/XYsWPYuHGjijJhjOGpp55COp1GLBbTY6BOFpQBbFmWCiP4xje+URJXbxgGKKU4ffo07rzzThXylEgk1DaDg4MIhULIZDIYHBzE9u3bVQ7GkiVLYNs2uru70dLSgs985jMwDGPMccpzDp944gnE43HccsstetDOANKgvPnmm3HTTTfB8zzkcjn1AGtvbwcApNNpXL58GXfccQeCwSAee+yxkr4fGBhAOBzGtWvXUCgUsHjxYrXy197eDsMwcOnSJSxfvhxf/OIXwRjD//yf/3NM7pDu+7nHdV1QSnH06FGcPHkSlFJs3LgRa9asUX1w/PhxrFy5EqlUqmSBghCCoaEhFXJ28eJFbN++HQBUiFMwGMTVq1exZs0afOhDH4JpmvjhD3+IS5culSyIyP9M08T3v/99ZDIZbfDMMrXuSc/zYJomjh07hoaGBqRSKdx///1YsWKF+m5oaEj14YULF9DW1oZIJKI8du3t7bh27RoA4Pbbb8fOnTvx+uuv4/nnn684FgzDwIEDB/Dmm2/iN3/zN2EYhn42zDKUUmSzWaRSKfVZLBYDwHP7Vq1ahStXrmBkZATLly9HNBpFe3u7ijbK5XLIZrMIh8O4fPkybNtGV1eXWlxbtmwZXnrpJbiui7a2Nnz5y1+G53n46le/WpLf6881TKfTeOKJJ3DLLbeUHEszvcj7bNGiRRX7hVKKhx56CA8//DD27NmDV155RfWD3zjp6upCIBDAI488gpUrV6r+Gh0dhWmaYIzhwoULuOmmm9R+6313yO0ppTBNEy+++CLOnj2L3/7t357NS7XgkP07V/3vfwcsXboUx48fx6FDhxCPx/H222+js7NTR49NkAX3BLUsC5ZljUk2B7j4VT6fx/Lly9Ha2ordu3fDNE1kMhk8/fTTOHToEHbv3q3CHuTqj2EYiEQiKnQG4Cs25ccBivkDpmnixIkTOHPmDB555JGSdmimn46ODnR2duLQoUP4kz/5EzzzzDPo6OjAihUrAAAnT56EZVno6OhAW1vbmL5/5513sHv3biWgFY1GYRiG6nuAT1IA3veO4+i+n2fIazw0NITBwUGcPXsWpmliYGAA//AP/6Dy+QcGBtDX14cVK1YglUph9+7dCIfD8DwPL7zwAvbu3YsdO3aofHC5Oi+fBZZlqXBW+RwoD0uSY8M0TVy+fBlvv/02Hn74YbWdfoHNDrXuSTmxOX78OFatWgXTNLFr1y60t7fDNE0cPHgQTz31FFatWoWOjg709PSoRTPZf7FYTIU7y3dPpRA12QbXdfHiiy/i1ltvRUtLizZ+Zxm5mNHa2qpC1V3XxauvvopMJqO2O3bsGGKxGFKpFNasWYMtW7bAMAxcu3YN//iP/4hcLoetW7cin8/DNE0VDeSPCJM5nHJclCOfJ6ZpYu/evXAcB3fddZceE7NArX6pdh/LxdG+vj6sXLkSoVAIu3fvRkNDAwzDwKuvvornnnsOmzdvRmNjI3K5HBzHUb+t993hb9/w8DB+9atf4d5771ULb3pszCxz1f/+ft2xYwfS6TSefPJJPPHEEzh27Bi2bt2qjGtNfSwoD/B4HD16FI2NjYjH4+ol89Zbb+FnP/sZXNfFhz/8YWzatAlXr14ds/rqz98C6svZevnll7FmzRod/jqLdHV14YMf/CCuXLmCl156CS+++CLuueceHDlyRHnx5Wpded9v2LABR48eVRMZifTy+h+I4yl16r6ffWSfBYNBPPzww8rDC3DBshdffBHbt2/HyZMnEQwGS7y+x48fx7PPPovh4WE8+uij2LlzZ0XlRgAl3hm/AnC19rz88stobW1VIZJ6AjM3+O9J2YdXr17FyMiIysUFeAjrT37yE5w6dQrbtm3Dgw8+qJ4J5arPruuWpNr4v/cjv3v77beRTqfHhERrZg9CCB5++GF8+9vfxp/92Z/BNE0Eg0FEIhF1Xx87dgyrV69W/VkoFPDSSy9h7969aGpqwqc//WmkUink8/mSsGZ///uf+bXGxMjICN58803ceeedKh9Yvy9mh1r9Uum7o0ePjnl3nDt3Dj/+8Y9x+fJl7Nq1C/fee6+aH0z23SGROeEyCkm/O2aeuep/v1DvM888g1QqhQceeACBQAB79+7Fz372MyxZskQvnE4AbQADKszsxIkT2LJlCwA+2H7yk58ob8/dd9+tPH3SQM5ms2rb4eFhMMYQj8drHksO8LNnz6K7uxsf/ehHVfibHrAzA2MMe/bsQWdnJ5YtW6Zyq86dO4eTJ09i165duHDhAh588EEA/KH04x//uGrfU0pVfwNQf08mkzXboft+fhAMBtWEIZ/Pw3EcdHV14fjx4/A8T4UwyT7Zu3cvfvKTn2DTpk247777lNFsGAZs21bPAYCXRfA8D4FAoGYbZJ/39fXhyJEjeOCBBwBAT25nmWr3pF88Lx6Po7GxEQCPFHniiSfQ3NyMz33uc1iyZInaVzKZRE9Pj8ojNQwDAwMD6re1JrLyHfTKK69g1apVJYuwmtnDHwL7hS98AceOHYNpmkilUvjWt76F5uZmpNNp9PX1qUiBbDaL73znOzh//jweeOAB7NixQ02QpbJ7Pp9XAkVSH2I8sRrZ/wcOHIDnedi0aVNJGzXzA/99ffToUaxcuVL10dtvv40nn3wSXV1d+MIXvoC2tjYA3GEy1XdHLpfD66+/XiLip98ds89s939/fz/Onz+P9773vUqXpKmpCV/96ldx6tQpbQBPgAV7t8jwVYlUfZUD6uzZs9i/fz8+/OEP47HHHlMlBwA+gW5pacE777wDgL+Q3n33XQBQgkpy3+XHkZw8eRKRSERNtPWDa+aQnvznnntOfVYoFNDf34/W1lZcuHABlFIVDl2r71taWhAOh/HOO+8oj8/Ro0cRDofR0tJSctxyT7FE9/3cIFdd9+3bhz/+4z9WubwAcOLECTQ0NCCXy+Hy5ctKub2vr08JnH3oQx8qyQs0TRPLly/HwYMHUSgUQAjBO++8A9d11Vjyi6eU53ABXI1aqgD7t9fMLuX3pAx9PHHihHonUErxk5/8BMuXL8cXvvAFZfzKZ8OSJUtw8eJFla/X09ODS5cuqXeC3K58LMjPr169ioGBgRIlYM3c8Ld/+7d49dVXcdNNN2HLli1KK6CrqwtHjhxBJBLBokWLAABvvvkmuru78cUvfhG33XabMn4JIVi+fDkKhQIOHjyoFkYOHjyIlStXwjTNkkih8veFHCNHjx7FqlWrtLjNHFHtPV5+H2cyGVy9elW9O/L5PJ577jncfPPN+OQnP6lK1AA8jHay7w65jzNnzqBQKKjnhWZ2mav+DwaDsCwLAwMD6rP+/n6VmqepnwXrAZb5mpI33ngDoVBIrdafOnUK6XQa+/btw549e1ToQTwexyc+8Qncc889+Pu//3v8/d//PVKpFPbt24e77roL4XC45CXlP44MdWWM4a233kJHR8eY+mGa6UVe23vuuQff/va38Xd/93dYtmwZDh8+jL6+Pjz++OPYu3cvWltb1Qr9yZMnK/Z9IpFQff/kk0+WiNa8//3vV0Jq8mE1OjqqipQD0H0/x8jrvGrVKuzZswdf//rXsWXLFnR3d+PIkSP49Kc/jWPHjqFQKCjj5vjx40oB/J133lEe+2AwiE996lO444478Dd/8zf4+te/jsWLF+PVV1/Fli1bxqzC5nK5kmeBHCPvvvsu4vG4EtnRY2F2qXVPXrt2DRcuXFB1eHt6enDlyhUUCgX81V/9FQqFgsrbfeyxx7Bp0ya8/vrr+MY3voGtW7fi4MGDaGlpwcaNGwEU+7ZQKGBkZGRMiNvhw4eRy+WwbNky1TbN7CL7ftmyZXjhhRfgui5c18Vrr72GRx55BITw2p3Lly9Xz/ujR4/C8zw8/fTTKuc3m81iw4YNuO+++7B582b88Ic/xLVr13D58mUMDg4qxWg/IyMj6n0hx8TAwABOnTqFxx57rKR9mtnD3y9+8vl8yX389ttvg1Kq3h2nT5/GwMAAzp07h7/8y7+E53mq7z72sY9h165d+Ku/+qsJvzvk50ePHgUAtRCjnxezy1z1fzQaxebNm/GLX/wCw8PDiMVi2LdvHxYtWqSMb/2MqA/CFugy84EDB2Dbtlo9O3ToEEKhELq6ugDwie/FixcBlMb8O46DHTt2wDRNHD9+XAllrF+/Htu3by9Z/a10HIB7Evbs2YOlS5diyZIl+qU2Sxw9ehRvv/02RkZG0NjYqGoCy4eHLHtSq+9vu+02GIaBQ4cOqdW7rVu3qnI6/u1fffVVtLS0YMWKFepz3ffzg2vXrmHfvn24evUqEokENm3ahJUrV+LEiRPIZDIq3PDs2bM4ffq0muzKPrRtGzt27IBt2zh37hzeeOMN9PX1oaurCzt37lQeRNm3x44dw9DQUEk5BDlGGhoaSmqFa2aX8ntSLmJduXIFp0+fxq233qo8ukeOHFEKrLJvPc/D+vXr0dbWhoGBAezbtw/d3d1obm7GHXfcoaIG5L1+8eJFnDp1So0ff555T0+P8iJq5g5KKV577TUcOXIEALB161Zs3boVlFK88sorWLlyJVpaWuB5Ht544w1ks1mlBWEYBgqFAtra2rBhwwa4rot9+/bh+PHjCAQCuO2227B06dKSZ78cg8uWLVMVBgzDQF9fHw4dOoQNGzagsbFRvy9mmfJ+8UdxnD17FufPn8ftt9+uRPSy2axa8Lpw4QJOnDih3hn+ftu6dSsSicSk3x0A8NZbb4Exhq1bt87CldBI5D04l/1PKcXrr7+OI0eOqAX72267TXuAJ8iCNYCnin4R3Rjoflx4VOvzyYwFPX40kukcV5obGz0mNHoMLGx0/889C9YAlrk3MmxErtD4FRurXZpKv6kmQFB+HP/n/uNpZh7/Nfev5M5k31fqY933c4+//2V/y3BYvyp3PWOhfCxVGgvl+5VUez5oZpdK9+RExoL/ueIfS/I7P9XGQrXPNXOD/14u/7t/rFRT/C/fptaYqLRfoDgm9Pti7qj2vq72fNDvjoXBfOj/as8kTX0sWANYo9FoNBqNRqPRaDQLC710pNFoNBqNRqPRaDSaBYE2gDUajUaj0Wg0Go1GsyDQBrBGo9FoNBqNRqPRaBYE2gDWaDQajUaj0Wg0Gs2CQBvAGo1Go9FoNBqNRqNZEGgDWKPRaDQajUaj0Wg0CwJtAGs0Go1Go9FoNBqNZkGgDWCNRqPRaDQajUaj0SwItAGs0Wg0Go1Go9FoNJoFgTaANRqNRqPRaDQajUazINAGsEaj0Wg0Go1Go9FoFgTaANZoNBqNRqPRaDQazYJAG8AajUaj0Wg0Go1Go1kQaANYo9FoNBqNRqPRaDQLAm0AazQajUaj0Wg0Go1mQaANYI1Go9FoNBqNRqPRLAi0AazRaDQajUaj0Wg0mgWBNoA1Go1Go9FoNBqNRrMg0AawRqPRaDQajUaj0WgWBNoA1mg0Go1Go9FoNBrNgkAbwBqNRqPRaDQajUajWRBoA1ij0Wg0Go1Go9FoNAsCbQBrNBqNRqPRaDQajWZBoA1gjUaj0Wg0Go1Go9EsCLQBrNFoNBqNRqPRaDSaBYE2gDUajUaj0Wg0Go1GsyDQBrBGo9FoNBqNRqPRaBYE2gDWaDQajUaj0Wg0Gs2CQBvAGo1Go9FoNBqNRqNZEGgDWKPRaDQajUaj0Wg0CwJtAGs0Go1Go9FoNBqNZkGgDWCNRqPRaDQajUaj0SwItAGs0Wg0Go1Go9FoNJoFgTaANRqNRqPRaDQajUazINAGsEaj0Wg0Go1Go9FoFgT/f6scOlyxJqW2AAAAAElFTkSuQmCC\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " price_by_date_and_country = (\n", " data.groupby([\"date\", \"fruit\"])[\"total_price\"]\n", " .sum()\n", " .reset_index() # Move 'date' and 'country' from index to column\n", " )\n", " print(price_by_date_and_country.head())\n", " \n", " date fruit total_price\n", "0 2017-01-10 Apple 1.808778\n", "1 2017-01-12 Orange 0.829621\n", "2 2017-01-22 Grape 1.998476\n", "3 2017-01-27 Banana 1.390764\n", "4 2017-01-28 Apple 2.658465\n", "\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"datetime\")\n", " ch.set_title(\"Line charts - Grouped by color\")\n", " ch.plot.line(\n", " # Data must be sorted by x column\n", " data_frame=price_by_date_and_country.sort_values(\"date\"),\n", " x_column=\"date\",\n", " y_column=\"total_price\",\n", " color_column=\"fruit\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_line.__doc__)\n", "chartify.examples.plot_line()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Area" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Area plot.\n", "\n", " Note:\n", " - When a single y_column is passed: Shade area between the\n", " y_values and zero.\n", " - Use `stacked` argument for stacked areas.\n", " - When both y_column and second_y_column are passed:\n", " Shade area between the two y_columns.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " x_column (str): Column name to plot on the x axis.\n", " y_column (str): Column name to plot on the y axis.\n", " second_y_column (str, optional): Column name to plot on\n", " the y axis.\n", " color_column (str, optional): Column name to group by on\n", " the color dimension.\n", " color_order (list, optional): List of values within the\n", " 'color_column' for specific sorting of the colors.\n", " stacked (bool, optional): Stacked the areas.\n", " Only applicable with a single y_column.\n", " Default: False.\n", " \n", "\n", " import pandas as pd\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " total_quantity_by_month_and_fruit = (\n", " data.groupby([data[\"date\"] + pd.offsets.MonthBegin(-1), \"fruit\"])[\"quantity\"]\n", " .sum()\n", " .reset_index()\n", " .rename(columns={\"date\": \"month\"})\n", " .sort_values(\"month\")\n", " )\n", " print(total_quantity_by_month_and_fruit.head())\n", " \n", " month fruit quantity\n", "0 2017-01-01 Apple 7\n", "1 2017-01-01 Banana 6\n", "2 2017-01-01 Grape 1\n", "3 2017-01-01 Orange 2\n", "4 2017-02-01 Apple 8\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"datetime\")\n", " ch.set_title(\"Stacked area\")\n", " ch.set_subtitle(\"Represent changes in distribution.\")\n", " ch.plot.area(\n", " data_frame=total_quantity_by_month_and_fruit,\n", " x_column=\"month\",\n", " y_column=\"quantity\",\n", " color_column=\"fruit\",\n", " stacked=True,\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"datetime\")\n", " ch.set_title(\"Unstacked area\")\n", " ch.set_subtitle(\"Show overlapping values. Automatically adjusts opacity.\")\n", " ch.plot.area(\n", " data_frame=total_quantity_by_month_and_fruit,\n", " x_column=\"month\",\n", " y_column=\"quantity\",\n", " color_column=\"fruit\",\n", " stacked=False,\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", " # Sum price grouped by date\n", " price_by_date = (\n", " data.groupby([\"date\"])[\"total_price\"]\n", " .agg([\"mean\", \"std\", \"count\"])\n", " .loc[\"2017-12-01\":]\n", " .assign(\n", " lower_ci=lambda x: x[\"mean\"] - 1.96 * x[\"std\"] / x[\"count\"] ** 0.5,\n", " upper_ci=lambda x: x[\"mean\"] + 1.96 * x[\"std\"] / x[\"count\"] ** 0.5,\n", " )\n", " .reset_index()\n", " )\n", " print(price_by_date.head())\n", " \n", " date mean std count lower_ci upper_ci\n", "0 2017-12-01 2.130242 1.723854 3 0.179518 4.080967\n", "1 2017-12-02 1.801198 1.385051 10 0.942735 2.659662\n", "2 2017-12-03 2.157626 1.163018 7 1.296050 3.019202\n", "3 2017-12-04 0.923048 0.472394 4 0.460102 1.385994\n", "4 2017-12-05 2.179000 1.258695 7 1.246546 3.111454\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"datetime\")\n", " ch.set_title(\"Area with second_y_column\")\n", " ch.set_subtitle(\"Use alone or combined with line graphs to represent confidence.\")\n", " ch.plot.area(\n", " data_frame=price_by_date,\n", " x_column=\"date\",\n", " y_column=\"lower_ci\",\n", " second_y_column=\"upper_ci\",\n", " )\n", " # Reset to ensure same color of line & shaded interval\n", " ch.style.color_palette.reset_palette_order()\n", " ch.plot.line(data_frame=price_by_date, x_column=\"date\", y_column=\"mean\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_area.__doc__)\n", "chartify.examples.plot_area()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Numeric axis & Categorical Axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bar plot" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bar chart.\n", "\n", " Note:\n", " To change the orientation set x_axis_type or y_axis_type\n", " argument of the Chart object.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " categorical_columns (str or list): Column name to plot on\n", " the categorical axis.\n", " numeric_column (str): Column name to plot on the numerical axis.\n", " color_column (str, optional): Column name to group by on\n", " the color dimension.\n", " color_order (list, optional): List of values within the\n", " 'color_column' for specific color sort.\n", " categorical_order_by (str or array-like, optional):\n", " Dimension for ordering the categorical axis. Default 'values'.\n", " - 'values': Order categorical axis by the numerical\n", " axis values. Default.\n", " - 'labels': Order categorical axis by the categorical labels.\n", " - array-like object (list, tuple, np.array): New labels\n", " to conform the categorical axis to.\n", " categorical_order_ascending (bool, optional): Sort order of the\n", " categorical axis. Default False.\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " quantity_by_fruit = data.groupby(\"fruit\")[\"quantity\"].sum().reset_index()\n", "\n", " print(quantity_by_fruit.head())\n", " \n", " fruit quantity\n", "0 Apple 608\n", "1 Banana 1076\n", "2 Grape 332\n", "3 Orange 862\n", "\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " ch.set_title(\"Vertical bar plot\")\n", " ch.set_subtitle(\"Automatically sorts by value counts.\")\n", " ch.plot.bar(\n", " data_frame=quantity_by_fruit,\n", " categorical_columns=\"fruit\",\n", " numeric_column=\"quantity\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " ch.set_title(\"Vertical bar plot - Label sort\")\n", " ch.set_subtitle(\"Set `categorical_order_by` to sort by labels\")\n", " ch.plot.bar(\n", " data_frame=quantity_by_fruit,\n", " categorical_columns=\"fruit\",\n", " numeric_column=\"quantity\",\n", " categorical_order_by=\"labels\",\n", " categorical_order_ascending=True,\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ch = chartify.Chart(blank_labels=True, y_axis_type=\"categorical\")\n", " ch.set_title(\"Horizontal bar plot\")\n", " ch.set_subtitle(\"Horizontal with color grouping\")\n", " ch.plot.bar(\n", " data_frame=quantity_by_fruit,\n", " categorical_columns=\"fruit\",\n", " numeric_column=\"quantity\",\n", " color_column=\"fruit\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ch = chartify.Chart(x_axis_type=\"categorical\", blank_labels=True)\n", " ch.set_title(\"Vertical bar plot with labels\")\n", " ch.set_subtitle(\"Hidden y-axis\")\n", " ch.plot.bar(\n", " data_frame=quantity_by_fruit,\n", " categorical_columns=\"fruit\",\n", " numeric_column=\"quantity\",\n", " color_column=\"fruit\",\n", " )\n", " ch.style.color_palette.reset_palette_order()\n", " ch.plot.text(\n", " data_frame=quantity_by_fruit,\n", " categorical_columns=\"fruit\",\n", " numeric_column=\"quantity\",\n", " text_column=\"quantity\",\n", " color_column=\"fruit\",\n", " )\n", " # Adjust the axis range to prevent clipping of the text labels.\n", " ch.axes.set_yaxis_range(0, 1200)\n", " ch.axes.hide_yaxis()\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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qsbFRBQUF9jS3261YLKasrCwFAgE98sgjeuSRR9o8HiclJaVNM97MzExlZ2dvtWn9kUceqV69eiknJ0cZGRlavny5PU9ZWZmKioqUnZ2tLl26aPXq1Xbt5NKlS+X1epWfn68ePXromGOOkSRlZmaqqKhIBQUF9rnv8Xi2u3ymacrv96ukpETLli1TRkaGXWscCARUVFSkt99+Wy+++KLdWmNHWNuPRqO69dZbtXr1ahUVFcnr9So1NVVZWVlyuVzKyspSWlqann/+eb322msyDMMOpVYZv/nmGy1YsEAej0fxeFzRaNTe/88++0z/+Mc/7HMpkUjoxhtv1DvvvKPc3Fw7MFvHJDc3V6FQSNdee63mzJmzzXMlGo3qL3/5i+bPn29fu0VFRerSpYt9jWZkZOj+++/Xp59+2qb8AAAA2DrHBWDrxjo9PV3jx49XKBSS3+9XWVmZli9fbjehnT17tlJTUxUKhTRo0CB79OfHHntMVVVVCgQCamho0AknnKAHHnhAd999twYMGKCGhgbl5+dr1qxZeu211yS1HVAoGo3aNbZpaWkaPHiwBg4cqH/84x+6/PLL7RqlSCSic845R88++6wOO+wwu+yxWMweGMsKCKtXr9azzz6r3NxcezsXXXSR7r33Xp111ln242mys7P1yiuv2E17X3nlFaWmpqqqqko5OTm644479PTTT+uuu+5SYWGhWlpalJWVpUWLFtm11zvrPejbt68uu+wyXX/99Ro9erQaGxtlGIYyMjL01FNPqb6+XpL0v//9T7W1tYrH46qtrdUFF1ygJ554Qv/5z390+OGHq6mpSRkZGWpqalJJSYmkbwcPSj5W8Xhcfr9fgwYNUt++fbdZxvbvWZ8+fXTZZZfp2muv1ZAhQ9TQ0CCXy6X09HQ9+uijqq2ttbfdkUQioQceeECNjY1KT09XfX299t9/f91777168MEHde655yoSicg0TWVlZemJJ57Q+vXrNWzYMP33v//VCSecoKamJjsU33zzzXr44YfVs2dP+5gmH19JGjBggAoLCxUKhewALkmRSERLly61a17dbreWL1+uhoYGSdLy5csVi8XU0tKigoICDRkyxN4365iapqmWlhYNGjRIjz/+eKfl69Gjh6LR6BY1lIMHD9Ztt92mf//73zr88MMVCoXsD0hmz54taet9mDtiHftFixZp9uzZSklJ0aZNmzRs2DDdf//9evrpp+1rTJJ8Pp8WLFiwxfGztp2VlaXzzjtPN954o0466SSFw2FFo1Hl5eXpnXfe0bx58+R2u/XJJ5/ovffeU1FRkYLBoHr06KE77rhDDz30kM4880wFg0GlpqYqFovpgQceaBO2258j1vGfN2+e8vLy1NjYqPPOO0/vvPOOXn/9dV133XWqrq5WfX29qqur9frrr3dYfgAAAHTMcU2gpW9vPA899FC7tikYDGrWrFnad999tWLFCq1evVp+v1/19fU6+OCD5fF4VFVVpc8++0yZmZmqr6/XxIkTdeutt9rrPfDAA3XCCSeorq5OPp9P06dP1+mnn77FjXw0GtV5552nc845R+np6XK73XK5XG2eAWyapgYOHKgRI0bYN8bt+6tar3/44Yeqr69Xfn6+3WT1oosusvexrKxM7777rtLT01VWVqaysjLl5OSoZ8+e6tGjhyKRiM4//3wdddRRkqS+ffvqxRdf1Lp16+Tz+RQMBu1m1d+XVdN53333qXfv3pKkU045Rb/5zW+0YMECpaenq7S0VPPmzdPEiROVkpKi0aNHKyUlRf369dPFF19sr2vZsmV6++23JX07inby+yu1BplgMKiTTz5ZF198sV3D3f54diYejyszM1P//Oc/1a9fP0nST3/6U5133nkqKSlRWlqa1q9fr8WLF+uggw7qNNSsWrVKs2bNUiAQUDAY1IABA/Tvf//bbkK///77Kx6P64knnlBOTo6qq6v19ttv67zzztOwYcM0e/ZsO0i6XC6NGTNGeXl59nbaB2CrufHo0aP1wgsvKBAIaPny5WpublZtba39HOxYLCaXy6WGhgatXbtW2dnZWrJkiVJTU9Xc3Kz99ttvi5YJydvIyMjYZvmsD0+sGtOUlBTdcccd2meffSRJ/fv316xZs+yyBIPBDvvXbq9gMKjBgwfbz0q+5ZZb7A8K8vPz9Z///Mf+UMgqW0fX6M0336yf/OQnklr7T6enp+vZZ59VTk6OamtrNX36dI0cOVLvv/++PRp2amqqHnzwQXXr1k2SNHr0aLsvr/Vh0po1a9SvX78OB76SpLVr1yqRSNjN5qurq7Vp0yb16NFDP/vZzxSNRlVaWqpwOGwfw539THIAAIAfK0cGYOtmcfTo0erZs6c2btwoj8ejWbNm6fzzz9dXX32lhoYGZWdnKzMz0x79ubS0VM3Nzfbybrdbzz77rKLRqFwul7xer9LS0lRTU2M3o7QG1bJuZkOhkA488EBdeumldnmsEWOTA7DUGhysQYWS+ym2349Vq1bZfQMzMzN17LHH2jfkHo9HV111lU466SS7L2R+fr4yMjL07LPPSpI2btyoNWvW6IknnlBNTY092JH1+Kedxe12q6GhQSeddJJ69+6taDRqB7WTTz5ZX3/9tV0ruWHDBknSH//4R11xxRVqamrSypUr9fLLL6u8vFylpaWaOXOm0tLSOm0qawWcPn366MYbb+zwUTPbKm9jY6OOP/549evXzy5vZmamTj/9dF1//fV231CrvJ2FmiVLligYDCoQCKi+vl4nnniiUlJS2oTGU089VS+//LIdBEtKSux+3O1rUZubm5WTk9Pm8TjJrAG39ttvP7388st2yF23bp2qq6vV2Nio7OxsjRw5UvPnz1dFRYVWrFih/v37a/Xq1fJ4PIpEIho7dmyb49netsqXHMwMw1AoFNK4ceO0zz772CMt5+TkqFevXiopKbGb836X4Gtta9y4cTrooIOUSCS0evVqLVu2TO+++64qKys1a9YsNTc3t+lLnsw6Z/r3769JkybZ15/X69UZZ5yhV199VbFYTB6PRzU1NZKkNWvWyOv1KhaLKScnR9OnT28zCnRLS4v9SKyWlhatWLGiwwBs7a81doD1YcFLL72kN954Q3369NHQoUM1btw4nXzyyfaHJwAAANh+jgzAVu1VWlqaxo8fr6eeekqZmZlasmSJamtrNX/+fDus7rfffurfv78kqaGhQdFoVD6fT2lpafrwww/15ptvthl9Nz093e7b2tTUZNc0WduNRCIaPHiwXYNr9Qd0uVxb1OJYwaizIGDNX1tbK7fbrXg8royMDBUUFNjLGYahnj172jVgySoqKnTvvffq008/VVNTkxobG+0gEwgEdskNdiKRUPfu3e2A4/V6ZZqm+vTpY4fZeDyuTZs2SWp9DNDkyZP19NNPq7KyUs3NzXZz2ZSUFGVkZHTa7NiqVR86dKg8Hs92Pf7IkvwM1169em1R3n79+ik9Pd0OSBs3buxwPVbZysvLFQ6H7ePas2dPe7Rf670qKipSWlqampqa7IBlfYjRURNdl8u11X2XWvu6Z2VlKRaL2c3ErcHBioqK9LOf/UxLlixRLBZTaWmpFi9erFAoZPc13X///bd5rDo6Rzs7n+PxuP24seTHbWVkZNjvj1X7+V253W4tXLhQ//jHP7R06VKFQiE1NTXZ/eKzsrI6vaasLhBWM3nrPTcMQ126dFFqaqr9/mzatEnhcFh1dXUyDMN+z2688cY267f6IEejUYVCIbt5f2cBePDgwZowYYLeeOMN5ebmKj09XaZpqqSkRHPnztXkyZOVn5+vM888UxdccMEOtWgAAABwOkcGYKltM+gXXnjBfvzNm2++qZKSEvvxMBMnTtzieabW99nZ2fYgPpZIJCKpdXAga4Tj9ttNSUnZrsGYdnRfLNtzI9zU1KRLL71UX3zxhfLy8uxHtuTl5WnEiBFas2aNlixZstObVnb0zNP2g/hYteWS9J///Ee33XabMjMzJbX22ywuLlb//v2Vnp6uTz75ZJvbSx6g6buWuSPJH3zsbaz3rUuXLho4cKDmzp0rj8ejBQsW2C0WcnNzNXbsWGVmZsrtdmvVqlVKS0uzz+ERI0aoa9euO32UYWtU4+TjtjOOoXUdLlu2TL/97W9VW1trf0hRXFys4uJiDRkyRF988YVqamq2uk/JTbA725Y12JXVb996rXv37m3WbfVDtwY76yywWj/7fD7dfvvt6t+/v9566y1t2rRJLS0t8vv9ys7OtpuJ33XXXWppadFll122V56DAAAAeyPHBuD2zaDLysrsR+4Eg0F7ZOZDDz3UXiYQCMjj8cjtdqumpkaXX365zjrrLAWDQbsfb1ZWlqRvB6zyer2qqqra4hmt2yO5n29HrGlFRUWKx+NyuVx2zXNqamqbx+EsWLBAKSkpisfjOv744zVjxgx99dVX6tq1qxobG3XQQQfpoosuUt++fZWenq4bbrhB8+bNsx/7s7O43W6tX7/eDhdW8+5NmzbZA5J5vV716tVLkvT8888rKytLbrdb2dnZuuyyy7T//vsrJydHn332md57771tltGqCd+RkJA8onF5efkW5V23bp2am5vtQBIIBDrdtiQVFhbafahbWlq0du1aOzRZNcHl5eVqbm62g1Jubm6nzba3p5bUCl2jR4/WZ599pkAgoC+//NI+LwYMGKBAIKCBAwdq6dKlWrJkiWpqauzB38aOHWvXiFqhbXtZ5dudtZLW8Xj11VdVWVlpD0p1zjnn6LTTTlNxcbF8Pp+OO+64TstmPQZpzZo19ocy1vGqqqpSS0uL3drCGmHaeu8jkYgGDBigBx98ULFYzF5nRkbGFo/vktTpaNDxeFyBQEB/+tOfdN5552nevHmaN2+e3TUhGAzaI8S//PLL+vWvf628vDwehwQAALAdHBuAkwcKmjBhgh5//HHl5uaqqqpKXq9X4XBY++23n3r37m3fWPbs2VN+v98OtvPnz9dvf/tbpaen2+t98skn1dLSokQioaKiIp1yyinfqWymacrn8221mat1I52Xl2eXqb6+Xm+99ZbOPfdc+wb7rrvu0vTp05Weni7DMHTcccdpzZo1dvPdlJQUXX/99Xbfw1gspvnz529Ru/19xeNxpaen64MPPtB5552n7t2729Nee+01uzbN6/WqX79+2rRpk5qamuTz+VRdXa0LLrhAkyZNspeZPXu2wuFwm+O/M1lNyqdPn65zzz1XXbp0sV+3HtVkDXxkNZPvrFZv6NChSk9Pt4/3q6++qjPPPLNNM/MpU6aoqalJOTk5isfj9sjjHbEGeNoeY8eOtZ85vGHDBvvDGquZr/VvMBjUsmXL7NYLBxxwQIf7tD12pHw7i3W+l5aWKjU1VcFgUH379tXll19uz7N8+XKVl5fL6/Vu0ede+vYxSCtWrNAHH3ygo48+2l7v1KlT1dDQoJycHPv6lqQePXpo4cKFCgQC+uabb1RTU6M+ffrY65wxY4bmzZun1NRUxeNxnXjiierSpUun/cUfeughffDBB/L7/crMzNTDDz9sP4Ztw4YNuvXWW+3r2eouQAAGAADYPo4NwFLbZtDPPfdcm/6WsVhMEydOtL93u90qKirSqFGjNH36dOXk5Ojjjz/WX//6V5155pmSpKeeekrPPvusUlJSVFVVpV/96lc65ZRTtjtEJt/Amqapr776Sn369FFeXp6ysrLa3DAn95+cOHGiHn/8cXuk5ocfftgeAGnWrFlasGCBunXrpsbGRo0bN05paWlt+hdHIhF9/vnnOu6449TU1KSHH35Ya9askd/vVyQS+d59MpN5PB7V19fr0ksv1bnnnqvMzEy9+uqr9gjJTU1N2nfffTVkyBCVlpbax8Ln86mkpEQ1NTVKT0/XRx99pKlTpyoQCNjHd2eGdYvX69XGjRv1pz/9Sb/+9a/l8Xg0depUffXVV8rIyFBLS4u6dOmiESNGSOr4cTpSa8gcM2aMPvzwQ2VnZ2v58uX6wx/+oLPPPluBQEAffPCBnn/+eQUCAYXDYeXm5uroo4+212Mdf5fLpXA4rBkzZmj06NH2s2E7Ym173333VXFxscrLy+2ayPT0dA0dOlTSt+HcqukMh8Pq0aOH/fij7WkG31H59ttvvy2aA+8upmnK4/GotrZWCxYs0MCBA7V27VrddtttbWq0O2qSL7W+7zfffLPWr1+vQYMG6csvv9Qzzzyj9PR0RSIRFRYW2u/PxIkT9dprr8nr9aqxsVGXXXaZ/vznP6t3796aOXOmbr/9dtXV1dnPFP/pT39qbzuZVeMcCoU0e/ZsFRQUKBgM6tZbb9XZZ5+t7Oxs+Xw+ux+6VU7rmcyEXwAAgG1zdAC2buxHjRql3r17q6yszK71zMvLs0d/tmphDcPQhRdeqM8//1wNDQ0KBAJ65ZVX7EfxBINBdevWTcFgUMOGDdOf/vQnSbIHyLH+7SxQpKWl2SE2EAhoypQpmjx5sq677jqddtpp9k299WWtZ/jw4Tr22GP1/PPPq0uXLopEIrr99tuVkZGhUCik9PR0tbS0SJLOP/98SdKgQYPs5rUej0e33nqrnnnmGYVCIa1cuVJpaWn2wFGS7FGorX2wvrb3pjt5mWg0qmXLlum6666zm21bgyCFw2Gdc845crlcKi4uVl5ensrKypSdna3p06dr6dKlSk9P14oVK9TS0qKcnBy7hi65SWlHx+m7sI75ggULdPXVV9vPGA4EAorH42pqatKvf/1ru4+yy+Xq8Pi4XC79/ve/16xZsxQMBpWVlaUvv/xSX331ldxut1paWuya7Lq6Ol155ZXq2bOnHdas2ntr/bfccovS0tL06KOPasCAAR0O8GW1JMjIyNCoUaP02muvKSMjQ5FIRIFAQAMGDJAkDRw40A7ePp9PTU1NGjNmjFJSUtp8qNB+36xtSOq0fI8//rj69evXZtmO3g+3221P66xpcHvJ63S73XZZ+/fvrzfeeENZWVlqaGjQhRdeqO7du2vjxo3auHGj3ec5eR+sfufJ52hNTY3uvvtu+f1++/3xeDzasGGDLrzwQvXu3VvxeFzHHnuspk2bpg8//FBFRUVavXq1LrnkEqWlpamhoUEpKSkqLi5WTU2NrrnmGrvmOPlYWrXyknT88cfr5ZdfVjgcVl5enp5//nm9+eabSktLU3Nzs33+lJeX65RTTlFRURG1vwAAANvJ0Q+PtAZfSklJ0YEHHqh169aprq5OpaWlGjhw4BYj9ZqmqREjRuj+++9Xv379VF1dbY+uaz27tKKiQnl5ebr99tvtkZdN01RVVZUqKytVUVGhYDC4RTlM01Tfvn01cuRIVVRUqLa2VsFgUOXl5fb8TU1NqqioUGVlpaqqqtr0Kbz00kt14IEH2v1IrZt2l8ul2tpamaapG2+8Ufvvv78SiYQOOuggHX/88aqoqFBzc7Oi0agWL16sxYsXa9y4cTryyCNVWlqqhoYGlZSU6KWXXpLU+mimyspK+8t6jurWWPtfVVWldevWafDgwSouLlYwGLQHZKqrq7PDyrHHHms3Lb7kkktkmqZqamqUSCRUWlqqr776Sn6/X2effbZCoZDKy8tVVVWlxx9/XJFIxO6vaR3vpqam73x+WH1h+/Tpo8bGRjso1dTUqLGxURdeeKHOOOMMu/YuGo12eHyi0aiGDBmiO+64Q4FAQJWVlXYf72g0Krfbrbq6OjU1NemCCy7QBRdc0GYwsAkTJqhLly4qLy9XQ0ODGhsbVV5evs3HVFnlGjFihKqrq1VVVaWysjJ16dJFubm5kqSCggLl5+dr/fr1qqysVH19vcaMGSOpba16Z+ff9pSvtrZ2q+9HfX29fczq6uq26/1JLo/1SCJJ+sUvfqGRI0dq06ZNikQiampq0ty5c7VhwwYdf/zxGjBggNasWaPm5ma9/fbbWrBggQzDUG1trX18rIHWwuGw3e+3qalJ5eXlOuKII/S73/3OHvzK5/Pptttu06mnnqpgMKjm5mZFIhF7P6zj8bvf/U5nnnmm/Z60L78VYAcNGqRrrrlGbrfbPk/q6upUVlam6upqtbS0qKamRgcddJCuuuoqBsACAADYAY6uAZa+rcE644wz7FGdg8Ggxo8f3+G8pmlq/Pjxeu655zRlyhQtXrxY69atUzgcVmFhoUaMGKGTTz5ZhYWFdq1cbm6uLr/8cvtZv+PGjZP0bQ20td6UlBTdf//9mjZtmkpLSxUKhRSPx+2mqieccIL69u1rN4O0BlWyHqHz3//+V1OmTNHnn39ujxybk5OjgQMH6uSTT9bQoUPtm3ar1nfkyJGaOXOmqqurFQgENGLECJ199tlqbm5W3759lZKSomAwaDez7Nevn66++mq75nbYsGFtjmNHMjMzddlllykejysUCtn9Kp999llt2rRJpmnaTX4PO+wwO/iZpqlJkyapoKBAU6ZMUVlZmSSpV69e+ulPf6oxY8bYwdTqP2z16/7zn/+scDisSCSi4cOHb7OMHXG5XGpubtaBBx6oww8/XI8//rjWr1+veDyurl276phjjrFbCVjr7tu3b4fHx6qhPPzwwzVgwABNnTpVixYtUkVFhWKxmLKzs9WvXz8dffTRbc4969zo06eP/vvf/+rtt99WVVWV3Zc4Ly9vq/tmBegjjjhCf/vb3+zn3O677772hzoul0sXX3yxlixZIr/fL8MwNGHChDbLS9Jxxx2nnj17bnH+ba18OTk5kqSLLrrIfozYvvvuu0WZf/WrX+nQQw+1z+Wt1dpby02aNEldunSR3++X3++3+1MXFBTokUce0bPPPquFCxeqqalJ+fn5mjBhgs4880x99dVXGj9+vAKBgBobG9uU4YgjjlA8HtfIkSM1cOBATZ48Wd98841aWlqUkZGhAw44QD/72c/sZ3tb709BQYHuuusunXjiifroo4+0bt06VVVVKTMzU/369dOkSZM0duzYNjW17ctvHc9EIqGTTjpJQ4cO1auvvqqVK1faz5kuKChQTk6Oxo8frxNOOKFN6xQAAABsm2FSfbDD2jc3jcfj9uBNnc2zq7W/CY5Go3aZrHJs7UY5Fot1OuLw7tS+jMk/W32RrVC2s4+xta3q6mqddNJJ9jNeL7nkEl188cUdlmlHw0f7MkciEXvk4a29T3t7yNmbyte+LLvi3O7oPJXahvpIJGI/Q7ijZXZk/dajqayuCJ3NBwAAgK3b84lnL2H17bRYzZ47YtW6WGHG7Xbbocx6HFHysjuy7uRHHyXX7lijVic3SU2+qbdqoqwytQ/j1vo62pbVlzK5/Nb37cvcfl+sZ7puS/JjYZLLYX3fPtwm71f78if/HI/H2zQBtfaj/fa+T1C2apfj8bgdaDor77aOT/K543a72wSazt4nSW222X5922Nb52D749jR+7qt829r5Utef0fvR/J0wzC2qx9wZ+VJvhasfr3JP7dfzipP+zJa+5T8HHDreulstO/k99B6bzt7X7f3eHZ0nlg194RfAACAHUMA3sxqFrwj8yffGLd/7buuu/062oeJbTUNbV8ma7ntmb/9tjsq844ep62tK9nW9iu5ZrT9vJ0Fpe9b4+fxeOxRwZPD/7bKuz3HZ0ffp+2dvq1tbq1c2xM4t3X+bW3atta/vQNfbW95tnZud7ZcR2Vofy1uq5ztP/hKHq19R8rf0bqsMuzOliUAAAA/NgTgnWBvrIXZ0TLtjfvQ3u4qo2ma9mBDtbW1am5u3mXb+iEc9x+6PXWMd+Z2OU8AAAB2DgIw0E56erouueQSRaNRtbS02ANCEUIAAACAHzYGwQIAAAAAOAI1wEAHrAGjkp8DDQAAAOCHjRpgAAAAAIAjUK0FAAAAAHAEAjAAAAAAwBEIwAAAAAAARyAAAwAAAAAcgQAMAAAAAHAEAjAAAAAAwBEIwAAAAAAARyAAAwAAAAAcgQAMAAAAAHAEz54uwJ5gmqZM05QkuVyuDqcZhiHDMCRJiURCktq8trX1bmu+RCKxzXl+LLb3mAAAAADArmaYVhIEAAAAAOBHzFE1wFZNZH19vTZu3Ci3262ePXvK7/fb02pqalReXi6v16s+ffrIMAwtXrxYkUhEvXr1Un5+vj1vsng8rrVr1yoWi6m4uFiBQKDNfNb3wWBQGzZskNvtVo8ePeT1evfEodhtVq1aperqahUVFalnz557ujgAAAAAHMxRfYCtpsxfffWVbr75Zt19991av369pNYAK0kzZ87UTTfdpH/+859qampSNBrVAw88oJtvvlmzZ89usx7TNBWPx5VIJNTQ0KB7771XN910k7766it7ujV/PB6XaZpavHixbrnlFt19992qqKiw5zNN054vkUiofcW8Nd2at7P5Oltme17vbHnrK3n+5GkdvW699sILL+jmm2/WG2+80eExsfYDAAAAAHY1R9UAJ9tan9TkaYZhqLCwUB6PRxkZGfY8Vo2u2+1u81pH/7pcLruvcUehM5FIyO12b1Ge5Brk9uVtv92O9qWzfdye/rjb6re7vevOz89Xt27dlJOT02a+9n2vt7YfAAAAALAzODYAW5IDZvvXE4mEvF6vTj/9dLsJtPRt+Fy1apXWrl2r4uJiFRUVtQml1nzxeFxLly5VZWWlBg0aJK/X22ZbpmnK7XarsbFRy5YtU2Njo4qLi9W3b1/5/X5JrQF5zZo1isfj6tWrlyorK7V8+XKlpqZq6NChCgQCHe7bunXrFAwGlZKSot69e9uvb9iwQfX19UpPT++wWbIVRCORiL755htVV1fL5XKpR48e9vyVlZWqra2VYRgqKiqym3yXlpYqFovJ7/erZ8+eOuqoozR69GgVFha2Oc5Lly7Vpk2bZJqmioqKNGTIEMIvAAAAgF3K8QHYapqcSCTkcrna1N66XC5FIhE99thjqqio0DnnnKOjjjpK4XBYkydP1meffaaWlhZJ0tChQ7eo+a2qqtJ//vMfffPNNwqFQsrOzlavXr3k9XrtZsKGYejrr7/Ws88+q4qKCrW0tCgQCKigoEC/+c1vNHDgQDU2Nuqee+5ROBzWoEGDVFJSovr6eqWmpio3N1cXX3yx+vTpY++D9e/777+v999/X/n5+brhhhuUl5enSCSi+++/X6tWrdJhhx2mCy64wB6V2iq72+3W+vXr9cgjj6i0tFRNTU3yer1KS0vT/vvvr3PPPVd1dXW66667FI1GNWjQIF111VX67LPP9N///leRSEQnn3yyevbsqSlTpmjOnDk68sgjdd5556m5uVmPPPKI5s6dq/r6ehmGoezsbA0aNEi/+93vtug7DQAAAAA7i6P6AFuSmyE/9dRTuv3223XnnXfqjjvu0MyZM5WamtqmX6rVV9XqJzx9+nS99957SiQS6t69uwYOHKglS5YoFAq1CdHPP/+8Fi1aJI/HoyFDhignJ0eLFi2SYRgyTVNer1e1tbV69NFHVVFRod69e+snP/mJMjMzVVZWpieeeELxeLxNc+F58+apV69eGjt2rFJSUlReXq533nlH0pa12Pvtt59SUlJUV1enRYsWSZLWrFmjyspK+f1+jRo1ym7GbTXTdrvdMk1TTz31lL7++mtlZGTopJNO0ujRo2UYhmbMmKFFixapf//+OvrooxWLxbRs2TK9/fbb+uCDDxQKhdS/f38df/zxW/RtlqQPP/xQM2fOVFZWli688EL94he/kMvl0ocffqhXX311i/cHAAAAAHYWx9cAr1q1SvF43A6lfr9fPp+vzTxWv1arifOnn34qr9ernj176o9//KMCgYBeeOEFvfvuu5Ikn8+nYDCoxYsXy+v1auzYsfrNb36jSCSif/3rX1q6dKlSUlKUkpKiWbNmqa6uTnl5ebrgggvUs2dPLViwQA888IDKy8u1ZMkSDRo0SIZhqKWlRWPHjtXvf/97GYah22+/XYsXL1ZVVZVd6yt927928ODBKi4u1urVq1VSUqKJEydq+fLlamxsVI8ePTR8+HBVVlaqqqpKHo/Hrv3t2rWrCgsLdeSRR+qAAw7QAQccoBUrVmjlypVqaWlReXm5TNPUCSecoEWLFmnNmjWaOnWqEomE0tPT9ctf/lI+n69NTa5VpnXr1ik1NVUej0e9e/fWgAEDVFBQoIqKChUVFbWZFwAAAAB2JkcG4OSa0lNOOUWFhYWKx+Nyu92aP3++Zs2aZfe/tVhNok3TVENDgyKRiMaMGaOsrCxJ0mGHHaZPP/1UdXV18ng82rRpk8LhsLxerw4++GC53W6lpqZqwoQJWrRokd28uqKiQi6XS/F4XE8++aRdvkQiofr6eq1atUr77ruvJCkWi2nIkCF2QOzevbvmzZtnN+NOlkgk5PP5NGzYMK1evVorV65UJBLR6tWrFYvFNHToUPn9fr311lt6++23lZmZqWg0Kp/Pp9tuu02//vWv9fHHH2vevHn63//+p/LycjvUWmX0+/06++yzdccdd9h9hk899VT17du3TSC3PlyQpG7duqmpqUkul0u33367MjMz1b9/fx144IEaM2bMzn6rAQAAAMDmyACc7MADD1TXrl3tn5uamjRjxoxO+6BGo1E7zCX35U1PT5fX67WDcjAYVCwWU3p6uvx+v90E2Kr9lFpDajgclmEY8ng8ampqskeE7t27t/Lz85Wbm2sHXLfbbS+bbGv9ZUeNGqX3339f9fX1mjNnjsrKypSamqoRI0ZIah2oy6r1NgxDKSkpisfj+ve//63PPvtMHo9HXbt21YEHHqjFixeroaGhTX/hzMxMeb1exWIxSVJaWlqH5bCWOfHEE5WZmakPPvhAmzZtsmugP/nkE5100kk666yz6AMMAAAAYJdwfABubm5WIpFQLBaTx+NRJBLp9PE+pmnK5/PJ7XbL7XZr3bp1di3nqlWrFAwG7ZGf8/Pz5fP51NzcrNWrV6tPnz6SWvvgRqNRpaSkyO/32wNTZWZm6q9//as8Ho/i8bi++eYbJRIJdenSReFweIebBVvz77PPPurWrZtKS0v12muvqaGhQV26dNGQIUMkSSeddJKOPPJIe/Asr9eruro6LV68WBkZGfrFL36hI444QqFQSFdddZV9HKy+vU8++aQaGhrk8Xjk8Xj08ssva/DgwerSpUubQcGsYzpz5kzF43GdddZZCgQCKikp0YwZM7R27Vp9+eWXOvXUU5WSkkIIBgAAALDTOTIAW/15rS9rAKjkgaCSH2lk/WwNjDVgwABVVVVp7ty5mjJlinJzc/X222/L5XLJ6/UqGo2quLhYeXl52rRpk9566y27tvf9999Xenq6HST79+8vv9+v8vJyPfXUUxo6dKgWLFig2bNnKxKJ6Oqrr1bfvn3tMieHQqusnYVjqzZ55MiRWrVqlerq6tTY2KhDDjlEPp9PiURCGRkZbZ5vLLU+4sgKoKFQSJWVlXrppZcUCoXk9Xrtcnz00UdauHCh/H6/xo0bp4ULF6q6ulrPP/+8/vSnP8kwjC3K+Prrr2vJkiUaPny4zjnnHO27775atGiRVq5cKb/fT/9fAAAAALuMIwNwJBJRXV2d4vG43XTXEg6HVVtba/d3NU1T9fX1qqurUzgcliT99Kc/1apVq7Rhwwa99NJLCofDKi4uVjQaVU1NjT0a9KmnnqqHHnpIGzZs0H/+8x/FYjF17dpVTU1NMk1TjY2NGjp0qI466ii98847evvtt/Xee+8pFospJSVFxx57rAYNGqT6+no1Njaqrq5OkUjELmsoFFJtba2ampo63VfTNDVy5Ei99dZbkqSUlBSNGjWqzfT2evbsqeLiYi1fvlwvvviiXnzxRaWkpMgwDFVXV2vDhg0qLS3VE088oebmZg0bNkznnnuunnvuOU2ZMkUzZsxQnz599NOf/lRNTU2qq6uzy3jyySeroqJC33zzjW666SYZhqFoNCqPx6Mjjzxyi8GzAAAAAGBncVQAtmoXBwwYoLPPPlt+v1/5+fltpllhLj09XampqXK73frZz36mYDCooUOHSpK6du2qK6+8UtOnT1dlZaUKCgo0ZswYrVmzRnV1dRo8eLAkaf/991cgENDnn3+uUCikPn36aODAgSopKZFpmsrJyZEk/epXv9LgwYO1cOFC1dfXKzs7W0OHDtXYsWMltYbW0047Tc3Nzerfv7+9P2PHjlVWVpYKCgo6DIzWPvXp00e9evVSSUmJ+vbta6+jo9pW0zSVmpqq3//+93r33XdVXV2t7OxsHX744dq4caPWr1+vgoIC1dfX65RTTpFhGHZ/4uOOO06BQEDxeFzp6elKJBI66qijNGjQIPXr16/NMZk9e7YqKirkdruVk5OjkSNHauTIkZK23qcZAAAAAL4rw+Shqztse2sov29N5s6oCY1Go1q7dq0eeeQRrVu3TqeffrpOOumkNqM074rtdobaXQAAAAB7iqNqgC3WAE5Say1ociBLnmb1A7ZGcLbmTR4Iyho8ylq2/XzJ20kkEm1eS+5n3H4+63tL+zJYy1iBsn2YtQLu1KlTNW3aNHk8HgUCAY0bN26bx6ej/Ut+LXkU6OQyJR87q0zty9j+mLTfdwAAAADYVRwZgK0BpbZ3WkfzWgFX2npwS55mfd/R+jqab1tl2J7A6PF4lJmZqeLiYh199NEqLCy0g+3WdLR/26q57ejYdbSd9q8RfAEAAADsDjSB/pGzBvryer0ETQAAAACORgB2kK31+wUAAACAHzvSkAMk99UFAAAAAKciETkAoy4DAAAAAAEYAAAAAOAQBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCN49nQB9mamae7pIgBwEMMw9nQRAAAAftQIwB0wTVOhUEiJRGJPFwWAg7hcLqWmphKEAQAAdhECcCcSiYTS0tK4EQWwW5imqebm5j1dDAAAgB81AvBWGIZBAAYAAACAHwkGwQIAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAj8Bzgnci0/7eDDOmH+7Th77LDlh/uXu8I83scI+PHcIzM73GO8BxuAAAA7EQE4J3IsP/nJI7b4R32owix3wchFgAAAHsJAvBOYkoKhWMy1RoJt6fOy5rPkJTq9/wAY5IpMxJqreHbkcKbkgxDhi9VP/4AbSoUDX3npVO9P/BjZJqKh0LfrRbYMOROTSVAAwAAYKchAH9Pptl6fx4Kx3TWXe+rMRSV221sdwKOx00FUr169vIjleb32Ovbmng8Lklyu93ffwckJRIJmaa5A+trje1mJKTGh0+XGW6UDI+2e6fNmAx/QIELX5ThS9O3HwNsWa5EIiGj3QFxuVxbvLa3MWXKkKFQtEWXvHK2miKN8hie7WoObchQzIwpwxfQv055WqneVHt9nbHeQ5fLJdM0d/D93AU2n8jxUEhzf3GKYo2NMjye7QvChiEzFpMnENCoya/InZambV0Y8XhchmHIMAwlEglJO+/6AAAAwI8HAXgnMSU1hqJqCEXlcRvbe5+vWNy0l99eO/vG3uX6rmOhmTJbGmW2NEiuHQjAidh2dZh2uVzfo2x7C1NNkcbvFICt5be5hc3B115+c1A0TXPPf1Bgmoo1NirW0LDDAdhafnskXxPJ3+8VxwAAAAB7DQLwTuRxGfK4jR0KwNZy2ysej+ull15SZmamfvKTn7SZZt3sm5s3nnzj39E067XPPvtMjY2NOuaYY9rM334dHXJ5vv3a7obfm5frhFWuWbNmacGCBXatntvtVu/evTVx4kR5PJ4t9mlb+9zR/mzvstu7XEc8hsf+2t4AbC23LYlEQi6XS3PnztXHH3+ssrIyBQIBjR8/XkcddVSHyySHwu+6/8nLbmv/DY/H/tqRC8PwbP+vpw8//FCffvqp6urq1LVrVw0dOlSTJk1qc54nl3tn7X9n+77d1w8AAAB2KwLwTmSq9f7e+tquZczti43xeFxut1vz5s3TLbfcovz8fI0ZM0aFhYV2CGp/s598E95REIjH4/J4PHr//fe1du1aHXPMMXaT484CQyd7nfS1XXu91Xmt7b377ruaNm2axo0bJ9M0FQwG9eijj2r8+PG69dZb5fP57H1PXnZr+5wcbNrvZ/K6OjqWndWsbivsmO3+274jtO15rZrfZ599Vv/61780cOBADR8+XKWlpbrmmms0b948XXHFFVuUd2v7Yf28tXOp/f5uM+wlXxQ7dGFs/RyRWs/hO+64Qy+++KJGjhypwYMHa9WqVXruuec0ffp0XXfddcrMzGyz7HfZ/+Tp7c+d9vO1Pyfb/wwAAIA9hwD8A2HdYL/zzjsaNGiQ6uvr9fHHH+u0006TaZpKJBKKxWLy+XxqaGhQJBJRfn6+pNYb9EgkIr/fr0gkopqaGhUXF8uzuYYtPT3dDgnWjXpDQ4Oi0ajy8vL2WC2W1+vVmDFjdN9999mvvfnmm7rpppu0ePFi7bfffjIMQ5FIROXl5crIyFBOTo49b0tLi1JSUpRIJFRVVaXc3Fx7n619qqqqUjgcVlFRkT0tFovJNE15vV7V1tbKMAxlZ2fb693aNncXK1QtWLBA9957ry688EKdf/759vS33npLl1xyicaMGaPDDjtMoVBIfr9fLpdLlZWVys/Pl2EYam5uVnV1tbKzsxUIBOx1b+1cso5dR8dmd7HC/3vvvafnn39e1113nc444wx7+owZM3TxxRerR48euvjii9XS0iKfz7fd+x+JRJSSkqLm5mY1Nzfb80vfnjt1dXXKzMyUy+VSNBqV1+uV1HoNBYNBhUIh5efnE34BAAD2IgTgHwDrZr+xsVHTp0/XxRdfrDlz5ujNN9/UaaedJrfbrSVLluiOO+5Qv379NH/+fNXV1WncuHG6+uqr5fV69Yc//EHFxcUqLS3Vpk2b1K1bN914443q3bu3YrGYYpv7XIZCId1zzz369NNP5Xa71aNHD1177bXq3r37bu9PaQ1slCw7O1ter9cOqx9++KH++c9/yuVyqampSePHj9eVV16ptLQ0XXbZZcrPz9f69etVVlamjIwM/fWvf9W+++6rpqYm3XLLLZo/f748Ho9cLpf+/Oc/65BDDtG7776rF198UX379tVXX32lYDCoY445Rn/605/k8Xj00Ucf6Z577rG3OWHCBF1++eVKT0/f7R8WTJkyRf369WsTfiVp0qRJuvXWW5WVlSVJevTRR7Vu3To1NDSotrZWL7zwgqZNm6aHHnpIqampamho0KRJk/TnP/9ZJSUluv3227XPPvu0OZeuuOIKZWRkqLa2VrfddpsWL14swzA0ZMgQXX311fYHAbv6GCQP9vXyyy9r/Pjxdvi1zpmDDz5YZ5xxhqZNm6aLL75YTzzxhFatWrXN/f/Tn/6kDRs26LrrrtPQoUM1Z84c1dbWasiQIfrLX/6i/Px8rV27VrfccotKS0vVp08f5eTkyOv16m9/+5sSiYQefvhhvfbaa/J4PMrJydHVV1+twYMH0x8ZAABgL0DVxA+A1dzzo48+UjQa1aRJk3TwwQerpKRE33zzjSQpGo1q2bJlWr16tW666SbdcMMNeu+99zR58mT5fD6VlZXpiy++0AUXXKB7773XDoCS7DAhSQ8//LBmzJihv//977rvvvsUiUR0w/XXKxGP7dybd+sZUFtp6urz+bR27Vrdd999+uc//6mbbrpJN954o4499lgNHz5czc3NuuWWW3TooYfqmWee0e2336733ntPM2fOlGEYqqmp0UcffaRTTz1V9913n0zT1COPPCJJeumll/TZZ5/pvvvu05NPPqmhQ4fqX//6l6TWGsB58+apoaFBd955p8455xy9/PLLKikpUSKR0N/+9rcttvnpp5/KMAx7hO5dKTkArlixQqNHj7Zfr66uVklJiVasWKGJEyeqT58+9nLvvvuuunfvriuuuELr1q3THXfcobPPPlvPPvusrrnmGr3yyitasWKFfD6fSkpK2pxL77//viZPniyXy6Xbb79da9eu1b333qt//OMfWrNmje68887dHu7C4bBWrVqlAw44QKZp2t0ErNHDhw0bplAopLq6OhmGobfffnub+79s2TKlpKRo9erVmjdvnq666ir93//9n2bOnKl33nlHhmHohhtuUHNzs+68806deOKJ+uijj7Rx40ZJrR9IPP/887rmmmv04IMPqri4WNdcc42am5u36I8OAACA3Y8a4B8AK1i8/fbbGj16tOLxuIYMGaKUlBR98MEH2meffSRJfr9fF110kYYOHSpJOuOMM/Thhx/qnHPOUSwW0xlnnKGDDz5YknTRRRfphhtuUCgUksfjsQeVeuONN3TKKaeod+/eisZiOuWUU3TzzTdr5bKl6j9kmBKm2fqpyU7KOmY8IsXjrc8EbhegrKbGlZWVdrPUjIwMLVu2TGvWrFGXLl10++23q3fv3qqsrFR1dbV8Pp8aGxsltdZmn3766Zo0aZIk6dhjj9UHH3wgSTr88MN1wAEHKCcnR2vXrpVpmopGo/a2c3Jy9Ne//lUZGRnq2bOnnnnmGa1fv1777ruvbr/9dvXp06fDbe5O8XhcNTU1CgQCdu3im2++qccee0z5+fkqLy/XhAkTdNtttykWi2nAgAH6y1/+Iqm1ifu//vUv9evXTxs2bFBDQ4O8Xq8aGhqUm5u7xbl0+umn69NPP9Upp5yi2bNn6/e//73dPH7SpEl67LHHVF9fr6ysrNay7Ib9j0ajSiQS8vv9bV63+ud6vV47EMfjcQ0cOHCr+281+S4uLpbL5dLvfvc7+8OFESNGqL6+Xhs3btSqVav0wAMPaNiwYRo+fLhKSkq0cOFCSdIrr7yio446SiNHjlQoFNIZZ5xht9g45JBD7MHcAAAAsGcQgPdyVl/PNWvWaNmyZfL5fDrjjDPkdrsVi8U0c+ZMXXjhhTIMQ6mpqSoqKrJrIYuKihQMBhWJROTxeFRYWNhmWmpqqqqqquwBtGpra+Xz+fTWW2/pgw8+kGkm5Ha51ad3bzWHQq0FMk3Jtbn61jS/exDe/Ohfw+OXGW+SGYvI8LYNMpFIRH379tXf/vY3+7WamhqdddZZmjx5sq655hrNnTtX119/vdLS0pSTk9NmwCHTNJWVlWU/Fzb5GbGRSER33323Nm7cqLy8PLuPrHXMU1NT7UG2rFo7a9m5c+fqhhtu6HCbu4P1gYjH41GXLl20adMme99OPvlkHXnkkUpLS7NrKqXWsNitWze7v7jb7dbHH3+sa6+9VoFAQNnZ2fZ5EI/HlZaW1uZcKiwsVEtLi9asWSOfz6dnnnlGzz33nF2e/v37q7m52W5yvTukpqYqLS1NNTU19v67XC57/9avXy/TNJWbm6tQKGQ349/a/rtcLsXjcfn9fmVnZ9vvud/vl2EYWr9+vVJTU1VcXKx4PC7TNJWTkyPTNBUOhxUKhTRr1iyde+65Mk3Tfo+SP1wBAADAnkMA/oH44IMP5Ha79be//U0ul8vu93vfffeppKREaWlpamlpUUtLi13DVF1drfz8fKWmpioajSoUCtnT6urqFIlElJeXZ9/kZ2RkKBgM6pJLLtFxxx2neDymYEO9Zs+erb59eksyZRguSaa0E5v6Gr7UTgeFbt+sNjc3V/n5+UokEpoxY4Yeeugh3XXXXRo/frz8fr8mTZq0xYjFyeHU7XbLNE1df/31ys/P16OPPqquXbvq+eef19NPP91mu8nBNpFIKBAI6PPPP9eDDz6of/zjH/Y22z+OanewyrbvvvvqzTffVGNjowKBgDIyMpSRkaFoNKo1a9Zo4MCBbfbHMAy53W5NnTpVL7zwgh588EENGzZMzc3N+tnPfmaHwHA43OZcqqmpUW5urrp06aKWlhbdcMMN2m+//SS1DiS2cOFCFRQU2Nva7tGevwNrXzwej8aOHau33npL5513nlJTUyW1Dp4Wi8X0xhtv6IADDpDUWlu+rf0/7bTT7Npj66v9COPZ2dmKRqOKRqP2sdm4caNcLpe8Xq/i8biOO+44nXfeeYpGo4rH4/rss880fPhwSd/nmdsAAADYGbgb24tZ4S0Wi+m1117ToYceqjFjxmi//fbTiBEjdPrppys9PV1vvfWWPB6PWlpa9Oijj6qurk5Lly7VlClTdPDBB8vtdsvr9Wrq1Klas2aNKisr9fDDD6tfv35KS0tTOBxWJBKRz+fTqFGjNGXKFDU1Ncnlcuuf/35ADz/6mLxe37ch1ZRMM/H9ds6qRI6FpXhMcnXcLLSqqkqzZ8/Wl19+qRkzZujOO+/UwoULdeihh9qBvnv37orH43rggQdUVlZmN421Qo/Fes00TbW0tKigoECFhYVatGiRXnjhBblcLkUiEZmmqVisbZ9na5CwYDAor9e7xTYjkUibbe0uZ555pkzT1B//+EfNmzdPtbW1mj9/vv70pz+ptLTUDlztj0UwGFRKSop69OihYDCoe+65R9XV1QptrukPhUJbnEsHHHCAevTooS5duui5555TLBZTS0uLbr75Zr300ktt+pLvLmeffbYaGhp08cUX68svv1RFRYUWLFigP/7xj9q4caPOO++87d7/qqoqtbS02KNgJ++LaZoKhULq3bu3UlJSdM8996i8vFxvvfWW3njjDaWmpsrlcmnixIl69dVXVV5eLq/XqyeeeEJ33HHHbj0mAAAA6Bw1wHsxq1/nwoUL1dzcbD+n1xrp1uPx6Nhjj9VXX32l8ePHq6CgQFVVVTr33HPV0NCg/fbbT2eeeab9OCCv16srr7zS7qt56623yjRNpaSkKC0tTZJ0xRVX6Prrr9cvf/lLeb1eudxu/fWGG5SSnqFEIi6X27P9j/vdHi6PzEizJEOGx9dmUlZWlmpra3XzzTfbTZEzMjJ000036aCDDlJ9fb1Gjx6t3/72t8rMzNSQIUM0adIkPfXUUzrwwANVUFAgn+/bdfr9fjuoXHDBBbrzzjs1Z84cZWRkaOLEiXr99df1zDPPqGfPnvYjcZLLEolENGHCBI0aNarNNo899lg99dRTmjBhgnr27NkanHZxJ1grbHbt2lV33XWX7r77bl1++eVKS0tTMBjUwQcfrD/84Q9auXKlpG+bC1uOP/54zZgxQ2eddZZSU1M1evRo7b///nrggQd00UUXqbCwcItz6ec//7lM07QHxrJ+ts6l3RmArW3ts88+euCBB/T3v/9d11xzjfx+v8LhsHJzc3Xvvfdq8ODBkqS0tLRt7v8BBxyg+++/XzfddJNyc3Pb9NVNT0+3+8rfc889+tvf/qbf/OY3Kigo0IgRI+wPSM4//3yVlZXZNdKRSETXXnutCgoKGAUaAABgL2CYDEu6BdM0FQwGt+uxNqbZOnZTMBzTqbe8rYaWqDxuY7tagBqGFIubykzxasp1xyrd77HXlywcDtv9MtuLRqOKRCJasWKFrr/+ej366KNqbm5WS0uLffPf0tKiU045RX/84x81ZswYrVmzRkOHDrX7vFq1nsmDCS1dulQtLS0aMnSI/D6/zHCTDF+aZLgk05QZj0rxiBruP0lmqEFyebR9ydiQEjEZKZnK/MOrMvzpMqMtUiIhw992/yKRiB0sWo+XYTdzTd7/kpISZWVlqWfPnopGo1q3bp39vcfjsZ/PGo1GFYvF7HWsX79e1dXV6t+/v1JTU7V+/Xr5fD7l5OQoEom0Od7Nzc3y+XzyeDxb3ab1eCZTpgwZCkWb9dsXTlNTpFEewyNzO46RIUMxM6YMX0D/OeMlpXrT7PW1lxyqVq1apaqqKnXp0kU9evSQ9O2zkK0a6pSUlDb7tHz5chUWFqpr165qampSbW2tqqurOz2XrO3FYjEtXbpUkjR06NAtm/ZuPpHjwaDmnPITxRoaZHg829c02jBkxmLyZGZqzCtvyp2erg4vjKTymKapsrIyrVu3Tjk5ORo4cKAdkq3B1La1/83NzSovL1fPnj3t52Zb+9XS0mL3L54zZ46GDRsmj8ej9PR03XnnnSorK9M///lPe90rVqxQQ0ODBg4cqIyMjO0KvzvyewcAAADfDTXAO1EsYSoWb73B35EAHEtsfeb2o9wmswKeaZpqaGhQLBazH32T3Be2qalJwWBQubm5ys3NtacbhtGmltR6zQo8kpSIRbcIX4bhao1yiVjrV+vS297pzQH422XUGqq1ZfNhn8/Xpmx2eTb3fzVNU16vV8OGDbOneb1e9e3b1z42ybxerx2GTdNUt27d1K1bN3ud1vcdLZschre2zY7EzJhiZuv+7kgAtpbZ6rxJfZX79u1rl8N6H63A1/44mqaptLQ0jRw50v7Z6j9cVVW1xbmUvE6r/23yMdhawDNjMZnWBxk7EIDN2I7tf48ePezgL6lNH+7t2f+0tDR7f9t/0GIdx3A4rFtvvVXdunXTOeecoyVLlmjq1Kn6v//7P0myH8XUv3//Ntsi0AIAAOwdCMA7iSEpkNoartxuY7uzYDxuKpDq3WaL2c5uoq2Qm5OTo8MOO0ypqan2SLfWqL4ul0tHHHGEevTo0eZ5qcnrs9ZvvZY8crLL5ZKZPOaVYUhutxQzZKRsbirs2s7aPRmSGZPhD2weTVpSPCq5vZ3ud5ulkwYmsmr+ksvefgCs9ses/bzWz8nNdztaNvnnrW2zo/3N8LUeo+9SA7w9bamTR71u/z62L7f1fUfHzhokqqNzKfl8sY5V8n53GvAMQ57Nzcl3uAY4EOiw1rej/bfKklym9rXS29r/bZ071iOX7rnnHj366KN66KGHlJWVpb/+9a864ogjZJqm3Ww6+foh/AIAAOw9aALdge/SFNGUFArHrKf7bG/+tedP9Xt2y7NTv5NEXGY0LMOXsrm21mLKjIQkM6HWZxpt5/pMSYbR+gikaLj1e1+KdnnH2T3CVCga+s5Lp3pT9YM+LqapeCj03UaFNgy5U7d8PvTeIhaLfdvkfSfU8tIEGgAAYNejBngnMSSl+ffs4dxqM9Tvc4PucsvwdxTEjNZ+wd9VItFBqP6xMZTq/R7HaA/Zac12DUPuDvqu/5BZNeUej8euRebxRgAAAD8MBOCdyLT/t4N2oPJ0q6vZSmD5/mGms+V3pM67HYeEhu1p9tyZjga+2h12ag3k92lkshfWhCY3OaeJMwAAwA8LAbhTO37Tbtj/cxKj3b9ob0+F2L3GjzQgEnwBAAB+eJxRBbejDGPzY30AAAAAAD8WpLxkm581mqhbp0RtpdRrpMxY+Edbg4W9jSHD4xW16QAAAMCuQQBuo7U/a6KpUon6MskcKcUijumrij3NkDwdPw4KAAAAwPdHAO6Iy/Ptc2kNQ9TIYffgPAMAAAB2Jao2O2R+v5FrAQAAAAB7HQIwAAAAAMARaALdGTPx7RewW9AEGgAAANiVCMCd8aZKHo9kpEsGFeXY1VrDb2vLe5rfO5FJtwsAAIBdjgDcEcNQfMN81ScSPAYJu4dpynB55OkzrnUQNsKQI7kYcR4AAGCXIgB3wHB55Jr9nMz405trfwkj2JUMKRGTUrKUdsmbMnxpsh7JBWcx+LANAABglyIAd8IwPK3P/+WGFLucIcklw+WVYRhJIYhzDwAAANiZCMCdMkXNL3YfzjcAAABgV6PDGQAAAADAEQjAAAAAAABHIAADAAAAAByBAAwAAAAAcAQCMAAAAADAEQjAAAAAAABHIAADAAAAAByBAAwAAAAAcAQCMAAAAADAEQjAAAAAAABHIAADAAAAAByBAAwAAAAAcAQCMAAAAADAEQjAAAAAAABHIAADAAAAAByBAAwAAAAAcAQCMAAAAADAEQjAAAAAAABHIAADAAAAAByBAAwAAAAAcAQCMAAAAADAEQjAAAAAAABHIAADAAAAAByBAAwAAAAAcAQCMAAAAADAEQjAAAAAAABHIAADAAAAAByBAAwAAAAAcAQCMAAAAADAEQjAAAAAAABHIAADAAAAAByBAAwAAAAAcAQCMAAAAADAEQjAAAAAAABHIAADAAAAAByBAAwAAAAAcAQCMAAAAADAEQjAAAAAAABHIAADAAAAAByBAAwAAAAAcAQCMAAAAADAEQjAAAAAAABHIAADAAAAAByBAAwAAAAAcAQCMAAAAADAEQjAAAAAAABH8OzpAgAAtsI0ZZqmJMlwbfmZpZlItE4zDMkw2k+UaXYyDQAAwIEIwACwt2pNr60Btt1r9rTkUNxumgzXt7nXeg0AAMDBCMAAsDfaHFjDlRUKrlwpX26uMgYM/DbEbv63YeECRevrFRgyRL7cvDbTmletUriiXKm9+yiluJgQDAAAHI8ADAB7m81BdcNLz6v0n3fLlZ6mWEOjcg4YpwH/d5s8GRmKNjao5Ko/q3HBfLkDmYoHmzToljuUe8ihitbVadn1V6vh69lyZwQUq69Tzwv/oB7nnk8IBgAAjsYgWACwN9kcUCMV5Vp9120qPu3nGv3yaxr6r4dUNf0DlU97RTIMrX3ofjUumKeRTz2v/V97R5nDR2rFbTdLksqefEx1X36ufR9+QmOmvqluZ5+nNf+8S03Lln3bRBoAAMCBCMAAsDfZHE7D1VVKRCPKPeRweQKZyh67v7y5uYrW1UiSKt56XX0uu1pp/faRaZoadMc9GnDj/0mSGhbOV/FJpypz32Fyp6Wp+6/PkystXU0li1s3sXngLAAAAKehCTQA7E1cLpmmqYx9BijviKO1/PqrVDDpODUtXSJ3Wrq6nHGWWjZskOFyKbhiheb+8gyFy8uVNXq09rnmeklS/xtulic9zV7lpqkvK9EcVMaAwZI6Hk0aAADACbgLAoC9kGlK3swshSvKVf/VHAWXLW19PRJRLNikeFOTqj98T8Un/0z9rrxW9bNnafEfLpSZSCitZ0/58vIVqa7R8puu18rb/k89L7pUGYMH0wcYAAA4GjXAALAXMRNxGS63qj/9WBtffk4jHp+srP3GKNbUpPnnnKlVd9+hPn++UmYsql7/7w8qPvnU1uUiES2/4Sq1bNyg1G7dVfHm6/rm1pvky8/XsIceV+6Eg6REQqL2FwAAOBgBGAD2JglTcknBpUvkyy9S1n5jJEmejAzlHX6kqj+eLm9Wllx+v9yBTHsxX3GxDI9X7tRU1cz4RMv+cqX6/PEKdT/73G/XTfgFAAAOx90QAOxNNjdPDowYpfCmDVr/3DOKNwcV/GaFNk55UZkjR8kTCChr7IEq/fc9allfpmhtrUr/fa9S+/aTLzdP6595QoERo5R94ATVzf5StbO+UO2sLxSprm7dBqNAAwAAhzJMkzshm5mQDJdi5UvU9PhvWpsL0lcOu5whJWIyUjKVefFrMnzpkszW1+FMm/vprnnwPm14+gm5MwOKB5uVMWRfDbr5dnnz8hTetEkl116h0JpVMtxueXNyNfjOe5XSrZvm/fIMRWurZUpSwpThdisealb/G29VwZFHyYzHZbjde3ovAQAAdjsCcDICMPYIAjA6F66oUKh0tTxZOcoYMGCL6U3LSmTG4woMGiK5DJmJhBKhkFrPIUkyWk8l05TLnyLDQ88XAADgXNwJAcDeyjTlLyyUv7CwzWsyDPvfjIGDvp2WSMhwueROT9/9ZQUAAPgBIAAD2PNMU2Y8vqdLsXcyTZmbw67RQYsU00xIkgxj85AOiYS+rf1tj1YF7VEjDgCAs/CXH8CeZxgEka3YWmwl0gIAAGw/7jgB7Dmbazaj9XXaNPVlKRZrfVQPQxNgVzJa+0q7vF51Oe1MudPSvm1aDgAAftQIwAD2uGhtjVbfe5fMcIvkdhOAsWsZhsx4XO70dBVOOqE1AAMAAEcgAAPY4wy3R778fJnhMAEYu54VgNPSWlscAAAAxyAAA9jzTFNmLCYzFmsNvwRg7EqbA7AZi+3pkgAAgN2Mj74BAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCARgAAAAAIAjEIABAAAAAI5AAAYAAAAAOAIBGAAAAADgCJ49XQAAAIC9hWlKpkxJkmEYMpKnSTJNU8bmaepgmiQZMtRuMgBgL0EABgAA0OZwaxhKjr3Wa/Y0I3maZBjf/tt2mrlFSAYA7HkEYAAA4HimWgNsSzSuhaU1crsMDe2ZK7+ntbeYYRiKxhNaWlanQKpXfQoDdi2vYbQuv2RdrYItMQ3slqWsNJ8djAEAew8CMAAAcLSEacplGPpmU4P+/OhnCkViSiSkvEy/7v7NOHXPz1BZdVB/fvQzVdaHZBjS0J65uuVX+ysz1aeqhhZd/dQsrdhQr1SvW5FEQn85Yz8dMaybEqbkIgQDwF6DQbAAAICjGWoNwX+dPEfZ6T69cs0xevGqo1RZ36L/vr9MhqS/vzRXLZGYJl9+pJ649HAtXlur+99YLMOQnvxwmZZvqNPTfzpcL119lPbvX6jbXpqrcCwu1+Ym0gCAvQMBGAAAOFZic1/dFRsatLq8QbecfYACqV7lBfx69vIj9LMJfVXTFNZX31Todz/ZV11z09SrMEO/OmyA3p1XJknaUNOsQd2z1aswQ5lpPh0wsFC1TWHFYok9vHcAgPZoAg0AABzLNCUZUsn6OqX5PPrfF6s1feEGtYRjOm5sL/3+J0M1d1WVvB6X+hYHNtfmmupVmKFINKZgS0y/PKy/Lnvsc1395BfqlpehV79crfOOHqz0FC+DYQHAXoYADAAAHC8Ujqmsuklff1Oli34yVNUNLbrpua+U6vdoZJ88maaU5vdsHtTKkN/rlstlKBiOKc3vkctlqGR9vTbWhVTTGGl9LNLmdW/O2ACAvQABGAAAOJ7X41Ka36u//XKseuSlS5JKyur03twyjeybJ6/bpUgsYT8nOBiOyTSlVJ9bN7/wtYb0yNE954+Xx2Xo9Tlrdd1TszRhUJFG9M6zm1kDAPY8+gADAADHK8xKVarPrXT/t3UDxdmpisTi6p6boUgsrtXljTIMyWUYWr2pQfmZKXK7Da3cWK8jRnSTZ/Nwz0eP7K7sdJ821DRLYhAsANibEIABAIBjuTeH1lF98xRI8+muqfPV1BLVyvIGvfDpNzpoSBcVZqVoVL8C/eu1BdpQ06zlG+r19PTlOnpUD6X5PBrQLVtPf7hMa6ua1ByO6ZF3lygSS2hYr1xJrYEZALB3oAk0AABwtIQpZaR49X+/3F83Pjtbp9z6jiKxhPbbJ1+/OXKQEqapv5y+ny7/7+c66+73FY0lNKpvvn55aH+Zpqnrfz5a1z39pc7+x4dK8brVEo3rmp+NUve8dAbBAoC9DAEYAAA4mstoHahqTL98Tb32GJWU1SmQ5lWfwoA9T5ecND1z2RFaWlYnydSQ7jmSWpfbpzhTz11+pErK6tQciWqfLlnKTvO1Dn5F+AWAvQoBGAAAOJ4hKZEw5fO4NLx3a9Nlq++uYbQ+L9hlGBrSPdtexjTbTevx7TTrNQDA3oUADAAAIMnlMuxRnqXW2lsrwrqMDqYZHUwzW6cRfgFg70QABgAA2MwwJKOTp/Zu1zRyLwDs1QjAAAA4hNVkt6E5optf+lrhSLy11nNPFww/aoZam4R7PS5ddcooFWSmMDgYgD2GAAwAgMOEownNXLxRzS0xuQnA2MUMSXHTlN/n1iXHDdvTxQHgcARgAAAcxjCkdL9XhmEQgLHL2QHY46bWF8AeRwAGAMCBEqapRMKUIRGAsUtZTaATJmcagD3PtacLAAAAAADA7kAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4gmdPFwAAAACAM5kyZZqmJMllGJKMDqcZhiEjaZokmaYpU6YMGTKMttOAzhCAAQAAAOx2pmm2Btuk8Gq9ZpoJGYarw2mW5FBsBWFgWwjAAAAAAHYrU61htqGlXiuqS5ThC2hA/iAZRmsPTcNwKRqPalnlYsXNuAbkD1aqN63NOsrq16qsvlTdsnqoR1bvPbAX+CEiAAMAAADYbaya3HeXvaaHPrtbqd5UNYYb1Tevv6496u8qTC/W8qoluvndqxSJtSieiMvr8emqI27RiC6jFYo1618z/q7PVn2oDH+mGsMNOmrgCbpowhVyGS5qgrFVDIIFAAAAYLewwm954wbd+8nNOmLAT/TQac/rpkn/0MqqZXpzySuSpL+/f51yUnP1r1Oe1l0nParctHw99sU/JUnvlLyqd5b+T1cdcYsePWOKzj/wUk1dMFlflH4iQ4biZnxP7iL2cgRgAAAAALuFqdZBrTY2bVC37F46a/QFCvizNKrr/uqe01s1wSp7zjNHn6/CjGL1yumrsT0mqLxxoyRpWeVije15kMb3PlSp3jSdOPR0ZafmaGVlyeZFzT2wZ/ihoAk0AAAAgN3CtbmP77DiUbr/lKdlmtIbS1/RN5VLVdVUrt+Nv1yS9NDPnpfX7dPM0o+0vGKJ3lryin4++jxJ0q/GXCi34bbX+cmq91TfUqve+QNaX2BEaGwFARgAAADAbuU23HK73WqKNOr9FW9oTdUK+Tx+e7rfkyJJmlU6QzNXfahwtMUOvV0D3SVJwUiTnvnqEb0070lNGnKqJvQ+VKbMNuEYaI8m0AAAAAB2q1giqnCsRem+DN11wiN6+pdvqF/eQN3x4fUKx8NqiYWUMBP64yHX6fmz39Vpo87WgzPv0JralZKkL9d+qt88f4qmf/OWrjziZl0+8UYGwMJ2IQADAAAA2C3iidYBqv638Dn94ZVfyZAht+FShi+g/XsdpHCsRUvKF+jCl36u9Q1r5ZJLXpdXB/U9Qh6XV9F4RN9Uleiv71ymQ/c5Rs/96h0dPeB4SSL8YrsQgAEAAADsFlb33D55A7SyskSvLJysULRZ31SV6KX5T2nfLqPUL2+g6kM1euLLB1TXUqOqYLke++I+pXnTtU/+IL2+5GVlp+Xq4H5Hau76LzVr3af6fO0n2ti4XlLrSNNAZ+gDDAAAAGC3cBlumTI1uvuB+tX+/09Pzn5Ar8x/RqFos7rn9Nb5B16qTH+m/jjxev17xm363Uu/kGkm5HF7ddURt0imqQ0NZTLjCd363lVKJFqn1TXX6NwD/qBTh5+lhBmX2yDmoGOcGQAAAAB2m9amyqbOHft7HTf4VJXVlyo7JUd981pHcTZl6tB+R2t0jwO1qnqFPC6v9skfKL/bL1OmbjrmH/bzhC2mTPlcPkmS20XEQec4OwAAAADsZoZM01RhRrEKM4rtV61ga5oJBXyZGtFltD0tYSbkMlxK9abtiQLjR4IADAAAAOxicTO+p4uw9zFbA29r6JUMubS5crh1ciImU6YMba41NozW49hpH19DjIPVFiNjb4kADAAAAOxiPJu2A9vKZZ1NJ8/heyAAAwAAALtAa+2loVgipk9Wva9oIiqXDDFGMXY9U4bh0gE9D1KmP2uLPtNORgAGAAAAdqFoPKz7P71dTeEGeQyPTCIwdjFTplyGW/ec/ERrAN78YQwIwAAAAMAuZijdm976OB8CMHYDKwC7DNeeLspehwAMAAAA7GIJM9H6pQQBGLtc6zlGjW9H+EgAAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCMQgAEAAAAAjkAABgAAAAA4AgEYAAAAAOAIBGAAAAAAgCN49nQB9l5G0hewK3GetTIkg2OB3cE61wAAgNMQgJNtviEyDEOGGZfMhLgZx65nSGZchpmQYd+UO+S8S7rmlIhL8Xjr66a5BwuFHz3DaD3XEknXnEMC8be7ayhhSglTMkyJKw67kiF9e74l/953AEPf7q+pRNIXV92OMOWYO6OdxpQpU4bjrrnt4bgAnEgkFI/HOz4JzIRkuBSLxRVzp0hGwjE3RTuNYRBedpghGXHJnaJoNCrDiMkxv+pNUzIMRWMxmSkpMg2X5HZzDu0AwzBkcrx2jGHIjMdlpqQoGovJiMXsc/HHztrNWDSqFE/r505uFwF4R3Hd7RhDUtyU/B4pFosqFovJNE1H3JBvjiCKRqPyGn75jKg8hocAvIO45nacKVMuw614LK5YLKaEmZDL2LL3q2macrvdcrmc0zPWMB1yNlm/aNetW6c1a9bI5/N1fiGZCZmR0O4t4I9EPB6X2+3e08X4YTIMGd5UR9yEt2cmEkqEuOZ2lCkpEY/L5XY74eOSnc+QXKlpjrgJb880TYUicW4ovyP+1n03hmEoxeeWy6HXXEssZAdiAvAOMKV4Ii63y+2IuoGdyZAhvyelw+ArtV6TkUhEvXv3Vo8ePRzzwZRjArBlqzXAyQwush0Vi8U0d+5cjRo1Sh6P4xoXfH+mJDO+p0uxxxjcTO4wrrnvz4w795pzu/gj911w3X0/8YSjbjvbaA0hXHc7Kh6L6eu5c7XfqFFyc83tsMQ27i2dWAPsuLPI5XI56g3enQy3IZdMed0GN1bfmeMuSXwfhiHDNOUxDLkd8IntLsHNFHaQ4VZrHZ7bI8PFB3c7ysMtGHaQKUMyTLk8hlxu/tbtKBf3llvg1xB2mkTCVCQSUcLBn+4Cu1PC3HzNOashD7BHmYmEIpGIzERiTxcFcATuL7GzEYCx07jdbvXp04d+UcBuwjUH7H5cd8DuxTWHnc1xfYABAAAAAM5EDTB2Kj5PAXYvrjlg9+O6A3YvrjnsTNQAAwAAAAAcgRpgAAAAAIAjMC62g3VU+e+Eh18De4NEuxFkeTwbsPuZpinTNGUYxk77+2f9beXvKfAt61qz7MxrDthRNIHGFqybAQA739auL649AMCPTWd/2/ibhz2FGmCHisViWrt2reLxuKTWX0JpaWkqLi6Wx8NpAewqhmEoGo1q2bJlqq2tlSTl5+erf//+XHvAbmLdeAeDQZWVlalbt27KyMj4Xjfk1rJ1dXWqra1V7969ubmH41nXRSQS0TfffKOamhq53W717t1bXbp02dPFg0NRA+ww1i+i6upqPfroozIMQx6PR6ZpKhaLyefz6cQTT1S/fv22aKpiNV+xmmp2NN36Xmpt4tl+XmtaR8sm3yhsbVngh8g6x9evX6///e9/qqqqUmpqqiQpFAqpsLBQJ598soqLi7e4Piw7ck0lz5u8bEdNPpPXlUgkaJqGHz3rGnj//ff1/vvv69BDD9Wxxx5rv25dE+3/5iVfM8nXUfLfxxkzZujzzz/XZZddJrfbzfUFx7KukdLSUr366qtqaGiQ3+9XPB5XOBzWuHHjdMQRR2xxPXT2dy/5+ml/jXZ0r9h+WboawUJ1g0NZf4gPO+wwjRo1StFoVLW1tXrttdf01ltv6aKLLtrij3RHP7dfZ7LkXzTbmndHlgV+aKybgJaWFk2ZMkXhcFhnnXWWevfuLUn65ptvNHXqVL3yyis6//zz5fP5OlzPjlxT7f/QWz+3v47bf/jU0c0+8GNjGIbC4bCWLVumQCCg5cuX69BDD1VKSoo9Pfnfjr7f2rTOriOuLziFdY43NjbqxRdfVCAQ0Pnnn6+8vDzF43HNmjVLb731lnJzczV69OhO15P8t6yjv4EdXavbWhYgADuYaZpKT0+X3++X3+9XRkaGBg0apM8++0zxeFxer1dr167VzJkzVVdXp8zMTI0ZM0YDBw5ULBbT+++/r+7du6usrEylpaXq1auXDj74YKWnp0uSFi5cqDlz5igcDquwsFAHHnigunbtqsbGRn322Wfq1auXSkpKVFFRoX322UcTJkyQ3++XJH355ZdasGCBYrGYunXrpgkTJig3N3dPHi7gO7NuBBYuXKiqqiqdffbZ2meffezpgwYN0gknnKAXXnhBy5Yt05AhQ/Tee++pV69emj17toYMGaIxY8boiy++0KJFi+zrYvz48crLy9OmTZs0f/589e3bV19//bWampo0ePBg7b///nK73UokEpo9e7aWLl2q7Oxs7bPPPqqtrdW4cePk9XpVUVGhzz//XBUVFeratav2339/FRQUcJOOHyWrJmj58uVqamrS4Ycfrg8//FArVqzQsGHDJEkrVqzQunXrlJeXp7lz58owDI0bN04DBgxQc3OzPv/8cxUVFWnlypXatGmTBg4cqPHjx8vn823RGmPdunX64osvVF9fr549e+rAAw9UZmbmntp9YLeaNWuWwuGwzj//fOXk5EiSPB6PDjnkEG3cuFEbN26UJJWWlqqkpEQ9e/bUzJkzdcwxx6hHjx766KOPtHz5cklS7969NW7cOAUCAS1atEh1dXXy+/1asGCBUlNTNWHCBPXq1cv+2zVnzhwtWrRILpdLw4YN06hRo/bYccDehY9DHMwwDG3atEnr1q3TypUrNXv2bM2fP19jxoyRx+NRZWWlHn/8cUUiEQ0fPlwul0svvfSSNm3aJJfLpfnz52vKlClqaGhQ//799fnnn+vdd9+VJC1atEiTJ09WQUGBhg0bpvLycr300ksyTVORSERz5szRlClTJLX+Qvvggw80c+ZMSdKnn36q//3vf+rVq5f23XdfffPNN5o2bRoPQccPlhUiS0tLlZubu0UXA9M0NWjQIKWnp6uyslLRaFRz587V1KlTFQwGlZ+frzlz5mjatGlbXBeS1NDQoM8//1xTp05VIBBQfn6+3njjDc2fP1+GYejtt9/WW2+9paKiIpmmqVdeeUWfffaZXC6Xampq9Pjjj6uyslIDBgzQunXr9PTTT6umpqZNMzPgx8K6HhcuXKi8vDwdcMABysjI0OLFi+15Nm3apHfeeUcff/yxevXqJbfbrWeeeUarV6+WYRiaNWuWpk6dKknq06ePpk+frjfffNNePpFIyO12a+3atfrvf/+rSCSi/v37a/HixZo8ebLC4bCkjp/GAPwYJP/d69Wrl3JycrY438844wwdddRRkqTq6mp9+umnev311+Xz+ZSenq533nlHH3zwgQYOHKiBAwfq66+/tu8zy8rK9Prrr2vOnDnq27evgsGgnn76aW3YsMH+u/fGG2+oa9euKigo0LRp0/Thhx9K4roDNcCOZZqmvF6v5s2bp8WLFyuRSKi5uVnxeFzFxcUyDEOhUEhjx47VT37yE0nS0KFD9cADD6iiokLFxcWSpOHDh+vkk0+WJLW0tGjZsmX2+o855hgdeuihkqSUlBS98847CofD8nq9MgxDBxxwgI444ghJUnl5udatWydJcrvdOuWUUzRmzBhJUjwe1+eff654PM4gQfhBsm4Eamtr7U/AO2pOmZKSoqamJvvT62HDhun444+XJG3cuFE/+9nP7KZi8Xhcn332mSTJ5/PJ7XbrsMMO09ixYyVJa9asUWVlpUKhkL7++msdc8wxGj9+vCTJ6/Vq6dKlcrvd+vzzz5Wamqrzzz9fknTQQQfpzjvv1KJFi3TIIYdQC4wfleSBqlavXq3jjjtOLpdLo0aN0ieffGJfox6PR6mpqfrpT3+qnj17SpLuv/9+zZkzRyeccIJcLpeGDx9uX58pKSn6+OOPdfzxx9t/p0zTtAP0WWedJUkaNWqU/vWvf2nJkiUaNWoU1xd+1OLxuOrq6jR48OA2LaGmT58uv98vl8ulQCCgn//85/L5fPJ4PDr66KM1YsQISa33g7/85S81cOBASVJTU5NWrVolSXZI/vnPf66cnByNHz9e9957r5YuXaqsrCzNnj1bJ554ol3rm56ers8//7xNa0M4F2nCoawR+Q4//HCNGjVKkUhETU1NmjVrll599VXl5uaqZ8+eamlp0UsvvaTq6mq1tLS0GUQgHo+rW7du9uAfgUBA8XhciURC++67r77++ms988wzamhoUDAYlN/vVyKRsH8Jdu/e3V42Oztb5eXlkqQxY8boyy+/1JNPPqmmpiYFg0GlpaVt8dxU4IcmLS1NwWBwi4HfrE+jw+GwAoGAPB6PEomE+vTpY08fM2aMZs+evcV1IcnustCrVy97kJDMzEyZpqmNGzfK7Xarb9++9rRu3bpp6dKlikQiqqioUCwW0zPPPKNYLCaPx6OWlhZVVlZKog8+flys6846/5cvX67y8nJVVFQoEolo2bJlOuCAAxSNRpWamqru3bvbf/f69++vFStWKBKJyDAM9ejRw/4b1qtXL7lcLlVXV8vtdsvlcikcDqu2tlYej2eL68saAR74MTMMQz6fT+Fw2P5bkp2drcGDB8vn86m0tFQrV66U1NpqIiUlRYMGDbKXHz9+vL788kvNnDlTzc3NampqUl5enqTWp5lkZ2crJydHiURCfr9f3bp1U21trUpLS+VyuTR37lwtWLBAhmGoqalJ4XBY1dXV6tq1Kx8+ORwB2OFSUlLsPsCBQEBHHnmk5s+fr/LycjU3N2vy5MkaNmyYhg8frvz8fE2dOtV+dFLywAPtR4F+/fXXNXfuXO23334aPHiwgsGgvvjiC3ue9gPyWL+IEomEXnjhBZWVlWnkyJEaOXKkysvLNX/+/D1wdICdw7qBLiws1KxZs9TQ0KDMzEz7Qx2Xy6XS0lI1NTWpoKDAfi15+RdeeEHr16/XiBEj7Oti3rx5ba679oPvJG/b5/PZ88RiMfvDqFgspszMTPXu3dtuZdGnTx/l5+fb6wV+LKzRYhctWqSioiJ5vV7V1dUpIyNDeXl5Wrx4sQ488EC5XK5OR5u1uN1uSW0HxEoejVZqvUnPz89Xjx49lEgk5PP51KtXL7tWmesLP1bW9VJQUKC1a9far/fo0UM9evSQJL333nvasGGDPX/yv5FIRE8//bSam5s1bNgwde3aVatWrdLq1avteaxrMJnL5bL/tvbo0UN+v1+madqDS9L/HhJ9gB0t+Q91IpFQPB7X/PnzFY1GlZeXpxUrVigvL0+nnXaaxo8fbzeLtmqdrBsEi/VIpVgspqVLl+qAAw7Q8ccfr9GjRysSiSgejys9Pd2+SW+/rNfrVSwW06pVq3TIIYfo2GOP1YgRIxQMBuV2uzsdGRf4oRg+fLgSiYTefPNNtbS0yOVyyeVyqaGhQe+9957y8/M1aNAghcNhud1u+xoJh8NauXKlDj744C2ui/bB12LdBBQVFdnPX7Q+ZFqxYoVcLpf8fr8KCgoUiUR00EEHaeLEiZowYYJWrVql5uZmSfSVwo+HdVNsDbxz8MEH6+STT9YZZ5yhk08+WWPGjNG6desUDAaVkpKiYDCo9evX29fS0qVL1bNnT6WkpCgWi2ndunX29bdixQpJUkFBgd3SwufzKSsrS5J08MEHa+LEiRo9erRdiyxxfeHHb/jw4aqqqtInn3zS5vVVq1bpyy+/bDPyevLfserqam3cuFFHHXWUjjzySA0ZMkSVlZXy+/0yDENut1s1NTWqr6///+3dzU8T7R7G8ctCBZWGEA1gS6xIKBQxEawpGEATE6M7Vy7cmrh14d9i3LDRyELjTqMxJsYEIvQFIQqKVVAatOFNRAq0nbachemcwsNxcZ4XHr2/n1U7dMqk6d2Za+Y3v1sOh0Nra2uanp5WbW2tvF6vLMuSx+NRT0+PTp8+bXd739rpHWbiCrCh8vm80um0nj17pkgkonw+r1QqpeXlZZ04cUJHjhzR3NycwuGwHjx4oFwup6mpKTkcDg0PD8vtdmt9fV2WZdnvWSijLikpUX19vaLRqHbt2qX5+XnNzs4qm82qv79fLS0tWl1dVTabtddNp9NKJpMqLS3VwYMH9eLFC62trWlmZsYuTRseHv5pq3zg36qwU6+pqdH58+f1+PFj3bhxwy5LnpycVC6X06VLl+yTSMlk0h5fu3fvltvt/sO4SKfTGhsbU1lZmZLJ5KbbBNbX15VMJuVyudTW1qZHjx4pHo9raWlJc3Nz2rdvn/L5vDo7O9Xb26ve3l41NDRofHxcyWRSFy5c2JHPCvi7DQ4OqqSkRD6fb9N8vs3NzXr48KEikYgqKyuVz+d1//59HT16VPF4XCsrKwoEAsrlciovL9fLly+VSqXkdDoVDofV09Mj6b9jz+Fw6MyZM7p9+7bu3Lkjj8ejaDSq8vJyud1uSRyE4/dV+G63tLTo5MmTevr0qd3l+evXr/r06ZMOHDigb9++SZIsy7J7YEg/SqUrKyv1/Plzzc7OampqSouLi/aFEqfTqUwmo76+PjU3N+vt27cqKytTc3Ozvd+7d++eOjs7lclkFAqF1N3drdLSUsqfoV0bnH40SmHQr6+va3R0VJZlbSpLrq2tVWNjo6QfP0bhcFgfPnxQVVWV2tvbtbi4qMnJSZ07d06vXr2S1+uVx+OR9KPT3+fPn3Xq1CmtrKyov79f8/PzqqurU1tbm0ZGRpTL5dTV1aXR0VH5fD67zPLdu3daXV1Ve3u7FhYWNDAwoJWVFdXX18vv9yscDquiokLd3d0788EBf4HC+IvH45qYmNCXL1+Uz+dVV1en9vZ2ezyk02lFo1E1NjaqurpakrYdF6FQSFVVVfL7/RobG1NbW5s9DdnIyIj27NmjpqYmu+QzHo+rurpaqVRK4XBY165dk9PpVCKRUCgU0uLiompqahQMBu1SbOB3srGxoUgkor1796q1tdVeVjgYHhoaksvl0tLSkoaGhnT27Fm9efNGTqdTwWBQXq9Xy8vL6u3t1fHjx5VOpzU/Py+/369AICCHw6F4PK6ZmRm7lPrjx4+KRqP6/v27Dh06pGAwSBkmjDM+Pq5YLKalpSVVVFTo2LFj8nq9ev36tYLBoGZnZ/X+/Xt1dHTYjeRmZmY0ODioTCYjn8+nw4cPq7+/X36/X4lEQhMTEwoEAvZ83h0dHXaT1sL0fxMTE3I4HGptbWUaJNgIwADwD/rZmee/46x0JpPRrVu31NXVJb/fL0nq6+tTKpXSlStX/uf/5Aw5TDYwMKBQKKTr169vWr6xsaFkMqmbN2/q4sWL8vl8/9f7M76AP+fJkyeanp7W1atXd3pT8AuiBNpg23VVLm7mUXhN4f6nrffsFpYVd7ItND0obszzV68L/MoKTXWKG+psHQ/bLfvZuCj8fWvjLEkqLS3V/v37dffuXXk8Hq2ursqyLF2+fHnTusXbVngM/I6Km89tlc1m7X2eZVmyLGvTtEaFdbLZrNLp9Kb9aHEDuuLXbjd2GV8wTfF3v/jWg+Jjv637seJrdMXNUovHaOH5dvuu4plLih8DXAEGAAPEYjElEgm5XC41NjbK5XLt9CYB/zqFg+yFhQUtLCyoqanpD2E1m80qFouprq7Onm6MQAv8MwrjLZFIaG1tTQ0NDTu9SfgFEYABwEActAMAABNRAg0ABigu1aQEE/i57coxi1HKDOwsbtfBn8EVYAAAAACAEbgbHAAAAABgBAIwAAAAAMAIBGAAAAAAgBEIwAAAAAAAIxCAAQAAAABGIAADAAAAAIxAAAYAAAAAGIEADAAAAAAwAgEYAAAAAGAEAjAAAAAAwAgEYAAAAACAEQjAAAAAAAAjEIABAAAAAEYgAAMAAAAAjEAABgAAAAAYgQAMAAAAADACARgAAAAAYAQCMAAAAADACARgAAAAAIARCMAAAAAAACMQgAEAAAAARiAAAwAAAACMQAAGAAAAABiBAAwAAAAAMAIBGAAAAABgBAIwAAAAAMAIBGAAAAAAgBEIwAAAAAAAIxCAAQAAAABGIAADAAAAAIxAAAYAAAAAGIEADAAAAAAwwn8Ar0/dVjFPlxEAAAAASUVORK5CYII=\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_bar.__doc__)\n", "chartify.examples.plot_bar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bar (grouped)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Grouped bar example.\n", "\n", " ch.plot.bar() docstring:\n", " Bar chart.\n", "\n", " Note:\n", " To change the orientation set x_axis_type or y_axis_type\n", " argument of the Chart object.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " categorical_columns (str or list): Column name to plot on\n", " the categorical axis.\n", " numeric_column (str): Column name to plot on the numerical axis.\n", " color_column (str, optional): Column name to group by on\n", " the color dimension.\n", " color_order (list, optional): List of values within the\n", " 'color_column' for specific color sort.\n", " categorical_order_by (str or array-like, optional):\n", " Dimension for ordering the categorical axis. Default 'values'.\n", " - 'values': Order categorical axis by the numerical\n", " axis values. Default.\n", " - 'labels': Order categorical axis by the categorical labels.\n", " - array-like object (list, tuple, np.array): New labels\n", " to conform the categorical axis to.\n", " categorical_order_ascending (bool, optional): Sort order of the\n", " categorical axis. Default False.\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " quantity_by_fruit_and_country = data.groupby([\"fruit\", \"country\"])[\"quantity\"].sum().reset_index()\n", " print(quantity_by_fruit_and_country.head())\n", " \n", " fruit country quantity\n", "0 Apple BR 57\n", "1 Apple CA 144\n", "2 Apple GB 177\n", "3 Apple JP 65\n", "4 Apple US 165\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " ch.set_title(\"Grouped bar chart\")\n", " ch.set_subtitle(\"Pass a list to group by multiple factors. Color grouped by 'fruit'\")\n", " ch.plot.bar(\n", " data_frame=quantity_by_fruit_and_country,\n", " categorical_columns=[\"fruit\", \"country\"],\n", " numeric_column=\"quantity\",\n", " color_column=\"fruit\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " ch.set_title(\"Grouped bar chart - Color groupings\")\n", " ch.set_subtitle(\"Change color independent of the axis factors. Color grouped by 'country'\")\n", " ch.plot.bar(\n", " data_frame=quantity_by_fruit_and_country,\n", " categorical_columns=[\"fruit\", \"country\"],\n", " numeric_column=\"quantity\",\n", " color_column=\"country\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " ch.set_title(\"Grouped bar chart - Group hierarchy order\")\n", " ch.set_subtitle(\"Change chage order of 'categorical_column' list to switch grouping hierarchy.\")\n", " ch.plot.bar(\n", " data_frame=quantity_by_fruit_and_country,\n", " categorical_columns=[\"country\", \"fruit\"],\n", " numeric_column=\"quantity\",\n", " color_column=\"country\",\n", " )\n", " ch.axes.set_xaxis_tick_orientation(\"vertical\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " ch.set_title(\"Grouped bar chart - Factor order\")\n", " ch.set_subtitle(\"Change categorical order with 'categorical_order_by'.\")\n", " ch.plot.bar(\n", " data_frame=quantity_by_fruit_and_country,\n", " categorical_columns=[\"country\", \"fruit\"],\n", " numeric_column=\"quantity\",\n", " color_column=\"country\",\n", " categorical_order_by=\"labels\",\n", " categorical_order_ascending=True,\n", " )\n", " ch.axes.set_xaxis_tick_orientation(\"vertical\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_bar_grouped.__doc__)\n", "chartify.examples.plot_bar_grouped()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Boxplot" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Box-and-whisker plot.\n", "\n", " Note:\n", " To change the orientation set x_axis_type or y_axis_type\n", " argument of the Chart object.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " categorical_columns (str or list): Column name to plot on\n", " the categorical axis.\n", " numeric_column (str): Column name to plot on the numerical axis.\n", " color_column (str, optional): Column name to group by on\n", " the color dimension.\n", " color_order (list, optional):\n", " List of values within the 'color_column' for\n", " specific color sort.\n", " categorical_order_by (str or array-like, optional):\n", " Dimension for ordering the categorical axis. Default 'labels'.\n", " - 'labels': Order categorical axis by the categorical labels.\n", " - array-like object (list, tuple, np.array): New labels\n", " to conform the categorical axis to.\n", " categorical_order_ascending (bool, optional):\n", " Sort order of the categorical axis. Default True.\n", " outlier_marker (str, optional): Outlier marker type. Valid types:\n", " 'asterisk', 'circle', 'circle_cross', 'circle_x', 'cross',\n", " 'diamond', 'diamond_cross', 'hex', 'inverted_triangle',\n", " 'square', 'square_x', 'square_cross', 'triangle',\n", " 'x', '*', '+', 'o', 'ox', 'o+' Default 'circle'\n", " outlier_color (str, optional): Color name or hex value.\n", " See chartify.color_palettes.show() for available color names.\n", " Default 'black'\n", " outlier_alpha (float, optional): Alpha value. Default 0.3\n", " outlier_size (float, optional): Size of outlier markers.\n", " Default 15\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", " \n", "\n", " ch = chartify.Chart(x_axis_type=\"categorical\")\n", " ch.plot.boxplot(\n", " data_frame=quantity_by_fruit_and_country,\n", " categorical_columns=[\"fruit\", \"country\"],\n", " numeric_column=\"quantity\",\n", " color_column=\"country\",\n", " )\n", " ch.set_title(\"Distribution of number of fruits by day\")\n", " ch.set_subtitle(\"split by fruit type and country\")\n", " ch.axes.set_xaxis_label(\"Fruit and country\")\n", " ch.axes.set_yaxis_label(\"Distribution of number of fruits by day\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_boxplot.__doc__)\n", "chartify.examples.plot_boxplot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Interval" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Interval.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " categorical_columns (str or list): Column name to plot on\n", " the categorical axis.\n", " lower_bound_column (str): Column name to plot on the\n", " numerical axis for the lower bound.\n", " upper_bound_column (str): Column name to plot on the\n", " numerical axis for the upper bound.\n", " middle_column (str, optional): Column name to plot on the\n", " numerical axis for the middle tick.\n", " categorical_order_by (str or array-like, optional):\n", " Dimension for ordering the categorical axis. Default 'values'.\n", " - 'values': Order categorical axis by the numerical\n", " axis values. Default.\n", " - 'labels': Order categorical axis by the categorical labels.\n", " - array-like object (list, tuple, np.array): New labels\n", " to conform the categorical axis to.\n", " categorical_order_ascending (bool, optional): Sort order of the\n", " categorical axis. Default False.\n", " color (str): Color name or hex value.\n", " See chartify.color_palettes.show() for available color names.\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", " \n", "\n", " avg_price_with_interval = (\n", " data.groupby(\"fruit\")[\"total_price\"]\n", " .agg([\"mean\", \"std\", \"count\"])\n", " .assign(\n", " lower_ci=lambda x: x[\"mean\"] - 1.96 * x[\"std\"] / x[\"count\"] ** 0.5,\n", " upper_ci=lambda x: x[\"mean\"] + 1.96 * x[\"std\"] / x[\"count\"] ** 0.5,\n", " )\n", " .reset_index()\n", " )\n", " \n", "\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " ch.set_title(\"Interval plots\")\n", " ch.set_subtitle(\"Represent variation. Optional `middle_column` to mark a middle point.\")\n", " ch.plot.interval(\n", " data_frame=avg_price_with_interval,\n", " categorical_columns=\"fruit\",\n", " lower_bound_column=\"lower_ci\",\n", " upper_bound_column=\"upper_ci\",\n", " middle_column=\"mean\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " ch.set_title(\"Combined interval plot & bar plot\")\n", " ch.plot.bar(\n", " data_frame=avg_price_with_interval,\n", " categorical_columns=\"fruit\",\n", " numeric_column=\"mean\",\n", " )\n", " ch.plot.interval(\n", " data_frame=avg_price_with_interval,\n", " categorical_columns=\"fruit\",\n", " lower_bound_column=\"lower_ci\",\n", " upper_bound_column=\"upper_ci\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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P9Js3b9Z3v/tdzZw5kwAMAAA6FagxwN5J3Pr169tNtHPuuedq6NChfpDxuvmZpqmMjAw9/PDDWrRokRYtWqRHH33Un0H2vffe07e+9S01NDRo4MCB/udYlqVUKqW8vDzl5OToD3/4g/70pz/53fgsy1JRUZEKCwtVXFysV199VTt27FA0GpVt28rKylJJSYk2bdqk//iP/9DmzZv9MBYOh1VUVKRIJKLf/e532rdvX7sWUdd1FY1GtWXLFq1bt06hUMjvTpibm6vi4mK98cYbuvPOO/2TUsMw/FsDDRo0SNnZ2f66ZGRkqKioSCUlJYpGo3449IJMNBpVUVGRHMfRnXfeqf379/u3dJkzZ47uueceZWRkKCcnx++i6DiOcnJylJGRod/85jd64IEH/K7FtbW1+t73vqf9+/dr0KBBikajam1t9VuqX3jhBaVSqR6N/T1S6/eLX/xCDQ0Nikajys3Nbfc+Uls324KCAoXDYRmGofvvv7/b6x8Oh/338Mpj27buu+8+xWIxZWVlqbW1VWPHjtUVV1yhWCym0tJSNTc3a926dZLaeje4rqtVq1appKREOTk5Ovnkk3XZZZdJkubMmaMXX3xRgwYNUmZmpsLhsPLz8/1bZuXn5+vNN9/U7373uw81O3YoFFJBQYEKCwtVWFioJ554Qrt27VIoFFJra6t//EejUd15551aunTpIbt1h0KhHtW3P/7xj/548QEDBvg9HrzjIS8vT/n5+Yc8jrztMHv2bE2dOlVNTU3Kzs7Wb37zG/3hD39QZmamqqqqdP7552vy5Mn+RYiedoM2TVONjY1avHixv2wikVBmZqYGDRqkPXv26Hvf+55/GyHDMPTnP/+5x/szGo363zuRSET33XefJHX7lmlefSkuLlYoFNJDDz3kz67t1ZuBAwdq//79+v73v6+qqqpD7lvTNPX73/9e999/v3Jzc5Wbm6tkMqlQKOSH4IEDB6qurk7f/OY3tXHjRr8s+fn57bq+h8NhDRgwoNvrAwAAgieQAbiqqso/EU+lUhoyZEi7MXgdRaNRZWdnKysrS5mZmf7J5G9+8xs1NDQoKytLdXV1mj59uu666y799re/1ec+9zklEgm5rutPkrNjxw5J7SdeSiaTMk1T119/vX7wgx/oox/9qFpbW/2wm0wmNXz4cN1666267bbbVFhYqObmZmVkZKiyslJLly713zOdaZrKy8vTv//7v+v73/++PvaxjykejyuZTKqwsFD/+Mc//ODkTZiTSqUOmEDGK6tXXm/c489//nPdcsstysrKUktLi2KxmKqrq7VlyxYZhqHdu3fr/vvvV15enr/cN7/5Tf3hD3/QzTffLMMwZNu2cnNz9ac//Ul79uyRYRj629/+poqKCuXk5KipqUmFhYW6+eabdeutt+qUU07x162njsT61dTUaPPmzcrMzNS9996rr3/9635PgUQioRtuuEFz587VxRdfrOrqas2ZM6fb67979+525fT+9faN1w00Ly9P5513nj+euLGxUStWrPC3y549e/TOO+8oEon4x2R+fr4aGxv1xBNPKCMjQzU1NRowYIDuuOMOPfjgg/r5z3+uQYMGqbW1VXl5eXrnnXf8yd4OR/pESV5X7YkTJ+o73/mOvvWtb2nkyJGqr6/3x+3efffdh/w8x3F6VN/mzJmjXbt2aebMmXrggQd07rnn+q2cmZmZuueee3TPPff4Y4G7CsKGYSiVSmnAgAG66qqrlEgkZJqmIpGIf5Hkyiuv1P/8z//4F83SJ2/qLm+ZSCSiq666St/73vf0+c9/3r9okJeXp02bNunxxx+XaZpqaGjQggULerw/O373eMdhQUGBTjnlFBUUFBx0e3Q2adysWbN066236otf/KIyMjLU3NysnJwc7d69W3PmzGnXO6Xje0lSWVmZ5syZowEDBvjv/8UvflG/+93v9Mtf/lJTp05VXV2dsrOzVVdXp9/97neSpBtuuEFz5szxLxbF43FNnjxZc+bM0de//vUebX8AABAcgeoC7Z2IdbxF0IABAw46rjT9ca+r6vvvv69ly5b5QW3s2LG65557/G7K06dPl23b/ond3r179dxzz+nzn/+8f+Jnmqaampp08cUX64c//KEk6dprr1VZWZneeecdZWRkyDAM3XLLLX6XXdd1dfvttyszM1PJZFI1NTUHlFFqG/f6ox/9yG/9+8QnPqGsrCz99a9/1YABA1RbW6uXXnrJb7U6FNM0VV9fr2uvvVbf/e53/cdbW1t1xx13qKCgQC0tLaqoqNC0adP06quvqqamRvn5+aqvr9ftt9+uK664QpI0efJkFRQU6Lvf/a5ycnJUVVWlZcuW6WMf+5ieeuopv2t6OBzWL37xC5188smSpCuvvFKf+cxntHXr1iPewtPd9du5c6dOPfVUnXTSSe22ueu6GjdunKZMmSKp7X6xe/fu7db6V1dXa8mSJbr22mvbzRbtjW39n//5H02bNs2fKTgzM9MfGx6NRvXWW2/53Y1XrFihuro65eTkKBwOa9asWZLabvk1fPhwDRkyRIlEQp///Od18cUXS5JGjRqlRx55ROXl5YpEImpqalIqlfrQ91P1LgwMGzZMv/vd71RYWChJuuyyy3TDDTf43Zg3b96sHTt2aMyYMV2GpG3btvW4vi1cuFD//u//rgEDBujFF19UKpWSJIXDYZ1xxhndupDi9Qp55JFH9Lvf/c7v7uztn8zMTH3/+9/3W1sffvhhWZal0tJSfe1rX+v2xRrTNNXc3KxPf/rTuuWWW/zHx4wZo//+7/9WOBxWKBTSK6+8ok996lNqbm7WsGHDur0/k8lku/3pfd9FIhHdeuutuuiiixSJRPzW1EOV2wvhF198sX71q1/5j5922mm66aabZNu2YrGY3njjDSUSCX++hY7bVpIWLVqk2tpaFRUVqba2VjfeeKO+8pWv+K+bPn26rr/+elVUVCg7O1tLly5VeXm5hg0bpmHDhvnjsB3HUVFRkU499dRubXMAABBMgWoB9nQ8ufNOjLuSPnOpd0K+YcMGNTU1+S00H/3oRxWLxZRMJv2Wu2uuuUbZ2dn+GLh333233ed7AWHs2LH+2ETXdTV69Gj/PXJzc3XyySf7LS4jR470W568lrZ0XlfEMWPG6CMf+Yg/htV1XX3iE59QTk6OH5aqq6slHTjrbEfpJ8uXX365HMdRa2urbNvWiSee6HcvtW3bvy/v1q1b/VmXMzMztWXLFj344IOaM2eOHnzwQW3dutXvSp5KpfT++++rtbVVtbW1CofDamxs1IwZM3TyyScrlUopHo8rJydHn/zkJ/0ul0dKd9fP25ZSWzBraWlp9z7xeNzfLz1d/y1btvhl8f5tbW3VF7/4RZ177rmKxWIKhUJyHEfZ2dl+i2ZGRoY2bdqkiooKSdKKFSv8/TBixAidccYZkqSSkhI9+OCDeuihh3T33Xf7raR33nmnPvvZz+qtt97yj6sjxbuV2OWXX67CwkLF43ElEgkNHjxYV155pZqbm2WaplKplN8C3tXY08Opb++99167/ZbeEtnc3HzIceRe0J0zZ45uu+02/zZpTU1NSiQSCofDqq2t1W233SZJWrVqlR599FE9+eSTWrNmTbfDrxems7Ozdf311/sTrTmOo8svv1yjRo1SPB5XOBzWnj17lEgkNGjQIM2dO/ew96cXYK+//npdccUVysjIOOT3QDqvh8r1118vSf79tS+44AKdfvrp/r7au3evGhoauiyD1DaUJBQKKZlMKi8vT9dcc43fEpxIJJSdna1LL71UTU1NCofDampq0vr16/3vzPR19I4FboMEAAC6EqgWYO9k1wsentraWkldd/tLP5H1fq6srPRDWSwW07Bhw/xJnLxukMXFxcrMzFRjY6NCoZD27dvnf076ibfX/dGyrHbdJ70xbektM4fqXmkYhpLJpEaNGuX/7o1JHTx4sDIyMvzyeKGjO2HSGw+bm5vb7n6e3i1XvPXxtk99fX272/fcc889B5TTa02zbVvNzc3auXOnPwmZtw7e+4bDYf/iQHZ2tn+bpyOlu+vnfaa3nzuu0+Gsv+M47UKC1y01OztbkyZN8oNaejlmzZqlRx991J8MafXq1RoxYoSWL1+urKwsNTU1acaMGX5reigUUlVVle666y69/vrramxsVENDg98N1juOjyTHcRSLxfz96N2extuP3nHZ0tJyyAB8uPXNe03HY8VbrqsA7I3l3bBhg+666y7l5ub6++R73/ue5s+fr7feeku5ubl66aWXdMcdd2jt2rUaPHiwWlpa/J4AXvf37mwrb/Zmr8565Rw9erS2bNmirKws1dbWqra2VsXFxaqsrNSvfvWrHu9Pw2i7fVskEtFJJ53kB0bveO8O70LMsGHDJMmfadqbDGzx4sXKyspSIpFQdXW1CgsLD+gx4dWPffv2ybIsvyt2QUFBu67krutq6NCh/jbx3rOrW5gdzhhsAAAQHIEKwN7J0ogRI5SVleV383zvvff8sZwdZ1R2HEe//vWvtXfvXpmmqXA4rNtuu61PnGR1dgLoSZ9ZtqvnD6eLa3dbtdI/1zRNlZaWtttmjuMomUzKsixlZGT4LTvefXKlA4O5YRj+zL9Ha9t/mMmf0vVk/b171HZWllgs5t9yK/0erKeddppOPPFEbdu2TY7jaP369Ro3bpz27Nnjj0/1uj97EyzddNNNevPNN1VYWKhkMulPVHXKKaeorKxMGzZsOGLrn74NOttX6Rdyenpbq2PBC8DPPfecmpqaVFRUpEQiodtuu00XX3yxJk+erP/3//6famtrlZeXpwcffFCWZfldlWfMmNHjz+y4DdJvDeZtI29ivubmZt10001atmzZYe1P7+Ja+pwGPb2gdLB5E9JfczT27ZG8+AUAAIIlUAHYO2maOHGisrOz1draqszMTK1YsUJLly7VOeec43eH9k4Q165dq9/+9rcKhUJqbGz0b8FRWFjoB8jW1lbt2LHDb1nxTlQrKyvV3NzsT7blTTBzqHDaHR1bJNMfD4fDKisr87tHe607NTU17Sb/8m6Ncqhb0BxOubKysvxtEYlE9Kc//UkFBQX+CXFGRoYyMzP93y3L0o4dO9q1WO7evdvfTqlUSpFIRDt37vQn2elrockLBIZh9Gj9Jfm3xOqsRasjr/vpBRdcoHfeeUeZmZlau3atf9sc13U1adIkv/XYNE298soreuutt3TCCSeooaFB5557rm688UaNGjVKWVlZ+t73vqc1a9Yc0Dviw7Asyx8X7rVqe4+Xl5f73cm92Ys7W1/vd29GcKn79W3AgAFdBsBDdX/2LjRUV1crHA4rHo+rpKREF110kRKJhEaNGqUf/OAHuvnmm2Xbtj9ev7GxURdeeKGmTp3qH9fd4c0HUFVVpeHDh/u3OjIMQzt37vT3bWFhoXJzc/Xss89q1apVH3p/Hm6QNE1TLS0tqqqq0pAhQ/xu54ZhaPv27X6LcCQS6XSiMW/fSVJBQYE/Zriurk779u1TSUlJu5bp8vJyv45EIhH/Psydff+lj6MHAADoKFBjgL2TruLiYp111llqamryZ279yU9+ovXr1/sTDYXDYW3fvl0//elPlZmZqcLCQmVkZPgTGY0fP95vRY7FYnrqqafU2trqtwCZpqn58+f73TFt29a4ceMkHThj85Hktexu3rxZL774ot8qZZqmFixYoPr6en8s6eDBg/1ljoT0UD906FC/xbKurk7r16/3W6iKiopUWVmpe++9V/fff79+85vfaN26df6tiFKplLKysvTKK69o9+7dfjdwSXr88cf7XPBNH0PshYCerP+9996rt99+W1LPjo1Zs2YpOztblmVp+/btevrpp5WZmal4PK6LLrrID4JS25hs70JCLBbTbbfdppNPPtk/hteuXatoNHpEj03HcZSVlaVFixapqalJkUhEkUhEjY2Nevrpp5WRkeEHn/Qu++m830866aQe17fx48cf8D6S/JmgDxaQvGPM624fDoe1b98+vfvuu/6xOGPGDF133XVqaGjwW+lDoZA++9nP+r93h9c9vKGhwe/W7s2QvXjxYm3atEmxWEzxeFylpaWSpE2bNh3z/ZnONE3F43E99thjfpdty7K0du1aLVu2zJ+kb9CgQX5Y7cgr29ixY/1J7+rq6vyZrkOhkH+8LFq0SFlZWUomk8rKytLEiRMlHbhfvWPhSPZkAAAAx5dAtQCn++xnP6uXXnpJiURCGRkZ2r59u770pS/pwgsvVGlpqfbt26eXXnpJu3btUm5urvbv368JEybokksukeM4OvHEE3X66afrpZdeUn5+vjZt2qQvf/nL+sxnPqOcnBy9+OKL+tvf/qacnBzF43EVFBTokksukXTkutkeTDgc1o9+9CPt3LlT48eP1/LlyzV37lx/XN6gQYOOSnm89zrvvPP029/+1u9m/tOf/lSpVEpnnHGG3n//ff3sZz/TunXrlJGRoYaGBk2cOFGTJ0/WzJkz9fDDD6ugoED79u3TTTfdpM997nPKyMjQM888oyVLlvj30u1tHbvLv/XWWxoxYoQGDx6s888/X3fffXe31/8vf/mL/z6H4nWlHj9+vCZNmqSVK1f69wk2DEP5+fm68MILJX0QEGKxmN/tOJFIaOnSpbr88svV2Nio++67T2VlZYpGo/7kS0fiIoM3Bnjjxo362te+pk984hNKJpN6+OGHtW3bNuXm5qqhoUGnnHJKlwHYO55GjRqladOm9ai+zZ49u9Nt19zcrFdffVUnnniiTjjhhE6DsLf+3gzkXmv2d77zHX35y19WXl6eli9frhdeeKHdzNCO4+i+++7Tr3/9a3/ytO6Osc/KytK8efPkuq7OOeccVVRU6L777ms3N8BHPvIRSW2toMd6f3ZW3oULFyozM1MzZszQrl27dP/99/uzY+/fv1/nnHNOl0MtvO1yySWX6P777/cnvLr//vtl27bOP/981dXVac6cOXr//feVm5ur2tpaXXrppf4Y8PRtG4lEtG3bNq1bt06DBw9ud69oAAAAT+ACsNcyM2nSJH3jG9/QD3/4Q8ViMf/E+dFHH/XHZmZnZysvL08NDQ0Kh8O6/fbbNWDAAL+L7n/9139p2bJlampq8k+I33rrLVmWpdbWVv9WPfv379e3vvUtDR8+3C+D1wrrtVh0LKPXEt2xC6VhGP5zHZe1LMt/PJlMat++ffrFL36haDTqlycUCmnXrl360pe+dEB5OnvP9M/zfj9Yebzynnjiifq3f/s33XXXXSoqKlIqldLtt9+u3NxcNTU1yTAM/1Y+N9xwgy688EK5rqsvfOELeu6559TQ0KCcnBxt3LhR3/72txUKhRSPx/3ydVbWgzlS65f+fGZmph9wc3JyNH/+fP31r3/Vrbfequuuu07XX3+97rnnnm6t/0UXXXRAOTsrj8frGnrRRRdpxYoVCofDCofDqq+v17nnnquRI0e2m2howoQJ/nuGQiH97//+r+bOnauWlhZ/RmrvmJTkt3IebP27w+uC/frrr/szVEtSXl6eEomEUqmUf7/bg32eaZo9rm/Dhg1TMpn0t423r5LJpG6++WYVFhbqkUce0YABAw4IU95FhlmzZunMM8/UkiVLNGjQIFVUVOhb3/qWQqGQmpub/a7u9fX1ysjIUG5url577TX9/Oc/16233up3eT/YBHtevfFmFn/wwQf1yCOPKB6PKxqNKiMjQ3v37tXUqVP9UD9p0qQPvT+7G8674k1g9/DDD+uJJ55Qa2urotGoMjMz1dDQoMGDB/uzWnu9IdK/J7xjc/To0frc5z6nO++8U0VFRTIMQ3/4wx80d+5cJZNJOY6jvLw8NTY2Kjc3VzfeeKP/+aZp+r1G8vLyVFZWpk9/+tO64IIL9Otf//qw1w0AABy/AtlPzAvBn/zkJ/XjH/9Yubm5qqmpUXNzs2KxmPLz85WVlaV4PK6amhoVFxfrzjvv1CmnnOKHVtd1NXHiRN1xxx3+vVy98WdegN6/f78aGxv1hS98QV/4whf8k3/btlVTU6Pq6mpVVVWpqampXfkaGxtVVVWl6upqfyZbTzKZVHV1tb98a2ur/1xdXZ1qampUUVGhkpISjRkzRvF43B/329jYqMrKSl100UX6z//8T//k2HXdduVpbGz037O1tdUvS01NzQG3jPJmZPWWj8fjktpuR/LlL39ZN998s182x3G0f/9+2bat1tZWVVZWavbs2brlllv8bsQnnHCCvv/97ysajfr3OPZmCjYMQ5deeqni8bj27Nmj6urqA25F1JmjsX6O42jUqFGaMmWKqqqqVFtb64/hbG5uluu6+upXv9rt9ff2sTeu0vvMrsZne8Fl5syZ/kUNb5mZM2dK+mAGYq9F8YorrvDLl0wmtX79eq1fv15nnXWWZs2ape3bt6u+vl7vvfeeHn30UUltt3aqrq72//PWv7u8Vu+BAwe22+579+5VPB7Xt7/9bc2cOdPf7t7x3fHzkslkj+tb+gWA888/XwUFBdqzZ4/q6urU0NCgqqqqLnsSeMdjLBbTD3/4Q02fPt0vj+u6SiaTCoVCqq+vV1FRkb797W+rpKREO3bskOM4uvvuu3XnnXcesuW1qalJ1dXV2rNnj2zb1vTp05VMJv1bRMXjcVVVVWnEiBG6/fbbFYlE5DjOYe/P1tbWdtvXG1fbU17r/vnnn+9PYOddeKuurlZ+fr5++tOfaujQof4x3NX3muM4+o//+A997nOfU0NDg+rr62VZln/7Ntd1VV1drby8PN1xxx0aO3Zsu3G+M2bM8L+rm5qatG/fPn/GfQAAgI4C1wLs8ULwNddco7PPPlvPPPOM1qxZo127dqmhoUGZmZkqLS3VtGnT9LGPfUxFRUV+a5b0wXjiCy+8UGPHjtWCBQv0zjvvqKqqSqlUSvn5+Ro9erRmz56ts88+W9IH3SqLior0jW98Q67rqqWlRWeddZZfJkm68sorNXLkSIXDYWVlZbXrQjhy5Eh95zvf8U+Ovfu8mqapT3/605o5c6Zs29aUKVM0btw4PfTQQ9qyZYtaW1uVnZ2tM844Q9dee60f4iUpIyNDN998s5LJpOLxuKZOnep/3vTp0/W9733PL4M3cZZX1jFjxuiWW27xT1i92794Y2G/8pWvaPbs2XrqqadUXl6unTt3KhaLaciQIbrgggt02WWX+dvG2yezZ8/WsGHDNG/ePG3ZskXJZFIDBw7UpZdeqosvvljjx49XMplUIpHQ9OnT/f3RlaOxflJbt+J7771XTz75pLZv366WlhbZtq2TTjrJb/Hq7vp7IeG8887TD37wA39SpUGDBnW6fl75hg4dqh/84AeqrKz0W9W8VsL03gOWZel///d/NWXKFC1ZskR79+5VTk6OTjnlFH3mM59Rc3OzRo0apVgs5s96LLW1znnHWzKZ9LsEd6fl0LsP8FVXXaVhw4bpr3/9qyorK2UYhoYNG6Yrr7xSp512mt+aLbV1de7s87wW0p7UN28513V1+umn68EHH9Tzzz+v2tpaJRIJ5ebm+rcK6mx9vFbg4cOH6y9/+YvmzZundevWaffu3f6sy1OnTtXll1+uE044QVOnTtVrr73mT+Tm3c6rsy7A3udddNFFys3NVTgcVm5urj72sY/pqaee0rJly9Tc3KxIJKIJEybouuuu06BBg/zWVNM0D2t/Tp48Wd/97nf9Saq66nreHbZt6xvf+IY++tGPauHChdq3b59isZjGjx+va6+9VsOGDWu3bz/ykY9o8ODBikaj/n/eZ5umqVtvvVUzZszQ888/r23btmn//v0Kh8MaNGiQJk2apKuvvlqlpaXtvocl6YYbbtCQIUO0cuVKNTc3K5FI+GOEAQAAOjLcvjaj0DHW8WQqkUj4M7Cmn7h2fN3BlvdmYvYe/7BdDY+GY1WmjtsnmUzKNM124axjWdKX8WaC9bp79jeHs/7HgteN/0jy1vW9997TZz7zGUlSQ0ODbr/9dn384x+XdODs5T1d98Otbx9mG3f8zM6Oye7e7/fD6Oo7SDo6+zOdt37z5s3T97//feXm5sowDM2dO1djxozptHwHK29n0veR17JvGIbffftw3hMAAKCj/pkqjiCvlcdrqUg/2ZLkh+GuTroOtrzXTa/jst7YufT36OwEW1K7e78ealnbtv2A4bXAprfAeOX0nkuX3vU3/T3TyyLJn5Cnq/J0fN5r1fVuCRMOh/339R7rrHUzfdulb2PTNA+67bpytNYv/bYrXjnT73Hb0/U/VHk6k77fD7ZM+jb0wpJ3fHs/d9xGh1r/7vC2gTebsree3nMdy3io46mn9U36oMdGxwDVnWOn4/HXsc55FzQ67ruOdbczHeu6t63S62hX30G9tT87Sr+91cHK23H7dAzs6bdG6ngB8lDfw14ZOh4rAAAAHQU+AEvtT1TTg0R3TmAPtnxXJ2DeRDRdOdiJ3sGW7ays6Y8dbH26es9DBcxDrYv3Hp70gN6dZdJbDL2yH05L19Fav47btKuutJ5Drf/h3MKluy2PHY/TjmXvbD27s38Ptow3kZUXvjyHWzc6W49DvWf684cbijr7zI7b73Dev7NlOu7PrvbvsdqfnS3v7VfvM70LOgf7junO9ulY773PPNQxfrRb3wEAwPGDANzBh20N6Wtdnfuanm6f42179pX1OZrlSKVS/gRm9fX1PZ44qyd6Y3v2lX2Y7liVyZtEK5FIyDCMdj0rjmQZ+uI2BgAAxwcCMIAjwgstxcXF+trXviZJ7SYOI9T0X96+O/XUU3XLLbcoGo0edJI2AACAvirwk2ABAAAAAIKBFmAAR1T6xGBdTXSG/smbRCt9kjf2LQAA6E9oAQYAAAAABELg7hNB3gcAAACAYApcAKa7HgAAAAAEU6ACsOM4qqio8McnAgAAAACCI3AB+P333ycAAwAAAEAABSoAS1IkEuntIgAAAAAAekHgAjCTYAEAAABAMAUuAAMAAAAAgokADAAAAAAIBAIwAAAAACAQAhWAuQcwAAAAAARXoAKwbdtMggUAAAAAARWIAOyF3srKSsXjcZlmIFYbAAAAAJAmEEnQ6/pcXFysaDQqx3F6uUQAAAAAgGMtEAHYY1kW44ABAAAAIKACFYAZ/wsAAAAAwRWoAAwAAAAACC4CMAAAAAAgEAjAAAAAAIBAIAADAAAAAAKBAAwAAAAACIRQbxcA/cuRmkmb21EBAAAAONYIwOgRgisAAACA/ipQAZjw9uG4rqv6+nrZti3DMDptDbYsS67rynGcA57zlgmHw8rJyTkWRQYAAAAAX6ACsG3bR6wLb5C4rivDMJRIJHTppZeqvLxcpml2GnJbW1tlmqYikcgBz1mWJdu2dd555+nhhx8+FkUHAAAAAF8gArAX4CorKxWPx2WazP3VE17LeSQS0aJFizptAXYcR6Zp6j/+4z80YsQIfec735Ft27Isq937eC3AAAAAAHCsBSIAewGuuLhYFRUVflhDzxiGoby8vIO+JisrS7m5uSooKDhGpQIAAACA7glEAPZYlsU44A+pqy7kXmuv4zh+V/NUKqVQqPNDjP0AAAAA4FgLVABm/O+H11VwNQyj3XPe7wRdAAAAAH0F/YABAAAAAIFAAAYAAAAABAIBGAAAAAAQCP12DHD6PWgZawoAAAAAOJR+G4A73sbIu9cvAAAAAACd6bcB+N1331V1dbXC4bDGjRvHfWcBAAAAAAfVrwKw67pyXVdPPfWU1q5dqwEDBqixsVGvvfaa/vVf/1VDhw6V4zgHtA4DAAAAANBvArAXbDdv3qzly5frE5/4hCZNmqSmpib98Y9/1Jo1azR06NDeLiYAAAAAoI/qNwHYk0qlNGnSJJ1yyimSpNzcXEWjUSUSCUk66DhgxggDAAAAQHD1mwDsdWueOHGiJk6cqObmZq1YsUI7duxQU1OTzjrrrE6XcxxHtm3LMAylUqljWWQAAAAAQB/SbwJwR7Ztq7y8XLW1tXIcR3v37tUJJ5zgP+/NCr1z506VlZUpEonItm05jkNLMAAAAAAEUL8LwIlEQq7rKicnR5/61KeUTCa1YMEC/f3vf9f48eMVDoclfdDdubS0VCUlJX4L8Jo1a+S6bm+uAgAAAACgF/Sb6ZIdx5Ekvfzyy/rzn//sPx4OhzVy5EjZtt1psDVNU+FwWKFQyA/HAAAAAIDg6TcB2DN48GBVVFRo+fLlisfjKi8v12uvvaahQ4cqHA4ftHWXll8AAAAACK5+0wXaNE25rquTTjpJZ555pl544QUtWbJE8XhcRUVFuuyyy2QYBiEXAAAAANCpfhOApbZxvZZl6YorrtDZZ5+tmpoa5eTkaPDgwe1eAwAAAABAR/0qAHtc11VBQYEKCgraPUb47WVpje80xAMAAADoa/plAO7Y1dkwDMJvLzNNQzIkI+0/02SfAAAAAOg7+mUAlo5OV2evFbl8b6PufHKdXEcSGa5bHMdWRna+lm+q0nu1YTXP26Dmur0yLau3i9bnGZJsx1VmNKQf/Os0xcKWXLftIgIAAACAI6ffBuCjwVVbGGloSer1t3fLdlxCSDe5rqNQZrOq9reo1m3Qy2t3Ktm4T4ZJAD4Uw5BStqvczLBSDn3HAQAAgKOFANwJ0zCUlREmAPeA6zoKZ4QVsgxFQqayM8JK2GECcDd4ATgrGqbDAQAAAHAUBSoA96TbtOO4cgjA3ea6bdvLddsmwPK3n2jRPBTD+Of2YuYwAAAA4Kgye7sAx5Jt29wnGAAAAAACKhAB2Au9lZWVisfjMs1ArDYAAAAAIE0gukB7XZ+Li4tVUVEhx3EIwQD6BcdxPnTPFcMw+M4DAABQQAKwx7Is7hcMoF8huAIAABw5gQrAjP8F0J+4rqsXXnhB+/fv7zQIu66rWCwmSWptbe30Ap/jOCoqKtLMmTOPenkBAAD6ukAFYADoTxzH0bx587R161aFQqF2F/Fc11UkEtHatWtlWZYmTZqkRCLRLgQbhqFUKqVJkyYRgAEAAEQABoA+y7Is/fGPfzzoa2688UZlZWXp//7v/+S6LsM8AAAADoLBZQDQD6VSKUltrcSO47R7DAAAAJ0jAAMAAAAAAoEADAAAAAAIBAIwAAAAACAQCMAAAAAAgEAgAAMAAAAAAiFQAZjbgwAAAABAcAUqANu2Ldd1e7sYAAAAAIBeEOrtAhwLruvKMAxVVlYqHo/LNAOV+48o17E7f9x15DopyXX9n7t6rWTIYB8AAAAAOMYCEYC9rs/FxcWqqKiQ4ziE4MNiKJJdIMO0DnjGdW2FswbIimYqFMtWNK9YhmnJMNMPMVeSIcdOKtXScMxKDQAAAABSQAKwx7IsxgEfFleGYcqxU9ryj9/Kbm2UDENK607uypUVjmnv5mUKxbKVbKyVnWhpv73/uUysYIhOmHZ5u+UBAAAA4GgLVABm/O/RY8iQnWzVoJNmyHUd2ckWGabR1ugLAAAAAH1AoAIwDpfRNo7aDOnES/6z0y7QHtdxJEMyjM66mNMFGgAAAEDvIQCjB1wlGvcdgfdhEiwAAAAAxx4BGD1ysNZfAAAAAOjLaIYDAAAAAAQCARgAAAAAEAgEYAAAAABAIDAGGECf4Pr/Q3e4ar+5vN+521sPGBJ3hgcAIFgCFYANg1MdoK8y/P+hO0KmIUOSYbR9txneY2xDAACALgUqANu2LZfmEaDPcVxXrQn7n3eKpiG4O+xUSqGQlEw5SqRsNcdtJZNJhcK9XbK+zzvGDEkZkRAXDQAACJBABGDXdWUYhiorKxWPx2VyD1qgT/Dq5q59zfrSvYuVSNoySSPd4ji2IjkFWreqQlY4qm13LVW8Ya9MblXWLY7jKiMW0pz/70IVZEfluiIIAwAQAIEIwF7X5+LiYlVUVMhxHEIw0Ic4rquGlqTiSVuWYdAC3A2uYysSSimZcmQbthpaUoq3JGWYTm8Xrc8zJNmOq5TrMmYaAICACUQA9liWxThgoI8KmYZsyyAAd5Mrwx/zaxhtP9umIcPiO+5QvLHTIZNtBQBA0AQqADP+F+i7vBmMO85ujM51NQs0G697vGMNAAAEC/2AAQAAAACBQAAGAAAAAAQCARgAAAAAEAgEYAAAAABAIBCAAQAAAACBQAAGAAAAAAQCARgAAAAAEAgEYAAAAABAIAQqABuG0dtFAAAAAAD0kkAFYNu25bpubxcDAAAAANALAhGAvdBbWVmpeDwu0wzEagMAAAAA0gQiCXpdn4uLixWNRuU4Ti+XCAAAAABwrAUiAHssy2IcMAAAAAAEVKACMON/AQAAACC4AhWAAQAAAADBRQAGAAAAAARCqLcLAADommGYUhdzFxim1facYcgwLf+/A7iuXJfJ/wAAAPpMAHZdt90EVd54XSatAhBMhlw3pc0L71Xr/koZpil1mMfAsMJqqtomwzS1am+FnFRChtK+Mw1TrmMrc+BQjZ71hWNcfgAAgL6nzwRgL+gmk0kZhqFQqOuiua57QGAmKAM4/pgqmnCu7NYmyTAldZzIz5UZulRyJcdOSOrwPWgYkuMonJl7jMoLAADQt/V6APaCbHl5uZ577jnV1tbKdV2NHz9es2bNUkZGhv8ax3FkmqZWrlyp119/XeFwWJLU1NSkCy64QGeeeab/GgDo39q+94rGntnWDfqA8Cu1tRK3dW0++Gts2YnWo1hWAACA/qFXA7AXbBsaGvToo48qOztbs2bNUmNjo5577jmFQiF95CMf8V/vtfJu27ZNWVlZGjdunFzXVTKZVHFxcbvXAMDxIBVvOiLv0xaQAQAAgq1PBOANGzaopqZGn/3sZ1VQUCBJqq+v1/r16zV79mxZluW/1nVdVVdX6/zzz9fkyZMPeM+DBWDCMYD+huAKAABw5PRqAPYC6QknnKDLL79ceXl5/nN1dXWKRqMHhNZUKiXHcbRx40Zt3bpVjuNo0qRJGjduXKef4TiObNuWYRhKpVJHb2UAAAAAAH1anwjAQ4cO1dChQyVJLS0tev7557V+/Xpdc801Mk3TnxFaamsZrqurUyKR0NixY7Vv3z7NnTtXH/3oR3X66ae3ayk2DEM7d+5UWVmZIpGIbNuW4zi0BAMAAABAAPX6JFjSB12h165dqxdeeEGpVErXXXedTjnlFEnyA60kxWIxXXrppTrxxBM1YMAASdK8efP06quvaurUqf7s0V7ILS0tVUlJid8CvGbNmnaBGgAAAAAQDL0egL0wumjRIr3xxhs644wzNGPGDGVlZbW71ZH3bywW0+mnny5JSiQSikQiGj16tLZs2SLbtg+4fZJpmv6s0LT8AgAAAEBw9ersKl7A3b59u1auXKnrrrtOl19+ubKysiR9EFjj8bj2798vSVqxYoV+8pOfqL6+XpFIRJK0detW5ebm+rdFOtjnAQAAAACCqU/MAr1161Y1NzdrxYoVWrJkid9dOS8vT5/61Kf08ssva9myZbrttts0btw4vf766/rzn/+sU045RRUVFdq0aZOuu+46f7wwLb0AAAAAgI76xCRYw4YN0yWXXCLpg1DsOI7fwjt27Fi/S/SAAQN0ww03aMWKFSorK1NeXp5uuOEGjR49mvALAAAAAOhSnwjAY8aM0ZgxY7p83ahRozRq1ChJbQF54MCBuuyyy7p8PwAAAAAAOur1SbCktlDb1fhcr1uz67oyTbPdjNAdfwYAAAAAoCt9IgAbhnHQANvx+a5+BgAAAACgK706CzQAAAAAAMcKARgAAAAAEAgEYAAAAABAIAQqADNeGAAAAACCK1AB2LbtLmebBgAAAAAc3wIRgL3QW1lZqXg8LtMMxGoDAAAAANIEIgl6XZ+Li4sVjUblOE4vlwgAAAAAcKwFIgB7LMtiHDAAAAAABFSgAjDjfwEAAAAguAIVgAEAAAAAwUUABgAAAAAEAgEYAAAAABAIBGAAAAAAQCAQgAEAAAAAgUAABgAAAAAEAgEYAAAAABAIgQrAhmH0dhEAAAAAAL0kUAHYtm25rtvbxQAAAAAA9IJABGAv9FZWVioej8s0A7HaAAAAAIA0gUiCXtfn4uJiRaNROY7TyyUCAAAAABxrgQjAHsuyGAcMAAAAAAEVqADM+F8AAAAACK5ABWAAAAAAQHARgAEAAAAAgUAABgAAAAAEAgEYAAAAABAIBGAAAAAAQCAQgAEAAAAAgUAABgAAAAAEAgEYAAAAABAIgQrAhmH0dhEAAAAAAL0kUAHYtm25rtvbxQAAAAAA9IJABGAv9FZWVioej8s0A7HaAAAAAIA0gUiCXtfn4uJiRaNROY7TyyUCAAAAABxrgQjAHsuyGAcMAAAAAAEVqADM+F8AAAAACK5ABWAAAAAAQHARgAEAAAAAgUAABgAAAAAEAgEYAAAAABAIBGAAAAAAQCAQgAEAAAAAgUAABgAAAAAEQqACsGEYvV0EAAAAAEAvCVQAtm1bruv2djEAAAAAAL0gEAHYC72VlZWKx+MyzUCsNgAAAAAgTSCSoNf1ubi4WNFoVI7j9HKJAAAAAADHWiACsMeyLMYBAwAAAEBABSoAM/4XAAAAAIIrUAEYAAAAABBcBGAAAAAAQCAQgAEAAAAAgRDq7QIcLtd1/TG9hmEwuRUAAAAA4KD6ZQB2XZfQCwAAAADokX4ZgA3D0LZt27Rz5065rqtRo0ZpyJAhvV0sAAAAAEAf1q8CsNfyu3jxYi1evFgFBQVKpVJ6+eWX9dGPflRTp071XwMAAAAAQLp+E4C9YLtv3z698sorOuecc3TRRRcplUrpscce08svv6yTTz5ZoVDXq0QwBgAAAIDg6jezQHsTXlVXVysnJ0dTpkyRJIXDYY0ePVpNTU1KpVIHLOc4jpLJpFKplJLJ5LEsMgAAAACgD+k3LcCm2ZbVx4wZo//6r/9SJBKRYRiqr6/XsmXLVFJSokgk4r/eazHeuXOnysrKFIlEZNu2HMehJRgAAAAAAqjfBGCPaZqKRqOSpFWrVumFF15QJBLRlVdeKdM0D5ghurS0VCUlJTIMQ6lUSmvWrPFbkwEAAAAAwdHvArAk1dbW6oknntD27dt1+umn64ILLlB2dnanE2CZpum3HtPyCwAAAADB1e8CcCqV0vz585VKpfTVr35VBQUF/nOHCri0/AIAAABAcPWbAOw4jkzTVFlZmXbt2qWZM2eqpqZGO3fulGEYCofDGjNmjN/aCwAAAABAun4TgD179+5VNBrVW2+9pWQyKcMw5DiOYrGYhg0bpoyMDO4FDAAAAAA4QL8JwF7L7rRp0zRlypQDAq7XCuz9DAAAAABAun4TgD2WZcmyrN4uBgAAAACgn2HALAAAAAAgEAjAAAAAAIBAIAADAAAAAAKBAAwAAAAACIRABWBmhwYAAACA4ApUALZtW67r9nYxAAAAAAC9IBAB2Au9lZWVisfj/j2FAQAAAADBEYgk6HV9Li4uVjQaleM4vVwiAAAAAMCxFogA7LEsi3HAAAAAABBQgQrAjP8FAAAAgOAKVAAGAAAAAAQXARgAAAAAEAgEYAAAAABAIBCAAQAAAACBQAAGAAAAAAQCARgAAAAAEAgEYAAAAABAIAQqABuG0dtFAAAAAAD0kkAFYNu25bpubxcDAAAAANALAhGAvdBbWVmpeDwu0wzEagMAAAAA0gQiCXpdn4uLixWNRuU4Ti+XCAAAAABwrAUiAHssy2IcMAAAAAAEVKACMON/AQAAACC4AhWAAQAAAADBRQAGAAAAAAQCARgAAAAAEAgEYAAAAABAIBCAAQAAAACBQAAGAAAAAARCqLcLAAAA0FccqVsmGoZxRN4HAHBkEYABAAD+ieAKAMe3QAVg/qgBAICDSSaTsm27y3MG7/GDtRQbhqFIJHJUygcA+HACFYBt2z5iXZsAAMDxxXVd/b//9/+0evVqRSIROY7T7nnLspRIJCRJkUhEtm23e940TSWTSY0bN07z5s2TZVlyXZcL8ADQhwQiAHt/fCorKxWPx2WazP0FAADaMwxDt956qxobGw8IralUStnZ2frhD3+olpYW/eQnP1FjY6NCofanUq7rKiMjwz/XIPwCQN8SiADs/fEpLi5WRUWFHMchBAMAgAOMGzfuoM+PHDlSjY2Nmjhx4jEqEQDgSApEAPZYlsWVWAAA0CXXdTsdLpVMJhUOhxWPx5VIJOQ4jlKp1AEtwB4utANA3xSoAMz4XwAAcDCGYXR6sdw0TZmm6T/v/U7QBYD+hW9tAAAAAEAgEIABAAAAAIFAAAYAAAAABAIBGAAAAAAQCARgAAAAAEAgBGoWaAAA0CbluJLrSuL2gN2Rsl0Zlivnn7dJSjmuUrYrGdxhontcyTBkmQZHHIBeRQAGACCAQqYhwm/3hayIJCkjEpKdDClkGgpFw71cqv6EYw1A3xCoANzZff0AAAgKt60RTs3xlB5bslXJlMPfxm6y7ZQiGdl6a0u14q0tmrO4TMmWRllWoE6lDpsrV5Zp6uqzRiovMyLXdTn2APSKQH1r27Yt16WrEgAg2Bpbk7r76XfUFE/KMg3xl/HQXMdRNHegdmyplpuM61cLNytRXyPDZDqVQzEk2a6raDikmSeXKi8z0ttFAhBggQjA3lXGyspKxeNxmfyxAgAEmGkYKsyJKiMakmWKANwNrmMrmh1RdSQk27BVlB1RQlEZptXbRevz2gKwFA2ZskxafQH0rkAEYK+LTXFxsSoqKuQ4DiEYABBobZM4OXJdWoC7w3VcWc6Bk2AZ9Cw7JK8FmN4GAPqCQKVAy7IYbwIAAAAAARWoAMz4XwAAAAAIrkAFYAAAAABAcBGAAQAAAACBEIhJsAAAALrDdZ0uH3ddp+1myq6b9nvnc4sYBm0MANAX9bkA7P5zdsWDzdLsvSadYRhMcAUAAD6UUDRThmGp482hXMdWOCNHZjgqyVU4I0duMt7JbZAMua4jO9FyrIoMAOiBPheAuxNkCbsAAOBo2LdlpZLN9ZJptrX2/pPrOopk5KpxzxY5qaR2r1qkVEu91K6l15BcR1YsS/nDJ/+zFZgJOAGgL+kzAdh1XRmGocrKSu3cuVOnnnrqQV9TXl4uy2q76ppKpTR06FCVlJT4rwEAAOipmk1L1Vxd3tay21l3aMOUYYVVsfSxTp4z5DqOYgOKlT98kphqBQD6nj4TgA3DUDKZ1PPPP6+9e/dq6tSpBwRZL9y+9dZbevPNN5WTkyNJam5u1oUXXkgABgAAH8qJF39J+rDnEf8cI0zrLwD0PX0iALuuq2eeeUbvvvuuWlpaNGLEiE6DrDcuePfu3Zo5c6ZmzJghx3HkOI7/2oONHQYAADiYtomtersUAICjpU8EYEkaMmSIBgwYoE2bNikej3fZimvbthobG5WTk6N9+/bJdV0VFRV16zNoGQYAAACA4OoTAdgwDE2dOlWSVFdXp+3bt3fZ/TkejyuZTOqFF15QLBZTc3OzTjjhBH3sYx/TgAEDDmg5dhxHtm3LMAylUqljul4AAAAAgL6jTwRgSe1C6sFaahsbGxWJRDRlyhRNnTpV1dXVWrBggZ599ll98pOf9F/nBeGdO3eqrKxMkUhEtm236y4NAAAAAAiOPhOATdPs8vZG6ff8HTRokL761a/6vxcWFuq8887T4sWLlUgkFI1GJX3Q3bm0tFQlJSV+uF6zZs0B9xAGAAAAABz/+sWMUenBeNu2bXrttdfaPe+6rkzT7HQCLNM0FQ6HFQqFFA6Hj0l5AQAAAAB9T58LwK7rynEc/2dJevfdd7Vw4UJJUlNTk5566iktWbJEiURCZWVlev311zVu3DiFw+GDtu7S8gsAAAAAwdVnukB7IpGIYrFYu8fKy8u1evVqXXzxxTr55JM1e/Zsvfrqq1q+fLkSiYSGDBmiWbNm9VKJAQAAAAD9QZ8JwF4X54svvthvqfUemzVrlmbOnCnLsvzXnH766aqpqVF+fn672yAxwRUAAAAAoDN9JgB7QqEDi9RxfK/rusrPz1d+fn67xwi/AAAAAICu9LkA3B2GYbQbz9vV7NEAAAAAAHj6ZQCW6OoMAAAAAOiZPjcLNAAAAAAARwMBGAAAAAAQCIEKwHSbBgAAAIDgClQAtm273eRZAAAAAIDgCEQA9kJvZWWl4vF4u1sqAQAAAACCIRBJ0Ov6XFxcrGg0KsdxerlEAAAAAIBjLRAB2GNZFuOAAQAAACCgAhWAGf8LAAAAAMEVqAAMAAAAAAguAjAAAAAAIBAIwAAAAACAQCAAAwAAAAACgQAMAAAAAAgEAjAAAAAAIBAIwAAAAACAQCAAAwAAAAACIVAB2DCM3i4CAAAAAKCXBCoA27Yt13V7uxgAAAAAgF4QiADshd7KykrF43GZZiBWGwAAAACQJhBJ0Ov6XFxcrGg0KsdxerlEAAAAAIBjLRAB2GNZFuOAAQAAACCgAhWAGf8LAAAAAMEVqAAMAAAAAAguAjAAAAAAIBAIwAAAAACAQCAAAwAAAAACgQAMAAAAAAgEAjAAAAAAIBAIwAAAAACAQAhUADYMo7eLAAAAAADoJYEKwLZty3Xd3i4GAAAAAKAXBCIAe6G3srJS8XhcphmI1QYAAAAApAlEEvS6PhcXFysajcpxnF4uEQAAAADgWAtEAPZYlsU4YAAAAAAIqEAFYMb/AgAAAEBwBSoAAwAAAACCiwAMAAAAAAgEAjAAAAAAIBAIwAAAAACAQCAAAwAAAAACgQAMAAAAAAgEAjAAAAAAIBAIwAAAAACAQAhUADYMo7eLAAAAAADoJYEKwLZty3Xd3i4GAAAAAKAXBCIAe6G3srJS8XhcphmI1QYAAAAApAlEEvS6PhcXFysajcpxnF4uEQAAAADgWAtEAPZYlsU4YAAAAAAIqEAFYMb/AgAAAEBwBSoAAwAAAACCiwAMAAAAAAgEAjAAAAAAIBAIwAAAAACAQOiXAdh1Xf9WRslkspdLAwAAAADoD/plADYMQ6Zp6p133tHvf/97pVKp3i4SAAAAAKCPC/V2AQ7Hnj17VFZWphUrViiZTPqtwQAAAAAAdKVfBWDXdWUYhlauXKm3335boVBIsVhMhmF0a/nuvg4AAAAAcPzpV12gvQB7ySWX6Jvf/KamT5+u5uZmmWbXq+E4jpLJpFKpFOOFAQAAACDA+lULsCcUCskwDFmW1eVrvNbinTt3qqysTJFIRLZty3EcWoIBAACAPiCVSsl13Q/1HoZhKBTql7EGvaBfHileuD1YZfFCbmlpqUpKSmQYhlKplNasWfOhKxkAAACAD4/gimPtuD/iTNP0u0jT8gsAAAD0HXfffbc2btzYZeNWZmamLMtSQ0PDAc95yxQUFOi2225TOBz2G8qArvSrMcAdebdD6i5afgEAAIC+z7vLy7PPPqsHHnig3WPAh9GvW4ATiYQaGxt7uxgAAAAADsNXvvKVgz5/1113afPmzbrnnnu69X60/uJQ+mUA9g7s0aNHKxKJcKADAAAA/VBXk2ClUimFQiHV1taqvr5eyWRStm13Ogkuk2ChJ/rlkeIF3uHDh2v48OG9XBoAAAAAh6Or4OqFWm8+n3A4LNM0D3oXGKA7+vUYYNd1GQsAAAAAAOiWftkC7DEMg+7PAAAA6PMcJmPtEcd15TiuXFdyXclxXDmuK4Pt2CMmWekA/ToAAwAAAP0BQaRnIuFw278hU6GQKdM0ZJpEF3x4HEUAAADAUeC6kmFI8ZSje//+jloStiyz7XEcnGPbyhlQqJfe3qXayhrdtWirmur39+gWqEFnGoZuuGicSvIzuD9yGgIwAAAAcBQlbUfzX9+qupakQpZBAO4Ox1Y4e58qyvYqUV+vB1/erFRznWQQgLvDdSXLMnTl9BFtAVgS8bdNoAIwVz0AAABwrBmS8rIiMkyDANxNrmMrkhVRdSQkhUzlZ0WUNCIyCMDd4gXgkEn+6ShQAdi27U7vMwYAAAAcTbbjynZcGQZdoA90YPuk67iyHUeu2zYRlu04/9x+bLzucP+5SdlaBwpEAPb6vFdWVioejzN2AAAAAOgLDENGZ3dmNVwZhtU2iNowZBiWDMPsogXYpZEL3RaIAOx1fS4uLlZFRYUcxyEEAwAAAL3MtVNyHOeAAaquY8tOxeXaKbl22892Kt5FADZkWoGINTgCAnWkWJbFOGAAAACgLzAMbX3+96rf+a5MKyzXdT54zpUMy1KisVayU1r1h/9q//w/l5fjKJJTqAlXf0dmKEL/chxSoAIwXSMAAACAPsJ1VTr9KpXEZ+uAwdGG2kKw2dYN2rVTBy7/z9eYVliGGSL8olsCFYABAAAA9B1ZRcOkgw1N9ELtwXpxuq6cVOLIFgzHLQIwAAAAgF5xxIIrwxzRTQRgAAAAAL2D4IpjjKmQAQAAAACBQAAGAAAAAAQCARgAAAAAEAgEYAAAAABAIAQqABsMsgcAAACAwApUALZtWy43yAYAAACAQApEAPZCb2VlpeLxuMyD3WwbAAAAAHBcCkQS9Lo+FxcXKxqNynGcXi4RAAAAAOBYC0QA9liWxThgAAAAAAioQAVgxv8CAAAAQHAFKgADAAAAAIKLAAwAAAAACAQCMAAAAAAgEAjAAAAAAIBAIAADAAAAAAKBAAwAAAAACAQCMAAAAAAgEAjAAAAAAIBACFQANgyjt4sAAAAAAOglgQrAtm3Ldd3eLgYAAAAAoBcEIgB7obeyslLxeFymGYjVBgAAAACkCUQS9Lo+FxcXKxqNynGcXi4RAAAAAOBYC0QA9liWxThgAAAAAAioQAVgxv8CAAAAQHAFKgADAAAAAIKLAAwAAAAACAQCMAAAAAAgEAjAAAAAAIBAIAADAAAAAAKBAAwAAAAACAQCMAAAAAAgEAIVgA3D6O0iAAAAAAB6SaACsG3bcl23t4sBAAAAAOgFgQjAXuitrKxUPB6XaQZitQEAAAAAaQKRBL2uz8XFxYpGo3Icp5dLBAAAAAA41gIRgD2WZTEOGAAAAAACKlABmPG/AAAAABBcgQrAAAAAAIDgIgADAAAAAAKBAAwAAAAACIRQbxcgXfrszAe7VZHrugeM5zUMgwmuAAAAAABd6lMBuLv35yXsAgAAAAB6qk8F4I0bN2r37t0qLCzUhAkTFAqF5LquH3a9nysrK1VeXi7LsiRJqVRKQ4cOVUlJSbvXAwAAAADg6fUA7AXWRYsW6c0339SAAQPU2Nio1atX67rrrlMsFvNf4/371ltv6c0331ROTo4kqbm5WRdeeCEBGAAAAADQpV4NwF5Y3blzp5YtW6aLLrpI5557rvbs2aP77rtPK1eu1HnnnSfHcWQYht9Fevfu3Zo5c6ZmzJghx3H856Xud6MGAAAAAARLr6ZFbyKrbdu2KRwOa/r06TIMQ4MHD9a4ceO0adOmtkKapv9a27bV2NionJwc7du3T7W1tQqHwwqFDp3laRkGAAAAgODq1RZgL5DW1dUpOztbkUjED7qDBg3S2rVrZdu2P9ZXkuLxuJLJpF544QXFYjE1NzfrhBNO0Mc+9jENGDDggC7QjuPItm0ZhqFUKnVsVxAAAAAA0Gf0+hhgqS3URqNRSW2twqZpyrIs2bZ9wGsbGxsViUQ0ZcoUTZ06VdXV1VqwYIGeffZZffKTn/Rfl969uqysTJFIRLZtt+suDQAAAAAIjj4xBjgrK0s7d+6UJH+yq5aWFkWj0Xbdn6W2luGvfvWr/u+FhYU677zztHjxYiUSCT9IeyG3tLRUJSUlfgvwmjVrDriHMAAAAADg+NcnZozKy8tTQ0ODWltb/Xv8VlRUaPDgwf7vXqDdtm2bXnvttXbLe63GnU2AZZqmP0Y4HA4fk/UBAAAAAPQ9vRqAvVA7btw4SdIzzzyj+vp6rVy5Ujt27NDEiRMlSevXr9fChQslSU1NTXrqqae0ZMkSJRIJlZWV6fXXX9e4ceMUDocP2rpLyy8AAAAABFevT4Lluq4KCgp05ZVXauHChfr973+veDyus846SxMmTJAk7dy5U6tXr9bFF1+sk08+WbNnz9arr76q5cuXK5FIaMiQIZo1a1ZvrgoAAAAAoI/r9UmwvFbgyZMna8yYMaqoqFBubq6Ki4v918yaNUszZ870Z4O++OKLdfrpp6umpkb5+fkqKio64P0AAAAAAEjX6wHY47quMjIyNGbMmAOe6zi+13Vd5efnKz8/v91jhF8AAAAAQFf6TAD2ukOn/96T1xJ+AQAAAAAH02cCsNSz7ssEXgAAAABAT/SJ2yABAAAAAHC0EYABAAAAAIEQqABMt2kAAAAACK5ABWDbtttNngUAAAAACI5ABGAv9FZWVioej7e7pRIAAAAAIBgCkQS9rs/FxcWKRqNyHKeXSwQAAAAAONYCEYA9lmUxDhgAAAAAAipQAZjxvwAAAAAQXIEKwAAAAACA4CIAAwAAAAACgQAMAAAAAAgEAjAAAAAAIBAIwAAAAACAQCAAAwAAAAACgQAMAAAAAAgEAjAAAAAAIBACFYANw+jtIgAAAAAAekmgArBt23Jdt7eLAQAAAADoBYEIwF7oraysVDwel2kGYrUBAAAAAGkCkQS9rs/FxcWKRqNyHKeXSwQAAAAAONYCEYA9lmUxDhgAAAAAAipQAZjxvwAAAAAQXIEKwAAAAACA4CIAAwAAAAACgQAMAAAAAAgEAjAAAAAAIBAIwAAAAACAQCAAAwAAAAACgQAMAAAAAAiEQAVgwzB6uwgAAAAAgF4SqABs27Zc1+3tYgAAAAAAekEgArAXeisrKxWPx2WagVhtAAAAAECaQCRBr+tzcXGxotGoHMfp5RIBAAAAAI61QARgj2VZjAMGAAAAgIAKVABm/C8AAAAABFegAjAAAAAAILgIwAAAAACAQCAAAwAAAAACgQAMAAAAAAgEAjAAAAAAIBAIwAAAAACAQCAAAwAAAAACgQAMAAAAAAiEQAVgwzB6uwgAAAAAgF4SqABs27Zc1+3tYgAAAAAAekEgArAXeisrKxWPx2WagVhtAAAAAECaQCRBr+tzcXGxotGoHMfp5RIBAAAAAI61QARgj2VZjAMGAAAAgIAKVABm/C8AAAAABFegAjAAAAAAILgIwAAAAACAQCAAAwAAAAACoV8G4I5jeRnbCwAAAAA4lH4ZgL2ZnJPJpFzXZWZnAAAAAMAhhXq7AD3hhd19+/Zp4cKFqqioUGZmps466yxNmzatt4sHAAAAAOjD+lUAliTHcbRgwQLV1tZq1qxZ2rdvn55++mnFYjFNmjSJFmH0SxyxAAAc//h7D/S+fhOAvWBbVlamiooKXXfddZo4caIkqbKyUkuXLtVJJ5100PDrPdfVa9Kfd1zJcfmiwtFnSLK9480/Bnu3TMdKV3WOUf04mgzpg+MtcHXO+zetzrnUORxdnde5YFS6jnXO9uoclQ5HmfvPYy1oda47+l0A3rVrlyKRiEaPHi3HcWQYhkaMGKHXXntNtm0rFGq/So7jyLZtGYahVCol13X9scMdOa4r0zBkp1KKhSTbCc5J0ZFiGAaTkvWQYUgpQ4qF2sa1p0y37UsrAMeeV69TqaRiobYvasvgZLwnqHM9Z6jt+z0WklLJpFIpM0B17p/fOcm2OufYkmVS53qKetcz3oXeaEhKpZL++VgQTsi9OpdMtp1bJkJSyCIA9xR1rudcV7Isyf5nnfNyzoGvc2VZlkyzX04NdVgMt58cTY7jyDRNLV68WG+++aa+8Y1vyLIsSdLSpUv1yiuv6Gtf+5pisZikD06sy8vLVVZWpkgkItd1Zdu2v1zXn+WqJWGLU4Ke6872RecMw1BGJBSIk/COHNdVa8Lmj9thoM4dvrY6ZwXiJLwj1237O0edOzzUu8NjGIZiEavTk/DjnetKLYkUde4wUecOk2EoI2zJNLvu/ZpIJDRixAgNHTo0MBem+k0LsCd9p3g7yfsySb9y4b2utLRUJSUl7Zr/u/PlY3VxoKBrqVRKq1ev1tSpUw9oicehuWq7+BJU1Lmeo859eDZ1Dj1EvftwglznTNNgaN1hoM59OIeqc14LsBScbtL97igKh8OybVuJRMJv7Y3H4wqFQp1eGTJNM1BN+r3JsCRXhgwrJMPkKl1PGZI4VNET1LkPL0SdQw9R7z4c6hx6ijr34VDnDtRvNol3RWLkyJFKpVJ6++232yYUcBy9/fbbOvHEE2VZFl1LepHrOEokEnIdp7eLAgQCdQ449qh3wLFFncOR1m9agL2uyyUlJZo8ebL+/ve/q7q6Wnv27FFdXZ2uueYaSQpM3/W+yLIsjRw5kjEawDFCnQOOPeodcGxR53Ck9ZtJsKT0GWNTWr58ubZs2aJoNKozzzxTw4cPJ/wCAAAAALrUrwLwwRB++wb2A3BsUeeAY496Bxxb1DkcSf02AHu3RfKKT6UAAAAAABxMvw3AAAAAAAD0RL+ZBAvHjuu67WbTNgyDFnbgGPDq3pG8dRu9ZIA2TocZZLlFInDkddWuxt8g9CW0AKOdrsZYMPYCANAfHezvF3/bgGODuoa+hBZg+Lwvp6amJm3dulV1dXWKRCIaPXq0ioqK+PICjhKvbtXV1amyslJDhw5VRkbGh6pz3rI1NTVqaWnR0KFDj3Cpgf7BMAwlk0lt3LhRtbW1kqSioiKNGTNGoRCnQcCR4rqutm/frmQy6f8ei8VUXFysaDTay6UDPsA3PyR9cLL83nvv6ZlnnlEymVQkElEymdTzzz+vWbNm6cwzz/Rf60k/OU8/WfcmKUt/vde1s2OXzPRun3TXRJC9+OKLWrFiha688kqdffbZfp3qWIe8nzvWIW+4QvrvK1asUFlZmf7zP//Tf63UVsccx2GIA45bXh3YuXOnnnjiCdXU1CgjI0OS1NLSokGDBunqq69WSUlJl3/XOvtbll7v0pdJf236sh3rZ8f34u8ejhfJZFKPP/64EomEIpGIXNeV4zhyXVeXXnqpJk+e3Gld66yeec93Ve/S/9Z1d9mD1WcECwEY/h/mqqoqPfLIIxo5cqQuv/xy5ebmKh6P6+WXX9bTTz+twsJCjRkz5oAvi45/2KX2Y6u8xzv+m/58V88Bxzuv/tTW1mr79u3Kzc3V+vXrdeaZZ/r1qLP60fHngz3XWWiW1OXjQH/nHdOtra2aP3++4vG4/u3f/k0jRoyQJG3ZskULFizQ448/rs9//vOKRCKdvkdnf8u6+r3jmOL0+nuwZdNP7KmH6M9M01QikdAZZ5yhs88+W8lkUg0NDfrHP/6hRYsWaezYsYrFYp0u5zlUPevu377Ofj/Y5yBYCMDwvfrqq8rKytLHP/5xv6tKKBTSFVdcoaqqKu3atUtjxozRe++9p4qKChUWFmrVqlW69tprlZGRoZdfflllZWUyTVNjxozRWWedpWg0quXLl/tfiu+8844KCgp07rnnqqSkRFLblfg33nhD77//vnJzczVt2jSNGjWqNzcFcMx4J73r16+XJJ133nl65ZVXVF5eruHDh0uSNm/erPLychUWFmr16tUyDENnnXWWxo4dq+bmZi1dulTFxcXaunWr9uzZo3Hjxunss88+4KTeMAyVl5frzTffVF1dnYYNG6YzzzxTubm5x3y9gaPJq1dvv/22ampq9JnPfEYnnnii//z48eN15ZVXat68edq4caMmTpyo559/XsOHD9fKlSs1fvx4nX766Vq7dq1WrVqleDyuQYMG6cwzz9QJJ5ygyspKrVmzRqNGjdKqVavU2NioCRMmaPr06bIsS47jaMWKFXr33XeVn5+vE088UbW1tTrrrLMUDodVV1enN954QxUVFRo4cKBOP/10lZaWEoLR77muq4yMDEWjUUWjUWVnZ+ukk05SWVmZksmkYrGYqqqq9Nprr6mqqkqZmZmaMmWKTjnlFLmuqxdeeEHFxcXat2+fNm7cqMGDB+vcc89VQUGBJKm8vFyvv/669u/f758zjhs3TqlUSi+88IKGDBmiiooKbd++XcOHD9d5552nrKwsSdLbb7+tlStXHlCfqXfBwxSIkGEYsm1bO3bs0IQJExSNRg+YLfNzn/uczjrrLElSdXW1Xn75Zb3wwgvKyclROBzW/PnztXLlSp100kkaNWqUFi9erCVLlkhqO3lfsGCBNmzYoLFjx2r37t3661//qvr6ejmOo4cfflirVq3SmDFj5DiOHnjgAW3atElS17MJAscL74r022+/rWHDhun000+XaZrasGGD/5rdu3frH//4hxYvXqzhw4fLsizNnTtX77//vgzD0LJly7RgwQJJ0siRI/Xyyy9r4cKF/vJePdq+fbv+/Oc/K5FIaMyYMVq/fr0eeughxePxdq8D+jvvZHb79u0qKCjQ6NGj2x3frutq/PjxysrKUnV1tZLJpFavXq0FCxaooaFBAwcO1KZNm/TQQw9p4MCBOvnkk1VZWalHH31UklRfX6+lS5dqwYIFysnJUVFRkf7+979r7dq1MgxDixYt0sKFC1VcXCzXdfX444/rjTfekNR20feBBx7Q1q1bNXbsWNXW1mrOnDmqqKjwu1ID/ZHXa6Kmpkbl5eXatm2bVq9e7Z8fZmdnq6WlRX/5y19UVVWlyZMnKy8vT0888YQ2bdokwzC0YcMGzZ8/X+Xl5Ro3bpzWr1+vJ598UpJUU1Pj/w2bPHmyTNPUo48+qj179sg0Ta1du1bz589XfX29xowZo6VLl+q5556TJL3zzjsH1OfHHntMqVSK8BtAtABDkpRKpdTa2qrc3Fz/C2zFihVasmSJMjMzZRiGBg4cqKuuukrhcFjhcFjXXXedRowYIdu2lZOToxtuuEFDhgyRJFVUVKiyslKSFI1GVVBQoE996lOKxWKaMmWK7rrrLm3btk1ZWVnasWOHbrrpJg0YMECS9OCDD2rp0qUaO3Zsr20P4FjwxiOVl5dr7969+shHPqJoNKpJkybp3Xff1YUXXqhoNKpwOKyMjAxdddVVGjZsmCTp3nvv1cqVK3XllVfKNE1NnjxZV1xxhSQpFotp8eLFuuyyy2RZlv95XoD+t3/7N0nS1KlT9etf/1obNmzQ1KlTuQqO44Z3HNfW1vp/WzrrOhmLxdTY2Ogf+yeffLJfj9auXauPfOQjmjFjhqS2erVo0SJ/fKNpmpo5c6ZOP/10SVJZWZmqq6vV0tKiVatW6ZJLLtHZZ58tSQqHw9qwYYPC4bBWrFihxsZGff3rX1ckEtEFF1ygu+++W6tWrdKQIUOog+i3XNdVNBrVhg0btGXLFjmOo9bWVsXjcZ188skyDEMtLS2aMGGCLrroImVkZCiRSOjdd99VdXW1xo4dK9M0NXr0aH3605+W1NYTcfHixXJdV/F4XNOmTdNll10mSTrppJP0m9/8RlVVVX6vwsmTJ+vqq6+WJLW2tmrjxo1+2S655JJ29fm5555Ta2ursrOz+fsXMARgSGprhTJNU6lUSlLbF0VRUZEmTZqkSCSi9957T2VlZZIk27aVlZWlESNGyHVdWZalc889V8uWLdOiRYvU0tKi+vp6jR8/XpKUSCRUUlKiWCwmx3GUn5+vgoIC1dbWqqmpSaZp6tlnn1UymVQoFNLevXuVSqWUTCYVDod7a5MAx8z69etl27bWrl2r9957T3v37lV9fb22bt2qiRMnKplMKiMjQ0OGDPFD85gxY7R582YlEgkZhqGhQ4f6E4IMHz7cvwpvWZZft2traxUOhzV37lylUimFQiG1trb6M+MCx5vMzEw1NTX5E+J0nEgnHo8rJydHoVBIjuNo5MiRktouTk2ePFmrVq3S3LlzVV9fr6amJsViMX9in0gkouHDh/uTyXkXkHfv3i3LsjRq1Cj/udLSUm3YsEGO46iqqkqGYeiRRx7x62FTU5N/0ZiTcPRXpmmqtbVV06dP1znnnKNEIqGWlhatW7dOzz//vAoKCjRx4kRNnjxZixYt8i8YJRIJ/2JtIpHwx+o7jqNYLKZQKKRUKqXS0lI1Nzfr0Ucf1d69e9Xa2tpuYivbtv2hBK7rKicnR7Zty3EcTZo06YD63FmPRwQDARiS2q6w5eXlqaysTDNmzJDruho5cqR/MrB7926/m6TH+8NdV1en+++/X7FYTBMmTNDgwYP9MRbeSUZXt5pwHEfhcNhvSTYMQ6NGjVIkEmnXcgUcj0zTVDwe13vvvacTTjhBtm2rrq5O+fn5qq6u1oYNGzRx4kS/taqrGaEl+fUl/bXpM6tLbXV24MCBGjp0aLsTeK9VmRNvHC+8k+JBgwZp2bJlqq+vV25urn+ya5qmtm/frsbGRg0cONB/zGMYhp566imtW7dOU6dO1YQJE9TU1KSlS5e2mz224yRz6Z8diUT816RSKf+zvQtaI0eOlG3bMk1To0aNUk5OzjHbPsDR4t36yBsDnJOTo1mzZmn58uV+1+j7779fo0eP9s8ZH3/8cdm2fcAwnPRZ1MPhsNasWaMnnnhCJ510kiZPnqyioiItWLBAtm1Laj9hZMdZoJ955hmtXr1ap556ql+fly1bxtCfgCIAw78qPnXqVD3zzDNau3atTjnlFP/5devW6d1331VpaakkHXBiXV5eroaGBn3iE5/wr7z94x//0NChQ2UYhizL0s6dOxWPxxWNRlVVVaW9e/eqpKREtm0rHo/r1FNP9W9P4Y1d9D6Dk3Icj7yTZO+e2//yL//iB1GprR6sXr3aD6pNTU3auXOn3wr87rvvasyYMYrFYkqlUiovL9ekSZMktY27l6RBgwb5LVDeRS6pbaItqe1K+9y5c/2uY9Q3HG8mT56spUuX6tlnn9VVV13lz0BbX1+v559/XkVFRRo/frxaW1tlWZZ//KdSKb377ruaPn26LrnkEknSCy+84LdISZ3P+uw4joqLi5VIJLRlyxZNnz5djuNo8+bNfk+rgQMHatu2bTrnnHP8ZR999FENHjxYUvtbtQD9Tfr5oXfRZ8OGDWpsbFRRUZF27NihUCjkd3GuqalRc3OzMjIy2l3A9aRfZNq6dasKCwt13XXXSWr7W9fS0qLMzEz/szsu67Uev/vuuzrjjDPa1WevRyOChwAM37Rp07Rt2zY99thjWr16tQYPHqzdu3ersrJSxcXFamxslNR20tzY2Oh/yZSUlCgcDuvvf/+7Ro4cqa1bt6qlpUXbtm3T9u3blZmZqbq6Oj3wwAMaPXq03nrrLQ0ePFijRo2SaZoaPHiw7r33Xp122mnauXOn3nvvPX3yk5/szU0BHHXe1emlS5cqPz/f78LsnfyOGzdOL774ot5++22/m9Zjjz2mk046STt27FBDQ4OmTZsm27YVi8W0atUqtba2KhwOa/ny5brgggtkGIaam5v9ujtjxgw9+OCDmjt3rkpLS7Vy5UrFYjGdcMIJfpmA44F3wlxcXKxLL71UCxcu1L333ut3S966dats29bHP/5x/wS5sbFRyWRSUluPipEjR2rlypUyDEPV1dWqrKxUMpnUG2+8ocLCQjU1NbXrPtnS0qLGxkbl5ORo6tSpevbZZ7Vjxw7V1taqqqpK2dnZsm1bp512mlatWqV77rlHJ510krZu3aqKigqdccYZvbKtgCPFcRylUiktWbJE69ev98ft1tbWatKkSRo3bpw2btyoRCKhRx99VBkZGdqyZYssy9K6des0YsQIJRKJdj0Ok8mk/zdsyJAhWr16tZ5++mnZtq1t27bJNE299dZbOuGEE9TS0uLXYemD89Wu6nMqldJrr73mjwtGcBgubf9I47qu1qxZ47dK5efn67TTTlNeXp42b96s6dOnq7y8XDt27NDZZ5/tnzBv3bpVy5cvlyRNmjRJRUVFevXVV3Xaaadp3bp1amlp0ahRo7Rx40YNHDhQZ599tj8xSWNjo5YuXary8nLl5OTotNNO4zZICATHcbRkyRKVlpZq1KhR7bprOY6j119/XaWlpaqqqtKSJUt00UUX+RPpnHHGGRo+fLjq6ur0xz/+UVOmTFE8Hld1dbUmTJigadOmyTRNbdmyRXV1dTrttNMktU3Us2LFCtXX12vYsGE644wzuA0Sjlter4YdO3bovffe065du+Q4joYMGaJTTz1VRUVFktrGAq9cuVJjxozRoEGDJEkNDQ167bXXVF1drSFDhmjq1KlavXq1XNfV1KlTtXHjRp1yyil+C9Lq1auVkZGhcePGyXVdvfPOO9qxY4cGDRqk1tZWLV++XDfddJPC4bD27t2rZcuWaffu3SooKND06dP9XlZAf2XbtlasWKFEItHu71lRUZEmTJjgX/hdtWqV1q9fr+zsbE2dOlWpVEpr1qzRjBkzVFZWpoEDB/rjgHfu3Kn3339fZ599tn/ReOvWrRowYIBOPfVU7d27V1u3btXs2bO1bt06DR8+3K9L27dv186dO3X22Wd3Wp/XrFmjRCKh2bNn0+siYAjAOOoeeughxWIx/cu//Eu3l6ErJvCB119/XcuWLdPXv/71do+7rqvGxkb99re/1VVXXXXYM6dT33A8O9jxfTSO/UQiob/85S8699xzNWHCBEnSX//6V7W2turf//3fu/xM6iEAHBt0gcYBvDGD6RMISB9MuuNNSJB+tazj69L/iNu2rUQi4b+vJ302zvT3Tn8OON6l17eOUqmULMuS4zhKJpP+TOlS+0mwUqmU4vF4u+6Y6RPzpL+2YytzV58NHC+8v2Xp9aCzY7/jY53VlXQd/w569S8UCqmwsFDz5s1TaWmpmpqalEwm2w3tSX9v/u7heNLVrMod60rHSRqlzv8udVZ3vfH2Hc8pD7bsweozdS94aAHGUeMF4e3bt8swDA0bNowr3EAPePWlpqZGNTU1Gjdu3AH1J5VKadOmTRoyZIh/GxbqGND7Nm3apN27dysnJ0djxoxhlmcA6CMIwAAAAEcZF6cAoG+gCzSOOrp3AR9OZ8MO0tGVGeh70ruCUj8BoO+gBRgAAAAAEAjM+Q0AAAAACAQCMAAAAAAgEAjAAAAAAIBAIAADAAAAAAKBAAwAAAAACAQCMAAAAAAgEAjAAAAAAIBAIAADAAAAAAKBAAwAAAAACAQCMAAAAAAgEAjAAAAAAIBAIAADAAAAAAKBAAwAAAAACAQCMAAAAAAgEAjAAAAAAIBAIAADAAAAAAKBAAwAAAAACAQCMAAAAAAgEAjAAAAAAIBAIAADAAAAAAKBAAwAAAAACAQCMAAAAAAgEAjAAAAAAIBAIAADAAAAAAKBAAwAAAAACAQCMAAAAAAgEAjAAAAAAIBAIAADAAAAAAKBAAwAAAAACAQCMAAAAAAgEAjAAAAAAIBAIAADAAAAAALh/wfNOM9zuzNdVAAAAABJRU5ErkJggg==\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_interval.__doc__)\n", "chartify.examples.plot_interval()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lollipop" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Lollipop chart.\n", "\n", " Note:\n", " To change the orientation set x_axis_type or y_axis_type\n", " argument of the Chart object.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " categorical_columns (str or list): Column name to plot on\n", " the categorical axis.\n", " numeric_column (str): Column name to plot on the numerical axis.\n", " color_column (str, optional): Column name to group by on\n", " the color dimension.\n", " color_order (list, optional):\n", " List of values within the 'color_column' for\n", " specific color sort.\n", " categorical_order_by (str or array-like, optional):\n", " Dimension for ordering the categorical axis. Default 'values'.\n", " - 'values': Order categorical axis by the numerical axis values.\n", " - 'labels': Order categorical axis by the categorical labels.\n", " - array-like object (list, tuple, np.array): New labels\n", " to conform the categorical axis to.\n", " categorical_order_ascending (bool, optional):\n", " Sort order of the categorical axis. Default False.\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " quantity_by_fruit_and_country = data.groupby([\"fruit\", \"country\"])[\"quantity\"].sum().reset_index()\n", " print(quantity_by_fruit_and_country.head())\n", " \n", " fruit country quantity\n", "0 Apple BR 57\n", "1 Apple CA 144\n", "2 Apple GB 177\n", "3 Apple JP 65\n", "4 Apple US 165\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, y_axis_type=\"categorical\")\n", " ch.set_title(\"Lollipop chart\")\n", " ch.set_subtitle(\"Same options as bar plot\")\n", " ch.plot.lollipop(\n", " data_frame=quantity_by_fruit_and_country,\n", " categorical_columns=[\"country\", \"fruit\"],\n", " numeric_column=\"quantity\",\n", " color_column=\"country\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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"text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_lollipop.__doc__)\n", "chartify.examples.plot_lollipop()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bar (Stacked)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plot stacked bar chart.\n", "\n", " Note:\n", " - To change the orientation set x_axis_type or y_axis_type\n", " argument of the Chart object.\n", " - Stacked numeric values must be all positive or all negative.\n", " To plot both positive and negative values on the same chart\n", " call this method twice. Once for the positive values and\n", " once for the negative values.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " categorical_columns (str or list): Column name to plot on\n", " the categorical axis.\n", " numeric_column (str): Column name to plot on the numerical axis.\n", " stack_column (str): Column name to group by on the stack dimension.\n", " normalize (bool, optional): Normalize numeric dimension for\n", " 100% stacked bars. Default False.\n", " stack_order (list, optional): List of values within the\n", " 'stack_column' dimension for specific stack sort.\n", " categorical_order_by (str or array-like, optional):\n", " Dimension for ordering the categorical axis. Default 'values'.\n", " - 'values': Order categorical axis by the numerical\n", " axis values. Default.\n", " - 'labels': Order categorical axis by the categorical labels.\n", " - array-like object (list, tuple, np.array): New labels\n", " to conform the categorical axis to.\n", " categorical_order_ascending (bool, optional): Sort order\n", " of the categorical axis. Default False.\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " quantity_by_fruit_and_country = data.groupby([\"fruit\", \"country\"])[\"quantity\"].sum().reset_index()\n", " print(quantity_by_fruit_and_country.head())\n", " \n", " fruit country quantity\n", "0 Apple BR 57\n", "1 Apple CA 144\n", "2 Apple GB 177\n", "3 Apple JP 65\n", "4 Apple US 165\n", "\n", " # Plot the data\n", " (\n", " chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " .set_title(\"Stacked bar chart\")\n", " .set_subtitle(\"Stack columns by a categorical factor.\")\n", " .plot.bar_stacked(\n", " data_frame=quantity_by_fruit_and_country,\n", " categorical_columns=[\"fruit\"],\n", " numeric_column=\"quantity\",\n", " stack_column=\"country\",\n", " normalize=False,\n", " )\n", " .show('png')\n", " )\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " (\n", " chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " .set_title(\"Grouped bar chart - Normalized\")\n", " .set_subtitle(\"Set the 'normalize' parameter for 100% bars.\")\n", " .plot.bar_stacked(\n", " data_frame=quantity_by_fruit_and_country,\n", " categorical_columns=[\"fruit\"],\n", " numeric_column=\"quantity\",\n", " stack_column=\"country\",\n", " normalize=True,\n", " )\n", " .show('png')\n", " )\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " # Get the ordered list of quantity by country to order the stacks.\n", " country_order = (\n", " quantity_by_fruit_and_country.groupby(\"country\")[\"quantity\"].sum().sort_values(ascending=False).index\n", " )\n", " (\n", " chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " .set_title(\"Grouped bar chart - Ordered stack\")\n", " .set_subtitle(\"Change the order of the stack with `stack_order`.\")\n", " .plot.bar_stacked(\n", " data_frame=quantity_by_fruit_and_country,\n", " categorical_columns=[\"fruit\"],\n", " numeric_column=\"quantity\",\n", " stack_column=\"country\",\n", " normalize=True,\n", " stack_order=country_order,\n", " )\n", " .show('png')\n", " )\n", " \n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " # Add a column for labels.\n", " # Note: Null labels will not be added to the chart.\n", " quantity_by_fruit_and_country[\"label\"] = np.where(\n", " quantity_by_fruit_and_country[\"country\"].isin([\"US\", \"CA\"]),\n", " quantity_by_fruit_and_country[\"quantity\"],\n", " None,\n", " )\n", "\n", " (\n", " chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " .set_title(\"Stacked bar with labels\")\n", " .set_subtitle(\"\")\n", " .plot.bar_stacked(\n", " data_frame=quantity_by_fruit_and_country,\n", " categorical_columns=[\"fruit\"],\n", " numeric_column=\"quantity\",\n", " stack_column=\"country\",\n", " normalize=True,\n", " stack_order=country_order,\n", " )\n", " .plot.text_stacked(\n", " data_frame=quantity_by_fruit_and_country,\n", " categorical_columns=[\"fruit\"],\n", " numeric_column=\"quantity\",\n", " stack_column=\"country\",\n", " text_column=\"label\",\n", " normalize=True,\n", " stack_order=country_order,\n", " # Set the text color otherwise it will take\n", " # The next color in the color palette.\n", " text_color=\"white\",\n", " )\n", " .show('png')\n", " )\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_bar_stacked.__doc__)\n", "chartify.examples.plot_bar_stacked()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Parallel coordinate plot" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parallel coordinate plot.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " categorical_columns (str or list): Column name to plot on\n", " the categorical axis.\n", " numeric_column (str): Column name to plot on the numerical axis.\n", " color_column (str, optional): Column name to group by on\n", " the color dimension.\n", " color_order (list, optional): List of values within the\n", " 'color_column' for specific color sort.\n", " categorical_order_by (str or array-like, optional):\n", " Dimension for ordering the categorical axis. Default 'values'.\n", " - 'values': Order categorical axis by the numerical axis values.\n", " - 'labels': Order categorical axis by the categorical labels.\n", " - array-like object (list, tuple, np.array): New labels\n", " to conform the categorical axis to.\n", " categorical_order_ascending (bool, optional):\n", " Sort order of the categorical axis. Default False.\n", " line_dash (str, optional): Dash style for the line. One of:\n", " - 'solid'\n", " - 'dashed'\n", " - 'dotted'\n", " - 'dotdash'\n", " - 'dashdot'\n", " line_width (int, optional): Width of the line\n", " alpha (float): Alpha value\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " total_quantity_by_fruit_and_country = data.groupby([\"fruit\", \"country\"])[\"quantity\"].sum().reset_index()\n", " print(total_quantity_by_fruit_and_country.head())\n", " \n", " fruit country quantity\n", "0 Apple BR 57\n", "1 Apple CA 144\n", "2 Apple GB 177\n", "3 Apple JP 65\n", "4 Apple US 165\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"categorical\")\n", " ch.set_title(\"Parallel coordinate charts\")\n", " ch.set_subtitle(\"\")\n", " ch.plot.parallel(\n", " data_frame=total_quantity_by_fruit_and_country,\n", " categorical_columns=\"fruit\",\n", " numeric_column=\"quantity\",\n", " color_column=\"country\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_parallel.__doc__)\n", "chartify.examples.plot_parallel()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scatter chart.\n", "\n", " Note:\n", " To change the orientation set x_axis_type or y_axis_type\n", " argument of the Chart object.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " categorical_columns (str or list): Column name to plot on\n", " the categorical axis.\n", " numeric_column (str): Column name to plot on the numerical axis.\n", " size_column (str, optional): Column name of numerical values\n", " to plot on the size dimension.\n", " color_column (str, optional): Column name to group by on\n", " the color dimension.\n", " color_order (list, optional):\n", " List of values within the 'color_column' for\n", " specific color sort.\n", " categorical_order_by (str or array-like, optional):\n", " Dimension for ordering the categorical axis. Default 'count'.\n", " - 'count': Order categorical axis by the count of values.\n", " - 'labels': Order categorical axis by the categorical labels.\n", " - array-like object (list, tuple, np.array): New labels\n", " to conform the categorical axis to.\n", " categorical_order_ascending (bool, optional):\n", " Sort order of the categorical axis. Default False.\n", " alpha (float): Alpha value.\n", " marker (str): marker type. Valid types:\n", " 'asterisk', 'circle', 'circle_cross', 'circle_x', 'cross',\n", " 'diamond', 'diamond_cross', 'hex', 'inverted_triangle',\n", " 'square', 'square_x', 'square_cross', 'triangle',\n", " 'x', '*', '+', 'o', 'ox', 'o+'\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", " high_low = data.groupby([\"fruit\"])[\"unit_price\"].agg([\"max\", \"min\"]).reset_index()\n", " print(high_low.head())\n", " \n", " fruit max min\n", "0 Apple 1.244992 0.767347\n", "1 Banana 0.326851 0.171751\n", "2 Grape 2.516920 1.433120\n", "3 Orange 0.632614 0.355687\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, y_axis_type=\"categorical\")\n", " ch.set_title(\"Scatter plot with categorical y-axis\")\n", " ch.plot.scatter(\n", " data_frame=high_low,\n", " categorical_columns=\"fruit\",\n", " numeric_column=\"max\",\n", " marker=\"circle\",\n", " )\n", " ch.plot.scatter(\n", " data_frame=high_low,\n", " categorical_columns=\"fruit\",\n", " numeric_column=\"min\",\n", " marker=\"square\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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"text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_scatter_categorical.__doc__)\n", "chartify.examples.plot_scatter_categorical()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Both categorical axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Heatmap" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Heatmap.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " x_column (str): Column name to plot on the x axis.\n", " y_column (str): Column name to plot on the y axis.\n", " color_column (str): Column name of numerical type to plot on\n", " the color dimension.\n", " text_column (str or None): Column name of the text labels.\n", " color_palette (str, chartify.ColorPalette): Color palette to\n", " apply to the heatmap.\n", " See chartify.color_palettes.show() for available color palettes.\n", " reverse_color_order (bool): Reverse order of the color palette.\n", " text_color (str): Color name or hex value.\n", " See chartify.color_palettes.show() for available color names.\n", " text_format: Python string formatting to apply to the text labels.\n", " color_value_min (float): Minimum value for the color palette.\n", " If None, will default to the min value of the\n", " color_column dimension.\n", " color_value_max (float): Maximum value for the color palette.\n", " If None, will default to the max value of the\n", " color_column dimension.\n", " color_value_range (int): The size of the range of colors in\n", " the color palette.\n", " A larger color range will result in greater variation\n", " among the cell colors.\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " average_price_by_fruit_and_country = data.groupby([\"fruit\", \"country\"])[\"total_price\"].mean().reset_index()\n", " \n", "\n", " # Plot the data\n", " (\n", " chartify.Chart(blank_labels=True, x_axis_type=\"categorical\", y_axis_type=\"categorical\")\n", " .plot.heatmap(\n", " data_frame=average_price_by_fruit_and_country,\n", " x_column=\"fruit\",\n", " y_column=\"country\",\n", " color_column=\"total_price\",\n", " text_column=\"total_price\",\n", " text_color=\"white\",\n", " )\n", " .axes.set_xaxis_label(\"Fruit\")\n", " .axes.set_yaxis_label(\"Country\")\n", " .set_title(\"Heatmap\")\n", " .set_subtitle(\"Plot numeric value grouped by two categorical values\")\n", " .show('png')\n", " )\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_heatmap.__doc__)\n", "chartify.examples.plot_heatmap()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Single density axis" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Kernel Density Estimate Plot.\n", "\n", " Args:\n", " data_frame (pandas.DataFrame): Data source for the plot.\n", " values_column (str): Column of numeric values.\n", " color_column (str, optional): Column name to group by on\n", " the color dimension.\n", " color_order (list, optional): List of values within the\n", " 'color_column' for specific sorting of the colors.\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " print(data.head())\n", " \n", " date country fruit unit_price quantity total_price\n", "0 2017-10-21 US Banana 0.303711 4 1.214846\n", "1 2017-05-30 JP Banana 0.254109 4 1.016436\n", "2 2017-05-21 CA Banana 0.268635 4 1.074539\n", "3 2017-09-18 BR Grape 2.215277 2 4.430554\n", "4 2017-12-08 US Banana 0.308337 5 1.541687\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, y_axis_type=\"density\")\n", " ch.set_title(\"Histogram\")\n", " ch.set_subtitle(\"\")\n", " ch.plot.histogram(data_frame=data, values_column=\"unit_price\", bins=50)\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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9t/92ynb33XefRkdHtWDBAkVRpPXr10uSLrjggtIyQoODg/rhD3+oP/3TPy2Nsf3Od76j4eFhtbS0VNzinc/ndfjwYTU0NGh4eFi/8Ru/odtvv730mF/84hcaGhp6x3rKM4lgDQAAAKAcBOAZFHcjHhkZ0QsvvKAFCxZoz549uvjii/XpT39aTU1NSqVSSiQSpbGsHR0dpTWAJ3cDttbqpZde0urVq7Vo0SKtWrVKW7Zs0RNPPKH29nYdOHBA/+E//Afdeuutamlp0T//8z/rRz/6kVpaWpTL5bRgwQJ94hOfkCRt27ZN//AP/6B8Pq/m5mY9+OCD6u7u1qZNm/TKK6/opZdeOutax+8mngk6iiKlUil1dXXp0KFDWrp0qQ4cOKBvf/vbMsZMmfCLGZsBAAAA1IKzAdj3fSUSidLX2XieN+Vxk4Pb5N/FY2ol6cYbb9TPfvYz+b6v1tZW/fVf/7XuuecepVIpjY2NKZvNqrGxUT09PfrYxz5W6toct/Cm02m1tLTovvvu07333quvf/3ruvnmm3XHHXfoueee09jYmNra2vT888/rpZdeku/7ymazampqkiQNDg7qq1/9qi666CIFQaA1a9bolltu0be+9S0tWrRIjY2Neu6557Rjxw75vl96Hu/2/KWpra1RFCmRSGj9+vXatWuXFi9erCNHjujWW29VZ2enjhw5or6+PrW1tcn3/dIEV/E+Jr8Hvu9POW48g/aZXvfJ28ZlIFADAAAAeDfeuz/k/DQ4OKje3l719vbq5MmTZ+2eOz4+rp6eHp08eVK9vb1TxsiOjo6qp6entI+4u/LVV1+t//yf/7PCMFR/f7/CMFRfX5+OHTumoaEhZbNZDQ0Nadu2bbr99ttlrZW1VhdffLHe//73q6enRwMDAxobG1N3d3dpeaT3ve99uvPOO9XS0qLe3t7SGOFCoVCa9Xl0dFS33367br/99tIkVWEY6ktf+pJuv/12FQoF9fX1aWJiQsYYpVIpffrTn9aaNWuUz+ffMRN1/Pzj53imybL+3b/7d1qxYoV6enoUBIH6+/v10ksvaXBwUJ/97Ge1aNEiHTlyROPj43rwwQd15MiRd7wHAwMDU/aZz+dLvzv9dT9928HBwcrefAAAAABOcrIF2Bij3/3d39XHPvYx+b6vVCo1ZSytpClh9pvf/KYaGxuVz+e1adOm0mM++clPauXKlUqlUkomk6WW3CiK9IUvfEFXXXWVHnjgAR0/flzd3d3K5/Pq7OzUwoULde211+pjH/tYaV/WWmUyGf3VX/2VHnzwQR0+fFgTExMKw1AbNmyQVJxc69prr9X69ev1wAMPaM+ePaXQ2d7erjVr1ug3f/M3tXXr1nc854aGBn3ta1/TbbfdpqeeekonTpxQc3Oz3v/+9+uDH/ygtm3bNmVZqLhMH/nIR/TNb35TDQ0Npcm44tcwHqu8Zs0aff/739e9996r/fv3K5vNasmSJbr22mv1W7/1W3r66af16quvqqGhQdlsthSiP/e5z+mDH/ygfN9XR0fHlFbgdevW6U/+5E/k+76CICi9BvF786UvfUk9PT2lGacBAAAA4N0Yyzoys+L0ca5hGJbWtD3X495N3Koby+fzstYqmUyWfn76Uk779u3Tnj17SjNNf+QjH9GCBQtK+3jllVd02223KZlMamBgQLfffru+8pWvKAzDd3RNLue5BkFQ6jLNeF8AAAAA9cLJFmCpGEgnZ/+zjYGN17uN+b4/ZUKnyb+bvI/Tlyjyfb8UJuOfT95XLO7WLKm0DvHkcbPxz6IoKrVeTy5r/Jh4X5K0Z88e/dEf/ZEWLlyo4eFhXXrppfrqV7+qxYsX64033tBf//Vfl8Ky7/u69NJLy3r+k59r3I07HjM8uYynv9bxPib/3BgzJWxba6d0tz79uOfaFgAAAADOhBbgOTI5rM3Gfs+07zg8DwwM6JZbbtHhw4fV1tambDYrz/OUTqc1NjYmz/OUTCbV19enyy+/XD/4wQ+UTqerLiutvgAAAADqEQH4PBeH0f379+tP/uRPtH//fhUKhSmty/Gaw1dccYW++c1vasWKFYRYAAAAAOcdArAD4jAbBIGefvpp7d69W4ODg5qYmFBjY6M6Ojr0gQ98oDR5FuEXAAAAwPmIAOyI0yfPOhvCLwAAAIDzFQHYIZMn2Jq8jFEcessJyAAAAAAwXxGAAQAAAABOcK7Jj7wPAAAAAG5yLgAzvhUAAAAA3ORUAI6iSF1dXaVxsAAAAAAAdzgXgN98800CMAAAAAA4yKkALEmpVKrWRQAAAAAA1IBzAZhJsAAAAADATU4FYCbAAgAAAAB3ORWAwzCkBRgAAAAAHOVEAI5Db3d3t3K5nDzPiacNAAAAAJjEiSQYd33u7OxUOp1mFmgAAAAAcJATATjm+z7jgAEAAADAUU4FYMb/AgAAAIC7nArAAAAAAAB3EYABAAAAAE4gAAMAAAAAnEAABgAAAAA4gQAMAAAAAHACARgAAAAA4AQCMAAAAADACQRgAAAAAIATCMAAAAAAACckal0AzBxb5XZmRksBAAAAAPWJADyPWSsZI3X1j+n5gz1KeJU16Bsj5YNIGy5coPcub5cVYRgAAADA+YsAfB4YGs9rPBdq2YK0ClFUdoj1PaOJXE4DI7lZLR8AAAAA1AMC8HnAM0bppK+GVEKJsLIAnE4G8j3afQEAAACc/wjA5wlrraJTX+XGWWOL21U7dhgAAAAA5hNmgQYAAAAAOIEADAAAAABwAgEYAAAAAOAEpwKwMUz2BAAAAACucioAh2Eoa5nyCQAAAABc5EQAjkNvd3e3crmcPM+Jpw0AAAAAmMSJJBh3fe7s7FQ6nVYURTUuEQAAAABgrjkRgGO+7zMOGAAAAAAc5VQAZvwvAAAAALjLqQAMAAAAAHAXARgAAAAA4AQCMAAAAADACQRgAAAAAIATCMAAAAAAACcQgAEAAAAATiAAAwAAAACcQAAGAAAAADiBAAwAAAAAcAIBGAAAAADgBAIwAAAAAMAJBGAAAAAAgBMIwAAAAAAAJxCAAQAAAABOIAADAAAAAJxAAAYAAAAAOIEADAAAAABwglMB2BhT6yIAAAAAAGrEqQAchqGstbUuBgAAAACgBpwIwHHo7e7uVi6Xk+c58bQBAAAAAJM4kQTjrs+dnZ1Kp9OKoqjGJQIAAAAAzDUnAnDM933GAQMAAACAo5wKwIz/BQAAAAB3ORWAAQAAAADuIgADAAAAAJxAAAYAAAAAOIEADAAAAABwAgEYAAAAAOAEAjAAAAAAwAkEYAAAAACAEwjAAAAAAAAnEIABAAAAAE4gAAMAAAAAnEAABgAAAAA4gQAMAAAAAHACARgAAAAA4IR5GYCttef8HgAAAACA09UsAFtrFUWRJKlQKLwjxEZRJGtt6WsyY8yU7eLvAQAAAAA4m0StDmyMkTFGR48e1YMPPqjbbrtNTU1NkqSJiQn96Ec/0vDwsDzPUxiGymQy+sIXvqBMJqP+/n49+uij6urqUmNjo6666ipt2bKlVk8FAAAAADAPzHkAjlts+/r69Otf/1q7du3S2NjYlFbevr4+dXd36/LLL1cqlVIYhkomk/J9X1EU6YEHHtDAwICuu+469ff366GHHlImk9GmTZtoEQYAAAAAnFHNAvDevXu1c+dOpdNppVKpKQG4t7dXjY2N+vjHP/6O7d988011dXXp5ptv1oYNGyRJ3d3devbZZ7Vx48Zzhl+CMQAAAAC4a84DsOcVhx1feeWVuuqqq/TSSy/piSeeKP1cKnaBDoJAjz32mAYGBrR06VJt3rxZbW1tOnbsmFKplNasWaMoimSM0apVq7Rz506FYahEYupTiqJIYRjKGKMgCOb0uQIAAAAA6kfNxgAnEgkZY+T7/jt+19fXp5MnT6q3t1etra3asWOH9u3bpy9+8Yul0JtIJEqhOd5HEASlABy3NL/11ls6dOhQqSt1vD0AAAAAwC01C8BxQD3TEkbvfe97tXr1am3atEmStHnzZn33u9/VgQMHlMlkStucvo/JrchxyF2+fLmWLFlSagHetWsXyyYBAAAAgINqFoDPJooirVq1SolEorRU0sqVK9Xc3KzR0VFlMhmFYah8Pq9MJiNJyuVySiQSZ2xN9jyvFIxp+QUAAAAAd9VsHeCYMWZKy20URbrrrru0ffv2Uhfprq4ujY+Pq6WlRatXr1YQBNq9e7eMMYqiSLt379batWvl+/45W3dp+QUAAAAAd9W8BbhQKGh0dLQUThOJhC677DI9/fTTGhsbU2trq55//nlddNFFWr9+vZLJpC677DI98sgj6u3t1YkTJzQ0NKSbbrpJklgGCQAAAABwRjULwHFIveiii3T99dcrnU6Xfnfdddepo6ND+/bt0/j4uK6++mp98IMfVDKZlCTdeOON6uzs1MGDB9Xc3Kxbb71Vy5cvl7V2SmsyAAAAAAAxY8+TfsHltPwGQaAXX3xRW7ZsecdySfORtZIx0r63BrX7SL+WL2xSIYxUbvu37xmdHM5qSXujrly/WFYqe1sAAAAAmG9q3lwaT3R1uiiKSt2iJ///5N/H29PtGQAAAADwbmreDGqMOWN4ndyV+UzdmpnZGQAAAABQiZq3AAMAAAAAMBcIwAAAAAAAJxCAAQAAAABOIAADAAAAAJxAAAYAAAAAOIEADAAAAABwAgEYAAAAAOAEAjAAAAAAwAkEYAAAAACAEwjAAAAAAAAnEIABAAAAAE4gAAMAAAAAnOBUADbG1LoIAAAAAIAacSoAh2Eoa22tiwEAAAAAqAEnAnAceru7u5XL5eR5TjxtAAAAAMAkTiTBuOtzZ2en0um0oiiqcYkAAAAAAHPNiQAc832fccAAAAAA4CinAjDjfwEAAADAXU4FYAAAAACAuwjAAAAAAAAnEIABAAAAAE4gAAMAAAAAnEAABgAAAAA4gQAMAAAAAHACARgAAAAA4AQCMAAAAADACQRgAAAAAIATCMAAAAAAACcQgAEAAAAATiAAAwAAAACcQAAGAAAAADiBAAwAAAAAcAIBGAAAAADgBAIwAAAAAMAJBGAAAAAAgBOcCsDGmFoXAQAAAABQI04F4DAMZa2tdTEAAAAAADXgRACOQ293d7dyuZw8z4mnDQAAAACYxIkkGHd97uzsVDqdVhRFNS4RAAAAAGCuORGAY77vMw4YAAAAABzlVABm/C8AAAAAuMupAAwAAAAAcBcBGAAAAADgBAIwAAAAAMAJBGAAAAAAgBMIwAAAAAAAJxCAAQAAAABOIAADAAAAAJxAAAYAAAAAOIEADAAAAABwAgEYAAAAAOAEAjAAAAAAwAkEYAAAAACAEwjAAAAAAAAnEIABAAAAAE4gAAMAAAAAnEAABgAAAAA4gQAMAAAAAHCCUwHYGFPrIgAAAAAAasSpAByGoay1tS4GAAAAAKAGnAjAcejt7u5WLpeT5znxtAEAAAAAkziRBOOuz52dnUqn04qiqMYlAgAAAADMNScCcMz3fcYBAwAAAICjnArAjP8FAAAAAHc5FYABAAAAAO4iAAMAAAAAnEAABgAAAAA4gQAMAAAAAHACARgAAAAA4AQCMAAAAADACQRgAAAAAIATCMAAAAAAACcQgAEAAAAATiAAAwAAAACcQAAGAAAAADiBAAwAAAAAcAIBGAAAAADgBAIwAAAAAMAJBGAAAAAAgBMIwAAAAAAAJxCAAQAAAABOcCoAG2NqXQQAAAAAQI04FYDDMJS1ttbFAAAAAADUgBMBOA693d3dyuVy8jwnnjYAAAAAYBInkmDc9bmzs1PpdFpRFNW4RAAAAACAuZaodQHmku/7jAPGjKi6J72RqIEAAABAbTgVgBn/i5nCfRQAAABg/nEqAAMzYSIfaDwXyBijSm+p+J5RW0OSnggAAABADRCAgQr94vVedQ9OKJ30FVXYqyAMI/1/G5eqs61B1tKSDAAAAMwlAjBQoWwhUGtDQs2ZVEUB2Eg6MTSuQsgkbAAAAEAtEICBChljZEyx9baSadSNJN8YJsECAAAAaoQADFTBnvZvpdsBAAAAmHtOrAMMAAAAAAABGAAAAADgBAIwAAAAAMAJBGAAAAAAgBMIwAAAAAAAJxCAAQAAAABOIAADAAAAAJxAAAYAAAAAOKFuA7C19qzfn+t3AAAAAACcSc0CsLVWURRJkgqFwjtCrDFGYRiqUCiUvp/8u8nbTf4dAAAAAABnkqjVgY0xMsbo6NGjevDBB3XbbbepqampFGhfeOEF7dy5U1EU6cILL9QnPvEJtbe3S5L6+/v16KOPqqurS42Njbrqqqu0ZcuWWj0VAAAAAMA8MOctwHFLb19fn1544QU99thjGhsbK/3cGKPXXntNP/3pT7V27Vpdc8016u3t1Y9//GNFUSRrrR544AEdP35c1113nS655BI99NBD2rNnz5T9AwAAAAAw2Zy3AMctvHv37tXOnTuVTqeVSqVKwdVaqxdeeEErVqzQjTfeKEm64IIL9Pd///c6dOiQMpmMjhw5os997nPasGGDJKm7u1vPPvusNm7ceM7u0HSVBgAAAAB3zXkLsOcVD3nllVfqq1/9qq6++mpls9nSz8Mw1LFjx7R+/XpJUhRFWrp0qZLJpAYGBtTT06NkMqk1a9aUWoRXrVqlkydPKgzDdxwviiIVCgUFQVAaTwwAAAAAcE/NxgAnEgkZY+T7/pSfh2GoKIqUTCYlFVttPc9TIpFQEAQKw1C+7yuRSJRCc7yPIAiUSBSfUtzS/NZbb+nQoUNKpVKlfdMSDAAAAADuqVkAjgPqmWZ/nvxvLIqiUuA92z4m/z7efvny5VqyZImMMQqCQLt27WKcMAAAAAA4qGYB+Gzi1t1sNlv6WaFQUBRFSqfTiqJIYRgqn88rk8lIknK5nBKJxDtak6ViKI6DMS2/AAAAAOCumq0DHIu7OMd839fq1au1e/duFQoFGWP0q1/9SkEQaMWKFbrwwgsVBIF2794tY4yiKNLu3bu1du1a+b5/ztZdWn4BAAAAwF01bwEuFAoaHR2dEk6vuuoqfe9739P3vvc9rVixQs8995wuvfRSLViwQJL0/ve/X4888oh6e3t14sQJDQ0N6aabbpL0drdoAAAAAAAmq1kAjkPqRRddpOuvv17pdFpSMcAuX75ct956q15++WUdP35c11xzjbZu3VoKt9u2bdPixYt18OBBNTc369Zbb9Xy5ctlrX3HOGEAAAAAAKQ6CMDLli3TsmXLpvzcWquVK1dq5cqVZ9w2kUho69at2rp1a+lntPwCAAAAAM6l5s2l1lpFUTTlZ3EIjrtFn/77yT+LH0f4BQAAAACcS83HABtjzhheJ//sTN2amdkZAAAAAFCJmrcAAwAAAAAwFwjAAAAAAAAnEIABAAAAAE4gAAMAAAAAnEAABgAAAAA4gQAMAAAAAHACARgAAAAA4AQCMAAAAADACQRgAAAAAIATCMAAAAAAACcQgAEAAAAATiAAAwAAAACc4FQANsbUuggAAAAAgBpxKgCHYShrba2LAQAAAACoAScCcBx6u7u7lcvl5HlOPG0AAAAAwCROJMG463NnZ6fS6bSiKKpxiQAAAAAAc82JABzzfZ9xwAAAAADgKKcCMON/AQAAAMBdTgVgAAAAAIC7CMAAAAAAACcQgAEAAAAATiAAAwAAAACcQAAGAAAAADiBAAwAAAAAcAIBGAAAAADgBAIwAAAAAMAJBGAAAAAAgBMIwAAAAAAAJxCAAQAAAABOIAADAAAAAJxAAAYAAAAAOIEADAAAAABwAgEYAAAAAOAEAjAAAAAAwAkEYAAAAACAE5wKwMaYWhcBAAAAAFAjTgXgMAxlra11MeqKkRTfF+D2AAAAAIDzWaLWBZgL1loZY9Td3a1cLifPcyr3n5G1xcBbiCLtOtSv0VxQ0c0BIymIrDpaMtpy8aJZKycAAAAAzBQnkmDc9bmzs1PpdFpRFNW4RPXBGKN8IVL/aFb5IFQ+iMr/Cq0m8oGO9I6INnUAAAAA84ETLcAx3/cZB3wGyYRRSyZZUZD1ZDThG03kg1krFwAAAADMJKcCMON/z8xaKbJWFb08poptAAAAAKCGnOgCDQAAAAAAARgAAAAA4AQCMAAAAADACQRgAAAAAIATCMAAAAAAACcQgAEAAAAATiAAAwAAAACcQAAGAAAAADiBAAwAAAAAcAIBGAAAAADgBAIwAAAAAMAJBGAAAAAAgBMIwAAAAAAAJxCAAQAAAABOIAADAAAAAJxAAAYAAAAAOIEADAAAAABwglMB2BhT6yIAAAAAAGrEqQAchqGstbUuBuY57qMAAAAA81Oi1gWYC9ZaGWPU3d2tXC4nz3Mq9+MUK8lIygeRXjjYo7F8IK/CNGut1YG3hrR2ScuslBEAAADA7HEiCcZdnzs7O5VOpxVFUY1LhFqaKITq6h9XrhCpEEbKB+V9FcJI2UKkvpGswkiSKYZqAAAAAPODEy3AMd/3GQcMGUmphKeWTFKJhFG5veKNkYLQKuGZ0n4AAAAAzB9OBWDG/yJmrRRZqyhSRQE4iiytvgAAAMA85UQXaAAAAAAACMAAAAAAACcQgAEAAAAATiAAAwAAAACcQAAGAAAAADiBAAwAAAAAcAIBGAAAAADgBAIwAAAAAMAJBGAAAAAAgBMIwAAAAAAAJxCAAQAAAABOIAADAAAAAJxAAAYAAAAAOIEADAAAAABwAgEYAAAAAOAEAjAAAAAAwAkEYAAAAACAE5wKwMaYWhcBAAAAAFAjTgXgMAxlra11MQAAAAAANeBEAI5Db3d3t3K5nDzPiacNAAAAAJjEiSQYd33u7OxUOp1WFEU1LhEAAAAAYK45EYBjvu8zDhgAAAAAHOVUAGb8LwAAAAC4y6kADAAAAABwFwEYAAAAAOAEAjAAAAAAwAkEYAAAAACAEwjAAAAAAAAnEIABAAAAAE4gAAMAAAAAnEAABgAAAAA4gQAMAAAAAHACARgAAAAA4AQCMAAAAADACQRgAAAAAIATCMAAAAAAACfMywBsrT3n9wAAAAAAnK5uA3AURbLWlr4mM8ZIkgqFgqy1pe8BAAAAADibRK0LcCYTExP60Y9+pOHhYXmepzAMlclk9IUvfEGZTEb9/f169NFH1dXVpcbGRl111VXasmVLrYsNAAAAAKhjdRWA49bcvr4+dXd36/LLL1cqlVIYhkomk/J9X1EU6YEHHtDAwICuu+469ff366GHHlImk9GmTZtoEQYAAAAAnFFdBuDe3l41Njbq4x//+Dse8+abb6qrq0s333yzNmzYIEnq7u7Ws88+q40bN54z/BKMAQAAAMBddRWAYxMTEwqCQI899pgGBga0dOlSbd68WW1tbTp27JhSqZTWrFmjKIpkjNGqVau0c+dOhWGoRGLqU4qiSGEYyhijIAhq9IwAAAAAALVWlwG4r69PJ0+eVG9vr1pbW7Vjxw7t27dPX/ziF0uhN5FIyPOKc3j5vi9JCoKgFIDj1uS33npLhw4dKnWljrcHAAAAALilrgJwHGjf+973avXq1dq0aZMkafPmzfrud7+rAwcOKJPJlGaFjkNu/H28vfR2d+fly5dryZIlpRbgXbt2sWwSAAAAADiorgJwbNWqVUokErLWKooirVy5Us3NzRodHVUmk1EYhsrn88pkMpKkXC6nRCJRagmezPO8UjCm5RcAAAAA3FV36wCHYai77rpL27dvlzFGvu+rq6tL4+Pjamlp0erVqxUEgXbv3i1jjKIo0u7du7V27Vr5vn/O1l1afgEAAADAXXXVAmytle/7uuyyy/T0009rbGxMra2tev7553XRRRdp/fr1SiaTuuyyy/TII4+ot7dXJ06c0NDQkG666abSPmjpBQAAAACcrq4CcBxcr7vuOnV0dGjfvn0aHx/X1VdfrQ9+8INKJpOSpBtvvFGdnZ06ePCgmpubdeutt2r58uWy1k4ZBwwAAAAAQKyuAvBkmzdv1ubNm8/4O9/3tXXrVm3durX0M1p+AQAAAADnUrfNpVEUlcbsTv7/yb+XisGX8AsAAAAAeDd12wI8uSvzmbo1M7MzAAAAAKASddsCDAAAAADATCIAAwAAAACcQAAGAAAAADiBAAwAAAAAcAIBGAAAAADgBAIwAAAAAMAJBGAAAAAAgBPqdh1gAJhvrJWMkfpGcnr5zd6K1yk3kgqR1apFLbpkedvsFBIAAMBhBGAAmGGDYzkdH5jQ4vYGRZEtezvPGI1M5PXWwBgBGAAAYBYQgAFghhkjNaQSam1IKqwgAPueURRZJSpsOQYAAEB5CMAAMAsiaxVFtqIWYHNqu/K3AAAAQCWYBAsAAAAA4ASnAnClE9IAAAAAAM4fTgXgMAxlLZ0LAQAAAMBFTgTgOPR2d3crl8vJ85x42gAAAACASZxIgnHX587OTqXTaUVRVOMSAQAAAADmmhMBOOb7PuOAAQAAAMBRTgVgxv8CAAAAgLucCsAAAAAAAHcRgAEAAAAATkjUugDAdFTSqd2e9i9wvqq2jjNDAgAAON8RgDGvWCsZI/UMTejn+7vleZVdsnvGaHiioN7hCS1s7hDDwnG+ef5gj7r6xpRMeBXVb2sl3zPaekmnFjalS39rAAAA5xMCMOalkYmCRrKBli1oUFjmVb6VlDRGI9mCRrIFScUWLzIwzie9Izn5nlFDKqGoggRsrNQ7ktV4NtDCpvQslhAAAKB2CMCYl4yR0klfDamEwqiCAOwZpZO+vBo2bVkbf1URvY2hmyrOKeEbJUxCDckKA7CkVMKj1RcAAJzXCMCYt6y1ik59lfV4SVG1wXOGFIN7MWSwJjVmQ3xzpZK/DelUbwi6QwAAgPMcARiYI8ZI2XyoA8eGNDxeUGhtxa25ne2Nam1IMj4TZ0R+BQAAODcCMDBHjDE6OZJV32hOKzqaVAijsrf1jNHIREGbV3do8+pFs1hK1INqb26YU9sShAEAAM6MAAzMIWutOloyWrGoWblCVFbQsZISnlH34Pislw/1IR9EmsiHqiTKWhUDcCGI5NM9AAAA4IwIwMAcCyOrQhipEJYfgK01ZU/2hfkpfneDKNK+Q4MaPTVTebmMpMhavX58SO9buXDGywcAAHA+IAADNWAmfZX7eJz/jIo3SHJBqJZMUl4F3ZmNkYLQKlsIFZ0aI25tZXUn7kItMcYcAACcnwjAAHAGtvSfCraxU/+tlm+Mkgmv4gBsjK16iS9jjAbG89qx94Q62xsUhLaiEBxGVhsuXKAVHU1M0gYAAOoWARgAzsCU/lPBNqcen5zmerrFbu+n/q1ku2kEb2OkkYm8oqg4Tj0fVDZG/eRwVj1DE1rR0VR9IQAAAGYZAbiOVHrxak/NesPIUGDmxJNJdQ9N6NjAuLwKgqy1xfB7uHdE2UL4djfkedIaaiQ1pBJqbUwql49kvHffJg7AE7mgotcKAACgFgjAdaTSi+T48QmuOoEZ98aJYb1+fEitjSlFZd6dslZKJX0dPDaoVMo/1R15ft2iiqxVFFlF1sqUsVKXlRSd2g4AAKDeEYDrRLYQaiwXVLSNtcXw2z+ak+XiE5hRnjFa2JzWBa0ZBWXOwG2tVUMqoe6BceWCcJZLCAAAgEo5FYBNHfdDfPnNkzrcM6ZMyi+/tUlSyvf1xokhtTYWZ4wt9d8EMG1hZFWIbNlLUFlbfDytoQAAAPXJqQAchmHdtpTm8qGaMp4WNKUruNiWUklPh3uMwtDWdcAH5qtKlquKHw8AAID65EQAtrYYDru7u5XL5eR5ZczsMseMKS594hnJlnkFbSX5Zv5MsAMAAAAAtVR/SXAWxC2jnZ2dSqfTiqIyZnapAVvlFwAAAADg3TkRgGO+79NNGAAAAAAc5VQArtfxvwAAAACA2edUAAYAAAAAuIsADAAAAABwAgEYAAAAAOAEAjAAAAAAwAkEYAAAAACAExK1LgAAAAAwn1lJms5qI8aIhTqBuUEABgAAAKbBSJIhwgLzAQEYAAAAqIK1xdw7PFFQ9+B41fvpbG9Ua0OytD8As4cADAAAAEzDGyeG9Ms3+9TSkFRUQVdozxiNTBS0eXWHNq9eNIslBBAjAAMAAADT1NGSVmd7o4LIljWe10pKeGZaLccAKkcABgAAAKYpjKwKYVRRALbWKIymMXkWgIoRgAEAAIAZYCZ9lft4AHOLAAwAAIC6MZ3VhIrtqtXHSiagAs5/BGAAAADUjemFUBIsgHMjAAMAAKCm4uV/RrMF/bpnRJEtbxzt24yCMFKuEKkp41fcDhxFUnMmqTVLWuWRoYHzGgEYAAAAdaFnaEIvvnFSC5pSFS0n5Buj/rGcDveO6n0rF8ozxc7Q5TDGqBCEMsZo5aImpZN+dYUHMC8QgAEAAFA3WjJJLW1vUFDm7MhWUsozkpG6h7LqbGuQb6SozOMZY5QPQg2N56suM4D5w6kAbJjZAAAAoK5F1qoQ2bKXB4q7O4eRlbVWQWQVVdQCHG9bbYkBzCdOBeAwDGU5uwEAAMyqSq+2Th+zW8lSQvHjZ2JbAOc/JwKwtVbGGHV3dyuXy8nzvFoXCQAA4LwSh9h9bw1qb9eAUgmv7FZVa6Wkb9TVPybPGBnTdOr6bTZLDMBFTgTguOtzZ2enurq6FEURIRgAAGAWDIzkFIZWjU2J8rsxW6tMMqF8EMlKzMQMYNY4EYBjvu8zDhgAAGAW+Z5ROumrIVlhAE4llEp4ygflTl8186xVRWOB48cywg6YP5wKwIz/BQAAmF1WxWuu6NRXWducemwtL9U8Y5RKeBV1u44fm/BpYAHmC6cCMAAAADCVlZE0mi3ozd4RZZJ+2ZN4WSt5ntQ9OEFDCzBPEIABAADgNGOMDvWMKLJWjelE2S3XUrHL9+vHhrR0YZN8zygILVNLA3WMAAwAAADnRdZqYXNa7U1pBZEtO8P6ntHhnhFFZY53BlBbBGAAAABA8SRYtqLuzPR8BuYX1gICAAAAADiBFmAAwIx4u+Wkmq1NRTOvAgAAVIMADACYEcXlQwiyAACgfhGAAQDVs5KMFEZWh0+OKpMqzp5adgY2UhRZLWhKa3FbwywWFAAAgAAMAJgm3xiN5QO9fnxYE/lAYQUzoXrGaCIf6ILWBt2wecUslhIAAIAADACYAdZKTemEVnQ0K6gwAI9O5BXNYtkAAABiBGAAwIyIrFUhjCoOwIXIyvcYOAwAAGYfARgAJoljmDEqfxwrSowqe90qfTwAAMB0EIABnLde/PVJ9Y1klfCMKlmZxxjp4PFhdbRkZFTs3svMxgDmm+qWJHsb5736F0ZWL/y6V0Nj+Yp70kTWqimV0AfXXqBUwo/nNATOewRgAOclK+lI74g8zyidTMhWcCVojNQ3klVLQ1LGmFN7A4D5hQB7/gtCq6O9o0olfaUSXtk3PYwpbjswNq73FSKlEv7sFhSoIwRgYB6xk74qzWQuXgglE54aUgk1JBOKKnjBjIpr2gLAfBO34uWDSAdPDCkfRBWf/6NIam9KafXiltkoImZYMuGppSFZbMUtMwEbIwWBVRAxBSHcQwAG5hHfmOKYSQfDbDWsLXbxir/KZcz0uw4CQE2cSsDD43m9/GafMklfnin/nqlnjLKFQOmkr1WLW+gSOw9YW1xPPYpsRQE4spbPOjiJAAzME1bS0EReA2M5hVH5Ibg4htWqMZ1QQ4o/eQBwgZXUmEpocWumooGdvjEaLwQazwazVjYAqCWnroYNzWaYj2zxjvx4LtALB3s1MFqoqMuSZ4xyhVBL2hv0GxuXzmJBAQD1JLJWhchW1GsoMsWJlWgYBHC+cioAh2FY0UQ4QL0wRgoiKyOpozlV8Tqro9m8soVw9goIAKhL1SxNFqv0iolZhKevohULKnw8gCInArC1VsYYdXd3K5fLyfOY3AbzkzFGnpEqWenAmGIIpgMEAMy9agNKvASbdGpeglk+3uTtPWO0//igwudtVcvI/frEiJYtbGQZuXdji5/r2UKoZ/Z3663+8Yrnq5jIhzp6ckybV3doOu9+aYLNco+t6upnadtJ/w/MNScCcNz1ubOzU11dXYqiiBCMeauqDynxIQMAtTCdc+/k4FjufuJtfM9Ma+jX6HhBqaRX0czC8fHH84EKYcQycmXwjJQLIk3kAjWmfAVlvtZWUsIzKgRWo9nCNI5vinVFldfVaupntY8HZpITATjm+z7jgAEAcNC0RkCZ6i/Yf909rGMDE/IrbEn1jNFYrhhsmtLJiloGfc+obySrgdGsFrWkKyzx2/toSCaqCsBJn2utSsXL9pU7xCkOwLlkJK+aa1tbDN/dQ+P6+f5utTSkKqpj06mfRsVx5qsWN+vChU3cpMeccyoAM/4XAAA31er+9xvdI+ofzakxnSz7OsRaq3TS196jA7Ky2rhioXKFsKyb+NZKSd/TsYFx9Y/mql7WzertZeQqCsBiGblqTF62r6zHS4pObVP1MSX1Dk+oMZVQLogUnppr5N3LWn39lIrheXgiL2OkCxc2VV1+oFpOBWAAAOCeQhipdySrqIIJBKVimIus1JJJqr0pVdWxE55RW1NKrZnyW8mstcqkEmrOJGVl1dGSVjYflB2AUwlPI9nisnnAuXimWD/jCTbLDcDV1k+p2LtAp+YnkSpv/aXFGNNFAAYAAOeleAKm3uGsnthzTJmkV3E35Il8cRm56963vLoySIoiqzCqoHXPvv14q+L/h2UuZ2StKjoWENfPSlqAq62fk49Zba8Mwi+miwAMAADOa5G1Sic9dbY3VdSd1/OMRsbzqrDhGMC7MJLyQaRsofIlSq0tjplO+kxoi+oQgAHUtWqvO7ledcd032taE9xhKxzPai3jWYGZFP895cJQL77Rq/7RXMWTrBXCSB0tGV27cdkslRLnOwIwgLpWbTgxUnUzY2Le4V0GgPnDGKMwtCoEkVozicqHJRQCDY3lGQuMqhGAAdSd+EMtmw/0ypGB4nqSFe4jstLhk2Nav7SV1uDz3K+7h9U1MF6cWKXSN9tImy5coLbGVGm8KOqTlSpuji0+3Ey7Fdeq+pUkaEEGzsz3jJKJysflB9ZTGPKHheoRgAHUn1MJeDQX6uDxYTWlE6ok2xhjVAhDdQ+O6T3LWmezpKgDb5wYUd9YTk3pREWz/BbXSs3pgpaM2hpTYm7R+makiu9QxA9PJ71p3dxIeKbsGW5Pl/SNckH1xwbOV8UbS5Xdt6xmG+B0BGBMm632mjE+e1WwrT3tX5zfjJEaUwl1tKQrung1xigfhEp4hJn5pNq/a983WtCUUksly8zoVDAphETeOhe3zA9N5NUzOFHZtpJ8Y3R8cFzZfPG9jlT5R1bv0IRePz5U4VZFxwcn1NKQrGpbAMDMIwBjWoyRqs4YVWwXhyCCjTsiW/nyCsYUlwHhRsn84RlTdRD1jCktw1FJAPaMWCpmHnmze0Qv/fqkWhvKv9EhSUnf05GTozKe0erFLQrD8raL7+2G1mr/sUFJkueV36XZGCmKpP3HBvWB1RfImFNhvuySAwBmAwEYVSmN0SxE6hvNVfWBHtnKw7O1xdae/tF8aTwWnRaB+c3IaDwXqH80V9X2o9mCPG6KOaGjJa0l7Y0Kyl6vtNj9eSRb0OBYXsVPi0rHEVslfU/LFzbJ98sfT2yMFIZWb/YMi9txAFA/CMComjFGB44NyUhK+F5FE30YIx3uHdGC5ozaG1MKyxy3ZyWlEp4O9YwolTDyvGYp5JY6MB+dmp9IobXa2zWg0Fp5MuWP9ZYUyWr/sSFtWrGAFjYHhJFVIYwqCsCep4rGhp9xPyouvRJVMKFWHIDpZAAA9YUAjGkpBIFaG5NKJfzK1nGTtL8QKekbLWhOqRBEZXVxtVbKpHwdOVm8GPG41AXmNaNiN+QgsmptSCpRRQtbFEZVz9CL+cdM+ir38TN53Nl6PIDyGcPfF6pHAMa0GGPkn/qq5PLTSKXtfGMUGVNeAJYtbRNwwQucN4xRxecScyphsHTR/FHNaTvehjM+ACvJk9EbJ4a1/ZWuiq8/raxSCV9XrLlAjekEy985al4GYGvtlOUITv8ec8tO+qp2u3K3rfZYAOpfNX/fnAvml2o+qidPfsgnPQAZqX80p2w+VCrhVdQDyFrp5HBO4ytCNabnZQzCDJiX73wcdguFghKJBOEXqHOVtvrES2vRyA+c3XT+PqbzsWlL/6nc0b5R9Y/mipOWlbkPKynhG71+fFhBeGq4DLMfAk5LeEYtVQzBs1bKBVHxGkMVns8mz6FX+Xx6xc04b9WFeRWA45be/v5+Pfroo+rq6lJjY6OuuuoqbdmypdbFA3AWlZ7wSy0+fnld4wEX1epvw5T+U7l9bw3p5PCEGjOJiiamSvieDhwf0pL2jDxT5ZUngPOGVXFyuyiyFQdg6e0eJRWfR81Z/h/zyrwKwJIURZEeeOABDQwM6LrrrlN/f78eeughZTIZbdq0ie7QQJ0phFbDE/mKmquKa7Qa9Y3mlA+i2SscMM/EDZ8T+UBjuaC66y9j1NqQUtKvfGsraWS8oHwYVnFso2wh0KKWjFoak2UHYKviWr6He0eJvQCmLR9E6h3OFgO0LW9G+eKEE1bhqUsS35NkK7sZZyU1Z5LKJP2Ky4yZNW8CcBxsDx06pK6uLt18883asGGDJKm7u1vPPvusNm7ceM7wW8/B2Kh4we8ZU/x7KkMcEsypr3j78iaT0qTHnzpuJeU9bduKt9epGfyqLPdMPecKeuHJmOK6xZOP61UwC+F0y21OK3e5KjnWbOjqG9Uzr3WrKZNUVEEI9j1PfSNZDU/ktHxhY0XHnHb9fMf7TP18t3JXUz/P/JwrmwTLVvmcp5b77f3Vu7iIv+oa1IFjQ2pIJSr6u/KM0Vi2oA9f0qnVi1sqPn4+CPXEr44pH0RKeBUuWWWlA8cHdelFC2WtVVjmhaeVTj1HO3N/k2Uetx7qp04rRzXlntPPd86f8+P8eWofrtVPGen44Lh27D2ujpZM+ctw2uKNuKN9o5KkFR3NKoTlrWASlztXCLWio1FXX7KkkhJjFsy7AHzs2DGlUimtWbNGURTJGKNVq1Zp586dCsNQicTUpxRFkcIwlDFGQRDUqPTvLoissoVAEwW/oj/GyHrKFUJZK00UAmULYdnLCYWRp2whVL4QaiIfVHwCygehcoVQE4VAoa2sC4qxUq4QFbfPB2WfRKy1skbKFUKFUaSJfKBsUOZzlhR4xRaI/KlyV/oBGYRW+UJ46r3yyl6LUpJ8r3jyi1+zXKH8pZ8ieW9vmw8qmgHbM0bZQijfNwrCuWtNjf9mx3KBIhuptTFZfJ/L2lZKJjwNjxuN50Jl80HZN4akt+tnvtr6qWIdy556vfMV189AhdBqIh8oV+4SX3KvfloVu6FlC0HpuImowmWQAnvqvSqeP8teH1ZSEBafcz6IFJxaSqmeb5RONp4LlPQ9tTQkKlpHPel7GpnIaSwXVPSc45bnbD5UtlBQSyalZKL89d+NKS5ZlSsU/56zqcreq+K2UfFvcpr1sxCVeR7S2/Uz/pv056p+Wiur4nnIyp76fA/Ke68mfb7navH5Ls6f8+L8qeIa7G/Xz2DO6mdwev2s4vM9Lnc115/juVAdzWm1NCQrWIbTKpNK6M2eUJLU1pRUNl/ec5ZO3TCQ1ViufrOIS+ZNAI4FQSDP85RIJOR5niTJ9/3S7+IAHH+ov/XWWzp06JBSqZTCMCyF5nrT0ZLR4Hhe47mgoolNCmGkjpa0PM9oZLxQ9h11qdgFJJPytWRBo7L5sOKuZZG1WrW4RYUgUhhWtrWRtHRBRqmEp/FcUHYLhpVUCApqb0rJRlYjuYLCCj6k8kZKeJ6WL2xUrhBWVGapWK9WXNAsK1X8XhkjLW5rUDrpa3Si/OcsSYUgUksmobTvaTwfVrTt5H288EZvVfW/mhF31hYvCk6OZNWUSWo8V6jo9QrCSOmkr6ULGpQtVFc/VyxqVqEQKQptxT0UlixoVCbpazQXlP3h+nb9TCu0VqO5oKJxji7Wz/ypf1d2NClfiFSo4trgwo4mSabi55yX1JhO6GjfmEazBYVRZa3AxZ4spqq/x+kazRaUTBSfcyUKQaimTFJHTo5qPBcUz5/ltmBIygWhkp6vKLLK5iuvoxd2NMkYo/FsZaGsYCItakkrnUxUVz8bkhV/3kjFOmKM0fKOpmKomaP6aSUVwoLaG1Mynqr6fE8nPS1tb6j68/2iC5qr/nzn/DlH589TIX/lourPn8sXNskzc1s/C0GkZMKb1uf7RRc0K1co1s9KP9+XLsgonfQ1UeH5IIwK6mjJyFppLFso++ajdKpHiLVa3JqpoLSYLfMuAJ9p+aP45BoH4smPW758uZYsWVJqAd61a1dFd4rmyvtXdeiyVR1Vb1/qyqLKgkq1252+/VxvN3n7uXzOtdp28vbVKHY/tBVdTMwcI7+KsYZT9zCNKW/iF72K483139N09zGf62es2nJXy0gKK5xEpR54xsiroAvy6cJp9AbxvCq6HU5S9XtmT11EVnvMKs4FpW01vb+rao85+TlXcz6K1fpzeja3m6l9uHr+rGbbmaifk49f9XbT+HyvSvx8qzyXxNuj9uZdAE4mkwrDUPl8XplM8S5KLpdTIpEotQRP5nleKRjXY8vvZNMtnTnt39ne7vTt53o7c4afTWcf9b7tdLaTTl0wTzOI1lLVJa9yw1r9PU13H/O1fk5nH9M9ru+ZGdhLbVRb6oTvvfuDZunYVW9rpnfc6VwCzMTfVVXbnfac5/Pn9GxuN1P7cPH8We22dVE/p/n5Xu2GVZ9L5ufHzHlp+p+AcyQOr6tXr1YQBNq9e3ex61kUaffu3Vq7dq18/9xrgc23O/wAAAAAgJkzb1qA467OS5Ys0aWXXqpHHnlEvb29OnHihIaGhnTTTTdJertbNAAAAAAAk82bADzZtm3btHjxYh08eFDNzc269dZbtXz5cllrp4wDBgAAAAAgZux50i+4nJbfIAj04osvasuWLe9YLgkAAAAAcH6bt82lUVScwdKeWv+Lbs8AAAAAgHOZt82g82VmZwAAAABAfZi3LcAAAAAAAFSCAAwAAAAAcAIBGAAAAADgBAIwAAAAAMAJBGAAAAAAgBMIwAAAAAAAJxCAAQAAAABOIAADAAAAAJxAAAYAAAAAOMG5AGyMkTGm1sUAAAAAAMyxRK0LMNeCIFChUJC1tuJtPc9TFEWzUKr5cXzKUGSMqar+zKRavwa1Pn49lKHWx5dqXxfr4TWgDLU/vkRdrIcy1Pr49VCGWtdDqfavQT2UodbHr4cyzKe6aK2V7/vyPHfaRY2t9bszh6Io0t69ezU0NCTf9yva1lqrXC6ndDpdkxbkWh+fMrwtDMOK689MqvVrUOvj10MZan38WC3rYj28BpSh9sePURepB/VQBtc/n+uhDLU+fr2UYb7URWOM8vm8Vq1apRUrVsha60RPWacCcKxQKFT85kZRpO7ubnV2dtbkDkmtj08ZioIg0C9/+Utt3rxZiURtOlDU+jWo9fHroQy1Pr5U+7pYD68BZaj98SXqYj2UodbHr4cy1LoeSrV/DeqhDLU+fj2UYb7VRVqAAZxTGIZ68cUXtWXLlpre2QOoi6gX1EXUA+oh6gV1sf65E/VnQK3vFdT6+JSheEctn8/XfGxLrd+HWh+/HspQ6+PXQ12s9WtAGerj+NTF+ihDrY9f6zLUQz2UeB/q4fi1LgN1sf4RgCtQ6z7xtT4+ZZB839fq1atrfkev1u9DrY9fD2Wo9fHroS7W+jWgDPVxfOpifZSh1sevdRnqoR5KvA/1cPxal4G6WP/oAg0AAAAAcAItwECFuGeEekFdRL2gLqIeUA9RL6iL9Y0WYOAMrLWlk5cx5qzdSCY/LnauxwMzKYoi6hvmVHzOO9dsoZwXUQvlfm4DM+X0c925zotnGg/s0qzL9YYADJzmTGugubIuGuYP6iTmGnUO9Yq6iblGnZvfCMDAJPEJ7dixY3r99dfV2Nio97znPWptbT3j44aHh/XGG2+Uvg/DUG1tbVq3bl2NngFc8sorr2jhwoVOLV6P2ojr15EjRzQ8PKxNmzad9bFHjx5Vd3d3aQKYMAy1atUqLVq0iHqKGRfXqa6uLh06dEhhGOrCCy/UmjVrqG+YVQMDAzpw4IAmJia0cOFCbdq06YytulEU6Ve/+pUKhYKMMYqiSMlkUhs3bqz5RFmuqs3qzEAdij8o9+zZo/vvv1/Nzc2Kokg7d+7ULbfcos7OztJj4n9ff/11/d//+3/V2toqa60KhYJWrlyptWvX8qGLWdXT06P77rtP1113HQEYs84Yo4mJCT388MNqaWk5ZwDesWNH6QZivN0NN9xAAMaMi+vTL3/5Sz388MNqbW2VMUZPPvmkrr32Wn30ox+lzmFGxfXprbfe0r333itJampqUk9Pj/bu3aubb765FGrjxw4ODurhhx+WMUae5ykMQzU0NGjdunVqaGigjtYAARg4xRijQqGgf/qnf9LatWv1uc99TkEQ6O/+7u+0fft23Xrrre/YZnh4WKtWrdJtt90mz/MUBAEnMsyKuF719vbqgQce0MmTJ+X7vtLpdK2LhvNcGIb68Y9/rCNHjmhiYkLLli0762OjKFJfX59uuOEGfehDH1IYhgrDsHRByJg3zJT4nJjNZvXYY49pw4YN+vSnPy1jjB566CH9y7/8iz7wgQ+oubm51kXFecZaq8cff1wNDQ267bbb1NTUpF27dun+++/X/v37tWHDhtL44PhzO51O68tf/rIaGhpK58VkMimJ5YpqgU8iQG9PTtDV1aWxsTFdccUVpXCxefNmHT16VNlsdkrrryT19/dryZIlGh8f1/Hjx5VIJEonNGA2pFIpbdiwQddcc40SiYTCMKx1keCAiy++WB/5yEfU0dGhQqFw1sfl83mFYagFCxaot7dXw8PDSqVSdPPDrBkeHlYymdRll11Wmvxq7dq1CoJAIyMjkpiRFzMn7sI8PDyszZs3q6mpSZJ0ySWXKJ1Oa2BgQNLUOjcwMKBUKqUwDHX8+HGFYahUKkXwrSFagIFJ4la1jo4OScUTWFNTU2m8byaTkaRSEB4eHtb+/ft18OBBZbNZNTQ0aNu2bbr44otpCcaMiutSW1ubrr76aknSU089xYUdZp3v+/rQhz4kSTp48OAZZzONz3d9fX3K5XJ68MEHlUgkNDExoTVr1mjbtm1qamrivIgZE9ejRYsW6fd///eVSCRKLcK/+MUv1NLSUvosp85hJvm+rzvuuGNKj5Ynn3xSQRDooosukvT2daIkTUxMqLe3V9/97ndLrb/XXHONrrjiipqUHwRgYIowDGWMmRJ045aLIAgkvX2hF0WRgiDQxRdfrI9+9KOKokg/+9nPdP/99+vLX/5y6a4gMNPiugfMlTj0vluPg/HxcaVSKV155ZV673vfqyNHjuj+++9XU1OTtm3bNhdFhWM8z1MqlZIk7du3T9u3b1c2m9VnP/tZpVIpbrpgVsR17tixY/qnf/onHTp0SNdff70uvPBCSVNvumSzWS1dulQf//jH1dbWph07duiRRx7RokWLaDCpEQIwMEncfTmXy5VCcD6fl6QpgdZaK9/3dfvtt0/Z/vrrr9cPf/hDHT16VJdccomiKGLMG2ac53nUK8ypuL6d6SJtci+EdevW6Q//8A9L3y9YsEDHjh3T3r17dcMNN9AVGjMqrnvj4+N66KGHtHfvXl166aW69tprtXDhQoIFZkU8vvepp57Sjh07dOGFF+q2227TRRddNKWRJK57N9xww5TtP/WpT2n//v06fPgwAbhGCMCA3r6o6+zsVKFQ0PHjx9Xe3i5J6uvrUzqdLk2kEV8I9vX1affu3br88svV0tIi6e3W4fjOIACc7yZfuO3bt0/Dw8OlLtNS8byYTCa5aYNZ8+CDD+rEiRO64447pkzSRqjATIuv85555hk988wz+sxnPqNLL7209Pu4zsXnuyiKtGPHDq1bt07Lly+f8jhuCNYOn0aA3j5hLV++XIsXL9Y///M/6+TJkzp8+LB+8YtflNZq6+/v1yOPPKJjx44plUrp//2//6eHH35Yo6Oj6u/v1+OPP67W1latWLFCEjOeYnZFUcQYYMypyXUu/nffvn362c9+Jqk4MeA//uM/6pVXXlE+n9drr72m5557Tps2bZoyJg6YrjiI9Pf364033tAll1yi8fFx7d69W3v27NHevXuVy+VKjwVmQty6+9JLL2nVqlVqamrSnj17tGfPHu3evVuDg4OSpO3bt2vv3r0yxmjXrl36yU9+op6eHo2Pj+uRRx5RPp/XunXrSvvE3KIFGDgl/jD97d/+bf3jP/6j/v7v/15BEGjlypWlSYdGRkb0wgsvaMmSJVq2bJk++9nPavv27br77rslSel0Wp/5zGeUTCbp0oJZl8lkmHUccyqTyZR6uMTnuKNHj2rXrl26/vrrdeWVV6q3t1ePPPKInnjiCeVyOb3vfe/T1q1bCSGYUXH9O3bsmBoaGnTgwAH96le/mvK5e8stt2jp0qU1LCXOJ3GdGx0dled5OnnypO6///7S+r7j4+O64YYbdPnll+vFF19UGIbasGGDPve5z+n+++/X97//fSWTSRUKBf3Wb/1WqW5yrTj3jOUTCXiHMAx19OhRGWNKM/pJxZNfEATyfb+03MLExETpA3jJkiW0+mLO5PN5+b5PNyrMmXgJpMk3XqIoUhRFpfOiVJxRf3BwUIsWLSoNJwFmQxAEpQksY3Fvg2QySbjAjDt9Isq4jsXzw/i+ryAIpnRzDsNQb731lqIo0tKlS5VOp2tSdhQRgIHTnKnl9mytuZU8FgAAAG7hWrH+EICBs4j/NN7tBDX5T4iTGQBwXgSA03FerB8EYAAAAACAExisCAAAAABwAgEYAAAAAOAEAjAAAAAAwAkEYAAAAACAEwjAAAAAAAAnEIABAAAAAE4gAAMAAAAAnEAABgAAAAA4gQAMAAAAAHACARgAAAAA4AQCMAAAAADACQRgAAAAAIATCMAAAAAAACcQgAEAAAAATiAAAwAAAACcQAAGAAAAADiBAAwAAAAAcAIBGAAAAADgBAIwAAAAAMAJBGAAAAAAgBMIwAAAAAAAJxCAAQAAAABOIAADAAAAAJxAAAYAAAAAOIEADAAAAABwAgEYAAAAAOAEAjAAAAAAwAkEYAAAAACAEwjAAAAAAAAnEIABAAAAAE4gAAMAAAAAnEAABgAAAAA4gQAMAAAAAHACARgAAAAA4AQCMAAAAADACQRgAAAAAIATCMAAAAAAACf8/zX/Yc6Da6EDAAAAAElFTkSuQmCC\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"density\")\n", " ch.set_title(\"Horizontal histogram with grouping\")\n", " ch.set_subtitle(\"\")\n", " ch.plot.histogram(data_frame=data, values_column=\"unit_price\", color_column=\"fruit\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_histogram.__doc__)\n", "chartify.examples.plot_histogram()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " KDE example\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " print(data.head())\n", " \n", " date country fruit unit_price quantity total_price\n", "0 2017-10-21 US Banana 0.303711 4 1.214846\n", "1 2017-05-30 JP Banana 0.254109 4 1.016436\n", "2 2017-05-21 CA Banana 0.268635 4 1.074539\n", "3 2017-09-18 BR Grape 2.215277 2 4.430554\n", "4 2017-12-08 US Banana 0.308337 5 1.541687\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, y_axis_type=\"density\")\n", " ch.set_title(\"KDE plot\")\n", " ch.plot.kde(data_frame=data, values_column=\"unit_price\", color_column=\"fruit\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, y_axis_type=\"density\")\n", " ch.set_title(\"KDE plot + Histogram\")\n", " ch.plot.kde(data_frame=data, values_column=\"unit_price\", color_column=\"fruit\")\n", " ch.style.color_palette.reset_palette_order()\n", " ch.plot.histogram(\n", " data_frame=data,\n", " values_column=\"unit_price\",\n", " color_column=\"fruit\",\n", " method=\"density\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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6/zaosgdNsIJmSKVrKU+0EhhUUV9//XUsW7Zs1PvU1dWFQ+THOsfBeQ48/PDD4d9nz56Nm266Ce3t7di0aRO+9a1v4amnnkJ9fT2effZZvPfee/jQhz6EW2+9Fb/85S/x8MMPI5lMoq6uDt/97ndRX1+PlpYWrF69Gr/4xS/CYcSe5+FLX/oSDj/8cAwODuIXv/gFli1bhqamJvT09ODHP/4xrrvuOgghcNddd2Hjxo1oaWlBJpPBvHnzcOaZZ8I0Tfz+97/H8uXLw2HgI4d9K6WGnevgdZg/f34YsO+9914UCgXk83l4nodvfOMbOPzww9HT04Mbb7wRL730EhobG7Fp0yasXbs2rPgH5y340OiTn/wkFi1ahJdeegkPPfRQOMKgUChgl112wf/6X/8LQgj89Kc/RWdnJ5LJJDo6OvD888/jox/96IRHERARERFRNEU+AAN+uKyrqwu70DY0NODBBx/EYYcdhn/6p3+akmV6gu0HFbd0Oj3q/caaixsMnZ3oXN2Rj3UcB5dddhlOPvlkAMCnP/1pXHTRRbjnnnvQ2tqKnp4ePPvss+MGYNu28eCDDyKVSsFxHMTjcVx33XXhUNnFixdj1qxZOP/88xGLxSCEwIMPPojjjz8e++yzzxbDiPfaay/sv//+w/ZzrP0v/Vnp2rha67DCuj3zfw3DGFb1HPn8kznnnudh06ZNiMfjYchbs2YNZs+ejQULFoRDmIUQYYW0ubkZBxxwAP74xz/CdV0AgGVZOPTQQ8Pj+v3vf4/e3l7MmjULvb29OOecc7B06dLweT/wgQ/gk5/8JNatW4f6+no899xz2LBhA+bNm4cHH3wQ8Xg8rMb+4Ac/CMPrKaecgi9+8Yt47bXXwg+BRiOlRD6fx7777ovLLrsM8+fPD4+xrq4OBx10EAzDwGGHHYbPfOYz4eP+9Kc/4bnnngtft9K1oIPtZjIZHH/88eEohNNOOw2rVq3C66+/jmQyCSEELrzwQixZsiR8zS677LLwWuzu7g5vJyIiIiIaCwMwEIbSfD6PRCIRduG95pprsP/++2PXXXfd7vmFhUIhrOIGVdeRgrmxo83FLa0AlzbPmsix5fN5LFy4MKyQua4Ly7Lwuc99Dn/4wx/CKndPTw+ALbsBB6Fiw4YNWL9+PeLxONLpNE466STstdde4fBbIQSOO+447L777li5ciUSiQTefPNNZDIZJJNJZLPZLc5JULkdr8r+i1/8Am+99VYYUIOmU0IIxGIx3HnnnXjppZfCCq2UEmeffTZ22GGHrQ6JDV772bNnY/fddx9WRQb86udrr70WdvaeCMMw0NbWhkKhgNbWVnR1deGcc85Be3s79t57b+y333447bTTsPvuu4ePCbqQBx2dg/OezWaRSqUgpcRbb70F0zThOA6amprwiU98Ylj1u76+HieeeCJ+8IMfYNasWRgcHMRbb72FWbNmoaurC5ZlIZPJ4Nhjj8Uee+wRVl9TqRROO+00vPzyy+OeJ6UUYrEYLr300jA8Bz+74oorwsZWf//733H77bejs7MTf//73/GnP/0JTU1N4TGOtm3btsNGaIVCAfF4HAsXLsTy5cuhlEJjY2M4Fx8Adt1113CecFC5JiIiIiLamsgH4ODNdzKZxLnnnotbb70VmzdvRjKZRH9/Py655BLccsstYVOfyc4vDELzxo0bYZpmOH+xra0tfP7gftlsFieccAKuuuqqMZ8rWO6m9LFbe37HcbDHHnuE97csC0II7LDDDqirq8Pg4CBM08SmTZtG3W4QgHt6esJh3K7rYqeddhq2jE8Q4HfeeWesWLEiDFyDg4Ooq6vb4gOE0jnT43nqqafwxBNPoK6uLgyoiUQCQghYloW//vWveOGFF8J9lVLitNNOm1AADs77kUceiUsuuWSLn3ueh7POOisMn+MpfZ5TTjkFjzzyCPr6+pBKpRCPx9Hb24vHHnsMDz/8MG644QYsWrQI3/jGN7Bo0aKwCj1yX0vnkvf09IRdyFtbW9Ha2gop5bA1mOfPnx9+QFIoFNDb24vNmzejUCiEw7h32WWX8JwH1/X8+fORSqW2+ACg9Nhc10VbWxt23nnnLdY2Vkrhpptuwj333IO+vj5ks1nk83lorZFKpcIREFs7f8G1VFr1D+bHx2KxYc3EONeXiIiIiCaLLVOLLr74Ynz2s5/Fv/7rv8K2bWit0dDQgL/85S/40Y9+FIaQyQiqU+l0Gn/961+RSCTCJZfa29sBbBk2TdNEMplEKpVCMpnc4isIfpM1VvgoHd5b6cNHt3bcUxGIgtd4e86J53k46qij8JOf/AQf/OAHYRgG+vv7w+ZSbW1tiMfjWLZsGZYuXYpVq1Zt1zzziQo+HAiG35e+9sG1urXHNzQ0hKE8ON9CCFx99dW45ppr0NvbC8dxkEwmsXDhQvzjP/4jjj766FHnT0+V4IMUIiIiIqKtiXwFOOg2e9hhh0EphVNPPRUvvfQS7r77brS0tKCpqQk/+9nPsHjxYhxzzDGTCsHBm/I777wT69evR3NzM/r7+/GhD30I8+bNAzB2tXWqBMOL165dGw6jDhoFdXZ2IpvNwjRN5HK5sIPvaN2OAaClpQWmacLzPJimiXXr1oUhKhje6nke1qxZA8uyoJRCKpUK17odKZhzvbVjPuqoozBnzpyw27PjOHjiiSfgui4cx8EBBxyA3XffHbZth5XB1tbWYfs+0zzPw+GHH47DDjsM7733Hv7yl7/gzTffxF//+lesXr0a8Xgcra2tWLduHX7zm9/gq1/96qjbCc6PlBKtra3wPA+JRAL9/f3o6enB3LlzwyHQhmFg7dq1YdiMx+NoaWnBnDlzwvm/sVgM77zzTniegor+O++8g2w2G3ZSHk1QTS+tzEop0dHRgQceeACzZ8+G67rYddddcf7552OfffZBS0tLuPxWa2vrpD9E2ppgXxmAiYiIiGgiIh+AAYTzDoPhuOeffz6WL1+OtWvXIpVKwTRNXHHFFXj/+9+PuXPnwnGcUZtijexAnMvlcN999+FHP/pR2ADIdV185CMfGfMNezBHd2tDd0cbLjvWsSUSCbz11lt48skncfTRR4f7fuedd4brHXueF3aWHhlSgufZcccdseOOO+Ldd98NOxivWLEibIIFAI888gjeffdd1NXVYWBgAHvvvXd47KUVw9LmVVs7js997nPDvvc8D8ceeywcx4Ft2zjzzDPx0Y9+dNTHzmQADs7bqlWrcOmll4bV/y9+8Ys466yzAPjh/fHHH8dFF10E13URj8exefPmcBsjG4WlUqnwGPbcc088+OCDsCwLvb29uPfee/GVr3wlvJbS6TR+//vfo66uLmx2tddeeyEej2P27Nnh+rovv/wynnjiCRxzzDGIxWJYv349fv3rX4cNrSYq2NeVK1fCtm3EYjEMDg7iX/7lX3DkkUeG93v55ZfDIfJEREREROXEAFxUOpexubkZF110Ec4+++yw4rZhwwZceumluPHGG0et2pqmiZ/85Cf43e9+B8/zwkromjVrkEgkEI/H0dfXh8WLF+PDH/7wqOvNplIpvPDCC/jUpz417n66rouLLroIixcvnnBzLiklLr/8cmzYsAHz58/Hc889hzvuuAN1dXVwXRepVApHHXXUsHMxUjwex0c+8pFwaZ5MJoOvf/3r+Nd//VfsvPPOePXVV3HTTTeFc4yVUjjppJOGVQxL//7SSy9h1113xezZs9HQ0DBm6B+5DFJpM62gcVSwLFAQ7stZEWxsbMTf/vY3FAoFOI6DG264AS0tLVi0aBEsy0IikQj3MZhXGxg5J/zpp5/G7rvvjnnz5uGEE07AT3/6U9i2jfr6evzsZz8Lh1v39/fj5z//Od577z00Njait7cXJ554YjjS4OMf/ziuvvpq1NXVIZfL4cILL8QJJ5yAVCqFJ598Mmxuti0htfQ1NQwDr7zyCo4++miYponf/OY3eOyxx9DQ0BCG66muAhMRERERTVRkA3DQ6Tn4Ckgp4XkeDjvsMHzxi1/ED3/4Q8yePRutra145pln8Itf/AKf//znw/sGjxdCYOXKlXj77bcB+KHANE00NDTA8zx0d3dj3rx5uOKKK5BKpYaFtWAbhmHAtm288847Y+53EPjGWkZpNEGo2bRpE77zne/Asizk8/lwPmdHRwfOOOMMLFq0aIvjMk0zDJNKKZxxxhl4+OGH8frrr6OtrQ3r16/HBRdcEHZ5DsL+5s2bccIJJ+D4448PQ3oqlQqrng0NDbjnnntw22234eKLLw47Go9VWQ+qxsF8z9LXL5iTGgzJnYjg9Qm2M97jSp9r5P6VnqfgOpo9ezZOPvlk/PKXv0R7ezu6urqwdOlStLS0QAiB7u5uxGIxFAoFJJNJHHfcceH2LMsKz5HjODjvvPPQ1taG22+/Hbvtths+97nP4frrr8esWbMghMBPfvIT3HrrreGHAE1NTUin02hsbMQ555wTnrdPfvKTeOCBB/Dmm2+itbUVWmvcfffd4Tkfbw7yWMcfBN+FCxeGr39DQwPuuusu/PnPf4aUEm+//Ta01mhubgaALZYUCxrDjfYalF6HI8978PqNvEaJiIiIiMYT2XeNAwMD2Lx5Mzo7O9HV1TWsKhU0vDr77LNxyCGHYPXq1ejs7EShUMAll1yCP/zhDwCATCaDzZs3o6urC52dnRgcHEQ+n0cul0M2m0U6ncbg4CCEEDj++OPx3//939hjjz2GBTWlVPj4zs5O9PT0IJ1Ob/UrWA5ma4Iu13vssQcOOOAA5HI52LYNy7IwODiIzs5OHHvssbjggguGNYAK9mnz5s3IZDLhvjY2NuK6667Dvvvui87OTti2DcMwkM/nYZomstksurq6cPTRR+Pb3/52eJxaa+y222444IADsHnzZvT29iKTyaCjoyPc/kRprdHT0xOes0KhMKnHA/5Q9ODxmzdvHvcDhb6+vmGvT2mDrNLzFGxDKYWvfe1rOProo7F582Zks1k4joNNmzZh/fr1KBQK6Ovrg5QSF1xwAfbff/9wGZ+jjjoKra2t2LRpE/r7+zE4OIjNmzeHFfAvf/nL+PznP4/BwUEMDAyEH5oEP+/s7ERTUxOuueYa7LnnnuEc4lQqhWuuuQaLFy9GX19f2NEbAObNm4czzjgjnLc9sgpf+m+lt7c3vD2o8s+ePRtnn302stks+vv7oZTCO++8g5dffhlz587FGWecgb6+PnR1dWHDhg34n//5n/D8lb4GI6+DdDodPm/peQf8oeTBv93Ozk7k8/lwn4iIiIiIxhLZCvDpp5+OxYsXw7IsmKaJxsbG8GdB1Swej+PKK6/EQw89FA7rzeVy4RvxQw89FP/xH/8x5tDRoNHR+9///nDN16CKGdy/qakJX//614et/7o1SqlwexPpjOw4DnbccUdccskluPXWW/HGG28gl8uhtbUVhx9+OE477bRhyxElEgl87WtfC9fbPeiggwAgnMe5YMEC/PKXv8R9992HF154ARs3bkQ2m0V9fT122mknHHnkkfj4xz8eHmew7UQigR/96Ef47W9/i9WrVyOXy8HzPOy9994TOpbS8/r1r38d2WwWnudh//33n/Djg/vMmzcP//7v/x6uk3zAAQeMug0pJb74xS9i8+bNYRU7GMKcSqVw3nnnhedp8eLF4eMaGxvxk5/8BL/97W/x4osvYtWqVRgYGEBjYyNmzZqFnXbaCaeeeioWLlwYDqHXWuOQQw7BL3/5Szz66KPo7e2FbdtobGxEMpkMq54XXXQRjj76aDz66KNYuXIl+vr6YFkW5syZg3333RennHIK5s2bt8Xw+D333BN33HEHXnrpJSxbtgyFQgEtLS048cQTsXLlSvz6179GMpmEaZqor68H4F+vp512Gvbff/9wfePSamzw2n7mM5/BzjvvjN/97nfYsGEDLMvCwoULceaZZ2KvvfbCLrvsEs5tD+aEt7e34/zzz4fWGrlcDocddli4TQA4+eSTseuuu8KyLNTV1YXLfwH+OsAXXHABpJQoFAr4wAc+MOyxRERERESjEZqdaca0Lev+jrctYGYrVGeffTaef/55AMDhhx+Om2++OfzZyHA0mWMdeV/XdcOhraVDaafy/FWbkcfueR5c191iOO/I+03knJXeRykVfngSdMkObi8dZfDkk0+ir68vDLfHHnvssG1+5zvfwS9+8Qs0NTXBdV3893//NxYtWjThOeal+xR0BC+t/kf1OiAiIiKiyhLZCrDnecOqtqPNgSxd4qdUMOc0WH5mPMH81fFCRDAUdTIm2gU6EFTqgjmfpd+P1om5dJ+C4w0E5yV4bOn819LnGKuhVXDOgn0oXVpnokpfv8mei2A/Sl/Xkcc41nMJIYYF2LHO08gwaBhG+LjgHIx2XQTDikcGz5Hnv/QcllZGPc8bth/B+b311lvx+OOPo6mpCZlMBp/5zGdw+umnw/M8PPPMM7j77rvR2NgI27bR3t6OXXfdNXyu8Y5/5D6V/rx0H0vPU3Cfrb0Gpf++Rj7vZF4/IiIiIqJAZAPwaG/iRxMMOx3NVL3pHq8B0fYorcgGIbE0hI0VZiayTyO3NdrtW3tc8P22mOjrN95+TPS8j/dcW9vGtpyjiVxXpQF3vO0GH0acdtppeP7552FZFmbPno177rkHDz/8MAB/LnsikYBSCn19fVi6dGnYtTloODYRI/ep9BjG+oBpvPM33nmYzOtHRERERBTgO8ga1t/fj87OzvDvpaZySCqHt27ddJ2jrW03qLR+5CMfQXd3N2688Ub09vZCa418Ph8+3rZtNDU14atf/So++9nPbtewZV4PRERERFSpOAe4ht1///1YtWoVAL9p0Mknn1zeHaKyCQJtR0cHHn/8caxduzbs6FxfX49ddtkFRxxxRDj0mYiIiIioFjEAE0XERKq6E216RURERERUjTgEuoZNpHkRRUdp8zJg+JzdIBwz/BIRERFRLWMFmIiIiIiIiCIhcuUe5n0iIiIiIqJoilwAZodaIiIiIiKiaIpUAFZKYd26deEcSCIiIiIiIoqOyAXg9957jwGYiIiIiIgogiIVgAEgFouVexeIiIiIiIioDCIXgNkEi4iIiIiIKJoiF4CJiIiIiIgomhiAiYiIiIiIKBIYgImIiIiIiCgSGICJiIiIiIgoEhiAiYiIiIiIKBLMcu/AWLTWEEKM+v14P5vqfSAiminT8XuMiIiIiIZUbAAWQkApBdd1YZompJTDfgYAjuPANM0pf9OotUYul4NSakq3S0Q0HiklkskkgzARERHRNKnYAPynP/0JL7zwAmzbRjwex9FHH41FixZBa43e3l48/PDDWLduHVKpFA477DAcfPDBU/r8SimkUim+ESWiGaG1RjabLfduEBEREdW0igrASilIKfHKK6/gD3/4Az74wQ9i3rx5eOONN3DvvfeiqakJu+yyC+6991709fXhuOOOQ09PDx544AEkEgnsu+++UzocWgjBAExERERERFQjKioAB8Oc//KXv2CHHXbAiSeeCADYZ5998N3vfhdr165FPB7H2rVrceaZZ2LvvfcGAHR0dOBPf/oT9tlnn3EDK8MsERERERFRdFVUAA4cdNBBaGxsDCvCg4ODsG0bqVQKGzZsQCwWw8KFC6GUghACCxYswDPPPAPP82Caww9JKQXP8yCEgOu6ZToiIiIiIiIiKreKDcCBdevW4b777kNdXR3e97734eWXX4ZhGMMaYxmGAQBhwyxgqDP0+vXrsWrVKsRiMXieF4ZmIiIiIiIiipaKDMAAkMlk8MQTT2DZsmXYZZddcPrppyOVSsFxnC2WQwqWKxqtU/S8efMwd+7csAK8fPlyLm9EREREREQUQRUVgINA29/fj9tuuw2Dg4M49dRTsWjRovA+8XgcnufBtm0kEgkAQKFQgGmaYSW4lJQyDMas/BIREREREUWX3PpdZt7zzz+PQqGAc845Jwy/QdV21113heM4eO2118K1gl977TXsvvvuMAxj3OouK79ERERERETRVVEV4GCY8ltvvQXbtnHHHXfAtm0YhoFcLofDDz8chxxyCPbbbz88+OCD6OzsxKZNm9Df349PfOITADClyyARERERERFR7aioABw47LDDYNt22LBKCAHbttHW1gYAOPnkkzF37ly8++67qK+vx2c+8xnMmzcPWuth84AJgFb+V0AYAD8gICIiIiKiCBK6RsYFT6Ty67ouli1bhoMPPniL5ZJGbiuTyaCurm5S1WS1HadSCIFpiaXK8wOwEIDWgDQAMYUfEpSG60kTkQjjajvOkX9dVPc50koBAsBk/nmI4I9oXCPAtv/eISIiIqKJq8gKsFKjB4agGhzcR0oZzust5xtGrYF7//Ie1nSnETPHn4c8khACjqswtyWJMw9bWEXv9TXyf70NqmcVYMb8kzBhAvBsyKZ5SBzyWaDKA95YNDQeWvEbrO9fA8uMTe66gIDjOWiv3wH/uPdp1RmCtcbGe+5GfvVqiNgkrxEhoB0bsR12xLxPnhWZEExERERE06siA/BEhjFXUmdnDR2G31TMnFQlWAqBLFxs6s1CQ08o6HieBwCjdr3eFkopaK0ntz2t/fBrWICVmlwlWEjA1lD96/1QNMZrqJQadd1mKWVFvO5bo7X2w68RQ9JMTaoSLIUEkEVHeuOERjcEr2HwodCkX89poLVGbvVqyHgcRirlV4InSEgJLytQ2LhhQsfveV74AVnwAVq5j5+IiIiIKk9FBuBqFDMlUjFzmwIwAGQnMT50qt/Yb/O8aTMGWCmIWN2kA7AGACe71f2q9jndlhFD0kohaW1LAAagxz9HALaY+z5ynexyErEYjFRqmwIwMPHO7aX/Jkr/XgnngIiIiIgqBwPwFNHanwMcfE2G0nrCo0M9z8Ndd92FxsZGfOQjHxmxD/6b/dGGhWut/WmYWgMYup8QAs8//zwGBwdxwgknDLv/yG1sQeuhJluTneeq1ZhDYoP9+stf/oJXX301rOoZhoEFCxbgQx/6EEzT3OJ4Rz3mcX5eepxbe+xEHzfasSitwq/JUFpBb+WDkWAqwMsvv4ynnnoK69atQ0NDAw4//HAcf/zxY+5TaUge7Ti2dvylj93aNaKVCr8mQ6uxr5GRHn/8cTz77LPo6+vDjjvuiH322QcnnXTSsOu8dL+n6vjHOvZKmJpBRERERFuq7vJahATDnpcvX44rr7wS1157LTZv3gxgaM506Zv94O/hG/HiGslCGuGb8mCbf/zjH3HXXXeF2yrdBjDz6ycHz/fII4/g5ptvxiuvvIJXX30Vzz77LC666CL8+7//OwqFQri/wb5uccwjzkdpoCm9z8ihs6M9tvQcjLbNcvSSCyq/v/rVr/DlL38Zf/3rXzF37lx0dXXhwgsvxLXXXhver9TICvFoxzjetRT8vZzHHzyn67q46qqrcN5552HlypVob2/HypUrcdFFF+Eb3/gG+vv7t3jsthx/cP/SP8f691F6TQbfExEREVFlYAW4SgRvpv/whz/gfe97H/r7+/HUU0/h9NNP96uMSsF1XcRiMQwMDMC2bcyaNQswDGjXgZ3PI55IwS7k0dPbh7lz54adsOvq6tDY2AhgaDj0wMAAHMdBW1tb2apYlmXh4IMPxg033BDe9tBDD+Gyyy7DG2+8gQMPPDBcIqujowP19fVoaWkJ75vP55FIJKCUQldXF1pbW8NjDo6pq6sLhUIB7e3t4c9c14XWGpZlobe3F0IINDc3h9sd7zlnSlD5ffXVV/H9738fZ599Nr74xS+GP3/44Ydx7rnn4uCDD8YxxxyDXC6HeDwOKSU6Ozsxa9YsCCGQzWbR3d2N5uZmNDQ0hNse9VrC8KrnaOdmpgTh/9FHH8Xtt9+Ob33rWzjzzDPDnz/zzDNYunQp5s+fj6VLlyKfzyMWi034+G3bRiKRQDabRTabDe8PDF07fX19aGxshJQSjuPAsiwA/r+hTCaDXC6HWbNmVf0wfiIiIqJawgBcBYI3+4ODg3jiiSewdOlSLFu2DA899BBOP/10GIaBN998E9dccw0WLlyIV155BX19fTjssMNwwTe+Acsy8JWl/xdz57Zj9eo12LRpE+bNm4f/+I//wIIFC+C6LlzXBQDkcjlcf/31ePbZZ2EYBubPn49vfvOb2GmnnWZ8PmXQ2KhUc3MzLMsKw+rjjz+OH/zgB5BSIp1O4/DDD8c3vvENpFIpfP3rX8esWbOwfv16rFu3DvX19bj00kux7777Ip1O48orr8Qrr7wC0zQhpcR5552Ho446Co888gjuvPNO7LbbbnjppZeQyWRwwgkn4Gtf+xpM08STTz6J66+/PnzOI444Av/2b/9WluVr7rnnHixcuHBY+AWAk046CVdddRWampoAALfccgvWrl2LgYEB9Pb24o477sBvf/tb3HTTTUgmkxgYGMBJJ52E8847D2+99Rauvvpq7L777sOupfPPPx/19fXo7e3Fd7/7XbzxxhsQQmDvvffGBRdcEH4QMN3noLTZ1913343DDz88DL/BNbNkyRKceeaZ+O1vf4ulS5fi5z//OVauXLnV4//a176GDRs24Fvf+hb22WcfLFu2DL29vdh7771x0UUXYdasWVizZg2uvPJKrF69GrvuuitaWlpgWRYuv/xyKKVw880344EHHoBpmmhpacEFF1yA97///ZyPTERERFQBWJqoAsEQyyeffBKO4+Ckk07CkiVL8NZbb+Hdd98FADiOgxUrVuC9997DZZddhksuuQSP/vGPuO3XtyEWj2PdunX485//gn/5l3/B97///TAAAhi2nNTNN9+MZ555Bt/5zndwww03wLZtXHLJJUPdmGdwqGssFsOaNWtwww034Ac/+AEuu+wy/Md//AdOPPFELFq0CNlsFldeeSWOPvpo3Hrrrbj66qvx6KOP4rnnnoMQAj09PXjyySfxiU98AjfccAO01vjJT34CALjrrrvw/PPP44YbbsAvfvEL7LPPPviv//ovAH4FcPny5RgYGMC1116Lz372s7j77rvx1ltvQSmFyy+/fIvnfPbZZyGECIeVT6fSAPjOO+/goIMOCm/v7u7GW2+9hXfeeQcf+tCHsOuuu4aPe+SRR7DTTjvh/PPPx9q1a3HNNdfgM5/5DH71q1/hwgsvxL333ot33nkHsVgMb7311rBr6Y9//CNuu+02SClx9dVXY82aNfj+97+P//zP/8SqVatw7bXXzni4KxQKWLlyJQ499FBoreF5HgzDCLuH77fffsjlcujr64MQAr///e+3evwrVqxAIpHAe++9h+XLl+Pf//3f8e1vfxvPPfcc/vCHP0AIgUsuuQTZbBbXXnst/vEf/xFPPvkkNm7cCMD/QOL222/HhRdeiB//+MeYO3cuLrzwQmSz2S2GWRMRERHRzGMFuAoEweL3v/89DjroIHieh7333huJRAKPPfYYdt99dwBAPB7HOeecg3322QcAcOaZZ+LxJ57AZz/zv+C6Ls48/TQsWbIEAHDOOefgkksuQS6Xg2maYVOpBx98EKeeeioWLFgAx3Fw6qmn4oorrsDKlSux++67Q2kddq6eieO2bRudnZ3hsNT6+nqsWLECq1atwg477ICrr74aCxYsQGdnJ7q7uxGLxTA4OAjAr2afccYZOOmkkwAAJ554Ih577DEAwLHHHotDDz0ULS0tWLNmDbTWcBwnfO6WlhZceumlqK+vx84774xbb70V69evx7777ourr74au+6666jPOZM8z0NPTw8aGhrC6uJDDz2En/70p5g1axY6OjpwxBFH4Lvf/S5c18Wee+6Jiy66CIA/xP2//uu/sHDhQmzYsAEDAwOwLAsDAwNobW3d4lo644wz8Oyzz+LUU0/Fiy++iP/zf/5PODz+pJNOwk9/+lP09/ejqalpxiqdjuNAKYV4PD7s9mD+rWVZYSD2PA977bXXuMcfDPmeO3cupJT413/91/DDhf333x/9/f3YuHEjVq5ciRtvvBH77bcfFi1ahLfeeguvvfYaAODee+/F8ccfjwMOOAC5XA5nnnlmOGLjqKOOCpu5EREREVF5MABXuGCu56pVq7BixQrEYjGceeaZMAwDruviueeew9lnnw0hBJLJJNrb28MqZPucOchkMrBtB6ZlYc6cOUM/a29HMplEV1dXuK5ub28vYrEYHn74YTz22GPhWrK77rorstmtL8cz1Wzbxm677YbLL788vK2npwef/vSncdttt+HCCy/Eyy+/jIsvvhipVAotLS3h+QL8imhTU9OwJmHB323bxnXXXYeNGzeira0tnCML+Oc8mUwiFouFTcGC2wHg5ZdfxiWXXDLqc86EIFyapokddtgBmzZtCo/tlFNOwXHHHYdUKhVWKgE/LM6bNy+cL24YBp566il885vfRENDA5qbm8PrwPM8pFKpYdfSnDlzkM/nsWrVKsRiMdx666349a9/He7PHnvsgWw26w+5Hmdt56mUTCaRSqXQ09MTHr+UMjy+9evXQ2uN1tZW5HK5cBj/eMcvpYTneYjH42hubg5f83g8DiEE1q9fj2Qyiblz58LzPGit0dLSAq01CoUCcrkc/vKXv+Dzn/88tNbha1T64QoRERERlQ8DcJV47LHHYBgGLr/8ckgpw3m/N9xwA9566y2kUink83nk8/mwwtTd3Y1ZbbOQTCTgOA5yuVz4s76+Pti2jba2tvBNfn19PTKZDM4991x89KMfhed5yGazePHFF7HbbrsBmPllXUY+X2trK2bNmgWlFJ555hncdNNN+N73vofDDz8c8XgcJ5100hZdoEvDqVHshn3xxRdj1qxZuOWWW7Djjjvi9ttvxy9/+cthz1sabJVSaGhowJ/+9Cf8+Mc/xn/+53+GzzlyOaqZEOzbvvvui4ceegiDg4NoaGhAfX096uvr4TgOVq1ahb322mvY8QghYBgG7rvvPtxxxx348Y9/jP322w/ZbBannXZaGAILhcKwa6mnpwetra3YYYcdkM/ncckll+DAAw8E4DcSe+211zB79uzg5E3rsQfHYpomDjnkEDz88MP4whe+gGQyCcBvnua6Lh588EEceuihAPxq+daO//TTTx/WFVoIMeza0VqjubkZjuPAcZzw3GzcuBFSSliWBc/z8NGPfhRf+MIX4DgOPM/D888/j0WLFgHYjjW3iYiIiGhK8N1YBQvCm+u6eOCBB3D00Ufj4IMPxoEHHoj9998fZ5xxBurq6vDwww/DNE3k83nccsst6Ovrw9/+9jfcc889WLLkCBgxC5Zp4r7f/BarVq1CZ2cnbr75ZixcuBCpVAqFQgG2bSMWi2Hx4sW45557kE6nIaXE97//fdx0001hh9uZ1tXVhRdffBEvvPACnnnmGVx77bV47bXXcPTRR4eBfqeddoLnebjxxhuxbt26cGhsEHoCwW1aa+TzecyePRtz5szB66+/jjvuuANSSti2HS6vUxq+gyZhmUwGlmVt8Zy2bZdluZuzzjoLWmt89atfxfLly9Hb24tXXnkFX/va17B69eowcI08F5lMBolEAvPnz0cmk8H111+P7u5u5HI5AP7w8ZHX0qGHHor58+djhx12wK9//Wu4rot8Po8rrrgCd91117C55DPlM5/5DAYGBrB06VK88MIL2Lx5M1599VV89atfxcaNG/GFL3xhwsff1dWFfD4fdsEeufRVLpfDggULkEgkcP3116OjowMPP/wwHnzwQSSTSUgp8aEPfQj3338/Ojo6YFkWfv7zn+Oaa66Z0XNCRERERGOLVAW42jqwBnMpX3vtNWSzWZxwwglhiBNCwDRNnHjiiXjppZdw+OGHY/bs2ejq6sLnP/95DAwM4MADD8RZZ30a+WwWiUQCVszCN75xPvoHBtHU2IirrroKWmskEgmkUikAwPnnn4+LL74Y//zP/wzLsiClxKWXXop4PD7jQ32bmprQ29uLK664IhyKXF9fj8suuwxHHnkk+vv7cdBBB+FLX/oSGhsbsffee+Okk07C//zP/+CDH/wgZs+ejVgsFm4vHo+HQeVf/uVfcO2112LZsmWor6/Hhz70Ifzud7/Drbfeip133jlcEqd0X2zbxhFHHIHFixcPe84TTzwR//M//4MjjjgCO++884ycpyBs7rjjjvje976H6667Dv/2b/+GVCqFTCaDJUuW4Ctf+Qr+/ve/AxgaLhz42Mc+hmeeeQaf/vSnkUwmcdBBB+EDH/gAbrzxRpxzzjmYM2fOFtfSJz/5SWitw8ZYwfdNTU246qqrwn2aiX9nwXPtvvvuuPHGG/Gd73wHF154IeLxOAqFAlpbW/H9738f73//+wEAqVRqq8d/6KGH4kc/+hEuu+wytLa2DpurW1dXF86Vv/7663H55Zfjf//v/43Zs2dj//33Dz8g+eIXv4h169aFFWnbtvHNb34Ts2fPZhdoIiIiogogdITaktq2jZdeegmHHHJIuIzOaLTWyGQyE17WRmmNG//wJpIxE6mYCTWJUyqFQNZ2kbNdnHPC3qM2mCoUCuG8zJEcx4Ft23jnnXdw8cUX45ZbbkE2m0U+nw/f/Oczgzj1jE/iq0u/goMP+QBWrV6DffbZO5zzGlQ9S5sJ/e1vf0M+n8fee++9RZMhAIBWyD75PcBKQsTqAD2J6qeQ0HYGcHJIHf1vgBg9LNq2HQYLAOE855HH/9Zbb6GpqQk777wzHMfB2rVrw7+bphlWrx3Hgeu64TbWr1+P7u5u7LHHHkgmk1i/fj1isRhaWlpg2/aw853NZhGLxWCa5rjPaZomNDQEBJRW+PlLNyFhJZG0UlCTOEdSSOScLPJODp876MuQY5yj0lC1cuVKdHV1YYcddsD8+fMBDK2FHFSoE4nEsGN6++23MWfOHOy4445Ip9Po7e1Fd3f3mNdS8Hyu6+Jvf/sbAGCfffYZNfBrpbDqhzfASKVgpFLQk6iQCynhZbPwslks+MpSiDE+UAj2R2uNdevWYe3atWhpacFee+01LJBP5Piz2Sw6Ojqw8847w7btcN3k4DwG84uXLVuG/fbbD6Zpoq6uDtdeey3WrVuHH/zgB+G233nnHQwMDGCvvfZCfX39hMLvZH/vEBEREdHkRaICHLz57OjoQKFQmJbqnBB+mJ1sh+TgMeM9bNQAWhQEPK01BgYG4LpuuPSN1gCEP+8xnU4jk8ugta0NrW1txZ/756W0ShrcFgQeAGNXNIXww+sY4WxMwWO2cq5isdiwfRu5P1prWJaF/fbbL/yZZVnhfOWRH3JYlhWGYa015s2bh3nz5oXbDP4+2mNLw/B4zwkAAkPHJYSAFHLMADuW4DGl2xpN6Vzl3XbbLdyP4HUMAt/I86i1RiqVwgEHHBB+H8wf7urq2uJaKt1mMP+29ByMGfCEgJByzAA75nEFj9nKNVJ6/PPnzw+DPzD8up3I8adSqfB4R37QEpzHQqGAq666CvPmzcNnP/tZvPnmm7jvvvvw7W9/GwDCpZj22GOPYc/FQEtERERUGSIRgIM3n+3t7Vi3bt20DFG1XQXAr1ZuSwXYccevjo31Jjoo4Le0tOCYY45BMpkMO91KaUBoQBoGPnzssZg/b6fieqkKhiGHbS/YfnBbaefkMc+VawNaQwOTrgDDzgDe1jvjjhygULo/QeWvdN9HNsAaec5G3jf4vnT+6miPLf1+vOccyfHs8O/bUgF21NbPUWnX65Gv48j9Dv4+2rkLmkSNdi0ZhhE+NjhXpcc9VsDTtg0veP5JV4Az0I691fuWvnal+zTyut3a8W/t2gmWXLr++utxyy234KabbkJTUxMuvfRSfPjDHw67pgf3DbbF8EtERERUOSI1BNrzPLz44os4+OCDp3QItNbAvX95D2u604iZxqQaAQkh4LgKc5uTOPPwhVPfQFd5fjg1LEB7AMTkK7aj0sj/9TaonlWAGSuWmydKAJ4N2TQPiYM/OyNL5pSDhsZDK36D9f1rYJmxyV0XEHA8B+31c/GPe5++1UpwRdIaG++5G/nVqyFik7xGhIB2HMR22AHzPnlWRV4jruuGv0emosrLIdBERERE0y9SAdh1XSxbtmzKA3BgMpXfkQTGHwY9EaO+CS8GYA34EUoaUxSAgyfdns7HoiKDzVSbTOV3JCFEWcLvVA7b1Ur5F98kPyMJB5NX2DUSVMpLq8hTMaKEAZiIiIho+kViCPRMmez836k23ptmIcQkq7QTfVKupLU1k53/WwmmMoCF839rJNOVDjnnEGciIiKi6lJ978yJiCoAgy8RERFR9WEAJiIiIiIiokhgACYiIiIiIqJIYAAmIiIiIiKiSGAAJiIiIiIiokhgACYiIiIiIqJIYAAmIiIiIiKiSGAAjgQ94k8iIiIiIqLoMcu9A5VM6xoIjEICEIAAIAz/tlo4LqIaUxO/b4iIiIgqHAPwGKSUyGaz5d6N7SMEdKYb2s1DmAloJwuRbIWI1wNalXvviGgEKTkoh4iIiGg6MQCPQgiBVCpV5RUZDUDA7lgGPbABomEuVM8qWLsugZGa4wdgIcq9k0RUQvDfJBEREdG0YgAeR/W/GRUQQgJCQggJISWEEMXcKxiAiYiIiIgoUjjejoiIiIiIiCIhUgG4+iu6REREREREtK0iFYA9z6vyeb1ERERERES0rSIRgIPQ29HRgUKhwE6rREREREREERSJJBgMfW5vb0c8HodSXAKIiIiIiIgoaiIRgAOGYXAeMBERERERUURFKgBz/i8REREREVF0RSoAExERERERUXQxABMREREREVEkMAATERERERFRJDAAExERERERUSQwABMREREREVEkMAATERERERFRJDAAExERERERUSQwABMREREREVEkMAATERERERFRJDAAExERERERUSQwABMREREREVEkMAATERERERFRJDAAExERERERUSQwABMREREREVEkRCoACyHKvQtERERERERUJpEKwJ7nQWtd7t0gIiIiIiKiMohEAA5Cb0dHBwqFAqSMxGETERERERFRiUgkwWDoc3t7O+LxOJRSZd4jIiIiIiIimmmRCMABwzA4D5iIiIiIiCiiIhWAOf+XiIiIiIgouiIVgImIiIiIiCi6GICJiIiIiIgoEhiAiYiIiIiIKBIYgImIiIiIiCgSGICJiIiIiIgoEhiAiYiIiIiIKBIYgImIiIiIiCgSGICJiIiIiIgoEhiAiYiIiIiIKBIYgImIiIiIiCgSGICJiIiIiIgoEhiAiYiIiIiIKBIYgImIiIiIiCgSGICJiIiIiIgoEiIVgIUQ5d4FIiIiIiIiKpNIBWDP86C1LvduEBERERERURlEIgAHobejowOFQgFSRuKwiYiIiIiIqEQkkmAw9Lm9vR3xeBxKqTLvEREREREREc20SATggGEYnAdMREREREQUUZEKwJz/S0REREREFF2RCsBEREREREQUXQzAkSCKX0RERERERNFllnsHaHoJIeFle/z4KyQADgMnIiIiIqJoYgCOAJXpglQeRLwerAQTEREREVFUcQh0rQoKvdqDUB4ABe0VwABMRERERERRxQBc47RrQ0sJQACuDXAZKCIiIiIiiigG4FqnvKHQqxywAkxERERERFHFAFzrtAuhAQgD2nPBJlhERERERBRVDMA1TisPWmtAmoByy707REREREREZcMAXOs8F0JI/5X2PBaAiYiIiIgosip+GSSlFIQQECXNm7TWflWzxMj7UJFyi3OADWjFIdBERERERBRdFR2AtdaQcssiNcPuBBRPj1YeNAQEBKA9MAATEREREVFUVXQAFkLglVdeQWtrK+bPnw+lFKSU6OjowNq1a2EYBgDAdV3Mnz8fc+fOhdaa4biUcv0CcNgJOpgHrMGO0EREREREFCUVHYA3b96Me+65B8cdd9ywAPzSSy/hz3/+MxoaGgAA2WwWxx57LAPwMEHgVX74LakIExERERERRVFFBeAgvHZ2duK+++5DV1cXDMNAPB4HgHA49MaNG3HMMcfg6KOPhlIqnCdcep/RRDIYawd+B6wgATMAExERERFRNFVUAA7EYjHsvffeMAwDjz/+ODzPD21CCHieh3Q6jYaGBvT09EBrjVmzZo25LaUUPM+DEAKuG8FlgLQCEIR/7XeCJiIiIiIiiqCKCsBBhbapqQlHHnkkAODJJ58MOz4LIVAoFOA4Dv74xz8ikUggm81ixx13xMc//nG0tLSEVeTgz/Xr12PVqlWIxWLwPG9YtbjmBWsA+5OA/dtYASYiIiIiooiqqABcSik1asU2nU4jFovhgAMOwOLFi8Ph0g899BA+9alPhfcLQu68efMwd+7csAK8fPnyLZZQql0KKD1WDQZgIiIiIiKKrIoNwFLKLebzKqUwZ84cnHvuueFtbW1tWLJkCZ566inYth3OFx5tO5Gp/BY7PPsNr0q6PQsB7Tpl3C8iIiIiIqLyGbtjVAUSQuC9997DM888M+z2YL3g8RpgBfeLFOX5FeAg+AtZbIpFREREREQUPRVbAQ4opYbNAR4YGMD9998PKSUOOeQQbNiwAc8++yz22msvWJbFZZBKaQW/Agz/TyGgvWBYOc8RERERERFFS8UH4EQiAcuyAPhheP/990dnZyeefvppvPDCC7BtGzvttBOOO+64Mu9p5dGeE64DrDVGBGAiIiIiIqJoqegAbJomli5dCsMwAAyt8Xvcccfh4IMPRldXF5qbm4ctg8Tq73gEoDgEmoiIiIiIoqmiAzDgrwk8ktYazc3NaG5uHnYbw29R0PdKudBaFb8p3ugVAzBPFRERERERRUzFB+DRBOv8ln7P8DuKYA6wGOoC7d9GREREREQUPVUZgAEOdZ6QEWHX/+BADe8MTUREREREFBFVtQwSTVAx22rXhhBy+A+0hlZBI6yILQtFRERERESRxgBc00ZUeUVxLrBiJ2giIiIiIooeBuBaph1AyGKhtzjsWXtDjbCIiIiIiIgihAG4JvmVX62KATgc6uwPgYb2yrZnRERERERE5cIAXMtK5/9qwA/ACjqoAHMKMBERERERRQgDcC1zneHdnoO/K1aAiYiIiIgoehiAa5h27eFVYGhAGEMVYK6EREREREREEcIAXMvEiJdXA5ASWrMJFhERERERRQ8DcM3SgBoxBBrwQ7EKAjBLwEREREREFB2RCsBiZBisdcqBCKrAAgA0BAzA5TrAREREREQUPZEKwJ7nQesotT4eJfBLyXWAiYiIiIgokiIRgIPQ29HRgUKhAClr/7C1Uv6avxDwJ/8Ww7AwoD27+DMiIiIiIqLoqP0kiKGhz+3t7YjH41BKlXmPZoBy4Xd9HjkH2A/EmkshERERERFRxEQiAAcMw4jePOBSGn4A1hrQnAdMRERERETREqkAHKn5vzqocgs/+Po3IhwSHc4DjtA5ISIiIiKiSItUAI6GYqD1HOhRhkD7XaE1tHKLleDiF4MwERERERHVOLPcO0AzTAg/7yq3GI4jPCSciIiIiIgihQE4UoYqwtrOQnkbih2hBWRdK0S8AcM6RhMREREREdUQBuAapd28P7S5OOS5lJAmVN8aeN1/B6QF7WRgztkb1q5HlmdniYiIiIiIZgDnAEeNBiANPyAbMcjm+ZDJZn9OMBERERERUQ1jAI4gISS0V1wnWKtiEywiIiIiIqLaxgBca4IsG3R5FiNf4uJt2uV0XyIiIiIiihQG4FrleRBjJVxpAK4DLn1ERERERERRwgBcq6Thd3wWIwOwBoQB7TnMv0REREREFCkMwLVIe9CFAWg7D7j2iJ+hOARaQWuvLLtHRERERERUDlwGqdYIAXvV83DXvAjYOehMN0RD+4j7FP/UCpwETEREREREUcEKcA3S+X4Iw4KI10MrD1DesKHQQkhACkC5EFsMkSYiIiIiIqpNrADXImEChgXAG70LNIT/h1Izv29ERERERERlwgpwLdLaX+dXCIza6SoIxcoFir2iiYiIiIiIal2kAnCkhvtqPUoH6CIhICD8odFEREREREQREakA7HketGa9M+gE7XeB1myDRUREREREkRCJAByE3o6ODhQKBUgZhcMeL+hrwDAAz+EHAkREREREFBlRSILh0Of29nbE43Gomm/+pAHPGaUBVilZnAPMAExERERERNEQiQAcMAwjWvOAxyMMwHODb8q6K0RERERERDMhUgGYw30DGpASGqq4RnC594eIiIiIiGj6RSoAR4bWxQ7PYydbEdwvrAITERERERHVNgbgWqXV2Msgafg/Uwq6uBYw5wITEREREVGtYwCOJO03yNJqAs2yiIiIiIiIagOTT2QVq8OaQ6CJiIiIiCgaGIBrkfIQVnnHHNqsAWlAe44/F5iIiIiIiKjGMQBHVXEesHad4Jsy7xAREREREdH0YgCOpGLYFQbg2awAExERERFRJDAA1yKtJnInf4i0cqGhWf8lIiIiIqKaxwBci8IAPH6sFUIAUMW1gBmBiYiIiIiotjEAR44e+hLS/6tyx14zmIiIiIiIqEYwAEeNMABp+uG3WAHWnl3uvSIiIiIiIpp2DMA1pdjMSim/sZUQJasgCUAr6Hw/dKYTOtfv31/DHwLNCjAREREREdU4s9w7QNNgiznAGgICKj8Id91foTKboXrXAcKASDT5Q6DZCJqIiIiIiGocK8BRIVCc62tCJGcB0oL2XEAY0CpYC5iIiIiIiKh2RSoACw7z9Yc6B18AIGWxCzQDMBERERER1bZIBWDP86B17Qc9rVz/OIXAVoOtNPzKMBERERERUY2LRAAOQm9HRwcKhQKkjMRhT5AAlOc3zSIiIiIiIqphkUiCwdDn9vZ2xONxKKW28ogoKQ6FVl55d4OIiIiIiGiaRSIABwzDiMY8YK0muKyRP0xaA9AMwEREREREVOMiFYBrf/5vMfRqDxATeGk1EFwCWrsltxEREREREdWeSAVg2pIQwp//67ECTEREREREtY0BOOrCkdKcF01ERERERLWNAbgWaQ9+sp3AeGYNf76w50zzThEREREREZUXA3At0mpyzb6EgA7WAo5AjzAiIiIiIoomBmACILkMEhERERER1TwG4IjTxaWQ4BUrwCwBExERERFRjWIArkHatQFpFKcAbz3QCiGBYBkkIiIiIiKiGsUATP4cYI8BmIiIiIiIahsDMPlDoKEBxaWQiIiIiIiodjEA1yKtMKG5vKLkL1oVl08iIiIiIiKqTQzAtUh5xaruRPkBWKtgLeAJrB9MRERERERUZRiAyQ/LSgPKLVaCGYCJiIiIiKj2mOXeASoz7S+DpIUAhAEIfiZCRERERES1iQG4ZmgAAlq50MVQu9WhzMGPtYbOdMHd9Bpkogki2QLZMHea95eIiIiIiGhmRSoAi0nNi61SWiEIwxO4sx+UPQeq+z24a5cBVgIyNRvxfT8+zTtKREREREQ0syIVgD3P86ujNJzWgGFBNs0DrATANYGJiIiIiKgGRWLCZxB6Ozo6UCgUIGUNH3bYxGry1W7t5gHPnvp9IiIiIiIiqgA1nASHBEOf29vbEY/HoZQq8x5NI88BoCY/3FuIia8fTEREREREVIUiEYADhmFEYx7wpAVzgb1y7wgREREREdG0iVQA5vzf8QhorgFMREREREQ1LFIBuKYVc6tWbnEo80SJoT89B1tdOomIiIiIiKhKMQDXGuX6VdxtGurN8EtERERERLWLAbjmbNscZyFEyfJHnCdNRERERES1hwG45uhtXgaJiIiIiIioljEA1xrPGRoCPZmGVkIAQkMrdoImIiIiIqLaxABMw7ELNBERERER1SgGYEK4DrDWgPK2sYEWERERERFRZWMArjFaOcUwO9lHCv8hk1pCiYiIiIiIqHowANeKoGir3MlXcLW/AQHNAExERERERDWLAbjmbONLGg6BdsEO0kREREREVIvMcu/A1iilIITw16ktobWGLjZsGu3nkRUGWDazIiIiIiIiKlXRAVhrDSlHr2iODL1aa4ZgBHOAi+dsMqejeO609ngeiYiIiIioJlV0ABZC4JVXXkFrayvmz58/rOL73nvvYc2aNWhsbMT73vc+JJPJMu9t9dNaQ2jNAdBERERERFSTKjoAb968Gffccw+OO+44zJ8/H0opGIaB559/Ho8++iiam5tRKBTwwgsv4KyzzkJjYyMrwdtKA0JIQKvwgwYiIiIiIqJaUlEBOAivnZ2duO+++9DV1QXDMBCPxwEAhmFgYGAATzzxBBYvXoyTTz4ZAwMDuOmmm/D000/jYx/7WJmPoJyKQ5id/NAQ6MnWcoUAtDe1u0VERERERFQhKrILdCwWw957741jjjkGpmnC84ZC2bvvvgutNY444ggIIdDU1IQDDjgAK1asgOeNP381EpVhrSe/DBIREREREVEEVFQADgJqU1MTjjzySBx22GGQUg4bkptOp2GaJpqbmwH4VeOGhgbYtj0sKAeUUnAcB67rwnGcGTmO8tqO8CsktOuAHaSJiIiIiKgWVdQQ6FJKKbiuu8XtQWfokUsgCSGglBp2PyEE1q9fj1WrViEWi8HzvHBZpZqlHHAdXyIiIiIioi1VbACWUo66BJKUMgy6QQhWSkEpBdMcOpwg5M6bNw9z586FEAKu62L58uW13eRJOds4BFoPzQGu4dNDRERERETRVVFDoCeiubkZjuOgq6srrPxu2rQJbW1tMAxji/tLKWFZFkzThGVZZdjjmbZ9Q6D9JlhMwEREREREVHsqPgArNbQsj9Yae+65J1KpFB5++GH09fXhb3/7G5YvX44DDjhgi2HQI9V05RcAVDG8CgGGWCIiIiIiouEqdgh0IJFIhJVbpRTi8ThOOeUU3HfffbjllluQz+exaNEiLF68OPJrAGvlQmtsRxdoAYzSSIyIiIiIiKgWVHQANk0TS5cuDYc2B3/utttuOPfcc7FmzRokEgnMmzevnLtZQ4S/jBIREREREVENqugADPhrAo+ktYZlWVi4cGEZ9qiCaQ1/6PM2BtmgcMwQTERERERENaji5wCPJhjmrLWu/Xm9E1I8B8oGoCHEtr6sxbnDesvlp4iIiIiIiKpdxVeAxxPl+b5EREREREQ0OVVZAabpUNI9WrGqTkREREREtYcBuIZot+DP3xUS27YMUrGirsdeSoqIiIiIiKhaMQDXEhZuiYiIiIiIxsQATL7S9YM11wImIiIiIqLawwBcC4LKr7KLQ6C3szkYO2sTEREREVENYgCuJaXrABMREREREdEwDMA0RAhopaFVsA4wK8FERERERFQ7GIBrQTh11y52gCYiIiIiIqKRmJZqiVLbP/9XoGQOMIdSExERERFR7YhUABbbGw5rnYZfQQ6HQBMREREREdWOSAVgz/Oga7jDsVY2hDTAubtERERERERbikQADkJvR0cHCoUCpKy1ww4mASts/7BlUdwOERERERFRbam1JDiqYOhze3s74vE4lGLAG4sQElp75d4NIiIiIiKiKReJABwwDKOm5wFrtwAIgyOgiYiIiIiIRmGWewdmUi3P/wXgd2/eroBffLxiBXhMY11DNfzBChERERFRrYhUAKYJEJJzgMfDoEtEREREVLUYgGuJW4CwEuAY6Onh5XLwMtliCC49xwJmYwOkZZVr14iIiIiIaAIYgGvJVAzxDodAa2x/R+na0vfSS8itXgOZSEAXG6kJKeFls2g++CA0vP/9UzAMnYiIiIiIpgsDcK3QGlMTWrkM0lh0oQCzoQ5mUzOgFKA1hGWhsH49dCHvvwajfQjBQExEREREVBEYgGuE9mxoaAgRqcbeM0sIQBoQUvoDoLUGpAAMAyIW83/OsEtEREREVLEYgGk4IaCVB608CGmCQ6FHCKq84ReglYfCxo2wmpr9odFBCNYaRiqFWFtbefeZiIiIiIgAMADXgGJA1aXzdrdzLrCGPw9Y8vLYGiElVCaLvlUvwu4fgHacsBKsbRtGqg5z//FkCMMo964SEREREUUeE06tUI7/J4fgzjitPMh4AvG5c6FtuzhUWkLl8/DSGTblJiIiIiKqEJwwWjOCyu92pK2gg7H2hgI1TYyUowyPZvIlIiIiIqokDMC1QikIGIC0sD1zdkUQpBneJqZYcVfZrN8ZmhV4IiIiIqKKxQBcI1SuFyrbA53rgXZy5d6d2leslmvPg93VjcKmTcitWzf850REREREVFE4B7jqCUBrOKueg7d5BUSyCaprJeScvYp14EkGMeGvA6w92388m0CPSUgJu7sb7kA/zIYGuP19cBIJxNraoBmAiYiIiIgqDivAtcLOQMTrIRLNgFb+1/ZggBufEFCuC6e3D0Y8DmEYMBJJOD3d/lJIRERERERUcRiAa4bwv4QBlmxngJTwMmlo14GMxaA9FzIeg1ew4WWz/rJH/BCBiIiIiKiiRCoAi5ptUKRLhtxub+jyh0CzC/TWuQODEIYEpAA0IAwDwhBwBwfLvWtERERERDSKSAVgz/Nqc26mBqA8fyme7Q3AQnAJn4nwPHiZDIxYLLymtNaQVgxeOu1/iCCCpamIiIiIiKgSRCIABwGlo6MDhUIBUkbisGm6GAa8XA7a8wDTLDYK8z84kKYJ7TjwCgUuiUREREREVGEikQSDoc/t7e2Ix+NQNdekSAPaAyCnpuAoDWgn7/+dGW4LAoCX85eaEqVVd60BKaGUgsrmij8jIiIiIqJKEal36IZh1Ow8YK0VICL1cpaN1hpeNufP/x1JCEjDgMrlwOHPRERERESVJVKJqSbn/9LMUwoqn4OwrOJc6eBDFX/Or7BMuLkctJqqxmRERERERDQVIhWAa5bWEJ4zNU2wtAaEhHZzU7JrtUZICWXb0J4HaRhbfqhS7AatHRvadTkPmIiIiIiogjAAE02Q1hoQAl4+73d5Hm2ObzEAQ2mofJ7D0omIiIiIKgjfndcE7c8BnrKOVVy+Zzwq6PA8srorAECHjbG8fL5m55wTEREREVUjBuBaoaawCZaQ0E4h+GZqtlkDRHGpIy+XgzStsddK1howDGi7UPxggoiIiIiIKgEDMNEkaKX8CrBpjH0fANI04eXyY4dkIiIiIiKacQzAVc0PV1o5AHTJcNvtrNoK4c9xpeGEgLZtQCnI0ZZAKr2rNPwmWJ4HVtGJiIiIiCoDA3At0BpTOmdXSMCzp257tUJKqEIBWilAGlsZAu0Pl1aOA0gGYCIiIiKiSsAAXAuUxzWOZ4gqFCDkKA2wRioGZC6FRERERERUORiAa4BWXnH93qkIWhphF2gOgx5Oa6iCDTFe9bdIAIAUULbNhtpERERERBWCAZi2JAS01tCeU+49qSxaQ9l5iHEaYJUShgltO/wggYiIiIioQjAAV7OgsqhsQAfNlqay3Mihu6W060G7HoSx9QowtIYwJJRjsxM0EREREVGFYACuBVoXo+pUBdbidrQbPMEUbbdKFQOscmxoXdpte5yHABCG3wlaue6w7RARERERUXkwANcCpYaaYE1BxvIDngYUh0CX0o4NQAPGBIdASwntef66wUREREREVHYMwDVgaptgleLlASA8r8p2IGTxnExgCDSkADwPKs8ATERERERUCSKVcCYydDXygiCtNTQrwMN4+fzQ/N+JXEvFZmKsABMRERERVYZIBWDPq9H1ct38UGVyKhQDMJS79ftGiCoUJtwBGoA/HN2Q8HK5adsnIiIiIiKauEgE4CD0dnR0oFAoQE5lWKxprJgPNcByANf11wCeBGGYDMBERERERBUiEkkwGPrc3t6OeDwOpWprXVbt2dBTugRScVtcBzjk5XJQnufP653MKAJDwssXAzCH4BMRERERlVUkAnDAMIzamgccHIr2pjZcCeFnaV38oKAGR41PlpfPA54HIY2Jnw6t/U7QrudXkImIiIiIqKwiFYBrcv4vwPVlZ4DKZrfpQwYhDUApqHzev4GvFRERERFR2UQqANceP5DpoAmWxtRN25US2i2UPk2kuZkshGlNLsBq7VeMtYYq2NO3c0RERERENCEMwDSGqZxTXMWKVV8vl51cB2gUz54sriFcyE/xjhERERER0WQxANcCzwHEFL+UYpLNnmqYl89Buy5g+NXcSRXEtYYwDHaCJiIiIiKqAAzANUArhSkdp6z9uavaKw6BjuoY6GAJpGweUBrSMCb1oUBxgDqEafpNtAB2giYiIiIiKiMG4Crnh9+pnPxLI7nZLLRWgDG5IdAA/A8TSgMwERERERGVDQNwtdMuAFWsLE7VkOVioFbeFG2vSg2b/zvJBlih4lJIjusvhaT10BcREREREc0oBmAanTCgPa5dCwBuJgMZ27YArIWAtCwIQ/rziIUY+iIiIiIiohlllnsHaFsVq7RuwQ9mU90EiwAA2vOg8nkYdXXb8GgBnS/A7u+Hlx5Eft16WG1tfmVdGrCaGiG2ZVg1ERERERFtEwZgGp0QfnfpiPOyWcBTflCdbAVYChTWrsEAAF0oIL9uPWKtbdBKwctl0LZkCVILFhQ/wGBFmIiIiIhoujEAVzmt3JIANXXzSoWQ0FGeA1w8p142B6VKA/DkgqpyXZgNDdCpJMz6OlitzYCUyK/NQdv2tOw6ERERERGNjuNmq53ytimY0dYUG2BlMhCGP2d3mz5eKM73FYbpzwGWAkJKP1Cz6ktERERENKMYgKud9jD1yyD5c4o1FLRb2Prda1HxdLqZNGQsvn3b0n4naGU7gNLhbURERERENLMYgKuVhh+iPAeAhhBiKkdAE/w1lr1sFsKyAKW26yMGvwu0w+BLRERERFRGDMDVKlhKR1r+11R2gdbF7WtdrDAHN9aQ0vV4R/sCoLI5KM+DMIztP3opobWCch1wuDoRERERUXmwCVaV0p4Lr/sdeJ1vQw1sgsp0QzbtUMypUxBWhfRzmqrRTtATmH/rZjPQnoI0Tejt6dQcPFYD2nEhtmVFJSIiIiIi2m6RCsCiJpoOFef72mm4a/4CneuDSndBDW6GbNpxGp6vxgYJFMNooaMD+fXrASmHhiULASiFxLx5iLe3wx0cHGpWtZ1Dl0XxebTjwD+nNVZRJyIiIiKqApEKwJ7n+ZW8mqABMwmRFBBKQaS7pnbb8EOf9pyaHLCb/vvfkVmxAmZTE6CUf6OUcAcG4ObzfgAeGICMxaCDn28jDYTLVPlDoImIiIiIqBwiEYC19ptEdXR0oFAoQMoaqWpqPbQO8FQLmmrV6FrAQkjE2toQmz0b2vOPURgGbMOAkAa08uDlcjDq67f/uYBiJ2gD2vablnEeMBERERHRzKuRJDi+YOhze3s74vE41HZW9CqH9gPqtq5RO5Ht1/BQXe150I4z7Et5HoSU8DJZKKUhTHPKPmAQhoRynBoahUBEREREVF0iEYADhmHUyDxgwK8g+gF4WpZAEsW5sZ7tf1+rmS3oph18FbmDaQDanwO8nYE1fLQ0oG27ds8lEREREVGFi1QArs3KWy0eU/kI+NeJ098HIxabkurv0BBo6Q+3rtFh5URERERElS4Sc4BrlvaXQ4IwMC1BWEh/+0B0pqxKCe04cNNpyHh8+5Y/2mLbxcZirjO16zYTEREREdGE8F04jU0IQLnl3ouZU6zSuoOD0J6a0vm/gD8XXUND2S7zLxERERFRGfBteDXTHiA0RGTKszPDTacBgSmZ/xvQWvvVZRUshcTXjIiIiIhopjEAV7VpnP+rNYRhQnv54g01HtiKQ5211vAyGchEYurnjAsBIQW0w7WAiYiIiIjKgQG4aglopYpLytZ4OJ0pQhSXQ7IhrVgYiqdM0AjLCdYCJiIiIiKimcQAXK0EAK1QTMDT9CQS2otOtVIIAS+X9Su1psR0hFQhDWjHhVYMwEREREREM40BuJpN27JOwu9SLE1AqWl6jgpSPI9aa3jpDKRpApjitZWDzygMCWXbU7hhIiIiIiKaKAbgqiWK68lO8TBdIQDlQNsZaDsL7UUkrEkJ7brwctli92dMfWE9GAKtvOLyVRy6TkREREQ0k7gOMA2jtYbqehdauYBbgLBS0PMPgZAmpne4dXkJIeBm0tCuC0zx8kfFZ0DphxXacWr1VBIRERERVayqDMBa6y069AohIKJUUQvW6FUaMIrhakq26QFOASJWB0gLupD2h0FHYKyAl05DSL9Ts2/qrychJZTS/mvHxYCJiIiIiGZUVQbgyIXdmRbM/zV0sXDpAIiVe6+mjxDQngc3nYGMxf0PFaaDBiD9DyuU67AATEREREQ0w6oqAGutIYRAR0cH1q5dC8MwAACu62L+/PmYO3dueJ+apzWgXUBOUxVRa/iJTRe7TdcuISTc9CCU40CYJvR0dH8GitsVxWnW7pQ/BxERERERja8qA/BLL72EP//5z2hoaAAAZLNZHHvssdEKwMA0doEOCP85lDfNz1NmAnDTgxBSQGsx7VOdhTSgXXeLYfxERERERDS9qioAy2K1c+PGjTjmmGNw9NFHQykFpVQYeuV0VUQrjoZWCjCM6Viu1ieEX2hWXk0P11WeBzc9CBmPw8tOZ2W2eBYNCeVEZ31lIiIiIqJKUXVp0fM8pNNpNDQ0oKenB729vbAsC6a59Sxfc5VhrTD9rYT1UKW5xgqWurgskcrloG3HX/93uub/AsVx0BqQhr8MUq2dUCIiIiKiClc1FeBgaHOhUIDjOPjjH/+IRCKBbDaLHXfcER//+MfR0tKyxRBopRQ8z/OXuXFraN6lhh+AxRR1gB6NEBBaAV4tVysFvHTaP49Swl+qqBj6txiiPDXnWUh/mLUO5gHrKV7LmYiIiIiIRlU1ATiQTqcRi8VwwAEHYPHixejs7MR9992Hhx56CJ/61KfC+wVBeP369Vi1ahVisRg8zxs2XLq6aUB7EEKykLiNhBDQWsEdTEPGrOBWCMOEsKzhDcaEgJDGlD0voMNh0LW7ujIRERERUWWpmgAchNY5c+bg3HPPDW9va2vDkiVL8NRTT8G2bcTj8WH3nzdvHubOnRtWgJcvX147zYeCyuG0HI8fy7RW0KqGKucBrQEpofJ5KMeGkUoWG34p5Neug7TiI7pfCxQ2boTZ1Lj9z11c/1e7Nd5cjIiIiIiowlRNAA4quu+99x7WrVuHJUuWDPuZlHLUBlilt9dG5Tegi82ppnEINDA01LoWCQEvkwG0gjAMQAgo20Z+3VoYsdjQBwsC0EqjsGEdjLo9t+9DB62LawED2rGn6ECIiIiIiGgiqi4ADwwM4P7774eUEocccgg2bNiAZ599FnvttRcsyxp3GaSaqfxiBo9FCKAWK8AAoDTcdNof7hzSELE4rFltJQFYQCuF/NrVU/O8Gn7zrUJharZHREREREQTUjUBOKji7r///ujs7MTTTz+NF154AbZtY6eddsJxxx1X5j2cIcGEUeVAQBWH005fN2gBAXjuUFOoWqmiSwntOPDyOUjLGl7R1Rra87YIwFM31FxDSAEvny9uvkbOKRERERFRhauaAFzquOOOw8EHH4yuri40Nzdj1qxZ4c8YJqZKcWi1lIBh+sG3hs6tkAJeLgOo4vDnmR4dIAxWgImIiIiIZlhVBmCtNZqbm9Hc3DzstkiFX9eBVnqa5wALKDsDd9Pr0J4DYVowmncd3h25innZLKRp+XNyvRkOwIbgHGAiIiIiohlWlQHYX75GD/s+UuF3RhS7QA9sgrvhNehcH7RyEd+vFTLZAlT54j3KU/AyWZizZ8189VdrCCmhPQXlOENDsHkNExERERFNq6ot5QWhN6rB11+aaLpDkwaEhEg1Q7bsAmElZz4sThNdKEB7LoRpzuw6ysHrJSSUpzgMmoiIiIhoBlVtAI48rTFjyU25gLJrJvwCgJfL+mFUypkNwIBfATYMaM+FxwBMRERERDRjGICrTjGtaWdo2Oy0BrigC/R0PsfMcwfTkGYwA6A8ByekhMozABMRERERzRQG4GqlFap9Hm5ZCAGtPKhMpjj8uQxzb4Xwq8CWBVXID91GRERERETTigG46vhBSXtOMTRNc/WyGNa09lD1Ybs4hNsdTMNz7KEAXCbCMOBmc2V7fiIiIiKiqGEArlZKYeYCqa6p+b/OwIC/bJYsY6DXGsI0oAuF4mtJRERERETTjQG4Wnk2ZuTlC4bmqhqoABePxentgxGPlT3TC2kAWrERFhERERHRDGEArlJaqxmaN1ocZq111edfAFD5PFQuC2nFivOoy0NrDRgSWumhpZDKnciJiIiIiGocA3C1CUKoa0//Gsi62GRLw18KCTMw53i6FMOl098P7Xol83/LlOq1hpQGtNZQ+Xx59oGIiIiIKGIYgKuVLpkDPC0ZrnTbuqzV0qnk9PX74bcSui4Lfzc8LoVERERERDQjzK3fpXZMe8V0RgRdoO0ZWAO4+HxBF+hqPn3FbtZOfz9kMlHe6m9xf7TSEIYJL5f196d0CHRNXKtERERERJUlUhVgz/P8uZe1YIbmAIcfGpQ7MG6PYPmjTAbKLkBYVvmvAyEgLBNGKgXtFV9LKf0/GX6JiIiIiKZFJCrAWmsIIdDR0YFCoQApqzz3K69kCPQ0BzmtASn85xTG9D7XNHP7+wEAspzr/2rtV38dB/k1a6ELNtx0BjJm+S+n0rBaWhCfM6c8+0dEREREVMMiEYCDKmZ7ezvWrVsHpVSVh+DifNwZqxSKYsXZQFVWgYvnye7tg4jFyrwzAISAl8kg0/Um3IEBeIOD8HIZyHgCXjaD2KzZmPuxj5V7L4mIiIiIak4kAnDAMIwqnwfsD0PWrl1cBmmmQryAVi6ErMLLpVjpVZ4Hd3AAMpmEVqr8Sw5pDbO+Hokdd4DdFUd8TjvMpia4A36XaiIiIiIimnrVXAadtLLP+5wqWmFGlyMqNpCqSsU5tV42Cw3ASKUgDNPvBF1mWilopaBcB142C7gulOOUe7doEvQkv4iIiIiovMqfAmjStOcU55JKTPfbag1ACAl4NmAmpvW5ppr2PGTefhuebSO/YSPszk44HZuhAeTXrRuad1vOcC8EhBTQrsMGWFWgOIUbm/tzeH5FB6Sc+OslADiewn47t2KPHZrCbRERERHRzGEAriZBI2bl+t/M1LtnIaprHeBisvByWfS//DJgGChs2ABoDXegHwJAft0aJHeaX/4EojWkYULZjt+srRrnWEfQYM7BYN7Bji0peBP8AMUQAp2DBfSlbf8GvtREREREM44BuBopb2hZohkoXmohAc+FqLZBnBqQqRTMVAre4CBkMgFRXGpIrFuLihmUakioQqF6h5lHkBBA3DKQjJnw1MReNykF4pYDKWfuX5LWGsv+3oWeTAHmJJ7XUxpNqRgOWTgbxiSq3ERERESVjgG4mgRL8ipnRoY/F59tBp5jetn9/dCOAyQT0K7rr7dbQWFTSAPKsQFVRVV2gtYaqvg17v3g/9M1ICAgYMjhdf7pHArtKWB1VxqmIRG3jAn1QRACsF2Fge4MFi+YxQBMRERENYUBuBopd+gd8wy8NxUQxaHXXvmHDE+W1vAyGcA0K3OOrdYQhgBsDWXb1d1wjLYgBCAh4CqFdMHFYM5BT6aAwbyDhGXAMuSwSzIIy6PZlqtCAzANgYaEhYRlDIX1cf4ZCCFgux4Gc2zIRkRERLWHAbiqFN+1enZxTd6ZetpiKKumecAAIAS050LlczCSycqtsAoDWsHvAG1IwGMArgVSChQcD93pAgazDoQAejM2PKXRkLDgaY26hIm2+gRa6+JIxIzhlWEMz6nb8tGNKQWkEFBawwuq1cUNj7U9IQClND+HISIioprEAFyF9ExWYjUACGhoQFfX+rRCCKh8HnA9f9mjSn1HLwUABWXbMJLJGhh0TkIIdA3k0TmQB6ARtwzETAO266ExaaKxLoaC46HgKKzaPIhVIo3GpIX2piRa6+NbDJN2PIXX1vQgZ3tbrGUuSp4z+FEwrNp2PazvyWKvHRohRHEYdnEGwNaGbhMRERHVIgbgKqRdx2/mNKNvYHXlVlDH4WVzftMrISp4HWgNIQ1o24ZOVtdSUzS69T0Z9GYKqI9bsAwJBR2uuKW1H1otUyJuGkDSgusqZG0XKzb0wzIlWuriaK2PoSFhIW4ZKDgK724cQNwyYRrC3w78aq6GH5AdV8F2FVyl4HgKSmtk8x5Wdw4gbhmImwZMQyBuGkjEJBIxE4YQADQm2MeLiIiIqOoxAFcj5czQEOhgnnGx27RWlTeHdhxaa3i5LMy6VLl3ZXwaEIYBz7ZhMIlUNQFgTXcGgzkbzak4AIw571ZrQBUTrGEINKZi0FrDdhV6MwV0DuRgSIFkzITrafTnbLRIAa0FFADXVXCUhuN6UNq/3oMPeWKGhCEFDCEgBYrb9ZCzNfpUARCAKSXqExZa6mJIxs3i42fuXBERERGVAwNw1dHFACxn7vnCOcAeqmnxUi+fg7ZtiKamCq7+FhkGtM2lkKqZFALre7JI5xw0peKTuuZ0McACQMwc6tjseBpKaaTzNvqzNpSnIQ1R/GcpICVgCAlLAkJKSOE3rdPQkELA9RQMIRAzJUxDANr/9+tpDc9T6M8W0Jex0ZCyMKcxUXzeaTk9RERERBWBAbjKaM8tWTdlpt6pllSAq4g7kIZyPQjDQGUv5+R3gla2gnIdSCtW7h2iSdAaMKRA52AePZk8mpOx7frApTQMm4aAaRrwPIVUzEJ9woJRHAINBFf10FDocGh08Wfhlx6+3WAIdsw04CqFTM7GypyD2Y0JzGpIYCZ/uxARERHNJAbgaqPc4l9mqgIcPJ2E9jxU09tit68Pwpjh87QtNCCEBJSCsh0YsXi594gmQUqBdN5FR18ODQkLU5keg2HSqji8WWkNoadmoEAQlg0hUJ+IwfE8bOrLImd7mNUY94dOV9G/dyIiIqKJYACuGsW1SzwbGnqLTrAz8tzaq478Wxyy7QwMQFpWcCMqeucNf+iptu1iV2iqeMVmVq5S2NCbQdySMKXcanfl0orsBJ4ivP908bevYRoSTakYMnkH6byN1voEZBXN+SciIiKaCAbgKqM9x+/GPNNdoKX01x+u5BAJhMPD3UwGyrEhTAtaKb9rdoUTUvoBuMJPMQ0RQmBzXx6eUmhIxCa0tJApBSxTQii91Rn1GoAhBCxTTHv/uWDXG5IW+rMFrO1KI1twETNjQ7MuiIiIiKpcpALwzFZNp0kwBHrGmmAhbLijtUK1pDOnr88PvsZMdMueAlpDGBJeoVB1c62jSGNo6HNvpoDGhDlu+A1+ojXQky5gXXcGnt56AAb85lrpvIOCo9CQmP7PvZTSSMUtpPMeXl/Tgw/sOQcxQwbjQIiIiIiqWqQCsOd5ld8NeCzBu0/PhdB6ZgMwgHAIdKUrfsjh9PbCSCRQLYEdAIRhQmWy1XuNRoiAHxQ39WcRtyTk1oY+FyuoBdfDmu40co6aULUY8D98yuQc9GYKmN04A+tEC0B5QH3ChALwxtpe7LdzC8wqGEVBREREtDWRCMBa+3NmOzo6UCgUIKvxjVyx9KI9G1oKPwTP5BMLWexAPUNPux1UwYabyULE4tDVsq5usQIMz4N2q+CDhoiTUqAnU4BpSNTFrQmGWQGlNCwp0VY/seHSGv6Qaak1utP57d7vyfA00FIXRzrvYMX6fuwzv2VGn5+IiIhoOlRhEpy8YOhze3s74vE4lKriIabag5DWDFeAg4qzHqoCV2KuLAYKd3AAUB6kZVbXurrCX79VO06594TGEHRFdlyFvoyNZMzEtvxjGFqWaIJfU3wcE+VphbaGOLrTBazqTPv7XqZ9ISIiIpoKkQjAAcMwqngesL/fqtAP7Rag7WxxrujMHY/Q8MdGVjinvx+Qht+4q1poQEjD/4zBdbd+fyoT/99bR3/eX0vXEKiWQQaTFfRN11qjtT6O1Z1p9KQL4/ZTr9FTQURERDUkEkOgA1U7t7LYglVnuuCseAzQnt8NOtsLUT+7+K5zuo9NQGsNXckBOJj/29cHIx6rvkq/8IfWKrtQ7j2hUWj4K1TZnsKm/iwSMX/pqmr9SG0ipBCAEIiZAs2pGN7e2I+DdpsFa4z1tWv5XBAREVFtiFQArnbayUE7OcjGuUC2D8qzZ+7JhQCghrpQVygvl4MqFGA2NQO5bLl3Z+IE/A86TBMqzwBcydZ2pQENmIasqhH2kxE0+crbLrT2/25Kgbzt4bU1vXjfvKbwfoHgVBhCIG5VSfd1IiIiihwG4GpkxABhYmbrLcIPaF6FBuBg/d/BQWjPg7BM6GyVpRMNCMOA4hzgihM0YR/IOegcLKAxFcP6nky5d2t6FDtWr+/JwH1bIWYZ4egZAWAw5+C1NT1oqYvBKxn/LQAorWGZBo7ZZ0fUJ0wunUREREQVhwG4imjlljR1muHhvSJsQx3sDSrqrW1x/9z+fsAwh/a3qmgIKaHyBah8HjKRCIM9VYY13WnEDAlTBt3RUXsTX4uHVnA8xEwDDSO6XMdNA5mCi7lNSVimHBaOPa3Rm3ZQcD3Uw6y4XxNEREREVdQlKMqKbz6Vg7A8U47nh/ZDeAWz+wdgJOJAtc3/DUgJ7Xnw8jO75A2NLaz+5h30pAtoSFrDKp+1SgjANMTwLymQjFuwDIHudAExU8Ia8WUagpmXiIiIKhYDcBXxw2cZSypCAuG848p7ixvM/xWWhWosy2ntV4C1UvCyuXLvDo2wriuDuGkMVX8jYLTlmJRSSMVM9Gdt9GVsCPidsEvvR0RERFSpGICriVcMwDO6BjAQhl0hSgJwBQnX/x2EVh6kaVZj/i3SgCHhZmp0fmmVCT5u6s/ZfvU3EY3q79YIIZCMGejoz8FViqP0iYiIqGowAFeToAFV2d5sSiivAhs0BfN/Bwb88Ful78aFEIAGpGHCTaeDG8u7UwQAWNuVQcySGGP1n8jRWiNuGnA9hc6BAqQQ1fuZExEREUUK385VEe3ZfvW3LO80NYSQEEEFuAJzmdPfDxmPV+96zyi+tKYJVchDu5U937rWBWv89uf8ob71CQtelU4tnw5aa6TiJnrTeeQKrr9mMBEREVGFYwCuCv4bS+3myzD8uag4FlSHFeDKerPr5XJQtu3P/63iAAytIUwT2lNDw6Cr+XiqWJDn1nVnkYgZsKTf3EkIFuYB/1eCKSWklOjo55x1IiIiqg5cBqmaeIViAC5XIJKA8gCtyhfERyouE+Sl09CuB2mZ0NU8R1NrSMMEtIaXy8Fqair3HtWkYHWp9T0ZvL62F8Yoja2EAHIFF6u6MqiPW/7j4HdG7ujLwfM8fxWkCK9UpbRGKmZgIO+gP2ejMVGdDeiIiIgoOiokxdC4giV4Xbu877Sl9MNvJS2FVDwfzsAA/Amawt/HameacAc5D3i6dQ0W0Nmfg6c0Cq6CXfrlKGzoywFaQykNVym4noJSGoM5G3nb47Bf+HPXE6bE5r4cXKX9uexEREREFYoV4Kog/DKT56J8Q4/9MdAaGtpzIIwYUM4lmYCw9JZd9R46HrgfQhoQMX8ItJASXiYDu6cbVnNTVQ0j1lrDsCy4g4Pl3pWaJ4VAKm6hMWHB0Tq8mqUAMnkP0EBrfRzByrZaAzFLIm5JOE4NfNAyBbTWiFsGBnMOutMFWBFaJoqIiIiqDwNwxSuGTM8GtOdXYcs1xFD4FWDt2RCoK88+jMLu6oY7OIjkTjv5Z0ZrCMOAymahsln/TkJURwgujqkVMQteJgPlOJCWVe69qmlKa/9L+QFYA9BCYPNADn6WE1DFa0dr//7VcCnNtGTcRM9gHs2poQ8MiIhKaWgICBTcApZvXIa8m4OYxqldAgKucjGnbi72aV80Lc9BRNWHAbhKKM8udjcuVxdo+OFbKSBohFXmAnBAOTakZUGmUn7n5GIjKRGLVc5c5ckoBnjtevAyGcjm5mhPNJ1hhhBIF1yk8w7qE1ZVdxWfKVoDlpTIQaAnU+ClSkTjyrs5bBzcgLpYHQxhQmN6RtRIIZFzslg/uJYBmIhCDMCVLgiZbgFQHoQsV6Ar7ogQgGuXaR9G52WyQ9+o4n9Eta6Oiu8YhGEA0HDTaVjNzeXenUjRALoH8zClgCGGqr80Pq01knEDG3qyGMzbaK6LlXuXiKhCCQHEzBjqYw0whAE9TZ/sSyEhhYRXC71BiGjKRCoAV3VzFjdfrLYGgzRnWnEIsTSgvUJ4UyVw02kI06zqwLsFDYhYbGgecDVfu9VCA1IKDOYdpPMOGhIWw+8kaPjVc1NKrO3KYH5bfbl3iYgqmNYaSiuIYn+R6aK0mtbtE1H1iVQA9jyv+oYzFnOPcvOAYaLs446lAe0FFeAyhzIhoJWCl836AbiGaGjIWAzuYBpas7PudCv9rdA1mIdlSEhWfydNaY1kzEBfxkZvpoCWuni5f2MRUWTo4u+bbf+NM1pQ3pbtzWTgZs8FosmrwgmSkxeE3o6ODhQKBciyDSPeFsVfbE4OQpplXmJTQwgD2smXcyeKu+KfCDeTgXJdf8hwLYWV4jxm5ThDjbxoWhnF6m+24CJhGQy/28jvrG3ivc2D8JTmWzMimlIjw6WAKA51NmFKMxz2LIWEEALB/yZCjPK/0fdAjxtyR9vOdP2PiCavtspmYwiqZ+3t7Vi3bh2UUlUWguGHTmkWOyiWkTSAYAh0BfDSGWivZG50tXR73hqtIU0TWnlwBgdg1NWxEdY0U1qja4DV3+0hAHhaIxU3UXAU1vVksMssDoUmom01NIZEQISBVkP7Q6ih4CgbrnLheg5c7UFpD65yobWC0ho5JwOtNd7c/OqYz2IZMQghYEoLpjRhBX8aMViGBUvGYMrgLfPYsRjwG3zlnJx/r2n9T7aGKS00xBrAcTZEkxOJABwwDKM6h5J6NqBcQBjl3Y+gC7XyimsBl3F5nuLr6PT3wYjF4GTS5duX6SIEhGnB6R9AYu4ODL/TyJACvWkb2YKLxmSM4XcKNKZiWN+TQXtzEgnT4FBoIpoUP/D6DSGV1nCVg4JXgO0VUPAKKLh5uMoD4AddDb/5pRRGGJSlNODPAFbwlDfmc9leGhrF+cJawdMehBCQkMX3jQKmNBA3E0iYCcTNJJJmEgkzibgZH1aN/ev6F9GZ7UDMiE3btDsBAaUVpDRw1IJjUB9rDJeYIqKti1QArrr5v8W3jNrJA1oV/0NQZkGl1SsAhoVyzknWngc3nfGXO6pBWikYiTjc/gFWf6dJ8BvBUxpdg3nELFkzgwjKRQBQSiNuSggAqzan8b4dm8q9W0RUBWRx6UKlNRxlI+dkkffyyDlZOJ5TDLmAlBKGMGBJa2iosxgKocGvcD+8aiilkLRSE9wLfysKulhFVmEwLrh5ZOw0XOUOG2qdsupQF6tHyqrDoD2AhlgjGmINxW0Uv4p7JUr+/7YSEPC0h/58b/FDACKajEgF4GqlXT8AQ8qyvzMX0oDWCtotQMTKNLSxGAbdwUFoz4WstQ7QAe03wnIyWbjpNMyGBgbhaWBIgb6MjbzroikZZ/V3iiit0ZiMoXMgjx2ak2hK1eYHVUQ0eaXzZ6WQ0NDwtIe0PYisk0HWycDxnGKVU8KUFuJmIgycurgV//+K3+nR5uXK8Ha1jUshGcKAIQxAAHEkAAQBVEFpD55ykXdyGMj3QwuNDQNrYUoTLck2xIwYklYKMSMOUWy7o0ftSj25/677NWlZnaMaiSoAA3A1cPPFQqtEebtgaUBICM8ZWgu4jOMa3cFBPxDWWgMsAMFyV0F3a7d/wA/ANKUEAMdT6M/aSNRYJ/GyEv6vBtOQSMYMrNw8iAMWtHFwHlGEBY2jBAQM4TerUlphwO5H2h5EzsnAVS4AAcvwA68hDX/Or9bhNrY1yG7Pfhf/skVwNYQBwzQQRwL1xWHJMSMBpV0MFgaKlWJ/bnFdrA5JM4WElYIpTQjIMAxrqEkOXy7XkphEtYHv+KqAdrJ+yFMOyj+LTkAL4c9LLtsuFOf/9vVDxhPl24+ZUKwCF3q6kdhpHqu/U0xKgZ50AaYhkYoZVThNojKVDi2vT5jY3J/Hht4s5rWkoPQYv8Wmu18MEZVFEHqD/2lo9OS6sTm9Ed2y01/2T0hYhoWY4Vd5/artWFXdyhEMyR5e0RYwZAwpq86vEisPrnbQn+9HH3ohhYGEmUBdrAEpqw4xGYMURkllmB0TiKYbA3BF838BKicHSAvQuTLvD4oVVxPKyfmDecr0O1p7HrxMGkYwLLjWaP8/glopyEQc3mAaqlCAjMfLvWc1wn+DUXA89GVs7NxWV5OXUTkI+MPKTemXgQ0p0Fofx7ruDOY2JWFIvrEjqnWlDZmCPwcK/ejOdWIgP4CeXBdybg4tyVZYMhau4DCdFd6ZDNJa63DesBACMRlH3EiEDbbybgEZOwMpBOJmAvWxRqRidYjLuL/cJMMw0bRiAK4GdhawUqiU4S5CGP68ZP+7mX3yYP5vOg3lujAtqxgWa+c/EEJKCKvYYKxYAfbSGTgDA4jPns15wFNoU18WhhAwDAnHUzV0FZWPozT6Mv4IkWAd4GCe9V/f68bC9oZRf5MZQqApZXFOG1GVGmryNNSMKu/m0J3rQnemEzk3B0NI1FkNaI63IGEmYQj/baie5mHNUvjziGdCMLS7VGkl2xAmksX/xnvKg6scdGU7gKxA0kyiLtaAulgd4kYCgBhjzjARbQ8G4AqnXRtae5CG5Q89rgTSBJzyVqPdgQEAgAjm/1bIqZkKhc2bkH7jtfB7ISXcwUHYnZsx+4QTYCRqfNj3NNPwO4MO5Bx0DeaRjJvQuszra9cIIQQ6+3PI2x4aU1bYUCyYrZbOu1ixIYW6uLVFszHPU/jQPjugvSnJz3iIqkjpEGcAcJWL3nwPurKdSBcGoLVG0kyiJdEKIfx11nNudkaHN3dnuvB2199mZOZsd6YTLam2MX8eLNcElM4hTkIpD46y0ZXtQFdWIGkl0RBrQp1VB8vwmwjO9PxnolrFAFyxgiWQMtB2Ftqqg7ZzFTDcV/udoG3HX5tYzvAlVHxXbPf2+ssflf18TDFPwd64EflUXRjutQCgNDLvvoPG/fdHasECVoG3g4BfmXxv8wBihv9mjKaO6ykkLInmVAyuGvpgQQogETNQcDzMa0lBFIdIA/6lvKk/C9vlmzuiajDWEOeubCf6cj1wlIO4EUdDrBFm8X2CKnZNFpjZJR211uhMb0TCSsIUxjSGbgGlPWxOb0RzsnVi+1acQwxoiOJw6DgS8JQH27XRYW+AFAZSVh0a4o1IWXVDlWzN5Y+IthUDcKUqBhzVuxru35+BaJwLPdgB7dpA0zyUbTi01oD0/wOi3XxxKaSZHYKsXBduJgszlfSbFtVYgBGmCautze8AHQR8KeFmMnD6+vzva/C4Z0Jwpa7tTiNne6hPWOgaLJR7t2qOECVfxds0gJRlYiBnoztdwNzmZDhEWgh/CDQvaaLyGjccFn+BllZ7c24WPdludOc6kXNyMISBpJlCQ6wRQvhdkb2SoKZL/jcTglWBpTDRnGiFKc1pe24JAVe7WNe3Gtv6Hk2XVoaLU9885SHvZpFxBmFIE3VWHRriTYgbQ8tCAcM/lCCi8TEAVzid6wOgIJNN8AY3+92Xy/37TRiAUtBOvixrAbsDA4Dy/AowUAyC5T4pU0hraM8Lm4IEtwnDgN3Z6X8vZfn2r4oJAJmCi3XdWcxqTKBzIL/Vx9DU0VojFTfRNZhHQ8JCKm7C0xrlXuCNiHzjBqjij5T20JvvRXfJEOeEmUJbchaMYoU1GKorxfBqr4YO19Wd2bCmobQHpcW0BWBdrABPzbaGD5M2rTporeBqDwOFQQzk+2FIE0orpO00GuNNkJDDHs8wTDQ2BuCKVfzc0s0DRszvAi1NlD/oaYhgPeIZnAeslULfS8vgDgzA7uyE090Do6EeQgjk1q2DjMWGB8ZaozVkIg53cBDu4KC/JjCrwJOmNfDOxn7ETImYIbeYh0rTSwMwpYRlSGzoy2K3OQ1l/41GRD6tNQbsfnjK82u8AhDFUOVqB2k7jd5cN/rz/XA8GzEjhqTpr2lb8PLIu7mtBq8gAA/aA3CVE95GY9PQYWXYFCasmAWlFWzPxmC+Fyu63kBfvgfNiRa0JFuRNFPDXgOGYaItMQBXOG1ni8FOoZJqJEKa0O4MNsJSCtlVqyAtC05PLyAAZdt+g6j+PphNzbUdBjX8qq9hIrduPRre/75y71FVGRr6nEE672BWQxKeYtfnclBaIxUz0Z+zsbk/j7ktSWhVOb/biKImCKDduU48v+YZWMU5pq52kHfz/7+9e3uS5CgP/v/NzKrq0xx2dlfalXaRVqefZSHAGAzY4ZcIeHEQipDDNg7ggggiuHAE3PjC/43DYYfDF74wtjCBhC2wDSHMa/xavAhLWiEkmT3MHufU0+c6ZObvoqp6emZ6ZmdXs9s9289H2t05VFdld2dX1ZOHJ+klXfppj8xlGKUJTZRvo4oMxWVD4gGvwVppOoMW7UFr32RRYrfRYDgyEbVwjvloEecslzcvcqV1iUY0z/HaSY5Vl6gG1V3BMNyip1+IGSAB8LRS5ENh0zgfcjxFvHf5WsBJr0hlcW9OpKZSQZkQHYboWjVfLsiYYsmgrUyz96U8cxPBwjzpxgbZZotgcWHSpToSyuC33U+5uNphqVHBKw9oJj+iYjZ5PI1KwGpnQKMasFgL7+MPrxDTZ9ySRdZZrE2pBlW6SZtu2sU6i1GGpdoJAh2gUCNB2O3n//B4Ah2QZilNv37Iz2q2eO/x3qHR1MMGlaCGdRmxHXC5+SuW9UUa4RzH6ydYrB6jamoS+ApRkAB4KhUZoO0AfIbS0xQAFydPE+brE9/TQyuydgvv8vmx+TxZff8Oe97Fo4xGRRG9ixdY+NCH8h/fzz3fh6DM+vyLq01qkSYMNNZ6OftNkPf5UOhKoLm60aMWLUg1FuIeGg2E+lmfTtLmf9bf4Wp7mYX0GFppIlMhCAKU2gp6h4Hz+8i9oZSS9b4PkcdjvcV6i1aaejhHI5wjcymxjbm48Su0UtSjBsdrJ1ioHMuHSasdPcP7tGdI4CzuN3ILOJWKE03Sy9PcazMlQd7WBU/pEO/7eSbo4B6tS+s9WaeDCoPZ67hTimxzk+b/+XeC4yfImpu03nidYH4eF8c0nvr/WPzIRyZdyqlTXs/fub5JmjlOLFRx7v5aN/qoct5TDQM6g5SrGz0qgSR2E+JeyFxGJ2nTTlpsDpoMsj5aaXpZn0hXmAvn8+X3ioDXT8X9h9hJKcV6d4VXl/+DRmVu+xrBvmhoyNN2k9mM1CXFMHZDFFSohXVqQY1KUCmSlRVD2ssEXDsaKRSK3/rAb7NUPY73XhoxxJE2UwHw9H9Y89t1u/4/ZDd+ge83sdfehMp8cSKa1EUoPxH67hrppZ+gqsfwvTWwKa69CmGN8MxH0AsP373ETFrhkhTX7xMeW4QZmzOolMIO+ihjCBoNlPOkG02ikw/g4oRkdZVhuDd6szL1df7uKYPfa80eN5p9Ti3W5EZuynjvaVRCOv2ENqD17NZXIUaVAcZqb4U3bvwco/SBk0XlCayKpXGKZYjiLCaxMf20R5z1SV2G9344n7cSVNjordNPe8VlRNbkPgoG2YC5ygKVoErmsj16aj2hCalTp1yrOHMZ3aRNJ2kR6IBaUKceNqiFDUIdFvfLvkgUmd/XrXVX6MVdlqoHW+NYiGk2UwGwtfZI3AC79nV8+3reEpd0UToohvpOslQKP2ijojpEc7iNZcCjT5zD99dxx87mAfDdOrrS2H4X7xzKBPkw6FmjFCoMUWGEWVjAt1pk7RamXi/mQavhdrOuDH5b/ZT3brQ5PlctErZM/+d/1ijlmauGXFztsNGJefhYvvaldNMLAZuDJjc713mwcZrMZ8NcF1ufDoUeDkfOA5bM5cmr4qzPIBuQ2HgYPIc6xOiAalDLhzZ7cDgSm9JOWsRpH/nsHR1KKUITEgUR2ukDDlUOqQBzaj5fp9lZUpvQjNdpxZtUggr1aI5aUKMa1IZrDXeC1tZweMksLY64mQiAy5bUGzduEMcxetrXUFUGojoqiyGsTbo0W5SCsApRA4IKaIUyEYTkAfpd5L3HdrroMJzta7MvhiZZS1Cvk6ysECwsoisVbL+3o5HEgzaY6j0aoj4lypvDOLW8eXmDWmiIQp0PfRZTx/u857cWBbx7vcVjD85TjwIJgYUogoxqUGW+Mk/qsjwYGUlEZb0ltnmQG2d5D6/1Wd5z5ymCmUa+7m6RM6MMhv3wU+YJdUQlqBCnsjb6UZMnw7qdoepFDSg2N8pgwjp4j/UZiU3odm8ADHuHG9EcsY2Hw6p3zR9G5gmLo2UmAuDyg3rq1CmWl5dxzk1/EJzFeBtPeOjzGN7nSzJ5h9IVfNK5u1mqiyHVrt/H9vqES8fwToZmAWAMplZjcPky/UsXSFvNraHhKl87WQchD3z2fxMsLNzX6waPXsxRedKrN5ebKAVz1TBPeqW2b++Zqk/WTPPOUwny9YHPX27yzNkl6hUjQbCYCaNDm8sgorxvMUUSTOd9PofTpnmwa2MGWZ/Upjjv8N7lgYwOCXSEVnpbwOu8y3OK7PpEbf1eRsjMpuGcX8CoABMEVKlhvcU5Sy/p0EnatAZN3l59C4ejFtSZryzkw6V31CkJiMVRMBMBcMkYcwTmAQNK47MBKFDKTN9devkSaoO3GWDvelwVr6/jsxQVTFNG7AlzDl2pAJ50ZYXwY78FWhVdoApvHenGOi5NJ13Su04N/8q9e71Fah0PLNRwzqPNzgs0hFoTaLlET4Wi0WK+FmKM4ucX1/iNc8epSU+wuI+MC3R3fl2KswGJS7jZvcFq7yapS+hnA/B5sKqVITCG0ERbvbvFUfL//Zh5vPJJEvvzI/VHoQh0SGAilIJB2sd7x83ODVIbY3RAPayzWD3GXLTAXDSfN7yMCYjlSiumzUwFwEeldVMBPo1RYaWY+zuFPZ7e52VzFm9ThsmXvCuGQx/Sya6IrJMbN1GRrBW6i/eYeg2XpiRra1TPnMl7yJUC7VDB/f0RHya62uhxvdkjMJrltS43W32ONSpc3xi/VJcHAqO4uNIhs/nn6z7uID8yrPMs1EKS1PL6pQ2efWRJhkOLqbRnQqqdP1YjvbpjanHqUgZZn0E6YGD79JIu/bRP6hJCE3KttUw/7TFXWSAy0XA+pmIrp8H4YFeI92+rdzhPrFYxVZaqS8Q2xro8udrlzUt5sGwC6tEci5VF5qN56uE8usxEXe6vvA8/wAldgmZxN93fd8dHTZnEFyAbQFSfcIFuoQx00z4qqOTRw2EOhy4ikrTVJuu00ZXqlCwHNV28B12tkq6uosOI8IGT4NzWfOEZ8N6NNhdW2nTjlPV2wmI9pDPI9n2M1opLqx1ONCpFEpnZeK2mnXNwrBHR7me89qs1njm7xLFGNOliCbHNnjfne/zY+ow4ixlkgzzgzfr0014+hBmPdxalNKEJqZiIWlijZmq0ay1udm9SCSpYm+VTN0bm8QpxL5WjKLUyBEFYJFMD62y+7nA64OqgDQpCEzIfLTJfWWC+Mk/FVI/GKEwxEyQAnkbeQzoAEzDd2VA9BBE+bpHd/AXaJuAsevEMurZ0aF1qg2tX8+zHgckTmh1Cye8r3qOUxizMM7h+DVWJCBcX8e7+H/pcCgNNZj2BNpx7YG44Enw/Rmuub/TlNnLaKLDWM18P6Q0U/31pncdPLXD2eN4gOO6MeMeje5T0MYjxdgaYauTvzGV0084wI3NZ/6yzpC4hHZmn2896xOmA1GVFxt0MrfKhpaEO0cpgtCnm7Kp8vVbyoHig+mzGmzifr2DhZCipmBiF8452skltUCdzaT4KYWS+b5kgSytN5jN6SZeN3jqpSwlMQMVUWKgs0ojmqYd1IlPJA2IPee1m2GivlGYumifQEqaIu0Nq1jSyCd7ZYmHyKeY9ykT4QZv04n9ikg6udYPw0U+iH/nk+9pvGTzbfp9kZQXTaIB1ecZpsZt3aBMQ1POkWDqK0FHE/d6rWd4KXtvosdLqc/Z4Hec9O3Je7eF2smaKe0vhnKdeDQiM5n9utNjoxjxxKs8QDdsDYelVEIdtv0Dz/M3/5vUbPyfUAUkR8FqXkjmbL19YnFtUMVzZKI1SBqM0WhmKe/5tQ5i3r9+e/yzUIddbV6kEVRR6utvDxX1NoWgPNnnz+n9zvXGtWJJrd0K1rWSU27NFZy7DuozMZXhv0Tog1HkPcjWsUgmqGBWg8+Q39JIOHzvzKR45dq5YhlgqvjhcEgBPoTwBls+HE/spvuJ5QBtAo4Iq5uQT4MZlmbxNSg17juMbN9GVCsHcPEoSFu1D4b1DVSqozNK/eIn6Y+fu+vJU0+DdGy2uN/ss1KKiNVlGCdwvnPOEgebBxRqb3YSf/WqNh5fqnDneIAryuj1ILctrXdwdvO8PLtZYrEcy//s+kSfb2afZbyRTfP7P7je9zIic2oTYxiRZQmwH9LM+g7SP85ZfrrzFZn+DheoCHqiYCjqsodFF0KvygJXtPcl+GCDc+rru8USmwqq6iXVWAgAxUUrlw/ijoMFC9RipTQ44GqGcPwxFP3HxGbNkLiO1Kb20xyDtUwmq1MM6c+EC/bSLLYNsVe5JskuLwyMB8BTycbG00JG44HnQAb7fhLRfJOy6g161ssd3MGCwvJxnukwSWm+8QTA/R7K6QtZqET3w4GE/gfuLc5h6nazdZrC8jJmfOyL16ODKW0frPb+40mSzl7DUiGh2k1mZ8jxTyl6ypbmIJLNc3ehzY7PPifkqZ47XubbR45W3rrFYj4YJzUo7s4NDXn+MUmz2Uj72+El+49yJe/I8xN11/uYbXFh/l8CERZ3Z3qqhiiQ+QJEwKl9DN7N5r1TmM1KbLzOUlcOVybDOoVAYlQ9TDkzASvsmx2pLLFSXdg0FHWZgHnMd3LqZP8A5uej1Ukrd5+N4xFGi2OrZPVggOn6JpHy5pbwHuFzPOnMZ6701NuNNmr0NjtdPslA5RiNqUAvqstySOFQSAE+TspVrsAk6OBoJjDwoE+AHbXy/9b57HPvLy6z94F8Jjx2nf+kiPk0xcw1cERhHD546pILfx7wjXJgj2djEDvqTLs1t2bae79jfe7RS9JOMN5ebxKnlgYUql1e796qI4i7Kh4WOP/Vl1mO05sR8hSSzrGz22ejEXN/s4x2cXKgRKIXWeR+g81vB82jvWb4EliLQ4zOEi6OlvAle76/i8dTDxkhPsMf7vOcqsQlJ1idxKakdEGcJ1uWJ8lyxvVaGQAdUTbirJ7c8mlKaa+4KmUvx3uG8kxtwIW5TOey/PNUbZTCBoRLk84Lbuk073uRi81dYl1ENqixWjzFfZJgOTbRnQFw62KdSyTJNM0oC4KlRrL2W9fBJD2VCjs78TQVBiG1fR+kAtlKDHPwplC32NiM8foJgbh5TbxAcW0BpkwfAV5aPRqPAFPAegrkG8bVruP7RCYJv1TmiULT6KW9f3UQrOH2sBqgii7M4yhQQaEVYDG0e+5YWn/96FNCIQpSGlXaflfYAfxWMVszVQuYqAbUowOhiuJ3bOhd5lf9lnZxLjppxPT7l16EOiYIqRhv6aY/EJXkiqmxAZjOccniXjx8JtKEW1lDoYfKprWQ85bzcrb9H5XN6pzw/hxBHjB+5X9RKE+iA+WiRB+oP0s96w97hld4KWmnqYZ1jlSUalXnmorlhz/SdkOB3NkkAPDXyoVG+t5HfCSrDkQmAvUMFVXAW276BOf0soPa4g91DmVq/WsN2e6TrG+hqFRx4Z/HOlhtyb+dE+x3/Hh1KKVA6Xxf4iGgPUjZ7yfAdLl91rfI1L681+1xe6+QBUCWkPeihNWz2kkkVWRwCBWTOcbM1KDLhult+yr2HKNR0+hm1yDBXCeinGRudmI3OAGM089WQ+WpIvRKgTV6H3IESpIlJ2y/YLcXZgF6Wzx+82rrMRn+dalTDWovHY7Qp/gSEWqONLoYUjzSIlMnwDniK32t4sxDi/St7Y9Ms5p3VX9BOWliXoZRGofHekbmU1KUkNkErRWQiqkGdRjRHNagN18tWKs9cPZpsblyw63A8uvgYp+Yekt7gGSIB8JTwaR8/2CS7cR5vM45UwKXIEw9FDWhexq29h507CVmSB8a7AmFF/9oq6cYGaD0c96qrVbrvXaD33tvUzn4ArTU+6YHW+WviHbgUHCPJwfaqwqOB8sjXiq0kW8M/xRA3pYs/5c/KOWQKtBv5vd77MTv3zc4/O8t2N40G72Vm7dvdx729ELz63gpXN/rUIj0MVLRW9OOMm60Bg8TSqBgCrbHeF3OR4OJKh7MnGigV3tnTFBOllKLZjWn1U1YWamQHaLTxHkKjWV7rUIsCHl6qE3lDJVR450mdo9mNWe/ERIFhoRaxWA+phEZGDNwjo4HmLbYCtubI7uzN8fg82E179NMe3bRDL+2S2gTnPRpNL+2htaFiqmDyXqTRZVXKwFUyvwsxxXy+BFKcDWgO1qlXGqQ2Lc4HZUKt4UxknHN0bJfN/ibW5+tka6WpBFVqQY1qUMuT1GlTzNV3OL91b6SVoTnYIFQRp+YemtzzFvecBMBTIr30X2RXf4rvt/DdDdTciaIX+KjIow4VzeH6TWxzGWxaJMXaQWk2/8//JdlsY2q14eNdP6b91nsEjTo6reM6SR5Eao1PUny/iW1eRgVb86N1EOC7K3jbxq6BT1NQGmUiXKsF/SZu49JWcKrz5GK+v4nvaHwzP4GiDCoI8N11iNu4zs187tcwaYrHJ138oInvG7wtkn25KP950sfHXby1w+DXZxm4FO9SvAvynljvUU6Bz9h/TaedQXLx/bbgmjFBe7m5yueRKw06zB+rp/Gmf/vNaJpZlhohC7V8CSfrPGvtmE4/Zb4acGqhOpwnOmxOULC8piTwvUf2fY3VSHNPWVUPsk8FzkGjGnByoUqSunHtZtv25T1UQs1auz+cG16GTUorqsZQiwKccyTWsdEZsN4ZUK8EPFDUI3F3qZ1v2t5bbWO9pV8Gu1mXftIlsQmuuJ6EOqQW1JgL5zE6wOiAq61l2mkLowzW2+G2QoijxwOVoMpCZZHkFhmn1ciIQ+ctzltSm5G6hCxJ6etgKxgOyiWX8nvBQBucc2i1PWu79ALf/45kAJyvr6f2/P4o8oMmJD30/ClsbwOyBLzNA8iyN3Jnj97Or0cDo51DkEd7O7f1VO7swRzTA7rnNiO9ngDkX6vaEmbuQbxLGXv3oxRm4QSVueOEjTpZt0fabKHCkGDpBDowqEoDRTjynGIwISqsocJgK1OO0XmgZ0IIIvA6/7n2oMrXhfx778Bmxd12ircJ3saQFYG6DfBZF58OIG5tHzrsPSRd6G/gowyfFQFwGEJvHeIE37pSBMYUAbDN97O5jIsrwzK7MITuKt4Y7FoFn+aBvtIa1+3h403c5jLKmOFjVBDAYBMfWPxmBZ/myVsIQ+g3IW7jOytbdUIbQOHjFm5zGbfg8VmWzy3XATsDT3SAMsGOH/s8eB6zvdIhuyMUxv9sX9u3z1tpPV4Z1jsxq60BqXU0KhWMydeG9cVhdqe7GNezvjPMUWN+dhDliIPde9t51DIBz37b3nIMwLiPbvH1rdsx8g20yudG54/Jv84bD/Z+/juTUJVfD7+/RY+eJ8/OnTlPZvN/y+J67/ecwq+1InOOOM3oxRlJtjsA9n572b2HONMMEocHWv2EeFzgTPkaapxzrLUHtPopcWp59OTc3k9G3JHR4cGr3Zu0Bq385rLs2VX5Z9B7cMVwxsTGxDYeBr2Ji7HO4ZwjNCGhDotAN8/E7H15JF8sIKBY663kGaClaUOI+0I+ZeWAieZ8+ZdCY6gEBqjgnMV6Sztp0RxsDNfmrpg8EG5EDeJsMLzm6m1J78pdb51TJDC+fxzJALgMdtM0JQiCIx/8AvlQX18EbTbN/2QDyFK8UnkvYxpDluQ9jWmMz5L8cckAshiftAFd/LwDxuCzGJ/28IMWPumDtrj+Bj7u4dMBvt/Ex+28B7O/iU86+b7jNuDz/cYdcDbfPu3mgWAW49MIn3bxWZyPsE27+LQPSRs32Myfw9i7UY3ttolXmsSA7fbwQLAwh08TbOJJ2+08yCvu/l2a4bMMN4hRWTa8I1cmwGcWn2a4OMt7gFEoo3GpwzuHS/1W9FA0DHiv8RicD4pdKZQK8FSAAKeqedA8fIM8XkV4VcVRxeuiN1eF+c/xeFPD+yIwVQqvM8DgVYhXIcNEXyrAKwO+KIfXeblc/rW3Lh/yrfzWSd16XJbg0wEu7hWvDShrcP0WLu3lDSfD1xiwFt/fwDYv4BoDXFa+ntuzmuIVaMZFlcWuxkcUajjEe0QQ7dh/sXlY2b0toILqMCTVWpF11mgPLE2v6QwyKoFmLtR4q/AW1MioiOGQKK1RPkX5GO1Bl+vBKs3uURQelMEX84OGEaXWebHHPNWREA7vwCuTfyaVxiqDVWp3sLb7qCgUVmksisTrvIfK7966DFLLaYmBhkHmSa1nkPnid3vd5JeBRd4jOkgtcepo9RMCo4bBwt7yxkTnPEnmGCSWQKutIWO36tBTCuscmXWk1m4LgAECM35Ui9Z59uZqGFCrBAR6dyCrNRi9Vbe881Qiw/Vqfhl7cLFGku6xXqqCQOuiXiiMUtzY7OWNCbcx//N+MXy6d9oetEO5xmf+99br/9q1/8fmYIOKqRDbmNSmpC4mdSlpls/jKwugUOhiqSGt9XDZIT/MFOuHX49r5rravMQjS48DktVViNmUf+ZHG2qV0oTKEJpKfltUjA5JXUK/36MVN2kPNrFYFqqLVEyFetigVvQW53vd+1yyPTje+ltMvyMVAJc9vevr6/zTP/0Ty8vL1Ot1fvu3f5uPf/zjky7e+6KqC+gHfw1dP45vraDqS+gHn8Z11lDeYk4+BXEX11snOPkk1lQg7WFOPIaP+9jNK5jFs6AMrnkZs/gwqn4ct3kFPX8as/QornkFFVYxx85Cdw2f9DCLZ3A2wWcxevE0vruGi+roxnHAY6M6qnYcVanjKg1UZR4dzeFNBGEFFc2BqeRxRdRAhQ0w1a1lnMZEBspovPUoHMFcg2CuOMmEIUk1HxYcztVwSZ7YSGmNjYtYJQRltgI1ZRzKeJTxGJP3GOQBcPE77VFqZyCuUD4tgvUOZFl+ErMmb0Sw+Xzsbd1V3oMdFEG+olhjBQjADiAb4DrN/OfDIdA2b4wY9PLAuOxKcxE+SVFa4ZNB/rVSeK0hTcBZyFyxpHJRBu1Rjnz/WR4QDwN6b1Beo/yOj7MK0FGDZGUAWRMdmOJkPXrHm+/D47Y/35HnPfaW03tMFO56iPeWsXfUbvzPszQbLkESRCE3301Y7SYsRVAx+SiE/ujd+kgxtoJARdwMGbQd/VVP5or7eqN317+R/QQK0nVFGkLS8cTObAveh2GvKnq7jcaj8EaRbmSkTjEwa6Q7gjxfZELf3isMLghINlPSvsU1kzyi07rord+igaAY2eCBwCsqPiH0KRUfEwTh2DmsqmgM1FrlMb1SdOOMq+sRDx6rExYBcGD2iPTJA9HAKDLrudoccPaBeRbrUZEx2WP0/hm3jVastWMeeWCesycbpKM9uWr8bYQHQqNYaw841qjyyANzY3tydwc9nmoUcq2ZZzk/tdRgkGR7BvijY2ZCrRhYSxAFRWPOnk/pvqT2/Ob9SWxCbGMSG5NkCWu9m/h81h3OW1CeQIdEpoKpmGHAmye42YrGtwLegxXPe89K61oe+B5SUD8RO685+31/ELeq2H6fr8cNnhHiCNpacilvGDMqIAgCqkF+/xOnAxTQGmwSZ31QapjtvRbW8z9Breg1rlAJqsMr/EGD4+IH+WNm7YIzpY5UAAzgnONb3/oWGxsbfO5zn2N9fZ3vfOc7VKtVnn322SM8HFqhdJAvI6QMaFMMVzWgAlSlngecpoKK6nlyqSD/Gg8qrKJqx0CZfJhwdRFVW8q3rc6j6sdR1QVUVEMvnMatXwQdoOdP4QdN1GATPXcKrwJ09RJ64aG8h7M6h144harM50H6/CnM8UdxaxdQjeOYE4/hmsvgwZx4DGwerIcP/8Zeo0YBCM+uEJxOCReOFVmePaZWI02qoKD+4Y/jel3Ao7Qm6/cZbKQ0PvgpVBQNbwaU0aSDgGB+nrlf/3VcEuevZhAS37yJd28z/8Hfwo/GTkqRdTy1Mw9Re/TRfAiys6ggoHfpEv2rN1j40Ee3bjaUwltH1nHUn3ic6OSJfH4voKMKyvySrNOj8aEPwaA37G12aUbS7NB48kl0vVbMAXYoo7D9GLSm/sSjuEGChbwXst1Bb7YJHjqRv3hFGSwav7oK83P4B5bwaYrCQxDgfULWqZAda2yrTyhPsrnB+rWr6KSPT5JdDQGQ95L74fe7WTcmOM6bUnHeY4cJyXY/3npf9B6WPc/btxk9rnKWVqtGJQjQGWQ+X/dVb9vaQ/kTVQZjHhNDSEboLMoXSTJUHtqP56kYTSUOqVhPQ1tCv3XXp6AYtlm+B354e14xnkYnInOOkyYj8Xr7s/IOvaOntAy6ej2DizUnTYpTbD2XnYohux4IlGcQa8K2ZsH/ahiAbntmSqOMGTmmQitPaBV6PSDkEpHe6l3Opyvs7o31WpMpTeY8dtWTuRvYSJEVGTjtziMrw+gz9UD/ekyvv0Z3IyB1I781Bh1Gu+rSMCBd7dJrB3SzTWJb9uLvcy7XBlsJGay3AehULYM9hkDvFGhFrx3TSzokvkNqHToKt6Yd7Ggk2hma3ZInn8phbuMSu1dwUx48CFCByWd23PYlbqtvInZpnlXVjOyP3Tdrw35X77E+wzlH5jIyn2GdJbXJMOBNs5iUDK8V1tv8OoyiPWgRBZV8SSoVoHUx8mLkmPlICLurWe52nqQvG+q25Ui4S/cBeusYSuefi0PrbR6tvMXUF1WMelBBgGKPEQ5j3c7Ihvxaqor3RxmNumvJwvzwOFsjiQ5pz7dd5sMdJzCavE2N/Hf3bF2vRv/cnoM9YphfYcd/d8Po3g/3WKOfr/z8o5XG6ICqqbFUXSLzC3jvsM7inCWzKevpKs7Z4fBppfQwEK6YKhUTEZqomK4REehg+Dz2OryYvCMTAJeB7YULF1heXuaLX/wizzzzDAA3btzgP/7jP/jgBz+478l0qgNjpfJW8GKOrVIapU3xfV72cqK/Ugql8z9aKVzxO12c/cqvVfG4fITn1s+MAqfA551a+NGvtcKO9PKo4TxCNfx6uG5isZ3S+Q2NVhpXDGXMH7zf01VFSFGc4vK73bynzEGagfemuCHQWDIchoELUHZrbiy6QqIqOCp0qZFm+d2iUiGJrRC7gJZvQJHoIE94pei4Comv0XMNsHmSKEtI7DbIXIvUHdseADtLz9fpuiW0PZHPJQZwFTK7iLWajfQ43s5t3YC5lMzP0fYP4rIqNsvye1kV4f0Kymtu2jN4N8ArhfIG71t4rrNpzuXze8t5w8bgwk10tISqP5UPe/cWFYS4qIaPHJ36E9tfZO/wuo9uPIZafCif67wzAPYWw97JYpRSGCx4u/sNLeqaKp6rGrNNONrr53ZnNx+9YOf96TEnF2oci7ayPO807E1XW4+/oBRLDTg15/OgK4/0Rva8/agOCJWjbg1zoWNx0RO7naXf0ZVUDEuuGqhmisRBbc6jd/QA73wYRV2PtCd0CgOEjXBrHdqym2t06HgRhHnyz6txCh3qotds3Fxan2dIV3pryHYxhN67fO771kjfraB+92vrAYf3GpeEuHZCFubt5ru3Lur5zkbufoDH4lKP8yPvoPdja5oHlAmwmwobKrLU5b34qugh33mA4tzorMdoT9rMn0/qNakzO95Dz9ZQ+K39OAVprIjTgIG7QeLIRyl4XzQ6bm1vvcN7h9KGcQ0Wvjh37XxWSo0ZgeDZP6jfT9Eo4nx+Y3YHDyf1lp+236Rj+/k5XjFMFpUHrnkSmTIwdc7hcMXNYp491Xs3DI41xbWquD4YbdDkQ5g9cC2+ybnoIbyOcHgyX74IB6DzRp2D8HiyziZZ7wZpMCDD7j53aLVrfwfLUr1zN5qsvUkaOdJBndRnh3JzrjQwUj6PR+sI2+7igUytk7n9kwFt3+Hu5ztO2XigdETW7WHjAdlmO++x37Y/UMH7T8yZ99IH2DjGW4tN0/e9z9K48o0uWuWH32/9xO0XNN/m26pQWPLGnAyLxeafn7tFKbzy2JE/t1sTbTlt6xYMDovDqoyElJT0YHXxNj9fvmgwt2RYHIlPSPxoFujDpbwitgNaySY3ezexxed5GH6X53elsD7Duvx6sBk3sS4jK4ZUmyKQDnWIUYbIRESmQmBCIhMR6JBQB2ilOVZdohrUhj3SYjKOXAB89epVoijiiSeewDmHUopz587xox/9CGstQbD9KTnnsDZvNc2yg33QJ8FnCS7p4k2ET/tkcQXbbWHjXn6S67WxcQ8f93C9Nlm3g+t1SdstSPq4uEfWaYEy+EGPQasFWYjvdlCmDVEz/zq2uPUNfKsFSRe/tg6bm6h2O/96sIFvd0hX1lB4TLtDtroOUYxptXHBOmncQG9sQh8yfYNwrZnfgFSuo5trdPrXiZMVlEsYvYIoIHOexHrshRuoNIVGN494vYdKFX91Ld948Wo+dLgMDJIBrKxz/eIVCLYCQ4IQf30F1ehDdRFf9AATGFhbg9V1bl5ezvdR9kYqBWvrKBPiCaG4AOsoQq2s4DfW2bx2bXuPjPeozU3c2o08kCvrUhShmmuoXhfVvJnvqwyAsxS6HeLmCqpeR5VzPrMI+q385r63AXFcNGho/KCNi3vQ34R0K9u1Cgw+7kIcwKAJSYIHbKbwcRuV9nBJe1e9cjbB+xijYjxjkpIpdcvLs8/vfPbbAFQIKsS6bNfvtl7F/bJe55/xDQ/a18jQRQ/puGP5bU9DAW2f0FQBVaXJ20AsKIplEcZcND0Yb9lwntQZrjtI3O5LkR99PiofQlxRsO4gc+SPu8Watd47cJbQwGqqWE/hSpzhRqsXPv8cbKOKHmBYjzXNWHGlN9i/Ic8XydnIQ7WehWZS41o8IFC7Zyt5fN7Dv+2okKHYSGtcTQa0cEXRdjZeqLGv7XpcJdIJVmWkfudrOu4GRmFwrA5qDDKLUX2SsjGirP+7nnM+cL6iHTe6+ciH90yXxI65nRjtDSz2Y5RnIwlRccJc2iPzZQNj+Qps3WzZMuDbo1cxH7Uz5j3RYf6e7mwdMeM/B2rcz4dz9lVRj4osp/ht8+F3b7+rkCg0iU95r3eRUId5nsDi+e3aHIbDksvgVqEJdNknM47HuTwDKzbfbzNu0qRB1VTGfw73cxtDfj2e7qBNy4aoIMWN/czvFeze3g2oRtFNmqh+zEbHkvlbr1l9MJ7Rk4LHE6mAVnYDPGysW5LbCbYPXKj8cxxgaNkNuq7PxoYa8xp6/CF1Ihg0TduhZZusrx5WAODHfg4VioGPaaXXWVtTBJhhXVRFg/5eVLj/NWvcsay39AY3aLcCrK5uex1vd3+3FBp6nXU6XU3UjLHe3nZdNKN5NaI9zmWAVZq01SYNLaldI3W3rovbRyUdjMeTmYi028vzSYQtrCsCYG32LN8dMYpqWMelKe+0ztPuNW+RPX4rIFZs/Zs3rLiiQQLGNbrn51RFalM+8tDH+O1HPn14z0PckSMTAJeyLENrTRDkw6kATNHKmWXZMAAuA+YrV65w4cIFoijCWjsMmqdFWc524rn2s1fQlQZB0sKpVdLLy4RpB1Bk19cwWR/tMtL176GzGG0HZJs/BCxh2iX97x8BijDtkGz8FKcDwrSNW21hL/wPYdYBpYmv3STMeuAsydr3CGyMcTFJ84donxHaHnHnx4CnknZJOv+FV5oo7ZBtnidT71LJOji9Qbpyg8jmCbyStX/F+JTNqEn78jJ6XK8h4JUi3LhCsNnO52mW5wqt0IM+CnDvbG4tNZS/UJiwj1v+2fZ9KoV2XVyvCe+tbvVTKQVphgoH+Mv/L/8RYMqebdOFTgyXrjNcqkkpGCRoneIu/XSkB7g4VtBBrf4SvxmOPEZDf4C3Dvfef+4ImkGFffzV10GrrV9phY77gML9cnPrpkcB1qFMn/TCT0dO9Hk7oc56ZK0m7u0bw2DJKY9KUrRLsO/+3x0vNKAh613AX17e3ZF2F1oe97143PJwnjm7wMpqlTV1ezfLQRayueHob5ZDKW9xMJXXBZMFpNaznNltAenWdrv3o/H4zKC84spGxkFvfxWezBpqWrPSzba/HWOf7tYzSZ1nLgxYj/frgfHA9t87B4sV2IhHb0R2DzbdvSfPUgQDG5AN9gpdyp9u38dCpHFErCfB7iGJezRqKKBWnNNbSdkoMzo2YHw5+3hqQYBHsZmovd+LHeUo71FMOqDbdkUAPFKgkc3LKrDX8ErFPj1Y7/tasyOgLW++lMKPGz6/VwBc7MfhmFeaPgMohtjrPeuv3dV7druOM49NYgYkd/D42ztDLaoGynoGtnfwY43tvb/1Q+apE3hD38a3H9jfhsw7arqGQtHzyfjAfi/bRsGMp0b+zpSlokK01sQu3aPh8HCea54eEo5RJ0kHh7JPGP8ZVeTNZUvMk8UDLOoAZ8BC/3ZLkIdDi9TI0i5d+jtex8O95ioFDQ++u0mb7h3VxYN+yhSKkARPxvrK4GDDzbW+o1OgQqP9AIVnbeM9hmOH9N6NFXdE50OaBy7G+IT+2uXx9wG7jG/IVcXcJ7XHVkpp4qRH1nh6a4PpCUdmzpELgMctf1R+EPXIh6Pc7syZM5w+fXrYA/zaa6/dwTyRu6cs54nf+H2OPfv5kV4I2JZEalxCqf32e0eF4VBGmJTLXNzqYOPfh52PHf1+v/0esPA7Tji72+luZdxx9jr26N72OtJ+JbjVYw7wLpdD1I+I/ZbKmYy7VZg7e08O6SN61xxO+e50Lwf5HO74Td4sv+99yMRf730aR253Jwr4jOeuBm0z4W7FNO/z8rbrMbPmlh9iBaONq/IxuKNqdXuPubMXWQ0bKu72++UZ7dG925XCewiCfCTANHXGzaIjFwCHYYi1liRJqFbz7MFxHBMEwbAneJTWehgYT3Nl01qjo+qkiyGEEEIIIYQQ960jEwCXwetjjz3G97//fV5//XU+8YlP4Jzj9ddf58knn8QYs28W6Gnq+R1v2st3UAdtaDhiz/dOhqvcq8fsa3obfoQQk3DEzr1CCHHfkHuyaXCkAmDvPadPn+bDH/4wL730EisrK1y/fp3NzU3++I//GGDfAHj6HdVy36kj9nzvpLj36jFCCHFgcpIRQggxu45MADzq+eef58EHH+Tdd99lbm6Or371q5w5cwbv/bZ5wEIIIYQQQgghREn56R8XfCAH6fnNsoxXX32Vj3/847uWSxJCCCGEEEIIcX87st2lrlgGJs8ae5SHPQshhBBCCCGEuBeObDfoUcjsLIQQQgghhBBiehzZHmAhhBBCCCGEEOJ2SAAshBBCCCGEEGImSAAshBBCCCGEEGImSAAshBBCCCGEEGImSAAshBBCCCGEEGImSAAshBBCCCGEEGImSAAshBBCCCGEEGImSAAshBBCCCGEEGImSAAshBBCCCGEEGImzFwArJRCKTXpYgghhBBCCCGEuMeCSRfgXsuyjDRN8d7f9mO11jjn7kKpjsbxpQw5pdQd1Z/DNOnXYNLHn4YyTPr4MPm6OA2vgZRh8scHqYvTUIZJH38ayjDpegiTfw2moQyTPv40lOEo1UXvPcYYtJ6dflHlJ/3u3EPOOc6fP8/m5ibGmNt6rPeeOI6pVCoT6UGe9PGlDFustbddfw7TpF+DSR9/Gsow6eOXJlkXp+E1kDJM/vglqYtSD6ahDLN+fZ6GMkz6+NNShqNSF5VSJEnCuXPn+MAHPoD3fiZGys5UAFxK0/S231znHDdu3ODUqVMTaSGZ9PGlDLksy/jZz37GRz/6UYJgMgMoJv0aTPr401CGSR8fJl8Xp+E1kDJM/vggdXEayjDp409DGSZdD2Hyr8E0lGHSx5+GMhy1uig9wEKIfVlrefXVV/n4xz8+0ZY9IaQuimkhdVFMA6mHYlpIXZx+sxPqH4JJtxVM+vhShrxFLUmSic9tmfT7MOnjT0MZJn38aaiLk34NpAzTcXypi9NRhkkff9JlmIZ6CPI+TMPxJ10GqYvTTwLg2zDpMfGTPr6UAYwxPPbYYxNv0Zv0+zDp409DGSZ9/Gmoi5N+DaQM03F8qYvTUYZJH3/SZZiGegjyPkzD8SddBqmL00+GQAshhBBCCCGEmAnSAyzEbZI2IzEtpC6KaSF1UUwDqYdiWkhdnG7SAyzEGN774clLKbXnMJLR7Ur7bS/EYXLOSX0T91R5ztsvW6icF8UkHPS6LcRh2Xmu2++8OG4+8CxlXZ42EgALscO4NdBmZV00cXRInRT3mtQ5Ma2kbop7Terc0SYBsBAjyhPa1atXeeedd6jX6/zar/0aCwsLY7drtVq89957w++ttSwuLvLUU09N6BmIWfLzn/+c48ePz9Ti9WIyyvp16dIlWq0Wzz777J7bXr58mRs3bgwTwFhrOXfuHCdPnpR6Kg5dWaeWl5e5cOEC1lrOnj3LE088IfVN3FUbGxv88pe/pN/vc/z4cZ599tmxvbrOOd58803SNEUphXOOMAz54Ac/OPFEWbNqMqszCzGFygvlG2+8wQsvvMDc3BzOOX70ox/xla98hVOnTg23Kf995513+Md//EcWFhbw3pOmKY888ghPPvmkXHTFXXXz5k3+4R/+gc997nMSAIu7TilFv9/nxRdfZH5+ft8A+JVXXhk2IJaPe+655yQAFoeurE8/+9nPePHFF1lYWEApxQ9+8AM++9nP8ulPf1rqnDhUZX26cuUKf/u3fwtAo9Hg5s2bnD9/ni9+8YvDoLbcttls8uKLL6KUQmuNtZZarcZTTz1FrVaTOjoBEgALUVBKkaYp3/ve93jyySf58pe/TJZl/OVf/iUvv/wyX/3qV3c9ptVqce7cOb72ta+htSbLMjmRibuirFcrKyt861vfYnV1FWMMlUpl0kUT9zlrLX/3d3/HpUuX6Pf7PPzww3tu65xjbW2N5557jk9+8pNYa7HWDm8IZc6bOCzlOXEwGPDP//zPPPPMM/zRH/0RSim+853v8O///u/85m/+JnNzc5MuqrjPeO/5/ve/T61W42tf+xqNRoPXXnuNF154gbfffptnnnlmOD+4vG5XKhW+8Y1vUKvVhufFMAwBWa5oEuRKJARbyQmWl5fpdrt84hOfGAYXH/3oR7l8+TKDwWBb7y/A+vo6p0+fptfrce3aNYIgGJ7QhLgboijimWee4TOf+QxBEGCtnXSRxAx4/PHH+V//639x4sQJ0jTdc7skSbDWsrS0xMrKCq1WiyiKZJifuGtarRZhGPKRj3xkmPzqySefJMsy2u02IBl5xeEphzC3Wi0++tGP0mg0AHj66aepVCpsbGwA2+vcxsYGURRhreXatWtYa4miSALfCZIeYCFGlL1qJ06cAPITWKPRGM73rVarAMNAuNVq8fbbb/Puu+8yGAyo1Wo8//zzPP7449ITLA5VWZcWFxf53d/9XQB++MMfyo2duOuMMXzyk58E4N133x2bzbQ8362trRHHMd/+9rcJgoB+v88TTzzB888/T6PRkPOiODRlPTp58iR/+qd/ShAEwx7hn/zkJ8zPzw+v5VLnxGEyxvD1r39924iWH/zgB2RZxqOPPgps3ScC9Pt9VlZW+Iu/+Ith7+9nPvMZPvGJT0yk/EICYCG2sdailNoW6JY9F1mWAVs3es45sizj8ccf59Of/jTOOb773e/ywgsv8I1vfGPYKijEYSvrnhD3Shn03mrEQa/XI4oiPvWpT/Hrv/7rXLp0iRdeeIFGo8Hzzz9/L4oqZozWmiiKAHjrrbd4+eWXGQwGfOlLXyKKIml0EXdFWeeuXr3K9773PS5cuMDnP/95zp49C2xvdBkMBjz00EP83u/9HouLi7zyyiu89NJLnDx5UjpMJkQCYCFGlMOX4zgeBsFJkgBsC2i99xhj+JM/+ZNtj//85z/P3/zN33D58mWefvppnHMy500cOq211CtxT5X1bdxN2ugohKeeeoo/+7M/G36/tLTE1atXOX/+PM8995wMhRaHqqx7vV6P73znO5w/f54Pf/jDfPazn+X48eMSWIi7opzf+8Mf/pBXXnmFs2fP8rWvfY1HH310WydJWfeee+65bY//gz/4A95++20uXrwoAfCESAAsBFs3dadOnSJNU65du8axY8cAWFtbo1KpDBNplDeCa2trvP7663zsYx9jfn4e2OodLlsGhRDifjd64/bWW2/RarWGQ6YhPy+GYSiNNuKu+fa3v83169f5+te/vi1JmwQV4rCV93k//vGP+fGPf8wXvvAFPvzhDw9/X9a58nznnOOVV17hqaee4syZM9u2kwbByZGrkRBsnbDOnDnDgw8+yL/+67+yurrKxYsX+clPfjJcq219fZ2XXnqJq1evEkUR//Iv/8KLL75Ip9NhfX2d73//+ywsLPCBD3wAkIyn4u5yzskcYHFPjda58t+33nqL7373u0CeGPCb3/wmP//5z0mShF/84hf853/+J88+++y2OXFCvF9lILK+vs57773H008/Ta/X4/XXX+eNN97g/PnzxHE83FaIw1D27v70pz/l3LlzNBoN3njjDd544w1ef/11ms0mAC+//DLnz59HKcVrr73G3//933Pz5k16vR4vvfQSSZLw1FNPDfcp7i3pARaiUF5M//AP/5BvfvOb/NVf/RVZlvHII48Mkw61223+67/+i9OnT/Pwww/zpS99iZdffpk///M/B6BSqfCFL3yBMAxlSIu466rVqmQdF/dUtVodjnApz3GXL1/mtdde4/Of/zyf+tSnWFlZ4aWXXuLf/u3fiOOYD33oQ/zO7/yOBCHiUJX17+rVq9RqNX75y1/y5ptvbrvufuUrX+Ghhx6aYCnF/aSsc51OB601q6urvPDCC8P1fXu9Hs899xwf+9jHePXVV7HW8swzz/DlL3+ZF154gb/+678mDEPSNOX3f//3h3VT7hXvPeXliiTELtZaLl++jFJqmNEP8pNflmUYY4bLLfT7/eEF+PTp09LrK+6ZJEkwxsgwKnHPlEsgjTa8OOdwzg3Pi5Bn1G82m5w8eXI4nUSIuyHLsmECy1I52iAMQwkuxKHbmYiyrGNlfhhjDFmWbRvmbK3lypUrOOd46KGHqFQqEym7yEkALMQO43pu9+rNvZ1thRBCCCHEbJF7xekjAbAQeyg/Grc6QY1+hORkJoQQcl4UQoid5Lw4PSQAFkIIIYQQQggxE2SyohBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImSABsBBCCCGEEEKImfD/Ax3cwIdeqMMPAAAAAElFTkSuQmCC\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_kde.__doc__)\n", "chartify.examples.plot_kde()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Both density axes" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Hexbin example\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"density\", y_axis_type=\"density\")\n", " ch.set_title(\"Hexbin\")\n", " ch.plot.hexbin(\n", " data_frame=data,\n", " x_values_column=\"unit_price\",\n", " y_values_column=\"quantity\",\n", " size=0.2,\n", " orientation=\"pointytop\",\n", " )\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.plot_hexbin.__doc__)\n", "chartify.examples.plot_hexbin()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Second Y axis" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " # Sum price grouped by date\n", " price_by_date = data.groupby(\"date\")[\"total_price\"].sum().reset_index() # Move 'date' from index to column\n", " price_by_date[\"triple_total_price\"] = price_by_date[\"total_price\"] * 3\n", " price_by_date = price_by_date.sort_values(\"date\")\n", " print(price_by_date.head())\n", " \n", " date total_price triple_total_price\n", "0 2017-01-10 1.808778 5.426334\n", "1 2017-01-12 0.829621 2.488864\n", "2 2017-01-22 1.998476 5.995427\n", "3 2017-01-27 1.390764 4.172292\n", "4 2017-01-28 2.658465 7.975394\n", "\n", " # Initialize chart with second_y_axis=True\n", " ch = chartify.Chart(\n", " blank_labels=True,\n", " x_axis_type=\"datetime\",\n", " y_axis_type=\"linear\",\n", " second_y_axis=True,\n", " )\n", " ch.set_title(\"Second Y axis\")\n", " # Plot the first axis\n", " ch.plot.line(data_frame=price_by_date, x_column=\"date\", y_column=\"total_price\")\n", " ch.axes.set_yaxis_range(0, 50)\n", " ch.axes.set_yaxis_label(\"First axis label\")\n", " ch.axes.set_yaxis_tick_format(\"0a\")\n", "\n", " # Plot the second axis\n", " ch.second_axis.axes.set_yaxis_range(0, 80)\n", " ch.second_axis.axes.set_yaxis_label(\"Second axis label\")\n", " ch.second_axis.plot.line(\n", " # Data must be sorted by x column\n", " data_frame=price_by_date,\n", " x_column=\"date\",\n", " y_column=\"triple_total_price\",\n", " )\n", " ch.second_axis.axes.set_yaxis_tick_format(\"0.0\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chartify.examples.chart_second_axis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Radar chart" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", " total_by_fruit_and_country = data.groupby([\"fruit\", \"country\"])[\"quantity\"].sum().reset_index()\n", " print(total_by_fruit_and_country.head())\n", " \n", " fruit country quantity\n", "0 Apple BR 57\n", "1 Apple CA 144\n", "2 Apple GB 177\n", "3 Apple JP 65\n", "4 Apple US 165\n", "\n", " ch = chartify.RadarChart(True, layout=\"slide_50%\")\n", " ch.set_title(\"Radar Area Chart\")\n", " ch.set_subtitle(\"Each vertex plotted counterclockwise starting from top\")\n", " ch.plot.text(\n", " total_by_fruit_and_country.groupby(\"country\")[\"quantity\"].max().reset_index(),\n", " \"quantity\",\n", " text_column=\"country\",\n", " text_align=\"center\",\n", " )\n", " ch.plot.area(total_by_fruit_and_country, \"quantity\", color_column=\"fruit\")\n", " ch.axes.hide_yaxis()\n", " ch.axes.hide_xaxis()\n", " ch.set_legend_location(\"outside_bottom\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=480x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chartify.examples.plot_radar_area()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " import chartify\n", " from itertools import product\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " total_by_country = data.groupby([\"country\"])[\"quantity\"].sum().reset_index()\n", " countries = total_by_country.country.unique()\n", " grid_values = product(range(0, 1200, 200), countries)\n", " grid_df = pd.DataFrame.from_records(grid_values, columns=[\"quantity\", \"country\"])\n", " quantity_label = grid_df.groupby(\"quantity\")[[\"quantity\"]].min().reset_index(drop=True)\n", "\n", " ch = chartify.RadarChart(True, layout=\"slide_50%\")\n", " ch.set_title(\"Radar Radius Chart\")\n", "\n", " ch.style.set_color_palette(\"categorical\", [\"grey\"])\n", " # Plot quantity labels\n", " ch.plot.text(\n", " quantity_label,\n", " \"quantity\",\n", " text_column=\"quantity\",\n", " color_column=\"quantity\",\n", " font_size=\"8pt\",\n", " )\n", " # Plot perimeter grid\n", " ch.plot.perimeter(grid_df, radius_column=\"quantity\", color_column=\"quantity\", line_width=1)\n", " ch.style.set_color_palette(\"categorical\")\n", "\n", " # Plot text labels\n", " ch.plot.text(total_by_country, \"quantity\", text_column=\"country\", text_align=\"center\")\n", " ch.style.color_palette.reset_palette_order()\n", " # Plot the radius\n", " ch.plot.radius(total_by_country, \"quantity\")\n", " ch.axes.hide_yaxis()\n", " ch.axes.hide_xaxis()\n", " ch.set_legend_location(None)\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=480x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chartify.examples.plot_radar_radius()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chart aesthetics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Labels" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Chart label examples\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " apple_prices = data[data[\"fruit\"] == \"Apple\"].groupby([\"quantity\"])[\"unit_price\"].mean().reset_index()\n", " # Plot the data with method chaining\n", " (\n", " chartify.Chart(blank_labels=True)\n", " .plot.scatter(apple_prices, \"quantity\", \"unit_price\")\n", " .set_title(\"Quantity decreases as price increases. <-- Use title for takeaway.\")\n", " .set_subtitle(\"Quantity vs. Price. <-- Use subtitle for data description.\")\n", " .axes.set_xaxis_label(\"Quantity per sale (Apples)\")\n", " .axes.set_yaxis_label(\"Price ($)\")\n", " .axes.set_yaxis_tick_format(\"$0.00\")\n", " .show('png')\n", " )\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.chart_labels.__doc__)\n", "chartify.examples.chart_labels()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Axis type\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Axis type examples\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " # Plot the data\n", " (\n", " chartify.Chart(blank_labels=True, x_axis_type=\"log\")\n", " .plot.scatter(data_frame=data, x_column=\"total_price\", y_column=\"quantity\")\n", " .set_subtitle(\"Set axis type for auto handling of categorical, datetime, linear, or log values.\")\n", " .set_title(\"Axis Type\")\n", " .show('png')\n", " )\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.axes_axis_type.__doc__)\n", "chartify.examples.axes_axis_type()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tick label format" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", " data[\"%_sales\"] = data[\"quantity\"] / data[\"quantity\"].sum()\n", "\n", " # Plot the data\n", " (\n", " chartify.Chart(blank_labels=True)\n", " .plot.scatter(data_frame=data, x_column=\"%_sales\", y_column=\"unit_price\")\n", " .axes.set_yaxis_tick_format(\"$0.00\")\n", " .axes.set_xaxis_tick_format(\"0.00%\")\n", " .set_subtitle(\"Format ticks on either axis to set units or precision\")\n", " .set_title(\"Axis tick format\")\n", " .show('png')\n", " )\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chartify.examples.axes_axis_tick_format()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Axis tick values" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " import pandas as pd\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"datetime\")\n", " ch.plot.scatter(data, \"date\", \"quantity\")\n", " ch.set_title(\"Axis tick values\")\n", " ch.set_subtitle(\"Pass a list of values or use pd.date_range for datetime axes\")\n", " # Use pd.date_range to generate a range of dates\n", " # at the start of each month\n", " ch.axes.set_xaxis_tick_values(pd.date_range(\"2017-01-01\", \"2018-01-01\", freq=\"MS\"))\n", " ch.axes.set_yaxis_tick_values(list(range(0, 8, 2)))\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chartify.examples.axes_axis_tick_values()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Callouts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Line callout" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Line example\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " # Plot the data\n", " (\n", " chartify.Chart(blank_labels=True)\n", " .plot.scatter(data_frame=data, x_column=\"unit_price\", y_column=\"total_price\")\n", " .callout.line(2) # Callout horizontal line\n", " .callout.line(1, \"height\") # Callout vertical line\n", " .set_title(\"Line callout\")\n", " .set_subtitle(\"Callout lines on either axis\")\n", " .show('png')\n", " )\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.callout_line.__doc__)\n", "chartify.examples.callout_line()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Box callout" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Add box callout to the chart.\n", "\n", " Args:\n", " top (numeric, optional): Top edge of the box.\n", " bottom (numeric, optional): Bottom edge of the box.\n", " left (numeric, optional): Left edge of the box.\n", " right (numeric, optional): Right edge of the box.\n", " alpha (float, optional): 0.2\n", " color (str): Color name or hex value.\n", " See chartify.color_palettes.show() for available color names.\n", "\n", " Note:\n", " The box will extend to the edge if the corresponding position\n", " argument is omitted.\n", "\n", " Returns:\n", " Current chart object\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " # Plot the data\n", " (\n", " chartify.Chart(blank_labels=True)\n", " .plot.scatter(data_frame=data, x_column=\"total_price\", y_column=\"unit_price\")\n", " .callout.box(top=1, bottom=-1, color=\"red\")\n", " .callout.box(top=2, left=4, color=\"blue\")\n", " .callout.box(bottom=2, right=3, color=\"green\")\n", " .set_title(\"Shaded area callout\")\n", " .set_subtitle(\"Highlight notable areas of your chart\")\n", " .show('png')\n", " )\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.callout_box.__doc__)\n", "chartify.examples.callout_box()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Text callout" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Add text callout to the chart.\n", "\n", " Note:\n", " Use `\n", "` within text for newlines.\n", " Args:\n", " x (numeric): x location of the text.\n", " y (numeric, optional): y location of the text.\n", " text_color (str): Color name or hex value.\n", " See chartify.color_palettes.show() for available color names.\n", " text_align (str: 'left', 'right', 'center'): Text alignment.\n", " font_size (str): Font size.\n", " angle (int, 0 to 360): Angle in degrees from horizontal. Default: 0\n", "\n", " Returns:\n", " Current chart object\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True)\n", " ch.plot.scatter(data_frame=data, x_column=\"unit_price\", y_column=\"total_price\")\n", " ch.callout.text(\"Description of what is\\ngoing on in this chart!\", 0, 6)\n", " ch.set_title(\"Text callout\")\n", " ch.set_subtitle(\"Add narrative to your chart.\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.callout_text.__doc__)\n", "chartify.examples.callout_text()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Color Palettes" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Color Palettes: \n", "'Category20'\n", "'Category10'\n", "'Colorblind'\n", "'Dark2'\n", "'Pastel1'\n", "'RdBu'\n", "'RdGy'\n", "'Greys'\n", "'Greens'\n", "'Blues'\n", "'Reds'\n", "'Oranges'\n", "'All colors'" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chartify.color_palettes" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<h2>Color Palettes</h2><div><div style='padding: 10px; margin: 5px;'>\n", " <h3>Category20</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #1f77b4;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#1f77b4',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ff7f0e;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#ff7f0e',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #2ca02c;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#2ca02c',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #d62728;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#d62728',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #9467bd;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#9467bd',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #8c564b;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#8c564b',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #e377c2;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#e377c2',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #7f7f7f;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#7f7f7f',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #bcbd22;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#bcbd22',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #17becf;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#17becf',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #aec7e8;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#aec7e8',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffbb78;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#ffbb78',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #98df8a;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#98df8a',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ff9896;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#ff9896',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #c5b0d5;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#c5b0d5',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #c49c94;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#c49c94',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f7b6d2;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#f7b6d2',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #c7c7c7;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#c7c7c7',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #dbdb8d;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#dbdb8d',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #9edae5;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#9edae5',</div></div> <div style='padding: 10px; margin: 5px;'>\n", " <h3>Category10</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #1f77b4;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#1f77b4',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ff7f0e;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#ff7f0e',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #2ca02c;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#2ca02c',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #d62728;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#d62728',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #9467bd;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#9467bd',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #8c564b;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#8c564b',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #e377c2;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#e377c2',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #7f7f7f;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#7f7f7f',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #bcbd22;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#bcbd22',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #17becf;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#17becf',</div></div> <div style='padding: 10px; margin: 5px;'>\n", " <h3>Colorblind</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #0072b2;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#0072b2',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #e69f00;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#e69f00',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f0e442;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#f0e442',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #009e73;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#009e73',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #56b4e9;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#56b4e9',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #d55e00;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#d55e00',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #cc79a7;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#cc79a7',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #000;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'black',</div></div> <div style='padding: 10px; margin: 5px;'>\n", " <h3>Dark2</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #1b9e77;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#1b9e77',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #d95f02;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#d95f02',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #7570b3;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#7570b3',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #e7298a;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#e7298a',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #66a61e;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#66a61e',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #e6ab02;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#e6ab02',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #a6761d;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#a6761d',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #666;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#666',</div></div> <div style='padding: 10px; margin: 5px;'>\n", " <h3>Pastel1</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fbb4ae;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#fbb4ae',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #b3cde3;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#b3cde3',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ccebc5;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#ccebc5',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #decbe4;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#decbe4',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fed9a6;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#fed9a6',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffc;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#ffc',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #e5d8bd;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#e5d8bd',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fddaec;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#fddaec',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f2f2f2;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#f2f2f2',</div></div> <div style='padding: 10px; margin: 5px;'>\n", " <h3>RdBu</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #67a9cf;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#67a9cf',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f7f7f7;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#f7f7f7',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ef8a62;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#ef8a62',</div></div> <div style='padding: 10px; margin: 5px;'>\n", " <h3>RdGy</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #404040;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#404040',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #bababa;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#bababa',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fff;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'white',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f4a582;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#f4a582',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ca0020;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#ca0020',</div></div> <div style='padding: 10px; margin: 5px;'>\n", " <h3>Greys</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #d9d9d9;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#d9d9d9',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #bdbdbd;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#bdbdbd',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #969696;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#969696',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #737373;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#737373',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #525252;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#525252',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #252525;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#252525',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #000;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'black',</div></div> <div style='padding: 10px; margin: 5px;'>\n", " <h3>Greens</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #c7e9c0;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#c7e9c0',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #a1d99b;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#a1d99b',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #74c476;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#74c476',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #41ab5d;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#41ab5d',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #238b45;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#238b45',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #006d2c;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#006d2c',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #00441b;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#00441b',</div></div> <div style='padding: 10px; margin: 5px;'>\n", " <h3>Blues</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #c6dbef;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#c6dbef',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #9ecae1;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#9ecae1',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #6baed6;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#6baed6',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #4292c6;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#4292c6',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #2171b5;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#2171b5',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #08519c;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#08519c',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #08306b;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#08306b',</div></div> <div style='padding: 10px; margin: 5px;'>\n", " <h3>Reds</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fcbba1;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#fcbba1',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fc9272;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#fc9272',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fb6a4a;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#fb6a4a',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ef3b2c;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#ef3b2c',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #cb181d;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#cb181d',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #a50f15;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#a50f15',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #67000d;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#67000d',</div></div> <div style='padding: 10px; margin: 5px;'>\n", " <h3>Oranges</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fdd0a2;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#fdd0a2',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fdae6b;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#fdae6b',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fd8d3c;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#fd8d3c',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f16913;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#f16913',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #d94801;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#d94801',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #a63603;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#a63603',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #7f2704;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'#7f2704',</div></div> <div style='padding: 10px; margin: 5px;'>\n", " <h3>All colors</h3><div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffb6c1;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightPink',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffc0cb;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'pink',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #dc143c;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'crimson',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #db7093;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'PaleVioletRed',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fff0f5;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LavenderBlush',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ff69b4;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'HotPink',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ff1493;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DeepPink',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #c71585;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'MediumVioletRed',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #d02090;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'VioletRed',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #da70d6;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'orchid',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #800080;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'purple',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #d8bfd8;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'thistle',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #dda0dd;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'plum',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f0f;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'magenta',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #8b008b;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkMagenta',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ee82ee;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'violet',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ba55d3;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'MediumOrchid',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #9400d3;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkViolet',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #9932cc;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkOrchid',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #4b0082;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'indigo',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #8a2be2;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'BlueViolet',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #9370db;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'MediumPurple',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #7b68ee;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'MediumSlateBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #483d8b;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkSlateBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #8470ff;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightSlateBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #6a5acd;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'SlateBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #00008b;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #000080;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'navy',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #0000cd;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'MediumBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #00f;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'blue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #191970;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'MidnightBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #e6e6fa;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'lavender',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f8f8ff;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'GhostWhite',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #4169e1;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'RoyalBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #6495ed;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'CornflowerBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #53585f;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'dark grey',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #b0c4de;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightSteelBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #708090;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'SlateGray',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #789;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightSlateGray',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #1e90ff;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DodgerBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f0f8ff;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'AliceBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #4682b4;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'SteelBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #87cefa;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightSkyBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #87ceeb;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'SkyBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #00bfff;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DeepSkyBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #add8e6;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #b0e0e6;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'PowderBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #5f9ea0;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'CadetBlue',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #00ced1;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkTurquoise',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #008b8b;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkCyan',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #0ff;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'cyan',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #2f4f4f;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkSlateGray',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #afeeee;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'PaleTurquoise',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #e0ffff;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightCyan',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f0ffff;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'azure',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #48d1cc;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'MediumTurquoise',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #20b2aa;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightSeaGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #40e0d0;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'turquoise',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #7fffd4;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'aquamarine',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #66cdaa;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'MediumAquamarine',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #00fa9a;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'MediumSpringGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f5fffa;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'MintCream',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #00ff7f;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'SpringGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #3cb371;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'MediumSeaGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #2e8b57;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'SeaGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #008000;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'green',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #0f0;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'lime',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #228b22;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'ForestGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #8fbc8f;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkSeaGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #90ee90;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #98fb98;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'PaleGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f0fff0;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'honeydew',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #006400;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #32cd32;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LimeGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #7cfc00;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LawnGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #7fff00;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'chartreuse',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #adff2f;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'GreenYellow',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #556b2f;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkOliveGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #9acd32;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'YellowGreen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #6b8e23;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'OliveDrab',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fafad2;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightGoldenrodYellow',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #808000;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'olive',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f5f5dc;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'beige',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ff0;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'yellow',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffffe0;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightYellow',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fffff0;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'ivory',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #bdb76b;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkKhaki',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #eee8aa;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'PaleGoldenrod',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f0e68c;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'khaki',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fffacd;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LemonChiffon',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffd700;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'gold',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #eedd82;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightGoldenrod',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fff8dc;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'cornsilk',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #daa520;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'goldenrod',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #b8860b;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkGoldenrod',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fffaf0;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'FloralWhite',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fdf5e6;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'OldLace',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f5deb3;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'wheat',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffa500;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'orange',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffe4b5;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'moccasin',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffefd5;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'PapayaWhip',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffebcd;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'BlanchedAlmond',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffdead;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'NavajoWhite',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #d2b48c;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'tan',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #faebd7;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'AntiqueWhite',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #deb887;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'burlywood',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ff8c00;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkOrange',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffe4c4;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'bisque',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #faf0e6;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'linen',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #cd853f;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'peru',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffdab9;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'PeachPuff',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f4a460;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'SandyBrown',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #8b4513;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'SaddleBrown',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #d2691e;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'chocolate',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fff5ee;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'seashell',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #a0522d;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'sienna',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffa07a;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightSalmon',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ff4500;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'OrangeRed',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ff7f50;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'coral',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #e9967a;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkSalmon',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ff6347;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'tomato',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fa8072;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'salmon',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #ffe4e1;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'MistyRose',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #000;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'black',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #696969;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DimGray',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #800000;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'maroon',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #808080;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'gray',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #8b0000;\n", " color: white;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkRed',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #a52a2a;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'brown',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #a9a9a9;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'DarkGray',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #b22222;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'firebrick',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #bc8f8f;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'RosyBrown',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #c0c0c0;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'silver',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #cd5c5c;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'IndianRed',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #d3d3d3;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightGray',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #dcdcdc;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'gainsboro',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f08080;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'LightCoral',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f5f5f5;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'WhiteSmoke',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #f00;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'red',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fffafa;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'snow',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #fff;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'white',</div> <div style=\"width: 200px;\n", " height: 20px;\n", " background-color: #e8e8e8;\n", " color: black;\n", " padding: 2px;\n", " margin: 2px;\n", " display: block;\">'light grey',</div></div></div>" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chartify.color_palettes.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Categorical" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Color palette\n", " \n", "\n", " import numpy as np\n", " import pandas as pd\n", " import chartify\n", "\n", " # Generate example data\n", " data = pd.DataFrame({\"x\": list(range(100))})\n", " data[\"y\"] = data[\"x\"] * np.random.normal(size=100)\n", " data[\"z\"] = np.random.choice([2, 4, 5], size=100)\n", " data[\"country\"] = np.random.choice([\"US\", \"GB\", \"CA\", \"JP\", \"BR\"], size=100)\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True)\n", " ch.style.set_color_palette(palette_type=\"categorical\")\n", " ch.plot.scatter(data_frame=data, x_column=\"x\", y_column=\"y\", color_column=\"country\")\n", " ch.set_title(\"Categorical color palette type\")\n", " ch.set_subtitle(\"Default palette type. Use to differentiate categorical series.\")\n", " ch.show('png')\n", " \n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True)\n", " ch.style.set_color_palette(\n", " palette_type=\"categorical\",\n", " )\n", " ch.plot.scatter(data_frame=data, x_column=\"x\", y_column=\"y\", color_column=\"country\")\n", " ch.set_title(\"Pass 'palette' parameter to .set_color_palette() to change palette colors.\")\n", " ch.set_subtitle(\"\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.style_color_palette_categorical.__doc__)\n", "chartify.examples.style_color_palette_categorical()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Accent" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Color palette\n", " \n", "\n", " import numpy as np\n", " import pandas as pd\n", " import chartify\n", "\n", " # Generate example data\n", " data = pd.DataFrame({\"x\": list(range(100))})\n", " data[\"y\"] = data[\"x\"] * np.random.normal(size=100)\n", " data[\"z\"] = np.random.choice([2, 4, 5], size=100)\n", " data[\"country\"] = np.random.choice([\"US\", \"GB\", \"CA\", \"JP\", \"BR\"], size=100)\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True)\n", " ch.style.set_color_palette(\"accent\", accent_values=[\"US\", \"CA\"])\n", " ch.plot.scatter(\n", " data_frame=data,\n", " x_column=\"x\",\n", " y_column=\"y\",\n", " size_column=\"z\",\n", " color_column=\"country\",\n", " )\n", " ch.set_title(\"Accent color palette\")\n", " ch.set_subtitle(\"Highlight specific color values or assign specific colors to values.\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.style_color_palette_accent.__doc__)\n", "chartify.examples.style_color_palette_accent()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sequential" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Color palette sequential\n", " \n", "\n", " import numpy as np\n", " import pandas as pd\n", " import chartify\n", "\n", " data = pd.DataFrame({\"time\": pd.date_range(\"2015-01-01\", \"2018-01-01\")})\n", " n_days = len(data)\n", " data[\"1st\"] = np.array(list(range(n_days))) + np.random.normal(0, 10, size=n_days)\n", " data[\"2nd\"] = np.array(list(range(n_days))) + np.random.normal(0, 10, size=n_days) + 200\n", " data[\"3rd\"] = np.array(list(range(n_days))) + np.random.normal(0, 10, size=n_days) + 500\n", " data[\"4th\"] = np.array(list(range(n_days))) + np.random.normal(0, 10, size=n_days) + 700\n", " data[\"5th\"] = np.array(list(range(n_days))) + np.random.normal(0, 10, size=n_days) + 800\n", " data[\"6th\"] = np.array(list(range(n_days))) + np.random.normal(0, 10, size=n_days) + 1000\n", " data = pd.melt(\n", " data,\n", " id_vars=[\"time\"],\n", " value_vars=data.columns[1:],\n", " value_name=\"y\",\n", " var_name=[\"grouping\"],\n", " )\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"datetime\")\n", " ch.style.set_color_palette(palette_type=\"sequential\")\n", " ch.plot.line(\n", " data_frame=data.sort_values(\"time\"),\n", " x_column=\"time\",\n", " y_column=\"y\",\n", " color_column=\"grouping\",\n", " )\n", " ch.set_title(\"Sequential color palette type\")\n", " ch.set_subtitle(\"Palette type for sequential ordered dimensions\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.style_color_palette_sequential.__doc__)\n", "chartify.examples.style_color_palette_sequential()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Diverging" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Color palette sequential\n", " \n", "\n", " import numpy as np\n", " import pandas as pd\n", " import chartify\n", "\n", " data = pd.DataFrame({\"time\": pd.date_range(\"2015-01-01\", \"2018-01-01\")})\n", " n_days = len(data)\n", " data[\"Very Unlikely\"] = np.array(list(range(n_days))) + np.random.normal(0, 10, size=n_days)\n", " data[\"Unlikely\"] = np.array(list(range(n_days))) + np.random.normal(0, 10, size=n_days) + 200\n", " data[\"Neutral\"] = np.array(list(range(n_days))) + np.random.normal(0, 10, size=n_days) + 500\n", " data[\"Likely\"] = np.array(list(range(n_days))) + np.random.normal(0, 10, size=n_days) + 700\n", " data[\"Very Likely\"] = np.array(list(range(n_days))) + np.random.normal(0, 10, size=n_days) + 800\n", " data = pd.melt(\n", " data,\n", " id_vars=[\"time\"],\n", " value_vars=data.columns[1:],\n", " value_name=\"y\",\n", " var_name=[\"grouping\"],\n", " )\n", "\n", " # Plot the data\n", "\n", " ch = chartify.Chart(blank_labels=True, x_axis_type=\"datetime\")\n", " ch.style.set_color_palette(palette_type=\"diverging\")\n", " color_order = [\"Very Unlikely\", \"Unlikely\", \"Neutral\", \"Likely\", \"Very Likely\"]\n", " ch.plot.line(\n", " data_frame=data.sort_values(\"time\"),\n", " x_column=\"time\",\n", " y_column=\"y\",\n", " color_column=\"grouping\",\n", " color_order=color_order,\n", " ) # Your data must be sorted\n", " ch.set_title(\"Diverging color palette type\")\n", " ch.set_subtitle(\"Palette type for diverging ordered dimensions\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.style_color_palette_diverging.__doc__)\n", "chartify.examples.style_color_palette_diverging()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Custom color palette\n", " \n", "\n", " import chartify\n", "\n", " # Generate example data\n", " data = chartify.examples.example_data()\n", "\n", " # Create a new custom palette\n", " chartify.color_palettes.create_palette(\n", " colors=[\"#ff0000\", \"yellow\", \"purple\", \"orange\"],\n", " palette_type=\"categorical\",\n", " name=\"custom palette\",\n", " )\n", "\n", " ch = chartify.Chart(blank_labels=True)\n", " # Apply the custom palette\n", " ch.style.set_color_palette(\"categorical\", \"custom palette\")\n", " ch.plot.scatter(\n", " data_frame=data,\n", " x_column=\"unit_price\",\n", " y_column=\"quantity\",\n", " color_column=\"fruit\",\n", " )\n", " ch.set_title(\"Custom color palette\")\n", " ch.show('png')\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.style_color_palette_custom.__doc__)\n", "chartify.examples.style_color_palette_custom()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Layouts" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " import numpy as np\n", " import pandas as pd\n", " import chartify\n", "\n", " # Generate example data\n", " data = pd.DataFrame({\"Price\": list(range(100))})\n", " data[\"Demand\"] = 100 + -0.5 * data[\"Price\"] + np.random.normal(size=100)\n", "\n", " layouts = [\"slide_100%\", \"slide_75%\", \"slide_50%\", \"slide_25%\"]\n", "\n", " def display_layout(layout):\n", " (\n", " chartify.Chart(layout=layout) # Assign the layout when instantiating the chart.\n", " .plot.scatter(data_frame=data, x_column=\"Price\", y_column=\"Demand\")\n", " .set_title(\"Slide layout: '{}'\".format(layout))\n", " .set_subtitle(\"Demand vs. Price.\")\n", " .set_source_label(\"\")\n", " .axes.set_xaxis_label(\"Demand (# Users)\")\n", " .axes.set_yaxis_label(\"Price ($)\")\n", " .show('png')\n", " )\n", "\n", " [display_layout(layout) for layout in layouts]\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=480x270>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chartify.examples.chart_layouts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Show Chart" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Show the chart.\n", "\n", " Args:\n", " format (str):\n", " - 'html': Output chart as HTML.\n", " Renders faster and allows for interactivity.\n", " Charts saved as HTML in a Jupyter notebooks\n", " WILL NOT display on Github.\n", " Logos will not display on HTML charts.\n", " Recommended when drafting plots.\n", "\n", " - 'png': Output chart as PNG.\n", " Easy to copy+paste into slides.\n", " Will render logos.\n", " Recommended when the plot is in a finished state.\n", "\n", " - 'svg': Output as SVG.\n", " \n", "\n", " import numpy as np\n", " import pandas as pd\n", " import chartify\n", "\n", " # Generate example data\n", " data = pd.DataFrame({\"x\": list(range(100))})\n", " data[\"y\"] = data[\"x\"] * np.random.normal(size=100)\n", " data[\"z\"] = np.random.choice([2, 4, 5], size=100)\n", " data[\"country\"] = np.random.choice([\"US\", \"GB\", \"CA\", \"JP\", \"BR\"], size=100)\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True)\n", " ch.plot.scatter(\n", " data_frame=data,\n", " x_column=\"x\",\n", " y_column=\"y\",\n", " size_column=\"z\",\n", " color_column=\"country\",\n", " )\n", " ch.set_title(\"ch.show(): Faster rendering with HTML. Recommended while drafting.\")\n", " ch.set_subtitle(\"No watermark. Does not display on github.\")\n", " ch.show(\"html\") # Show with HTML\n", "\n", " ch.set_title('ch.show(\"png\"): Return a png file for easy copying into slides')\n", " ch.set_subtitle(\"Will display on github.\")\n", " ch.show(\"png\") # Show with PNG\n", "\n" ] }, { "data": { "text/html": [ "\n", " <div id=\"7eae3668-4e93-4ec1-b8e9-7b468534296c\" data-root-id=\"p16815\" style=\"display: contents;\"></div>\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"c298bb04-b82a-4c55-89dc-c569a32dc070\":{\"version\":\"3.1.0\",\"title\":\"Bokeh Application\",\"defs\":[],\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p16815\",\"attributes\":{\"width\":960,\"height\":540,\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p16816\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p16817\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p16828\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p16830\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p16820\",\"attributes\":{\"text\":\"ch.show(): Faster rendering with HTML. 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github.\",\"text_color\":\"#666666\",\"text_font_size\":\"12pt\"}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p16832\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p16833\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"NumeralTickFormatter\",\"id\":\"p16856\",\"attributes\":{\"format\":\"0,0.[00]\"}},\"axis_label\":\"\",\"axis_label_text_color\":\"#666666\",\"axis_label_text_font_size\":\"11pt\",\"axis_label_text_font_style\":\"bold\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p16834\"},\"major_label_text_color\":\"#898989\",\"major_label_text_font_size\":\"10pt\",\"axis_line_color\":\"#C0C0C0\",\"major_tick_line_color\":\"#C0C0C0\",\"major_tick_in\":0,\"major_tick_out\":4,\"minor_tick_line_color\":\"#C0C0C0\",\"minor_tick_out\":1}},{\"type\":\"object\",\"name\":\"Label\",\"id\":\"p16852\",\"attributes\":{\"name\":\"subtitle\",\"level\":\"overlay\",\"text_color\":\"#898989\",\"text_font_size\":\"10px\",\"text_align\":\"right\",\"x\":864.0,\"x_units\":\"screen\",\"y\":0,\"y_units\":\"screen\"}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p16838\",\"attributes\":{\"axis\":{\"id\":\"p16832\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p16845\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p16839\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p16872\",\"attributes\":{\"location\":\"top_left\",\"orientation\":\"horizontal\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p16873\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"BR\"},\"renderers\":[{\"id\":\"p16869\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p16886\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"CA\"},\"renderers\":[{\"id\":\"p16883\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p16899\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"GB\"},\"renderers\":[{\"id\":\"p16896\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p16912\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"JP\"},\"renderers\":[{\"id\":\"p16909\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p16925\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"US\"},\"renderers\":[{\"id\":\"p16922\"}]}}]}}],\"background_fill_color\":\"white\",\"border_fill_color\":\"white\",\"min_border_top\":40,\"min_border_bottom\":60,\"min_border_left\":60,\"min_border_right\":60}}],\"callbacks\":{\"type\":\"map\"}}};\n", " const render_items = [{\"docid\":\"c298bb04-b82a-4c55-89dc-c569a32dc070\",\"roots\":{\"p16815\":\"7eae3668-4e93-4ec1-b8e9-7b468534296c\"},\"root_ids\":[\"p16815\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p16815" } }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<PIL.Image.Image image mode=RGBA size=960x540>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(chartify.examples.chart_show.__doc__)\n", "chartify.examples.chart_show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Save Chart" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:bokeh.core.validation.check:W-1000 (MISSING_RENDERERS): Plot has no renderers: figure(id='p17279', ...)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Save the chart.\n", "\n", " Args:\n", " filename (str): Name of output file.\n", " format (str):\n", " - 'html': Output chart as HTML.\n", " Renders faster and allows for interactivity.\n", " Charts saved as HTML in a Jupyter notebook WILL NOT display\n", " on Github.\n", " Logos will not display on HTML charts.\n", " Recommended when drafting plots.\n", "\n", " - 'png': Output chart as PNG.\n", " Easy to paste into google slides.\n", " Recommended when the plot is in a finished state.\n", " Will render logos.\n", "\n", " - 'svg': Output as SVG.\n", " \n", "\n", " import chartify\n", "\n", " # Plot the data\n", " ch = chartify.Chart(blank_labels=True)\n", " ch.set_title(\"ch.show(): Save chart to html, png, or svg.\")\n", " ch.save(\"saved_chart_example.html\", format=\"html\") # Save to html\n", "\n", "Saved to saved_chart_example.html\n" ] } ], "source": [ "print(chartify.examples.chart_save.__doc__)\n", "chartify.examples.chart_save()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.2" }, "toc": { "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "toc_cell": false, "toc_position": {}, "toc_section_display": "block", "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }