From 0cb27e5bebab1a8a29e84d52baa833b5dfaf5daa Mon Sep 17 00:00:00 2001 From: Diana Date: Mon, 2 Feb 2026 14:57:35 -0500 Subject: [PATCH 1/2] assignment 1 partial --- .../livecoding_assignment1.ipynb | 1708 +++++++++++++++++ pyproject.toml | 7 + uv.lock | 963 +++++++++- 3 files changed, 2677 insertions(+), 1 deletion(-) create mode 100644 02_activities/assignments/participation/livecoding_assignment1.ipynb diff --git a/02_activities/assignments/participation/livecoding_assignment1.ipynb b/02_activities/assignments/participation/livecoding_assignment1.ipynb new file mode 100644 index 000000000..13b6bfd25 --- /dev/null +++ b/02_activities/assignments/participation/livecoding_assignment1.ipynb @@ -0,0 +1,1708 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b33aa327", + "metadata": {}, + "source": [ + "# lecture slide 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "fbaccea2", + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'scipy'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[2]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[32m 2\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mmatplotlib\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mpyplot\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mplt\u001b[39;00m\n\u001b[32m 3\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mpandas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mpd\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mscipy\u001b[39;00m\n\u001b[32m 5\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mPIL\u001b[39;00m\n\u001b[32m 6\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mrequests\u001b[39;00m\n", + "\u001b[31mModuleNotFoundError\u001b[39m: No module named 'scipy'" + ] + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "496df67b", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "e3b2fee5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(figsize=(5,3)) #we are specifying 2 objects using the subplot function\n", + "ax.scatter(x,y)\n", + "#can also make into a bar plot\n", + "ax.bar(x,y)\n", + "#can also make into line plot\n", + "ax.plot(x,y)\n", + "#can make into histogram\n", + "ax.hist(y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6d60263d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding labels to our histogram\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.hist(y)\n", + "ax.set_title('Total growth over time')\n", + "ax.set_ylabel('Total growth')\n", + "ax.set_xlabel('Years since start')\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2b025162", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#labelling a scatterplot\n", + "#creating a dictionary with the properties for our labels\n", + "font1 = {'family':'sans-serif', 'color':'blue','size':20}\n", + "font2 = {'family':'monospace','color':'green','size':14}\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time', fontdict = font1)\n", + "ax.set_ylabel('Total growth', fontdict = font2)\n", + "ax.set_xlabel('Years since start', fontdict = font2)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "edf5cfc3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#redo of scatter with color and marker arguments\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y,\n", + " marker ='*',\n", + " color = \"#7425b9\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee670874", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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41.424602-0.170061
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" + ], + "text/plain": [ + " x y\n", + "0 1.382321 -1.298374\n", + "1 0.639869 -1.422101\n", + "2 1.749991 2.187596\n", + "3 -0.745711 0.809408\n", + "4 1.424602 -0.170061" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#activity: plot of choice = 2d histogram\n", + "#packages: numpy, matplotlib, pandas\n", + "# create data\n", + "size = 100000\n", + "df = pd.DataFrame({\n", + " 'x': np.random.normal(size=size),\n", + " 'y': np.random.normal(size=size)\n", + "})\n", + "df.head()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "6a2d92b5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(8,8))\n", + "\n", + "# Big bins\n", + "axs[0,0].hist2d(x, y, bins=(50, 50), cmap=plt.cm.Reds_r)\n", + "axs[0, 0].set_title('bins = (50, 50) + cmap=plt.cm.Reds')\n", + " \n", + "# Small bins\n", + "axs[0,1].hist2d(x, y, bins=(600, 600), cmap=plt.cm.Blues_r)\n", + "axs[0, 1].set_title('bins = (600, 600) + cmap=plt.cm.Blues')\n", + "\n", + "# If you do not set the same values for X and Y, the bins won't be a square!\n", + "axs[1,0].hist2d(x, y, bins=(600, 30), cmap=plt.cm.Greens_r)\n", + "axs[1, 0].set_title('bins = (600, 30) + cmap=plt.cm.Greens')\n", + "\n", + "# If you do not set the same values for X and Y, the bins won't be a square!\n", + "axs[1,1].hist2d(x, y, bins=(30, 600), cmap=plt.cm.Greys_r)\n", + "axs[1, 1].set_title('bins = (30, 600)+ cmap=plt.cm.Greys')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "896c36aa", + "metadata": {}, + "source": [ + "## activity: slide 2\n", + "My visualization succeeds in aesthetic and substantive qualities. It is very visually pleasing and is highly customizable to show data in various levels of depth however it is not perceptual. I find it difficult to get the message of the plot off the bat" + ] + }, + { + "cell_type": "markdown", + "id": "95e359e8", + "metadata": {}, + "source": [ + "## slide deck 4\n", + "activity:\n", + "vis #1 - this visualization shows the number of people who died from gun violence and the amount of life years lost by each person based on the age they died and the projected life expectancy of that person\n", + "vis #2 - this visualization shows the number of active shoortes in the united states each year spanning from 2000 to 2015, this groah shows an overall increase in active shooters as time goes on" + ] + }, + { + "cell_type": "markdown", + "id": "a8bf38ab", + "metadata": {}, + "source": [ + "# lecture: jan 22 2026, slide 5" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "437b3f2c", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0,100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3c5a0006", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/3g/q27fgzvj5gg95ln82qygsp2c0000gn/T/ipykernel_18879/687630172.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show() #can also use plt.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax = plt.subplots(figsize=(5,3)) #creating the object\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show() #can also use plt.show() " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0f7ca4e5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/3g/q27fgzvj5gg95ln82qygsp2c0000gn/T/ipykernel_6260/1580320381.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding labels and legend\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1, label=\"Person 1\") #adding legend\n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right',\n", + " frameon = True, #add frame around the legend\n", + " fontsize = 12, #change font size\n", + " ncol = 2, #specify number of columns to make it horizontal instead of vertical stack\n", + " shadow = True)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "39455782", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/3g/q27fgzvj5gg95ln82qygsp2c0000gn/T/ipykernel_6260/3449810486.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#same as above but legend is outside\n", + "fig,ax=plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1, label=\"Person 1\")\n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='upper left', #attaching upper left corner of legend to upper right corner of plot when used in conjuction with bbox_to_anchor() fxn\n", + " bbox_to_anchor =(1, 1))\n", + "#trying the text on this plot as well\n", + "ax.text(10, 95, \"This value is important!\",\n", + " ha='center', ##alignment of text\n", + " color = 'red', ##modify font colour\n", + " size = 20) ##modify font size #adding annotations with modifications\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4e69914a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(10, 95, 'This value is important!')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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TsWDBAgDA7OefR9c5c9D399/xev1bfozBgMAjR8z7+PDDD5GYmIihQ4fizjvvxKBBg/Dmm29aP+D11zc46KxfDwAQ/vgDN5nW29KGf/654fd99wEAosOaj8H1Kvmt2TJr5WxiCqvm6IH266/Wl6vVDR7tBw44f1xPERvL58fm5DS88DR2klM6JvO7M+sbvyQ1/t3Y298aubn8OziYj8O3FGc17zNn+PgwYO77Vjl1is88EBsxE7PkbwU2TrYUwgCgL+bL87eKd2zCJXILyi3M0U1hgNkiKQZeJYhvvfVWMMaafdbVp2UTBAGLFy9GSUkJZm7a1LBhI2eQyMhIrF+/HpWVldDpdHjnnXcQGhpq+6AmYfvjj8AvvzQ4aQG2PcIbj7vWa6MpCZGI1QSi8WNh4rGvLDaL1XDHAadJSODfR4/afov/+Wfg+HHb+zAFLzl1yunAKh7H3x+45Rb+++pV1zzs5cwnn9h+qaiq4oFWAG62b+yAeOutDebkd96xvf9z53hQkqbbtITGzlw1NbbLWen7VlmzpuV1cQVTve3VuSUYDVwTtqljAdgxj5cjJMdZS6NLFkkX8CpBbOb334F9Dqb7fP11w2+TwGoJ99/f8Fb94Yfw/+wzAMDVlBTbGkZjz9T6lwQ/lYCFo5IAcDPIpB+/xLAzBy02WzgqyTWziEk4FRVx03lTKivtT28B+Hie6UXkoYcstXlrfPGFfcHeEr77jo8H26K2tuF6h4Y2zK9VOiUlwFNPWV83Z05DZK56HwczcXHcqxzgHtHvvtt8+9paPjZr0k5N821bSlRUg2/A2bO2y3Xp0nC/vPuu9RfEbdscz2t2F6YXmLIy57yq9+5tyLv8wgu2yxX+0FwTtoAB+gu8HCE5zloaXbJIuoBXjRGbOXeOTxlKSuIPpBtuaAh/eP48H6MyaRN9+jie4mGP9u25wNu7F1i1Cn712ljd+PG2Gzc5mZsPT57kU4L++gt48EGkx8bis7gyVLy1DkNO7sfhdkm48QIPQjCyVyy6uOooMGkSf1jo9Vzg/vYbMHw4f4jk5XHnpv/+l9fnxx+t7yMmhj8w77mHj8necAMPiXjHHfzcTXNAc3P5VLHff+cPUtNcWXewezcP/DJ4MDBiBN9327ZcW/z1V649HT3Kyz7yiO2gI0rjhht4QJWCAuDvf+djvefP82Um60RyMl/XlP/8h7fbX39xgfv999wUfM013LqxfHnD1LTx4/n1bA1t2vDpVgcOcC08OZnfW/7+fH1kJP9ERfGgJl980RC+c/p0PgOhrIyHTF23jr/EVlTw4ChiclP9QJLRyNvx8cf5tEoTXbq0bL+XHIzvu1qOEBWTRbJEV23VhiEA0LpqkXQBL3li2SA/3340ncREHmu3teNEEydyQWwSwgCumjQSawgCnz85ZAh/UG7caH4xMLl2VV2XhIsr3weGce/tLtEO0mhZo21bHgf5/vt5TOyFC/nHRFAQr8f27bYFMcAjF33+ORfA5eVc8NkyHapUPHKSuzEaudZrz9IxejR3nvMW/vUvHmFqxw7+aUpiIr921l482rfngnjkSG4RWbuWf5oydqx1jbklzJ/fEDu+6bDMwoUNGmRWFp8bfu4cj5rVNHJWhw7Ali0NMczFZMgQYMAAHjt7/Xqzr4eZlnpsh8Y4LuNKOUJUTBbJ6R8chQDLAQWTdHDZIukC3mmaHjyYC8b587lm3KULd1zy9+ca3rBhXJAcO9Y6s7SJe+6xiDr1NQDW+K3aGn368OP//e9cG/D35xpDSgqwfDlCjuUh/XYrHteucu+9wA8/cMtA27bcfBgfzwPkHz7M6+4Mo0ZxzWz5cv7wionhdQ4K4m04ciTXsP/4w3YAk5Yydy7XlKZP5w/NDh342F5gIPdiHT+eC6QtW3h9vAW1mk/HWr2an3dEBHeq6tmTJzE4erQh2YQ1kpOB06f5y0n//nx7tZpvM3Ysj5r22WfuC9YxYgQX/qNH82OYtOGmxMfzuj/9NA98EhDAk2H07s0F9rFj3JrlCVQqPkz13HP8+KGh7nHg6ngT946GrX0JQHg7Xo6QBek9YpE1qS+0Gsv7QasJFHXqEgAIjCl9kp680Ov10Gg00Ol0CBc77jHhfezd2/Ais2cPd6IilInJaxqAVR1r/Hs0hUmGuDOylrPywLtN04RyoSAIPoEU4QQ9RtJdXNhanUe8lISwTPFTCZ4LmlQPCWJCflAQBJ9AqnCCHiXpLiBxBL1UEnbxzjFiQrlQEASfwBROsGkQBVM4wR0niyWqmQio/ICEwUDPe/g3CWELDEaGnLMX8fmxC8g5exEGo++NlpJGTMgHh0EQBB4EIXEEPcwUjNThBAn54BNWEScgjZiQDxQEwTsxGoCC74ATnwIF3yH37J+ShhMk5IFPWUUcQBoxIR8oCAL3kvamiQxWxvv7BMZguOp+7DSm2N1UrHCChPSQVcQS0ogJ+UBBELwLG+P9gdVlyPLPxHBVrt3NxQonSEiP1EkW5AYJYkI+UBAE78HOeL8ABgjAQv/3oULzFJ0CWpDghFAUUidZkBskiBWGJB6GTcb4RMsYo/LjU5QANBfG9f/Tl5KjlhJwMN6vAhAnXESK6pTFck+EE7SLp/q6jyN1kgW5QWPECkISD0NPz+mlIAjegZPj+N2Cq3CwUdphrZQeszR/3WNInWRBblCISzcjVohLk4dh04tl0hlEiYVqDtFn46hihuhTUGQtr44O1VIKvgPeHemwmGHyNuSy66VvOyn7uo9ieqapYMSNqlOIRgXKEIHDxkQYoRI9vrMnoBCXXoQkHoZSz+k1BUGQOTQP0gam8X59Maz3IQEIj4Nfp4FIlfoFS+q+7qOk94jFptv+h7icRYjBRfPyUkShKHUhkn3o/qExYgUgiYchzel1CM2DtIOSxvupr0tD/lYk58xCdCMhDADRKEdyziyfiqJHglgBSOJhSHN67eLISgFwK4UvhuszYxrvD2+i2YTHycvUS33d8zSyQjR/Tau/Z3bM8xlnOTJNKwBJPAxpTq9dXLFSeDqTi6xQQtID6uuexxUrhAKGqFoLCWIFIImHoZNjfL46p5fmQbqA3Mf7qa97HrJCWECmaQXgpxKwcFQSAJujbe6fd6mkMT4JoHmQXgT1dc9DVggLSBArhPQescia1BdajeWDXasJFM/NXyljfBJgslLYiQFG0aGURGv7OgUCcQ2KomcBzSN2M2LNIzYhyZxVBc3p9SQmr2nA0qAp6txuQlxa0tcpEEjLMM/dBqzeQV7wsu+sPCBB7GbEFsSEvKB5xD4OBQJpHVZfYtp5TRQ9EsQSQYLY96DIWj6K0QBk9rDj/Vvv5DX7BFmQ7OHFFjeKrEUQHsJPJShnipIXP/Q8Dk3BcQ9y96r3ACSICcJXoLFM90JTcAg3QYKYIHwBW2OZ+mK+fPx78g+84SQeGyqgKTiyRklDRiSICcLbcSapwbZZXqEte9R5jgKByBalOVGSs5abkdJZS0lvgIQHcTIlYXMaPH8NiaNk37ecTRVq7z5x+R7ygSk4SsOZfnB7ktYj/Zm8piVCKkGstDdAwoOc+BT47JEWbizgSlAM0gwrcUFfZ14qt75lMDIMWvatzfjfpjCwz49Iwj+/sH6fAGjZPeTlU3CUhDP9QBPsj8A2fijRi/+sdFYe+FRkLYPBgOeffx4JCQkICgpC586d8c9//hON30UYY1iwYAFiY2MRFBSEtLQ0nDlzRsJaO4bS8RF2adUYJUPQlRLEX/rJYqnc+pazSThmrLd+n/z9g6P4e0vvoaS7gNkngSnbgXFv8+/ZJ0gIS4Az/aDicp2FEAak788+JYiXLVuGrKwsvP766/jll1+wbNkyvPzyy1i5cqW5zMsvv4wVK1ZgzZo1OHToEEJCQjB8+HBUV8szeD+l4yMc4jCcoGOiUWHxX259qzXJNezV3unzNE3B6XkP/1agk5s30NJ+IHV/9ilB/MMPP2D06NEYMWIEOnXqhHvuuQfDhg1Dbm4uAK4NZ2Zm4rnnnsPo0aPRq1cvvPfeeygqKsKWLVus7rOmpgZ6vd7i40lcScdH+Ch2kxo4Rxkimi2TU98SM7mGnM6TsE9r+oGU19mnBPFNN92E3bt349dffwUA/PTTT/j+++9xxx13AAAKCgpQUlKCtLQ08zYajQb9+/dHTk6O1X0uWbIEGo3G/ImPjxf/RBpB6fgsMRgZcs5exOfHLiDn7EVZaGuywFZSg7A4ICgStgS0kQFFLAq5xkSbu5ZD33KUhMMdyOE8Cfu4ox9IcZ19avrSvHnzoNfrkZiYCD8/PxgMBvzrX//CxIkTAQAlJSUAgJgYyzG1mJgY87qmzJ8/H3PmzDH/1+v1HhXGlI6vAXJYc0DSXdbnCp/6ot7zV0BjQy2r/7+o7kEY7byzy6FvmVKFTv/gaJOzaHpWLUcO50nYx14/cBYprrNPacQbN27Ehx9+iPXr1+Po0aN49913sXz5crz77rst3mdAQADCw8MtPp6E0vFxyGHNSayNZdpJAfis/z/wtTHF6q7k1rfspQpd/UByizUluZ2nXBHFGtWC9JI2+0F4ACKC/WX5rPQpjfjpp5/GvHnzMGHCBABAz549UVhYiCVLlmDKlCnQarUAgNLSUsTGNjyUSktL0adPHymq7BBHmgAALByVJLs5n+7EkcOaAO6EcXuS1qvboVVY0ZaFjjfh1vwyfKygvpXeI9bmHFGVSnCoMSvlPOWGKNaoVoRktdUPduWXyPJZ6VMa8eXLl6FSWZ6yn58fjEYjACAhIQFarRa7d+82r9fr9Th06BBSU1M9WldXsKcJ+EJOXHJYcxNWtGUl9i1TEo7RfdohtXOU+cFq71zWTOqLNQo7T7kgijXKFCilaVINU0jW/K0Od2GtH8i1P/uURjxq1Cj861//QocOHXD99dfjxx9/xKuvvoqHH34YACAIAmbPno0XX3wRXbt2RUJCAp5//nnExcVhzJgx0lbeAfY0AW+HHNbExZv6lqNz8Zbz9BSiWKOcCcm6Yx634LRgmpgc+7NPCeKVK1fi+eefx4wZM1BWVoa4uDg89thjWLBggbnMP/7xD1RVVWHatGmoqKjAoEGDsGPHDgQGyt9RQ1Hp+NwIOay5B3vhHb2pb9k7F286T0/gijXK6Xb1QHpJuV1nnxLEYWFhyMzMRGZmps0ygiBg8eLFWLx4secqRrQKk8Naia7aVuh9aMnZxi7kcU60BFGsUT6YXtKnxogJ78TksAY0nw0rtROGEiCPc6KliGKN8sH0kiSICa9Ark4YcodCpBKtQZTpkw5Dsgo8qYYXpZf0KdM04d3I0QlD7ogyxkf4DKJMnzSFZLUSZMa81/SlXhXPmzRiwquwNXWFsA55nBOtRRRrlJ0gM96Y45k0YoLwYcjjnHAHolijbIVk9SJN2AQJYoLwYcjjnHAXokwJMgWZ8XLINE0QPgx5nBOE9JAgJggfhzzOCUJayDRNEAR5nBOEhJAgJggCgPzC/tnFaPAJJx65YS8MqiR4ST8gQUwQhLJoRXo8ouXILgyqF/UDgTFGIXPciF6vh0ajgU6nQ3h4uNTVIQjFYlX7OrWtPtBD08dWvVbmhXNM5YApDKqNVue+BEnRntNOTWkSZd4PnJUHpBETBCE7rGlf7cL98Y3f0wgSKT0eYR1nUh3u3fIOhn/9AQRPaKcip0mUAvKaJghCVthKQhF/6ScEXSmxs2Wj9HgiYDAy5Jy9iM+PXUDO2Ys+E3/bURjUYapcvFT3cvPUhfpirrXmb3VvhVxJk6gQSCMmCEI22NO+olHh3E5ESI8nu/FRD2IvvKkKRiz0fw+AtRQNImmnXpgmkTRigiBkgz3tqwwRzu3EzenxfD1NpL3wpimqU4gTymHbcVoE7dQL0ySSICYIQjbY075yjYkoYpGwbRF2f3o8ShNpP9WhJFYKL0yTSIKYIAjZYE/7MkKFRXWTAQDMVkBON6fHcyVNpLdiLwyqJFYKU5pEqzVSZppEEsQEQcgGR4nmvzam4Fn/f3gsPR6lieTYCoN6PrQ3rgRp4XHt1MvSJJKzFkEQssGZRPO3jnkYQtI8j8xZpTSRDdgMg3rqlfo5vTaumFjaqRelSaSAHm6GAnoQROuRi5eywcgwaNm3DtNEfv/MEN+Oy201ylU7LoQVpp26E2flAQliN0OCmCDcg1ziGpu8pgHrGjplqKrHS+I+uxMSxBJBgpggvA+5aOiEsqAQlwRBEG6C0kQSYkKCmCAIwgkUlSaSUBQ0fYkgCIIgJIQ0YoJwArk4DhEE4X2QICYIB5CjDkEQYkKmaYKwg68H/CcIQnxIEBOEDSjgP0EQnoAEMeEQSohuHV8I+E8QhPj4nCC+cOECJk2ahKioKAQFBaFnz544cuSIeT1jDAsWLEBsbCyCgoKQlpaGM2fOSFhjadlxshiDln2L+986iFkbjuH+tw5i0LJvfcIkSwH/CYLwBD4liP/66y8MHDgQ/v7++Oqrr5Cfn49///vfuOaaa8xlXn75ZaxYsQJr1qzBoUOHEBISguHDh6O62vcetr4+Pto4kL8KRgxQ5eMu1Q8YoMqHCkar5QiCIFzFp7ymly1bhvj4eGRnZ5uXJSQkmH8zxpCZmYnnnnsOo0ePBgC89957iImJwZYtWzBhwgSP11kqHI2PCuDjo7cnab12Go8pJV/vyv1Y4P8e4oQGE3QRi8Tiusn4KexmpCRESlhLgiCUjk9pxFu3bsUNN9yAe++9F9HR0UhOTsZbb71lXl9QUICSkhKkpaWZl2k0GvTv3x85OTlW91lTUwO9Xm/x8Qa8cXzU7li30QAUfAec+JR/Gw3wUwlY3fe/WO2fCS0sz1OLcqz2z8Tqvv/12hcRxWLlWhKEnPEpjfj3339HVlYW5syZg2effRaHDx/GE088AbVajSlTpqCkpAQAEBMTY7FdTEyMeV1TlixZgkWLFoled0/jbeOjducCqw5bSeEWBwxbguSfl4IJzdOeqwSAQUDyz8uA2yf5fJYZ2WA1HV8ckL7Mp9PxEfLGpzRio9GIvn374qWXXkJycjKmTZuGRx99FGvWrGnxPufPnw+dTmf+nD9/3o01lg5vSohub6x7y/o1YBsnWz64AUBfDHw6BdAXNRPCJgQwQH+Bp34jpCd/K09Qb+1abpzM1xOEDPEpQRwbG4ukpCSLZd27d8e5c+cAAFqtFgBQWlpqUaa0tNS8rikBAQEIDw+3+HgDpvFR20KIa5RyHx+1N9YtwIgF/u+B2Z0p7ASXSh2XIcTFaOCasL1ruWMemakJWeJTgnjgwIE4ffq0xbJff/0VHTt2BMAdt7RaLXbv3m1er9frcejQIaSmpnq0rlLjpxKwcBR/aWkqjE3/F45Kkv34qL2x7hTVKcQJ5a2/CUJjHJchxKXwh+aasAVkvSDki08J4ieffBIHDx7ESy+9hN9++w3r16/Hm2++iYyMDACAIAiYPXs2XnzxRWzduhUnTpzA5MmTERcXhzFjxkhbeQlI7xGLrEl9odVYmp+1mkBkTeqriDjL9sawo1HRyr0LQHg7oONNrdwP0WqctUqIZL3w1aA3hHvwKWetG2+8EZs3b8b8+fOxePFiJCQkIDMzExMnTjSX+cc//oGqqipMmzYNFRUVGDRoEHbs2IHAQPmPhYqB0hOi2xvDLkOEC3sSYGn2rD//9KXkqCUHnLVKiGC9oKQgRGsRGGP06uZG9Ho9NBoNdDqdOOPFRgM3r10q5Q+VjjdJKgjknh7QYGQYtOxblOiqm40eqmDE9wFPQGvTPC1wj9vhLwE75zfxxG3HhbAcPXFl1kc8gtEAZPbgjlk2PAIQHgfMPuHWtjA5AjY9oukOyJrUV9Evsj6JG+8fZ+UBCWI3I6ogltnUDKVoAqaHJdBcpx2uykWW+rX6B6cVjXf8e7xtlSLcZNZHPIrJaxqA3WvpJkwvebZ8EAQAmmB/BLbxQ4le3vcIUY+b7x8SxBIhmiA2P2RsvHu7+SHjCGc0ATk9aFyfRyytxtsiS4PM+ogkWH2QinMtc85exP1vHXR5O7neIz6PCPcPCWKJEEUQm81utrxCxTG72cIZTUCrCcT3zwyRlQnOrnCTkcbbIkuDzPqIpHjoWn5+7AJmbTjWom3leo/4LCLdP87KA59y1lIsrkzNSBgsenVcCX+Z2jlK9Po4i59KsF0flZ9H2s4CKwJjR36ZVUuDKdGGTS1KZn1EUjx0LVsTzEau94jPIvH9Q4JYCUg8NaMp3hb+UhKsmFBZeBz2Xp4Ehj7NijtMtCGzPuILmILeWHMEdBa6R2SCxPePT80jViwSTs2whjeFv5QEO6EYX6p7GcNVuVY3s5toQ2Z9xBewF/TGWegekQkS3z8kiJVAx5v4+IS9gJMeDCzhLeEvJcFOKEahftlC//ct8h03xaoWJbM+4ivYDHoTHoCIYH+6R5SCxPcPCWIloPLj7vMAbAac9GBgCW8JfykJDsaiVAIQJ1xEiuqUzTJWtSiZ9RFfIr1HLL5/Zgg+enQAXpvQBx89OgAH5g3F0rE9AcjwHqE0kc2R+P4hQawUku7i7vPhTRx1wuMkmZbiDeEvJcHJMSZr4TcdalEy6yO+hMkRcHSfdkjtHAU/lSDPeyR/K/cOfnck8Nkj/DuzB2WmAiS9f2j6kpuhyFoUNcguBd/xh58DJtQ+h4PGhkxhLs09lVkf8XVkc4/QPHPnoMhaykd0QawgRHsAKVnQOBGK8UpQDNIMK3FBX2deStGYfBO33UM0z1wSaB4xISmihb9UeghH01jUxsmwlUgiaNQr2J94uzy0KEIy3HoP0TxzWUNjxITbMYW/bBr0wxSUYsfJ4pbtuN60xpo8UJi+mAs2pYxzOTEWZW3MkfAd3H4P0TxzWUMaMeFWDEaGRdvyrRpdHQalsEf9tB8GZsWnkS8VdswDEkcow7SWdBevq1JN7IRoiHEPGUKi4UzPcrYc4V5IIybciivhL12i3rRme5ZfI9OaUjCFYux5D/8mIUxAnHso15CIIhYJow2PICMDilgUcg2JMBgZcs5exOfHLiDn7EUYbG1EuA3SiAm3Ilb4S2NliVNvjc6WIwi5IsY9VFZVh3V1k5Hlnwkj4/PVTZjk7KK6B9Hu1J+Y8+kJ2ac29TbomUW4FbHCX/5SGezWcgQhV8S4h6LDArHTmILpdbNRAst56CWIwvS62dhpTME7B/5wv28H4RDSiAm34igQvin9m6uh/X4L7olrWCS0KIe1YTEj4w+U34J74voW1Zwg5IEY95Bpn1/rUrCr5gakqE4hGhUoQwRyjYkwQgWVAKum61b5dhBOQRox4VbECn8ZHR6CRXWTATR/WDQ2rUWHh7hYY4KQF2LcQ433yaDCQWMSthpvwkFjEli9GLA3FNxi3w7CKUgQE25HjNB+KQmROB52M2bYMK3NqJuN42E3UxB9wisQ4x6yt89HBnZyah+UtlEcKLKWm6HIWg24O7KWaW6lCkbc2Mi0drjetEYxrglvQ4zodNb2mVtQjvvfOuhw248eHYDUzlGtOr4vQSEuJYIEsbiIFrGLIHwYg5Fh0LJvHY5Lf//MEBojdgEKcUl4Jek9YnF7kpbCPxKEGzGNIU//4KiNwKuU2lRMSCN2M6QREwShVMji5F5IIyYIgiBcgixO0kCCmCAgo5yxIuMr5ykKSk6/6QKmhCOE5yBBTPg8vmKO85XzFAWlp98kZA2NEbsZGiNWFqYpUU1vApOOKOaUKE9qp1KeZ4uRiwZan34TtlqvPnUlYQe5XEsPQ2PEBOEA0VI2OoEntVMpz7PFyEUDrU+/2VwIA+bWU1L6TSmQy7WUMRRZi/BZREvZ6AC3J313gFTn6RRGA1DwHXDiU/5tNDRooI0f3ACgL+bL87d6LlVfffpN20iXflMR6QqduJYEacSEDyNWykZ7SKGdSnGeTmFNUwqLBa7WwJ4GemXb00jbEogL+jrzGtHGui+Vurecm1DEeD9ZE5yGNGLCZxErZaM9pNBOpThPh9jSlCqLgSv2zp0h6EoJ4i/9ZLFUtFR9oTHuLecGPG1RaTEytibIDZ8WxEuXLoUgCJg9e7Z5WXV1NTIyMhAVFYXQ0FCMGzcOpaWefdslPIMpNZwtvVMA1zLcmUhCCu1UivO0i11NyTmiUWHx37SnRdvy3Wui7XgTH8+013rh7Xg5D+DIogKI0AYtRabWBDnis4L48OHDeOONN9CrVy+L5U8++SS2bduGTz75BPv27UNRURHGjh0rUS0JMRErZaM9pNBOpTjPxjQby/zjgANNyTFliGi2TJSxbpUfdyoCYLP10pe2yrTqylivrMf7myJDa4Jc8ckx4kuXLmHixIl466238OKLL5qX63Q6vP3221i/fj2GDBkCAMjOzkb37t1x8OBBDBgwQKoqEyJhSg3XdLxNK9J4mxhJ353B0+dpwtpY5uTQw1jcwv0ZGU97mWtMtFnG7WPdSXfxKUpWPX+Xtsrz19WxXtmO91vDZE3QF8O69UPg6z1kTZAzPimIMzIyMGLECKSlpVkI4ry8PNTV1SEtLc28LDExER06dEBOTo5VQVxTU4Oamhrzf71eL27lCbfjybB+UgbX93T4Qltzl3+9HAKoXd8fq2+xRXUPwmjHmCfKWHfSXdypyI1zYW21j2ms19rcblmO99vCZE3YOBmw1dtbaU3wFnxOEG/YsAFHjx7F4cOHm60rKSmBWq1GRESExfKYmBiUlJRY3d+SJUuwaNEiMapKeBBPhvWTSjsFPHee9sYyc42JKGKR0ArlNsSpAARdA/gHNtNAn708EV/X9LG1lSjWBDMqPyBhsFt21VLveaksKi1GRGuCN+FTgvj8+fOYNWsWdu3ahcBA97wxzp8/H3PmzDH/1+v1iI+Pd8u+PYqPRr6RCm8Prm9vLNMIFRbVTUaWfyaYIECwpimNeq2ZBip0vAm35pfhYy9I1efKWG/jFydFpisUwZrgFAp6pvmUIM7Ly0NZWRn69u1rXmYwGLB//368/vrr2LlzJ2pra1FRUWGhFZeWlkKr1VrdZ0BAAAICAsSuurhQ5BtJ8Obg+o7GKHcaUzC9bjYywz9CUHUjr9mmmlITDVRKa4I7ac1YryLbwI3WBKdQ2DPNpwTx0KFDceLECYtlDz30EBITE/HMM88gPj4e/v7+2L17N8aNGwcAOH36NM6dO4fU1FQpqiw+tuLomiLfUBxdogU4M0a505iCY+MykNrmtEtaizdYE1o71usNbSAaCnym+ZQgDgsLQ48ePSyWhYSEICoqyrz8kUcewZw5cxAZGYnw8HA8/vjjSE1NVYbHtKumGIp8Q4iE02OZndsCqmiX9690a4I7xnqV3gaioNBnms/OI7bFf/7zH4wcORLjxo3DzTffDK1Wi02bNkldLcfkbwUyewDvjgQ+e4R/Z/awH8uVIt8QIiH13GW5Q+0jEgp9pvm8IN67dy8yMzPN/wMDA7Fq1SqUl5ejqqoKmzZtsjk+LBtaGlidIt8QImIay9RqLM2rWk2gPNMuehhqHxFQ6DPNp0zTXklrTDEU+YYQGRrLtA+1j5tR6DONBLHSccUU09RrkSLfEB6AxjLtI0r7KGjqjltx9pkW35+n3ZRJ+5AgVjqtMcVQ5BuC8D4UNnXHrTjzTOsxDljRW1bt4/NjxIqntaYYU+Sb8CbjUeFxsnTzJwjCDi31F/Em7D3Tbnoc+GGl7NpHYIzJIF+W96DX66HRaKDT6RAeHi7+AY0G7h3tyBQz+4TjqUy+aMoiCG/B/CywNVTl5LPAW2j6TIvv31wTtsD97eOsPCDTtNJxl3nZ05FvxIJeKAhfpTX+It5I02dawXeybR8SxN4ABVbn+PLYGEEodOqOx5Bx+5Ag9hakCqwuFxQY1o4g3IpCp+54DBm3Dwlib8JbzMuuotCwdgThVmg6on1k3D7kNU0oH4WGtSMIt2LyFwFgM3CmL09HlHH7kCAmlI+Mx34IwqPQdET7yLR9yDRNKB8Zj/0QhMfxdX8RR8iwfUgQE8pHxmM/BCEJvuov4iwyax8yTRPKR8ZjPwRBEI4gQUx4BzId+yEIxWE08OAXJz7l30aD1DXyesg0TXgPMhz7IQhFQUFxJIEEMeFdyGzsx2tCbnrLeRC2oaA4kkGCmCDEwlu0C285D8I2FBRHUmiMmAAAGIwMOWcv4vNjF5Bz9iIMRkrK1Sq8JR2dt5yHUvHUeC0FxZEU0ogJ7DhZjEXb8lGsqzYvi9UEYuGoJKT3iLWzJWEVb9EuvOU8lIonLREUFEdSSCP2cXacLMb0D45aCGEAKNFVY/oHR7HjZLFENVMw3qJdeMt5KBFPWyIoKI6kkCD2YQxGhkXb8m3qOwCwaFs+maldxVu0C285D6Xh0BIBbolwp5naFBSn2Tx8EwIQ3o6C4ogECWIfJregvJkm3BgGoFhXjdyCcs9VyhvwFu3CW85DaUhhiaCgOJJCgtiHKau0LYRbUo7gGOJTUYoo2DIkGBlQgigY4lM9WzFXIS1JGqSyRFBQHMkgZy0fJjos0K3lCE5uoQ7rah9Eln8mjAxQNZJjJuG8sPZBTC3UIbVzlDSVdAaTlrRxMrgwbvxmQVqSaEhpiVBYUByDkSG3oBxlldWIDgtESkIk/FS2XhzlCwliHyYlIRKxmkCU6KptpUqAVsM7N+E8ZZXV2GlMwfS62Vjo/x7i0GDaL0EUFtU9iJ3GFNypBEuDSUuy6r27lLQkMZA6iYncguLYwJtme5Ag9mH8VAIWjkrC9A+O2tJ3sHBUkiLfMKXEZEHYaUzBrpobkKI6hWhUoAwRyDUmwlg/IqQYS4PCtCTFQ5YIh5hmezR9TTHN9sia1FdRwlhgjJFLrBvR6/XQaDTQ6XQIDw+XujpO0ao3Swp92AyDkWHQsm8dWhq+f2YIveQQtrE6j7idU5YIbzHZWsN0f9lyNJXT/eWsPCCNmEB6j1jcnqR1/cal0IdWIUsD4RZaaInwJpOtNVyZ7SFrH4xGkCAmAHDh4VKnFTlAvNLf6NN7xCJrUt9mD0StFz0QCQ/g4nitXE227ryfvXG2BwliwnVEDn3oLW/0LbY0EEQLcBSgRwAP0HN7ktajfdDd97M3zvagecS+hLsCyIsYcMDbQm6aLA2j+7RDaucoEsKEaMgxQI8Y97Nptoed2e2IVdhsD58SxEuWLMGNN96IsLAwREdHY8yYMTh9+rRFmerqamRkZCAqKgqhoaEYN24cSku9IIRf/lYgswfw7kjgs0f4d2aPlsWsFSngAIXcJIiWIzeTrVj3s8kHA7AZA0xxPhg+JYj37duHjIwMHDx4ELt27UJdXR2GDRuGqqoqc5knn3wS27ZtwyeffIJ9+/ahqKgIY8eOlbDWbsDdAeRFCjggxzd6glAKcjPZink/m3wwtBrLc9FqAhU3dQnwsTHiHTt2WPxft24doqOjkZeXh5tvvhk6nQ5vv/021q9fjyFDhgAAsrOz0b17dxw8eBADBgyQotqtQ4zxXJECDsjtjZ4glITcAvSIfT97kw+GTwnipuh0OgBAZCTvmHl5eairq0NaWpq5TGJiIjp06ICcnByrgrimpgY1NTXm/3q9XuRau4gr47nOemeKFHBAbm/0BCEVBoMBdXV1Lm+3eERXvLAt3+b6F0Z0RV1tDVzfs+tEB6vQLszxMyA6WIXq6pa/XCe3CwEQAgAeOzcT/v7+8PNrfdwEnxXERqMRs2fPxsCBA9GjRw8AQElJCdRqNSIiIizKxsTEoKSkxOp+lixZgkWLFold3ZYjVgB5EUIfyu2NniA8DWMMJSUlqKioaNH27f2BlSPbQ3elDlcbjb22UQnQBPkjyL8KBQUFbqqtfTQMeHFoDAxGZvN+9lMJ0FytQEFBhUfqJAYRERHQarUQhJZr4j4riDMyMnDy5El8//33rdrP/PnzMWfOHPN/vV6P+Pj41lbPfYgZQL41oQ+tROTyU/lRIAzCpzEJ4ejoaAQHB7f44c4Yw+VaAwxGI/xUKgSr/VolKFpK2+paFFXY1nbjIgIRFqj2YI3cB2MMly9fRllZGQAgNrbl49I+KYhnzpyJ7du3Y//+/Wjfvr15uVarRW1tLSoqKiy04tLSUmi1Wqv7CggIQEBAgNhVbjliB5BvSYB4OxG50nvcRYEwCJ/EYDCYhXBUVOsjQgUFuaFSrSQwMBDqgEAUVVSjzmA0L/f3UyEuIhCaIGUKYRNB9Y1cVlaG6OjoFpupfUoQM8bw+OOPY/Pmzdi7dy8SEhIs1vfr1w/+/v7YvXs3xo0bBwA4ffo0zp07h9RUmeeOtYXcAsg7EZErvcddXuOEIQVKj0rmq5jGhIODgyWuiXvRBKkRHuiPqhoDrhqNaKNSISTAOQ2dMdai7TyJ6XrV1dWRIHaGjIwMrF+/Hp9//jnCwsLM474ajQZBQUHQaDR45JFHMGfOHERGRiI8PByPP/44UlNTlekxbUIuqexc8OD2U/kpJk6snPCWqGS+jNwEjTsQBAGhga6JG92VWkVo0u64Xj4liLOysgAAt956q8Xy7OxsTJ06FQDwn//8ByqVCuPGjUNNTQ2GDx+O1atXe7imIiCHVHZieHATZuQaZ5ggXEV3pRaFFy83W15nMKLw4mV0jIKshHFr8SlB7EzGx8DAQKxatQqrVq3yQI08jNQJv8Xy4JYaGaSClGucYYJwFcaYXQcvACiqqEZ4oL/XWA98ShATEiOmB7dUyCQVpDemhiN8k6oag4U52hp1BiOqagwum7vlik+FuCQkxuTBbS9ce3i7lntwexp3hw51hSYJPMr0VY63gXhRyQxGhpyzF/H5sQvIOXuR4oFLjKevx9SpUyEIAgRBgFqtRpcuXbB48WJcvXrV5X1dNdoXwq6Wc5VNmzZh2LBhiIqKgiAIOHbsmCjHaYx3vE4QykBuHtytQeRUkHaxooWnB2sxXDUBO40pdjcVIyoZOYjJC6muR3p6OrKzs1FTU4Mvv/wSGRkZ8Pf3x/z5813aTxuVCgaDAYIgQKWyrSu2sbOuNVRVVWHQoEEYP348Hn30UVGO0RTSiAnxsJZ20eTBHd7kgRAex5d70JzbKkRMBWkXG1q4+nIp1qgzka7KtbqZWKnhvC1tpdKR8noEBARAq9WiY8eOmD59OtLS0rB1K7cK1dTUYO7cuWjXrh1CQkLQv39/7N2717ztunXrEBERga1btyKlby/c2DkGxRf+i8M53+OBkUPRv1s7DLq+I6bcPRxF/z0Hfz8+lSkrKwudO3eGWq3Gddddh/fff9+iToIgYO3atbj77rsRHByMrl27mutkiwcffBALFiywCHUsNqQRE+LgaOxUag/u1iKF45kdLVwAA4OABf7vY1fNDTA0escWKyoZOYjJC7ldj6CgIFy8eBEAD6KUn5+PDRs2IC4uDps3b0Z6ejpOnDiBrl27AgAuX76MZcuWYe3atVCHhKFWrcF96YMx9v7JWPb6WtTV1eLksaMQBAFxEYHYsmULZs2ahczMTKSlpWH79u146KGH0L59e9x2223meixatAgvv/wyXnnlFaxcuRITJ05EYWGhOceAHCCNmHA/zoydmjy4e97Dv5UkhAFpHM8caOECGOKEixge9rvFcrFSw1HaSjdhshz9uhO4Wg04MbvDGnK5HowxfPPNN9i5cyeGDBmCc+fOITs7G5988gkGDx6Mzp07Y+7cuRg0aBCys7PN29XV1WH16tW46aabcEPvnogLV6NSr8fNQ9MR3ykBf+t6HcZNmIgBva6DJkiN5cuXY+rUqZgxYwa6deuGOXPmYOzYsVi+fLlFfaZOnYr7778fXbp0wUsvvYRLly4hN9e65UgqSCMm3IuUY6eeROzQodZwUrt+fVQcDoUMED2yFqWtdAONLUeh8cDAfwP/8wOu7QAERbi0K6mvx/bt2xEaGoq6ujoYjUY88MADeOGFF7B3714YDAZ069bNonxNTY1FKE+1Wo1evXqZ/3dqp+WC9sFxuHXIUAwZMhSTHpgATVA4AOCXX37BtGnTLPY5cOBAvPbaaxbLGu8zJCQE4eHh5vjQcoEEsQ/hkdCHvhK0QwrHMye1a1WYFqkJ4k9RorSVrcRWuFd2FfirAECCS8JY6utx2223ISsrC2q1GnFxcWjThouXS5cuwc/PD3l5ec1CQIaGhpp/BwUFNZsXnJ2djSeeeAI7duzAlk2f4p+LFmLXrl0uRTr09/e3+C8IAowieVy3FBLEPoLHPCm9NWiHNTwcOtQQn4r/IQpt2UVYe38yMqBMiELb+FR4wtZAaStbgV3LUT26/wKBGsDJoBVSX4+QkBB06dKl2fLk5GQYDAaUlZVh8GDXX76Tk5ORnJyM+fPnIzU1FevXr8eAAQPQvXt3HDhwAFOmTDGXPXDgAJKSklp1HlJAY8Q+gEc9Kb0xaIc9ku4CZp8EpmwHxr3Nv2efEMX7O7dQhwW1DwLgQrcxpv8Lax9EbqHO7ce2hp9KwMJR/KHXVFRQ2koHOLQcATDWAbWXnN6lXK9Ht27dMHHiREyePBmbNm1CQUEBcnNzsWTJEnzxxRc2tysoKMD8+fORk5ODwsJCfP311zhz5gy6d+8OAHj66aexbt06ZGVl4cyZM3j11VexadMmzJ07t1X1LS8vx7Fjx5Cfnw+AJ/45duyYzZz07oAEsZfjyJMS4J6Ubpvw721BO5zBQ45nZZXV2GlMwfS62SiBpVZTgihMr5uNncYUj47JpveIRdakvtBqLM2dYjmIeQ3OWoQMdS7tVq7XIzs7G5MnT8ZTTz2F6667DmPGjMHhw4fRoUMHm9sEBwfj1KlTGDduHLp164Zp06YhIyMDjz32GABgzJgxeO2117B8+XJcf/31eOONN5Cdnd0sl4CrbN26FcnJyRgxYgQAYMKECUhOTsaaNWtatV97CMyZAMyE0+j1emg0Guh0OoSHh0tdHeScvYj73zrosNxHjw5wX+hD89gXYHXsVEnzhWVE42upghEpqlOIRgXKEIFcYyKM9e/Vbr2WTkKpF12k4Dvg3ZEWi6pD41Ew8N9IaNcWgW3q2y6qCxAQ5vLu6Xp4jurqahQUFCAhIQGBgZYvQM7KAxoj9nIk8aSUS9pFL6PxGKARKhw0Wo6FSTkm66cSKIa1Kzj0ugeg8gfUodbXOYCuh7IgQezlSOZJ6Q1BO2SGaQxw+gdHbflp05isUrDrdV+Ppr3TjlqEsqExYi/HpEXZGbEVJfQhAOUH7ZAhch0DJFqArXCvQhvgGtemLhHKhjRiL4e0KO8jvUcsbk/S0higN9DYclRZDgjRwLVdgaAgqWtGeBASxD6ASYtqOo9YSxlyFIvsxgCNBhqGaCkmy1F1NVBQQOZoH4QEsY9AWhQhGo4SfBAEYRcSxD6EnLQoml7hJdgK02hK8EFT1cSDMR7ww1AH+NV7WJM2rUhIEBMehxLJewm+kuBDjlyp4CEwjY0Cfqj8uac1OXkpDvKaJjwKJZL3IlxJ8EG4jysVPCmEsUnULWMdX36lQopaEa2ABDHhMTwebpMQF19K8CEXGOOasD10/21xTmNCGkgQEx5DLonLFYEpWfyJT/m30SB1jZrjawk+5EDtpeaacFOMdUC1Tpz+wxhQUwlcLuff9QJ/6tSpEAQBgiBArVajS5cuWLx4Ma5eveqe43qIuro6PPPMM+jZsydCQkIQFxeHyZMno6jIQYKOVkJjxITHkDpxuWJQiheywzCNAl/vTQk+pMaZJBAF+4GPJgCVjbIFuaP/2BuXBpCeno7s7GzU1NTgyy+/REZGBvz9/TF//nyXD2UwGCAIAlQqz+qKly9fxtGjR/H888+jd+/e+OuvvzBr1izcddddOHLkiGjHJY2Y8BhSJy5XBCYv5KZjryYv5Pyt0tTLGqYwjQBsJt5LX0qOWu7Ez9/++oL9wK4FlkIYaH3/cTQubahFQEAAtFotOnbsiOnTpyMtLQ1bt/Lj1dTUYO7cuWjXrh1CQkLQv39/7N2717ybdevWISIiAlu3bkVSUhICAgJw7tw57N27FykpKQgJCUFERAQGDhyIwsJC83ZZWVno3Lkz1Go1rrvuOrz//vsW1RMEAWvXrsXdd9+N4OBgdO3a1Vwna2g0GuzatQvjx4/HddddhwEDBuD1119HXl4ezp0717K2cwISxITHkDTcphJw6IUM7oUsJzO1rTCN4XE0dUkM1KFcC7WG0QD8sNLGhq3oP86MS9dWNVsUFBSE2tpaAMDMmTORk5ODDRs24Pjx47j33nuRnp6OM2fOmMtfvnwZy5Ytw9q1a/Hzzz8jMjISY8aMwS233ILjx48jJycH06ZNg1A/RWvz5s2YNWsWnnrqKZw8eRKPPfYYHnroIezZs8eiHosWLcL48eNx/Phx3HnnnZg4cSLKy50f/tLpdBAEAREREU5v4ypkmiY8BoXbdIArXsgJgz1WLYdQgg/PIQjcFPxXQfN1JceBqj/tbNzC/uPMuDRjZgHPGMPu3buxc+dOPP744zh37hyys7Nx7tw5xMXFAQDmzp2LHTt2IDs7Gy+99BIAPj67evVq9O7dGwBQXl4OnU6HkSNHonPnzgCA7t27mw+5fPlyTJ06FTNmzAAAzJkzBwcPHsTy5ctx2223mctNnToV999/PwDgpZdewooVK5Cbm4v09HSHp15dXY1nnnkG999/v6hpbUkjJjwKJS2wg5K9kCnBh+cIiuBJIZpqxld0zm3vav9xZlwawPYvdyA0NBSBgYG44447cN999+GFF17AiRMnYDAY0K1bN4SGhpo/+/btw9mzZ83bq9Vq9OrVy/w/MjISU6dOxfDhwzFq1Ci89tprKC5umN74yy+/YODAgRZ1GDhwIH755ReLZY33GRISgvDwcJSVlTk8n7q6OowfPx6MMWRlZTnVBi2FNGLC41C4TRuQFzLhLEERQKDGMrJWTaVz27rafxyNS9dz2y03I+uNN6FWqxEXF4c2bbh4uXTpEvz8/JCXlwc/P8sXtNDQhnzLQUFBZrOziezsbDzxxBPYsWMHPv74Yzz33HPYtWsXBgwY4HT1/f0t6y8IAoxGo91tTEK4sLAQ3377rajaMECCmJAIOYXblA3khUy4giAAAWEN/zsOFKf/mMal7ZmnBQEhYeHo0qVLs1XJyckwGAwoKyvD4MGuD6kkJycjOTkZ8+fPR2pqKtavX48BAwage/fuOHDgAKZMmWIue+DAASQlJbl8jMaYhPCZM2ewZ88eREWJ/5wi0zRByAXyQiZag1j9xzQubQ91iM1V3bp1w8SJEzF58mRs2rQJBQUFyM3NxZIlS/DFF1/Y3K6goADz589HTk4OCgsL8fXXX+PMmTPmceKnn34a69atQ1ZWFs6cOYNXX30VmzZtwty5c107v0bU1dXhnnvuwZEjR/Dhhx/CYDCgpKQEJSUlZsczMSCNWI5QSjlxUEK7mryQrc4jXkpeyO5ACf2gpYjVf4IiACTYnkfspwZw2ebm2dnZePHFF/HUU0/hwoULuPbaazFgwACMHDnS5jbBwcE4deoU3n33XVy8eBGxsbHIyMjAY489BgAYM2YMXnvtNSxfvhyzZs1CQkICsrOzceutt7bsHAFcuHDBPL2pT58+Fuv27NnTqn3bQ2CMYqFZY9WqVXjllVdQUlKC3r17Y+XKlUhJSXG4nV6vh0ajgU6na9m4glKCOSgNpbWrNwsLKZFxP6iurkZBQQESEhIQGNjKufRi9R/K+NQMe9fNWXlApmkrfPzxx5gzZw4WLlyIo0ePonfv3hg+fLhTnnatQknBHJSEEtuVvJDdjxL7QUsRq/+YxqWDI/m3jwthd0GC2AqvvvoqHn30UTz00ENISkrCmjVrEBwcjHfeeUe8gyoxmIMSoHYlAOoHhKwhQdyE2tpa5OXlIS0tzbxMpVIhLS0NOTk5zcrX1NRAr9dbfFoEpZQTB2pXAqB+QMgaEsRN+N///geDwYCYGMu5djExMSgpKWlWfsmSJdBoNOZPfHx8yw6s5GAOcobalQCoHxCyhgRxK5k/fz50Op35c/78+ZbtiII5iAO1KwEoqh84CjZByAt3XC+avtSEa6+9Fn5+figttXwzLi0thVarbVY+ICAAAQEBrT8wBXMQB2pXAlBEP1Cr1VCpVCgqKkLbtm2hVqubRZoi5ANjDLW1tfjzzz+hUqmgVqtbvC8SxE1Qq9Xo168fdu/ejTFjxgDgbzy7d+/GzJkzxTuwaTL+xsmArZQIFMzBdahdCUAR/UClUiEhIQHFxcWiJ6In3EdwcDA6dOjQqtzJNI/YCh9//DGmTJmCN954AykpKcjMzMTGjRtx6tSpZmPHTRFnHnE7CubQWqhdCUAR/YAxhqtXr8JgIA9uuePn54c2bdrYtFw4Kw9IENvg9ddfNwf06NOnD1asWIH+/fs73K7VghigYA5iQe1KANQPCI9Bglgi3CKICYIgCMVDkbUIgiAIQgGQICYIgiAICSGvaTdjsvS3OMIWQRAE4RWY5ICjEWASxG6msrISAFoeYYsgCILwKiorK6HRaGyuJ2ctN2M0GlFUVISwsLBWTcbX6/WIj4/H+fPnyenLCtQ+9qH2sQ+1j32ofWzjStswxlBZWYm4uDi784xJI3YzKpUK7du3d9v+wsPD6UawA7WPfah97EPtYx9qH9s42zb2NGET5KxFEARBEBJCgpggCIIgJIQEsUwJCAjAwoUL3ZNQwguh9rEPtY99qH3sQ+1jGzHahpy1CIIgCEJCSCMmCIIgCAkhQUwQBEEQEkKCmCAIgiAkhAQxQRAEQUgICWKCIAiCkBASxDJk1apV6NSpEwIDA9G/f3/k5uZKXSXJ2L9/P0aNGoW4uDgIgoAtW7ZYrGeMYcGCBYiNjUVQUBDS0tJw5swZaSrrYZYsWYIbb7wRYWFhiI6OxpgxY3D69GmLMtXV1cjIyEBUVBRCQ0Mxbtw4lJaWSlRjz5KVlYVevXqZIyClpqbiq6++Mq/35bZpytKlSyEIAmbPnm1e5uvt88ILL0AQBItPYmKieb0724cEscz4+OOPMWfOHCxcuBBHjx5F7969MXz4cJSVlUldNUmoqqpC7969sWrVKqvrX375ZaxYsQJr1qzBoUOHEBISguHDh6O6utrDNfU8+/btQ0ZGBg4ePIhdu3ahrq4Ow4YNQ1VVlbnMk08+iW3btuGTTz7Bvn37UFRUhLFjx0pYa8/Rvn17LF26FHl5eThy5AiGDBmC0aNH4+effwbg223TmMOHD+ONN95Ar169LJZT+wDXX389iouLzZ/vv//evM6t7cMIWZGSksIyMjLM/w0GA4uLi2NLliyRsFbyAADbvHmz+b/RaGRarZa98sor5mUVFRUsICCAffTRRxLUUFrKysoYALZv3z7GGG8Lf39/9sknn5jL/PLLLwwAy8nJkaqaknLNNdewtWvXUtvUU1lZybp27cp27drFbrnlFjZr1izGGPUdxhhbuHAh6927t9V17m4f0ohlRG1tLfLy8pCWlmZeplKpkJaWhpycHAlrJk8KCgpQUlJi0V4ajQb9+/f3yfbS6XQAgMjISABAXl4e6urqLNonMTERHTp08Ln2MRgM2LBhA6qqqpCamkptU09GRgZGjBhh0Q4A9R0TZ86cQVxcHP72t79h4sSJOHfuHAD3tw9lX5IR//vf/2AwGBATE2OxPCYmBqdOnZKoVvKlpKQEAKy2l2mdr2A0GjF79mwMHDgQPXr0AMDbR61WIyIiwqKsL7XPiRMnkJqaiurqaoSGhmLz5s1ISkrCsWPHfL5tNmzYgKNHj+Lw4cPN1lHfAfr3749169bhuuuuQ3FxMRYtWoTBgwfj5MmTbm8fEsQE4QVkZGTg5MmTFmNYBHDdddfh2LFj0Ol0+PTTTzFlyhTs27dP6mpJzvnz5zFr1izs2rULgYGBUldHltxxxx3m37169UL//v3RsWNHbNy4EUFBQW49FpmmZcS1114LPz+/Zp53paWl0Gq1EtVKvpjaxNfba+bMmdi+fTv27NljkQtbq9WitrYWFRUVFuV9qX3UajW6dOmCfv36YcmSJejduzdee+01n2+bvLw8lJWVoW/fvmjTpg3atGmDffv2YcWKFWjTpg1iYmJ8un2sERERgW7duuG3335ze/8hQSwj1Go1+vXrh927d5uXGY1G7N69G6mpqRLWTJ4kJCRAq9VatJder8ehQ4d8or0YY5g5cyY2b96Mb7/9FgkJCRbr+/XrB39/f4v2OX36NM6dO+cT7WMNo9GImpoan2+boUOH4sSJEzh27Jj5c8MNN2DixInm377cPta4dOkSzp49i9jYWPf3nxY6lBEisWHDBhYQEMDWrVvH8vPz2bRp01hERAQrKSmRumqSUFlZyX788Uf2448/MgDs1VdfZT/++CMrLCxkjDG2dOlSFhERwT7//HN2/PhxNnr0aJaQkMCuXLkicc3FZ/r06Uyj0bC9e/ey4uJi8+fy5cvmMn//+99Zhw4d2LfffsuOHDnCUlNTWWpqqoS19hzz5s1j+/btYwUFBez48eNs3rx5TBAE9vXXXzPGfLttrNHYa5oxap+nnnqK7d27lxUUFLADBw6wtLQ0du2117KysjLGmHvbhwSxDFm5ciXr0KEDU6vVLCUlhR08eFDqKknGnj17GIBmnylTpjDG+BSm559/nsXExLCAgAA2dOhQdvr0aWkr7SGstQsAlp2dbS5z5coVNmPGDHbNNdew4OBgdvfdd7Pi4mLpKu1BHn74YdaxY0emVqtZ27Zt2dChQ81CmDHfbhtrNBXEvt4+9913H4uNjWVqtZq1a9eO3Xfffey3334zr3dn+1A+YoIgCIKQEBojJgiCIAgJIUFMEARBEBJCgpggCIIgJIQEMUEQBEFICAligiAIgpAQEsQEQRAEISEkiAmCIAhCQkgQEwRBEISEkCAmCIIgCAkhQUwQBEEQEkKCmCAIgiAk5P8BPaeqSlFdi2kAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# labelling scatter plot\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.text(10, 95, \"This value is important!\",\n", + "ha='center', ##alignment of text\n", + "color = 'red', ##modify font colour\n", + "size = 20) ##modify font size\n", + "#fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1b1c2aa5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.2, 0.2, '. Figure:(0.2, 0.2)')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#using transforms to position text/data\n", + "fig, ax = plt.subplots()\n", + "ax.axis([0, 10, 0, 10])\n", + "ax.text(1, 5, \". Data:(1, 5)\", transform=ax.transData )\n", + "ax.text(0.5, 0.1, \". Axes:(0.5, 0.1)\", transform=ax.transAxes )\n", + "ax.text(0.2, 0.2, \". Figure:(0.2, 0.2)\", transform=fig.transFigure )\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "76ef465a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/3g/q27fgzvj5gg95ln82qygsp2c0000gn/T/ipykernel_17524/54377575.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#now we annotate with arrows and text with annotate()\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(20, 94),\n", + " arrowprops=dict(facecolor='black'))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e1562eb6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/3g/q27fgzvj5gg95ln82qygsp2c0000gn/T/ipykernel_17524/166379108.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#we can also modify arrows using arrowprop = \n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.annotate('This is important!',\n", + " xy=(10, 95), xytext=(20, 94),\n", + " arrowprops = dict(arrowstyle = 'wedge',\n", + " color = 'hotpink'))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "281cc153", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#remove tick marks and labels using locator and formatter\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.yaxis.set_major_locator(plt.NullLocator())\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())\n", + "\n", + "#this graph has no axis labels and y axis has no ticks. cleaner look" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "22ae93ed", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#or define a max number of ticks\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(3))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "13e1131b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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2PCsBimQlgkWQVZUQbJ1Eyo7wG7k6nuUOlZsjOoMgqU8+y9tx9kLbKmqdRP3siICQo+NZ7gjicyFCBkFSnxzl7dwUOnAeNW+JquqPkmVHBIy7cGPCMxTJSnQWQVZVvBQ6UGOPQLLsCEJgKJKV4ANBVlU8lbdTkUXngJQdQQgMRbISfCFIOL+j0IHKoWVMghAYimQlCOkhZUcQIkCRrAQhLbSMSRAiQZGsBCEdpOwIQkTkVkLJKzZrSAQuyAlv5eQkQUVzgJQdQRAd6UTrFyI4ZFdOTmVzgGOMKa5sg8VigU6ng9lsFr2RK0GoCbeWxLEt15KN298arlkYKszBkhpHOTkPI37dryuWpeVo/6OAOeCvPiDLjiBCFHeWRPe4cPwz7EVECdT6heiI3y18uEqEbZsvvKUlcPsfqaBoTIIIQTwVpk69+AOirpi8fLJN6xcBsNoYKk42YFP1WVScbAiJeqH+lJMbfGEPNF9M61SjVb8JpP2PgiDLjiBCDG+WRBIa/TuIAK1fZOezEglfZeI0sGFh+IcQzdJSafsfsuwIIsTwZknUI96/g/Dc+iWUWyD5KhOXpTkGA3feY38C3i0tlbb/IWVHECGGN0ui0paOcywBnlcP+W/9EuotkHy18BHd2lZp+x9SdgQRYnizJGzQYFHrVAAA81TcjOfWL4G0QFIjvsrJiW5tO9r/eJQIimz/Q8qOIEIMX5bEV7Ys/CH8JdFav1ALJO/l5KY/9pj4lpYK2/9QgApBhBj+NAO9a/zvwGXMFyWni1og2fFaTi5MgkarKmv/Q0nlBBGiyCX60WpjGLl0p88WSN/OGxXadUTdVjTpbld0CrS0+MJffUDKjiBCGLnUYnREYwLuLU3qDHENFdWq5AtSdgRBKAq5WJqEsqByYQRBKApqgUQICSk7giBkg6JaIBGKglIPCIIgCNVDlh0hC+QSKEEQhDohZUdIDgUmEAQhNLSMSUhKKBcAJghCPEjZEZIR6gWACYIQD1J2MoGaVnZE7QWACYIQD0GU3dmzZ/H4448jMTERUVFRGDRoEA4cOOB8nzGGBQsWICUlBVFRUcjNzcWJEyeEEEURlB+pxcilO/HYe3sxZ301HntvL0Yu3an6JTwqAEwQhFjwrux++eUXjBgxAuHh4fjHP/6Bmpoa/M///A9uuOEG5z7Lli3DypUrsWbNGuzbtw8xMTEYM2YMmppC76YWyj6rtoV9NbBhuKYGD2n+heGaGmhgc7sfQRBEMPAejbl06VKkpqairKzMuS0tLc35f8YYSkpK8PLLL2PcuHEAgA8//BDJycn48ssvMXnyZL5Fki2+fFYc7D6rezL0qgzDd7SaGXJhDxaEfwgDd3258hxLwOLWqfgh9k5kpSVIKCVBEGqAd8tu8+bNuPXWW/Gb3/wGSUlJyMzMxHvvved832g0wmQyITc317lNp9MhOzsbFRUVbo/Z3NwMi8Xi8qcG1Oiz8up7tFkB4zfA4b8Axm8QBhveHvYz3g4vgR6u56jHebwdXoK3h/2sSkWveNr9lrBZpZaIILzCu2X3n//8B6WlpSgsLMQf/vAH7N+/H8899xy0Wi2mTZsGk8kEAEhOdu2qm5yc7HyvPcXFxVi0aBHfokqO2nxWXvPlNPs7tieJTUHm1WYwrmNbSg1n75Sd+eNS4J7HQ76yu6xw22rGYO9uHcKtZgh5w7tlZ7PZMGzYMLz++uvIzMzEzJkzMWPGDKxZsyboYxYVFcFsNjv/zpw5w6PE0qGmppXefI9frlsD9vlU15sjAFyoBa6c99J/mQGWs/aWJoQ8qNlsbyLa/re01Nq312yWRi6C8AHvyi4lJQUZGRku2wYMGIDTp08DAPR6PQCgrq7OZZ+6ujrne+2JiIhAXFycy58acPisPN/s7ZaR3H1W3nyPHGxYEP4hmNt3/eRine99COGxWe0WnbfMyPL5tKRJyBLeld2IESNw/Phxl23//ve/0atXLwD2YBW9Xo8dO3Y437dYLNi3bx9ycnL4FkfWhGk4LBxrfzBor/AcrxeOzZC9z8qb7zFLcwwG7nznJlrXZN/7EMJz6l8dLToXyBIn5Avvyu7555/H3r178frrr+Onn37CunXr8O677yI/Px8AwHEcCgoK8Nprr2Hz5s04fPgwpk6dCoPBgPHjx/MtjuzJG5iC0seHQa9zXarU6yIV053Zm08xCY2dODIHxHW3d2MmpMdfC1sgSzwUCy8Q/MF7gMptt92GjRs3oqioCIsXL0ZaWhpKSkowZcoU5z4vvfQSLl26hJkzZ6KxsREjR45EeXk5IiPl75sSAqU3rfTmU6xHfJBHvXbueUsoOEUu+GthC2CJU7FworNwjDHFPR7524Y9aGxW+1LMxTr7hdvrdklvuHJvf2O1MYxcuhMmc1MHb44GNnwb8Rz0HpcyOSDqBiA8sl10X3e7opNjdJ/M5odo2KxAyUB7MIoHDy3iDEDBYV7HwxH81P4bHVdA6ePDFP2wGJLweA35qw9I2bVHZmHVSnmiddyQANfbIAdgjKYSpdoV125O7d8FMOlDIP0BZSgQmc0P0XFEYwLw+FvyOA6OBylPPmEOgC46HJFdwmCyyPsaIa7B8zVEyi4YnBeyh2dIni9kX/jzRCunizngPDuJrbeALWaZzQ/JcHuzEua3rDjZgMfe2xvw5+R6jYQ8AlxDpOwCxblE4ynaTJglGk/480Sr10Xi23mjZLVc41WByGj5L2CLWWbzQ3JE+i03VZ/FnPXVQX1WrtdIyCLQNeSvPqBO5Q4CCatOu0NwcQIpJZbTO1FwefwlTMN5lkcTJsrYueDmplxeU+/WYnYU33ZrDchsfkiOSL9lZwoqyPUaCVkkvoZI2TmQOKy6PWorJSYJbpbbWJwBuy4/DoahHXb3WnxbZvMjVHAUXnAX/OQvdI3IBImvIWre6kDCsGp3qKmUmCR4KWv1eusyjNFUuv2Yx+LbMpsfoYK3wgv+QteITJD4GiJl56DX7fb1Ym/Fu0RMcFZLKTFJ8FLWiru2bWH4Ry4989rTwRqQ2fwIJTwWXoiLQHx0OF0jSkHia4iUnQNNmD30FYDH4l0iJjirpZSYJPjwDWg4wMA1IEtzzOM+HawBmc2PUCNvYAq+nTcKn84YjhWTh+LTGcPx3fzRWDJhEAAZXiPUAqkjEl9DpOzakvGQPfQ1rl1wQpxBkrByNZQSkwQ/1/zdlTLzag3IbH6EGo7gp3FDuyOndyLCNJw8r5Gazfaoww8eBP76lP3fkoHUEQKQ9Bqi1AN3yChEHpB/BRXZYfzGfoPxweSWl7HXdr1Dh9+5WTKbH4SMrhHKxfQPqqDiH4IrOwUh2EWu5Bu6H2WtrkQlI9e6Cmctrc6tVHUjNOHtGqJcTEmgPLsQQLBSYkovieXwDXw+FfYn6o5lraLGvoE96ffIwxogJIPXa4hyMWUN+ewUirfO4LM+PojyI7XBHfjaMgxrd9EypXWi9sM34M4HRIQOvF9DlIspa8iyUyDeOoN7TYz2xbWQfQbmJlbKvpUrn28v2qyEZZiMh5RTYJoQFSGuIWtMEvyZWf7uR/ALKTsFIlgpsWvLMJ6zYBS4DCNFiTJC9ghxDVVa09GLJUCP83CnH20MMCERxtb+0JxsoOVzkSFlp0CEKiVmu2Dya13b3/0IQq4IcQ3VX2rF2tapKA0vgY3BReE5mqovan0C+9b/gMYrFBglNnTPUiBClRI7eiGa1/0IQq4IcQ0lxUZimy0Ls1oLYIJrnqYJiZjVWoBttiwXRQfw4Gcn/IIsOwXiqziuo7VJoGWSfooehBv8WIb5KXoQbg5KcoKQB0JcQ45jfmXOwvbmW5GlOYYkNKIe8ai0pcPmwbbolJ+d8Buy7BSIUKXEkuJisKjV3oXa1u4O0HYZJikuJkCJCUJeCHENtT0mgwZ7bRnYbLsde20ZHhWdA48FyAneIGWnUIQok5SVloBDsXfiGQ/LMM+0FuBQ7J1UWJdQBUJcQ56OGR8V7tfnqR2RcFAFFYXDdwUVR+6RBjbc1mYZZv+1ZRiqyUmoDSGqELU/po0xTHl/n8/PfTpjODWaDRCqoBIieO0MHgSOJ9NFW2qw13y9biRFjBFqhe9ryN0xrTYmiJ+d8B9SdkQH8gam4J4MPZXSIgiecPjzZn180EMBO2rZJTS0jEkQBCESgtWzDWFoGZMgCEJm0KqJdJCyI0RDNj3HBCZUzlMQlNxayk+E8BESviFlR4hCqCzfhMp5CoLSW0sRsoZ8doTgONIZPPRuFjSdQUwrS8rzDBq5WFLU4bvzyOW3FBny2RGyQLB2RH4gppUl5XkGjVwsqWutpdx3lb82ekpqLSUFcvktZQxVUCEEJZBWKnwiWHNbD0h1nn5hswLGb4DDf7H/a7Net6Tad9Zu06TXamOoONmATdVnUXGyAdb2NeT4IpAO3yIj2hh0Bj9+S4IsO0JghGpH5A0prCwpztMv3D3xx6YAV5vhzZK6suVF5H4ZibMWEVrRyLTDtyL8r2QV+w1ZdoSgCNWOyBtSWFlSnKdPPD3xX6gFrng7d4aoKyakXvzBZatgrWi6JvO7Hw+IvTIQNDK2iuWG4MpuyZIl4DgOBQUFzm1NTU3Iz89HYmIiunbtiokTJ6KuTtynNkIcHG1PPHc/tz8t81kmSQorS4rz9IrXJ37/SEKjy2vHkRZtqeF3Oa/X7Xb/krfRi+tu308EfK0MAAKMQbDI1CqWI4Iqu/379+Odd97B4MGDXbY///zz2LJlC7744gvs3r0b586dw4QJE4QUhZAIodoReUMKK0uK83Tg1q/k84nfN/WI77BNEN+jJsweSAHA4+jlLQl6GS5Qv5us/a/tkaFVLFcE89ldvHgRU6ZMwXvvvYfXXnvNud1sNuPPf/4z1q1bh1GjRgEAysrKMGDAAOzduxfDhw8XSiRCItoWl257E9EL5P8QqrmtL8Q+T8CzX2nNkP9gSJDHdDTprbSle9yHd99jxkP29AK3EYVLgo4oDMbvJlv/qzscVrGlFu6teM7+vkhWsZwRTNnl5+fjgQceQG5urouyq6qqQmtrK3Jzc53b0tPT0bNnT1RUVLhVds3NzWhubna+tlgsQolNCISYZZKkLLor5nl6yuszmZtQ/G0j1msDPya7NmKLWp/w2nBUEN9jxkP2QAqecsW8jc+sjw96zHuUpf/VEw6r+POpgKfZ3gmrWE0IouzWr1+PgwcPYv/+/R3eM5lM0Gq1iI+Pd9menJwMk8nk9njFxcVYtGiREKISIiJmmSQprCwHYpynL7/Sfls66pCIJJwH5+mJP+oGIDyygyX1h8tT8FXzULffK3grGk0YkHZHpw/TmYhcqVYGgkYgq1ht8K7szpw5gzlz5mD79u2IjOTnyaeoqAiFhYXO1xaLBampqbwcWzRCtLqBlKi56K4vv5IVGixoeQJrtCvg8Yl/7IoOlhTX63bcVVOPzxTeiiYQv1v7BxNFtuPh2Sr2GwXd13hXdlVVVaivr8ewYcOc26xWK/bs2YO33noL27ZtQ0tLCxobG12su7q6Ouj1erfHjIiIQEREBN+iigdVN5AMtRbd9cdftM2Whf1ZJcg6ttT7E387S0pKq5gvOut3U+QY8GQV+43C7mu8K7vRo0fj8OHDLtuefPJJpKenY968eUhNTUV4eDh27NiBiRMnAgCOHz+O06dPIycnh29xpMdTzT9HdQOq+UcEgb/+Imv/sUDeEwE/fSvdKubD76b0MRAUBd7XeFd2sbGxGDhwoMu2mJgYJCYmOrc/9dRTKCwsREJCAuLi4vDss88iJydHGZGYgZjtVN2AEIiA/EoaLqgnfiVbxXz53ZQ8BoKh0PuaJBVU/vSnP+HBBx/ExIkTceedd0Kv12PDhg1SiBIYNZuBkoHABw8Cf33K/m/JQM+156i6ASEQUub1KQEaHwFR6H1NFGW3a9culJSUOF9HRkZi9erVOH/+PC5duoQNGzZ49NfJhmCKrVJ1A0JAHH4lvc51KU6vi5RnOyGRofERCIXe16gQtD8Ea7ZTdQNCYMiv5B0aHwFQ6H2NlJ0/BGK2t/WNUHUDQgTIr+QdwcZHQWH3vOLvfS01295SSibjQ8rOH4I126m6AUGoE4WF3fOKP/e1gROBlUNkNT7U4scfOmO2O6obxLXzD8QZZBmeSxCED6hZqvf72u3PAv9aJbvx4RhjMuhTERgWiwU6nQ5msxlxcXHCf6HNao+69GW2Fxz2noYQikseBKEmnPcCT24NP+4FaqL9fS01u6NF5wL/4+OvPqBlTH/gYzlS7OoGQkKKmwhVgvXfq5X29zXjN7IdH1J2/kLFVu2Esq+CIBQadi8aMh4fUnaBIFWxVbmgwBJBBMErCg27Fw0Zjw8pu0BR03JkICi0RBBB8AqlE3lHxuND0ZiEfyi0RBBB8IrDfw/AYyGyUE4nkvH4kLIj/EPGa/EEISqUTuQdmY4PLWMS/iHjtXiCEJ1Q99/7QobjQ8qO8A8Zr8UThCSEqv/eX2Q2PrSMSfiHjNfiCYIgfEHKjvAfma7FE4SisFntydeH/2L/12aVWqKQgJYxicCQ4Vo8QSgGKsogGaTsiMCR2Vq8asqXqeU8CPdQUQZJIWVHKBu1PCmr5TwI91BRBskhn51IWG0MFScbsKn6LCpONsBqU1yzCfmhllYrajkPpSKGD42KMkgOWXYiUH6kFou21KDW3OTclqKLxMKxGcgbmOLlk4RH1PKkrJbzUCpiWdRUlEFyyLITmPIjtZj18UEXRQcAJnMTZn18EOVHaiWSTOGo5UlZLeehRMS0qKkog+SQshMQq41h0ZYaj8/sALBoSw0taQaDWp6U1XIeSsOnRQ27Rc3XkqajKEOHHFUHHBDXnYoyCAgpOwGpNJ7vYNG1hQGoNTeh0nhePKHUglqelNVyHkpDbIuaijJIDik7Aam/4FnRBbMfcR1rag7qkAhPRrGNASYkwpqaI65ggUJP/NIghUVNRRkkhQJUBCQpNpLX/YjrVJ4yY23LEygNL4GNAZo2usKhABe2PIHpp8zI6Z0ojZD+4Hji/3wq7AqvrfamJ37BkMqiVlhRBquNodJ4HvUXmpAUG4mstASEaTw9mMkbUnYCkpWWgBRdJEzmJk+lk6HX2ScQERj1F5qwzZaFWa0FWBj+IQy4vhRsQiIWtT6BbbYs3K8Eq9nxxO82KnAJPfELgZSFzeVWlMEDaosiJ2UnIGEaDgvHZmDWxwc9PbNj4dgMxT4pSYnDGt5my8L25luRpTmGJDSiHvGotKXDdm2FXjFWs8Ke+BUPWdRecUSRt38McESRlz4+THEKj2OMKS4U0GKxQKfTwWw2Iy4uTmpxfNLpJyQqI9UBq41h5NKdPq3mb+eNoocJwjNu8+y6+2VRq2mJry2Oa8tTcJ3cri1/9QFZdiKQNzAF92Tog7swqIyUW8hqJnghSItabUt8bQkkilzW/vB2kLITiTANF/jEELBwrBqeSvMGpqD08WEdbjp6ldx0CJEI0Icm1yU+vq5ptUaRk7KTKwKWkVLTU2mnrGaCCBBfhSI42AtF3JOhF3UO8nlNqzWKnPLs+ITPgrICJb2qsXyZw2oeN7Q7cnonkqIjBEOOhSL4vqYdUeReMj+RosAoct6VXXFxMW677TbExsYiKSkJ48ePx/Hjx132aWpqQn5+PhITE9G1a1dMnDgRdXUKL4dUsxkoGQh88CDw16fs/5YMDL6+ngBJr1S+jCA6h9yW+IS4ph3+cMBjrRdF+sN5V3a7d+9Gfn4+9u7di+3bt6O1tRX33nsvLl265Nzn+eefx5YtW/DFF19g9+7dOHfuHCZMmMC3KOIhREFZAZJe5fhUShBKQm5LfEJd0w5/uF7neh56XaQi0w4AAXx25eXlLq/Xrl2LpKQkVFVV4c4774TZbMaf//xnrFu3DqNGjQIAlJWVYcCAAdi7dy+GDx/Ot0jCIpRvTYCkV7k9lRKE0pBboQghr2m1+cMFD1Axm80AgIQE+49fVVWF1tZW5ObmOvdJT09Hz549UVFR4VbZNTc3o7m52fnaYrEILHUABOJbC6RqggBJr3J7KiUIKbFarWhtbQ34c4sf6ItXt9R4fP/VB/qitaUZgR85cJKiNege6/sekBStQVNTcA+xmd1jAMQAgGjn1Zbw8HCEhXU+r1hQZWez2VBQUIARI0Zg4MCBAACTyQStVov4+HiXfZOTk2Eymdwep7i4GIsWLRJS1OARsqAsz2Wk5PZUShBSwBiDyWRCY2NjUJ/vEQ6serAHzFdacbWNL6yLhoMuKhxR4ZdgNBp5ktY7Oga8NjoZVhvzeE2HaTjorjbCaGwURSYhiI+Ph16vB8cFb1UKquzy8/Nx5MgRfPvtt506TlFREQoLC52vLRYLUlNTOysePwhdULYzZaTaVV4J63U7JWITIY9D0SUlJSE6OjroGyhjDJdbrLDabAjTaBCtDevUzThYbmxqwblGz1abIT4SsZFaESXiD8YYLl++jPr6egBASkrwvkLBlN3s2bOxdetW7NmzBz169HBu1+v1aGlpQWNjo4t1V1dXB71e7/ZYERERiIiIEErUziFGQdlgCsd6qLySl7cUpY/fRonYREhitVqdii4xsfPVP6KieBCqk0RGRkIbEYlzjU1otdqc28PDNDDER0IXpUxF5yDq2iDX19cjKSkp6CVN3pUdYwzPPvssNm7ciF27diEtLc3l/VtuuQXh4eHYsWMHJk6cCAA4fvw4Tp8+jZwcmfcec4ccC8r6qLySN+lD3DNvrGocz2KjhuozoYrDRxcdHS2xJPyii9IiLjIcl5qtuGqzoYtGg5gI/yxNxlhQnxMTx+/V2toqH2WXn5+PdevWYdOmTYiNjXX64XQ6HaKioqDT6fDUU0+hsLAQCQkJiIuLw7PPPoucnBzlRWI6kFOLFj+jQ8PSH1BUXTu5oKbqM6GM3G7mfMBxHLpGBnZLN19pUYRFyMfvxbuyKy0tBQDcddddLtvLysowffp0AMCf/vQnaDQaTJw4Ec3NzRgzZgzefvttvkURF7m0aBEqOpSQbU1EgggG85UWnGq43GF7q9WGUw2X0SsRslJ4nUWQZUxfREZGYvXq1Vi9ejXfXy8tcmjKKGR0qJRI3OZIrjURCSIYGGNeg1oA4FxjE+Iiw1VjBVMhaLUhdHSoFMigzZFa254QocmlZqvL0qU7Wq02XGq2Brw0KleoELTacESHeivjGte9c9GhYiJEKTZ/aFfUu95yyfdnIFz1GauNoeJkAzZVn0XFyQaqXyoxYv8e06dPB8dx4DgOWq0Wffr0weLFi3H16tWgjnfV5l3RBbpfIGzYsAH33nsvEhMTwXEcqquref8Od6hDZRPXkWN0aLAI2ObIK24sybxoPcZoJmObLcvrR4WoPkNBMfJCqt8jLy8PZWVlaG5uxt///nfk5+cjPDwcRUVFAR+LYww2mw0ajXd7p4uP94Ph0qVLGDlyJCZNmoQZM2bwfnxPkGWndNy1FXJEh8a1u/DiDJ1q+Co6ArU58ooHS1J7uQ5rtCXI01S6/ZhQbU/U2JJJyUj5e0RERECv16NXr16YNWsWcnNzsXmzfWWjubkZc+fORffu3RETE4Ps7Gzs2rXL+dm1a9ciPj4emzdvRkZGBhJ1Mfiv6Sz2V3yL3z44Gtn9umPkzb0w7eExOPfzaQD2qMwP//dd9O7dG1qtFv3798dHH33kIhPHcXj//ffx8MMPIzo6Gn379nXK5IknnngCCxYscCkZKQZk2SkZX74sOUSHdgaxg228WJIcGBg4LAj/CNubb4W1zXOiUNVnKChGXsjt94iKikJDQwMAexGPmpoarF+/HgaDARs3bkReXh4OHz6Mvn37AgAuX76MpUuX4v3330diYiKi4xMx4Z6RmPDYVCx96320trbgSPVBZ0BK1e5tKCgoQElJCXJzc7F161Y8+eST6NGjB+6++26nHIsWLcKyZcvwxhtvYNWqVZgyZQpOnTrlrIcsF8iyUyr++LIc0aGDHrH/qyRFB4gfbOPDkuTAYOAaMCb2Py7bhWp7Qi2ZeKLt6sfPBwA/IsbdIZffgzGGf/7zn9i2bRtGjRqF06dPo6ysDF988QXuuOMO9O7dG3PnzsXIkSNRVlbm/Fxrayvefvtt3H777ejfvz9iwjW4YLFg1L33IfVXabipb3889JvH0LNnL/RKjEbpqhJMnz4dzzzzDPr164fCwkJMmDABy5cvd5Fn+vTpeOyxx9CnTx+8/vrruHjxIior3a+ASAlZdkpEKl+W2IhRiq0tflqIb401YF/McMErqFBLJh5ov/rRNRW4YwXQ1A2IDMy/KvXvsXXrVnTt2hWtra2w2Wz47W9/i1dffRW7du2C1WpFv379XPZvbm52KYmm1WoxePBg5+uEhARMnz4dM387AXePzsWv77objzwyCb279wDHcTh69ChmzpzpcswRI0ZgxYoVLtvaHjMmJgZxcXHOWpZygpQdj4hWRipUEsfFDrbx00LUxOqRkyZ8egG1ZOoknsrm2a4Clp+BCC0QFe/34aT+Pe6++26UlpZCq9XCYDCgSxf77fvixYsICwtDVVVVh1JaXbt2df4/KiqqQ85cWVkZnnvuOZSXl2Pzxr/ij4tfxfbt2wOqZhUeHu7ymuM42ASI4uwspOx4QtQILbUmjrtDxFJs1tQc/BeJuJE1wN0zio0B9VwibkzNgRj2MrVk6gReVz+uYf4ZiNQBfiZNS/17xMTEoE+fPh22Z2Zmwmq1or6+HnfcEfjDbWZmJjIzM1FUVIScnBysW7cOw4cPx4ABA/Ddd99h2rRpzn2/++47ZGRkdOo8pIJ8djwgeoSWGhPHvZHxEFBwBJi2FZj4Z/u/BYd5jyqtPGXGgpYnANgVW1scrxe2PIHKU2Zev9cTYRoOC8fabyztb8fUkskHPlc/ANhagZaLfh9Srr9Hv379MGXKFEydOhUbNmyA0WhEZWUliouL8be//c3j54xGI4qKilBRUYFTp07hq6++wokTJzBgwAAAwIsvvoi1a9eitLQUJ06cwJtvvokNGzZg7ty5nZL3/PnzqK6uRk2NvQHu8ePHUV1d7bGfKV+QsuskviK0AHuEFq9Jp2pLHPcHEYJt6i80YZstC7NaC2CC69O5CYmY1VqAbbYsUX1keQNTUPr4MOh1rktjQgXFqAZ/VzWsgfXdluvvUVZWhqlTp+KFF15A//79MX78eOzfvx89e/b0+Jno6GgcO3YMEydORL9+/TBz5kzk5+fj6aefBgCMHz8eK1aswPLly3HzzTfjnXfeQVlZWYe6x4GyefNmZGZm4oEHHgAATJ48GZmZmVizZk2njusLjvlTzFJmWCwW6HQ6mM1mxMXFSSpLxckGPPbeXp/7fTpjOL9lpJz+CMCtL0tJ+XQyoe1vqYENWZpjSEIj6hGPSls6bNeeDXn/Lf2A2goFiPEb4IMHO2xu6poK44j/QVr3GxHZhQMS+wARsQEfnn4PcWlqaoLRaERaWhoi2wUW+asPyGfXSSSL0JJTWyGV0NYnY4MGe22uvgkpfWRhGo5qbgaCz0heAJpwQNvV/Xs+oN9DeZCy6ySSRmipIXFcRjh8MrM+Pugp9pN8ZErBayTvNXQ9/A5OIZQP+ew6icMa8OI9E6SMlBOlJ47LDLn6ZIgg8FQ2T9MFiOsRUNoBoXzIsuskZA2oj7yBKbgnQ08+GTXQfvUjSg+0JACR0vr6CfEhZccDDmugfZ6dnirTKxbZ+WQkbl6raNo2VW5qAoxGaeUhJIGUHU+QNUAIhgya1xKE0iFlxyNyswYoPFoFeCp55Sj4TSkmwsKYPfHc2gqEXYvepKAWRULKTqVQw08VECoFv+XKlUZ7STFbm8RzTbg9ipOCWxQHRWOqEGr4qRKkaF5L2LnSCPxidFV0gP31L0b7+4SiIGWnMiQpX0YIQygV/JYTjNktOm+Yfw66Lx4hDaTsVIZcGkwqgrZNPY3f2F/LiVAr+C0XWi52tOjac7UJOPEV/3OHMaD5AnD5vP3fawp1+vTp4DgOHMdBq9WiT58+WLx4Ma5evcrP94pEa2sr5s2bh0GDBiEmJgYGgwFTp07FuXM+inbzAPnsVIbUDSYVgxIiHMVuXkvY8VUc2rgH+Ncq4NL/Xd/Gx9zx5iMEkJeXh7KyMjQ3N+Pvf/878vPzER4ejqKiooC/ymq1guM4aDTi2juXL1/GwYMH8corr2DIkCH45ZdfMGfOHDz00EM4cOCAoN9Nlp3KkLrBpCJwRDi294c5IhxrNksjV3scJa8AeGwqw2fzWsJOWLjn94x7gO0LXBUd0Pm548tHaG1BREQE9Ho9evXqhVmzZiE3NxebN9u/r7m5GXPnzkX37t0RExOD7Oxs7Nq1y3mYtWvXIj4+Hps3b0ZGRgYiIiJw+vRp7Nq1C1lZWYiJiUF8fDxGjBiBU6dOOT9XWlqK3r17Q6vVon///vjoo49cxOM4Du+//z4efvhhREdHo2/fvk6Z3KHT6bB9+3ZMmjQJ/fv3x/Dhw/HWW2+hqqoKp0+fDm7s/ISUncqQvHyZ3PEZ4Qh7hKNcljQ9lbyKM1DagVBou9otqvbYrHaLzi2dmDv++AhbLnXYFBUVhZaWFgDA7NmzUVFRgfXr1+PQoUP4zW9+g7y8PJw4ccK5/+XLl7F06VK8//77+PHHH5GQkIDx48fj17/+NQ4dOoSKigrMnDnT2c1848aNmDNnDl544QUcOXIETz/9NJ588kl8/fXXLnIsWrQIkyZNwqFDh3D//fdjypQpOH/efzeJ2WwGx3GIj4/3+zPBQMuYKoPKl/kgkAjHtMC7PgsCFfwWF46zLx3+0q7SiulQR4vOhSDnjj8+QsacSpQxhh07dmDbtm149tlncfr0aZSVleH06dMwGAwAgLlz56K8vBxlZWV4/fXXAdj9ZW+//TaGDBkCwN5E1Ww248EHH0Tv3r0BwNm4FQCWL1+O6dOn45lnngEAFBYWYu/evVi+fDnuvvtu537Tp0/HY489BgB4/fXXsXLlSlRWViIvL8/nqTc1NWHevHl47LHHBG/XRpadCqFixl5QaoQjFfwWl6h44IY0Vwvvsp/WSqBzx88Gslv/Xo6uXbsiMjIS9913Hx599FG8+uqrOHz4MKxWK/r164euXbs6/3bv3o2TJ086P6/VajF48GDn64SEBEyfPh1jxozB2LFjsWLFCtTWXk9LOnr0KEaMGOEiw4gRI3D06FGXbW2PGRMTg7i4ONTX1/s8n9bWVkyaNAmMMZSWlvo1Bp2BLDuVQuXLPEARjoS/RMUDkbrrFVT0g/z7XKBzx5uPsA13//pOlL7zLrRaLQwGA7p0sd++L168iLCwMFRVVSEszPUhqGvX6/36oqKinEuUDsrKyvDcc8+hvLwcn332GV5++WVs374dw4cP91v88HBX+TmOg81m8/oZh6I7deoUdu7cKUoTblJ2KkZu5ctkAUU4EoHAcdc7mffJFWbuOHyE3pYyOQ4xsXHo06dPh7cyMzNhtVpRX1+PO+4IfOk9MzMTmZmZKCoqQk5ODtatW4fhw4djwIAB+O677zBt2jTnvt999x0yMjK8HM03DkV34sQJfP3110hMFOceRcuYRGhBEY5EsAg1dxw+Qm9oYzy+1a9fP0yZMgVTp07Fhg0bYDQaUVlZieLiYvztb3/z+Dmj0YiioiJUVFTg1KlT+Oqrr3DixAmn3+7FF1/E2rVrUVpaihMnTuDNN9/Ehg0bMHfu3MDOrw2tra145JFHcODAAXzyySewWq0wmUwwmUzOYBuhCF3LjlqmCIMSxtUR4eg2z24JRTh2FiXMgWARau5ExQNI85xnF6YFcNnjx8vKyvDaa6/hhRdewNmzZ9GtWzcMHz4cDz74oMfPREdH49ixY/jggw/Q0NCAlJQU5Ofn4+mnnwYAjB8/HitWrMDy5csxZ84cpKWloaysDHfddVdw5wjg7NmzztSEoUOHurz39ddfd+rYvuAYk6bmzerVq/HGG2/AZDJhyJAhWLVqFbKysvz6rMVigU6ng9lsDm6tVwkJxUpEaeOq5puyVMh8DjQ1NcFoNCItLQ2RkZ3INRVq7lCXBbd4+9381QeSLGN+9tlnKCwsxMKFC3Hw4EEMGTIEY8aM8SuCp9MoJaFYaShxXCnCkV+UOAeCRai54/ARRifY/yVFxxuSKLs333wTM2bMwJNPPomMjAysWbMG0dHR+N///V9hv1hpCcVKgcaVoDlAyBzRlV1LSwuqqqqQm5t7XQiNBrm5uaioqHD7mebmZlgsFpe/oKCWKcJA40rQHCBkjujK7r///S+sViuSk11zUZKTk2Eymdx+pri4GDqdzvmXmpoa3JcrNaFY7tC4EjQHCJmjiNSDoqIimM1m59+ZM2eCOxAlFAsDjSuhsDngK+mZkBd8/F6ipx5069YNYWFhqKtzfcKrq6uDXq93+5mIiAhERER0/sspoVgYaFwJhcwBrVYLjUaDc+fO4cYbb4RWq+1QVYSQD4wxtLS04P/+7/+g0Wig1WqDPpboyk6r1eKWW27Bjh07MH78eAB2rb1jxw7Mnj1b2C93JIV+PhXwVCaZEooDh8aVUMgc0Gg0SEtLQ21trSgNQwl+iI6ORs+ePTvVf0+SPLvPPvsM06ZNwzvvvIOsrCyUlJTg888/x7Fjxzr48twhTJ5dd0oo7iw0roRC5gBjDFevXoXVStGhcicsLAxdunTxaIH7qw8kSyp/6623nEnlQ4cOxcqVK5Gdne3XZzut7ABKKBYKGleC5gAhIrJXdp2BF2VHEARBKB5ZV1AhCIIgCDEhZUcQBEGoHkV2PXCsvAZdSYUgCIJQBQ494Msjp0hld+HCBQAIvpIKQRAEoSouXLgAnU7n8X1FBqjYbDacO3cOsbGxnUoItVgsSE1NxZkzZ2QR6ELyKEceOclC8pA8oSwPYwwXLlyAwWDwmoenSMtOo9GgRw8fnX0DIC4uThY/sAOSxztykkdOsgAkjy9IHu8oVR5vFp0DClAhCIIgVA8pO4IgCEL1hLSyi4iIwMKFC/kpMs0DJI935CSPnGQBSB5fkDzeCQV5FBmgQhAEQRCBENKWHUEQBBEakLIjCIIgVA8pO4IgCEL1kLIjCIIgVA8pO4IgCEL1hKyyW716NX71q18hMjIS2dnZqKyslESOV199FRzHufylp6eL9v179uzB2LFjYTAYwHEcvvzyS5f3GWNYsGABUlJSEBUVhdzcXJw4cUIyeaZPn95hvPLy8gSTp7i4GLfddhtiY2ORlJSE8ePH4/jx4y77NDU1IT8/H4mJiejatSsmTpyIuro6yeS56667OozR73//e0HkKS0txeDBg52VLnJycvCPf/zD+b6YY+OPPGKOTXuWLFkCjuNQUFDg3Cb2+PiSR8zx8XXv43tsQlLZffbZZygsLMTChQtx8OBBDBkyBGPGjEF9fb0k8tx8882ora11/n377beiffelS5cwZMgQrF692u37y5Ytw8qVK7FmzRrs27cPMTExGDNmDJqamiSRBwDy8vJcxuvTTz8VRBYA2L17N/Lz87F3715s374dra2tuPfee3Hp0iXnPs8//zy2bNmCL774Art378a5c+cwYcIEyeQBgBkzZriM0bJlywSRp0ePHliyZAmqqqpw4MABjBo1CuPGjcOPP/4IQNyx8UceQLyxacv+/fvxzjvvYPDgwS7bxR4fX/IA4o6Pt3sf72PDQpCsrCyWn5/vfG21WpnBYGDFxcWiy7Jw4UI2ZMgQ0b/XHQDYxo0bna9tNhvT6/XsjTfecG5rbGxkERER7NNPPxVdHsYYmzZtGhs3bpzg3+2J+vp6BoDt3r2bMWYfj/DwcPbFF1849zl69CgDwCoqKkSXhzHGfv3rX7M5c+YI/t2euOGGG9j7778v+di0l4cxacbmwoULrG/fvmz79u0u3y/V+HiShzFxx8fbvU+IsQk5y66lpQVVVVXIzc11btNoNMjNzUVFRYUkMp04cQIGgwE33XQTpkyZgtOnT0siR3uMRiNMJpPLWOl0OmRnZ0s2VgCwa9cuJCUloX///pg1axYaGhpE+26z2QwASEhIAABUVVWhtbXVZYzS09PRs2dPUcaovTwOPvnkE3Tr1g0DBw5EUVERLl++LLgsVqsV69evx6VLl5CTkyP52LSXx4HYY5Ofn48HHnjAZRwA6eaOJ3kciDk+nu59QoyNIrsedIb//ve/sFqtSE5OdtmenJyMY8eOiS5PdnY21q5di/79+6O2thaLFi3CHXfcgSNHjiA2NlZ0edpiMpkAwO1YOd4Tm7y8PEyYMAFpaWk4efIk/vCHP+C+++5DRUUFwsLCBP1um82GgoICjBgxAgMHDgRgHyOtVov4+HiXfcUYI3fyAMBvf/tb9OrVCwaDAYcOHcK8efNw/PhxbNiwQRA5Dh8+jJycHDQ1NaFr167YuHEjMjIyUF1dLcnYeJIHEH9s1q9fj4MHD2L//v0d3pNi7niTBxB3fLzd+4QYm5BTdnLjvvvuc/5/8ODByM7ORq9evfD555/jqaeeklAyeTJ58mTn/wcNGoTBgwejd+/e2LVrF0aPHi3od+fn5+PIkSOi+lS94UmemTNnOv8/aNAgpKSkYPTo0Th58iR69+7Nuxz9+/dHdXU1zGYz/vKXv2DatGnYvXs379/TWXkyMjJEHZszZ85gzpw52L59OyIjI3k9tlDyiDk+3u59UVFRvH4XEIIBKt26dUNYWFiHqJ66ujro9XqJpLpOfHw8+vXrh59++klqUZzjIdexAoCbbroJ3bp1E3y8Zs+eja1bt+Lrr7926aWo1+vR0tKCxsZGl/2FHiNP8rgjOzsbAAQbI61Wiz59+uCWW25BcXExhgwZghUrVkg2Np7kcYeQY1NVVYX6+noMGzYMXbp0QZcuXbB7926sXLkSXbp0QXJysqjj40seq9Xa4TNCz522tL33CTF3Qk7ZabVa3HLLLdixY4dzm81mw44dO1zW9aXi4sWLOHnyJFJSUqQWBWlpadDr9S5jZbFYsG/fPlmMFQD8/PPPaGhoEGy8GGOYPXs2Nm7ciJ07dyItLc3l/VtuuQXh4eEuY3T8+HGcPn1akDHyJY87qqurAUC0OWWz2dDc3Cz62PiSxx1Cjs3o0aNx+PBhVFdXO/9uvfVWTJkyxfl/McfHlzzu3ABizp229z5B5k5QYS0KZ/369SwiIoKtXbuW1dTUsJkzZ7L4+HhmMplEl+WFF15gu3btYkajkX333XcsNzeXdevWjdXX14vy/RcuXGDff/89+/777xkA9uabb7Lvv/+enTp1ijHG2JIlS1h8fDzbtGkTO3ToEBs3bhxLS0tjV65cEV2eCxcusLlz57KKigpmNBrZP//5TzZs2DDWt29f1tTUJIg8s2bNYjqdju3atYvV1tY6/y5fvuzc5/e//z3r2bMn27lzJztw4ADLyclhOTk5ksjz008/scWLF7MDBw4wo9HINm3axG666SZ25513CiLP/Pnz2e7du5nRaGSHDh1i8+fPZxzHsa+++ooxJu7Y+JJH7LFxR/toR7HHx5s8Yo+Pr3sf32MTksqOMcZWrVrFevbsybRaLcvKymJ79+6VRI5HH32UpaSkMK1Wy7p3784effRR9tNPP4n2/V9//TUD0OFv2rRpjDF7+sErr7zCkpOTWUREBBs9ejQ7fvy4JPJcvnyZ3XvvvezGG29k4eHhrFevXmzGjBmCPqS4kwUAKysrc+5z5coV9swzz7AbbriBRUdHs4cffpjV1tZKIs/p06fZnXfeyRISElhERATr06cPe/HFF5nZbBZEnt/97nesV69eTKvVshtvvJGNHj3aqegYE3dsfMkj9ti4o72yE3t8vMkj9vj4uvfxPTbUz44gCIJQPSHnsyMIgiBCD1J2BEEQhOohZUcQBEGoHlJ2BEEQhOohZUcQBEGoHlJ2BEEQhOohZUcQBEGoHlJ2BEEQhOohZUcQBEGoHlJ2BEEQhOohZUcQBEGonv8Po8JzYdnj37cAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#setting intervals using MultipleLocator\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5)) #ticks every 5 on the x axis" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "37e1dc07", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-10., 0., 10., 20., 30., 40., 50., 60.]),\n", + " [Text(-10.0, 0, '−10'),\n", + " Text(0.0, 0, '0'),\n", + " Text(10.0, 0, '10'),\n", + " Text(20.0, 0, '20'),\n", + " Text(30.0, 0, '30'),\n", + " Text(40.0, 0, '40'),\n", + " Text(50.0, 0, '50'),\n", + " Text(60.0, 0, '60')])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#rotate axis labels\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xticks(rotation=45, ha='right', fontsize=20) #text is now at an angle, cool! also size is now huge" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "1246d187", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis!')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#activity: modifying axis title\n", + "#create a font dictionary\n", + "font1 = {'family':'serif','color':'indigo'}\n", + "#use fontdict to change the font and colour of the new label\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xlabel('Shiny New X Axis!', fontsize = 18, fontdict = font1)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "48e7c73a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Solarize_Light2',\n", + " '_classic_test_patch',\n", + " '_mpl-gallery',\n", + " '_mpl-gallery-nogrid',\n", + " 'bmh',\n", + " 'classic',\n", + " 'dark_background',\n", + " 'fast',\n", + " 'fivethirtyeight',\n", + " 'ggplot',\n", + " 'grayscale',\n", + " 'petroff10',\n", + " 'seaborn-v0_8',\n", + " 'seaborn-v0_8-bright',\n", + " 'seaborn-v0_8-colorblind',\n", + " 'seaborn-v0_8-dark',\n", + " 'seaborn-v0_8-dark-palette',\n", + " 'seaborn-v0_8-darkgrid',\n", + " 'seaborn-v0_8-deep',\n", + " 'seaborn-v0_8-muted',\n", + " 'seaborn-v0_8-notebook',\n", + " 'seaborn-v0_8-paper',\n", + " 'seaborn-v0_8-pastel',\n", + " 'seaborn-v0_8-poster',\n", + " 'seaborn-v0_8-talk',\n", + " 'seaborn-v0_8-ticks',\n", + " 'seaborn-v0_8-white',\n", + " 'seaborn-v0_8-whitegrid',\n", + " 'tableau-colorblind10']" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#view available styles\n", + "plt.style.available" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a2eed0e1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/3g/q27fgzvj5gg95ln82qygsp2c0000gn/T/ipykernel_18879/1842005739.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#how to use\n", + "plt.style.use('seaborn-v0_8-pastel') #green and blue\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100,50)\n", + "y2 = np.random.randint(0, 100,50)\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "129d33c6", + "metadata": {}, + "source": [ + "## slide 6 - Jan 29 2026\n", + "\n", + "subplots - more than 1 plot in a figure!!" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "e34d28de", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n", + "np.random.seed(613)\n", + "x1 = np.arange(50)\n", + "y1 = np.random.randint(0, 75,50)\n", + "x2 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y2 = np.array([110, 180, 240, 99, 220])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "13dcaabb", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/3g/q27fgzvj5gg95ln82qygsp2c0000gn/T/ipykernel_18879/3766165476.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3)) #one plot\n", + "fig, (ax1, ax2) = plt.subplots(ncols=2, #2 plots\n", + "nrows=1,\n", + "figsize=(7, 3))\n", + "ax1.scatter(x1,y1)\n", + "ax2.bar(x2,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1b86f315", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/3g/q27fgzvj5gg95ln82qygsp2c0000gn/T/ipykernel_18879/800313028.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#modifying subplot\n", + "plt.style.use('bmh') \n", + "fig, (ax1, ax2) = plt.subplots(ncols=2, #2 plots\n", + "nrows=1,\n", + "figsize=(7, 3))\n", + "ax1.scatter(x1,y1)\n", + "ax2.bar(x2,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "3450d368", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#arranging subplots in a figure:\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + "['ax2', 'ax3']], #order: left to right, top to bottom. noting ax3 twice will ensure that the right most graph is just one and fills the entire matrix space\n", + "figsize=(7, 4))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4256ea6f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding data to new subplot\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + "['ax2', 'ax3']],\n", + "figsize=(7, 4),\n", + "layout=\"constrained\") #adding constraint will make all labels visible\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "#add large labels\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label',fontsize=18) #too big doesn't show when you don't use layout='constrained'\n", + "someaxes[\"ax2\"].set_xlabel('Another Label',fontsize=18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious',fontsize=18 )\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3940cb31", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#multiple viz on one axes\n", + "#sample data\n", + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "# define our figure and axes\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "# now call both bar and plot elements to the same axes (ax)\n", + "ax.bar(x, y1,\n", + "color = \"indigo\")\n", + "ax.plot(x, y2,\n", + "color = \"red\")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "eecda3ca", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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D6JsxKX7cQdLDnJBQzAoJIcWcsPEUgX7AAJT88gvUixbBGBwMAJBptRxA34yp1WqxSyAnwJyQUMwKCSHFnLDxFIuLC7TjxqH4yBFUTJ8Ok1IJgAPomytl9d8vUV2YExKKWSEhpJgTNp5i8/ZG5cyZKDl0CJqRIy2bOYC+eWnTpo3YJZATYE5IKGaFhJBiTth4SoQxMhLlK1ag5KefoO/e3bLddc8eePfrxwH0Tu7kyZNil0BOgDkhoZgVEkKKOWHjKTGGrl1RumULyj7+GIaoKACAzGisGkDfrRsH0BMREZHTYuMpRTIZdMOGoeTAAesB9GVlHEDvpIKCgsQugZwAc0JCMSskhBRzwsZTyjiAvtlwc3MTuwRyAswJCcWskBBSzEmDG8+NGzdi6tSp6N+/P0JCQuDn54f169fb3Pett96Cn59frf9lZGTY/LodO3bgrrvuQuvWrREZGYm7774be/bsaWipzUa9A+gnTOAAeom7dOmS2CWQE2BOSChmhYSQYk4UDf2CefPmITMzE4GBgQgNDUVmZma9X/Pwww8jqvp8xWv5+vrW2LZx40ZMnDgRQUFBePjhhwEAX3/9NYYNG4bVq1fjvvvua2jJzYZ5AL1i5054zpoFl7Q0AIDb//4H1y1boJk4EZXTp8Nk43UlIiIiEluDG8/3338fsbGxiIqKwqJFizBnzpx6v2b06NG49dZb692vqKgIL7zwAgIDA7Fnzx5EREQAAKZOnYq+ffti+vTpGDBgALyrz3lsqfQDBqCkb1+4rV8PjzffhDw/v2oA/fvvw+2zz1D50kvQjBsHKBr810tNJCYmRuwSyAkwJyQUs0JCSDEnDf6ovX///jaPXjaGb775BsXFxXjqqacsTScARERE4Mknn8Tly5fx/fffN8n3djoKRdUA+sOHrQfQX74MzxkzqgbQb9/OAfQSkZ+fL3YJ5ASYExKKWSEhpJgTh1xctG/fPixevBj//e9/8f3336OsrMzmfnv37gUADBgwoMZjt99+OwDgt99+a7pCnZGPj+0B9Onp8H7wQXjdfz/kqakiFkgAas080bWYExKKWSEhpJgTh3wW+9Zbb1n92dfXF2+//bblHE6zM2fOAADi4uJqPId5m3mf+qSnp6N9+/bIyMiARqOBp6cnwsPDLV8fGhoKk8mEvLw8AEC7du2QlZWFiooKuLu7IzIyEqdOnQIAhISEQC6XIycnBwBgtHEUsbyiAqmpqQgKCoKbm5vlhN6YmBjk5+ejrKwMrq6uaNu2LdKqz80MCAiAh4cHLl68CKDqDgOFhYUoKSmBi4sL2rdvj7S0NJhMJvj5+cHb29tyTm1UVBRKSkpQVFQEmUyGxMRE/PHvf8Nj4EC0/fBDqI4dAwC47t4Nn759UXT//Tj16KPQBQYiKSkJ6enp0Ov18Pb2RlBQEM6dOwcAaNWqFTQaDS5fvgwASEhIwNmzZ6HVaqFSqRAaGoqzZ88CAMLDw6HX6y2/UcXHx+PChQuorKyEh4cHIiIicPr0acvrDQC51UPw27Zti4sXL1pe76ioKKSnpwMAgoODoVAokJ2dDQCIjY1Fbm4u1Go13NzcEBsbixMnTgAAAgMDoVQqrV7vgoIClJaWQqFQID4+HqnVjXdAQAA8PT2RlZUFAIiOjsaVK1dqfb19fHxw4cIFAEBkZCRKS0utXu+TJ0/CYDDAx8cHAQEBOF99gVdERAQqKipQWFgIAEhMTER5eTlSU1Ph5eWF4OBgq9dbq9WioKAAANC+fXucP38eGo0GKpUKYWFhlsyGhYXBaDRaZTYzM9Pyerdu3doqszKZzPJ6x8XFITs7G+Xl5VAqlYiOjq7z9c7Ly0NZWZnN19vd3d1mZq9/vf39/eHl5WWV2eLiYhQXF0MulyMhIQEnTpyA0WiEr68vfH19rV7vsrIyXLlyBQCsMmvr9a6srLSZWS8vL4SEhNSZ2aZYI+Li4pCTkwO1Wg2lUok2bdpYBjnXtUaUl5fDZDI12RpxbWb9/f0tF3i2bt0a5eXllsxyjXD8GnH69GnodDrBa0RZWRkyMjK4RrSwNaKhfYSrq2uTrxEqlQoNISsqKrrhz2LN53guWbIEjzzySI3Hv/vuOxQXF6NPnz4ICwtDbm4utm3bhjfffBPFxcVYv3497rrrLsv+Xbp0wZkzZ1BQUADFdecn6nQ6BAcH46abbqpx1FOn0+FYdaNl1rFjR7i6ut7oj1anOYM34fQR67sIte0aitk/jWqS79dgJhNcv/kGHnPmwKX6HykAmLy8UDl1KionTQI8PEQssOUxmUyQyWRil0ESx5yQUMwKCeGInOh0Ohw/ftxqW6dOnWrtwZr0o/Z77rkHjz76KNq0aQN3d3dER0fjqaeewpo1awBUXSFPTUAmg274cNsD6OfNg2/37nD98ksOoHcg82+nRHVhTkgoZoWEkGJORBkg369fP8TExCA1NRUlJSWW7T4+PgBgtc2stLTUah8SwDyA/sgRVD72GEzyqr9u+cWL8HrqKQ6gJyIiIocS7c5FgYGBAICKa+47Xtd5nHWd/0l1MwUHo+Ldd6sG0A8caNnOAfSOExAQIHYJ5ASYExKKWSEhpJgTURpPtVqNEydOQKVSWRpQAOjduzcAYOfOnTW+ZseOHVb7UMMZExNR9sUXKN20CYaEBMt2t//9Dz49e8Jj9mzIiotFrLD58uA5tSQAc0JCMSskhBRz0mSNZ2lpqeVqxWtVVFRgypQpKC0txbBhw6wuIho+fDh8fHywYsUKyxVaAHDx4kWsXLkSgYGBuPvuu5uq5BZDf/vtKPnlF6j/8x8Yg4MBwDKA3qdrVyg/+gjQ60Wusnm5Ns9EtWFOSChmhYSQYk4aPE5p7dq12L9/PwBYRiKsW7fOMoOzV69eGDt2LAoLC9GtWzd07twZ8fHxCA0NRV5eHvbs2YOLFy8iKSkJc+fOtXpuPz8/LFiwABMnTkS/fv0wfPhwAFW3zCwsLMQnn3zS4u9a1GgUCmjHj4d2xAi4v/ce3JcuhUyjsQygV65cifK5c6EfOBDglZNERETUCBrceO7fvx8bNmyw2nbgwAEcuOYilbFjx8Lf3x9PPPEEjh49iu3bt6OoqAgeHh6Ij4/HxIkT8eSTT9o8BPzggw8iMDAQCxcuxGeffQaZTIZOnTphxowZ6N+/f8N/Qqqbjw8qZ82Cdvx4eLz+Otw2bwZwdQC9rn9/lM+bB2NSksiFOrc2bdqIXQI5AeaEhGJWSAgp5sSuOZ5SwTmejcfl8GF4zpwJxeHDlm0muRzaRx9Fxcsvw1Q95JkaJisrC61btxa7DJI45oSEYlZICEfkRFJzPMn5GLp1Q+nWrSj76CMYoqIAADKjEcq1a+HbrRvc//Mf4JpJBCSMrRFhRNdjTkgoZoWEkGJO2HhSTRxA3+hcXFzELoGcAHNCQjErJIQUc8LGk2rHAfSNpn379mKXQE6AOSGhmBUSQoo5YeNJ9eIAevtJ8bZlJD3MCQnFrJAQUswJG08STMgAekjwfBIpMJmc/ho+cgDmhIRiVkgIKeaEjSc1WF0D6H27dOEAehv8/PzELoGcAHNCQjErJIQUc8LGk25M9QD64sOHUTFtGkxKJQBYBtD79OkDxfbtgAR/2xIDb3xAQjAnJBSzQkJIMSdsPMk+1QPoSw4dgvb++y2bzQPove6/H/LqO1y1ZJmZmWKXQE6AOSGhmBUSQoo5YeNJjcIYGQn1ypUo2bYN+m7dLNtdd++GT9++8Jw6FbLc3DqegYiIiJo73rmoHnMGb6qxLTOtEBq1zmqbUuWKyMSAGvs2h7sZNZjJBNdvvoHHnDlwuXDh6mYvL1ROm4bKp58GbNwutTkrKyuDl5eX2GWQxDEnJBSzQkI4IicNvXNRg+/V3tJcf2vM2mjUOsH7NnvVA+h1d94J5YoV8Hj3XcjKyqoG0M+dC7dPPkHF7NnQjRgByGRiV+sQJSUlfJMgm7/IXkur08Gtjl+YW+QvsmQT1xQSQoo5YeNJTad6AL324YfhPn8+lKtXQ2Y0wiUrC15PPgn9smUonzcPhh49xK60yRUVFaFVq1Zil0Ei4y+n1Fi4ppAQUswJz/GkJlfrAPqjR+Fz551QPfYY5BkZIlbY9GQt5MguETkG1xQSQoo5YeNJDlPrAPpvvoFPjx7wSElptgPoExMTxS6BiJoRrikkhBRzwo/a69G2a2idj1dUVsLD3d1B1TQP+ttvR0m/fnD79FN4vPUW5Pn5VQPo//tfuK1fj4qXX4Z27FhA0XziefLkSUneM5eInBPXFBJCijlpPu/sTaS+k/lTU1ORlJTkoGqakeoB9NoRI+C+eDHcP/wQMo0G8suXoXr+ebivWIHyuXOhHziwWVyAZDAYxC6BJMDWL7INmZJBZMY1hYSQYk7YeNrJx8dH7BKcm48PKl97Ddrx4+Hx+utw++orAFcH0Otuuw3lc+fC6OTNPXNCgO1fZOcM3lTjoqPIxABewU514ppCQkgxJzzH007+/v5il9AsGKOioF61CiVbt0Lftatlu+uuXVUD6KdNgywvT8QK7cOcEFFj4ppCQkgxJ2w87ZTRzK/GdjRD9+4o3bYNZatWwRAZCQCQGY1QrlkD365d4b5oEVBRIXKVDcecEFFj4ppCQkgxJ2w8SXpkMuhGjEDJwYMonz0bpurht+YB9D49esB182bA5PQ33SIiImpR2HjaqXXr1mKX0Hy5u0MzZQqKjx6FZsIEmORVcTUPoPcePBguBw+KXKQwzAkRNSauKSSEFHPCxtNO5eXlYpfQ7JmCg1G+cGHVAPrbb7dsd6YB9MwJETUmrikkhBRzwsbTToWFhWKX0GIYExNRtmkTSr/4wukG0DMnRGQPWXY2XL/6Ch4zZsB74EAEP/MMXI4fF7sskjgpvvdwnBI5Hf3AgSjp379qAP2bb0JeUNDsB9ATUQtiMkGekQHFvn1V/+3fD5dz56x2CQJg6t8f2tGjUfHKKzCFh4tTK1ED8YinnTg8XiTVA+iLjxxBxdSpMCmVAGAZQO/Tpw8U27dL5gIk5oSIamU0Qp6aCrePP4bqiSfg26EDfDt3hmryZCg/+6xG02kmM5mgXL8evt27w33BAkCCH6uSuKT43sPG007p6elil9CyVQ+gLzl4ENoRIyybzQPovUaOhDw1VcQCqzAnRGSh18Pljz+gXLIEqkcfhW+7dvDt0weq55+H21dfQZ6dbbW7yc0Nup49UTF9Oko3bULRqVPIeO45GKuHg8vUani89RZ8u3WD28aNgNEoxk9FEiTF9x5+FmknvV4vdgmEqwPoK596Cp4zZ0Jx5AiAqwPotWPGoOLll2EKCRGlPuaEqAWrrITi99+h2L+/6qPzw4chKyurdXeTSgV99+7Q9+oFfXIy9J07A+7uVvtkPfAAfP/1L7gvWADlRx9BZjBAnp0N1aRJUC5fjop586BPTm7qn4wkTorvPWw87eTt7S12CXQN8wB616+/hsecOXDJzLQMoHfbvBmV06ah8umnAQ8Ph9bFnBC1IKWlUBw6VNVo7t8PxdGjkGm1te5u9PevajJ79oQ+ORmGm2+u9xx1b29vmAIDUfH229A89hg8UlLgtnUrAEDx55/wvvtuaO++GxUpKTDGxjbqj0fOQ4rvPWw87RQUFCR2CXS96gH0urvugnL5cngsXAhZWZllAL3bJ5+gYvZs6EaMAGQyh5TEnBA1X7LLl6E4cKDqaOaBA3A5dgyyOj7uNoaHQ9+rF3TJydD37AljQgIgb9iZb9euKcb4eKg/+wyaPXvgMXMmFP/8AwBw+/57uG7bBs2TT6Ly+edh8vO7oZ+PnJcU33t4jqedztVy0jdJgIQG0DMnRM2H7NIluG7eDM9//xs+ycnwa9cOXmPGwP3DD6H4448aTachJgaa0aOh/uADFB89iuK//4Z61SpoH3sMxqSkBjedgO01Rd+vH0p374b6vfdgDA2tqlWng/vSpfDp0gXKFSsAne7GfmhySlJ87+ERT2r2zAPoKx9/HJ6vvQbXnTsBXB1Arx02DBWzZ8MYHS1ypUQkOSYT5OfOWcYaKfbvh8v583V+iSExsepoZq9e0Pfq5dhRRy4u0I4ZA+2wYXD/73/hvmQJZJWVkF+5As+XXoJy1SpUvP46dHfc4bBPfIiuxcbTTq1atRK7BBLImJSEsi+/hOLnn+E5axZcTp4EUDWA3vXHH6F5+mlUTJ8OVF8p2piYEyInYTRCfuIEXK+ZoSnPza11d5OLCwydOl29EKhHD5gCApq8zHrXFG9vVL76KjTjxsFj3jwov/gCAOBy+jS8Ro+Grm9fVMydC0PHjk1eK4lHiu89bDztpNFoxC6BGsgygH7dOni89ZZDBtAzJ0QSpdPB5dixqxcCHTgAeVFRrbublErou3S52mh26wZ4eTmu3mpC1xRT69YoX7YMmqeegsfMmXA9cAAA4PrLL1CYB9C/+ipMYWFNWS6JRIrvPWw87XT58mWEVp9LQ05EoYB2wgRo778f7osXw/3DDyHTaCwD6N1XrkT5669DP2hQo3w75oRIIioqoDh61Hq0UR2D101eXlWjjZKToUtOhuGWW4DqG1aIqaFriqFzZ5T98ANcv/sOHikpcDl/3jKA3u2bb1D53HOofPZZwNOzCasmR5Piew8bT2rZqgfQa8ePh8frr8Ptq68AAC4nT8L7wQehGzAA5a+/XnUBABE5n5ISKA4ehOLAAbju2weX33+HrI4LbIwBAVVHMs2jjTp0aD6335XJoLv3XujuuAPKlSvh/u67kJeUWAbQK1evRsVrr0E7atQNXfBEJISsqKhIGvcUtINOp8OxY8estnXs2BGurq5N/r2NRiPk/AfabLgcOmQ1gB4ATHI5tGPHouKll254AD1zQrWZM3gTTh+xPoewbddQzP5plEgVOTdZQcHVo5kHDsDl+PF6Rxvpeve2XAhkjI93iqarMdYU2eXLcH/nHSg//hgyg8GyXf9//8cB9M2EI957dDodjh8/brWtU6dOtfZg0v/XJXFnz54VuwRqROYB9GWrVsEQGQkAVQPoV6+Gb9euUC5eDFRWNvh5mROipiHLyoLbpk3wnDYNPj17wi8+Hl7jxsF9+XIobMzTNMTFQfPoo1AvWYLiP/5A8d9/o3zFCmgnTLiheZpiaYw1xRQYiIr581Hy22/Q3nGHZbt5AL1q7FjIuXY5NSm+9zSTzw/Eo63jbhTkpOoYQO/5+utQfvIJKl57rUED6JkTokZgMkF+5szV0Ub79sElM7P23WUyGJKSqj46r74zUHO5iKYx1xRjfDzUGzZAs3s3PGbN4gD6ZkSK7z1sPO2kUqnELoGaSvUAeu3o0fB4+224rVkDmdEIl8xMeD35JPTLl6N83jwYunev96mYE6IbYDDAJS2tqtGs/uhcnpdX6+4mhaJqtFFy8tXRRs20WWqKNUXfvz9Kd++G22efweONNyDPy7MMoHfbsAGVL74IzYQJgANOY6PGIcX3Hp7jaafKykq4u7s3+fch8clTU60G0Jtphw+vGkAfFVXr1zInVBue43kNrRYuf/5pdftJeUlJrbub3N2h79r16mijrl0BCb7RNoUmX1NKS60G0JsZ2rWrGkA/eDAH0DsBR7z3NPk5nhs3bsTUqVPRv39/hISEwM/PD+vXr691/5KSErzyyivo0KEDQkJC0LFjR8yaNQtlZWU29zcajVi+fDmSk5MRFhaGuLg4PP744zhfz50ixCLF8yeoaZgH0Jd+8QUM7dtbtrt9/TV8evSAx5w5QC1vkswJkQ3l5VD88gvc58+H17Bh8IuJgc+QIfBMSYHbTz/VaDpN3t7QDRyI8tdeQ8mWLSg6dw5l336Lypdfhr5fvxbTdAIOWFOqB9AXHzoEzQMPWDa7nDoFr4cfhteIEXD5+++mrYHsJsX3ngZ/1D5v3jxkZmYiMDAQoaGhyKzj/Bq1Wo2hQ4fi+PHjGDBgAEaOHIm//voL77//Pn777Tf8+OOPNTrxqVOnYu3atUhMTMTEiRORnZ2Nb775Bjt37sTPP/+MuLi4hv+URI3I5gB6jQbu7713dQD9mDHNZwQLUSORFRfD5eBBuJrPz/zzz7pHGwUFWa421ycnw3DTTYCLiwMrploH0O/ZA0W/ftA+8ggqXnml2Zw7S02vwe+M77//PmJjYxEVFYVFixZhzpw5te773nvv4fjx45g6dSpSUlIs21NSUrB48WIsXboU06dPt2z/5ZdfsHbtWiQnJ+Obb76Bm5sbAGDUqFEYNWoUZsyYga+q5yxKRbgj78FL0nHNAHqPRYug/PBDyLRayAsKoPr3v+G+YgXK586FfuBAAMwJtUyyvLyrdwTavx8uf/8Nman2s7uMERFVo42qZ2ga27Xjx7m1cPSaUusA+k8/hdvXX3MAvURJ8b2nwR+19+/fH1F1nMtmZjKZsG7dOnh5eWHGjBlWj82YMQNeXl5Yu3at1Xbzn1999VVL0wkAgwYNQp8+fbBz5846j7CKQa/Xi10CicnHBxWzZ6Pk4EFohw+3bHY5eRLeDzwAr5EjIU9NZU6oRZBnZsJt40Z4TpkCnx494JeQAK8JE+C+YgUUx4/XaDoN7dpBM3Ys1B9+iOJjx1B8/DjKly2Ddvz4qnmabDprJcqaUj2AvmT//qoba/j4VG2uHkDv260b3DZuBOqYm0qOJcX3nib7LPDMmTPIzs7G7bffXuOqKpVKhR49emDHjh3IyspC69atAQB79+6FSqVCz549azzf7bffjr179+K3337DQw891FRlN1h+fj6Cg4PFLoNEZoyOhvqjj1A5cSI8X30ViqNHAQCuO3fCZ/duaG+7De6dOsEUGAhTYCCM5v8NCoIpIIBHCcj5mEyQnzplGW3kum8f5Bcv1r67TAZDhw5XPzrv1euGb8hAIr/3KJXQTJ4M7cMPWw2gl2dnQzVpEpTLl3MAvURIsUdp0sYTAGJjY20+Hhsbix07duDMmTNo3bo11Go1cnJykJSUBBcb5/CYn8f8vERSZOjeHaU//QTXr76Cx5w5cMnKgsxoRPCOHcCOHbV+ncnT09KMXtuYWv5/UJDVNpOfn9MMuqZmwmCAyz//WI82KiiodXeTQgHDLbdcvcd59+4w+fo6sGBqauYB9JrHH4fH7Nlw27YNwNUB9Nq770ZFSgqMtfQB1DI1WeNZUn01om8tC41P9SF6837m/zVvr2//+qSnp6N9+/bIyMiARqOBp6cnwsPDLY1raGgoTCYT8qpnwrVr1w5ZWVmoqKiAu7s7IiMjcerUKQBASEgI5HI5cnJyAABxcXHIycmBWq2Gq6srDAYDTp48CQAICgqCm5sbLl26BACIiYlBfn4+ysrK4OrqirZt2yItLQ0AEBAQAA8PD1ysPkrQpk0bFBYWoqSkBC4uLmjfvj3S0tJgMpng5+cHb29vy6kGUVFRKCkpQVFREWQyGRITE3Hy5EkYDAb4+PjA398fGRkZAIDWrVujvLwchYWFAICkpCSkp6dDr9fD29sbQUFBOHfuHACgVatW0Gg0uHz5MgAgISEBZ8+ehVarhUqlQmhoqOUqufDwcOj1euTn5wMA4uPjceHCBVRWVsLDwwMRERE4ffq05fUGgNzcqrExbdu2xcWLFy2vd1RUFNLT0wEAwcHBUCgUyM7OBlD1S0dubi7UajXc3NwQGxuLEydOAAACAwOhVCqtXu+CggKUlpZCoVAgPj4eqampltfb09MTWVlZAIDo6GhcuXKl1tfbx8cHFy5cAABERkaitLS01tc7ICDAMnkhIiICFb17o2jNGoR/8QWi16+HrJYpDmay8nK4lJcDAk8lMbm4wOTvD42PD7Q+PjAGBkLZujUuA9D5+cEjOhpGf3/kA9D5+iKyc2dkFxaivLwcSqUS0dHRdb7eeXl5KCsrs/l6u7u728zs9a+3v78/vLy8rDJbXFyM4uJiyOVyJCQk4MSJEzAajfD19YWvr6/V611WVoYrV64AsM6srde7srLSZma9vLwQEhJSZ2abeo1QKpVo06ZNrWuE0cbHkuUVFUhNTRV1jTj1zz9w//tvBKelwf/vv6vud65W15pJg1KJ8k6dgFtvRUZ0NEqTkhAaE3P19b54EfEqFdeI6sxWVFRYXu/ExEScPn0aOp0OXl5eCA4OtlqTtVotCqqb/Pbt2+P8+fMwmUzIyMhAWFiYJbNhYWEwGo1Wmc3MzLS83q1bt7bKrEwms7zecXFxyM7OvrE1om1bHJ41C75DhqDtsmVwr866eQB9wcMP48xDD0EWEMA14gbWCHv6iPj4+CbvIxo6K9SuOZ7mi4uWLFmCRx55xOqxTZs24cknn8Tzzz+PmTNn1vjauXPnYuHChVi3bh3uueceZGdnIzExET179sTWrVtr7L9r1y4MHz4cEydOxPz5860eE3OO59mzZ2s9qksEAFCrkb1nDyI9PCC7fLnqKvjLlyG/fBmy6v8s/7+wsM77StvD5OVlfSS1+mN+8/9aHVUNCoLJx4fn2DmAZOZ4qtVQHD589WKgI0es5jdez+jjY7kISN+rFwydOgHXnJtPTUuy7z0Gg9UAejOjvz8H0IvAETlp6BzPJjviaT5CWVxcbPPx649w1ndEs74jomKpvIH7dlMLo1LhSps2CE9Kqn9foxGyoiLICgogKyy03aRWPyYrKIC8sBCy8nJBZcjKyuBSVgZU/wZbH5NCUdWEmptTW6cAXHsaQEAAGw8nIisqujqoff9+uBw7BlkdFyIYQ0KuNprJyTAkJnK0kYgk+97j4gLtmDHQDhtmNYBefuUKPF96CcqPPuIAegeSYk6arPE0z9usbXipebt5P5VKhbCwMGRkZMBgMNQ4z/P6/aXCw8ND7BLICQjOiVxedfQxIAAAYBDyNeXlV5tUczN6beNqblLNzeuVK3WOtDGT6fWQ5eYCubkQ2l4YfXxsN6bVR1StzlkNCAC8vfnm4yCynBzr0UapqXXmwBAVZTVD0xgXx78rCZH8e0/1AHrNuHHwmDcPyi++AHB1AL2uXz9UzJ0LQ4cOIhfavEkxJ03aeIaHh+PgwYNQq9VW5wCo1WocPHgQ0dHRlivaAaB3797YvHkzDhw4gN69e1s9347qCzOSJXaVXEREhNglkBNo0px4esLk6QnDNf+W6qTXW46qWppU81HV6xpW8xFXmUYj6KnlJSVVd2+qPj+tPiY3t5pHUm2dAmBuXAMCOJhfCJMJ8gsXrC4EcqnnwkxDfLzlY3Ndr14wCc0TicJZ3ns4gF5cUsxJk63gMpkMY8aMwTvvvIMFCxZYDZBfsGABysrKrIbHA8C4ceOwefNmvPHGG1YD5Ldv3469e/diwIABgmaIOtLp06eRJOQjVGrRJJUThaKqiQsKgqCzSU0mQK2ueU7qtUdRrz8doKhIUCkyrRay7GzIqy9aEMLo52dpQq2a1FpOAYCnZ/M/UmcyQX7ypGWskWL/fsirL0ywubtcDkPHjlePaPbsCZPERq5Q3SS1pghQ7wD6KVNQ+cwzHC3XyKSYkwY3nmvXrsX+/fsBwHJl2rp167B3714AQK9evTB27FgAwJQpU/Djjz9i8eLF+Ouvv9CpUyccO3YMO3fuROfOnTFp0iSr5+7bty/Gjh2LtWvXol+/fhg8eDBycnLw9ddfw9/fH++8845dPywR3QCZDPDygtHLC4iOFvY1Ol3VR/zXNKR1nqdaUFDnrROvJS8qAgQ2tgBgcne3np16/bmp12/395f+uYt6PVyOH7f66FxefbWpLSZXVxg6d4YuObnqPM0ePQCJnS9PLUD1AHrdHXdAuXIl3N99F/KSkqoB9G++CeXq1ah47TVoR47kuLhmrMFXtU+aNAkbNmyo9fGHH34YH374oeXPxcXFePvtt/Hdd98hNzcXoaGhGDZsGF588UV4e3vX+Hqj0YgVK1ZgzZo1OHv2LFQqFfr3749Zs2YhJibG5vcU86r2y5cvIzAwsMm/Dzk35qQeJhNQWnr1SOr1pwBc17DKCwogKy1tmlJkMst5trUeSb1uCgDsOI9K0FXtGg1c/vij6mjmvn1QHDpU54guk6cn9N26WT4613fpYleNJD3NYU2RXb5sNYDeTH/LLVUD6Hv1ErG65sEROWnoVe12jVOSCjaeJHXMSRPQaquaUXOTWsuFVZbzVC9ftnpza0yWGwDUcX6q1agqX1/LER2bjectwZj7avDVI5pHj9Z5nq3R19fqQiDDzTdzZE0z15zWFPnJk1UD6H/6yWq79p57qgbQ13LQieonxcaTZ+nbKTc3t9n846emw5w0ATc3mMLDYQgPF7a/yQRZcXFVA2qrSbU1W7Wewf9mN3QDgOqjqvJLQwH4WT3u8sfv8B65stavN4aGWppMXXIyjAkJ/GiyhWlOa4qxfXuoP/8cml274DFrFhTVp/G5ffcdXLduheapp1D5/PO885UNcwZvqvPx8ooKeNbxaYfD5wWDjScRtRQyGUx+flW3G42LEzaqqrLSdkNa2+kAAm8AIDMYIMvPB/LzIUNfXN94Xs/Qpo31aKOYmOZ/wRS1OPrbbkPpnj1wW78eHm++CXleHmQ6HdyXLIHbhg1VA+jHj+fR/Gtc/2mJbcLu+OgobDzt1LZtW7FLICfAnDgpd3eYIiJgEDqSxHwDgGvPSa3tLlXVzStszf9394Dm4QmWi4FMEhyJQuJqtmuKiwu0Y8dCO3y49QD6wkJ4vvgilKtWcQC9k2PjaaeLFy/WetETkRlz0kJcewOAdu0EHVU1DNwI/J5vva3DTShf6PiPwMh5NPs15doB9HPnQrmp6iNlDqB3fjwpyE4VFRVil0BOgDmhWvHcTLoBLWVNMbVujfLly1GyfXvVGLBqrnv2wLtfP3g+9xxkOTkiVkgNxSOednJ3dxe7BHICzAkRNaaWtqYYunRB6Y8/wvXbb6sG0GdkcAA9qkavXS8zrRAatfVcZKXKFZGJAY4qq05sPO0ktTspkTQxJ0TUmFrkmiKTQXfffdANGQLlihXwePddyEpLW/QAeltXpdsa0RaZGCDKFey2tIy/mSaUnp4udgnkBJgTImpMLXpNUSqh+de/UHz0KCqfeAKm6juNyS9dgurpp+E9aBAU1XdYJOlh40lEREROxxQUhIp33kHJ3r3QDh5s2a744w94Dx0K1bhxkJ87J2KFZAsbTzsFBweLXQI5AeaEiBoT15SrzAPoSzdvhj4pybLd7bvv4NOrFzxeew2y4mIRK6RrsfG0k0LB02SpfswJETUmrik1mQfQqxcvhjEkBAAg02rh/sEH8OnSBcpVqwCdrp5noabGxtNO2dnZYpdAToA5IaLGxDWlFtUD6IsPH0bFv/8NU/XV//LCQni+8AJ8+vSB4qefAJNJ5EJbLjaeRERE1LxUD6AvPnQImlFXr+Z2OXUK3g89BK8RI+Dyzz8iFthysfG0U2xsrNglkBNgToioMXFNEabOAfR9+8JzyhTIcoXc75waCxtPO+UysCQAc0JEjYlrSsOYB9CXffIJDNHRAFA1gH7dOvh27Qr3hQuBFnI3KLGx8bSTWq0WuwRyAswJETUmrik3oHoAfcn+/ShPSYHJ27tqs1oNjzfegG/37nDbtAkwGkUutHlj42knNzc3sUsgJ8CcEFFj4ppiB3d3aJ57rmoA/eOPXx1Af/EiVBMnwnvwYLgcOCBykc0XG0878TwbEoI5IaLGxDXFfqagIFQsWICSX3+FbtAgy3bF77/D5667oBo/HvLz58UrsJli42mnEydOiF0COQHmhIgaE9eUxmNMSEDZxo01B9B/+y18evbkAPpGxsaTiIiIWjwOoHcMNp52CgwMFLsEcgLMCRE1Jq4pTYQD6JscG087KZVKsUsgJ8CcEFFj4prSxDiAvsmw8bTTpUuXxC6BnABzQkSNiWuKY3AAfeNj40lERERUBw6gbzxsPO0UExMjdgnkBJgTImpMXFNEwAH0jYKNp50KCgrELoGcAHNCRI2Ja4qIOIDeLmw87VRaWip2CeQEmBMiakxcU8THAfQ3ho2nnRQKhdglkBNgToioMXFNkQ7LAPovv4QhMdGynQPobWPjaaf4+HixSyAnwJwQUWPimiI9+gEDUPLLL1AvWgRjcDAADqC3hY2nnVJTU8UugZwAc0JEjYlrikS5uEA7bhyKjxxBxfTpMFXPW+UA+qvYeBIRERE1Jm9vVM6ciZJDh6AZOdKymQPo2XjaLSAgQOwSyAkwJ0TUmLimOAdjZCTKV6xAyU8/Qd+9u2W765498O7Xr0UOoGfjaSdPT0+xSyAnwJwQUWPimuJcDF27onTLFpR9/DEMUVEAAJnRWDWAvlu3FjWAno2nnbKyssQugZwAc0JEjYlrihOSyaAbNgwlBw5YD6AvK2tRA+jZeBIRERE5SgsfQM/G007R1fdsJaoLc0JEjYlrivOrdwD9hAnNcgA9G087XblyRewSyAkwJ0TUmLimNB+1DqD/3/+qBtDPnt2sBtCz8bRTSUmJ2CWQE2BOiKgxcU1pfvQDBqBkz56aA+jffx8+XbtC+dFHgF4vcpX2Y+NpJ5fqczOI6sKcEFFj4prSTCkUVQPoDx+2HkB/+TI8Z8yoGkC/fbtTD6Bn42mn9u3bi10COQHmhIgaE9eUZs7Hx/YA+vR0eD/4ILzuvx9yJ717FRtPO6WlpYldAjkB5oSIGhPXlJbBMoB+2zbou3WzbHfdvRs+ffvCc+pUpxtA75DGs2PHjvDz87P539ChQ2vsr9FoMH/+fHTu3BmhoaFISEjAlClTkJ+f74hyG8TkxIe7yXGYEyJqTFxTWhZDt24o3boVZR99ZD2Afu3aqgH0//mP0wygVzjqG/n4+GDSpEk1tkdVv4BmRqMRo0ePxo4dO9CtWzfce++9OHPmDNauXYs9e/bg559/RlBQkKPKrpefn5/YJZATYE6IqDFxTWmBZDLohg+H7s47oVyxAh4LF0JWWlo1gH7ePCg/+QTls2eLXWW9HNZ4+vr64uWXX653v88++ww7duzAyJEjsXLlSshkMgDAxx9/jOnTp2PevHlYvHhxE1crnI+Pj9glkBNgTggA5gzeVGNbZlqhzW229p3906gmqYucD9eUFqx6AL324YfhPn8+lKtXQ2Y0Qn7xIryeegouqqkAAsSuslaSO8dz7dq1AIDXXnvN0nQCwIQJE9CmTRts2rQJFRI6nHzhwgWxSyAnwJwQAJw+klvjP41aV2M/jVpnc18iM64pZAoORsW771YNoB848OoDarV4RQngsMZTq9Vi/fr1WLhwIVasWIEjR47U2KeyshJHjhxBu3btanwEL5PJcNttt0GtVuOPP/5wVNlEREREkmVMTETZF1+gdNMmGBISxC6nXg77qD03NxfPPvus1bbOnTvjo48+QkxMDADg3LlzMBqNiI2Ntfkc5u1nzpxBcnJynd8vPT0d7du3R0ZGBjQaDTw9PREeHo4zZ84AAEJDQ2EymZCXlwcAaNeuHbKyslBRUQF3d3dERkbi1KlTAICQkBDI5XLk5OQAAOLi4pCTkwO1Wg2ZTAaDwYCTJ08CAIKCguDm5oZLly4BAGJiYpCfn4+ysjK4urqibdu2lqsRAwIC4OHhgYsXLwIA2rRpg8LCQpSUlMDFxQXt27dHWloaTCYT/Pz84O3tjczMTABV58aWlJSgqKgIMpkMiYmJOHnyJAwGA3x8fODv74+MjAwAQOvWrVFeXo7CwqqP9JKSkpCeng69Xg9vb28EBQXh3LlzAIBWrVpBo9Hg8uXLAICEhAScPXsWWq0WKpUKoaGhOHv2LAAgPDwcer3ectFXfHw8Lly4gMrKSnh4eCAiIgKnT5+2vN7mHABA27ZtcfHiRcvrHRUVhfT0dABAcHAwFAoFsrOzLX/vubm5UKvVcHNzQ2xsLE6cOAEACAwMhFKptHq9CwoKUFpaCoVCgfj4eKRWj5wICAiAp6cnsrKyAFTdcu7KlSu1vt4+Pj6WowqRkZEoLS2t9fUOCAjA+epbm0VERKCiosLyeidW34kiNTUVXl5eCA4Otnq9tVotCgoKAFSNSDl//jw0Gg1UKhXCwsIsmQ0LC4PRaLTKbGZmpuX1bt26tVVmZTKZ5fWOi4tDdnY2ysvLoVQqER0dXefrnZeXh7KyMpuvt7u7u83MXv96+/v7w8vLyyqzxcXFKC4uhlwuR0JCAk6cOAGj0QhfX1/4+vpavd5lZWWWu7Ncm1lbr3dlZaXNzHp5eSEkJKTOzDb1GqFUKtGmTRvLGmEP879jrhHNb404ffo0dDqd4DVCr9cjIyODa0QzXCNuuI8ID0ebrVuh7b0GqHr5LcorKnDp0qUmWSNUKhUaQlZUVNTkl8a9/fbb6NWrF5KSkqBSqXD69GksWbIEGzduRGRkJPbt2wdvb28cPHgQd9xxBx544AGsWLGixvOsWbMGU6ZMwRtvvGHVxOp0Ohw7dsxq344dO8LV1bWpfzRcunQJrVq1avLvQ86NOSEAGBPwgV1fv65wciNVQs6OawrVZs7gTTVOzWnbNbTJzhHX6XQ4fvy41bZOnTrV2oM55IjnSy+9ZPXnm2++GcuXLwcAbNy4EWvWrMHkyc65oBYVFfEfP9WLOSGgavGvS3lFBTw9PBxUDTkzrinkrBz2UbstEyZMwMaNG3Hw4EFMnjzZcpVecXGxzf3N96aV0tV8114ARVQb5oSA+q9KT0tLs5yaQVQXrinkrES9qj0wMBBA1XlLQNW5IHK53HKuxfXM2+Pi4hxToAB8kyAhmBMSgjkhoZgVclaiNp7mK9vNV7B7eHigS5cuOHXqVI1RESaTCbt27YJKpcItt9zi8Fpr0xgXDFDzx5yQEMwJCcWskLNq8sYzPT3dckTz+u0pKSkAgJEjR1q2jxs3DgDw+uuvW90S7JNPPsH58+cxatQoeEjoHCiDwSB2CeQEmBMSgjkhoZgVclZNfo7n5s2bsXTpUiQnJyMyMhKenp44ffo0tm/fDp1Oh+nTp6N3796W/UePHo2vv/4aX375JTIyMtC7d2+cPXsW3333HaKjozFz5symLrlBpHS+KUkXc0JCMCckFLNCzqrJG89bb70V6enp+Ouvv7B//36Ul5cjMDAQgwYNwhNPPIEBAwZY7S+Xy/HZZ59h0aJF2LhxI5YuXQp/f3+MGTMGM2fOlNR92oGqGVpE9WFOSAjmhIRiVshZNXnj2adPH/Tp06dBX6NUKvHSSy/VGMMkRefPn0dSUpLYZZDEMSckBHNCQjEr5Kwkd692IiIiImqe2HjaKSIiQuwSyAkwJyQEc0JCMSvkrNh42qmiokLsEsgJMCckBHNCQjEr5KzYeNqpsLBQ7BLICTAnJARzQkIxK+Ss2HgSERERkUOw8bQTb1tGQjAnJARzQkIxK+Ss2Hja6fTp02KXQE6AOSEhmBMSilkhZ8XG0046nU7sEsgJMCckBHNCQjEr5KzYeNrJy8tL7BLICTAnJARzQkIxK+Ss2HjaKTg4WOwSyAkwJyQEc0JCMSvkrNh42uncuXNil0BOgDkhIZgTEopZIWfFxpOIiIiIHIKNp51atWoldgnkBJgTEoI5IaGYFXJWbDztpNVqxS6BnABzQkIwJyQUs0LOio2nnQoKCsQugZwAc0JCMCckFLNCzoqNJxERERE5BBtPO7Vv317sEsgJMCckBHNCQjEr5KzYeNrp/PnzYpdAToA5ISGYExKKWSFnxcbTThqNRuwSyAkwJyQEc0JCMSvkrNh42kmlUoldAjkB5oSEYE5IKGaFnBUbTzuFhYWJXQI5AeaEhGBOSChmhZwVG087nTlzRuwSyAkwJyQEc0JCMSvkrNh4EhEREZFDsPG0Ez/uICGYExKCOSGhmBVyVmw87WQ0GsUugZwAc0JCMCckFLNCzoqNp53y8vLELoGcAHNCQjAnJBSzQs6KjScREREROQQbTzu1a9dO7BLICTAnJARzQkIxK+Ss2HjaKTMzU+wSyAkwJyQEc0JCMSvkrNh42qmyslLsEsgJMCckBHNCQjEr5KzYeNrJw8ND7BLICTAnJARzQkIxK+SsFGIX4Oxat24tdgnkBJgTEoI5IaGYFQKAOYM31diWmVZoc5utfWf/NKpJ6qoLG087nTp1CklJSWKXQRLHnJAQzAkJxawQAJw+kitoP41aJ3jfpsaP2omIiIjIIdh42ikkJETsEsgJMCckBHNCQjEr5KzYeNpJJpOJXQI5AeaEhGBOSChmhZwVz/G0U25uLgIDA8UugySOOSEhmBMSilkhAGjbNbTOx8srKuApsQkIbDyJiIiInFB9V6WnpqZK7iI0ftRup7i4OLFLICfAnJAQzAkJxayQEFLMCRtPO2VnZ4tdAjkB5oSEYE5IKGaFhJBiTth42qm8vFzsEsgJMCckBHNCQjErJIQUc8LG005KpVLsEsgJMCckBHNCQjErJIQUc9IsLi4ymUw1tun1eod874iICOh0Ood8L3JezAkJwZyQUMwKCeGInNjqt2z1ZWbNovE0GAw1tqWlpYlQCREREVHLZqsvM+NH7URERETkEGw8iYiIiMgh2HgSERERkUPIioqKaj8D1EkYjUZoNBqrbS4uLryXLREREVETMplMNc7pVCqVkMttH9tsFhcXyeVyeEjsXqREREREZI0ftRMRERGRQ7DxJCIiIiKHYOPZCHJzc/H000/jpptuQkBAAPz8/FBUVFTvY0REjtCxY0d07NhR7DKIyElMmjQJfn5+yMjIsGzLyMiAn58fJk2aZNdzt5jG0/yC3X///Y3+3M888ww2btyI5ORkPP/883jxxRfh7u5e72MkTR07doSfn5+g/3799VexyyUHM68lfn5+GDFihM19Dh8+3CgLNDmHX3/9td6/byH7UMumVquxcOFC9O3bFxEREQgJCUFSUhLuvPNOzJkzB+fOnRO7xEbRLC4uEpNWq8WuXbvQv39/rFy5UvBjJF2TJk1CcXFxrY+npaXh22+/hUqlQmRkpAMrI6nZuXMn9uzZg379+oldSp2+/fZbsUsgojqUlpZiyJAh+OeffxAbG4sHHngAAQEBuHz5Mo4ePYpFixYhJiYGMTExDqln9uzZmDZtGlq1amXZ1qpVKxw6dAg+Pj52PTcbTzvl5ubCaDQiLCysQY+RdD3zzDO1PlZYWIj+/fsDAJYsWYI2bdo4piiSnKioKGRlZSElJQU7d+6U9Pg2R71ZEdGN+fDDD/HPP/9g7NixeO+992qsJ+fPn4dWq3VYPWFhYTV6F1dXV8THx9v93C3mo3ah6joXaujQofDz87P6s3nfDRs2WD5+mzRpUq2PTZw4ER06dEBMTEyN2aNmd955JwIDA3Hx4sXG/eHILnq9HuPHj8eFCxcwbdo0DBs2zOrx1NRUjB8/Hm3btkVISAhuvvlmvPTSSygsLKzxXOacFRUVYcaMGbjpppsQGBiI9evXW/bZsmUL7r77bkRFRSEsLAy9e/fGBx98AL1e39Q/KgnQrl07PPjgg/jjjz/w9ddf17v/n3/+iRkzZqBXr16Wv9Pk5GQsWrQIOp2uxv7mjBQXF2P69Olo3749WrVqhTvvvBN//vknACA7OxtPPfUU2rZti7CwMAwfPhxnzpyp9blIWs6cOYNnnnkGN998M0JCQtCmTRv07t0bL730Ekwm6xHbFy5cwOTJk5GYmIjg4GAkJSVh8uTJyMzMrPG85veqyspKpKSkoEOHDggNDUX37t2xfPnyGs+9fv16+Pn5Yf369fjhhx8wYMAAhIeHIy4uDs8++yzy8vKa9HWgqtNzAOCJJ56w+UtsmzZtrJq+X375Bc8++yy6du2KiIgIREREoH///li9erXN5/fz88PQoUORl5eHp59+GrGxsQgLC8PAgQNtnjLWlOd48oinHUaPHo2OHTti2bJl6NChA4YOHQoAljeL2h6Li4vDm2++iW+//RajRo2yes5Tp05h//79uOOOOxAREeHwn4lqN3PmTPzyyy8YOHAgZs2aZfXY/v37cf/990Or1eK+++5DVFQUDh06hGXLlmHbtm34+eefERgYaPU1Wq0W9957L9RqNe688064uLggJCQEAPDBBx9g5syZ8Pf3x8iRI+Hp6YktW7Zg5syZ2L9/Pz799FNJH2FrKV555RV89dVXmDdvHu655x64urrWuu+aNWuwdetWJCcnY9CgQaioqMDevXsxZ84c/P7771i3bl2Nr9HpdBg+fDgqKysxfPhw5Ofn4+uvv8awYcPw008/YcSIEQgLC8MDDzyAs2fPYuvWrXjggQdw6NAhuLi4NOWPTnbKzs7GgAEDUF5ejsGDB2PEiBFQq9U4e/YsPvroI8ybNw8KRdVb9OnTpzFkyBAUFBRgyJAhSExMRGpqKj799FNs3boVW7duRdu2bWt8j/Hjx+P48eO45557AADfffcdXnzxRVy4cAFvvPFGjf2//fZb7Ny5E/fddx/69++Pw4cPY/369di/fz927txpdeCFGpe/vz+Aql9Gbr755nr3f++993D27Fl069YNrVq1QnFxMX7++WdMnToVp06dsvn3W1xcjCFDhsDHxwcPPvggCgoK8NVXX+H+++/H7t27kZSU1Og/ly1sPO3wyCOPICMjA8uWLUPHjh3x8ssvWz1e22NdunTBO++8gzVr1tRoPNeuXQsAGDt2bNP/ACTYhg0bsGzZMsTGxmLVqlVWd2QwGo145plnUF5ejs2bN+P222+3PPbaa6/hv//9L2bPno0PPvjA6jlzc3PRoUMHbNu2zeoGCOfOnUNKSgqCg4Oxa9cutG7dGgAwa9YsDBs2DD/88AM2btyIhx56qIl/aqpPZGQknnrqKbz//vv45JNP8NRTT9W67/Tp0/Huu+9aNYQmkwn/+te/8Omnn+LAgQPo2bOn1dfk5OSgZ8+eWLVqlaUJufnmmzF79mwMGjQIjzzyCN544w3LLyH//ve/8dFHH+GHH37Avffe2wQ/MTWWb7/9FsXFxXjrrbdqHEG6cuWK5e8bAKZNm4aCggIsXrwY48ePt2xftWoVnn/+eUyfPt3mebxnzpzBvn374OvrCwB4+eWXMXDgQCxduhQjR47ELbfcYrX/tm3baqxhc+bMwaJFi/DGG29gwYIFjfGjkw3Dhg3DF198geeeew5Hjx7FgAED8H//938ICAiwuf/ChQtrnOql1+sxatQoLFu2DE8//XSNaxD+/vtvPPHEE3jnnXcs72G33nornnvuOaxcuRKLFi1qkp/tevyoXQTh4eEYMmQIfvvtN5w9e9ayXafT4fPPP0dYWBjuuOMOESuka/3xxx+YNm0avLy8LB9JXevAgQM4d+4cBg0aZLVgA8ALL7wAf39/fPnllzbPz5kzZ06Nu25t2rQJer0ekydPtjSdQNUtyFJSUgAAn332WeP8cGS3f//73/D19cWCBQtQVlZW636RkZE1jkLKZDI88cQTAIDdu3fb/Lq5c+daNSHmyRwGgwEzZ860OvJtfuzvv/++oZ+FHM/WXffMR78AIDMzE7/++isSEhIwbtw4q/0ee+wxxMfH45dffkFWVlaN55kxY4al6QQAX19fPP/88zCZTDbXkP79+9dYw8z53rhxI4xGY4N/PhLmrrvuwrx582AymfDBBx9gxIgRiI2NxS233IIZM2bUOIXG1vUFCoUCEyZMgMFgsPnxuUqlQkpKitWBk9GjR0OhUOD3339v9J+pNmw8RTJhwgSYTCbLEU4A+PHHH5Gfn49HHnnE6o2GxJOXl4dHH30UGo0GH374IRITE2vs89dffwEA+vTpU+MxLy8v3HLLLaisrMSpU6esHnN3d8dNN93UoOfr3r073N3dcfz48Rv6eajx+fn5Ydq0acjPz8f7779f635arRYffPABBgwYgMjISPj7+8PPz89ysVpOTo7N577+qIX5hP/Y2Fh4enrafMzWc5G0DBkyBCqVCs8//zwmTJiATz/9FOfPn6+xn/nfeu/evWucXiOXy5GcnGy137V69epV6zah+3t5eaFjx44oKSmxWR81nsmTJyMtLQ2rV6/GpEmT0KtXL2RlZWHlypXo3bs3fvzxR8u+paWlePPNN9G7d29ERERYriMxf1pqaw2Ii4uDl5eX1TaFQoGQkJA6J7k0NnY3IhkwYACio6OxYcMGzJw5EwqFAuvWrYNMJsOYMWPELo9QdQR63LhxuHjxImbMmGE5T+p6paWlAIDg4GCbj4eGhlrtZxYUFGTzPM26nk8mkyE4OBjZ2dnCfxBqchMnTsTKlSuxZMkSyxHM640dO9ZyLt7w4cMRHBwMhUKB4uJiLFu2zObFht7e3jW2mX8ptfWY+YiqrYuVqOmYjyDVdUTQ/Jh53+joaGzfvh1vv/02tm/fbrlALT4+Hq+88orl4sUbXV8AWM4Zt7WtpKRE0P71fQ01Lm9vbwwbNszy919cXIy5c+di1apV+Ne//oWBAwcCAO6++24cO3YMN998Mx588EEEBATAxcUFFy5cwIYNGwSvJ0DVumEwGJrsZ7oeG8/ryOXyWhftxvxHJ5PJMH78eMyZMwdbtmzBLbfcgp07d6Jfv34c0SMRL7zwguVCr1deeaXW/cz/mPPz820+br4i9Pp/9LVdHHTt80VFRVk9ZjKZkJ+fX+sCQuLw8PDASy+9hH/961+YP38+HnzwQavHf//9d2zduhW33347vvjiC6uP3A8fPoxly5Y5umRqROa5hleuXKl1H/N0i2tnICYlJWHt2rXQ6XT4888/sX37dixfvhwTJkxAWFgYevbsecPri/mx64+Ym/e3NYuxtqvX6/oaalrm03i2bduGzMxMpKam4vz58zh27BjGjBlT41OWzZs3Y8OGDSJVKww/ar+On58f8vPza4ysMV9t2JgeeeQRuLq6Yt26dfj0009hNBprnMND4li9ejU++eQTtGvXDitXrqzzCnLzFYh79+6t8ZharcYff/wBDw8PtGvXTtD3ruv5jhw5gsrKSo7GkaDRo0cjMTERa9asqbFWmO84Mnjw4Brnee7fv99hNVLTaNeuHdzc3PD777/XOu7s0KFDAGDz9BpXV1d069YNr7zyCubPnw+TyYRt27YBgOXf+r59+2qMQTKZTNi3b5/VfteylS3zNqH7l5WV4fjx4/Dx8eFBEZHIZDKoVCrLn83ryV133VVjX2dYT9h4Xqdz587Q6XT44osvLNtMJhPmzJkDtVrdqN8rJCQEQ4cOxc8//4yPP/4YgYGBlrFLJJ6DBw/ihRdegI+PD9avX1/vb/k9e/ZETEwMtm/fXuMCkXfffReFhYW4//774ebmJuj7jxo1CgqFAkuWLLH6SF2r1WL27NkAqpockhYXFxfMmjULOp0Ob7/9ttVj5qNOBw4csNqelpaG//znPw6rkZqGu7s7hg0bhoKCAptXfv/zzz9Yt24dvL29cffddwOomutq61M085FNpVIJoCo7t956K9LS0mqM3Fq9ejVOnjyJvn37Wl2IaLZgwQKrc/eKi4vx7rvvQiaT2VxDdu/ejR07dlhtW7hwIYqLi/Hggw9aXZRCjeuTTz6p9QKf77//HidPnoSvry8SExNrXU/27t2LNWvWNHmt9mpxH7WnpqbWOvw0Pj4eTz75JNavX4/nnnsOu3fvRmBgIPbv34/i4mJ06NCh0a8WnTBhAr755hvk5eVh8uTJgpsTahqlpaUYO3YstFotunfvjs2bN9e5f58+fXDrrbdi6dKluP/++zFq1CgMGzYMkZGROHToEPbu3YuYmBjL1ehCmPefOXMmevfujeHDh8PT0xNbt27FqVOncNddd9X4KJek4a677kKvXr1qHHXo0qULunTpgq+//ho5OTno1q0bsrKysGXLFgwePBj/+9//RKqYGssbb7yBo0ePYv78+di2bRt69+4Nd3d3nD59Glu2bIHJZMLKlSstUzE+//xzrF69GsnJyYiJiYG3tzdOnDiB7du3w9/fH4888ojluf/zn/9gyJAhmDJlCrZu3YqEhASkpaVhy5YtCAoKqvWXl7i4OCQnJ1vN8bx48SKeffbZGqOUAOCOO+7AQw89ZJlFfPjwYfz666+IiYnBq6++2vgvGlls374d06ZNQ2xsLHr06IHw8HCo1Wr89ddf2L9/P+RyORYuXAilUokhQ4YgKioK7733HtLS0pCYmIhTp05h27ZtuPvuuyW/nrS4xjM7O7vW8x969+6NadOm4csvv8Trr7+O//3vf1CpVBg0aBDmzZtnNT+tsZh/U83KyuLsTgkoLCxEbm4ugKrfHm193H29W2+9Fb169cL27dvxzjvvYOfOnSgpKUFYWBiefvppzJgxo8bw+PpMnjwZsbGxWLJkCb744gtotVrExcVh3rx5ePrppzk8XsJSUlJqjENzcXHBxo0bkZKSgh07duCPP/5AbGws5s6di4EDB0r+jYLqFxwcjJ07d2Lp0qX44YcfsHr1ami1WoSGhuK+++7D5MmT0alTJ8v+I0eOhEajwcGDB3H06FFotVq0atUKjz32GJ577jmrczPbtWuHXbt2Yf78+dixYwd++uknBAUF4ZFHHsGLL75Y41xws9WrV+Ott97C5s2bkZeXh+joaMyfP7/WebP33nsvxo4di4ULF+KHH36Ah4cHRo8ejdmzZ3N4fBObM2cOevbsiV27dmHfvn2W96Hw8HA8/PDDmDhxIv7v//4PQNWkgW+//RavvfYa9u3bh7179yIhIQErV65EcHCw5NcTWVFRkan+3aip5OTkoEOHDujWrRu2bNkidjlEROTkhg4dit9++w1FRUWC9l+/fj2effZZLFmyxOpIK7Vcjz32GL766iucOHGixj3b7cUTNkT24YcfQq/X4/HHHxe7FCIiIiKcPXsWbm5uCAoKavTnbnEftUtBcXExPv74Y2RmZmLt2rVISEjA8OHDxS6LiIiIWrDVq1dj165d+PPPP3Hfffc1yc1s2HiKoKioCHPmzIG7uzt69uyJRYsW1RixQkRERORIH330EfLy8vDQQw/VmM7RWHiOJxERERE5BM/xJCIiIiKHYONJRERERA7BxpOIiIiIHIKNJxERERE5BBtPIiIiInIINp5ERERE5BBsPImIiIjIIdh4EhEREZFD/D9LTFEqbPA7mwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding error info on the plot above:\n", + "#calculate error (SD)\n", + "y2_sd = np.std(y2)\n", + "#plot\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "#add errorbars\n", + "ax.errorbar(x, #our x values\n", + "y2, #our y values\n", + "yerr = y2_sd,\n", + "fmt = \"none\",\n", + "ecolor='indigo', #colour of error bar\n", + "elinewidth=4, #thickness of error bar\n", + "capsize=6, #error bar cap width\n", + "capthick=4,#error bar cap thickness\n", + "errorevery=2) #intervals for error bars" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "5545e631", + "metadata": {}, + "outputs": [], + "source": [ + "#first load libraries\n", + "from PIL import Image\n", + "import requests\n", + "from io import BytesIO" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "042b08b4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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2rnaACJgfCGFxYQEaTf5aHFwEXw7EcoBJ7w1kgQ7GbYbE0cHTvXbq4GEbgpKVhONYyOSex6QP55eaHy6lH0EJIFhinMTRiDP8PS3BFWmZ6xKvWZkBIcy/PG+G+eb8NtOL0HaftGBJ1HKrirFP8SExN/NyC2xKoAxaVnl2c5jB7d39Fs0g505Ch0aMsRBkYY7m5ERBUDswhVJot3zLhQeqzIZRtOzSBbW2r6knfOjA3ldvfuyhHzKUrb/BcD4rd70ocL/BY//o378PtG9ufWJq5M1FWT6rKMl1AexgAHge0MFLIDvO1JRl1tLdZ0sWL0TzBYH9+89N4Ey0GpxITM+J8RgxsDnrPnbWzuzca5GZuIXQQMuY4AV1RRaNwEwBoIBhzPQnkA39CnVkM5h507yfQHi9CJyELYDmFHop2MQrJBRfTGGHTOJ52ZCiZ0emLDHSZDEEbjovasWNC3D/8NXQmok5joXpm2IRaCYLvLayzAluKyTnvHylDeXjMw5hFvdaNDvTcmDMZIWDFuaeMwNzVpKbab1TEytbz569mdN/4TcYzmflrhcF7mk+dmm3LY89Et3047vfHEhO5q5eudAK8whmq+AImsyH7+YhatzdM2TBzBzLKyqzrGiBTU5MOIRSlC5fkP19aLWBUTu986B1N3VaYHTYCnHC6guKYYBkWQT/CfElIB4znyhdQiMRHAW8kwol8EqhxYAFXYA8hVkopklSQqfP+V0xuoRCCJiZ/ljKsoN+BC+L9zyYk9PWzbk9kKhL4U9OpThPiLAB5x3qmXFhhEw4lkkQzNNnmi0aRSMWFIFQEpxHmEWcFnMmCybM5EzCcjJ81tw94Nm3e3eRxugiWvnrJ9RFgfv14/OzTzWR3vDaVy2KjfXevKahHO2WD/gRltXo6Fk+yMfiB4uLmJ1baIVokOnYHD6W14rLKuE1TlmKcNd4+7Ad37bTJncftHq0YiFCWphH6ACEMYBgeFNoQOB3lxmA2ScY3mVxY/YRH7A4/pQmPqrMvGixlA//DfNyTPuh5pRVECOEMMXkp7SX02ReeJlZ8TkrQFByEHy8SBsdnbT+U22WVVtuYbSU0EfF9oSsRnPzLZKVDWAyickLMwZUcmRsDOAlZomo8ZkI0RGQV44bRliJOx7avz/38Uc3/Wy8Lv7yq0fgosD96nH5T+9+6c7PZR07uO9tExOpaENNpWUiIAoqu3IHaDeK8yBsQauqLrAwWqGnt89ymbwDvUOYnbnWefqEeUanrG8aM7Gz19aSKpODOvJgyinRNIbwzCFQKXLVYpiLk2i4aTQcnh9mqgSX0DdCNIXGm0bgYpiBem8KjTbE9wcJO4ggouJCETIFumCTCI0EkcH8CyDUuTYSm7QI5y8EuPGgmfuhfB3s6jQfAo/6hb8Jsmohi3kCUNEySdspIWwxh5aescGBIVfKQbZrEKGPcrwh/LhsFhn5gaOJ5KpQRgaOovX9p8G7+MbPRuCiwP1sKH79L09u25I/MdBz+bK6Ym8Oq3sYgfN68YPgIgaJZwUzs4H0e0ELvVaXkwtYApjCxD195KQNtHWZb2DMImRaVxQXWTGaTMUUxIOcxaebIDwwEJu20e4Jm4JbOTY5aT3DQzYEUuk/F19TxA2+Fsik2Sy2oh9QJQhI4+EVwe8r4nwyNYNovKWLFtiV+Gd9LS0WA4ApAK1csHSJJfxzdvTgQWs6doZjeeFr5lsDx5+YTtiBo03WA9+ym3jf/LoagJ0pgvYRwMtMF4gnCIHYw2pB08rkzcKfy8zOsCgLRlT7+XOvbm1pvpFR/OavH8ln96cXBe5pPP+WM6ftU//04eLO4f5I/sp6hC3oCMBYmUx6CL+8BFoI2MhAyBKYhLn4cTMD49Z94LjFu3ttZVGJVSNs2eI5Mnmn+PIo2ucsdKuuyXGbgavc3t9HIDpmmWjIQH6WZVflkVlQYOWV5VbAd8M52RCfyWFjwocwZzNhg4Sp4pUPCurDPE3w3dj0hKOGheXLrW605DRZACwKJL1ZHIEshDGy+upLHKqagdCwPvC9pB04dNx27Tlsvfigx4+fsPHxYZdLV1FRCTMlA0UZs5HZOSvHhpZ5HQHBrKwqI6zRgQbPUHDfe/jAPlTlxe3XjcBFgft1o3Pus4rqGt+ixvkvHettKUj7bkgHWsZHHM2L34PScXExPyZhiFy38YF+66NQT+vuQ1aDH1dZXGaZgBIxTL82BGCIGFzX5IRNgPSFqyqsbMUqK6+roJwdRGVSdXLROtmUwQsB0wcQFJEu9d0AppuSRin2w7kDgCZijRDM7htDIxGXE3rJsRVUn8Dc9fDTq9ILWLHJKfw7fDul8QQQGiGrAc4n13DOl7SNa+bb6iV1rtxeT1ePtWP2qtZJJ+GC02fO2hg+6DRI6uTkMmtsaLB8wgPRfGVDDJPGA9oZG7J9e3aHW1rOWm1t/dMY1WfnLhcF7mk89+9+/SvBztaWFSX5OZ6CaIQJi44BEfQjAPop32oarcYPQIRs2719ix15dLMVTietCspWCOHsgCXSAjm4dWDY5gAaFq9ZYWvWrrDymgr8oWyAkBhAxhC+Ur+LteFSIWgJJjK+HOTiYfwxCVIIv1C0rzlBkGjVDDRemBBCpvLnQDK7O7s5xrArvRBE48q/Uu3KJP6etKCyxblMgB6QTy5Yf2dnEqfLy3M5clH2L5xXYwvn1eJLpvDTJqyzq99aWrqsufmsPbxpm20NA/iQRVBejoabnrNwVhRtO0Iybc4GzFxpufGnMazPyl0uCtx/89g1Kd/ymlcEJ4a6slY2VpLjBjKJaebIwkx44fAA8CCUcRtgok+NJezM4TPmGY8DmUdsEr5jB+ZY4YqldtulG6wfNDAAGbistIAUnqCNDQ+QJHoMlskAPEly4gBLPGinMAJUVkxFL/xFCYoESwWCxA6JA2SI3TJL+k5sdoLQAQmrmI2KvXnITnCaFoGi9qXLFNBlapOgKftANSzFMJlgARidQDZSBLYljDJWEcAonMu8fMAfTNZCzNjSwgZbsqCCBWEh7JlJ6+M+BwYHbf/REwhiDyANAfpIthWUV17T1zdQuWfnruNrN6x357z4zy+OwEWB+8Xx+JV/QZEq6u08Vejge0H3mGHMTLevJjkBOFc/5MDh0zYCg2Sgtd1yMTcf72i3OBSQ5RvW2LorL7Wi6gorAWLv6+/F/NpjvZ3tmJoessIJC0DFipI6gyg7jSlTD0cLMxMhwUFUiEEvZYAryXRiCmQz7sM0BHjBZhybGUJDEQT3hayotNyCCJxCDRIive/Ur64YzajSe1pIZmYxPYH9E7Bf4pijUywGY5CWe7oomd7ZZSMT05aTX2QN8+stLwcuJa9yfMnkXDUaPWbjIJ7HT7bY5u377Ah+7lQqmLHl8cfr3vaOd5y4594fpl74/Be4Mbr4z3+MwEWB+4+x+JW/yXCrqKh421Bnfl0OppuEzdUSkc2nnDTibzEEoBdBO3j0NCt+m82nZn/DypUWbM21ky1nbBwfaeuOrZZ1NAuGftjaWlusv4fMa45VBdcxEilBi3kQGnwkCMWKHIggPDTSS/xrEsFKWm8/uWu9vQhHOpdtcHjCabsI5mmYwHUGL/l3ZZCXi+A7ShPnRzkffmAu4Eg+DJMcMtCDIJU4c4Tx4hYGHQ2QFOvzgETyXxyTdYaTq1z6AKbkLJZhN/lyTWdbHKOmcX6tNc5vcAhlTmbAcqKZnG+dLV2+zB7cvMse274/e8eTWz85Pjo69b4PfOCJb37ty/bK17zuV47rs/XNiwL33zz5js4ub0dbc2WEZLVMJ3BoGOas3xskfBywzvY+O0xNxxZY/rN8UEGtjyuuudwiKMBUb4sVluUjNAM2PNhNLhx1J6XD8PvyiJWJPTKDMHWQvjNEOfIOYnbtoISd/D1AHG1sTCAKOW5SUOf/QzNxejQd76H5PMNTmLjpm3AsD08zAgSRmvcyIFZngqiWFBVYfW016TUUNCqld0FpvpUWZFuYUgq+FPVUOLYHH0/Vu3yYsqrwpdSdIrS04n3ZLBJT41RsPnbK4mQdlJYQ2mChyIH6FULQ66uL7XWveqHVkln+rbvvb3yiv+ezPf1df/Ovn/nCfdmRjEQQc/OW257z34z0s+Pjc4/q2XGzv81dHjp6zP/5f/7gXZHkxAtv3LjM6iuLnCYYhqlxisrFA8TWAgAlNQ2NaBxi2h2dFiNvbawPbUSgWabhLL6SwAtpIB8moGqNTMucgxfpI4ugA97lqbOdTtBGCDIr5qYwgxMqISOEEeRbCYlMC54EUGKCskLaAmKXAIzoDb2HUsYw1b8yUPViPw4Twnwto9pzQ025LZlXaWuXL0AA84jd4Tfi2/nwRxXobiVueJziQ1U19S6470eAdRzl4U1RikFIZ34BVaMBTUrLyy0K3xLAhIB5hm3bcci+/p17bGQqPlhWWv7ZV77qNV9/wUte3rRl21a7/PIrdHHP6u2iwP03j7+rf9j7bx/9u+9O9Da/5CoqWRWSkHnk6DF8HxI64T8SMiBelWNdFOfpbO90KOPI4BCASIjAMQALvlQMIEQ0sADdb1Ru3IOQDfP944QOWjr6+G4fNKppR2qWvyahUjVlbRIsgSiSQFfLxL2n99NCKa2mkgrKa+OtcxuPVU+Wv//jASvQrqMhfPyMYoo2EopYvazBLl3VaNXlxPLQdjEC7xLRYyfPWDcslLWrllt5aTHlHhKYmlOwV+jUw0v5dbqXwuJihK7UiquqLJvxMG/E9h05ZV/6xt3WRP+CFWs27Lrsymv+ZNND9x/+2rfvdhno56/y2fjzP57Hs/Hun8Y9C1z43L/889v2bn/0E3WlmYHU9LBVVpQRa2oAzi8AMu+xo8dOOOrTBMmaMXywTEyo/ChBauy6LFC+MYrz0K0UM6zM+Xynmrts75Ez1o4JOQ6rhFMQzyMgjglHZSyEh9gZT0Y1ufRZWgT5CWCiLa3lfkGazpmRYqIotyC9SWb53x0rrfPSf+uhq/IXCo/0opDVg5huXLvY1iyfR1A+RkYA2eAsEIMDZAhkhihgSyl2hDrF+VXvMk69kwkSYUcwe5VKF6BEu4L1haVl3GMVAfp8O0vm+vfvfdg2bd5hNfMaH3z+i178t29401v3TY+PpCJUmX62bhr7i9t/MQKH9u22z37iQ1ZZv3Dx2eP776kujTauXVzvgA6FwU6dbnKv9vYuTDH8IYLRYn64LGp4kCqTV1ZW6gjFcMBgdYRsH0jmtj1HXOeaBFLl6knC7C8qKMRcm6GQz6TzpZTCM87klp/mxATpSe8rbZb8hSvWHrn4l+UIuVpT9SPcrraJpI0P9SP9j35Jb87f41eX6YAvWcD3G6oK7fJLl9vqxQ1WRulzxdz9HsxYUE35hQo5qAcdd6pvutJ6EwTwFSdUdTIJXyiLLITySivHlx2dSdl373nAHnz8SVu+et3O666/4WXv/+u/buklIffZuulZXdx+xQhIs73nbW9U1vT8kqLoJ2qKo9eX5IbDAdJZ+jC1Duw/TGOMXr6pjjVJR+idRbv5AB6CwPEpAtlhZmxldbWFISqfbu2zx7btxTfqoNgrWdaauExQ6SyZhKJfqdaIctgW0B9uHNPuJJSwuNNqEhmZmenHpWs7v0lzqdB5MebqpYsXwMOctd2nm20cTSdwJb2l9z///fPvup86Jh/7OSbkE0fTWkZi6eXrllhNWZ4VgERmQ2oWO0WFZQWoDOG3jhA+iHDOCko5KC6phpB6f5qxiMOiDpGVXlU/j54JhfaN793Hve+au+nW5/zkuc97/huPHDvS85fv/utfuIxnyx8XUcpf8aTbm47au97yCguG8ldSJvWjjbWVN9dXUI4cMKS3o8eOHD5mx0+cdoV2RLMqLiomCE3TRJoo5sGiH6duv7KiFb/KyMqzHXsP2w8f3GbNIJBgJQ7llKASCbAMfDzNeGkIVfBS4ukSfKIO/MBmBC4NoKBdEIifF7Tzly0FKO9MmeAFCMY8gIzuvj47O0znU4TJ+YDs5MLzHOPnhc4d79x72g9A1PrGpm3rvpN29GSTlVLMthINXVVOHRZI0jrT+MSktXe0kTwet+svX231FfnEAv2EHwowpaksDRVsmFDGGEH8kxOjVlm3wG679jJlLnh3PbX1OeMTYz0bLtv4nkcfeWj0+huUs/rs2i4K3M89797JlO16+Fugb1WB+nmLXzw5NvyBNUvnNTYAo8cg854+cYzKxV3ODMsiX0xm4iRdZQaGBq2A2Fc+RVxTZFDXQNfKzY2SLuO3wwSG73t4uzV3UhAIrSb/SgLiY6Lnk1eWR7ysn0KxqksiNDBfWpH3kjNkVjORpTHObxKWXxY6aRdpHwEqPgR2Pnl6y6muNUS6Tj8mqRJTxe53/iD76vs/L3Tu2Lyn/9INRBB/rmWA0g8DZwl5NPUSu+MYgkxRmcT9Ka1Qbs+/8RJbtrAWFBMtjdD70exRfD0xbhREHwZYmZ2IWXdLkzUuX2lveM1L7avf/aHn4L7dr8fsDq9ctfpvv/a1L7W+5jWvP397z4qfDNXFTSPwra//O+W9QRSTnhwqcP2Fd27mXVnBZFZjdYlj3B89fMi6EbYgwIaK8QyOTLiA9DDpL4L8Cwks58LEUKxOpcpTsEQUV3vo8T0IXZcTtiQTXjE1DXqEoPPi+lqLMIMPEd8a570wk/YaEkKvXNBgg6CCPzmEpkFjyJ9zdh/Cc347L3jZmKKlVNOapozDLSsX2w1rl1ozoYl79hy1w1CwptFuaughTegieJxf288Lr/igbh/eP79PDouBn/sYJ2NdAiiApZBSeVeuabQbL19hC6pIUoXDLb9SEqfcQA9EABUk6iNI3909AJpJXzuc3Tzy6lbR2HEi6bUvf+seO3DstC1YvOyul77sj95//Oixpvf+9fvdNT0b/knDXs+GO/0193jffT+0qy6ZxzKdsTE2Pfal6pK89y6tLclaSJA4MTpgh/fssL7ODjKxY654aj/JmCqUqob3eRRVVbpOhFofOcoRU70PeglQnc4e3X7IjjR1Oe2VFOFZuial5ByPlbL/kupSqF3ywNK+XJTjVRPfovSIVfJzHv5RWEJ2/sV+yKzbJHoyRjOhis2jBVUG+4BRuGB3NX7XmpoyRyNT8Z85aTb+0//nt/MC67SdPpKWExJ0bp9ZshamqeAlkrR6kM+vLbVXv+w2e9Udt9tyQBUhsHHAlCTfU9EhJb+qSJIy1VVyr6KshOJJeU4Q+0nGpUS6lVOS4s2ve7ltXLfcTh07dMf37vrOh8rLy/Meevih85d1wf981gvcl7/8BdGownuPdL9lZqz/68sXVL24sjCY4YsN20hPi/W1n7Xhvi66jsatjwRNEX+TBIeH8bHEuNcCH83NwZ8bhlk/allUxEr6Mm3TE7tI6myxSfiP0mrOIuOnvKkwglUP+6OOgHEm2lH+mVp3FCCsUeXaSSvw+/L6aor0ZPM59GgJAv9I0Jy64od+DyJoecT8Cgiqz4jMjDmXizAvxe9aU0smAlrKe07Lue/q+z+3pQXNXZh7V/tICEVunlajEbYaUoje+qbX2U3XX+UkfhSO5QTS3d41aKPj0oDcH2OS4DvDkJrHCZBLK0I+pfhtiQN1jh46ZFsf+yn3bvb6V73MLlm93A7t2/fS+3784zc0NjYGVJ/z2bA9qwXuHW/7U0y/QEZsavQVc7HJf1q9sLq+PBtO4XCnDXc1W2/bWeuHYOzFP/IgMUEqcKlnthplFJDOkpKPhBZI4McFMacKCssAC8x++NA2e3LvSZukjoirKyIx05zmpbzpAgRkCcmbJZifhS7GBZzOJK/MzaPkuJJYqbjFawmMkEYQyxA+mgT1/OYEh/21SctFoVeVYVbOICBTTPoIwlpK34MV1eUUJ8o30mPd988fQQLlNJs7wn/8o/fO7+N0LgipBHIcoZpFu4+woPx06xZ7+LFt9AYfJ8wRBqAZJM7I5wT3tRAEyTwX6joBFSxGFnsuoYoCgKRpYpTtZ5uxFnZbLoWH7njBrYRXCnx9vV3v/Pc7v3BVHuP5bNietQL3L5/6KGZhTlZwbuqvyguyP7ZqfmUk10/uGZzHsd5ukkhZqYehMkHhCgB+qO7ILIIl+KEM5oUXVNCLNqmBLFwJ2yIfzdbNJPzW9x+yR7btt2FsSgmbm+rIhtNQ/MVcQ7tFrYHUm1La/eYpQA66GcG0rEY4stGaQYRNmqASEOaqVUusAi0nH+pXCYniaKXQtUpo+jhJ8ukEi4DKL6jsgUy4VbBJBMQIXDm//UyrnX+Dnz//Xvr39Ie6/l5aFn/tW3fZ4eNnCGxXE+ubdL/jyjq2zRixvyGAn1kC4hFqoRToPsgIVym/Gap9hVzqEB16CJS3NZ2xo/t3W21Zob3oOTdSHbq7+MC+vf/48Y9/fP5HPvKRn7uiC/PXZ53AaTJ98c5/g5YUyI5GI3+Vmxn869rCcEEoDsAwRPImBVx7SasZHxnGLKJmCSs2c85lU6tdcAWQPaFnzLSEVZYXOxaGMrHHSHP58abN9gRgxRgzkVIf5yw/JrpTb9IZKZBHny1UyQQEIhtTNICwqVlHGPCkGMEK8URE64rA3sglzrVqQb2tXFDnMsbPSe0vzEQ/PlwURLSEEupJtOMsWiaD4HOYVy6ab35BDtkLBc5k1X388nZe2/2yMGth4cLdvavA0Rn6FBw8chbico2tWLXGpRJNI0xCNjPofaewhjSgcgO9jIfIz+oJLtNUrbRkVk+RpDtBSYkzJ45b8+njdgkJuJeQiHv4wP4V27c/+epobl7GTx544Jcv8YL6+1kncO9/9zuoghX05YUz3lpXWfzuBZUFoQD+2uxwL1WKO62nvd0lg8pvyoLR72PyCBgIozVqqiqpx0hVYwQuGz8pG/heZQ76QOOe2n/cTrf3uJLjAvKlT85rDf2uxoc5+Gfl0KZqqEGiIjyuVIKLwwF+8HmUOFaIvwWqiKc4h/bKhlp13aVrrdYFmP9DYs4rLPmQcwhdRU01gegw6T0Uh4WWlUFhIcUCy8lQb6SdcI6Oi3Bo00MXc0QpQbkwYwS8OF38H4d316+70FohLTdBibwtT+2zrbsOQeOiQCx5cSp9LlPT44VhA59U2RLj5NQJ2WxjHKf4TiaCJxMzm0RatcAaAjkdAXQ6feQIfSgn7NYbrrKSgqiv6dSJP+tobX4T/cj9u6mtcqFuzzqB+/P3fdiTlzH3qmjE/+dLaktDOX7MnpF+62prdsI2Sy3GMLUiw2rIwWxW+XAlfQp5CzMxZUoKncyATSL61CApNHuPtdiuI602MglexwwVxO5mrCTtnK8VgCsZBsCoJsk0Dzw9Aw6jGjaGEbQwvmEB5e0KaBulILJKNwTUMZUGIBEm7CLKHVx72QaKuVKlS0LBSz/08FRWYQ7hrKXSVgXVuWL4jZHiEiudV2dVvMrKS6wO7VeFj0f2njNLJWziRgZ41YFwVtBxR2HtIAKul6Nx8bfbnMQ5jNP6AUN+8JNH7CF8uJQf/5NEVwo3AJyMu1BILvUslZ2uq4tzHc2tbfh/Y1gBpProvuGVxtFyQ/2DFJ3ts5aTx2xRQ7W98Dk3kf4zlHvgwN6/7e7qvvmRh+87d/IL78ezSuDu+uaX7Ykff3t9d+uZD5bnh8qyfQRpx4Yc5N/e0ur8kCD1QrIh4uqnmhaKDCyTMQtNIEETJKc+bmo3NTgRt/2nOm3nodM2BKWKIsdoQ4lCelOA+7wmEgs/CRulHHQyB1MvU6YkH2Y5zRciZ40e3AhFkJCCj7qPPkoqeKgG5kP4o1DDLl272hZSD1MwP2LGnE6n3YjfqDonDTVVtoxKyrH4FAE9SiPU1lkFJc2r5zWgmQFPMCvDTlDTwiPYNIxw1XE9VaplifhGqVdZTHkFlU5Pi3T6PnRG/a3/xgmobyLZ9HsPbLZucvGy8/K5Ipgy1GxRQxNVip4lkyCfXLkS8ubULqsQjV5ags9KUN6ZvgToxzA/20nEHR/ut+ffdoNdtXGDnTl1Mv/ee+952YpVazP2AK5ciNuzRuAmYOGjtaLdHc1vqCzKqSqgjlwczdbT0gx6xoMHaQviN+XgDwWY9LOs0NIWXiZ0NiszRU6deaV2wQCbNjA+YwdPtNkTO49YBzUnVUY8nVoj40xGmP5LT1v3E02RhZ9WDiMlB+0obSlfTQVlszEF80Aoo5hpET4PYLYGMT0zOG+UvwshEi+BJva8m66xIvw8bRI3eVnToIMzCHIBGmT1soUsElPWRcgixTGDIH95+JwlNOGYVwybHw0JFuM2hSLEZKkAJW2AwqXflRBbiWAGxTk7v1Kwt/PveEtriRp/jExhXu46bF/57o/poTDEteaKMOA6qCocMI1ZqTBKDqEKKUhlDuVBzlb4JI/4YjZjrPemIT4r5JILQvTHL38B586lbub+W7dufvRNa9asvSDn5gV5U+fm1C/8yMKvaW05/drysoJXLEcThKBgjQ7BOTxzChJyN7PKZ8UlpU7DTLlJTOQaLRbCtAxgTmqizfG36nicau62xwlqb3piN2UPhl3ZAwEDzo7UDPuFLa2JROUqYsLl47up4I+O6ZOAo1HULy6CWRcpLLT8iop0Y0V4kfkISiHoY3FRLk028u05111qz73mMstDQ+p4EusZalEOUDRWBVrr0IASrnZCGZNwGefQyBG0VxGTfAEpRc6s5PK0AGiTiRtF0y4AMSzEx5K5nA9QU4g21z7nX25n/tGtKRAu31SZ6vsAUb72vQfsaEufjScAjigoi/PJ4gR5m+VAwQwRu0+RzHqWpNY+sgTUM28GxFdaXFkV48OgwUM9Nq+qyF77Ry9Cg8fzjh878p57fvD9defPeyH9fFZwKf/yL/9c5tuakZH+N69csCSUS9rMVD+BaqD/UVjv4hnmQ0DOZNJPT6VjTizUmEj4WgADKmeuCdYH9H3kRBMajZUZ3mWxfKWKIOXHU3YCLTlLvO7nxe38hNVPaRb5aVkcT6XCNeHm5LtxjAJMLiF7mWgk1R2ZHR9hUlOHkqcz55ouAvWzNNaXZtkfPeda62jtsM37jhqtCtDCZC/090OKTqKdc23NyhW2//hJ7o3GjplVFsIHLECQy4Dq6whnHOkbtlEmva5JWjYHAashQF3BtfX3TFkmwjQfAnTn+GlnIrObEzD91Jf0PUme9PcsNK5DJ9tAJyftSihly+fBnEHYJHAJzG2V9VMn2KazbU7Y1Po4pDITvKcSfOo4JB9vYmQQXzVsl61facdOt9gjW3aVPvjgTxbf/+ADO2+75Vad8YLZLngN9+dvf5uVV1TW9fX1fCgz6F1QTmPCBELVT/ulfviH6gajysUKvMYQGNX0Fyrpx/wT+x8lwNRKcwlhSNKQMGobVi+x59+80e64/TJ7AT/nU40rgIbRZDyPl+hb6WlJkicarZBgdDmaJgsqmA9fyQdsry47xXQ+XXfJGoLVKvoasDzic8UErJPkyHlIBfLyclW2MNF8xP0WE1d7xXOvt6VVBMQ5n0yzgSGIwlCqgghzXV29iV/ZQg1JQfUpBDuzAL8RTbqQuialaFjdh64tnwWmCCRT2elLOG4uSGaS1KE6gJZCzFoVzgPLdP+mBU33lBY6hghthwZDqZ1t67f7HtluD6LxT7f1sECFQGXRcpilHu5j/rxqiM103AH1neH4wP+AUSwi+MIxQJRRNLQqRmeFPHbVZWvRjAlPW1vblUVFRTkXjKSdu5ELWuA+/7l/pVhpRc70xPiH165cfsvVOOYKPI8ODsD674ZcO8qEUPulLJIop0kmPQ1zf8jV91c3GcH2zGcHnKgeiHK/Vi2ex+Qsx++JEljOxleJofVOuuaI2tdNR2anprT+DYIgFhPcLgOBLEXLhDlXhEzxzMJiy6W6l0qY33jDNbZ65RIXAA9iShZAh4rgv4mfqGNIo0iyRKGKkLS2EYG/jXLlpRxXjRinqI2iGpPK9ylAgK6+6nJaGJfzt8xgzEqYHjmAI9WwWxZC9wrLX+O/YoL21TU18C99AC71VkagfZoM9BLAmwUInQxD+XIOB8JH1X/pP7AcmTk5hEUqSvJgjOTjg2bZBOGADjLgJwGI1L5LZAHxKws5XjXAjQRd4ZEUwpbHeKhStHinI9DBZjjvHKydmooSW7F0ERny03f88J4frJf5eiFtF7RJednGK0KbNj303rlU/AW3XnctDP0Zm+prs0HqQg4hdEk0mkjHMvFUk0SQvuhbw+Sz5aIRlAmgGJIa0Xswh4LSephCKsg6RaA77gnZYUrjdQJzn89bcxNSk5T/JC/ZaJ1CtFouI12K+aigdBbmazYC50Wg/Qiyir7mZC6H3oVE8YooPADgIBa+judjUXBCxxFFDSvOCdsNl6+1o2da7LFdB135hi4qfdUy8TMzg1bfUIv/Jh+RzAUE3hvxcs58y2cxuYH6mAfp/TZJD28tKAUw+WPxSSsjC2IhHV1Pne0gyE4mA6GEVuKKbQjPnFBLyZ5mvruWdP6C6lReuW4p8UOC74yjTPUIlcCUiJuZIaCJRiHUQVHBpDC/BzhuBv6q6l/mswjIclCcbpYOr8OYwFk0QcnNKiAYvtx27/9WcNdTTxbnM04X0nZBa7gvfeH/FnS2nn3hykUN4WiQlk/jg1QPhwGPVhJE74f/KDaEX0FmQI8shEy+lB8BlH8xQ6DWAwjQ3ddPBjaNMuh8oS4yYxNoFCZRKwml+483Q1CWuP38hoA6jUDpc3yTQpDFImDyCrK/M+TH4VOFAVCUGa7gs46ahUnJfMSURFA5v5+VX6CNTF430Tn8+Z9crs2DZ3nz1RvIKohSvBX2BmENF3BHSJUapLCFcBwBE1pIBJ5II61Be9TT5RRyi8tOz0XrRrjvLIR47apl+FegrUD8CwFS6gFrFJ+TtJ3/z0ke76jUwgTJqMpsKMuNQLIOw5Sh/iUpPLOUXFDH1CkAkxTlBFtpo9zW0eVCHA7JhSqnrHA/ZeDlB2pMB6HRTYJaeilqu6C+iqTXUl9dbf0du3Y+FXWXcIH8c8EK3Ef+8WPUSyy/Njk9XrkQ/yQ+MUwXzwkeLVoNs0bZydn4FI5+BIggZod8ilEaD0bx5xKgJnpvhs9yKfudib/VL34lcShNlgQT6XBTq3VTVkC+jAr8iLoln0WCgdy4TQ3pszhXKUBEdUO967EdYlL6MA3V7krKw9GohNzxewoBE+LobDY+ceXLJXTSdhxUsIxqh6jG5YYVC+36jasczewsQWYF6YWJqsecBFUFa5Vyo0uBx+buN5dzr6bsejZVuzJ5+dDcai4yBNm4Bh8vgvCk5mJWgZZtoLhQHmPl4351Pzq6s2u5aJ1nWswRtOYM35fG1wKlCmZZ9MNTcdwB+uENET4ZJYxwnLIPI/ze1NLhWjN3A1q1dfXZQXLjtE8ypYrUA2jrSccNrYP+1tXZseGLX/pSxac/+U/pwbwA/r1gBY6Ggb5kKnldRWlBZpBCOIlZ2BBzCj7PQkKmxBtoiDqOqr3uBO2iRkHLZpn0qt2vvmvqMioepRj4MikxS22GmpFxJo9EZAIKVVMnmg9qU3pjOmpm81LfbW1CJpWKk4e5VY6JVlpdZQXVBK8h+Dqx1Ohr8iIoTkj1p/7jOxJ29xkz3f3n4HgdnmuRlPLdcgTixc+7yW66agN0qT7rwSwj+4HrdQdGZtGQYn6wvyprZSNEIcCQpUsXY8JGYH3MQEI+Tj1MyiIMDbu8vsZ59e7YRapfCVe0lPFJazldWXpLXy3VoRkrJdkOwLZp7xm0NpJlfTQGyS4sdRS3XsAcVaQO0KzSS2nAGfZXxvskQqXUHdYEZ030Ey7o6B2wgwePWwfmrmJ4jQ011tZ8Ju/Q3t03z29sDPWDxF4Im57MBbmdOHYso6O7u7ES55/MUYSBuBrO+pR6bmMKCU5X4DkDWFzk4ZnZKTnqTAKoTbLtkBmZnLOgaDO8BsjX8lNSQS+BEc3UNukZHGdl1q7n//uPoZTIKY0nFxO1Cn9lYX0NDQwj1gMp+hjtn/rUUVQTEGHjfzbpR178nib7ckwERZpKAnM++Kzr0tTXGVXUpxH61utf+RKE7jJ37SkJmL7DtXvw41RhC6o1/FHexkztQihbYXhEAEoiBMKFJC5D462HySJgY/nihQi7D0BHVZqLrEg+Lkc5L27uUs/9kwD2l6D1wyUVujtIWYW9h49S3mESonLMFbhVsaRJTMwySgSqAUk5gfihwX4rIZhfBGIsupfQVBXUbWntssMHj5KcetTm1VZaXVV5cKC3+73btmy9rbCw8IKYqzydC3Nraz5LhbeJwLXrFjGD8W6QjCS+1jhxN9VVFNidgYYT+lgsniGTTBOzj9U3AXoWB12LUepOJQKkbabgWCbwSYJohgE03dEzba7l7q8avTRambIQginGfj3opkIHLN3WRv+0AUzTMxwnhUkZRpuWEC4oB7rPwkwMYuLJr2NnrpCNye00CtpK0ijqlN5DEp1cccnUySwm9FFOgVn2kcDBc/QR65LwCnYfpuZK0+mT1n6mCR+RTjycA3PbLt2wyi4hJJFBzG8GDS//spLr7Gw9g0bMcMJQAhMlgyDgOHaskzNdk9vS+m5GfhoXUQqyOkI87fjJ0441I4Kz34/fJksC0zabMR7gMyGWApJioKoyt6fxpaXtJiiEmwPhepiFTfXGlq8uthfcer19/ivfLjqwf+9b3vHnb3s4Ho9PBjD7n8nbBStwQeDF3q5+TxvUrZV1Ra454TSI2RirsPwNmV3qqabgcg6M/CwABZV+62ibcOXiIqTiqCCQ869YpUOgeH3kyaGm7AhlyY/TL03cSekbJwHSQmnRYKKnfxc5WDGufKGQaBPlva1bs8rVc2Ty4ANNu8Kxk6CiB6hD4kUDiClShfCoOYe4m/IrBeRoMZBGPp9Go3CGthQNF4WkBqTN2N81iZQWRjAJh9jhw4ftKJWilfVQSqHWiupaSj4QGiG4Pg/zMcDk13VHMJ89ILT5xBlFb5tm0SnCl50PQ+UpkEstMmkR092yGHC/ChfIDO8fHLFVyxppWdxJkL2IVCVQT8IdhUVF8E7RlvApfQA5GlMfwq0FZgATuBytJ54qqVLWR4WygmieW5TG6YU3xLHWrVxtRy9dbY89uXfZqtVrrgLcesDd9DP4nwtS4L7w2X+lYXxf+KQnFlAjCwWvZ6m/MYiDL6FSNxrltgUVE0KDSaP4McPUYGPtiuUACaTKYEpJQ0wDoiTxdYJB6E5M/u6hCTtwqt0GiX0JHJfM6ZX+LS1+bmbyporwRABMZPoxP91LRF4njpiTWsnjqh1CRvUgcUF1Th0nJrWL1k9K06kjA6AQdkgWk1gFetwkFwVG5+OYLkYFoCGCs/idnMi9nyRRdpJ+c4O0MJ6BOjUfYnMBzP5SyrIHIznW3NZBG+M6wIsc/K+4K9UX4f5UmzIfYautrTHq/cCkoQkIJnkBcH8796u8uLTeRduxr8zpacayS1nfmOph7lUpTBMIujSbAt0S+nBGDosXxW7RburIqlSniXE0m3ijjKmaTQrd1AIjBsoU2Qed7a02bxGg0NWX2c69R4opNvTGTZsefYxbF8HmGbtdkAL3hre8zfN/P/3Pb7r+mqsXrl29EI0FCoapNYUZ09s3wKpL+e6CEgeOCDLXzKHyBw8Rnw4zU00Lo/AJJYyNVNaaoCLyCNoxAmt/z/6zJGNS20QipiVf3z+36U9tEj59JqCiAMY8thXCKe2EQPCf/ESZk3NoEQXGM2Be5GDCTRKvG+wO2gBaw8NnCSbx7Himq5PiB9VMORAkfT5N+BTADmoJDYGW4p7m0B5xaXHucWKoF5AoadX4YUE6lOaWVIJGztm+o0ftLNSwoaG4Pb71sAtFkPdulbD5q4njFeWDYq5aBSIyYwHM6FJSfhqoaXJyGJMaoEhn//k7lv/Ziz/adLbVGuiiowx2H0jtECCHssDlN6tEg5DaAqhnSa4xA1+SSnkuDirzVrHFAsIks/QQn0vyJBifSYRuCi08v67Oli5uJNew/5rp6cnrOP39GuNn6nbBCdzpUyfsC5/55I3UKHnjmpVLgwrKxonvSMiymHizTNJ4ismEYGnSaiUW2iZmiWJX3VSYUqhAhF+cPXLVAjaNelL2QCtE5YPUmZxCINxK79QWM47/lQOXNvLSE1JCJ7Szsq7W8tBSAjEkHKqJkpLK5X8vJtwUTT06iFMNqEDR5Kh5YhNoW4USAGhIz0kmFSOUXyd2yHlSFoLGtXsx05Q+pEnsY2LPELIYxweaAbTQ1QSA/QNM7FAuhWXpXPrEjsMAHNNWUVlrq+ZvcOioGDbj48QTT7XY2Y5eW7tsHj5nFJM76dDUXOXLYR6GfU024TBGLSvcsDbdP5tqZ3YwNg0wcPwsJDWEQM40NZOE2uH8sp7eQVceXsWNBFbp5kUe6GKsVctyjmtXWyyBVSIXYOxzbx4oX8NWRprR1Vevs6Zv35fd3HymkS9fFDgN+h/KRqJopL+/93WrlzSUFBfmsMAK7ACRRETkC0XQIpovmuxJAtlwn1yzwyliSWHyyGRuRvMiDkX0Ua48Hz9mEuChixScnQdPWS+xJRl1zoSUlknPOTcFHaLIb67/NudQ+YMygt3F1WXmhVGRkgmLsCnQO0mh1aYz3fTN7rJhqiTLr5ygx7dvDl8Joasuoh6JEjwVQkBw1fhRQi6tpZifh4mtaa+JqV8ShC/UtUfFeqQ1wlR8zkBL+zAhezEb1c8gnFtiN1+5Fl5lHuZflhNaAUQybWNTY/R/O0hu3ymLrG0kUxyfDm5jNvefB5iSwXnSNoDOKllzhjHaDN4pJnkLnYNKKOdAPzh8UJHB82Dr5LjQikCiYwAmVQAro+TBKVUnwaIVYd9+hCoMAWCU0EBZKXQyrALFGJUqNAaim8DPrSOUIj+wr6cbu/mZvV1wGu6hhzddixA8Jy+fwjsoFZFxXfAX32Fatf9BxuKsyKdhsFfToDAfdLCfCS8akuqSqLc1cmRjmFPqsZ0EjJiI47ed7rBTnZQqZ7IrCuxTXIxnL5PKbQ7QcHii05rKmpaPmM3kChUUpZkjxKISHLyto9927z5GZgIB7Eiu1S9qhANZCIAybSND5Oh1tNAl9bj5O0Zg0FdDdM52JOSUhAtNkGSy0mGD0wqxpHMqkHonTI4w9ybkLxt/SCEIqCxUUE7Y3uNnEfoGW7F+IxkRuWk/T2gnG20mAY78NjuJVkOoRbM6SoPJ0kuXsSCBESE0RbBRlMPXS3k8LV3ulvlHYYXF1FvRNY8Mj9iho2ccJU7kb8UI1chEC5hK6XVQcqFAzSVpzzw2NeNMyoJishK6OpyGVq88FdiVT+cAWa5N2e8qdZGDOVpPOyzZBu6in8H/XHACd/TY0dKzp4+Fi3ICVlWwnhJxWshJNkVLTWJyyXSZ5sFOjw0TdyoG+md1B/IOkA8XIxanJFSxJwaHRhACmi9iAfWPx4mdUdBV9UKYcCpPEAbVizMjxUSRltMk1KqP4qHqFnsxURRqCCEs4aJSZy4RSnfNDh8nYzorq8TmNzY4AQ8BImSCksqkqvXU2yzATUfLYqNFlp1q77cCMgqCwUyqcSFEnD+JGZiYIZCfBD/ANBND4/DBw7ZqxQpAj1wI0uzHsRKYsd0AEnQTsUuvvYbGJMUIfNKepDni3Xff5Xyl5z/v+XbNldeAiqLxmM4l5OO1HW2TCWCpAPeAFsrk+tRuOa3MnbhpVEFu/XYJKTWFBNQfefhxOw2bZN+Bo0D7CNvN12AqQlmjYK4aUUbQtvlQ2qboDiRQRSk8SksaQsOp/IRCL7IcVA/FFdMFpRXoojAJURyLEq+jDRZP45m9XXACd+kll54YGujdc88PH1hcmJkR2bhynluThyj1NgCYkGDFdc0LEQ4/D1o+jExBmTIjIHuqKiXW+wxC2TcwasPwJjfvPIw/MQ7NyQ8fMWTF+Hd1DQsAIE7bydb2c8KGvsGfQtFBTSokg3yUwDddZDAJPWQISOgnKJ23bccByyusskVLVjIZszH7Mph86eC7/MoAgpyYy7asPExQwIcj+7ZYJbB7bR2VtzKijmdpmWjtMaD/SdGqRq0L3qLihfJFJfyOBsaiMEGpgyl8zyWrVpKBgB+J6ujp7LbPgeI+/thP3f5joLB1ABPzFyyw7AC9DgBZ+toAN1gcUjRoFPIZYtL7+S63kxa6czKnjqwzmKLXPOc6wh9B2/rkDtfEMROTMEpMrdfby9cV7ySpFUQyiraUCUrPBmKiVPwCOQYKwl9EiHipIco4ZnWQLAZlpHdgpuZjVnsieezgJYwxf/yZLW6sg8/0G/jl67/jZS/ffvr0qdtTsak7Wzt6nrt2cQ21PHxMTDnmRLMUv4J1Ip6hTCaV6w4RK4q4uBeME2VKa2Um3taPljt0rAn/YpxSdVX4djn0xy5wdUkmEnAp4QGe35gfTqhkSi6igtZgTxcmLYF1QAvsWOfXtWAqBjIybTGaqJQYVETJpky8Xbt2WBOlwAswb1evW4sA1Fo2kH0jDJCTp/Y5U1dkYb/MWcXYAID8guhdYJ5FAS2W5N7UNhj954SPyBwhgCybvxj/p7TKCaFM61H2PXXqFOYsBWy5T9WKlKbWhPcRJwyRL0ekgXEBTUTI1ChSWt/FA7k32XTOjNY+xBLb29ocETwa8ZG6VGvLFlTSRXUKHwwfDS0WJ+UmgI+nMvCKLU6jeaXJlZwq1g+D7dBKP/Z/UiEBhVu4nll8yz7aNnewQOSV0zF2ZLiLcoD7zo/3M/XnBSdwp06emPvTt7+r/yPvecuw86iYNHOQcYWKEczCv8K34oF7mYxT8u+YGM7kQXvNY6IrdUR9rp0ZKuY6tUQaF+AbwbZQWYScDILLSFdnT7/ThOkHz+xzG6s1K3YuCOPqKy61Ix2tRAQ4J7NZotBJClAlMbEa2PARpd/wtUc3P2z/9I8fp4DOaTepX/3Hr7G/ft97XY5eFOpTDTGxDM6riUkcgLPwJZGTAX0E/AhZlabWFagWiRYP15yDe1VtyuyCcso6I/T6JtolD5Nz5eo13OeM01yXXHoppSVIFeJzCZLI10kyKhIIM1QZ/sYSIGShzHcO7/LvxOWUklN7rUHAjmZCAqrj6TIxoHEVcg5MCZqjwNyBXymBDaPFQ4xhHC2m7qq6JxVWkuacBrAKOUQWYAtrQ8f1cK/nPGIbAXUdn5o8eKLp1H5O+4zeLjiBa1y4yA7CrAhmRObGiZ8hO67+vjKiZwgIiwsp2pOEpwffR00pFjXOw5wcomRdmBUddjz7zMxSGIjJkYsPMgl0P0WL3Uyl8qB5lGIiorBAGGlMKR4RkLUpGMwp7frrrrWCppMkVk6AbwgJZA4i9EWECDLJI5NQzEKkPnnypHV2drnfx/BteuntljZ5UWZoyFWYgx78NQkyM9GZWrLt0h168BWldUA+1eo4icPpRYvJRFNMziuNp4nLe6rJInuzoKjE3vmX77Ybb7zF+VUSOFXYkob28B3l5BUTe5PfhqPovisgQwuQ7pDTOS2n/UOYwCpzfpx7WLKgxpmDSbRehLHNFkLKcWRaqxqzgJ4cwgIJ/OQYflyEhWES813jN4NGzKRbzyT3L2RTIE6IxSQL0z2bGOWRls7ZRYuXblm8Yq0ooc/o7YITOD2N5YsXpcrKKqdaTx6GuQDSxuoaR0No0ss5j7O6x5gA0nxZKnXM7Onu6oKKVI7fQ74c01uImbSdJrOcfPU9izAJFXyeBmTpU/8zBJJF3M3CNGbJofhTL2IS9ryFDU67pPB15D81Ns63oopSfneEMd7yosFqKR1X4s5RBmCxavUqBxS4g3CcXLRFAlhf1yio/Ny05yfGI5pA96M+4moCOUvpCJlzQRYJCWeSyd3XfNpoYmx1jYsRFniNLDbLl69wL6cspRolPXphXucTt2ykiYjvXNhBBGoGAXCIHEJ2FTaqsIe0ncooiNjd1NxKDlsFi5nfadApZW9zz5M0sKwlQ0KZ9UH8umI0dim8yTYETva8sssjADxZZLmrwG6QcyogLoaOGDbzFi+1WX8Y4vjowTl/7E6qfOkRPqO3C1LgeCKklAVSKvzDjHQTxgMbIwVqJ4FRFeFutJsaKGJcOmGaRqAm2X8MM1OTXZpKE83L6j6F6aOcNzHfk0yqHsCXIdJOaogriU/Z0t3nzDFpEDH9xxFQaZsKAIiE0mWYoAHOOx/uojecmwY2+J5W8quuuooSd/nA+p3OtFu1ejUCp+IG+Gj4OaePH6OzqY9YWJQLYr7xPcmG0FL5oRJagREyjSVws0zmrDkKsqJ2pU3G+sfI2+twmoTm9k67O6FFkNxPHYzjKmnURwpTxtw0feCoZ4LAJGTeIaSodVdtS3C/VJwmTRQBWgUDRMjuMIySs5iVak8cxzyMEuvs6unhurLx06Zd6o/aV6lokWJxs4Rf1F5ZvpwKNEUdGhnEJObAukHeyyE8k19aYUebOxO1DQsOzGVEx2+47kbt8IzeLlSB87a2t4cmCAOoapTqhEQUf2LiiAQcoMjqOM65Vug5BKzXcQGnqQk5Zxkgimq5JM2RijOtEdIRzKZCqGDK/h4hPqcqVHmszKvXrbOW3l5MU5VY0FRh2Udwk2gXhSGwo5if0qDMJPlfTOLpiTEqKkfRBgQJ2YqAyq+55hq0FeFwBFympsw3hZXFJzxBqsrqxfX03ga15Bjp1lXn9BzCplM6n4iYn/woCZwoYzqWUYCoDK3S1Jyyh390j62/8hp8yDrg9mwkljxzzimWh/iOxw4ecgyT4ggTHv/NtapCvrVmxRmzSWVY4CsGWFACmJ0lXI9rPpJFdgFE4z582trKCuuf6nXpOAnY/yrM1IPfGgMtTWBq9tDQcpjMbnEmtZClvTQEmGsNMd6q6CVaXRZmZB7E5zlfIFZdU/cvwZGpf7nh9pfG//gC6JZ6oQocsZsZ7wDEXTWBD4SilLMj8fPIcVZk/BTFs9zKLvLtnPWP4t8lfA4hy8ryUzqPPm9MSpmJahbv4H6q9fgR0I72Lmf6bFi9CMYGZd4mAVSYvJMImSuXgAaYw9QUmVc/kRC0H2AK+yRIgN1/aB9ARqk1Ll0OmICflFYazhzjV+cjCbTpY3Lu2vq4ZXrJOAeE8SmnLz6NDIm2BahAJoPMvjjnS2IKpvBRcRLJauecAjzQJqqFEqTM3nrQzpKuATtGY8mtjz9KiGEe51ajDQLZaCj5qhG0zVRGAiZNjLJ1aHC4kHWVNVDDosQhp2yUhYkMDHctdbQ0vpRyDKpjOUsWfT7ZFkI1+9H845iJ/I+IzsGkaXWV0XLw5wbxTacIYHO5DkShmQICly4eO0HopSq3iDQjwgEsSmPwQffs2mPTu49Oxr3hp66/5UWDf/GXf+EWqGf6PxeqwM2VlJTETh45AG1rkNwvVccqZVUlg5t0fpFntbor6B1HAPtpH+wLZToSbpjYmBJDBZXP4gBOp6atsqraxeiUJa36//UU2xGk3kPVYCWp1lUWmZf6Jkq8VHOP4bFxZ7LGCYqr93UKQXOgBTZTBTGmp/YdJGthhNyzWiuCbSFQwsdklpE3QNC9s73Nzhw/bDnsv2rhEniMfIJwSHOqFgsqGnSPqTczZh7CGONMZvE+lWKjSlkJzossusmtMEAnBYaonU5rLehWORRMaqXKGGZyIaBEHtkBwcyAPbl1i/W3F9F3PEIl5AzukaA8FLBRKGjDCh2gocBKbcPSRnv+rTdCt6qCjTNum5/4KaBHekx7iAdmUsNFLarUPy92bsEJggCLQqagt+KO2fQgSHI9Xf0jEAo6GMdeq+oepPR5u+XBXsmEYhfNyrWWs215xzp67hyZTd255tIrPvjYI5vi197wzDYrL1SBE1XqLJoiefRkk0/FcYRKlpaXWy+1KBXkzoOdnkQTCIhQgmYDIYHj+EsN1PVYBLgxwkSddTE5jwNAvKy8cjHETxRkrna8YZlAIJgvuOEK4kQT9sSuA7QYbndFT1tIt5kEFY0GZRyyrLOh5KyUgPbqhfVousMEmJssn4VAhGaZipKhCWhQguVXEPdTaT0/Ws2LdpNJ6kGTCW5P4p/FuW4foM9oR4d1nDjmmjKqoA824jntjcShWZOw/nu7WkFUYywiKbeYpMjObqG03yDgytrVKzGfvZS7i1pVFb24ly2nahdxN8w8dbuRNSyeqfogNDZU2S1XrLc5FosTh8ZsEVkF0dxCXDw/94q/ODGa7nHOwiHBF+qoqlxOk3NdLoSRmWdx6laKWynTPADd7aqNl7veCA0UN1J1ao2zQh4rN1xq33v40eIde3e/PeUPhOa/8CX/cKB5YGRlXSF7PDO3C1LgBJV/7GP/8IPJqZk37T94tOFFz7uFVdtvi5cuobT5aSZlzBbRuH6SwjlimgickDDUEyMTFF4PuNGOKSY2RAjNNzU1DucyHyQRDcaEnwDq14TPycl3BW+Wzp9Hq+Cw1ZeV25d+8BNX1vt0SwsTEJib4DZYCgJFQg/mq6JydWiaysKN0JpGYMz3w9aYSZd3YL9qNXisnu8gd2a8pi4vqSsmoewxIZPMNaXmJBGIUdo/ZTA5S2sboD5lW4DYmwcfVWXyNMGLCANcexWULq5X/tgU31FZh1q4iTrsxks3cO8ghggVMu+4mHrfS1yMeqxwHxN2lnvJRPOsX7HEadSWs+2WoOJWLcIpX0xtmEdYtHStcUH8BLwzgP3jCK3qTmoN8Am0wsRVSYZofpEtBoG84tKNroxDA7UxQ1gKyjQQ20bMn3SZCY+97iXPYywezN535NC77k0ku1gEP+V8XI3FM3C7IAVOz4HCqJ31DfMOtrQ1Nxw5etw2rllMKn++XXPtVdZx9izskWEmLSktmJRBTLQhnPkyctfkg8gWU7sqUaVyKf02hPZKgGyquSARAfoL0EADE2tsqs+WLV1BDcV95ifXroh6k1esXUat/1FqOtJnDtpUigRYlT5I590x8xACdSOVP1TG9YgGpgkkbaQJ6zYhg+roiBEnzEUFjHjDIaeE3ZE9mZ9oOYEywSyrXrBU1e3IAAhbBAZLKhs2vkxUjpNCG6qWiP4Tg0TdeQJ8e8myVa62Sxu+3Sgaa4owxyh5bcMsAjkkil5x9RVMdOhumI1NTU0uNleNhdB26iRNSSLmpeOrTHQxQjSOMrdZApyguYwBiMtj+GxjxNp0DeNYAkI850EjW03oo4JjqbyFTGPgKW6PF5sAH+FLc4x9kmyNAsI2L73xGtbIRz17Dx18w4Yrrtrznre8fttfvvlPbM36S2xeYyNmebHVgcA+E7YLVuA+9H8+GPvHj35k2zdPnXjOA5seCywlMJsHg14ZyQlMxSkcc01v9TYLQ+MaJWMgyYwMUMh0lIB5LsRlD1C3hKewpByK1Sm33yAAQgJhUD1FD5rBzyQfwWcL0nZ3jNW7sKGOfLASgtl9+GOjlqjFj4PSlGCyadVWmQf1m3Naj4nmlUDwPnPMaTE+dJ8nOYeQTlWwUiBbvqAQPLcxOed4qZDtWIJy4Z4ITBDq+SMgs7MIWT+l/FBXSXxU158byH8WDTbJufWKYR6rBqSuRebsCNW18mHeFIMOJuMBOKcjzH9obhz/+MkzjlGjasjKFVSNlCrGo6C+Hl8404FDM2hi7gihgV3iQ+jRUjHGWJpP9zrOYlRQWGJrQXUXY1koqM6a43xMLStab5RmNMdxphFQd99cu1KQBMaEyQ+8ioWse2BgEd2PPr163YY37N136OgNL3hlvCg3I/lnr3mZvf1P/9jq4IMuW7narrvh5vQ4/QH+e8EKnMYa1vzdjYsWv2HrU/sXrlqyCGf/eiYGcThlcBMyiBJUziAeJ+df4YAhhCYCIrjlyV22ALPSj3/RSnZ0dBp/CbNNkLbroIOfpT7WIv0Ww3gf46Wk0XG0ZmsTbXnRan2QnQ8fPWHLF9ZZIf3mfKSl9GE+fuObd1t394BL0ykiOK7E1TjCm821iJFBLUYWgSmIugtdLp6bM0xICQzS4QAfdR0VnUtl8OYAS1QXJDMZtimajCTnxpnktMHKho6FNlMtlgyAoKxsrxVWUKQI/1U+W1trq23ftg0Qp8wa6pfbqSPHENo8BwIlUwTPOf4k59l34KDTWstIIRoiobRW91xegVZttC7GS4I7ARk5n3w1hVlUUkLKaoBg9xhjrHZaCxctsSuvuILK02Sfg4ZKI6Z1NELGtWohkg8bx+edGBlywJDMZ4FIMRYcxU+raWV10xVr7MePbV39+MM/+WF5eeXhu7/w8YF/+9gHd+zds+en3lgyGQhmTF57/U2973//e1If+cjH/wDFTdr8At3kx9H0r4+yCl8+evDg3377ew9kl4AIbli12KrrG4hNtWhZtVp+P3LshEMlE6zGU7NoIRgmQ3sPA6DUUEAVZgRFVmcxPcXoiAFcqK4lNVNsGUIs2pbq83fPnAW6B9hAeGupF9JGl5odu/fZDdddSQuqAOYUIQTaObV0YMJRzyOTcg0Z2RXWDughIvNVUK2ieVGIxSccsHPppZefS08RNoiJxbHFyxTdS1E6h2zK8WTCOu2AuhbyqMROPkbYiD8iABJM1RORFlF+mYLt2qGkvIZUHLqmcu4EQtHc2mldpMq0NR2jZJ5MVCpMg0729HbZiiWNlknsrYmWzP5Eoc1fsdaK6+fb9vvv48Li9CWnKhcwv5gmMa5jkuaUYyxKalwp6tgl69ZbPsF5aUERrHUxLkdR189zkontcUKID8cx5tCiyhaYw7bUYqJWXn4AnivWLLN5lHFvau+qGhgaqRoa7KRi89gdRdkZvSygc6eOHBh++1v+5MNlDfN+8t53vj32sU9+2o3dH9I/F6zAaZA7Ojri1dU1n7ny6mvqtm154k//5fNf9P/Zn76KbqLLbCV1GLc+sQU4nv7YVMlqpQCpCrAqBpSJiTkDa+NMcxvJlwX4ZkXWRfmBXPVw48GL7ygepWDwDIqcrlm1GlZFsXWRThLHd0tgGqlwz8nTZyhB3mk1pPJkZIfgUZaQua2aj8V2xx2vcuZeBOBl8eIltmDhYio8R60RIRYEL0Hx4fspfscMTZtfTE4Jk4RH/0gHiGaV3ofIgOhoAoEASMRAkbbRhNV33Oa+h7YkTUilE0rJRNcxhvoxm8lwSAHn59PvvAazT1BNO/cih+rayy61EKjsGZBeFQ2KA6jkMWYB/CtVbw4E89JCz/UNI2gJVFwBuXfXXnWFLZw3zzFMnJ/GtUr4xZ/U8YUQOz2GsMWJB87xU1perBwxZ8QKUlUxlexLKjjOq5rCRpX0LFdlNKG1MIBCmL/VKqW++andtcea2/4v5PL3V9cv+Dr3DLz7h7Vd0AKnifyRf/jw9O3Pe+7fU+23/8DuXX/1mTu/FpqaepFdTqP69cDRe3ftYpKKnUFaCKaNVlul9mdjIsUwcbp6uq2mstKWr1hkvdCVZqkxl0cdjpneKTrFsOIzGZatWGWXXXetPfX4Zjt25LDEw9bTp22Agqd79u5DY6xy2QE5COw8EM3JGY/jUFZVEt8bpYwAkzgHelMAARMd3w9LX1taTljp8aVGAGDaCTW0ghi28RJfUdXARIgW8Vc0rwm06xAkbMW8JGfqqpqJOamQiECgKkoVVBPMjlJ+QcLoJYfNBfVh0Fx7/Q0wToZtt2/GquuqeD9JTZJWK8cMTOGPtaPlNT6qohzhuJ1dzdbZdhpgYxahCzuzcAowSWXhl4IGr1i2DIoYjBrGU9Q2jYnbnJAg+QiyamzqFcOiGOf+1PhD3WZV1kLPYU5+HQuHgCoVndXSo3y6AOa5itWqpgs7MlC0HGuosDIy3X/86LaiJ/cfefep46fuA4zqkaXzh7Rd0AKngX7fX7/fvvyVf+/78z9/5ye//pUvlTy+6eFXffYL34iMEwC/8brL7eZbC+3MCUpsE2yewHcah/s3iZPfBdPDtZpiwvUgdOVop0LqdKA1nTkoZKyHMnQq7Hpw/276VxcQPhjB8UfDcN4c6GSLAFCOw25RL2u1pQoATGy8bKP99IldTFRCBKzYmdk5TtOpLr8fbSHfhTnpQBH5bR1t7fbUk9tt546nrKP5DOUXiPMheHE0mXLvZHqpDbIETgV64kxMnV8gjGB4lfZzOW34c6VoJQn56qWr7dabb7X6+jrpGcXMNaOtu6ONeFgluYEZkKGH6THXTP/zTjvJxzMwZwrx3dZde4NV11ZxzzshtIwjIDQlQbrVd6GhYb5dccXldGKtBoFk0cA05MKcf4asOtRUAqBrlqZT5vqskn0R6D7odfsPHbKG+fMJ38DiYcFz9VokTxJXTFruiO9qcPQ3fyJ8iB1vcywakPgI38wH+d06Pl54y823LmePHl5/UNsFL3DnV7i77v7O6M033/5XTME2OrL85f/9yrfzm9ta7GUvfi6a7jJbOrYE3uIJ27NnP9ogw2rxyzTZpX1y8woRtB7qNVa7ilfNJF3GEJhMtJJ6rQ339VDiYL/VALScOVFr+/fvt7179+AgU4UKU2zH9l3WsHgZ/MsUDI4a++nj22yQQqiVopuB6ElCJgAgXNWqrABCP8p17LEHH3zAjnCsljNNNgRCGMFfKgMVXY52UumCKNcZRqAC8CiVKS5ysUAGlQMcBhhqGxuxftgeYwjiCFq8H6rbYTTw4X17bKS7DUBnsesRFyVWd+DoEUry9dlLbr9B89iOHT9FQjkFfvhdpcir2XcV/lgxpvLwUJdNDveguSjvQChBWQ7X06l0xZKllLuTVkMGOKfAEQmDhDrNKZX8EcpAe86xmMQQtikQ3ilQ1G4AJRUbWkE6knLmtIAojsjp05oNTeekjIuTuSnmjgIkElzF/iZY/BIcKwsqHF188qqqq17BVx/hpUP8wWwXvMCdH+k7Xvpy+8qXvjT6vvf/zaf+5m/et+P4iWOf2PTEzpWqU/mqO55vKwEGlmIGMWft8Sc2u5hbKbGkXlDMAsyk4soqur30YKr5XP5YL1xDkZxTCN00K3RzcxN+XK5dd8sNDnZXk8EIWqWC5M4DIH3riF+txVQqoHXViuVLEMhdBLhrKLZa6jSp4n9tTYM0v+iyBx95yB5+ZBMa7ax5oEMVI9QrKe1Qm19sCxCOcnzMLMjPmSCQYdX+QBuo0aMQPyGu4o+qyUg75QpOoZ1PQW/rBFAZgvI1gbk5S7fRoSFK8/VmQjputZPwQ4cRzle95PkOkZzCvGtGyGXKXnLpJSThzoe5XwrpOhMzswVQB3YLmlba9Mabb7ElCFoZfeaUpJtigVHDFBzRtMC5+S4JRJOiSmUC+1g45vCRpxG4SYSri2yDMyxiq9attQrCNqEMEFgnYDw9aUS+Ll6oEz5+lweoYrei3yXQklPk3E2jkVXKPoAwqo863M2s7v5B2ebnYinnZ8L/7k8u/9m1PfDjH9mtz32efeIT/7ScMujv2vHk5o1FuZn1L3vBrVCM1ruM6Q7g781bttrxE6d4tF5iat2OAynHX3U4JEiiLAmwmICtEmeClRHILUNjXX75lazwftv22ON28uARssmj1gYLo2bBPPvj173eSqtqXQ3Hb931I1uyfI1dcfnVmKFxA0m1HTu22QMP/8QOnz7uYmS5PJp5CPSVmH4L0BxFEI4LMUtzIFYr540kWxYAoH9MQCXVpjUC8Tkm92xiGu3T5cqPD2EqDzEZD7MI7MAvG0RQqjF3AwAPA7w3gfZ7zR/dYa968QtI1k3Rh6CJBWG/g/EXcd2y4iYRIDUC6SIzII6/W0U7qaVLllgNloBMUIJ+3AehC9HPECIgDed3KTHXxR2JcSZxxkQeiE0QaB/ucwH3TjRkD6UsFi5cyPEWMV7Kh0O0pAXl9yFo+qG8PDw+p9WQWipUj6CRAVoEEjltikZF240j6zua6cKaVfiTeVdc9+Lbb7+dd/5wtmeNhjs/5BK2v//7v6Ny1ZZD7//AR19H8Pia0yeP/9NX77pvRTt5bZdftp7geK294GU11kjm+JatW6lU3G7txMfKQfYqyedSFriEUtB3LqwMxZbUH6CfibF16xPEnK6za2+6kfBAlbUTfsihU8zJtlZ8sSft1ucU0DkmByBlmT22eTP+E00sADQOYoIO9nWDIBLrQ2NWYGqupHTeJRRCXQZoU5FDdWZidVEQQhXmSQGfK3XIC3zvNt5TjX6nBZjkIfiQkZIA7aZyASPGbQxhaPTMs5rOCrsXYTp57JTNsLMKFd185Xp7/k3k5UFi7mYMOtBi01wH6a/W1tkC8jhGzl+vy0xYTDxujZgiFCVSWT5nMsLXVGaEJj6RQeRDaCSmn+QGQUuXrJCy4hq5zil8uzOgwgKMkgA/l191BaZ2PYsHaTvy1cg8V9hAN8OQsknLpX+Tj6vQRwKUWIRuH4Ip01YCKXRUwqimKFMEOKenJtNfcsf4w/jnD+6Cfl/DIjrVl770JfvGVz9vL3jBK1bs2bPzHbGZiecWUZCjrKTYW4+/psYbQsWe2rYFP63bmTFt0MLkWeSSXydm/wj5bbmgY6WYi4pDjeCb5OWXO9PIz0QgIYUJkGnb9h4kzjVqf/KG19tCOIhqUvijn2yyH/34AVA3+hqAzp2hx/hpigllMnkuB6C4dcEim0eZ8TLSaQpLKx0iN4NGkEBqMrrgsYLf/CGAxMf5edtNdOa1m4Qu9sUeM9CkRhGiPjTQY7BmfrDtSTuN3zR/yXx7/1+8ya5bRXY1Jt4xalJu3f4kRWUpz0c2gWrlKoidRJPefPtzWUwuJ+UHgec44pXKH0vEptBe/I2QCciRpnGgiGPDoHH5qVCFXsRG7QTEaZXDm4+pWktbqmxMQIUKVHMFO5Tv6oXA8ZKguaxz9zMttCmEexx/bwYamhcTVcm+Cp5zm65Tbct0yno84Z9UXnPLC7Jj0wlluedg7gflm89f+DPh/X3NtZ8/z7NW4H5+EN7+ljfbh//xE+Fvf+ury7ZteXwB0PpVsdnY6wh8e1/0wufaEkolxMf6rbut2Y4e2g8c3ko2wairXizBVS5aCT3gNKGodUoAmrQezEwx5uMkXxbk5dsAqOihE0121ZVX2mtf91orQ2uJifGNu35gX7jzS3SgIXmU/bP5/jqYKy9evc4uIbhcQW+DjJJSJi0dR8nTUz0Qjya0W/tZ+dFympAqEstX3cR1eXkOY0BjoGG8moxs6uU9SqpQO1r1h09utqPdHfZHr32F3UrDjCBCI3/2gZ9utQMAQOXFqmuCpsCUHKJzzvNf+keYv1c4mN9VB5OwQeVy9Vpc/z00DdchwVE7MIFNKgaEPGDikvfGIqG+dCq7IJO4pqaWbj4qXsS9qKgtM5G7ccKmG3ExOr7vNJ1mqVYQjq2XNKh8twlMUf1UPp/8TfFUJ3kAjx88YSeHJs8uveSKT6y55NJHV2247DSCm3of/Mswz8IDd/baW59nl21Y48bl9/nPRYFjtB955DH8lULbvn2Lbdn8mN102wuK9+/d98WdT+24npZW4Ssv32DXX7GOehxRHvA4YEOntQKZtxFKGCA2p/5yWTDkVd9DpRhk2gjAkL/SxyQWQhdEy42MTcMs6bPnP//5duutN1HLpBhBnLYvfe3b9o3vfN86AGLqAT9ed+lGu0FARBTiM+ZrDM0VU1CbeJVyypwfxGRUv4IYE19NFV0pCCZ1EmBEE1qk6Cz5eEzPEEF0aVEkxGYx2VrHhuzR/TusGu12w603oFGTNtjbY0+SXvSjBx4hTy6T4q5ZropYD92Glq25zF5yx8sJdYQx2XCJ8Nc8aEycV36HWO20l7AJphPCEiOPUIm+rs8egtBDh9VRQJkc2CZqh1UqgIUEWaSK7+iVNj//w4xE9NxChl8IwOIuXcLs4m4yoTkJ50wwvrrfOV5S6x7GKU5Ji+2Hj9uj1P+cRD3TwvlYJCOyu6yiKlFVV989ODx8Z2FZRffjjzyS+MJXv8axfr/bRYH7pfGWxvqzt76VQPeq/J6urut6env+7MSxIyQS5NXUV1cESyhZkJXhcxogQsk8FerRpG7G1DxNqbswYMro2CT0L7IHYKn4QdvEBKHnAeil2VN7jzpq1x0vfbFdsXGDVcFNHMb5/8n9j9jX777bUnAw3/G8F9uSsgq0GRQpJncfCGY/GlXNIMMIoGpdBkkHCuL7yYx0TSOJ6YkFo+6uqhXZS/xMSGEpQepqYob5gC8Z+JoqBdTU12aRwixbf9k6p8XGAHX2HzpiDz76OMmmw5CT8/CnPBYjb62L5h9/9hfvsmXLliJcaDEmunLyPPht8qGk5aRxlZEg01EE8DjEY/m3owBKvcQMpSmrqspAezHrAFgkWPLlpJNlOiJLvMdfjL1kSZpSAqRCRCrA5JJz+ZyDc0tp/04txXTvTho5kvPx0HDY9TRboYwhPcQFxnSyIKrWJWVJrYNY3+nm1gOZeYX3rt941SfJkxzfsPGKX5oBv9s/LwrcrxhfPfgPfvDD9oEP/K394J57o9+767u569evuyo/N7uhv7t90Y5tWzfi75WvXDqfdkqV9JLLhsA7aseoPyIGSAYwfpTMZ+WEyRJiWjEx8LXm/NY7MmVP7Too395uuP4qu/X2m6nCvJSVOmV7QCp/+N3vmXd4ykooOaByfTWgd3UwN8rgdSrfTWUe1B9BAInrBX4ONJlDy8mHlGZV62RlAswifKPQ0PpaWQwO7rNhhLC2lrbCcCVrSCZVYdZRWDX7Dx+0RzZvc/l7ZZCEg2g8ac+W3jGL5JXbe979LrLeyzk2t8E/rpwDwkYAzCGTMp2d+chEn6BA0CC+VTfhCAEydaCZsgAisFoUvHamsNNWaaHSWKcnIRrY/aa/08In7SZNJp02h4Yfw+xWYrC6ppZQPyWK6S0zUuisk1q+p97tEjqNN3eBBUABYL6r7I5BrInNO/bYA088NbNg8bJPv+ktb/7AgsVLf68o5rMOpfwV8vWf3jqPiJ0502ybNj08il8yunfPrq8nZibsJS9/VWByevaapjOnX0anmey9R8+sxKyZpxjUQjiISxcutSLiYpqUk5huMgFVomCUwLYS0vIBWzaAUG7HfPvhffdbEzStP37ta+wS+JiXrVtl9XQc3froZtu2fbdFCygVV15kOQALhfNqaayRx0TCTMIKc7UrmaxuQ6oVt5LppS0M1StakML6I5OAie71UyErELPpWhI/50NahjGD4Uu9kSHMyN1274MPuwpd8+oqbMGC2rS2IFPiTO9ux2iZIrA/k0kHV5m4nDJ9WsTELSJoQjSa4msj5NQJvR2EXlZPT3MhmVmQqB2Ug+C4ZiQyId0xzmklCbHuyf3U1Z8TNgkix9eCleQ+homH9nX1OmJ3jIvIh3TtjsfvyjRA8tK+rPuNU0hQ+XIYrR7mhHO+OcvNyLWcqy6DdDCcARH7zcePHnmU3fX6vW3pxeX3drpn5onUv01JmtMEa08dO2R/RPWorTv3+O753ne9SxrnLd27e9fr2pubXzY80JtPD0/vQso1LKJis8rwKVA+hqZpA2gJY6aV0lLY+XYktR4/3W5Hj5yxhUsW2utedoetx4nPhEWSYgI3MXG3wFBphhANGdLKARnq6hthvRRDeyJEACUsglkp00zZ3LK4XPtezNdxzM8+Sq2P0nN7enTQgtRlqS+HrMz1JAl6JzB3B/CrDhw9aTvxd45DsC6gpN+yRXVWhYCHMnOp7jXPvoVf6QV1feVt12ESUvJhIaUqMGtTUs+gkjpOjM9nCDmo8FIzPeFkJjYgbOqvpwRT114Ls1GaF9sQeeInmzMf+Sltps2tFTIleWkPfa5xUD7gML5tD2UEBzAJRSFbvHq5LVq+FL8VvJj9EDXun2Of03bSci7+hwk6i8WR4LlJC6fwAX00NjlJGtM373sw5cvMefO/fO7fv+Au4Pf0z0UN9zQGupJaGz+/3X3Xt23Tj+5ODna1JH2LGvZ/7gtfesf3v/ud7z/x+E/rqIsyfzYQfe2eU12FaqpIR1VKAM15M6l+VVpZQnJqscv7ysfHmb9gIXl4ObZzz0H77Je+biePH7eriQPWQp9aUFls9S+9nUI7A3YAPuZpMhd2ILQqVTCXUi5c0JVDkM8oQw17lbmqJpB0VMW/CVPgpCAatoWVsOsLa6gzOWtxWCj9+DQH6fvdQyaA+hxUFpfQSoumInAQw4UlyZlgFgnuc98s8+cWxOf8ry7E/8rgu8kByt915lgOxYPUK0GVlEFy0W4k7ILAnmlqg/USsgUNNa7Csp+UHYeHMHBq0aXNxQ/56SwIFgnZqM5d49oliAptyJfT6kF0AOYIWpNS6r0k9vaTJNuLqVqCiVpJyMaVFOSwHCH90oHOndBVweacahU9wXXHKHWhiS4Tc84PMZ0qbo21tZ69J5tAbn6/20WB+y3G+6V3/NHPvvX1b3+fcgG1Saozb6Zozuafbtnuefj+++85fPhQcWtzU4ASA0XFpSUvgSfZuPdoW9bu/Sez8QXBPSKk5Cw0YGs72dxhx4mNeYmTdRw/Yhs2rCNzeTlFj0qtpjjPam+4nFBD3HUvVfn2IfrBCZQQUKEyCMoh03SLEYpQnlwhhWXVHFEZ7ipAlIRrqNqTpylJ/uST2128bRFauBgO5M7jTbRTnrS16y8bhgv63tKykt3rr77l4D3f+NrL6Zf36iIaM/qEiGJOT0LpClGuPEgq0ix5g3GFKqCMnaXysorfLm5cQXchkFEytVViPb1h7mpB0IbpJ/TRXew5IUTCzv2JrqNikcoxKKwwSzhFnVz7SIHqoir2GABM/bw6yM315N6hZQWo6JgypfnPJbGi2TQOAmWkSBUTdEIuC4D3FYBXYdppz4zlkNpfVlD0e/XfdLkXBU6j8P+53XjLLT87wnvf97cpWl7tVcUqVQMD4bTH7tx/90P3/aTweye+nUfO17yq+TV/gXAUHTvb6SXIniqrqi3qae/OriU2l8lkffzBh+wApOUVa1bb0tUrSRYtdyk41ZXpALGbPQiB8100uZxmwGdDAKUdtOYnMPMS0yOuV/YgxOeDpAm1nG2ybBDOFYsXWS3ZC5Ogjilg/t7BgVQi5T906TUv/E5Rac7Epz78wZxkfLZUQeqWEYjPSxqoVka/OQk4tDa6Q1JyJehAlD54mqfhXV4BLS7dFyAtbE6ezgmThECbUnGcJEiL6W9dKyaxfDWHcAIcqWyEGmYOQ91SqMJxNjFfF0H7qiX5VKXRnV8nDcnGcHG3umeMUgE6Tt/rL/5j8cmmTVaAcoNJQghxBPgkdL1RsJjprJK58qrqyfe98+32/r/7gGVSuu/3sV0UuP/hUV64dNl/OuLBfXvHoRmNEyJo/u59m/a9491/9ShhhDApQXQEjvLga9/VUdry9iC0rUWgngUwL06cbba7vnOP/WTTZluxliD4ZRvwi+hsisBkoh0jxLECWsZZxbV+KyNcE1qxqTiwvXyqAbRDMxNsmOrQAg8aSTHKIzyQj5byUp0sTv6asqs3rFzZXZIfffe93/5iICcU/Ph4d+elZ5tONXQC6PTiQ3VjzkV9CDsaVPHlGbRbGEAnhs/USRqTyugVE3oIcE1qCKJrYhlAEvhdeIZ+Z5MQpn/jXy0SvKcwgrRTAtNUNDB19RkcgGRA56EBkM6SkkKrn9/gysCrvqVCLDIZJaQ6j46ho6Z/42ROS/K5pJJ9/cqsoOKYxieQB/Onq48QzCZLZpd4KucvrS8tK89F2EY+9/nP2lve/FZ3tN/lP+n7/12e4eKxf2EEtj3+U9dmd5jUlyE0oALuwUjBbd+88/PfXFNZmHsZLXzj48OOqdKF/3KI+o0DxOZURCiAsJUBXtRgDpbjyxQURJ3J5GdiZbCax8S+QNBkPrY3nbEBka5hwNRQYwXPDyFLa6jMHIEtXhtNeK15bMZKl6weng2G//3oqTPrEhNjG2tLioNqI3XvY0/YLniXr7juMrtpOdWaMeMQIQNssAwYG7Fg2DYfOAZpu9xuo7JWJiz/dLeec9qW4Lg0kDMjnfZJi4cbECdwQEwItGq0xCkhqK6zvSwSw0N93I/H6sm7q+A+5acq2VYaTGk7Ytbo+uULOp12XpNKyBBEwSjOkNX7hCL0VQLgjIDPlbjfdfCYPbiZ/MLB0cmi0rId0aLif3rjO9/92Lvf+tb49++97xee1//0HxcF7n96RH+L4z344GOhz/3jh7734huuec4ywJKR9rM2C7oo7SMm/xCoYyek4i6QzXHMrlFqkEwQB8um7dUMv/tgVyjW5aXeZhK2SQmZBeV8VgPbpJhKx35MQZF9pQeyYXuEYeSnKIo0S83NMYof9VOIpG900lHV5lVX0AxSoYSA7Tp+0r7y7e9ZMYmxb3z+jZYfoCQCvpkPTewFIR3kWu7dspvsi9vs2isvcZ1cRe1yQqAUHITJg2bxMvFVRzOtjsStFOVLyCUhBWJkkzBo2oRCgkYq6X0+pmNxUS55iQpuy69DWUmQMJ/5HyFKkwnOI51CQNOBdAafTA13Hma2aqJIC6rOpWvvpWvjOMg25e0n7Kn9B+zBxzZb79jsAOXn/3737j1fONvSljgfFvotHuV/+5WLJuV/O0S/hx1yC2LzGhdOlNBoA/+Osvt+6zp+2AlJHv5HNpqsFBbJSi4lzoQahIM5ghYTd1MgihqTCKjIR9AyA/lWSFmFYoEXaJgUfljC+XkUIIK8q3idNIAfLZXIyIIX2mUTaI7li5dTgYwON5xbZRGkFi7JXAGZ+ozt2LLdWoDkC+ZXmA86lytFgcDEEfZeFoIprkXZ6SpjLuhdVDMP5qFPvzv6FxMf/SJTUCXmVaVMJqRqt6hdcgcBeSGt8wFEqugvoEaOXgXfdR3SUvznfjrhkY7AjOY42iTgTvvx/TRrBWNW2gzNpq+d3ySUQnFVuiGEJizNy4ZDutHmQyj46vfuK9x3rOl9b33jG5rZ/0FenPh3s10UuN/NuP5GR/XSky23MB9MH0gfVnt+WSVM+CEytQXlo8EQLNiUsPPhMMIAyQfA8OUUog1Y9ZmEMTSYfBSBKKJZMaPNi2aUdhENS6u8D1aJyh6oPRQlvSxOSKBtlPSWnCK7jJhWHueVyeZjoqpRiEyxkoIs+6OXPpcM6mz6LvSS8lJNP72wO76C3TMgiaKwQYEjPWmUorlRVyRJxX880jT03UmxEKQQviTHTKBaYrxkPqritUr1qSBTHmbv/PmUEwTgUC4chDnJ58+mveNYSogd54TjSeVp2eC+sBZxFZOu6NMUJfvUpESBfy9Z8Nrc5+zrxBRBdIuBjsQx1BRsUW2FvfqFz6EE4jfKjx859JY7P/+5R/kaJNHfzabrubj9L4/AV196Qwq+YCoTraRa/j5oYblkCGSTDye/TQ8pgyAyjhW0qzkLMXm9BHOTZHRTQtqCaJgQAhbAnPQC8XsRAvVCSAMYyBuCFoBcHRRhGGGIE0drHaQo0dAUfcQ3QCgucYCFm8iamZxHWdfZmJILabT4ipe/wNZD4D505owNAtnP4bvBbEb45UfNuWaWqsmpzj0y3UQLc6YdGk4/sRoJjiNkvNR+TzG1PfsPuj579Q0NthyeprqupvPhECCEwckUguHwRgTFvYGJ6FJ4JHxcpy4VVUciKs1TWlqtmbIQnSCmU6RNeQCPnHErG9QJHEIqZFMLkovIsXjRzsvPa35tqd10zUbr72pfWJybs0CH/V1tFzXc72pkn+Zx//6d77L8yoqC5pPHilW/X6RhVJFl0SnUOwt9ifZU48qklvZBYNJoJLOWGem0GjMvDR7ohFrJmaz8llDtEE1XBMAHUyVtSvIpPswA5Oqzg9PWsOZKtEG+MwcFbDjUE9XiJ2geUp0UqlBrsS/Jz7JLNqx1qTXb9h2wxqoaOvGUOj9PtS+76QE3xiSfxtdUDUn10UujiLoiTEhpNjpXzs0BWgDN7+YYyuJbSamJchJ6RW4OoNkkRLpP7hRpkqhxfid56XvU7y5PjkVDe+n3FNp8HLDl9Kmz1oNp2kA6Uz6k8ay5XO6e6a3VCgF15qaOpxHib3E/XeIq72SweKxattgOHG9qyIxkXM5bR3j9TraLGu53Mqz//UG1im/+zvcw9YI5xw4e+Mvenq6rhKMJNFC5vABmXxD6ViYl18N5BYS+QvglmEIEueWz4Lo4beJRoVcmkcrdic8o38bRqHhPk15NFIViKgisSaz6/mOEA0Yo1lpZVecWfQEYmt5u8edoKjibFlCZl6gngufZABhXX3WFLaCswi6qa50kZDDHsXPIRhhEW/ZDFRum7dQMhYrU5ccFvjmg2CIiZkvRqICuylao/Lp6sasXg5p9pGtncn2SB65DAElaYCVy8tfk4en6nfScE8K05lJ/cBWs7e0fsllAmFxqvkQgeXvQ0sAyrtyExiMNuHA/Mr0ZJ5nnXsxiH78Lvc3BAqgFEQXljfz3T++33+Oihvvtx+5pfbMTdscomdV5FDhVRedealm20cHnzRuvtHd/4pMVsz/d9NddZ878cXFpUTATbZH2o1iBFWeD6JzFZNNEFOAwMUhlKkAI1WS0lMzD9GcSKk0kaTyt6NJ4quMoky+A7ya/LU7cDQWDYGbYKKCL2itn0RI4jhC4DABpAV7C8dVNRy+dVxNfWlNpOXmYvDffeK3TDrue2mmNmKal9M4729JhLWiXSlgx6j6UV1FtGTT7kIZNcs+a3LqvHvidp5tOwRm9BLifID9oaYB2XnzJncuhjVy7y/BWfE7FVBzUrytI/6e9lVSrTVkRCiV0ML5TaLr6+QusnFINyqpwNDHOqXXGbfx0dTB5T75fSuEITG9pzUQAiyGOsAJMMb6M0u9uuyhwv4OxTREgvufLX7WH7vmhndm52zbd9X378He/nd1x/Pgi0msinkAwM5vClt/9wp2vGWw9e+V0d7engkwDB8czIbT50XJzQhUxjVRIlRnL7KcMO+CE6j0qFUfmlBo0SricecVemmBukjFRnWCem3FC7qRVJZSqEEZlunNmHI04KC0n9E71RDIwZ4OcOz3PETanHaQhdF2UloAuduvN18MIiduufYcsnF9mEwjvKQjQ6xdR5BahipHyE6SWihJC1dTSi8+XwK9T+cBcNGIZ1dBUhCnEuTygkaJzOY0todC9ci6dnzvhc2k1rt35XywoGgfGSA0/JohP9tGu63RbB1XVym3lujUu7CGLVNcrwXLf17E0DvIFJbgsWtPqGERpd6n4OdDagZk5l9M4f0VR+gGw5+9iuyhw/4Oj2rJrL80ohu3Rf/8ihR1P2uTll3mBu1bUrlx+24de9/o15Mddm5qd9dMlxuvpHwi0njrhmwIAyaXSck1ZIYRjUZwEkKFhmDSqWZmgG46HmFcEyF7dZITAxShjRzFHV2NFje+V9SweJXPJzUdNLCGYStxMb272ssLLPEzSqMMHA78bTUvQmix2EZ5FPBYhOMi1+J3vpm+mBc3FpTiEm7dcWy7pRzfeeJ0NkA2+6cl9JKr67MDpZltHtsEqyqfPTQ3aJDE1lbGLY+YlaW81RbXkw4cOkk1/u+sfJ0q3usU6U9Ghj1yrtLLWFndezEgn5AJmdB2Yg/qbfVwnIJJ2R4YnrIViRGHQ0dXwT6MFCLm71fS+7lgIVDqNJz0GGpGEMhxYuOLUVXH1U1BwwxzrLIBL/bK17gp0Fb+L7aLA/X+Oqky9TT/4oW35Kb2z16+xs7v3BX3hSKm3tuZl2T+4Z9Hdsdkr8kLhBg+VryZBFpEpEMAg7YSDFolmWCyrwAapGlxVXcKKrwV3Ruu5LEN8NYQOXyQBi8RPuYRwNB9BRDhALuNilLBASxs4gUAlnF/VBQhIS6l7jtoBa9N0k5/nY+IW0nhjZqjHnnjkIXve7TdZJlnsYY6vRiHYppwdgdfMJYNbx3Q0Kf7WfNdxJABFTO6bbrjGEa9Hp1op4u+hrAEaDK1cSRNKH35cgP3lF6rtVfsAGsWFKvDvqJ8S9MGJxGyV6Sck02kjH+fme3OALGrHpZQa+azpoDYCygUotWkMAvLIyKSdbmmzGO9detklUMCK0sIm1YiQu5fuhPuV0tQYIbqED6ZtnMVgBrNaaUZOAFmIVPcyNxq1rMxMqdHf2XZR4H7Lod3ywMN2YNcue8Mtz7E7H7rPv/3JbdF/ffd7L3vkrrve2HJgb3VGLLmsGLjaC1Sf6R9zKTMeJqKXoG60rMjmrV1jRVStagVsOHIaTcN7in8Jf9Pkc4FaVmeFAhSfi83hi6UynQCoV6MqV/lIbpVwJuhVoP4B6qmt76ZIttQsEw1KWks/talBiGJ1RQhcI4ySPSSfVpEydMWlq6nkTMkGTLy0xmFyp0WLb3EtfD9FvEJ94CQIIYRKpSPqMeOeh3k5/v0fIaJ+cvg6bfvB03bj6kWWizaWunXVtLiFUQLwYo14IEsnJke51xwECcYL14Sq43d2QntJ4zhhc76WABTuEAHXJp7oGAyRXjoTnTzbQoWuabv00g3UDC1yjR1ZHrjv/3jpb8meW5B4X2wX0d9myEqXMMs0TUnTcm6NU5jyD/Q1+J3F4HQPFwVOo/AbbDu+9z07uHu3XXHLjZ6WprM1lXW1FV//8MdeP3L2zLJDR4/VV2dm5xcRLwoxOVQm3PliBIA1nyLQryobqulUU2VB0meCQXZITlojhOVyTDtVLVZgWzs784nVWoCHfB2lo3gASlJzESB/JnLGjIUoFjSDAPENZqPMMXwbJizS4Ewz59sx6VQYVqXinGmGEGQC+6+jElknJQvuo2hQCM12OeRo+umltRlinwZSJDJkCXC+AUobqK1Xd2+6H/rCBfUWpVnHhjXLyYU7w6LRZiVkN+w9sNcKCMxfQiVret4489RPbZQxguTu2tBgcUoLxki38Ss4jXbzEBJQ5xw1ZExKI0vAuSX5X3pJOGZAVsegtqnR5Sky8dXk47LLL4OZUoYloOVBmljCiYRpDGRP8qv+kQyK+aI/g4RI1AWWbsr4wmhyLVmMOd6wUo1G0XRN+tbvarsocE9jZHc+sMm2P/6YffPTn6LFU1Xx0cOHa/7mla9ci+/0F6cOHSo6MjObW8DDrgdIKAKVy2TCy2+YRki8lBiIQh4uw7epVA1GWBsC2RJURhbAUElNy0xoRl7MyiQTz4dphxeFcHFhWpURXi/aIoBmVKk8H+blnIrBkrmsmowBVu2Uj1JxrNoyv5irDiyR5tPK7rSeJiSaEpl3fp2urZLm9TdsWGMP7T5o3//Rg8T4gnbddVe4JhrSjgIIUwiDNFQX13n85CkC12QOkI7z+JanbPGihXbLjdfbPJJBFzUutP1HTpM4W2hxeic8efCwhVkMVvBZCG2r0IXaN4/QZXZW3VgxrWfpn6B9nFS4bq+kE4GYauHQdcpnQweR5BpHEGZsmPINauPcQ6pRIaDL0qXpFtIyABywc07g0jImraWD8BPhS8pEJQQgoGcUBo+LyaHRGCin9VOAOkkvn02MH9y3b99TfPN3tl0UuF8a2s59++ASeqyFeNGep3bY1z7zr1ZUWZWbmZNz3aXXXFP83U99+mWJ0dGl8d6erMnx8WCeurbAsCijBkgRHEbqBNkEdIoBTMkB/LFIKN82LlxgXjRYH5NgGEddfc4ixNX8CJQXMypOSsqEhxUf5C0jEnM+nou3aYWX2cOkEYqoLjWzSJSHn34KF6neowjAWqHl9Ym4nJyWJhToglbk+H40G0dwianqmCp/SO8H8J8WQ5TOyLrUfvzUXvvxg49YPn0QNmxYzWfSbIpjmbV2thE7O2lldEpdSNfTDeunbNvOffYIpN8BSjD8ySvuAE7PhmOZsIMUzF1cX200O7Bduw9gus3aikUNADjpXnVj1LfsRas2VBQ6DTdN6CMkv5RrVHMP5aylMFml1eQbq4f5NGM7SAHdM5QlVLywnmtYAKKbRYhC5reuVAuLTGH9JTnTpuNIMyrsoa5IM4zxAA1UTp08bvWUqygkOK7Ih2twyfln2L+grGwqr7xMcv472y4KHEOrCbjr3h9b+9Gjtv/799jt//BhO/745hJ/TvZttevXV/7tm/50dVFm5m3ewX7/JC2dyjGFGjBNJhCadhDDDFDEClDESUyi9rFBUlcKaG5faBkw+keBoHcdPw3crsmOp8OMkLOewXc1iStpXlFEYdIwi3sAwYoRyA2EZjB76PyJTyE0T74HcoIg6B+0Dn+nA9USCXw4BFgaygMlbG6IkBKwv6BvmVjMRjQMfhyrucqKj1P2XP5fAWXTwSUpwVBkkVtvtG/d+xO7l1cpya71NeUuuB5nsh/FjCwsLLTFZKerGlkoI8eec9sNlCavtR9///u2m34IdXUNVgnBuo+iSYUIe1lZufXQ33wnFbKGKYuwnBokBRxD0OuOg0etsabMwph8M/i4OYWTFEfK5TqFtoJAoolccVtEZ5radsOwYk40tVICMEpB3gVWBANHYymE04kYQ6AFRfai03RoMRUdUq2VSbrpTBNkn4bcPclCd+zIEZ41OXGuVB8iKv+R5ziLVh0DTKltmB+rb1x8UeB+Z8sNB972pa/aj973N/Y8hIzaj1m+wb7bP/aSl177xfe/fz6CcUV2Xy/kwxiAQhD0LdOKZCIy8caJ40wCeFSzmquzzCzv90M0zic3rB7KEnQtI6xqs6zSWrkdsRiBE1SvMt8zmFbCyPYeO20pyhzU0EmnXi2OKbYaxMEIQkBMZsy55Em+wuTAHGRWOQYFUKeO60IHDs4nsD2NNoQWFkKYJCgCGARExGVj8v8E5twgflhfP223MMlU2s+XmnEMlFqKBl2zepnd89h2++E9P7ZXv/IO6m5SRgGtwAy1WuqYhAFuzptrSIZV5WfbIgQzBXChCmUiTQdJEwoTDFfuXV1JvjNLj504a31othVryFwn9+/I2Tbbc/SMZTZyTO5pFhBkjHHNIMjvo1FJghudo4ArJX9slEyIfYdPWA7aaMnKVQAaFE6C36mKY3zVxSel1SRyzu+Tr4eAxSgROM2iM0KcTaik/Ld+Kn6NUatyEUIbpSivsxIw/cWoURegUdgqxfWNc7TlSn3h/3zY3viBv3FH/p/+51mr4QZOHLUnH3rQFq69zL+9s6Pg4Y985I8ITN8YjMevKJ4Yy8wnWznIa44MadWuV+18evNaEKBgJu6jyGg/IEPIqqvLbYzn3RabsOr1K6wOjRUhY9sHVQjaFpKCkPBK07Hkk2EqMTHEopiFzDs4NuVMpn6SUbds3wEsHXbNHesBVuT7y/cQrUrTTMx7AR9gKBybyQJ1ZIbJkiTGFaCLgZbmVJBMbkwkIBSY+QlXI1IVoSNkiWcDe4fwAQtgmAhEdBQnRcBn+62RVr7raYS4Y9sOWvqW2I3XXEGZAxgckJLVDioJkz9IeyzN7UmKxXYBlJSQW1dMIurQ2AQskgFy2vpJfQlSIayIWFvAGuiPkCLn7hClHdQOq0DFbZn8mykROA+BreMFTuFKH8xwDB9C56HDqofUoWnubQ+JohNUcF5Hb718aGDZZKoHSEwVgMQDEWyZXgSgnzlgZXzS1UGJ40eP4/NNYkoqhUmmbStFmGTG5zIOIVaqEIH3mIt56njqGHTGjrf2Xj4yNPn6aG7u1+7/7l0zt1FJ7X96e9YJXJwV73uf+hcrXLjEHvzyncWPfOuLz5np6vqLjLHRefWpVCjCJA0gaF7qME7RFKJvKmkTPFx1HM3DdAzjr7QTx5FvVaXKykzAM3SWOcB3aiHizkNT4FkBisCq53ty0KVh9I+cdrXy9WFXYj0hHF46qxZRY7+EMgWzmFBoC0IDCn6rHNw4E6gAcEMViPNJKHW+jUAUjkZyAb4RcSVMM8WyPAApKjHehw93tpvFAKGjgJFb+fMQ4jxg/1xACj/xM1QgGpcJy0RTISJdYiaCuH5eNV1dB23r41tdSb08SMVe4lXyZ7MowV5eXomyj1k3NK5+6o1UFOTDjvFSor0PuB2SNXSpI9C8vPiUOVyv6qfUotUy0cjHKBkx0tVNSCJsHT399sTB45azcbXlCyhCm8cRmgkl02ZOo+GTNBoZs05y8DZefoVRhYnk2ExikWhZmY7OPCZEwRj4sAbmAFZiPFfB/QJZlDak3wVUqgDscVBNBekrKK40SgGmQjSuh/GYYiFVZvsk6OcYBOzZuYHCHd0DHy+prc/70Oc/98kPvfvdsee96CW2/JL1eoD/I9uzSuCGD+y3v7zuWrv5da8r+vI7/+L60YP73zl2qmlBRQpXgkmdjbYIsgJrQseZ+BM8RDE4pvCrwvLTKqrQZgRx8YMqELwsVkw1GZzDdGvppAtq01m75YarXfFTdfqUgCm2lERLiQOZoImGUEMVzCGqhs/G6gqyqMrBWTRcTM1RQFbCzcrd2dllB2hhVUIdyzUrljot58dck4YRSXkazRRn9Zew8BaCrC43Y8TCutCuWTZO/UmFDUIIZRmCEeGn4JOQg/VgsAh+1/e4vjgT3s/1FjKhNzTW2482b6cA7uN2+7VXWjV+5hny1vLpB6BCtD1dVBg7cYwE10yC9+hdhIQAHeORZSV1xNUw58Zp7dV6BnMV07uK/nFi769ZvISzURWaf7eRmrPv+FmC5/l27dJ5XJfAEgWfyZnjummjbkcOHbWCChJSMbV9jI/QWWxkFhfdrTaNIL/z/wzjMI6G1GKq0IJibQmEX8goZSPs4a07qSYWJZQAAdw/RGPKuAVbKCVI/4Sy6lqaaTabh8D8eN+QDceTOTS1fM87/uR10/OWLvsBwtZx50c+aivXrrP1N12fPvX/x7/PCoGTGXfwB9+33BUrQ/PXrb9x3/33vw3I6vIGYp3L0QwRkVgp262UFkHFAcw9/T6LkCi5c5rVspre2Jm0pDrb221dPNgiJp/q3MsnK2CyZQGhH2XVPnryDAKy2E02Pz6V/B4xLlIJBCpB/EexJr6n+BNfpuIx3ohQOUVokR6ZS8Sz6UNXhPNfz+/jCCzXIZ+MXRTYntYKTlwqwXEEn6jM+RgTvZ1E0Hz5XtxPFPaIirGqAUc+zJYkOXPqgy1eZmIa9QoTxedg/zTKp/f9oKq10QgUrUbbfvS47aNy8lXrVhPrqrSzaLm+nj7r7+6kriOl+PADxeUcgzw8TGwsd4ImjfhgmYAQU/iHbWiSTrReV0u7tdFfoJJjLSgvsyzGS+GCJ+kk9NjOQ1YM0XhtLbUxFfTnGmR+D+JPzbFYqekHupsFYZZx4Zrl3zkNJ6fWRR9ZOGLp3gFodwWyYxobfE+VnlBvgdbOXu417AohjRP7G6EgbjlaNxdXYQHNVFhJXZm/5QheDJO2tXcAMvbZvFMD/R+f6O59xVue94I7s3Pzjqy78bqdX/7nT6SWEWvsoyjTbS972W8ldhe8wEnYHv30Z6xi0bzcu/76vX8119H6toy2lsxaaSwmR4iJKEhaS6Wb89iIMWyRCd6bQABG8X8ErYeoATKF8I2xeuYDZavMQB/0qlyqQhVGcmxhfpHtobfao49to0pxOQABsDOTx6WFIBaC6V3hG1bpQIglXKu1tJzeF1omW4lr1UrvRVCDTOoonEU5cnpPfphqUUYwreTXSbOJtiS6lvy1Pkw8H+ZZDQySEWJNlZWloKClIHLkwjF5p3lvikrMMSGY/Cf2iDSvVgQ/mkowvK4vh2MuLy9Bw/bYU9sJYtNuec3SpZiUo64v+TzShfIREvpPWRcs/TZMyDaSP6N8N0zgPowFkAl4kkWQv8ITtSnuaYCxbIWFcoKM7LqaagCXqK2lWNJOJ3TQwTI3WB3l14NclzR1M2Uf1BAljxil2hN7idOpW0+KOKRAI4UAlMUg7TxFn71ZJcXqPR6gaqSMUJ/lNFWgj2JKKq3pMlBSj8YVlkuI1a8wL2p1aM4KrqWJQrvjLFZxej4soShuDSlRi3muLeMTwa6Tx9b1B8Ort0xMDDxy7w+/tOGG67dECwt3th08NHJkyzbzsagtWrr8NxK8C17gvvlPn7ClixaXPXX/wx+aOnXi1VWzUwFKwoHmUVgHYZtVJ03NXlZeLyt+ELNDMbA4CNkkk30I062ElTuElpKZ4uV7JX7a4vJzEuWUYiUNU7d/HmUCWtBG+ykdvvH0WXh52a4IDjPBrbxiQEj4ldN2nhHBIREuwA/O5yaRVBhVlSMs4AFQQWkQmaTqEaDycSP0VptkcqkNlQrzcEQXNpiWKcWEnAdUXwg8X1Gaj4mqLjsZTmMg16TLRJ1gzeLXhdF6M4QzZvARBQjF0Z6TmLkhhIbggeWg3VcXFtnjVDx+4Cc/pTnjmC2m70CWkEquqbet3fVm60GzdfMC5rBiVdZCsJRwKpM8wo1nSHujxSsBa/IwCY/gJ52YPmsNDRXWQJGg6XiNHcOce2zPfrvtcviQUYAMFoHO/hHKwDfZehaRGoQ/BRCTiofxyRC4FMANZ+D2Hdw/xXNSYFtm+TiLgKp+HadS9YkzLWQxSPP306o5ZKsX1FhlCeEafEhdFvqQ+6c405mz9FqvsgMtO51LsZBnvZCFuJ66nSNIf8vUlK+l+XRJf8rzPir9vuPInl2PX3XNdd8oqZ/3g3/+8AcSeyi0tBaL4OluF7TAffWjH7PKhQsjex958N1jR468riEW95Qx2DLxtBrGmWRa5OeY6F7+drQgNJ/6uxEW44FRswPtIFRLwfAgpkk2MbOx2WGLomkyiX3FWdUneXD52blWj9DtguN35mQzk78ODVOAHMOWd09DoWSEhEmtTcCKBF1tejXppXU0aZTbppcXNC3hw/wE4te5w7xXxHcVY9JxFAxXSQKVTZCGysCszUEbZbjsaYQYM1OT0r2kzfglxfWGuMYQQWM/xw9ksbIjwBNoTg9hjnGEycukjjNxy5D9K+FK7iL1ZdumJ2wPApUTCVoR6TlBtEWSYHQWpndtJBstz5gh9ApSizKltlh6yd1iebEIJnMDEzkX0/QEWeFnKYte21BveVzPPNpYCWO975HtVl1XRU7bPO49RExv3Hbv32uVZJsX4d+G4qOWXV5lfsjeHroKKaCt0gry2xQGGcJ8PEYI4Qjf6aMCWIVqcPKsDh7ttRHqXI5Rn2UQbRlAkCK5mSC7Xlf2XYtbJfVUOtHAxw+fxBSneQqTws8CQZl6WwTdrR7zc5ixaervjbR1dtz2QFv7lXue2n5J9bIlnyquqWnjcXKnT2+7YAXuq5/8tDWuXO5v3bLlPcNNTW+p48mXoEnEYlemsh+IO+kXM53UFrSDD4Hz0PfNA5yfhClC5Mz5ThkIjDrjBNGA2ZgnKqiqcgBKnozDWpfWExULx8pK4ejl4QMe5cGvWLEMbZPHairDUeKEZCM4Wp31fLDcOAMbgiNNpR5vshPTZN/0Pq71EsCDJodicIrRKXid4B5kAqJvHKAg4cnHFArgOynpVPckIcb2dEKtwLl8I2lSVhcWGdA9UMcQC0gKnyeDiQlsYbOgdR34PIMnm6yB8EcV586GqtWDUHYS05qERzkGilmK0NYwMbO4lxy+qzsZSJBjB0iRBKGUpeDHN04XE1LFCN4DLCpiAgcRhGPUYelt7bQI45PBuBfjD3dNdtn+PUet+UwraGS6487O3fusvqjI1jfWkPIz7NoMR0urzQcAwi26WOYUC0XrmRP22KOPU2avz6Jodo17BayZYco+LKexiDidiptKuBQcr8hEcLn/cDBh1fiimZi/a9avth9x7jPsV4JAh1jYiEBw7Sx2aMhqQLJKTPR+ntGx4dHsM7t2v6OptaWmtbP7tQzAqB7l09kuSIFTg4mntu/0bv/mV2+fOHPyDdWJeKgCYQihrTR5UwxokvhQigkpRoLYDdoiTNogTItx+HrJQa9lsV8qDAFXSzWrOmOPhqPCFg8AvodN4cwrcOpEB8HLhcEwD9bEsQOHbM+iBY5FUphLVjP7MK/S+0nlMLnTG1qNB+jkkEuQOSaoXoFf7SEfRRpCmk+JmqJlObQO4VSPNP7kfRYDJrQPH9P5gphw0t7iEEq9iVkhP1JxQAmzfM85vjOHnyVa/BwLj5+//SwynnG6rBKIjiAsmfALMawtyljmcU1VcECT+FTCcNUsJML5JKhaQCbRMIgw5fggW4FqZGCWe+F6amGbY3GQ2TzH9YrhksMsXsDkbcKnnASq18IQ43zrFs93msqv65bfyfVuOXbW7v3pZvzQ62x5TZGlprpsZmCAxFy0bFYeT8Bvk5R0SFE4d0Fpri2vLaOH+JhbjCTkEzzf+qpSAvLQ4ngGGSymAbSnS/nhnnMQTg2i8gwXolmHb7renvzhg5jsLGWMvcI6ce5nNpkON+SipWtZbNQuOhcSwZ7h4ZsuWbxoI4PwAK+ntV2QAvcnMNVX33DT2r6Txz42by5R1sAEyZJGkW+Gj0QhDgtDP4r1ddnQ4IDTLpKHLIK7NcuW2ZmZvSAJnUDqTGQerkQqxoonhDEXH2B2OtvVhZSPJH5iUoFYgtkhmBu1gCh9kHO3wTVcAKthzWoAhwwERULHZJcgCXk7b1rqjZ9pP4RPQiJzU4KkBE7JZwCfQnXy5Xno00Ec/c6OdvqKR2lIj1aDOSFtF+f4qkciGoajR3E8fd/5jvo2fzvTkn0TCGUck1BMFMXvZrAFJyibFwesKEVYggGZzLBiBgfpVE+RWIAkJ5ho7BTmnOqBBOnO44SKvuGC4LkprhOzFYEKoW1Jonbj4ycOp7ohik3OEpQOM9jSoGNcU3CMbqloTS9UuFJijl5CJ6qSvJSYJpWR7RTgzf0E4/NyrrEGMiySUyCYpPcoqxzXzS2YmZ6E1dGVSH34ZhAeNUrpo15mEX50AaQBkQnku2XiSxagYaVBZwiEKgVKIZg5XIdstKaqWY8wNpNYKTncixauBAJJZVhnFaQYB5XXixZ4bTHXOjTlj5TmZJdyG09701y6YDZNrC995EN2/SteuWHo7Jl/K56dblyC6ZDDKi3EEPXgVnQf5kbl5ZdaYX29A0bijIIQv0Ec7n5KizOnWJUVtZJvh6CwwrtOmkwYfeaTRuQ9xdNmJYisytI2IY6Ry+9LVJ+RwPWD995PM4qetFbVA5T24cUsdD85VFrb8JkMT03Y84Ko42Ww0suf08H9LBoB/EsvWnQSe6qVILIKwEqwuBr3XWe8Og4Y8TF9j+t3BXg4kasXwnEUdNfvzoTlfCo1Lt+rnzhUF+hgFG0TlgErbYXwTHDPQ8QhJwFWwCBc3p3MU8XudL1CIBRzVCCdIzu+ZSbWhDLO9crgej3ED1NowwQ/JxC8JEBUEBCoAi25jDCGDwHu6KCtlMaVY88BZOWzwGzAHCxFqx6E+vbQNnwziAi0ZCUcgwUP+yUGdzM+NW5D0NYUAoix4ESxMEZg7cQJSeRQmFZ+mLrt5MD+yRGQheBp/L2Mg8bClXlgIZsjKRbxtRGQzH5I4Kxc7t60yDBczsWY5ZcZNHKCui2ipeVj4mf6fpYer6fw324XlMC99zkvtOzCoiXH9uz+F39/z/plwNeZmIxe+TBMHpmTKkmQjePs4UGOE/DS5NPG/Hb1QgZa2whIy0fDfNKEQhRcqgjHkNAp9uYK+fAN1cSfxGlnFweO+DDfMjBDqhCUpfgezaBld33rbmtrbncQvM6kySpwhlO4By9zkV+Yu1JLmrLucO4ha/LJj9N1SJNqwZBfFGFS+dBqKlcuX9RlBJw7ro7hlXkps4xFQ5tCAK6kHrejREsdV+alS1Php/qCb9+xB/bIAP4OQsk98KEbmxj3FEdQ43wnqWtRIVjOOcd1aDydecp35BvJjNUdiAHD/84EF2jkxpgFQBpJPqhK9XnRMF6ELo/35xOf6+nqsVPQrybRKtwUi1fS6ngGEroCQJ6n9h+1ux7ebMe70WyhHFQjjE2uKc6xYgjyXCiLoHYGWQVt3Ecf9DV8Ws6tBiNCfPWAZ9Ceo1DMYvyUuZjkHPJrswCclCEvGcuIZoFM45tzryKEq8aRwhUozrRbwN8uSZZ7lSkfUDLfb7BpGbwgth/+22dI8CxY+eSmBz8/0XT6krVA/wWsVnrKobxCC6J1JnkQbtRYHdu3P2XdJ08Q52Ewhb4zKT3kRMmkCSQjIG9ZtNnNJKcNQIXJpYk6i58j9sk0S6yoSKJUqcRbEBMkraNSQOfwJph8MYCDIpDMk0dPWD9NNcrL8l2CJxcgCXDf9fI9ZqoTaA+alKnJp7yYKNIc8oukqBIIuiRQ0ImEJZMJ4sVPYkYggwgcYI6KvUrYXHk5jpvCdKa6rNN0KSpSadHALWHj2OwnzTmHKaazStgV8K2QduR48h1jmFlBZmAQIffzvlt8+DlHwNnDoi7alILQWiD0fZW28zOQ0hq6flc1jGsVH0QTH7eUcU6XXXDXxXeCjLHMv1pM8zGE7ySgxTAB83oSckUrE290PkybED7zYVDEQ4eP0FWnxxZVE0SvKoKQMGHtxAJneMbTdPRRheo8fMRKChVlIkARTFmVHNRi44LncsIhec8lGDeEyYtP52fhysJ3F+80xP3WEkM92nnI+mGv6LowbxygpqXXJfBK8BjHBGZ4io/xm599Andg8+M0tsiPPvT1b3xoeP+BS1bhQ5TpCU8CqROUFhwdRxCmgYuDTLQZHt4kkziG2ae6i2JqiDLk1cquphescDloCR/E3GHeU1OKCA9dPMhZlTVwcxZNwlBL87gkUR5IBn6aapVonZcJVow/N86K2t/RYeN1pWABsFgwleSjyFzVJoTSHY+f7skxSZ3JqePyqY6vVVHslDnMNjEu/Fp9OZfMT5mOHo6pny7Wp2NyCH1XgQhJrOecppPQIncOQBH5Wb9zeCpoZeDWRmx2cAKtxZcRMi8axJWSlbbkfNp0TH2e4niOrsb3JaM6oQAdF9jXwoRpmARoiCgOqOvnOkV/45KdDySB9PFZCD9ITJsJWPxVIKaRknI71t9rW/lbCGY5eXOFmIB18D9lWvbjo/XTP3xqoMeaZ8awLtTbbhizNWSFaP0CFtVcCAMRVoMMzpXBM1fqTZJgv8zzDBYal4wKEJbN+VXVOgMrSC2tEqC1+YQ8FlQV2r5dCesC4ClFs2ZqOHTP/MchuVWeHQ/KkQ54Fv9BNdMI/ffbM17DDbd2W251qedTb33LJcOnzlyxkljRfCagfISgAA+Ebxp/YxxYWzEsKYYUAWqZNH4ESZQm1bWQiSc60QwCFUNjZERhS6DhEjM4/9j0muTqNKqmGTKX9JplwCUsWuqVviNuIfgIZQ9SQNAkXfLhHDQr8SLVcD4KdzCAT+OgfyavvqpNZiZKz01cR0TWQ+XlzEknhVwz1ymzLT3tFfBGq+jkvLSvmw7ue/yNkMlnTQZYQIIA/u67CBiLhwTEhUA4u18MagExLNk5ADBDBJwJ5PE5As1PLgitTBrPCL4SE1AIp7S3FowYL5QKGky3z3tcikNHmZYxbkY5aCGVRMfSSOE/Tff1kFyLJoEoMMsiJ5NXE30cRr8YNFpeaiFyF5Edf6xvwI4DpOynuGs2GRnl0NyiCGeQ/SvRSDxep80K8z2AJeWM+RxcUYVumM6yVHQtaOoRrmGEYLv6w1WqFAPhDYE9ulb5+xn4dkH8MA/PTcmoUQRu2Ty6wjZUWlvnqNXA9FF2hTSzl3uX2Glzj0qrB61ShgYHz7o3n+Y/z2iBi4F43chD+PN/+sStU22t/1I6MZIj9MhDUNaZZmibOa245J/FgaEVC8LBcJNnBkc9IXRR0x7zTz/wWjAZJ9NtfFn9MplsOdT398HOcFnXHFVOeAKURZNK5piQR0040a08RNQlAxJGkYSVUKpcuDMkUNYT3yonUVMEWrdUauIy8dzjYwacF5i0AJ1DMSUdujwv4QEdmOOlKxqzWGBCusYcmEkSTGeGSuDQSPJvlM0AxuryyxyAQvVkLjK9SuuuWfkTyXHH0RQaqj4G3Z52EE81e4Q+xrkFeuQxDkqtEV1MpOlZNK268CQwW6cZAxe81wzmyKKpadKr//c0pnkiSU9w8gLDsEX6+b5MSB/PzIsVoVQfmdExIZeMn0y+EjRnDXzVCEyaLEz1TtJqOhn7Jw+dslnMw1zKqOcDgqmhZHFW0IoRkDD7YXtgBSAGjA8D5cAdFYilCaZlg0hGuDeejuPFqkSggngTBM0jiaI0G4bvBBDKTI5XD+vkEjI+vt/+mJ2g0UgWsbdMBNzP3PExflocJdDun7m5/t3bn2zir6e9PWMF7rFHHrbNn/28veff7lyz+5EHP5zV3z9/DQFMH9pLHTkFJKjQjOhK4hKKDS8kTfb8HIyDSdgUimWhJvBRMMeY0ElWyhnem8KkDCOQwVDE+Uhh2BQz09DA0FYSPFlRAR6SHGohd8xtJhc1GAWNI5AaVJ1X9UYKaWWbBbL2JGUMgrBRLrn8cihXTDaZr4iZBDbdFIPf+c8JnB4fx9fnerD6nIt3f7tVFo0VQOCcSck1yLdwE4B7FjgkJobmH6LvoHxlJIicrdQfGZoeris5N4MAQWQGaR0hJ09lIYbRCEqxifplFItZA8SPSZeDEIwrviUhRZgYURcOmNG1I3QKR/CD8WDycw1CNl22BOGCGcIuYoXEsDiUPeAXQKGxg64luEHPQyjvKKEUgSlyV1XgdRZGSlluFrzHCmfGHseU7EDjiYEzh5YcGuiyPgQ/A6CEkSAuKNNboQuJPoshz1ICmsf4q/+BTNppHRyNlSHfmU19xCOMhY+aEh5UXAhtl0FXoTXEBNvbe6lqdsxOEzxvhDubKUefhUXxTPn0ehqzsdlRADaFM5/29owUOJkDx354j41VVdZu//F9n/F0tK1spKtnCNNPZdRkzmQIt2UyMRMZHFZiJmmCB6156GN2KOfMoWdanRlEHVMi4FgYCFxEQsfqLr9EQqYZpfIH+p6C3UEOFJdm06RDHlSRKgZQoVPKv1IqjR8TJoxGXQ7XbpxmiTu2PgW3b8auvO4aKhDncDKukfdds0ImiFZPJzjucZ4TQK7f+Q3Swlw9j9zdl9Og7M4FO4HXjela1SwRFeRklQvlSFyQTEppSwTAaVX1XvMzJky8AUCKs9C3UhI+dh1GKxQHoH4xEWNczxwWRBatsfwBYPs4RYDQXD6NCxoqxtjNYk7LTnD0OM6nXLgk+zhSAdpsljiel/hVQpnYmG5BcS65l6A0Mdcm1Fc9vYW2zjFm49xHH89xhP0LWAQzsjxWDRCSiX/Wy3ir2+rla1fiFgxYV3MrIAoCjdCq11yA6w1jXuQRDihCWOWnaa0RoORF6DQUSa5xjmvUAhHjXuOcS+anHEyxY4IAKdUQz2+9cgNVwiat6VQLfmHYqtGM6jnnmjxyHNnmxBcxWMREf/rbM1LgvvPhj9mqtSuqdj9wz2dHTxy/pJEJn82qxzRyAylfgyXc/SG/TKaiCoZ2Y1oqeF2ak8ff6YmquocKiAs6T8jM4zVJrEVmVAbmSBh/LoHwxdFuSb4rE0psD0W/fEiXUkoks0LstIKOIFCZETQY/ouDxLH/VfxnXUOj9REfOglD/kH8uatvvsFKMLVkGgoIkabQouCeJRNH18E/uiNeiBmmmnwwQdnaSULNfHTLCSLJXvyBwEnIFJvTT1U0Oi9wzuykxbDSf4ROxjykr1BvpIuUm0KIALm55dZB7ZVJxRV1AjS9Ri4ZFwmbtBsCw6q2pdLqs/JpSeNxOkVaU5OY02sBmtXCwzjoXmYAK7zcVyaTGDscZs6MBailkgEqqACyWwQZa/mH8oG5Ka6LcRRQxTHkgsbRdFGeZTlhlkrG/SSZCXEyDdaTI1iKP9cT6XTBaw0GX3WIqJ9zhhCONBgk3y/tp2mBdXFNnvksfr1fbgUmf0hf1KrJ+YNKZeJ5VdNb/OpLVltXR7edoadDtKyMCgAaX4AXzqWQSF5hwUSkulrrzdPennEC992//3urWb68eMejj30u1nL21gYGthhTJ8xgaXUPBjFRFJRl0mhyzPGQY0z6GWJmg6y8nQxeBhPIh+njJiXfEztCBWzS39JXVU9jwrwDKcIDsDg0gTRRMUt1HKkxsTQk4HLY9CBlrMnEEmtfK2o4h1UcH1IiI5BBolRBkLeosNgOnTphP7rre7bxuqtorzQPAYXTiEmjcgDSnspo1pqhRYCTOZoR0XaeNbGvVPr5CsBxoAl7SDMqniRql0w0vuhicB7oWx4KyCalSREALgxAxYsJOWFNx06BDo5YQ2WthTnf6GySfuNFNsFnc1x/MkldELiis2i47GghL0opQAL24AuqiUYgyAsTWUVbBeCIjTGrMUIonenGmCQw4fUc1AiSHW0KfywTZkwYJov8w5hYIwiiFpKAn3Hmmcg+02KjhU6m4iQZ5yUQFRywxIKXRSrNARqJ1JTkYq4D6EBu1gIQlOlLRncWx3dNO3j2rk8CJr5cB5HQVV1ZS5RGVaa8iAsuHsn5nLQyvgJzwIwwT+O2lGaN65YstG17D1k7AXYqaLOb/HeYORwlHM1O5hQW6HBPe3tGCdydFPsprqiI7PnRPe+MdXfeVooA5SEEAa2ITCzZDwE9KB+1LHhPWkkaRI0fYghKiBVxilwn1QHJZb9Jm3CT24uv5sGkSk7pgbAY8wC0zzCOtY4j/qRW5BgPaBJhVjxOSKC0ikPoeAh6mKJLSVgFLGTKvNOkQljHAQn2n6aLDrVANq67zDaQPXyq6aRtf2iTdc9rtkVLFlsJJFp1unESik8h00xCyOzhihBiJoN8HAmi4H8xT6S1JMhpRDMtcBIsZSA4VgsaR5PPVfnie1y+9VAO4iQ1/jPRGvPLqlEnCBXX52V8hNq1QaVKSuOzSCVZdCZZ7bMBj3IJJPdgSs6SvKqAfwzhyUFwtEA4IjhjJD9N8bsJmCToUgq9Aq5I+KV9uK4455kURE+jjzDX75nlnvhcZR6EAcramIUhEscHD6Np5ORJaavKc5x7Uq/yMszFJmhb6tizcdVia6AsRHqRI60J6pZIAUgniagkoZJ+5YSZEdSiqPvXZ850l5ZieAUEpQkAPE3dCz5iiIC7+g7kEFu4fNUyO6VOrYMjFi+JuOvUE1F5BrRlkn54OurT3tIz7Gnv/r+34/3//EnLKC0NtR06+FeB3u53LEglPLk8mDi2vsizs4yenFlF/1WnQn6XK2nApNEKOM1Lgy30bQgAYIqHr5HSQ5A/kkWw1A8lSU/YxdaYzKLyDPO9Ec4jXqA6wMQRtBjHEDNeNfOTsqVkajBhkvpbLya5HqR8KtVWlPCGAR6Ok7rzg5/cR7Jot61sbLTrELwgE37P44/brs2brQ9fKqaa96zIzCJ3P46QLCefl3wulY07c7aVClyjCLhOnY6zeVlAJIBOQCkyO0ecKjkzgU0m3mPC+ghN7N+x03b+9HHLQkkuIOaVg18j9HOSfUYpbRAgJjXBfUIYS98DC1ocsEjHyWQxyELbOdNNt4ygpEEkzDTGXBQu1VFRGDjGZBxlsROSK4HTWKQ1iYAKjokmxLplgnPtjKViexrGGCbeGLHRGbSYfCkhnWEAJpnkWaTICGGMco5svnf0yAmSgUE7QRaDfOYTeqzjsgArzOPlbyaCO64+k8nq4oSS4HPPmJs/d20SIW5cE4Jjy88UgKLhLMwP2yq4uUKEB/Hhp1nEnMABuPT29wfa29p/Ixn6jXbmcv5Xtof/9TMWLigMTu7b+6qps81/XpuMh6p5SCEGPInGSTMN0v2+tBoG5CDzuXiC6rSigLXz8NAWUund+FLjmtQSKsyUCVbCMIOcg28h7hxjy5STpqOcAbN6mJV7lMkgIaORp3uIQr1Eb4qhQWdYieMcWw/ivDkYY8KpjqOeIRV9beWKFfbKl7/MTaCHNj1srW2tlsc5l5M0upy6H8NQyp569FHbvukRO04p9UGqDMf4HhazWwBkDqIrrIkGFpsBX9rbe2xSmhZEUgWE1OVU2k5mqVb8ZBwtH2fSAwycOnbMnnpis52m86gythdB3FYZdmkedUNT7Ux1oGlcsohxStkQmt2PIM9xv6pvKaHzA7RE0XJuMeKeUjLRNElRuRI+jZjTHJxfE1mJsjNo+nGAkwkESIFiZ3oj3KoTE8OEV1Bamk3fVjmLGbSbQj0ejq2FRmBINmGATDUaEVgk1hCLWylm/hCMk/a2bgSXOBna1YFeWnj5viwap7W4Dl2Lj3tRGEImvsxfXWfaGEmDNrouXb+zHvjdTwxSqU58kWTdgC2ZX2slxAhVMmKU5+wsClbqptOni8aHBnKPu+9ziKex/cEL3D460xS/5vXewWNHX5Y9Mf6xefFYbg2DFmHVVhGfIIOtAZTgDJPLpIYTSr9QNWJKxztGiYBsDZIPAczhQYorN8EYy+8SmjaDL6Em7zkMchSzScFrvQT9uyYWTKgRjjuOg820YWUGlsfsm+S7J0g+PYZ9348ATinGhxmo1Vs5ayEmtPyQQdgQgqnrKHf+4hc+j3ogxfbQ44/ZScoAiK1ShKm7Yd58K+K+JsgCaN6zz5780Y9ty7332k6Ec8/WJ60b7TdIQLgXzuGC2gYbo73SwaOniGEBrxO20MqsmTtAwPgIBU+nEJpZOJIHdu22o+SV1ZK/dgshifmYrn40gZZzkaDHmfh5MOgrqIlZVFQIWSCABTDOuKLtNQnZN4nAefHH8gA8wvgxChnMQZtT2YMEP0XgFkrrguLcjzSeji1iwCgm5ChCIKESSKJ4mzLUVTJiCgGR+e5MbyyBqdkJBByEmEVMOX1BzhWm7qdfPjZjz8mcaZ/HOJWjAY8cPIr1ISBJ/piAFhUhAhGdBU3md24RU1bPmF+4ZqfhmCvOEuDZpk1KnqhWSgSXHXhOQp0BxZgLIJBOq1bCdJlPL4UBnncbFogsnCyu0RuPL6RI7lsW6uBPc9OC/we7nXniMatYvtr78Cf+4bWTLWc/VDU9WVCF+oloVWXFUjMJMcT1QDXoyk/za3VGCJOsTtPcmYsbsRrpc5k7WaxeWkXFClc8xvlmDq2KuXoh+SRDzrKKJViJBblzJvwwEDeOEeCBaGyTSIk3QgiAPJP+QRq6j89aDzUm51EioA6tJvQyk+uSttTEHSHmN4XGixAzKq8otee+8PmULniAalJb2Odqa6TVUpgJvayKmBPTWQWBeok7UVId7cJ30aT9pxAumWnEtVYsW25NJ4/Z9u1nbPmGy62kfgGTDWGDD3nfvT+0XMCDUpDHk0eO2kB7hy0jK6KKysdetIg0llDcSSak8sVKqiuZZ/isCID83RxxTpm0Yuhw+XKjLHXOZwuQQ5gNODE+AXAgAWGsBQ6hZzm/hCGNFMoXiiNc45xjTGYhfQTErRT7hfnsIHyVaJfGFk1M5rCQYSGkUy5YjTnJzxzuIQ96neJ4Mi/1NHSODOzPIsCRDhayttZ2y6orc9pJPbsldMqxU+0TSZy+w2ndoizhk2pTmEWosPxtlZdQHZQAvzsQSvfLQikryY9QqwZMCHN6MeXVTzZ3UO6vDbAmj/ElCO8N+A88tWNlybZtSKvDe/jx6zdd1R/kNk2ptXlXX2uPfPaz14ycPvXB3PHhshJKhwcxswQxiyKVDbwfzY66hEhpOfk0o/hcg+wzyiQZZ+kaZkD7ELBhHpjMl0y+l8EKOSsUiwGVM6+OpaJ9CfmLIJBuHyaf01BaEXkAaZwR7YVmG/XFrTk2ZH0+HOsqv626tILS5h7KBwzaGepYTiHIMocyENBczMYJNM0QgAkX7oKslbVVdtuLnm/F1Ljfum+/DTBxBTKEmMQCMwrxNxaRD7aCmNMSCqAuKiywXD7rOHgIahP3TXrImvkNDuj43re/Y/vwzY7s2W0//s537MmHN1nLkcP2CJbBGMK2sr7OKqlY7Oc7OEloQVgWaID+cRVmLbYC6nz4ZRLPTmImkiCKQMXwb526ZH4KIJni+oepyz8x3M8CoYUEzc1LEzvJMRWbinG/MzwX+WJuTLmfPibrAOBDe3cXZiX3yGeacEksDVcMl2MIfBKNTGGbGYRgks9EOJZZmYkginXiyMecy8diq0TSALISQisp4fckvhxi6MxKVBe/S2L0EqTFT0m4rkmLB8eVLyYqm8xIEQf0U7Us2Z1N3+ClnVkIAgAojmjNMYohVTSQ/T7IfDrpcijNivm8v6Nzw8CxYzc99eMHdID/dvuD1HBJyMXe8nLPln/71M3HHt/8ofyxkXKlvKiMtwLTKhkX5smq3ZGqWEVwZpVIKW02xcAlMJPEMpHzL2hEq63GXYiVfKFsnH+hWNFK0Cg03YQK0aA9VJhHcRppyBlyr+QPKYtAz08PY44A7BgIaKIgZes2LrE6ynUrMBthBWxvHbVvfmevtZ6asDIQtkIqTIGzEYSN2DEm9zAgxxxJkpp1XgLAtLmy57z0JXYv4YFd+FjXqfYkD9mPNlVgXnaOzFb5TuL/VcPry2SfKDG+IJO8nmTZV9x4g+2j2M4Td3/H8jH3qmko/+KNl7oVWhOkmtiR9heVSufVGKkE3RAASRlpL1kQltFFMD9gaCCIYeZZCcLZh2/kSrMjEBOMuXzgkBYQfC6hsepZRxiP96FwUXov4Ml0wiaTMYvzKACdw0LTwUKXh8724WvKbGR5c/cWZ/GTaSlWiKOksdApLipC+SzvKaAunysH/02NT1x4RM8AIRNkL0Xlx4pQKtEk6OEUMdg8At0KuCvupxIP8gFVetCDAHMAtwCyO+9JAJk7zA8dV8Kmql9x5oyeu8aJ4XbHkFtCVJwpw/0zUrXlpVbBQthG1kkb1lUeVkOqvz9/830/ue0fPvWZh7hC2eq/dvuDEzgNiLTVpk9/ekXXwf3/Eh0ebmwEMcplMFKosBleswyOOsVksJ/MFzXSm0JDyW+IMSFmMM8cZYiHKPPc9cPW4PJA4xQbVSB0mFT9aQS1nIkbIM9XMSSZW3oYWt20yukZa8XjdI7KhB60WGbMNt66xFZd1eBifl6CyECCjii9ek2pPXH2IBoEOFwdPqWxmJwxVnmRl1liOT4zRkLH/VShfa6+5Sbbdt991jw0avOplxhkidBD0Xk9rMjaxAHN4rrClGVzgXwmfggzcB5/123cgNnENaMZM5mkyAxXiRZiEmcgmD78LJltcVbzHkoatBJLa1i8wPKK83VnzlrwM14qFBtHwFUCbwAB8zBWCkVMMW4zjE0Wx5UpJqhfxYuk1YQMy8cLsn/MCR88SUxq0buy8L8EYEwjqEQZ2f+c5uB4GmexdhhAdxwOyySfcywXXesEz1EFmvIwb5Uy44rWImDoJ/bn/thfWlahd4FUSkAtoJeBy8lziyo7cNC00crj4fxSYY4VxH3wq3sG7MQ9CURJo5Wi56W7veLfOcHE3OWZpQIII/dbQSORBsgKxyHCn8ICWwhCmsei39Pe9fx//7+f++Y3v/jFba/8kz/h4P/1pufzB7N14uD/5I9fZ/u/+JUbBg8e/rr3bEujyiNkM9CC+pOsWkrnUJcalfEe5zUlU5GHBcDMwBFsZQLEeClOMsuk0SDLfxA872BqJqAfc0VUoDNkeKtEgFLxo8xtxfNE+uVp8JDOCRwTSeoxhdmlVlGFlQW2auN8gp48DOz8dMCa1Hs8xuIcrlUFcHiAqu0hZz3IRPZxPdOEIjRbnCABdKRwzFNMzqqGOkvhoO/DN9hL0dR2qGkz3KOAH+cX8VPMliDvZXCtIQAEFn0geBJpeXpFmL4lwN6laLIshDCTa42yCGVw3Sn1nMMXUjlAhUgOHj1kzVRODpB2ojoj6XonmLlcY4gJFsDJVRyTm0fby5uUIMjUS7GI0IheiC9mJ3eGfMPSwDpIMGbKsEiwKIxTnHZQNC5mtCo+a872Yzm4xYtjuGWE+3B9ABiPaa5LaK46v+pauslTnMU6GON5pUjXySGmpmaRyuhw/hULlWRHFdbkj0mTKrm4T2lWjI3uibec5lL8UVaCFl6FiFyNF66Vy+JZndtHB+NvPe8k6VzIOdeBhuOY6tyD4sMJ4D50UMY2C8Qym8YOBdQ1ESrc3tZm+Yx9bGiw5MCB/W8urqzMPQju4LSoDvsrtj8Yges+dNjuXb/OCtevW3Ny6+aPeNtals1nsLOZ5OCLDrSYYmUXeDGDsIwgbL00m+jFnp7GZJKJoIfDIu00hMAQ3ZxWvTRsze96QLynGpPZ+A2DoGWK5Sh+FJV5yjGCaIJ0AVcNvsSDB8SD1ndVrSsHoVKMxhuGlpVRxkpI6gkBXOaizQyDTKquJMeTCavvKo9OQV41G9SDV4xOs0LH0zbLvZTV1loGLJSjIJA/2r7TdoNeTvO5yiMoC8GHVlHGtTSkHrQL7nMOmb+C22XKabK5uBMzSsF4buOc78mFMNGU0xclFthEOOLxrZvT/bY5v/wYF7zm+0oe5ZTOF5YACLELICAaSS024lmOo5k0HkKIhRRo8jpkj7ESSXgYrSYUWITpDBDfEUIquLUK3TNWgtT5g0VvmspdE2KusG8QFyHCGEnQpvGrx7n2BBNZPcoFQHGnXIEEWKKuJ8ghuC0NshYAtaLSM5Y8SsAU6BdhQX9Lezlrh0WWnXAr9BnXod8lcLxUbkJKz/Xb072SfKqwBWLKWHJmtKhbhJgfHq5LYEop5mQGF5GA3FxN+tHUYO+Ltt//k9eVQMx4+8tead/44lc44n/e0lf/n9//vb4zeeCAHf7QB+2q73z3ed3Hjt5lrWfXNUDqzZe5wpjI95ApmcCeFvE0zsBPYEKquaGC2MPQicTjUzWpEAMksELNKfSKMEBhfCwFxPXQRN4QWimTRX7DKMcQ8iVqWJBjOP/EPQp24oE5QjC/ZDAi2Zh4sWFAmQ6SH/k5wmAPDUjTYq51Tlv3WUp+o73k1Eu4tJKHHIQMrI2G0N8qpKNQhNJs5Cfl4mtdf/NN9uI/fo097/V/YuWr19uTFJJtU4qRYm88eE0aL5NPQW69vJB85aO4pFOpO+5FOV1BGBJ+FgPFj9ISz4LBWKRZKkxWfg8zOc6cPUN14uH0NXKd8qNSMl8lfAie2hiz2DurQofSRNUzUD2SUYSOYaHgTz7pMTlurGULyLrIQDsJ5u9Dy0nAokxM1UtpZTWaYDEUMEInBoxmtCJm+HQCiB0wBzEn+TPbARRx7ifmroezYOoq9BAVp5X35J9JsHgyaYFBeOR3S9NpQXPWCX/r+mTZCBDR/koXkrXBn04Y08LJ8bSI6buMcZyFTQKXoMqzmIEC4HQvCh1pjRQaJBrbBB+6OCVvVYJoZ6EWy7j3gsnx0Ok9uz5856f/9aPLr7g8e5hqAvd/5272+sXtf92H02rjGRn1Vd7+nGsObHro/Z6O9oZ6vOkoE1Np+65uBTeuAZATy9qDwOn+ZaGnXDB6nFZRQR5qHvlWUSaBFxh+hkEWYqYVUeak6xvA97Rp5QP/QGPxmYAYVv8Qv2tuyTeRQLgVkIckDakJJRs+B77fYNe47bj/kC2+shZ0TULFZJwJ2vE9nTYIcFIUwCfUbNXGNQoRDYsZz/U4H0NPnQns6n/wq4rMhimlpwB2lMYZURgg93NtbQhzHRpJLBFPgtUeLcdvIHyC79OPTfQtaRKBMOJSygyVgDEz8JM0gRgh7ksFfIaFGBIzvPIqwggkdOYBa4tKlaQtlKZokrGWERkgiD6NOT6K/6dJLi0vM0z+pJLo5QerglkuraYYSTdRVTBXAITGTwV7ZFZOEtrIZZHLZREQD1HlDoLcg7IsNPM5o9O8KFXuB/SY64xy7THApQj3MYpp3QlBIYd7CfGw8klETREfnOFrc/Q6l68lZDSmnhAI2yzWSpBzCNSRTyuwS4iktLEETPNMpqjec00uNS566Xlwf7qiuBZ1uRvu0vgdYRKYIomTyyIhdrxQPRPmjRbTbJBKTahsntWh4eHwrvsf+JPwvgMlt7/kju/ULVz4wHve8tb4xz/3WW46vf2vClwKOFyT5ujXv3Ft655dX/S3tVZXMyD5mBBCsNScz5GENWCaR0xgDYwerswBiYLYIGMyExh49VtTt5esTGB50Di3NPE9+RDOB9RcZzWSP5CB1stGg6oKs6AVEXYloOnVkGAqD1rxKplsnAjB4oWpEUDoWw/2ugzp0tpcqi5TJLW5x5r2dlsE85KYuFuJpXEUCxJ87hpoINTScEI+pf1cjzP2TQuIzBrOzXXmsGrWklkwcHC3e5DK3UMlcEy0GNctk1RBYQ7L8dN+mFpXSaPJjNJKnv6MWCT3l0LLzzDG7fhLQbTbwsb5dDTNY3ABUxg7zbcYwjkJeXma+3PakMEfQej8aFHecPFHdkMTogX5RQx7EQ2UcErVKiYq96ZFiucSZhLnkCA6DqVOTR9riaXFUiPWQZ+5BPErIcQy3UNokkzQ0RDPR81Tgly0ysW3Uf6O8jx2kv3D7ZQdJ0s+D0HMBqBQ11OlN03zvF0FMd6niA+VlYedwIURRHZhrjCe/JTwKX9NN6k5Iy0sa0FLtTPtOc75bH/nu7F4yhzlROyXvleXOa/5x3hNEBdVe+kSYpQRWRgSRkymKAtqEX8XgBKfHB2JHOlou+PRu797Q8uZ0x+P5OT+691f+cr0S1/7Widx/2sCl4JE24AZceib37zp+NYtH7Uzp6oXsLLlMDjOdBCocM5/kOOulUjCosF0CZkUxnFix8OTNGriSAOoCI1DmviOjqPJp5Vf1aKmmWB6UKIzaR/B1CoV7ooE4RspgdTFZRAOPRBNIE0wdmODEc9EV32O2aE523L/cSqEYb5xnrE+UncgIeZmMcmFwLFSJqkZomxmbaITOaGVsHAO9QpQ8qdkGW/OPdy4j/Ox/I9Qi3G4h95rJaVOw+tzkXklTGqbpQwI1WGRgDlTUKs0L1GudDQtLAFpVO5vhpufYPXvxOyeZIAWErxV5xs1L5Evg4w5UMTVpQSgjVObUvSnDOD4QRCDHHrkSeMzwudeaAwEWIuIAuUZSIuahUxLwyE0iq1JYylbW0M2iamvOOlCKGH9XKPKzx2DDSRQpRBzsxGEuBZTOcI4M5JWA5gjE3KQcYoj9NtOnrIOgvgNCJ1ik1GSQ6NkegQxayfhMurKZklkVQ9vdfEJFWQ7/90rE1vPXKsYi5vGRfNDQqcHoUVJi6wWPaVXScjkL2uuJHh2Kgyrvg5a2PTZ/yPvPQAbvao07Ktiy2qWZLn3MmOPp/dJmfSEkJBQQmeXJXSW0HfZpcMuC2wBFljYBRYWsoSSkARCek8mk2mZ6un22B73bsu2JFu2Zf3Pe5UJ5KdlSYDk/5V4bMvSp++73z3tPe85R4CQRheP0A80iSL3cBxdpwpn03D9XIuMTcbV1B1o5hoKAbCe6O8u2Ds28vGqVaudF1yw9WuZufmElPCfTeCoBXH85DvfXdO2Y8e/pNrb1jRysXIj1fF2ThcvahHWxK4R2kb7Xjffoo1aIBZNUL787ABukKqY2WO8F7FjoYl24DKiqbACAhw07H6UfM0wC5pAANR8tAJi7HKSyrkAAG7iQwEYEmLtFv637oh+Uh7PCh/uF+oaiJw0BE1Te4cn+UwABDZYJBeQmkVXVbQNtjk/3URRnrRb42j8cZRBmutacEzYUiJZk6wFZLMSm6FDzcHdu0x/6zHmkW3gpkPO5maLfSFPQHQxCZx0jLQ1+oPNkD1fe8L6EQ3uxj2d49iq/+tiI6ot4FLI0l6aok5jOQS2qJUeTjsJ+Sn7HhdtI2ZhaOfTJi5IfDbCOOWqfNbPrrzWApeQtRaiKe2fBR5wsRAET0quPpaKmyV4P5e/qxO08JE5BpCEYPiHSTeUwLTZxainDAl3taFrYbClG6ClULEgSkTsHEZimgWS5PUwTHopFerEMp/E6vlQiLWkCeqw0pVYySDXmEKZkPiA3DALt7QX967OJu89CLNXoYVCENY/GybYO2stFbeFfZNVqOpC5kJRqCmSBU9YQydehXpjitmj9RapWi0bemDyjBJbB1ljuZ5aG8WNU1h8Edm1RzycSxHXel4FvVEGB4Njne0f3/PotskLX/zib2oL/8kFTpbq2C23maM/uemCgSNHvzVz/OjSejZQAdKiSZZn2s8p3rHaiH8lSOoFqdyIYGSVgEiwVOOk/E6eqqulchAMvG4bSLtZbA8xwwzvifHVzaLORgvn0NA/DkdDydO79rzRN5sKuGAyiPwryybkUJQfjsSXNpaOySbQRuZH6UdeiGV0wTIgXszjbzwlYVeyWu6iboI4mG6dNG9USkIubTcWvYtiTx8uUX44boqwYLJe6nlvxxFzrocOHzN91MqtqSgxjsQEcdA0Gpj4ky+kl/QgQmetEv9wHjpRnbOslT0/zgHRICXC0EjiqNMUmM5QCLvj8SfMSabcrKH9eojuV+ocpldq2kwclFBrxcKzhnBUiblCtKbrorpA6JziPCc1eMp7Ke7VdemqxdTRZtfrBVYpBSMXc55zleuvNVRcRtobRQT4hcei3VZAQnzdxZe0Uz3x86MHDrz86JGWhknyg5tUYMp5BD3kBGex1BwjCnIbR8mMsPmlONRjpGd4kbbrUbO0pMxEGU2ssdDQi0wfTWxrYebk0fdChHWBXWYR5aZ9w+eL3WLjfs5TN83Gv6z/vIOY+EmPRl3RuIusJ9+1z1RpEif1xCTWaXJ9avGgJHsZbr+lhnGNuv8SZfFG9dxiEjeez/NHomZrRZV5pL/fP3Tq1Id+/I3/unvg6PHOP6nASdge++a3TLiodP2Rbds+m2o90QgL0BRpoyBsohGJha/uTAtocLupEKg0+R5b04YWnEVjiuEgt0QCqH0nN00NP7XBFUPloHXd5HGmuNn90n4saKB52fQ5F1380/Mvu+xD1/3dR1yhSNG5cPxW55EecPFeuQ8K3tVRWNNYBJqwv/iOINrtIxeCpeXz7KbjZy2eTl2aTQpCzwvQUD8TfcmFUYMeiXCcTTNJnmp4st+E2egTJMLF4/MgRFMghpqTvXfPbtobuE0x3MDM9DjnxHlwTLnQcoHlCGlSzhyxqvJQikV1jvpH529/kfnj+Wmu4TQ9Gx2RIkZROcyu/S3mNGN/q2C7uIUYcuwok0ll7XR9+cQlBRR0jg31I+hTWcvAplfKxMl626aqfJQssjaYQB81VM2DapZtiMo14wBoU4vfKlRTHoZyjU48EcWx6hsZRIhnRsaOv/rd7/5oUVn5DcdLyz55fMfOVzzcP+A4lxioipxovvKsDBYJcWYluMAV/gLmQrCOnKs2eA9Wub+z3ZSTpysH/PHRUmJiImF6GGVcX1WCciIPiwuoivMzaLHKpqxC5b5YTiwWVlZ6kbWZR6hSWFbMrY3hxVhZhI0zS15wCkpbEsum5Z2lFYSgNa8suMykbj7XK4WKWrVCLkUtwGYRN76ckOksiOGPHT9WedyTd8mVV131P39Sgbv+U582TVQM7nnggX9PHD28dTmLGeWGsjq2ZCONu+cEaZJlkQujBCT3iUXB8hG/2OBcGksuABtcIqFrVq8JKxhcvFC2RQRumA3Zg6YbYPMF6xvuK1+z5vPXfOB9+47dc398MZWKenNy0yE0c4DXSra1cMpHCdiQNtTxZPX0JS0vrS4XUWGB3AgJl9xJCYI2voJ1VTErJ6UtrA1qrY9uAO/RaKxR3DkVYI6BQEpIFRPWMUBxjCr0ISa/rMMCNeCOBDmG3DNpaQE5uolcLMpImx3rqfZzOi+e13liR7N5OM7TwQYPIjzLIiVmnA5h22lEW7d0qSknbzRN3muWtY6xkZKcxyQWUMBIlFhqjue7WscsMTdAcleEZi1+ABROTHw+mnvCNdn1IP6V4GNJ1XZCwz9msZp2rDLnoPshMEhpCH3pkVVcJOZZ4/H+/qUjh4/WcfyDf3HtW697pLR8fts9d179WP+Abw2fW1dYwv3WzG9mnOfgwGMaQ6R3ZhC6SsqLimCx9DLAo5seloO08IvS4i+NsLdRslNMGY1fYQTnpQEi2YXTvUNYOBdVCigO1fopThNxIe2aAP1UKMP95lpVeiQup7q9TWNVZSFTlIA4EVoVI7t5rywwt8QKm26P1KG+bAc3u3R4IQhtDUWxrekFT2Ew8MGjLYfu+5MI3Dzcs9t+9BPcD2/wsfvv/0zPvv3nrRaNiJGy6nwsK4/yYxMjbCyKmp4qwWhL5fm7NJHKLVQxrE3AtdrNz5+skNjKZ55T0WGCDTTCa/tYHHdZxaktZ5/zAIDBP1PY2DUE4375VVeY2X/4h1xHctpXiDsUwCJhWq0A8OGWgWLjNY5tNSLbWoGzhEqCJ+2u/yRsQlIleHKlRKoVDUm5NQmC4Ge9R1ZREzZnAQO6aHpTAEJYVFRGqwWsC8fzcs6L5KIG+nsY59trKjJoaGJLlaTksnGEzmpNFDepTbssu1UEXB95eFuoqQVR7CipUC/OHEAP5S+rK+bMS2oaTF3jUiwum45YUO3h4lgwueYaPK8oTVtnfHyEloC0LYAjuAh40oOLnkLJqS1gis+1le2cr91U3CxB7Lp2oZ2qH5NbqTjGjbDxB3uOUorKbUk1WAvAeXpZo2RmsSno9296019+oPUX3/ru4KUvvuK6otLik4/ed+9rDxw61Mh7HJXwFheh31kgh4XOIyacZJaAIzBjolw46J+ZoixJ01X7UBw+mjJ19A+Z6pFKs6y61HpMWhOhp1lLJpc8K2gqeOXM7f7SmdnSIoRb3ogVRPZbBmUySQOkeVzzNEZhiJg/jktZxZ45k0OVKmGZ7QpqHVkme50cXpvH3hMf67MEq42Cy+/v6gr8UQVOWu2OH91oiulJccsPf1L0wI9/9LbpjvY3AP07llJ7pb4VYkAI/tdmtxNmdJPQTIpLlBuSb5wAPNCXZZhzhULk1CbOXiSXbCF/tOwkG2CI40wF/d2169ZvL66s+dIbrnvv0Y++569TX7jheitAOqe3v+2tl/3vl79Yq/nSHlycBabeaPHktqo6WUsobSif3MUGkmCxb/jSBsousWBkfD37uyzuAqZIcYy2lyqTc2HZ5kkFsjkD5JAuWrPeNDNNR20e/NR45aq6nFfr+IVA3k0NNWaIWdid+w6acvz/QurXPLppWK9FNqkTwEGB/SSlLl6BAky2kTVVq3Cbe0L72HgLPqUEU9ej0qAw8cbKdRtoC077QPJwYZDCWVwodatKEaOI1yiXryLCxBzAAimJGTS9h5FNosmpq7N0t4As0bgUx1lis9aI85OXoRynGqbmuMhpsjxyO0WFk0stcEuglWh1UlxiA8m97uvtLVX9nDbgoz/+6dhrP/D+f6IXyk9ORAv//eDOHZfFJtLOJSCcGZSCljwfhTbBesZFVAYFDHMuQQTbx9opFzeDFYpBadlzqNUUYLELUVhctBUqTtCSG+R2i9LHBZF44EJ4CFBJz2DBUdJye21nZs5TiimBW7qAxpvkM/sHR20uVvxduVW6rqwnJiWUPZb8IClpsZxErrBJefZTOdcxlJeXEfjynAmcNvLwkRYzAXTa39FBS7jtaNc685n/vaH085/57MUHH374/Qu9fc3NeT7PCixbEb6/C2HSyStO0Qa3sD8LYHs8sjCC8pXAnhEaxQIrrpN7lmJhJKDqhqs8SppjjQFLj+W40/l1dfeetW7d58NrN+y9/KrL5/befk/mjLDZFeadAa/3RbQX8BTDsNdyKWejra26q+wNyVowF5+ntRTFSDC+3A7JmYRO0LIAAv1d8Z6Ug46l3SFAxy44sWgGMETjpsqosi4uot25RkEhdGgXi6Dm0TdDLpwDwQsXlpoJpsiEaDSkcU82R8hnLOC+JWHsHuvpNMfaT5gq1m8lNW6iV1kkVyelDc45Zqw7TJyCRYgSQxwHCZwhPg6VlpsAyVm1ah+nxcMsgqvr1rDJKFpb/UvmKS9S/jGKf6aOy8lpuJO0tJLlmgWokpusqTNyp7SxZGn1nxSOXHlVuOveCTnmBU9eI4qI5xJs6iSIowslJ2L0wZZDa+Kf+4J57Sc+xpJlTOeevfNv/vDfHr/7llvewoSbfzn5+K43TI+OOpfiHheyrmFc/3Hye1NYtAKQSs18094RKduPBZJLr+T6KHMcDh85aTasWIriw6KhRDlRNr/kjHPWezJ4NJyTLUTl/VaiAY2kwBcR3FmKTGcoSZKnMwvbRyQExdjNpCjgMdvj6JhoHv1i36/10C82zOB9VmGzR6WURcXj5Q6AJo72HDwev+Vm8/m/fKP52A0/cMzu3bMCF6PI5aOlCzN3b/zaf/xFfGjoXN/YSO6GwgImorCA3Exd3Dz1bdLOWWFjI3OiulG6kXLFNBpImivFYuDl2MW1fLysvFk60wLuzCDCNlNYuFDcUPc/Gy88/5Nfuvba4Td85Wvm6KO7zKaXXvG0Kxzo6nGPdHX5ymBERPlykuzVucjHV+m/nS6KY2BjMW6Gzs+uJRpWMYwsgI0fJXzacPpC1Kyew/Lqhur8lWDQfIFZCrfU91CjbF1MeMn1h40fd0j9U6SdveTucjChnafazenuQVNZWWVKsP5yF2VFhabRFtgWsfZhGYLMSTh6qs3OhWtCoc1iWafQxjpJtWyQNdZG1KaOIvARNk/HiVaz4YILjIOiWdWfOeChiq0foqtwMTkuMTtSCFtCbidrHiJmyuUezcbIdXFN6lKlaxaFShtM90vrIIRYdX8O3qO25sTFFvjipfbcrdvNa7UZRbFTvZy0vNbr1KlT9a/+67+OmE98bCK7WY1p2b7L3PrjH/S/5k1v+cA9oejU3gfv+6u24dFAgZLfIDIlCMlJkF4VGvsQJlprkqCBusfPcpnVhzJNf5OettP0Tpk1y5klXkjoYtFDnSfnq5yoFKTaJSotIwBJylNKQuc7I5YM3coWWdc0KYMJUMd2GiuFuLYgaLgqI7QIsmq65xzMXp9dGgk2f5WHI2BGocACazulBcnzpP2h/PSzFrjPf+yjZpIRQWiuyD+/4S+uKy0oeIc7NRf1Dw+7V+fkuWfaO50RTrKBmKWKBYnA9VOH4wWQNpuDYiOLQWCtDAsixWGnz7BpkmjmObRrdiwS+wjzpsHq1oUifzOLa9XP3xcLCrtIMH755W+59vst27dNfeHBB82KCy94mqCd+eXQjl3u7hPHfcWcSw4bxQ6u5wbMojnlUrL6djMpl6dFzQo/1gPLq42sE7XtsjnXFF/qUejkZoqjKZeCX+1CiwbE3UXocLO4AUomKxnrklVCAD1sjAB993OAsVuPHzH7d+4yASxUU109rpmsFdf15E3jrGiOOmMa160zpQy5uBtrNAjNqRpV0Tc6btppy6DYLox7WQW8XsJrlNSX9QqxtkOnWk1ixUrj5x7kADiUVlUDLhRbYEAjtnTNDiyxFUbcQ43q8tEhec4xyjXInUVIeV7roRSGNqYeVlHyvCbPKC8lqpzWRkpRrqasjr7EIlGZUpo8YBKf08d6cZxNFG9egsK6+YzArd56Fvs3Y3bcdvvY69993QdBGY8dfWz7Z9umpyMRfxFjCsImQB5sCusThrWicxERIQcLtwj3NsD90WAPDeloZWxyBqt89qoGYmFdIt6I7q09cylKbidKSQpED1tRwn6bYl0BIxGUPBPnXrcTF6ZhCJTQHFYeWYb3SJC4eG40b+TadAhZQx1bCg8Rzu4h1mOe84l7PGKkfaO8vr4v+/m88A99fPQzn6d3e8FlruHxr/mGxz6R19peVdTT69vgcOS+pLzceRUo3BbqtkrZiQExAPhPfSO1yAIWVDQqf1gIpW1lwN9m2XhxWTY0mtja7Gt7I/TeNDGXBG2MTdDG61xLlnbXn3P2J9/1tS/+x/jAwNTl773utwqbrrG3rdU13N2dm8+CLRLHKNEueF59OcSQ1+pxXyxcbjtmYRHUsXmW52dxD+awTCk4mxMs5CQLOstxJFC8hZueLf+Q4NnqBcAP1YmJ+eDFHbLzvrkjOWhrWTc3M8XFSzy2f5/xk/rYRH1chM2TwWIn4chDq4aWlWMGYVLsb2szlZTyBEHkopVlWE63aR0aNAOw8+s2bTIrLrnU5C9tMp1oaI12SrABhCiWk8j2AAjsvOcuyNWdbBhiUjS7TX7zXXFIds+xcbhwtcxTUt2HcIhWJhfSh6WUktPmFqopQbOILZ+h92qziuqlpLhyedqIsvt26CPnoAoMEco1+TSfWK8AF9kZj+fuffTR2uOPbtNteeqhfXHuy19qTh0+PPfRr3/1m6suuvBrg35/+qBGjeFWKgyYwXpNke6Zw6plQSXOnfdpo4tTW4JSK0PB9XT2mdaOQdBNACf+ysXwOTo/3H9Zeq5JnZ9TxGhxuqGJv6nGRipcnmJPtpE7HSAlUE0MVoSXwadlwR+rWrlGrQNrpiS6VTFIk733nIsQazGc4vzsKSuLRctK74oNDU0/KwsnbfRvH/5w0eDBQ59pNM5zmnDRyoFBNQlUY1xTtFdL4e7kkdfw4aII2UppqgqbVgPw1NYgqViCjS/rpaBaxY7qjqWRR6J2KWZTOgC1wtUgoGzeMTbBEO+vXLfxaPWyZX/9ur/94Pa7v3195sp3XvvUjfttP0wPD+VOjoz43bAd1M1JqYAFhkaIvqObbf/TgiFQrCIUJtxCKBNxPnMcNHGMGGjWlWeGuDlBNlcTeaAoCy/kSoutvvmKcdTmTbHbApvDw+ZVeb9SCEpeS9jkM46MDpk2ypJS46NmHcwEL44oO9kyFw5SyT0ButlQ32BaELZTg32CTyzsH4E5MkCKoZMc0XnnX2Sa1q6hSsBPDEqSmBqt/dsfo7ZsytTimgZZazUOOth+2tx/881m82WX2AJUq2lZWxlifSa2nA2SdYMU7wjoGWOIyBxCp7FTC0lcXwSG/7PKj2vkB0mWFTg1b/JhWSyYBWvFxnHsA/kJcri1LiIEKMYTf3IR9khfa+uLaAx7A4cc/H/fr/OuvsI8fNPP0mdfcfnXggHf2v23/ezqYCzmrCSO0rWPiqwcpByLT9A+1MOCRsTP8jiKCTVUyX34MJURNLytKosirIBkXGNaTBLOTV6NXqO0h2J0nSk5F5NCyZ3sGTDd/cOmHHZLGWubwx5U3McmsQaAHW5BLGlnrYkQZXlsCjs00ESoqsKBCfbyvNv9SPOKFafXvvzl+oQ//KENShzxNm8yubkak16GsAQRNAeClACqRaJtM04PGke+s3pl6GLZn5wniBFxxALwtGUDSEuiMdXTYoaL0GxlK2wsJlvBIm8pNOMQrxnJyV0oXLb8u0vPOvsaCdvue+5/RsKmK73ooos25+cHlwtBEtqpYlWlGyzyhnVRV2Y7ognBVvJWKKlYezNuzrsUzVydZ7oz06YNq7GPazxKroYgBFqW1Z1ocpftxaFCUd0KJX4jxCAaKqhhFp6Al8R+njnScsh871vfNP3EY6tr6yleDdnGRyNsgqO0yJtk1w8Q4z508IApxbK9+S3XMtgizLrR6gC3sJUSHi/CXks3Kc3QzgCuuEAuy+qrqUbfagZRDGMIOxoF/mGeWb+03pRS5vLw7beZYy0trDk6mX1q6UycKSJgtbeS7NqUBVhG5URxulEcgCicO1fD5sSt4o3CC7R5FP9qo6uKIIWn4FGcY60gqoudqI2t1yqvKtdPCg380FYB5KTTFx5tOXwuv/7Gx0WveYV59K67x9efc967l2za8pNeEmXT3JMwWMAoecQpeUfaSxI4zkuWV3GZWifmstFl5cqJl2cZVtJ6osMcPNxqjjP0sbN/BNYIc/viVEVArp0EIEhgAWeANAROjcIGimHxCuFulmPZ3OxpuaeqzdP5a83kQmo9JGxWwfLZ3AXZBFtRII5uius1UNQW8/z3QtFL6CL/YAvXC+evYvMW5zffdd2qYvyTICexGI/Rh3Daxlxqh60EonxqsS/UOZdlsYuygDugGCXLBOAmctoKqGXO1UhGxFVpQq6KxUT3IqwJXKgB3j9fWrJQ37zyv2qWN3+C3MZU36Fj5qwrXqRreWaPxXSlNycnoOGJQt1msCKKQewweDS07JT6408DnU+jReehrsw4k8ZT5TRXvOpsE6zMp3PTqLnroXazbdtpc4Rye7kPa0niFxJoB4AnLWOFhSffhM0ilmLxBwYHTCGzzyogt84AV8uyraupNyurKmmfwKnzmWNY+nYYKL7KSnPFhrWWdqUbGyUmy+H6lQxPkdexJSccWxZJXpJSB3LxrDVh8xXTd6NyGe4lecewv8YSg0Ocw5q6KuPud5lH77zL5ogaEFZ2kuUSyvuwqQ5951z8CKnNb7KRcog5czzko9jguifaVTpl/WuT4bxGAicwQwpFzZhysRiqorY3nRfjS7DeCB3nKsZ9BFSTLtCue2/9eXj3Qw+bLRdf9Bvv3ye/+u/mpv/4z/5NW7d+0jmbWnbqyOH1dVjuMLHWEPcIyNmepxNOqSxoDtKtcxGCLTdWZVcZZx6W2k3RcsIMYVnF38zHTRTDyOZ9WTPF6rq+DNhCjONqLnwBbCUPe0OxqWJRueJSNlqDXPaotWisge1lytlrP6lm0qLOYBUxaIPesoojq8+/sGXV1S+21/eMBW6M5qTtaONt991rDm3fYSrWr/P99FOfuWa6o+OSGp0MG2FWsRkn5cCcutEMqk5Wv3iL6mG5XPLvsXBzM1gLhGsBF0jJRrmQcf5uqwJQi0IruX6rgRfZUbMco58LTUQip+rWrP36hVe97H8O7nx8+k2f/vhvvEm/7clNF7xMmzDi5QVh5Y3YDSpklS+uDk3sFMuemAJJ0whcOC1MfAEU8KbMORetMjXLKL/xxs16WPThyAqGtueYB+/vMD2wHZbbvCKuB0IgcEWMD1wJaFVoWz6no70N+tGocaF1x0miAoWZVU2NIF9sXC52GGt0GspSOeDGEvJ1Qi5VPoRm4payHsR4QttwiGCSeE0TzP9S+pLAiUe7Y1/ZbFY5Wa1GMyA6gx0/etgMEeOVEYPl8l4vrvFyEsrqr/LgHXeY2csuRmAph+J4hXypH+XshNgmjGfCFZWJSrHuOaQXcjxx7tsMmy0LOHDL7c/YFGvRlGdL4pb7uV6PvAPOXTZAm5MVQTBZY+RVFkAsjiBWeigxTdNr15XegP8WXhLj69ce8qKedBk7TrW2fzY2MfnjRCyW10Rvzn3HW2xnsAD7Qy6dio+xb9biKBeWbQKFgHMeXv0tD9YKrr/22yQWTkKm5bJfnL+st14bIPb2IYweFI/AJ9W9yXpK6PQOhQ4+lKxiU7nZcpmlGPPYU0KKPSjucVI/qXDBSV9+8Lprrn7x/jMX9jSBu/mGG00ajb2sppJCwHGTgrTpIPE4Re+Pgo0bnZ29PRcES0sbqtes9v/btW/Z6EwkXhGOx/2luBBemPRpLnpRF4/2svEQiy2oXWCCFlqUKRScvVGiBMnqKc+m/iOyf5Zcyg3m3PkNKwfhdQZ3tJcFyqmpHlyzedM//Mfn/+mGzeecZ/6vwqYL3vPIz83fXHpZYy0LVcDiZBQ7oonVcFTAhtxH5fumFKfxmWmsVdI5Y0qaCk3NqjpmOmMBGQfmzZkzFeGMueqiOoY1ZszxRzqBppFX3CnBJ+ospZFOyhFh9MwqKFuFNJ+Zxg3qOnHSdNFC4bLNW6hI54W8fhjy7mnikjHWCUqCWTzdaUoBRwohGstVlPXTRBjxF1VO4gc8KCQXpR4mi2hj+WwueIASEPYQ38lJkQKobqg1g7AjJhAiP3+oJCHsxVqtriw3A/sHaa23z6zavAk0GN4lr5nGRZb1UUGuLJyYGSh8KsmDZoGYUJ2gs8pQ1lQfg7hxvyRM1q3kHNVvJp+YRwDLvIWetRnlvqOUOT9ZOaF9SiWotCfjdlxy4sC+RoRqj/bMb3qcEbpr3/v+B7/9z/9yS9eunW8o8Hkd9dW15sTpDttbpgBUVXQzeVVCUWV5OXUeHFOLwrlJIGmQYIUlw6Rcubraafq7RRl5n2J6CZaTtZbFUoGwPAmBMnqdBYY4ppcL8qNUhcBa4InXic/rBlCbZD/FCgrn85c0Xn/FP3xqmz7lzONpAldL91/Ifjm5mfkVtI1b5vD7c6HZ5E46ncF/veKlTRWV5a/yzc5E6+C5uQA7Atz8MlAjv6wTvq9yMlp8JX5tjMTfle8Q2djGSxaYYAm4kHksospr1G1LrQ6U71GuDaPOBXN3sGxzCO4Qv8+VlvSWNTVd94YP/+1dW17zWlNXw3n+AY+9996/cnp6eqvyTnlYVjW/0fmKEKyhghJy1XlJSWRIXbhAER0YvqYNjUzyrGEmdSFE12EzO97OTaW6O5RnlhQGTAoEsoj4SNoTgJoSHOI3FMUMN1/9TyohsGpQRgjtNzXWZrasXG25jbrjPSSmu0DgypubGR7hMY88ts1UwAcMrF6FwHk5J1l7zkWbgu88Ydd2AQs5J9JzT7fxwUwJFpdYpaGYTa/zIcyrVq+AL0mzHqD0nhMnzMLwECU3YYjAC6YCYd5Nez4l2YvLCrA4blPAMWbhJyY4tmZiq6pAcbQslahm+hIbQ+QArZYeVvPz3VYKcD8TxOTq4aK6OqV0xEKxricbOZd+L8qXeaj9U5lVvstLI56e3D333l/0hQ//bm9FQhdv65ouaaj/2NGW/SVHhvovXUUesZFrGe3vs2675EpnJaGReylloDhcSs+imfxNVEJdgxSAcmVnWtsjXzLD1j3Vcyr5El1vgfheLqpllSCJ8orUkkOdyfK4FqlMtaVIA7Q4cFUTKLTpKFOS1qy+uWrT5v+c/+gsaVS8hScfTxM4svy5I20n/64i6H17gSHWIemXn+d1FOblOYIIlhsNGGFz5qJN5COrrXRGoAcbS4GktFwOJ6VKY9VxiXUvyF05LK7Zxkp6HWG3NXS6EFtXxPv0vOB3/DtiNgSSG9YvjRmN9tRu2PiP5776dXe17t+/sOqSi8+c+//pezfNeR546IEXM4d7WaHeyXkLFdUUGmlCaW5NP9VUTDtalk5Di6CLgUJQyBJcEYQh11fM9WD1ZjoIfVjY0bQZb+83lTRPLcBf9xOAi/Oosb+qRB+kQjiG0HYN9JmiuajppWYrSuwgD0IWvxsq1/5jLXZugZv4bhGNWY1wiuZVGs3H+1asi2PLBtfGl4UTMLGI6z6PC6r4czoWsyQBxU4ed5idpV3HF9cjDewvDJsMHaEX4uPm8I6dJoOiDJFzK0PgvNynQ3t2mQsvu4iW5xSITgzhEmKhAGNyVT2N22Sny3BvtJVzOJ7aG9jcJAKjj2Hl7DXjmVp3TGkeNXVS9YEboGmRpJZ9GX+X25fL+3KlnNmseVyPe2wir2jZ8jd/40c37DrnqivxtX/7w69JOfML3UvWb/jM6UP7G1qGhupWw7oJsphqRjS1ELfxqoe+MuxChCerFmSltTe1B3UdWny5gsoNRtjLsrxJ1lkxNzqCc8NPIU+q8q4gz4u9wwYRXG5deIUA1hqjMKVMZCxmUOJzCFvcH0xXrt9w34oLzv+HkfGxyV8VNn360wRu/47HchyjI5cVF4arw2jIMGeqgDkfhrZqxtSibg6Yf4oaLo3zkftkcyxocx3YakBOQtNqZtGSyreJecHe4+bwPCcurZ9i0TXFhnXnxKVxWBheZ6k2LIJyTMP8bSYUHveVlf39uVddfXPrE7sX3vCB63TOf9CjqrrGvf/+++uLELQCuUgANzpfNSVSyb60eILzToFGSdNxevZ81fNS8VQq1m3G1MsStzAN6jU7Pmf2P9phYh0TZkWISTRYZBdjaedButTWIKlYlRu+ZvMGBIvJNbhvS2CG1K9cYysGBkFwx3Djamg1Po1VPX54vymicetFF16IS0b/DpjmMYZCiool1oTkyLLxxdCHeaMbnmR9p4iDPWHhY7jgIJxx4rAkNKQkylCcVKVenBJQjhOnR8gEV+qVV4Lbc97alebxI8fNiQP7zQUXX0giPgALBRCI9ZhPkiZhpQVuqbSFD7TxuRZfVs2JydB21n2V8pD7JYuh39U4yOfDymLVhVIqNtL5qzOXYr0ZrgG82qLZXofbMTYweP5D991XMnLy1FhR05Lfen/tJs/+9fHbvvFf37rnpps+cWx4JFDLfgk4aME+Mo3CB1FlP+p+ynvR/lQjJpEpLPMFoRdlz8fzUjwhwgRZwWkUxTjIpFDiYfbnDB3UVP6zFgVYTgysZL2UtE0fsBZSIqgLG/YkCX0SxGyzRdHJ2o1bbs9vavrg+KlTow2ve82vXcvTBE7wLzVL6RCCUY4GCuJnq5hPlbXKTWhjqMe7WoN7iC3UJxHfAdcrD1JqFvYWSVbBtc3IY9l0A2xim1OUy7iIQImtrS5J6jqlpKEEzs0OtxoVLTqKhUsWFs2VL2368vKzz721t61t/tkIm676/rvv2BB2u15eyMKynVECCJViThSX8iW6zlkWdB4AwoofyVK5mgmKG2PcSEfuDDGYkuSc2/iMaTs4bFp3Dpoap/JwADDShLL6EmKOOw3IYZPUQPl79u2lvMRrVjQ2sQlcZvvux7nJabNpywYqq/tYL3KVuLAribnyWdL4yKAlGCcpo4nzNQ2JVsoogHuqmsEpEuE5WNxBXEXVvG3espnUhZM53HR4hvokwZvHOkpArcrGKoYAa5TEHsHq5qGNwyiIQizZ2iV15glaGYyT5K1Ztcy2S8hw/0RLk0V1EpsrftGADm0y3U8Joh76Wc9J4wtsUMczAWTiY2rOegHcTY2W0jUI1NE1SBjEICJWsXsgQix1qr8vv2rFyq2wW05yOHb2737cfdOtpqai/CtDQ6NznXt2fWZisDu/gJgzn/WRuyxaHvLEA8HgZCV48mBsbMe1aCxxkPMI4gLKQk2SnhoCuxDHtRhiufJ4naCZLZQz9WNczqFL9iq6qwW5Rx6shDwjCXCamH2MgH2cmLVo1cqR4pqqv8Ubu+XTF12a+BaUut/0eJrAldQ14MGQPhUznxNM4nIIqo9zQuw1PoTT0+IibNJqYlPIVIt9IE6a4jVZNstA17blNWKYawX1M94i78/+kGZR7Abl4jTUXjO8NPppUla0sMg0bNp0w9oLL/xqz6mO1DWwR57NI9babf7xI+9dF0gly9RWQZNgnHyXtrL+PdcUB81TXCGLrIBbGlyV5LGRSXPiiR5THisBz5gFYZwyA50T0KXiMNZJ9NOC3CuXi+uY52BzMI4VD47gCaw560Jb5BmvruZ4BPEcf2RinIrqQrN8ZbNtjIMdNb24nBrLGyY/F6fXpgbYj9PcNAG734syqwQcCKFt/cSJCXiQEwiai2LLE50HaF1OlysEp3C4APb/tC3LCWFZIqyhZqqJNHCc+G2GdI2PgtMRNHcXTXdEWwqz7pVwM+cQvuOHj4KwwS8NkCVD+alzl+r1hPvZmjasNhJjhU9QujavFUBujMRO1keEbVk68ZgUmwdZy0KqtrXx5+lvwg235T4qY3KzXmrZEOJYYaclll178uDBG3nx5O+711e85hpz1/d/kLrqHW//jwPe3HTH9ke/4KJ5jzq2uaU42bOiurHTUAo6Wta6SQYVCwt11Dmwcc04e7tbc8gRVjcVErqGqGa149XNIpA9uMf30MtzEeW7DiArhNegGRBSMGPskfZ0OlW1cf325Zde8pW6F11+54kbb8x8Czk40zVbn/6rj6cJXNWyZYvDsbHZye5OOmEhAJhikYeTSPQsgsK2whwL7eFnTlrcwFw0iyqsFbMl0AbqBSGER3C/Np6ETTJmH/qdmyD3kT+zGMRQnLryG4LkZzjWEDNeyuvqvnPhlVd/LjY5Hn+2wqbPzfX7AguphY2C4ovQuupBKZ2suFFWbprWbDPWukmRoKlRInJFnGhh30KuObqzxxxtGSdgJiZBO8/HMzDYiYMAQdRLXywTRanoUGu9p7m2lFxy8mdjBPTF3EzFEUePH6PxULFZBiCSwuXc9fCDppLSJbWPIxlviQELiXnq4oZsZ+kKIPyQ3D+QLxtDo5lVjDtJ3DaJ4I6AIjetXGbBkVWkE2Zxiadgtis/JHcuhz6RAquqli4zE2yqGZDnxiX13CtKnuKzdErGrea+rVy+0hxuPWV27HrCbFi9DEJzxHoj2rFyH9WkCGqQvd9SrkQ6PMcaajfzxR1llWX5UFYSPNZEE2kAqBC4UtsqYWqY13DusjbKzTpx3Z0ipWNNg54gs+v2Fw8Mj4ZOH2+drAXV/X2PK699o9l574Pc1oWfF5RWvC8Tm2zwcq1yKWWBsO3sMXkyLDznlLXCxJD8LORRBkLDFXuwZEo7efFA4mzUOMI0RmX+BHugsL6hJxIK3p+eSb3qvsNH8hVHb6AhUphr1b0eQan0puae2LJmzetcieToyXvuNs2vex2frK/f/LCG98yfmletWMwLh+eGcSGTaGTVRanxpb7L9xb6aH1wkCfhVOCgoHB+rAJ+O5CxmCM4/NZKiO0v90K2nUu2P+u7bssZYZNm1A0S4VUITx/uUl511XaQqE/QV6Jv00tfeubUntV3qE7NNC59ZZjNos5P6q8h/px6dqhHxSTgg3JIqrcTUyTKNYWwLGlSIjlzaL0EiGMv/vsIccmszxS7GcHLOavxjYRN7qHWhUZiVohHsCYOLF8voIj6SNaUl4NUllnXtai8zFTUVMnDwooNQz06ZPYfPGS7jSVxFXu7e8iTjZlykMoQQii00A8lyYnwqAelyM8S0ADCXs+8uQ1rVlJoWg7hGOvEpJ1y4sQymCvR6hoTLqswYT63sLyCXpTltrI7Gg0xVpd+kRVlpnnjRjuZdRQBrqX7cwAAYf+BFqwmpTpoeTWdRULYsHwRUkjwxESxrhn31ZJ4JZXcZv0jYUInsOn5zltsVTnupOZuF6idA2CSBFj1fEIAeSmuD/0++SkxNFRSXVXxEkgSAv6e0ePsyy9hVFddetHnm09yL5TnlbJUkasXBSFPRcKWPV/FbgItstxOoYrdxLoT3O8U7KIeBo4cZDDIbhRWR65rPrxm1YF1F1103Tdvv+O686648i3B5cvbH2Bo5j4U1xjXEVcTI/ZS0pUz1W0ck7kgwsuuuPL3njfL8stHQ2XdQsXSxr4hFrAL7ZfkxOc4YdtXg5MlrEOYcA8wWyqKzMOEc5VoVjYjFkKLh+zxdywZ35WGEadO7qksnqp/RUZGD2LQYE7YL3IXfF9Ay8x68ib8JeVfeP1HPzbRSBD/XDxa0doP3317JN7f66miGDMHYZsl8S7rJt6muuhO4z5pZJTyTxEELUoOTb0T1YTVzcUWov2qAVqibgXPuCO4oi7cFgsooEUktJrgqapo3eCRqQk7YTXG/LJy+nRow8pFrGHoYVNzE0JEghRg5Jz1a0yNBiTyHqGjmnU2TEl/CYG6LFoen5kfLURAvIA7sjQsN4rJp+fRtD6Oob4huawfh7BuTB6Crg7M6splXUA2uHa/H+H1g5B6sJYz3I9dR46ZIdahYhkTeRDKadzRKvicfo598OBhWsLFcM24ZxxXtW4iO8u1tApT9xKXMJub4gW6bH3xn8p25GxqsytNNAZPVMyaIJzEPFxcnROnA4IqUgSKlv3hhmRQ4HYFRgb6r7nztlvxXZ/5o6Zp2UzC4ZjogxWUsteM14Vk5drz4Hx0VmxKfY4AOuXq1J16hAXbj0LdgzXbyXsPzM9PZxrq+7e+5vUdF1zzqs+vOO/cV7U8tv324aPHZ9/0tx+6ZcsVL3p7+eZNJx9hKOYDfB3nuLFAcHHZWVsGCmqrFsuWND2jk36aS4m/n3F4Pf/tCIUuaOnpWZ9fVOQISbNieWStAEet66Qh6mpYqsJM/BPLRVQdFWtu2SKqDlb/DetWyt3ivbod+leQsniVKtdky1qgRKjeFJuged368aLlzcdTsUm99Dl5sNHgF5jLmAXuqaiuglcXx03G4SAemiaumGYzxEEE8TDIq+XbCahUzOBySCjIg3FD5NfLYou5wD9PIXIBrl/0oBliXtA2NhLXxeaXwimlK9dyXDlNDO0Z7LcUr+YlDVRg+yFrx7GeU5bkrWoFTZnpIoGbwRI2NzXggpWYANxKghJ7HnLbHLj2GWhYUmoCH8RmUNW4W8KAspLEyaVLE5+qIiDry+OySRHwXguecF+UtmhobDbp/HJzmAEiDl++aaaVU5TJPaeOHSHmLGAG+bA5QYJereQL8vM4qjwR5ArFkR2aofQAx9J95XkJW/aRtXJZnqoAFKo+OMYYysaPFfbg5s4oxkdZQa+zQqe0kbpciS3S396xduvVV5+/+1jrfVuY8PNMHuVLGmKtXb3/G0vOby7PxW4hxHmgc6J1qfJd7qXia62P5jzIE8jwfYL7FVq9bjJYXLjfG42c7uvp+UljdV3PS666Or7igq1D//GpT8197aEHeJvDjNMysKC46OEffOWrb99mnJ/e2952bmdsfLGhqfn2DWvW/NOLzj1PkdMzejxN4NasX2Xe/L73nCysqHxfYnbu1vbJiZJzuAF5LIaY6ElOXOFtiFqkKBpLPvkcQapK8VUDJUtmk50stK5TZGQ9p7PhvC0aKZ1jXUg9xx8UB8yi8mZzcxdri0tubli+fCAPZO+5erS2tFTgHr4GdoYzwGcJRMhISPC/EyBJQvRE4anA5akAoRIjQ0RmtXvQMEUvyJWdzMnr1VfFxp1seIEZefxNswl0YzEp2Q0ppBfprUB4ijjmMF2wJgA/lq1dZ0IaEQUDPzk1xj4lPgbxnQbGP/fcs0k+l9M0lSk+kIZDXL+qK1gqlBnt2kAp5xFKZS8dbBStbRIPRJtLGlv5MS6M19GnRMgmMakKTJWszTZGQkglGVyXkNew5nwvKzUnuvrNth07Oc8wVeSFpipRwSimEc4DpUDtXNvh42baB68UonYEZSKrqZyTC3dMSJ5FMTlHeS6SOq2NxF7CeaaAV0TiKVg0k1IQAGMSAK2j/Ea1gfeQStEe8LJP8tLpwsHurstWPvzIfc/0/pMyWWzatGn/7tGR9h1d7Y05XEc1e5RMAaVAKHdcTXkf2FLuGcAIOMEgnktOSdHgZZdd8aFkSdHtV7/6FTO1ntx0zdvfaUZowtvFLPT3ffaz9kvngbDZc0T4Hnvfu/76mje+9OrXoFSSh1pa7th7191TW9/xtmd6uk/Pw+ldTSWlmde/92/2/ujLX/x+z4P3/e3EzIyrjqRugA0VEccMnl0wEEJzsmFpbKqcm9A99fMQTUsCxpZFK+Im8ZPoUqoMlqYQz1DCpsBWVk8bW3HBLHfImZ8/1d7Te1v51NQz1ha/7yp1Iz/zlreHvEMDoWbiBqA6zojENec7ARKouipZ7woUiJp3quJJhaRyg5WQ50d7o2xrbmIpIZuKQfS83EQNi5/mmIprVPIvxJb8McRYGpXi1slyDtORq5Qxw0XEZJqfPavBI0Jz0eoxXKlKWiU0U16jXie81Qqrm40pN2gWRHKa989yrpayxOc4xVHFqilOEoPFr+pK3PlJKF6qzlggT+jg+lS5rvPUpFinlAFrLneP7U1351HjLAD0wZJqtvkU701HSNxTp1fORNRuCoojCL16KyawRqr4FuFXDYpsvZwknvup9RVriENiefniB4EUipnkCWSw9Ipvxzm+e4TYWCGIzCEX6sAKK/msL9UMiuvpQ6ntue/+xrp3v9dnvvZVAIHf//BC1N776M4DLS37/3kwOf3f9w4OuVYBjJUTh/tZb1v3R9W3SygxymIAb6QbZVlcX3vjJe95x0/+8wv/lvnFz35ufrFnr1nDfTDf+Ppv/FDtX13vta981dQ3v/rV71QDdlXVLzEv/7sPg/ZyEc/wwd16+uMjH/+EWbV0+VzT6uXX5wz2vjF2uKXcyUJZEiculh+3QNQYuQZyhVR4qFYIEixLzWJB5X4BQNkbJQHUthW3TvGdYHd7evzD+ds4IMF7A0VFqeo1a+NbX/mKp5/Qs/sNMnle3STtHULwCNNYacH/GlOVZKPNYgUEhRdTw2e7NLM51LtjTgl6vquwUjQzkVKlKOxG4nxEExIBVgMrpNzZyXa/Kf8WZz1KEQQfwtmHdfNhLSoAKFRTJvKxcmtKn8QgKmuNViyH0kULOwEKduNq/RAWzZNLkgfSbDfL5kGIksRcC45p8nvM8IZh4cgUWSWh9nfqEqwkOW8mJpTBU8VDAsEe4/xclAgV0oA2zDVgZfAwPWzAIlIHatunchwCUuSAPvkwVkoRuq7eURtCTAKgqdYtg4WSZZNLKYK60E8nwy25hVaZ6qbqOd1tLYpiOJUAiQCgnOwiNDR1YZOAIf7A8wgb65VDTOwUg4PrC6CEZmdSF4/29V3ee/DozyrXrtDRfu+DXinz7/3ox27/yQ9u+Lu9j21/40PDI2tziJ/zEbQ87p9KZQKcm7iuCZR74fKV+9ZecvnX2+95KHPdx/7u9x7/zAskdHqMdvXZa45Wl5vPffc7Z/78jL7/msDpXfVskPGFmfRsYVF6ls1om5uiWXOxdNJac8Q9M2itKTaDhM3GaFYDKHQgdrMCl00JyBLIKpzRejplbTx9F2dNzAzaipiSwuL5VRs3PCOtpnN8Jo+Jjk5fQ031u9oO7vfmkgQUwyGOZlVlgro3q0V5Oe6C3EbFRWpHniCJJEBAVlAlQornbO9CNpAoQ+w3gAQgb4pWk2gQTfzUQAmx7kkykUSljRtFknMwWUTJaqxfCqzvtZp9isT0FIKWxo2dgCYXJR+Xx9/EeFETImkkdTGL85oEcHUc9HCMsp44LqmERs1tY5xj7779polKg2UNS3B3gbFJ2o7SvMnO5sYyC9qQhdaa54jdwXUfO3TUtrNbs369qZBrS5ig3vpREFA15eEW2XyeLGku5zPDueQQ504yjiupOAsBUXyqmFGvoW4JEjIiyhoJaUZ+uadaLESOL7FO8hCoGV6jybTsJxk9+3w+VlnlQooBZalzQETnoJR50NhOIMPHtm276JK3v+Xn3GPJ8+99nP+SF5nDu3aPzk+MfvmyV756+74d27e0HWlxN65be0FJYeFW5sc5mT3gIg3iKKusGm1ev+EfS8LBU6Vbz/29x/5NLyisqfhNTz+j535N4Hb9/FZT2FDvOv3Io9csxqbLltUtMX7crlyZJzShijVTCJqQJ8UglvTLZtByS9BsHRvflavz4spYsIWFFcvdze/KuenGnAm4FWNIKKlF2l1RUz30jM76Gb7o4V/c7u9vaysO40LIoqlCQT1GhKrmscErsBIFBYX23McQAPWNVz5RWRZB/IuYslk2VJIKARVWOumwpXNfpGo9mVI2is3Cu1EnyAOKg2uJs8mUUhgCXq5lCDuNYyy6N4C7Nwg1TH0e1fRGvM1aksIqC8oit8S8COJIX585feokHbNigB2Uu0ArCtLW20s8GcayJbDQFrXkc7shI8uijABV5+MWl0fquD/inCAcXJ+stoAtufQRkt2HSIDft32XWU+/iFoUQYzYUELu5toEgcrKelSmhMIphxhcSTFrf/eQva/WlebahJIq1aHSK6WA9H65kYrUs8glt5N7L0Q7D2sil1d2UBX843gWoncpvhOooSS5TQvx8yyJylziPQ8NfJKxyase/eGN38eF23/GqnBJv/OxErbN587aYj7/sc/sOX2qfc9OZuDtaG/7bqyjs6q/tz+3/VSHd3x8wlVbVzd2wSuvPj4Ir/WZHvt3fvD/8Y+/JnA/ePk15pyPfXLFQk/fu8rYRaXBsCWGLlB9rNbWc8QsKYRN/delQeXDS6iU0FaLa8UeKl3IxwVR1bNczSmEVD0VtV3loqlnB2qSm6T/UJZQTjo7Tm2H2cAOeG4eD91+l9l/220F4ydbw00IwiiJ4gy0LfXTV5lGDU10igqiNsYZpOvxAJtW1lour5A+fRcDxg4DoatqH1Stzr5xBHfBLKHzVgkbTzGoUFdtOuXHVGU9QBuGJMyRZpK3AZgJCaxBb0+X6ervt1B/CUI2CafRC0CjVnhumpmq1+IwAtlGYlygRyFWpwKIXkhpAa6gZo/pZ+X8UghJMUI8ibu4h0GWpRSrrsZqFQLt+3D9LVCCsLHSGBoJhEJih2lAITRu2mj27j9kDhw8YnbzVQCrvWnpEntN2GgsFveQpLh6y0gIG1c08/rjZgwhkN1U+UnOArHwPO4xbqIEU20H1JMfB4FP0VIggCyJrKwETpwM1dTN41qm8I60b9RqLokrqS5YloPJsZSQ1uz2sI4Xn67d8/CD627/72/uf6a7QcLTRTW3rvelL7vSckiHjh5nwO3M0bjidcAttenTyKkT23aZ5gvOfqaHfk5f9zSB+8W/ftFU1lTUHHn08a86xseqqmE6KOckqyX4WmOO5vD5ZQWU7FZJhl1gfpa/LoaJWBzKZamFuL0FLLL67M+h1RS0S1OyNllnwd4crAnxRmxkdDL/dxBX/69XTWkJ2qz+L0f2762wNguh15xrJ4mlWurBiumYpUap47hto7hkIlTLQssNlAbWNFQvVB8n5MZxV9K4IvmUSOaYYwdOUwYDdQq2vW9xBssvMAh3j9xakh4u6pocQGDKEOg4oAd4M+5mDj0pycfhfnZ294KEDZsLLjjfunhjpCmOUiYzQRxWRSAeQdACBPteFJY6Z6nLlvKg7CSZQDY7CXudI/dD/fPzEdpihFIxokUhUXIuNrIUmbw7+Xp28mp61oQBc7aetdEsqasz+3Ax9x84YpVOjHObgbbmFI+Uz5AXs0jFcx7KQG3eWrAGyyBWl1E9Ic9ZCfiMLNVC5USk4wABAABJREFU1r2URyBChyRNXY71XfdYYi9B0sy4Oa49jdnTJCKNjk662SsSTH5X5Ccerc7Ti2C6J8cc85ORa9/woQ9ue+tX/r1t+bp1HPz3P2qW1Pz+F/2ZX/GUwA0ePWrGOrty2h/f8XcL/QMXrCoucoRZhDSwtQoPZeHmSQ6rY6/mnok2I4FSdk15FyUaVXgaZGHVXEfPaQPLUlgHn9djWNjM3A82M+ra3hghP4oZamrqK2I33WjCoHbPxWPvvv15Y0cOX4L769IIW4EJnAzxabUpg5GRSycbcRKHqP+Sa6y8krp26XrcnFs+TXTCUb8Zz5k2gdIc03xWvSnopTUCU1piCKca0BagWHJw10RvU28UJy5cAfHbUkjIxbTejoNIioY1BAVLoEUpecAg9WhJ4j/FUEfo+3+KRjWVtFk465xzbE98AQoiAcuiuXHxWLUnz4vl4j8RgzVhaBJLmIOLrnWW1dA5qyxqUe3F1IWFGFI5OF2PWiZI2SkW9/OemlJyqLlr4YWOk+Q+iNAVQnkjrkMQhHwtMnFVQqSpOj5c2dbTfaaNur0wJUReQBRZNh3LjXLBlNjz033UQ16PEuJnfpfA+QgjUgib2DhKIYifS5dlC6qpk7FieSJK6+Jl8J40qJ4GSluPtBx+w8WrV3+ewxI0/n/jIXffDLa3m9IVK8zxfXuvHevoeCPdbh2laFjB6IlJSLSxUfxqrAAuk/JYgonZvtbKKRmsnh3luD2C11VEKeYE/1s3U6X2mtEl11O5LXYHb2T92CTcFSuQBN6O4qqKC9lkwediWacBHUpDoVWH9u+rTGFlRKbWBiwDDazBunlI0lCrZAZg5atgUmikgBzFY16UhRLeBeGAmfNwnkXGrL9kmalZygDBxlyzckURr1e9HwWUMPALYHZogswEVkFpg4vPO8ssBb3SlJ8pWiosh7v4siteZM7ZsJaiRhL8uLYTCMvxU6fMqc7TpA8CZtXKFSCb8CYR1gBIotxNlUXZEbmclxA9uXwyW2cI38PEgzgLdn65nRWHEKqOD9+J8Up9Zqqrja9TZvL0KTONSztDt+V57qUjBcGZ9S/CQl+4dZNwHvP4zsfNJMpUB0QetPW5Xwgb8dy6jevNApbtQEcbFDgS9sRvTu5dNgbHsqMUROmycRvfZamsF6OT42Cqm6S3EUKHpWN9hVJKGAXETOIxqRWiFIm2hoAWfFpmrBEPIuCDnR3X7r73nsr/+eK/m1O4gv9feFgL9+D13zc3fvrTZ8d7ej5S4/EEqxSfsLiCm+dAI5XXkVZVN60UC7YgaZKBYjOI5FsCkqn52vKfEwn1mWQR0VoLMCPUp0TeRvYmoPn4m94s10RGThW4fgQglOdbGh8ejfJH7vyze+T5/Y75eOK1YU9OZQn5sFyUhEo3ionZxGJXPCc3UpXLNh8otxdBU/mLaEHU3Jq0f9FM+edN/bnLTemyEq4jDhE3B3QwaoaOQ3glpTCP66feF1I+iLVxs4mLQoAOdDBTslioYZhj+jmmG/AjROwVhNnfR3LVSzrisiuvAITwsjZsTI6hL1VTzKMEZoDRFS9bRJfdGGCNHQh6GuBhARrYJMlkweyKmYVszvPcHAoxQY5tFhK5Wg/a43GvhC6qEiM+SYs+2Cv5CHYe/Jv6qpB50aVbzM13PGA6etvNymXLsPRUCaRnYNcAp2OxVzbXmJbmBjN8tM2ME04UiAcpq8p52mY9VjgJ4DBCEjYJkxLgHMgKpabwEHhYRUZ0IieDWjhCEAkdYYgXGo/4q7LCIsYLgJojPxkFOe0/3Vl+NJ3566azzvmn/3j/e6b+5R/+0fz9pz/FZ71wH+6ejnbT9thjyzoefexz/v6B+gA3V/zJpHx5tJ5cxSTmX23J1FFLbiQragVFky61SVVfhQmx7oTybSqNWCBWSnPTbJ8SBMvDzRCzQH/Tcw7cSFGOtMgqS5mZmsjZv2sHu/XZP67/5v84u/c9UVTP5q5Esv0oj0Ksb5xEdy8NfGJcixL1GuCgvvRhNr/ycQHiMNnuWSzbuBdhWdlgGrZuNXkRoPrhU7ihC6a8DPoXdjiNW6hYFqqH7Vu5SEMh9RBBtqSJiPEYO4UFlAulMiCSDGzJtBkAhWyAU7l+zWrGLIXZeoiFNqgAKc4zCVo6w5SYWVIBIoNLQUlgZhTP6TudpzQMUTWKGjQxA4gzFVPld4L3AvzwlYsX4UWJiWCAg4igEpNhSeYoKp2ZYv5bjJwavMqkI49jkYhHwB7Y9qDp6OvifVgoFGwhLvESWi8EUBRbNq8zd7V2mp5xpsdAvlb3MDfXJSFR2CCEVjk4CZoEDnuHwkXw2EuyhLLQ2GviPjH5Ucg8p1BD2IBANfVwVKcAXqEkHc4PqDiK0e9w5XafPv2+lM+bKl+5+l/mTpyKf/EznzUVJJzraJp7Fp2aX2gPvLic/L0HDnwqcerURetZwEVcL1kygSHqw5diIWLiHLIAltbD3kAGba8OleIrf5XAZZsniytX0o6YYt20mGeEywl9I48kZIjNmeYmqIW3kuQZFha/CW4bQxhG+j39h5KYyWf/OLu2om7skfQ6Sa9bNw5hSvBZwMJmlI5VM7gyPuIvDfNTTxbNGGBmBYLBJmajTKGDF4u9ZsnZa4wfhghl0GxbylaJVyA14f5ofVTnhzVioyXhqOVBgVNnZKkkuX123DAtF2x+jXUR6buXnJoC2ZUku4sQNofiLM5PNYQarqFq+nl+FjiF78b649JyTwjJbMwm8EVjdNV9WgprjhbcSfIXuTOwUiAf05DFAhXWi5D1kwthvQwKiMmDKam/gIIbTzBhqKfftLT2mv1He00fBbYJ2PKn6XWpRrXa92KnbN24wqynXCeXhkQkLc1RRlo14fq65ZWwRxR72YnHisEQGlG2ZK2z8x9I9ehACKZ1h1kXrbGP16rtYYo/6c8W5WU/gMFyvUI7iV9ZxQyoYhi3+nhPl6d1qO9D+a3lm7aef/G2PF/gx9HS0uEt525JvPmlLzeFgDkXv+hy8+JrXmbdWo76vH64e3p7I/TWaBilU9QStFcRiyJenlZDkIjcQ8TIIpKCnDFq5GpwK3CPYrKECNssoEqYn6PQiBy8VxrOltbzPnnoEkrVH7lwR9IZeoGQ15PuzaG8QcG3On2lU/OuVGJWXtCzehx57HHT3XLwGmKGZnYpFpqKYyzpKJZDiKAqjsup3i1F2ErgLgZB2xTYq9mN+lFOgjyOu6ZNcQWC5ob2NHAaZUIiehR3bXDGjHVNkiZRvMepokASrNc076tm6GGuSpUQSlB+hA7AieOm0f7qcaJzGGaqp1oqBPlc9ckY6cM1JZ7ThFexT/hH6j3rkvFesfMt6MQaigiu1RSCKpdsluua5JhT5K+AbtjEABhuYlXF2NwTtB01YbI4qmkkVUEfUinAafKHnYOT5tCxdpYnDr3Lb+oqUDoRP+4urTKIRycZ+/TAtg5z+/07zI4Dh6F5eSjUnEIwU6YYxPJC0GvNJJDl0jJIJ8gKa8/I6tkiY4kb55JNE8i9pKSOtVIsr/Bihpcrh5tt4YBy4TndByl1KS1dRw5ueSUA0tjQMOw61+UP33rr5UmH441rT57ob31i104qKm4MR6NDCNvY29/wF+n//sZ/mrdf9+5ntX/+2G92T8/N9zCs4fvxHPfmQ/SqLwKaVv5ESJQuXJonAsMkB/U0jdVL4XPPoCWnUmxAFkjD+hLc0Dg30ldEE1Dek0Uos7ksLbi0u4YjTKCdR7ghg9yYCaxNEX56ADRuGl++sLruWO2mTT3mhz9+VtccyA8GH3rowXMW2toc1Qh2HIURA/DRJiyialrgTikubARBUw5IbAudoziGs3yPcR0TWPbK3LCZHJhk3GyMXULNHOUqbfvaTd+paZA6mr7KxUN4sUf0LnGaCurPZPFmsfSzECptU1VtHsAHIAZzsqsXNDNA1+BiLCxuK5XXmisgj0IbVbVcYH+kFkj8Yq3U1UybV8lkWRJZigzxlYvmRm66hZWQVB89fsqM8dqQKcbi8TnU7jmp0xKZWaO+FvEeJmnO2z9Grw5q7EZIfneQyD49GIc1nwuQs4S2DsRz2HSvM2UiYXoyRr2AGcR8iVLzI9zoQYjQ5RCry2kVfnBiwOykoLYQj2Q1sbEfIVJ3LKsl+dnGcFwLCwrCyefDMnHIg+EpoavS5bJymkCqVnka/6UmRSncafE0FcvpeufkhuswxKSVYAOLlAz19w/QJXneTDscy3b09izbneu5OC8YfHtyctnQJ9/z3jtpmf6zZStWHn/ZJZdM3/bgg89qD/0x3+ym+nbxpa953b3/PTB0z4GWQy+O5k6aDQXUTrFQeWw8wbyWgcDGmUTrDMxoHjKQODCyaFGGhWplHtfMIFQkrEQ+C6q6MNvzgYWTxmL16dXH5gwGF6dycn+W8fraRgf6r5w0ZnUpx0Hg73KGQp+96K/e2Gfe9Fd/8PV27D5g9u7cecFcYvryFIjcLEI+Q8/HAJ9fR66pUBseQfMS16lzrojKGtqenYyDe8j1KTZSF+iW7aco3oS1T9ctqee+LpLjHUN05iIhnA/ET45KG2xicZai2Qqbl9LoKIhRDPdgDdiGGT5X7tMYiddxKhMalpQZJwhkih04TZyWjLNmgCNxPATRrxIk5ZPJMc6DRkAotLiqGXBL88j75SJEChnTmYBhMAQMdkCYCK5mvMscPDpIvId7OZm0lk0pjYAP18zLwI/Tg2b7EzSEBdXUfSwIUttXE6W4VUTqCTPYO2WWVPhp8QcIQgHsDPmxXOMza+vyzcnGYrPzyCDh+YKtKKipmWMU1KA5SLlKCIGqQtiCuH1SCIpSlUywQzX5Lgqg3EulhGyaAHFTf1KhmVJ0RJHsLYaWcA9UzqQeN6rr47RRPNkv8VXToMxF7MUQgfNS3CvR6RIIryqzJ0aHizsfHyk+ZBwr/aWlb6fS4JsUxX6dtw/+wZvoj/xG9zlnnWV+8PWvdyxZu+azdKSqfuhk6/JBNO8SkreVIGj5bBj8PpqpMMicOCOfoew1tCvL46ZKtc0AjIghn0uQLuSJ9WBhiV1YYH0lWdwYx1jMy5utWbnyv8+77NJ/2vbB9wy/4Z///eedJ09uZmjgYnVt3Z1td999+tlc6/ZbfmaCoVBk/84dr5wdHsqrIEYLslHCSkJTShTB3VXOx2ldZN1QLDVuXBwLo9ZzLtG4uOlpIGk1zuk/3md6iXHkKMnd0Rhen9NL/w2viTB3WrOv4xxvmlfULlvBWCKY9Agx0BFCQOMhXEWlHFScOkB92anODtPWR5u8QwdBFrGn6Uk2Z4zPm7ZuqOYv+Ml55RfAwKAdc06OH+EC1KClwwKBktx0ZJLjktuLt5hEdxLYnj6PuLU5WDUH1Cx+BLpP0NqAWAiluECb9pZjkzBkEuQUVRHuBRjivNUSb4Dqehc9WiZxj/FoagtJYoOA6vxDEVDjgMuctTpq+nB7B2HYFBX4TUNZBILClJ3QU+WbojERa8q9dTPcRIRmxa5IlHV7ZV015kobQs8rHBFbP4tSK/eG0eZzlSOVaynEUxiAUgNKHQhswQPGOkp1yW1W7JwxET4vLQvupm0FazKNUI7R2am1pyfa1t//YV9R8Y6F8dhdbsKG5+ND+8mcd8XV5i/rq3e85bWvv9ZRUvqZ3v6+C7uGhujCOGmKsQi4aaaXvFXd0lo211IWVHGGUEkunA2sRLjgceWOHOwK9Wi36CQLOMuipUEIK1asuuGcl1/zscmuzvjwWZeYpXOp3ZST7PbzfrEnEkD2z4bbVlpXH/jfb/3Xu0ZOnnxNPgF3BTdbzU4DgADqzyiiMrebuIKbj+WJA6OPY80mUS4COFSWL5PHnqXkX2UdVEbj3sxzPbbpJ++3YAEaW4Mt0ootIAM4qSWbR5hbu/tMx1AfG7QfmhhCwcZfWASs0GtwwZF/ujTHOBajjyIB6uU8ppiZY/n+EO0SlDCnFg4X2+V6EihhwzkQGFtjhjCxjW38swDRNw5CqkoFlhcLjMVG8NQdmKAP8ISYDWun/HecfzafvWg6TtPNWbA9b9iz+wRWT8RzBILXDPJeBybZmxc1BaC03d24+oukUEjGL63zmbPXp81d29pMX3/MLKstpZ1DAcWpg6YX6H4J7y3g/tlKdOLwLBKmJLtSAQgNwmOpX4BKNpZD6DSpxtL8OHe9RmupeFbNpgSmCc3WVw5KSTHignxL/s/20oHLKSkEARdGoAWI8K0GNLieUqK9oyM5K88991LiRPmUBMXPv4cVuFoaj45Q2j8+NPzE33zyE+986M47l+elZl82NzZ+9omWlmjI6486a3z+mg3r4UeitBJoZ1aZpeVGIi9CKInP1G5Ow8hl4bTA0mqKjfKKCmIXvvhFP05OTMRXv+EvzJq/+Etz+D3XmfNpMCM+Ygku0luvvvoPXp293/u+eeSWn9YNHj/8/ty+Xl8THMZqXNgAGzAPyxsg3tBmU3s/dQsTWjcKo2EUZE4dptxYF82q85AQDsKQz0FrerAqcc49hYGX6+nnOXVsDhL/eZgtMEVx4zEYJONsnEd/drsZox9GHGqXL4+uxhUBs259lalvXE3syzmQ+Q37UvTDZC41ubsgKQQMJLEMMRmbyYHy0shhpyPB5kLg2KAsn9SD/U+Cxf98yQ0DnML6FASQYO6AvpQ7Y6/av+WFaIEXYkPyukUTMI21OebcDQHiQl5LQ6QNTX7T3j2G0AyZzs6kOdk2bY51TdHtmbiQfGNAVtUZMFUrzzZ+OpatSXnNSSzcqVPj5MZ8NKgNm4HwtBlEoYxSLMsdJPRAOAg5bAdi8DaWjHPhuy4C11N52zlAFo0f055wobDV61I5RLmR2kOqD5TQLcCxVMPYfCozFin/0Sqo1wxHskKmJkaKj1UCpuNrA7vwtasBwdKVlY6mxqVXJyen/pWnn5dupRU4Ts4UQapVD4qf3fCj3qnYRO+n/+e7D957/Q2RY3194XNf/cp3jPSc/nCwpMC4EhPUZ7GaaFoZe/neE+SGykJRu3DZpLc2BwLHIgv16o+N70u4MzuXY0nPPFbRz+O5eDz8n980BeXl3pITx95E49RoCRSqcrR+kB3oJWbzIWy2Y7AsGTdVLuQwBOOO5Ljphg2SAJ/OgVNZFARMwQxFoBUF2BQ+WTZcQuXu8lAmAY6pxjfqBzmHcLbDfOgHvu/AVYwjqCUhl9m4pdScf3ajqa8vMIUUnQZJFeSAXGo1ZkbbcNl6sSqyTGh6FJbc1Hm+bBqBuGQOxFHaXwprHrifahLeywZU5TKSqRozlxvXC8snhocb2M+iv2xObULtbwmunUfAL3RcJF+WJp+F6AHtZxao3F7qNMtrSs2aSp954tAkxx83J9oH6HHJZkdBhRCoCSdzyCNNpizC4EPiywvPXoFbucO0dY2aNauoDicX2XWyz/QjDzXsgQDCLkQWk8b5IOhyy+1V84+VPEb3Uo2+gLDk4zEpV2uVitBwzlspI0mUGEkpLFsuzwUFrHAFSk0lkWDl67S3NI9CAiosXLGhzfOxXm4Utx/FSecuB2GDFu55+XhK4HR2SpSeebz7rW9LD/X1jUIoHaUlQayElIHfDwomQj9Ww472QRvJHZskoTqZx6ZD69q8EwsqdMpJkCsWPesPRiHbaGbOHP+5+N59z/0MvJvP6zrc8tHpzs73NmCsismpqSVEgMSuly/VqTmlXblh6vw8iwUZc9Clq5AK9lVVxoWVGxhMmZ6xaeMByVuOwDZB1/JxV9WBOB+trOEZcnNsdTon3k++rHV0AI5lvjmHVgTVlWHTWA0gkw9sXszI3iD5sAUUU1KaGLcUtygVExeVTUfF8Qx0nWQKEGmWejGKSmdnaWSUyNbKxcXMJ8aaTdJ4aEz5PqxrkE2Zx4byUqjLzz7i5yANefKxMFG6JcvqaofJpuURu+Wy6fHwEVBACg7A5XMvJIjE1VjuRWrZAlD3qioBUHozTAmlI/N0ih4ms8Rv+WZiaMIcAwhbv2kDMWWFaagcMeuWR822vQM2vVJRkU8MOIHCSphmUN98jquNpBSPUkDWw4EIIWGQHKp1/STCMgQDppbZbgV4H7kAQQSotpxIbqIAKCl8O58CwVSiPECIkkbgeBbwjXPnGLJsulIroRJmPoAlQvjwXIQ4m8yELxic5ann5eNpAverZ7hk6zn2121332UevPvu4IZlS0C2/KBh09h/ukilE1aLiZfo9ueY45CA1bqtkByd3E357swBAcZ1mr7xWLJ9kCj9OXp07tpjBg+3mIKSkuLO++/70OChAx/wjgznaopPgJvpCxUwrDBib754m/PwC9XGLwH8rMGKdB81l199sSlorsW9JD8G6tbV1m+eePAos6EHYZ+UMcAd1weLqEZBahpq40s2hYAR9TJcZPOXljDFJkpTnhKqiP1YCF4/MqhpOBABMhN8Xg+CRKphigQ36O5iahyBI51C/BXDoiQSWn7oVsRwfoASHwoLBxSFYUxVXcQ46qT5yYNqevyTDjzLSVzIJNahcdN7mqlGkTzAE70OwUK4xRTJwxprZJTt94nACfRRaU2KrtHjdI0eHU8SZ85BxEbRDJPaQSAHJpLMQkia+jo2e2aWztK7TV1dIw1lK+lOdcSsWBIxp7rGzeDgGJUQ+TwfNqM9DBPhmgsQbg/324NVyqDscqlgWMCLWESgnAgBdsgUwmM9PXHadFCJnWEOeSGeDxQ8K2iiwFnABMmR+2jn9ZFn9KCjc1F2SYgXMQRKtX1uzW/gWrlie1wrcCyK5lIQc2d6ersfAnWJ8efn5eO3CtyZs40WFkF4SJVrMcUcB9ZHXaqIMMUNReNyI1esWW62bd9nHmk/xZCIfBYDtn0gbMIF+YuZUCRD3dXgQILJIM/B49Su3WbPrT81S9dtrLn/Rzd8YqGr6y3hkSFnhJug6TR5YOUav5tGMAT3ZyuoqUynfgz2I4hpwpSsLDFFyxhsX4S7xUZZmIuZ4HK/ieauMg/M7jftXUMmx09inE2by3UrblIbPzE94jBMhuBK+stob4BymSceHBmbMqPDakGOMJEUJ80GkIRVY/Mooc6eRB7E/ifIz8dtI/FdXU6hKlZKJUCYIVwkEr0oCyW4xWRpXFqERcNDkPOEJrcABOsqEEXjmdXyXIyZYD6zwnF1peXlbSitoZo/ug5Y9ogoXVl3c458JFUGsQwV4hABJhH4OPEqyiSAspiaUm99eJSZlAn5HFQxUMN3us0sqWcUMkJcwUCTFUuwcvv7TSeCV1gcxspNmj7QWI3yzeN6VeXglXUC3XbhJmqKbQafxoVV8vM5ZSCHB0icpwGZZLmL+e4lmHWxzkgV1yhYi7QM12XpX0iVXGepm16UXDAcNaWECS7cSqHNEjo5zhK2JGvii0TSFJvusG9+DvbaH+MQv1PgxIu78yc/OqumqvKyAvIgYhM4WaQ0MPQ8c9NU/6bmLytq6/Chc03PwIgtqoxTfzG2kP5fX0nJ9iWrVsfXVdeearj8krR5FiyAeVy+7oP7TfLKVxnfxz9w2bHtj31qsbPznBKG+hXjvnppf5aDZnWgBdWiT9perPxuGqtGiLvgS5kkIEWmgGLMteX0fEwSa4xaoqwDbbyAm6UyGm14u8FZbWslsGrKF6lfidqrjSbYuAheBHi9c2ia/o0TVuuG8ZDyclMWDPF5IEzjRgUDDlw0XE3cPq83aNsdeLBGLsY1qepcsYwb6+VRfGjngOMtIOB09sNNlIsv6yBNTnIZJSeXUZKlAl4rRGwyCVr2wTnyS5YXJPcriwxK4CSgals+iXWL06Npkq9xrFkcCDkDvN7DdTzyWJ+ZmJy1qQyf6gDTMdPKZJ/CAmhvnFskmMMwkqA53uUz3X1jxPygq2GvFbilWDs/1iwHWppI67nEvG7eo/YJAm/wn2maa+y87FOxKdMD60d1k2IlhbF08ozULFYcUV2/ZaKgOFTdHg5QTgSoNkq00wkP1l3gNIW40E5iXbnLNt3AZ2pa7QytBV2evHkH5Ozn6+N3CtztP/i++tKvbayqLC0CAEgzdAJ1ZCfpqF2eulXlcDNxuMxqhkKsoN32nDp65QY66FXyTztv/ElHWVWNcYenzCQVzX/oQ4L/n29+q3nFhz4c6P74h942dmj/h3NHRsrLcQcLcDnUO0Os+wxImTYiGAOaOg1vMmaegJxdU1nGkAb6yC8mySFWkK8LUlXMDQUQSU4B+ozR86Oly+x7tMs4YvMgnDR9VQAuVxKh0LBGFyTeMbZ3O+Rg5SMHST0IkYzA4leLvdICD/QoSMthBM2PILFBZHlcEHaRWKqq41g90gJ5QdutGj4gAs3GgbnjY6CF2uPJAgrwSJNKWJgj6Y0yI6xBCciyEceA7GmApMjQ7GSUCtpdMDtWTw+LDOt8sRTqVqXhgZyCzW3pu58qCJGO88mfhQIkj4nZ2KumpKDEHKMCYhD62sRUylRHg7jSpHugVilZ7oRplAcBoLTIz5cX64ew4hYXFAVMHyOuRjgfVB1MOKwUay/2SdATxR1EOfPBqp1US/V8zqmZwZS7GIXcTcWGJ1LINYhylsba06IQ9o4XBaF1UbmQ5vepwXCAnORaiAuilnZSnZ+hNUYxys+J92DrAbl2gXdTvGcOZfh8fvxOgatZsrR0sL/vmkh+wBEAjJgE9p5jB0iLyr3iGxqN32XiCdT9BQTTcPqoLvjWG9797q7XvOedxjz28LO+/hv/+V/Mede8uuD4Iw9/caCl5S+jo2M5pQihhg7aoYHc4JwcXCuHXDwAErS7uHiaODpCfDBAi+rmegBs2BWVWMFR4pfZnnE23AI9OwBAjgyZWP+0iQCHhXODppSNEsF1trcOYSHCZ16dx3RNDsMsSeIO5tNQiUEVYcpXllWakiL6jiBkbC0EhPUgbpyDKTJN7Rk6AOvlBf0rxCJU0wYhZFvi5aEgbC8RNqHizIzIxXJ7KYeaRbOrFfssCGoSK0TuG/dUpWIAP2h+fQnNTOPGzYJmJgBetNMxGlgIhJ1zzgHJFGlct0mpCA9/F3DkFnyPQGL2bCHsIu5xHJjeE6QavQslNT5rlpYycpgcW5CCUx85roVZUEvO1+9ldhwWR/xM8TCrSwux/A4zAJunmuvSwBB3hi5gEnYUoZNiW6E3Tq5fleBuJKaSbtGNcDEP99HjxUO7CxEoECxZZ9UXilAgIrQsF+oAy8xruJclgCwrsXTjuPADNGPykbeNIMw22c75yAtITE07YDEFMihSB5bz+fj4rQK366H7zI5HH1xV4PWcU0eXohwWzS0rwqVJo6rxjb1xQr+404K/UwS6GZfnSH5B9NHB1nZ087N/PP6TH8IIyZTsv//ef5g73fHGmsV5dwXnEOSmsKugSeHWil6EK6Kbpq6+s7QeUP+VIDFFFcF6Ky7MEz2DphIgIn9glnq0STNFl6vxobiJjyYp9adPIenuINB7Pscu5HiAfcojy680aYRtDApY79SwqVpSTL9G1sIxi8BBgnLBi5weRljkAqGVkQy5pBFeU1lVTN8QSlwAcTx0OM5h0ywixgswWeZIAM4gNKKTJYVQYjlj45P0NqFzGO0OpqB1DY1O0+dfrQhl1dhSCIrPB7PjySR3GmBnbsEJ6JHNVS2SaM/JAanExGtCkBxOAVeFnEMhgpJLzO10zbFsOhaGl3/UkSyBwHvwTGbT0xCU+Twsq5eyq8nxAdN64qipjPB6OoZ585IIr/pLQq+Co5lOR01hSQSK1TR9LUkrMdF0GpK0AzrWPHtCeTc/VDbiEOI2tgPxbYAlbWbWwRTAWh9gVcAbtcKywPXOoFnmQmni3HxcTL+t/1sE6MlDsNTCohK3eh0tCHfQEl6xo4N4XdN3UB+WGJ3Hwq5Yv+Fifr2Fr+dk/3Gc5/TxWwUuAHWcAsgVgWjIXcSmFWtdQa36XMzB0kCn4ueLXMN3K3BBAyCX6evt+dZfv+Nd+54Na+TMFfbv2kv3q/5w67Zt/zZx6sQbmkhelbJZ3IpPEDa1NlB3qowYL2g4VaJr2J7arqdx+bygFUtogacW5IdpqNp5ahCrRpyAG5aiia0fl6wQV9GP1s9DWNV1OYyA+dDQlvEuyhTuVAo2xNjUCD/jjoUZ4ICrpVZ5QvtGRhKACmmm37hMYRFgSLXq5aB/QYVS41cHOT61lkvNoAgAM2ZxF+PUsE0y1HFsnOatzJ/TEMUJ3N+Rkbjp6ZOVlALBqqbhZSI4QTZhkIS2ZZUQ7wXoHakhH7m496rcULt1xTvDw6KFz5Fzg8DMPYknmPxzMmH2HRMNC4I4gI3NJSJkAmasC4tykKDQRc6mKLp6UmYqwSwCynEG+3vNYA8xqKccyyhDz/XTuayAItsZ2B6zeA9lkJpP00ovjjBrdsD8JO8HRZ1D6ESodrCGuSisHO6D9oSLPVOC8t5QyzAMXMBBCoGdxFyIJZYdahmup74ELGkGgPwpeSsqZfLheTRi2YaIf/dRV+ghVg75Qtwr6ue4ck0yini95ILkQL+ABE4NXv/3W19vjhZG/66ursatcbvq0KtIwclG8OKWse9tj3wJnAIBzRhLu3PmGpqXdbcdP8X2fXaP8cFxE5iKBR656xefnmptfV0lST2WFqFCc+PiLSAEKoxVZzDl+2RVcnBb1PNRbcEXVLyJa+EFzSvlJHVT+7jBU73T3BoDLA1vEVaJDyvhxirmIKwBNq+GTCgOySB0amE3x+8xXKFuWoDnlfhA+kbohTJKrAaTBcGqKIPIjKAVYO3CIeJJmCWq0l6gTCdBPKROYBpOODtHe4V4muawMTOMVe0B4ZNbprG4qqwOwF4JMUN8DWigqHQREtC5uIezqUlcRak3lAjAhEZSqdkOBWPWLZyPg4qyt4TqRUMoI9bFB2DhhTLmxj2OlJCCmGaYIMJfzJwAL67/vKrRiY3E1NfmXnAIQQV97XcCiCD0w1NmDYwUrwv3lrbss8kQTBkEG/UcwlKGguQBiatgdNCqIYC7uWjj2uLCctY8iYBwXOLrCbVFwBPRHAp1jOakINLgYrI+pSiMNTXVZhfDIPvxSDKqzNe6AfHOk8OMc61RdcMmVrM5X+6jbVAFS2ctnco0qbQHYRVTpQJBV4WLDz4sQE3udHe3jJ4W7Xn3+I0WjpgDFzz3SkCSInUNdsgFYZuCOXGjcSqxGNlCSDYXmtQBKjWDMAxPjN9/0dnnPlq7fOmzulCBJDyc//6lf/vLgWNHrvOPDOUoX3YCX9/F5lTjVrEu1Ntes8WKEKZyUMoCfl8gZzODdtVIYcVSOWzoML6hmv0EKPWYxadRsx21jUDJW2oVU19tD8eAes+jPBSjoj5NBsRzhs/ppPByEtCigOqDMGhdbVkl9C2ErDCH+C1A70hcaWIhARiTIH3WXbTxF3mviTi5q2kzOrVoxkgbTMNBnF9kcuYknZHhRHqx0hFiSzfIpSszbtLeKWItlBcC6kF4lMj2scm9uJK+CHWgvgJiHEWX2SaqGmQpgFwCp3VT24gkCmdsgr6hbGT17McVsemaqlIui89xgCgv4KoJa9GsgQJKhuJ04AqFTpo77201XQx7XLc8zPxrahepBVwE2/ciEPPEuKqZ82PpNfJqkWtSE6EAgE8fqZEVZbXEeUHOgZQryk99NicROuXm5nD9VM6UQ97WBcXOAQGgFFSxsabGHOnuNhMo0Qh/R9os+KN2gDpOsaYI8bdFyqZUzqTUQwX38VzKoe6ZOWlOjAwQypSYpQyWxNmGIVOwMteH2cNgahM93x6/JnC7tz1gbv7hDRHM/2tJB5DS8nNvidPYpEoD4MBZ4RMCx51H+MicsEnlrxeWlHQwVxq19uwfX/vaf63affLER1p2boebjzLHws6h5QT/qRpZG07n4EODarzUJqa/bCWh6peGlUDxCsHufs5NnZE1REOIlx2oqOMhgKIXEZbbNhIB4lMPx1VE4FAagQ02xzVNzjOzbRprS6GmH/pWLSyL+ooIgoB1RWm7QdWmgbpnAWuScxSaJnOwYDOmh6Tw2DhgCHktDZfPw+rUVntNGQosAttigc8SIjgxBpwNuOOGN7gIQLDI63NzaBdHL8yFFDEmJTPxUUAp4RwSKoQ1g8BoYo5iMC+ggx/BiHLMMIiphzjRRzxWEmStELYYMeCR4+20TIe3Scy1iHs2rxweYYHaYIgeNTEJaAGdq7BAjYMge42w1oA14Xwvswqo//PTioIUR2qKtDyfhYwSiabIq3mJPyl/Ir/WP9xvRhD0fJThvNoF4m7K0s/iZWTwLGa4AKHHAkT8uJk+FLUH97IBIESFv23UByr9EuCapNRzkWV5BkKaCwBT/FhI5TwJ9CyYVYM3ckF9jdkFabx9kHnprL+THF1NesGV4iZ+6fP/Yj700b+zbiy3+3nz+DWBKy4pddz9i9uqCgK+wku3rMF1ZGOyICopEcKdo42LacCpsRtfiJjmQY9NTo2vWbH60fqNZz/ri3v4kUeLDh85+NFHdj1eCa9T6w8IwBdHXgRAEPP9DI8Ox9LkQhnSja/kZtVLIKXVdd64StK0aisgiN1aTo5DJGE3q4RNXaVEBVNfDQIOAhU2MNUNs1zXJCBEx0gfsDjjeSlvIb8LaZjX0COE/QRiS33WBLQ2rNbgeNyc7p40o6PEh0LNiAs9AA0FDMmoqy4w1VUhfibVAKskl+PZ1ugu4mE2yiyIpKB+WSd1EIOmAjOFnwERFL+gW2wKZpHkeRq3KS3+pXJxXIms1Azsn5PHu5mKKiEjoVzoIRVCJQJJcRfxZfMyxWCMh1JMidVP54IYuom1prFAqoGboOAVSzVFpXc45LWJ8TGEsKqEGCqH3i64yjpnL0hsABfS7YJYgNAWIuBj3QAfWGgnaYMBqiFqiypsrta2Wue8hRirpZ8DYId2SYAfLB8WS2Oz5FGEuLxGBnIkQF576NeZAA2PIvUw2FBmVNNj1XQvpfx83F81Ep5DiOWVLMP6qS/nPprsHkbo+iiDmrvzjsr+2dRbr3rNa79w3dvftZDgc9XE6fny+DWBO3TogL+utuYfor7cUsatcgOJmfSF1VBuSTy9NF9ObWbtPbSOmqcygeXh2+689/YVF7zoWV8bjVWZ1edsnpqcFLjNHsJV0q7joX+F1qnIVZDwApaKbWYG2QA9FHqWoukRHZu+wMOzo4pwLkHz2NAInfJTEl1r4EDKRHsS011ucS7omCa64ucBw6cgXU9SoZ4wvpIQroy6i0GX4v0Tcdw2rMMAwMuJzhE6XmnOHGAMZ6vBGMp/qUQlNwcWIIKRIAfX2sFnAaHb0hVUPQoeNxH3SlqEh5BHgQrsJ4QCUcJyiojsUoyHptN4LLlk+q5EdAbBI9CUfNFQNsxGxrUuoqsxDKBJhiDuP9TNZ7mxfLiMAA1itCSgmElp4tWxAsRWxENSCnGEexo+rI+FjOIe9nZD7O6fZDoPKZKiiJ2q49S1USUezOc7KO40qKJiTz90tCT5WdXyjWCpp7juCIBHAuukVoIZBFxzHNTjZhFB86PYFB7kcP/cEkIuI0ocprhMXNcTVK3ECAcqqfIGDLVgllOKh6p7NaUlsLYWLodju6AXig20FeSykZzebibO7t77hKe9p+f9p0535ixpWvaNT7zvvUN2gZ8n/2j3PfV457VvYnjDWHlsbGTF+RsuodqCuyN4mc23yJeDOMYjgWPzqWpXqYEYmknzzxoaGwfyg1Xoqy89dbw/9IfKysrBnu6+L0ULi78zPjYKnoG4EYjL0rEd5SlZgZH0SRglPOP4++0wHeoQOC+vVfyA8eC1CKsUHK9N293MpteB+F/9QWzrdYTIRVzgYRSXktxzXPbQ7KRpA9l0kVt0M0QR7Axt6zBtvSCTQPh9w5NmArRRTXRGx0EG83NNWUkOyW/iHJBPD9o7Kyi4YXLBJIismZY0F6qUVwANmzWH9dQkUKGOAtckrPY6OWcVa4pnqBFRsnQaSby4SDU4sd8MAj7H+cwh+KoqmIjhdoKcLq2PMve72jSiENVNeYL4c4CNOJNUzLdAPCR2vhBOH/cTlxEXVW0g8jiXAlIZJdER09OFEjkdN2saM8TIaC06e4k2JivmC9HlLISrSAyq5czH7YwNTeEyB8zg8LjpogLDB63PRSyXtO59NiYTtJOkuj2PabIOhFMFqprKs0gspxxhEO3YTMMmVcm3006hk5tXChhSSF4XvcNdZz14Dy8lEY6F1PkgiE72XxjBL2C9C+maJuDr8f7B6K577vkoeblNZ114/nvuvuWW9ite+Uptnj/742kCFy4ocI0OD7076vfWFNAkSBtSRNFs1S0+stxK3EkHG0bWxUalLIKGVFSt2ZT40re//5xcEChX5sILz9/L4IvRBx98sExghNwKKyVyo+w56Sl+tv8xDJ3nOnE/Okgel7IZRRtSmz7EC6a53slruR79J26kZbJz8/iFjQR6B+vdBdtB4MMYLtoxmsTOYEkCELb7IdwmqSpw4Hap8kBk4Xxcr9JSeJFA5AJyKivzSQpjbbAEmBaERxaNOIX8kQdgI4eaOAfWSoWieUighEzWzkkcKUF88gz5jgohXSEbxA7ji0ARQrOkUE13s9eun/UUf0ffM7eWjmAxc+wYyXw2cE5+xlTAClmkHcTCXB45MwaNADrMJqeIGbHapB9GSEtMTkHcHkGgsSihCNcaKravI9oz3UPiiCZImYAOkiLIwRq7QWCDQfqQlrhogET+kfcFsJIh+iKMSwlwPSexrsUBBnYCiCzweTPkJ2WH2Ta4ydlWfj7lblkXeU4JhDLJukqxh/A318PaKUSg9nRBdOZYGVJSTirKc/BqWFXQy3nWEAuPRyKAxTYzQjiV4ijL9ZuX0N26knkYt3e0uw89vu3F3IqPb3r/+97HQsX5+rM/niZwrceP5va5Fpe/5uorXF4WhFWwWta2vlNswZfcYW0axRvS2prqMgG8PT6VcNxzxy12Q0gQ/tDHIgTae7/3X+ZvP/y37e+59s230k783alkXIoti8RZm8YvVtie1HwI0wxPdUE3OgVUHUCLUhcFyMDfCXK411bgeBnnJyG1T7DhiacASyLMSQtRD+gEmYzhlh4hJjhKQ1UPHMj+0/24okmbF4uSCigtDAIm4AZFcrBoAVNeWQhXEnQzF23LYV3EWVLD+kzViGliqRUcpYXYaGwAC4DwV/s6nZOELKsE+AnNrbgZP4Lz11GkE7Ln7GBTZV9vryD7PietxrkpS4lnaknKx2B9uBGSPC8uro89CZDT2zuDGzxnGpfQ0hwOZGU1aQpQ1BQWcnQUJj7xZzK5YGchOBFMUn2swzTDJKfhP0KzGk8YD4rHD0IbxMrV1ETMAUjMSdx4lUMV4gFMgAz7iRlPjw6bhqIyMCesHE2b0hAQ9IUdxY0klk4yoZXY2IXbLtO/yPIgbly38qtYYC6wnqR3uqrCPEGCewxAKj+CwkJs1U5eYP8MaxTE9VdHNrml4MmWz+pH8NSvZiP81czSOnNHW7vpPNLymhu++51b49PTd4iv+ed+PE3g4hPjTi8rqvbdQiMV8AowUYym/onK/+Rw8+1NZzPoR1G8xrjJ23fuKf6fu/Y4b/3B9dld8gdcmbT3T//+w6b6nAvCN3z6H68tiCeX1wYCDg26WEQBzOIqavDHme2mH+RO6iG8cYK/dWHh6hAA2wQVa6Q9a9E9fpDlkMXT77J9Htr0RWmEVFoJIx73ZQRhO40bub+rwwwQu3lz4UqSHyvH1YxivdTnIxJm8miF39TXFhIbwYpH6cit1efLzVP91jzFufyIq8m0FjbyHOwTCb8EXKiuwkhZPiWwfTA3VJFgaxHZcNJrElxrvXXyvM8KoKyg4jkCsBzRt3BN9dkSYPWfFI3LA6BVUchGBsWUOyqxd/CaXCzUJLERxgYiMDk1FEcapss8LRhKQx4zW45rSn5Ms8Gn6VToP+I0j+8dQuCSZr7WC6pJ9Ts8S1WpsT9g0BQSzwGosJ5itIRBLjWAJEVj2RFYJyd6u03hEkYnY+X8uI1zk+N4HEKO2VNYYFwFzkydvHNNCgrZGLnA/tEYz1AloQJi3NMleBwpqGwduJcCvARiiQKnhwCrRRYxX2XzrJYGguBQU1yMouE1OMtmPWSD2fJKc3N/v7+3vfMyPJy7eTGr++d9PE3gKgrDTr9z0ZuLJkmBLGkgn6q25WcvsnCar6Yuu9rwdgMhlnFcgi76eEz3jJwPhen161728pv++ZOfmv/IZ//x/3xlP/zUp805L3mZb/edt38w1tb20Zp4IieNZp0CteomhpEVk1shGdMty8oat5EFl5TPIn09WLluv1qMeygZ4SazIwUwLKJdtQWlSOROirpUCIG4uq4WvqAPYaMN3mC/2d1+wjiB/1eUVlimiA943guiF4264VAGTU0FcYUsGimRaYo2EyCUE9M0mYWXOT3jMjEAle7BKdaEEVRjxF1sbPEIrSvIGWf7MhLLITE5uJpqJ2Cn7yCIAlk84OGEkVaQ1DRHIIxmymk+dg4sD40y1twDL+iHWP0+ARlYnih1cX7oMoB/CCj7CvYFd4n75aRbmBfLJm4o7hjPuQgJnGD7GVCJEEjrwgIgERbGCU1MpURTvLLlOMyVEdxEXLh8XMn5aTqNORNYW95DvFdZFTRdnQgTe0UdtaIIoAjEldTKddIprDhSYtYURiw7RPPK56C9SeiUDhCTRxhrLJU0/RTjdcEKGsY97MaSnmRNt6IAl9P4qR6hG6Odot1r3EMHAp4Fy1SGRIMmNL6b2HuBY6bAF9QTNI2VU4W+EuH1GI7qGHFpUfFLTxw49HUWpI2vP+vjaQL3nve8d92O++5oVJvtCYb9FRPEKu5Q3GJdMzawapW0WSyiRmA+RslECRe2srSyvvPQ/q/9dGw007zpnJs/9aG/mfvHL3/pGV/cbQ8+aJZ6vTn9+/d/arH79HuqJoZzColRSoklE7h7id4+I4hXmkz2hL3IQ8KW/Qh9I9Izo2yAXlyY5ggol6wJVlmiJqumhwcr44MtX0TH3pKKKhK4PtBGABLGAz9x6riJ4xpW1eMSQeZ1YTEWF5Ikth1mSXWU3owhrj1teocpy8ENG8ICjBMHjUFnGhxL4f6QaEBrLypBl0sMQ+5qAQaHqGUaASX4XxNJFUeqOjrF82n6waThGAocUaIXOcbaAZ5IoXMtUnhSELMINgYcaB+kj5gJueK4/M5nBGV5ge4rQBVrOM8izLHSN0JWPbKGHEuKRl1o4rBd1OdFSXVZSVlXtUWQFdUc7DzctfIKJy0Q80wMqzY0XkCMxnG49ym6gcUQ2kCh2yxdUm7a246DLCqehzYWymMdxhnLlQ8HlBFcDBIp8ywx5VJuXIPGNotzG+BkNL5ZHaunkaQuUgnz0ODEHRsmZzg8QU4TNEZ5t2qlDYivE6yNQ4iu7jf3U8pOQayAsQTr4ON1FklH8SpdgJqR2cf9zTNVKFaei8zEYhHd/z/34ymBkwbe/vMbz6murCgIcVN9LIyt1uXCdLOk2dzsArlk8wTLKoVPoVG6mAKzurbSNGIp9hw6VtDSsu9fKd0oa1q/+Zvf/eK/JN7yN88s+dhM5+cJp+tlvQcOXlcwOuIvQvvlkY/SpM31sNZ7SYDGEIxxzuOMXyAR0nmfsXRyNhP8on4ja2Cf1JBP83OzRInSawVU+Ijv8uBHFtLlSfdFU0RPMqllb8cJQBLY7PSODIE4+rRZWQMHtVde3Mq5Gbc52UqrdGKbESq6h2Mp3jsDcomFIlEuaD5Frkqr5WYDuAmEIiBmBcQZLuK4M8l6XUMSzmAArS8rO00lOkuMJVJuSrcDscBS2Fo53Cit+QxphbaTJ22Oro4ZaDlYwjRexwIu1yjVBZ00AVLuMU1dX2ZhAIEUUpphsg9xJgJQQO5PiXTVuubSdsEL6BNRE142sZeYTOkJHy6hH2WgMhxt9ppy2CMk79v7ZhhR7CUuVloIqhm5u1zvjKmrKuJ9baRbUGhYp5LCgK2HlHPX2Fhpjh5sN0+0tZqLGT8WZQ19C7o2FB9us7qhqRNAB6hyP3upGOJzAeBLMYLa2jVh9nGvyynnKqTOspixzN20F5TbqLIf2xKQdRGVT+FOCkKEularRGwR5aL+KDIG+jON/0wUQVdvUK828PPg8ZTA6Vx6uk9XVQb9DhJwmH2QP4AD7r91uWyvCl6jiMWeO4s20NMHSXjCLGE4RQSGxNlLKoVkVhztav3szqF+34tf/or//cg73tolSFvMiN/2SLaeMJ2HDleM7tr13sDwcKCAxKbHxmosIt9zyO80Y+mGuLEpfp5mISV0Z4RNakDuoiRPDJIYWvrE6JjZyFTQKBA9MB0bFEuDwGnjK+6b4DhDQNhC1VppD5EB7q4gWewnse3G/bQ5PjSwA1h6ZIp0wMAYiWHcR4opR3AfZxZgZYRrTJT3pLBScQpTFUPMgmZmpnB3KdDNpV7OFrGCvqn5j2KvBWIlEa5nYHoniTcVTWpYvehcGs6RQ55JE4dyiEE8CKSubHaaUqDyRjbSoqlqWGbdRQ28UJw2DLUpmemF01nBejAF9HSPSOTEPw7T150wR09TykLhbT4udiGIqqq5haZGArBfeN5F3s4jV5aUgYZohikqNU6oc2zuJPmR/jGsCLML5nB1hQQKKU3htvsBlJYuCZmWA8OmULVsCGxteYT4DSuHy5ukMqPr1KjZiSJ14E1U4hJjxqGQUW2OkEnQBhC+Me6vkyqJyrxCs5TYcITBJKMQulvYe8tKikw57qpnECXGazWyWuwa2TAJmzwHFs6mLLDPpH/wHVhj9UdRCkglPmqJyJi1nUXFRV2/bf/9KZ9/SuAeuOunoFXj7ob8EmIWLgqCa5JNKV9fmljlOdImYuJrgyth7Afq3ghvUvVPDqxIFDfmvMZqgtk876Hu4U8d2r3rJc0bN38CYXvgq9/4lnn/de/8tWuT0BBJu4d+9vP30hBka4SOyV4+gx3L/wgIm1m9RUrIFa0DMlbX3XbOQ5vqaQ+EKPsQYpkhPcDweeLLSpSHP009FmUpSguoBXiK6xslptg10G/aYsOmbCmNcmpLsA4IJpXhc+QRVGo0S/w1RrnM0NiCGYbJotG5edR9+SMVbE4/Ceggt94NYyOJYiLxXBplQwDuUBGQRMhVZa0hhDNUCki7S+tmAFRExtX6CURQp+JFknminnlEKcNN13MzABUJYHTpZa8fCwAYEqfwNeMosgjxIrQoleOkoH+FQtUwYYrZYAwiSYCWUg7joxxogeTwvKoTpiYoLYqZHnieLrqGKS6N4Far1EZxH2EyFgaanHQiCe807LxkClYLm3UU1Dc2FTaFnJtL8SVrJ4HzhJOmeXkNfS4HmS+BdWXjL2+qxq2M4/nETTOIqW5tRwfske55s5wO2xFiQZX+jOMqTyLkoTJeA7o0RNMiIYj5ADhLqwpYz35iuzlzgnOOELOqp4wm0joAaJTsl/XXvrHFp/oQu7oiYuPjKOlpH5C0pa4IGfqHBu8f6uoefvIPf9ZvTwlcIBheCsNkvY+FUDGp/HI1cMnDLXOD5knje/PRbuwaNe50w2Avo/LWTkSFQzeNtcjgvvnYcBsqS2RZ3MdGxrec2rfzP7/6qY/8NSUaD/6mK5X5v+0LX3jpYm/vO73DI04Pmlvugx7iZ8pyKV5DZKyW3ABrgg48JLlRCDyf3cpPHtmuvbpikLgmd7erp8fUoCyYVW4rwueIR6ewLt3w8fYzCvggbosbd6ucPm8LMBkUW5HsMJP8fQSYOy52CoD2HEniPBLq+QToDgpd9TXDzR0fg/3AWuBUAmqAuAEwqCnuHFpbzby9uOYCbeS6enEx1T/EMvRRKAJ6ZlAIc8QhCwiPRl/NwaVUC/IwE0kleJPiOGKtA4EoAE0cqxdBEJRTkzGXE4W1poYi4Aec4DUT4zEEn+k2ufmsHRuPewkPHaqawxQjEKoin01Cg5saxbrHaBqEQHOFGcZVCe4vok9EUO6ldS1BJEPMJqCWcBjksQpoXuOn1SJelnWRYxXLbceSTQLdJ2ahZAHHV8M1PdE5Zotsm5uYO06Dqa6OCfMwqRYfStsCQHBFq+tVJ8hnQIZWPm8Qj2Rpfqkpp13D6dAkfT4T5jgtL1ZQyxcUMks8rzDGelfsGe0bNIuNbyV8KoqVMHNbUEQiZ7jMIPcmHY1OrWtadqz5rM1PbpI/7zcrcEcff5gehfu3Li2ObgxCopUZduGeKCGrHiZie0vTenAdVAiIigbqpdgSy6OBDJr5xW0AtJBwAE/DnG+mLXZxSaE51D+2tLOt9W2eecfDXGpWkn7lmlv3Hqh58MYffyLe2hauRciVxLUMF16TITiOs1sH8cM1t0CCFIYcu5S4bsoxDKkYi/Qrx9KPWdeSduMoiCPEckuImSrIr6lcZAgwqB+3sJdNPgLBNidEfwzyarkIZRwtPayOyVCWFnEBF9m0lHHzfxihESOf2jPaI8CQZTNToKoSbIeaBw3bTmaZ9BQWAMsCPcwlKyW4EIhaFejqRDWbEJSPsGB11ABIkL6qw1ky1g78EClygUIqxpvBLW1atgZ3NEKMpy5flLpQexclCRwHBVWsKg6r+verE7MtDAasGSNvprZ7tu08LqpiQrmZwnNFVJ4VwOHGRWNuuYfrwl3BKrAWpEJSCFM8hqKATO2k9Ed1c9rQc1Np00ND2OV1CDbnyQH54ni4/f5oxqxYBWv/7oOkP2RtZ+CMFpqTp0f5OUXezg3YFCFl4DX7juJNMBbLB7q6vCYE0APbhb0mQoB4pu2dQzYpD7vIVBaFaMeXMP1Y0hjezFLmpS/ibYxjbRUDql2emz0p91J1murfolXU77Pam3yPs4fHuG/uaOHPXvZXb3wsv6pK2+PP/rACx8kT6WQ2ebgBOQT+0soLwLXiHo5Q6BfGqoiPxy6xHbHUwTizGLMuZgoAQLOh1Rs/q8HlX+M+obUjABRVUKPahju9JYL6fsPj4ce2NbS0dyzrPnmCqTQkWDj2PIumJdS4JuSA2W50v2KTKWgWCXcB9Mlmj/m7GOlsAR46vN299jepgF4Uwi30z9CMaeVyklgfDYhAGsxKelJuXF2FG40GZ5hhNzHaKJC0WCNu3CwnFskhki/8QzdlOUqH0J/GlNOf0w2oIKKD2+23wEWC/J3q1OIAGHBK7VoESMzmKQ4DQAnjJQRRVtoQslpTEAVEHHDjw8kFlasZweVSlYM0dQg3OBclISKzXE81o7XzvtHyIjlbSwz0r+S4Nr+HdVYOcATwZ5QO0GNj4/b1cv3lpkaA18MkxktLqrLxuDW6WG+s6hTnHkHI1fTISSpBqOwM1i8OejhDa78ZXNApXN4M/EnFRnJ9ZVHmUAqkl+nJGaLYltFZKKrkjB+QI2SqaIJ7tLVP8A+WjpQFf6+vKaBpEV2pS4JmRVMpGT3CFYRnker3AjyBdAWFrNQIRrj2SiozTg8z04/Wfb2c33qqEdQVW7dYQ0HVqEjnYIui7c2XxSN2wypovt8MnzmI0pzxB/q3nH/Rd8eGhhJ2UzwP/nF3tBw0R/btOb84P3itD8tEsEMy28+4ohQ5JVAk8iB5lEfoYqXclBSZ4fkkLpfycovctGwAS4aMGyKImRId+3qgADQaYARBszbUb3roFg8kptNPMKxQdCwtJEubFbgn35DNuAnWRlY4kQyonRZWTIyssCF/cjPYnMp5SfDw+LGKIJZw7SSKeui12txF1M6tWr+a6nXiwcNtxCnQtcKlJLSLsTIgjAAXHi8tEbBoTkATzUzQe+XGBInhvKgnFb1y4VC6KomRcKlAG2coelXv/FlyRCrw1OfKquncZvQc1m0GkrCY8ugAhA0FhqVTZ2g/VtZyLwE3PCgUfa7ycOq4rB6PwZIwcZkPd5Fz4cAOBC5DDNfbPQPMD+sC1bli+WqYJhM6U0jGQYSLIlKsi94XoEFPQLPDRR5mTaZVMoOylNUORUpZN62y2lXA5EDQJsaGUKgUgkLlcvsALEB21RpR16TPt9aVayrEjVy6tMTs3zPADHXycYApVVSBn0DgUuwTcTYVgxWT2yyhKt5Lgl7Ftg5aMeDOcCy5ifMALQzNQmjHodSVUm9YiuCeAkDpxqpNsCdCKKMUrvgs5ylfSr118lhbpRgU0ynskFcmxRBjjUY9vlR+Ve23L3rrm7db95Pzfj483EwxVSuFi2am4l4njAQnlbxazDlyRqMj43DoyFkVFbPCaH1Md5pAPk0hKCraWjZLBOaCsy41G14XruJNdrYQPg83uNJT0D8ouv5veJx7wfkHnti/7yZXOPIWuWe67faG/spr1e5AN1oPJT5VeGphYQmZJEHP88F24qf9Lfuk/uWV/KufnnyOY6lvpSdcBozdbxzBGpLZRSZYQAmLJx90izVAOwaoKSsgllKvSH1WgmtWQ1IJVZzvLoRFmzgICyWXGNdLH0sBJUIPBTaNgB5KiGpr6ylWrcEiakPRhQprIS6g3MxRkLguWqWPDA+YES4k4IdmRudjCyDkF/B+clsjvQhkmtwYvyMw9MixaQglfhfYtAlbr+bjc5mLECqETFyAwnBRd1dqBU7CLgHUpptHoWnYyBSpDeVTNSZLqRKGDvEdkjDXriKEHOK+QJj7zS72OMvoc3KKKbfcWz/H0oIrxkavzRG7BxGUuroCc+DQINUVGu3MIBDWZCWjro4zfci5CA8SUnXYM0fXZRct+eBxMmuvGHdealFrK8XCKZuqqN/09o9xnswKoEJjmJ/HiYunsL5qZagku5DcDGituo8tctxscTSnxf3PEGpkaFw0jNAtFBYejVTVfHPfAw9lbzyr8Hx4uO9/4IFGVOgb1KxTg9hdlM/ja1g4XoBAnieEVoX6IDBAyBsu0yKvk2VT/kMBtOB2bWhRl2QFPWwUoYGKLxzA4IXRwq4B+SW/4cEmmF65avV/dp/u3Tw5Ob1yhjhAAiYx0SP7pqys6mcdX1sIz8veMLuZ9EL9pheckcwn32nJ108+ad/Hz0NUYd/1yD7T2LDcrNi0HkhfvUYAW+awRggGYY0FGzIgYlI8Q/QKkZsWZ3Mrb6bNqq5bQeK1PLSpmPR+YkvNcFOLN4cTFA7XsZemp4NDI7QPZDbc0uVYlzxiG5r08H6WzQpeWXmVFWwVV07ERk0v3awcjkGOTwU2yN3AQI+1jtMwf0rLq3HfihA4+qzgZs4Rh45CHFfnsjk25ixgj9Ifcu0zKIScnCmsKpaBa7B9+bmHIzRPSnK9sqzq2KWvSdDP8rIacnAoW6HDgtYpZM3xBFA+tKbogXNJ7Fgd5X6Sx7MdnVGNiv/SfFVXRkxNbZk53T5oxgvIubEOch17+9UBmkEmKPISagFDJAIzjoTp7Bg0vmXFADUCfrLoLdgt8x1QRNF8kt8UnRaWkm7wmxmsXApBcgmAQvAE3kmJyFOx3cm45ThV/MJ3UgjTrE3cHxxg/No/BZpWDG+87BL++Px5uIdGRn3jvac95UDFocoik4/WkmadUWKVOEylJlwmG5zGqnRZShBg+xEwy69E08EGsvxGcRy9IFLqoOUlXpmRNaRYdA63oaCkKPmRt7/6N171li1bzPLm5n0vf/krvzk2PvbPx08cC2hR9Z8kSDLEDrTf5W7qkX2ODcumkh+ffVXWCiqnpZlp0txqNbCAJbEyKCvJXeJ2oUD8WIxmbmIReR+gf3qMJOjp78GaqbpZbJAEcZZGW0nIBqB8Ka6UlfCAUPqoPcsVNQqhScC6lxu5CDgSoiBTnYRlZdau24SQDlD5fdrs2PEo33vMGp6L4i3MIdwjNN4Z5UsusOI4dR8uomdKeVk1FogyF/icPTDmVWemJrLdVDb39g2b2oYlwOdFCBsKkKqGHgi+o0Oj1kLp2rQeshrDoH5Kq2SBEy0hloQ18eRhQf1Rfic+pAntNHlUsWBsDR+v0WJpXec18w13cJESHgfrMgTrxNVYwPoR58rK4BqmoVMtAAAFibua6BTd29EDzU2IJ/k+OtlWkiZRo9wglfgifWusMdQes31vH5YuYZY3hBncAcmaPeSBaCCXOpPxgXjHbHv6EmbW9aEc1JxXe1KQv8pyRJr3YBIDeFCamiq3VKFAEg9g0h9MRpYu+8SL3vf+nz960y3ZDWN3zfPjH3dFZdXxmdj49UdOHH7X4kw84A0sI29FlS7+9yyLGSHYlrURyjfMSOJ5ciMq1HSSq5rDAkzALj8KMBEDEaygEHDDuvX8nR6FuJ7zBMVTqem2fId5+Hdd7o0/vZnNnve9ycmJMObt46fa270CFbR5smbr6e/WKlotp5jtSSEk9YeliMw1NTWP1TCqc3R02Ldjx47CRCLhkPbPvg73iUY9mzefZ5qaVmN9AEpA4AREMLLWhBl0L2uhHvZetL02qA+OYDHtG1AfFnmzrisroo+VG2c3MnGErIpSA6Js6Y+Kh0J0+CovLzdDg4Pm5Mnj5o7bbzLLl68xy5pX00WLDcJXgjhKyko8xFysQQChjRZBli6WZaEdHOSCkJgY9Pi3QsfvTeTYhNKpTYP6ccoVJNqzHoaELRckWSkdVglBQpi1KfUKkEfl+GQd4ri36TRsHqxMGf1B5B6Lc6rhlFp7DSCZI7mfWfDjYpYAaIwZl7+KvGgcxBDHH+jdwetVfe0Lz5llTSTBD0VAF9O4lHwhPNWwUSbIASZR3GkUuro4LwXiHwPBPHB4mPYJflNTBKuHkiYxYYKgpyqUnU56Ld2umBKjhTk/HskQZGZQUoQYnJf6ueyMPsvJhKEzz5rHUXRDWNaS5qaHazZtvnXnTT/NXPra1zx94zwPfqNh1cLUeRdd/JljocBYYqT/czNOWHho3BktPIIntEwbSHHJIMztUmpTZEtSbLYhEL7H9uxH08G/Yzb4KG3f+uBW0kCW4kBgc1yB+Fys82gH7Y9/x2PVyhVm27btyTe9+U1fQbCH87y+T3d3d1fEoPhY6FzbhXOw1kybWZqYc8AQAgiAjJEPXLVqVW99ff3/EpP+aN26dTOPP769/MCBA9+Lx+NLtNn0Xw7ns2nzWWb9xs0QbPvM4cPHsSDMUFvWhHUpsUInbqGPm6cNLTdMcaG+NKdAiWxtSFSqvRrl1PjFWjqdnza7gBQN9VBlglxSH/B78wrGHVMC9MQTu83uXbuYzXbSrFqxmvMut25mApdPyk0P5fCK6KHvg5WvJqwSJI3T0rSZmhovpTbtWM5h2iiUIfBUoXN8zb9T7skqIvJk+j1CjkwV15MgkHro1FQ9rhSOOJ1+dXsGPfUJpMF9lSJRXVw/vUU0syDEOThxgd2eYpNbDpu/l0ZKQMZBXi/ygxNhw8wRWpAWIp6MMlCyeU2l2UXL9ClcW83gKy2lBcN0MXzTady9AEXKZbTAoKSLUc7Dk/O0VIiZMqoDwqCKajVYgEtZACd0js+ZAdgR7MS8FnOC0Vh5nHMj8a2XFvMZCNdz8jjYd4pXF3iuT0BUefn2QFnJB++99WexT/7vd+11P9/+cb/+2jebm7//3cSLXvryo7sfvo8+rpBvuVBBHGqJp5yY4rQkFk83rwwNLGuR4oLbe3uJ09SeDR8eGtU4bcvGEULFO5pcmQGACZaUp3MLSzna736cf/5Wc+ONNya+/e1vfeezn/3cka6urg9t3759M0JXPa0uXAi4NrWETV9+BK2srDxTWlZ28Pzzz380Go3+1ytf9aqer33tqzMT6nXozhlsXr5iaO7QoSXD8CXlJiq9IXj/2Injti/k2vVrbaPWELC5Np+6gUmY1KxoaiphN6BiHTshCEGUwAqxlJsqRWAZIWh4pYEE+QsllYXUI0HMozUQLO+jl2dVzVLWNde0tZ40p7vazcOP3mdKKA1avnydjVfkisrKKbGrvBJ9QXl/Gqb/EiwrOTIQvACughqkzgl5JdZSwliIqWhzomLlE8OEgdAjWGqd2xT3S4wUWWKNqxLgI+vX1LSMtcQV50uslxSxOIrJfobmR4QBPfQ5SodoCquHpPdE/z5zsnvUVK/D2pMbU4bZiULJIBzzsnIU5K5eW2OOHx/FTZ8GvSQdEnWQiojCP0URsyca3XSpJo2wlpiuu3/K3H3XITMUg0sZLmLiDkgx6KWfdVAYooa6bQyCdJKbdIOU7kURtOI6l8OoKWIWYQYQxwGLRjWKQsdTkaKhmsamz379bz7UdieK8fn6sHm4V137VkP/Rx+94GlYhYbB5E+xyfMQLm0i3eBhmrSon4ZurAPNNoxvnmJhapcuw3c/xSLREwO4fYENmgJNEqw9PDWdLqisPbxk81Yh/b/38drXvtbs3r0n8+Uvf2nn9753/Rtr6+q2tp48ed3p053n9vX1FvXDVlAfxQK09/LlK9rOOefcnzEG6T8+9KEPDLz/Ax9K79692/zbv/6L/ZybfnoLo9nSfR0dnSiBSdPUvMqsXr2ODlVJjrFoVq/RRi/BGgCfs2lVPT0JmDJKdfco1zb1ZJI1iGaO0iPSCh3Xpo2oPp2yZNLCk7xO8Z8FjORGsulDFF5qBJVgd0H/6ufhEpAAGdeBwKtod2iQOKa7w0w89oBZtXq9qVuyjGSwzoXj0zpPgis3GY1GXIx1lWBA4/LhhuZj1QTacCNsniuP10VQJmU048mh9CaJOz9OOkfJdAcMmnlaJMjTXdpYC2JaYfOD+vtA/5BVojMAOT4Q1YqKcpQpCXn2q6z1IgKVAh1M0705UlxLZ64xBCCCi0mMNTdlLZxcSzFsPHA3wyGnWclc8EfvG8ayzZtClEQJTJGuvlHc4SFzimJefyEV4riOWzaXYrl6GRM2ZccYFwGKOD1Q57wZcnm42+ynKZDhGJ7V+jVl7EmoblOM2qJC40D7KK4qcSc2vRgFs3rNhtHySMFn1158yUN3fOyjViH/3s32Z3qBFTh99pFjJ/I9C7POEhgWKbpS9dJBaQ3lK5Zoi8swRCVvEZrTw42YRyPGQJJ86t8OpDvD4oyw8cIQjIPcOJV6qERlpHesfTx29D/94ejvtXBnrh9hA+yYNV/4whdmP/vZf3jgwIFDj3Z0nDrv3nvvu+DI0aNXkKjdFC0oOP7iK178zo/8/d9vf+tb3575yU9uMl/9ypefttDk/eYqyiuPAXdnauubHBs3b8VqxW3vjQaURGEJAybJqYmJMU7XqhHmrQ3008AG7SwGjdA+bbpp+oKMkB4J0o5OgpYP8TCEWy23zYubZ0ICUrJ5OrFH9BpZYm1CcSznIRBYki0Im6bklNBXX+3flOsL09Kg9eQBc/DgHrvha+uW8T4QUwCrPJSAhE8A0iL9+ik8gHUzT6u9Sty3YsAcCN6yukhSLsf1Iogp3jcOzWqaXJzSBnIf5aGUV5QA3ROnEacKUe0jNOghFkwiEMoBllIXqP6YspopwBg3QqtcXQwKneYzeCFDiFx34jTHRnWGiWsXAKQstZE40bZvANxQxcGa1ZXm8KEBXMaEKZok6c4aVzGrYPDYMHFsL92pKZmhYry01GPO3kxq5tQU48HGTW1lFUpN+UniaXieFTTXFfniGKkFFyyempoiKhRqWRuKlO89ae7f1WnPZRJvpCTXfc+X//u/vtly//0U2etcn7+PpwSOfFLsyIEn4kdb9gdKNHMMTRctLrPWTGjfMPB2aXW1Rb7EUKijd0Qh6FZr52mzfuVybhTJVISuAkQqwWLHpukRX1jckUxlhs46//8GzfpApM48BgYHaKScfKi3p/Oht7zlbT9obT35KrR92749ux47duyE+Z//+Y79ev3rX3vmLfb7ZZdeZP7mbz56e6Sg8J0lZdVlokspadzY2GyKgeIF/ydh+A+iWHp7BszY8ISNiZQf09RS9UhkB+KakfLA9UrBkljE2giAmeL6hFKKFaGpN2KfOBG2bIxpQD3HsGBDgA8oIyelTByzoDBkz0vWSzHnAlY2h+EjSxtXmaNH9pjjxw4Tr1QCmhSQW0uSIpiSy4zQ+YD7E6x/H58/jxVayj3IscTmIB6FXGS5jJOxcVxIzhNSQBJeqwAf3GzGH9cTP0atxRwCZe5o70RZTqIUaKdH6UtxcdTG6crRKV2Q4GsKypxyhrb1OG5uHCHIVaoDMkQHo6rOWuYHPCPlwO+qLk/j8pLHpQocHiiczs1nNZk7fr6P2M1jikgjlTFLrnggwjy5KXOipRsLm7Z9NFc3lJuW2jGz/whNg6jjq8Rz8fA5MBtMiBIizaSLxfIZBDloEmpPSMlQCUDUpWejtFBMe44OoxwplRofbf6nT3zs/E9+7gsPf/YjHzAbzr3AbNq0ETJ51dP2xPPhl6cEbuuFF96zf//eV0Bo3VBWXf/SxVRiM/0k3GUFxGxoEZvPIlbAh7FBNmG6CciXny2jyArYGIs3xCZRBygVErYw0K9m7aYT73zPdXPveu/7/+BrvfKKF5uHHn7ULG1aiXZeOPXFL37xn5Vc/s53v0d+q/l3Hvdka/sYkDscZ+IA4q9lzStwvUqIkVxsYFyqAeIN5aXQ9EojyHpJ46sXvhBHAQ0qiREcIUuhvKT66QtClyaNk5ecl8vFWih+ynbdgixMHCJq1wTM+aTyZeJTEvNFyTGp8kLt2SPEjGML42jzAqqnG8zpjpOmjWrztes2Yyno6UELuBGIABW4iUEq0kN4D+2nWrH+9N+srIY4PQaqmo8lIj2AsMzhfk2CCM7QuEdCVFffAGOj3FpXERiU8B6gb6NSIxGSwwIjihA4P8fW+3uxeKcp7ZnknG2PTMgPOZpdAHJKVEHJ0hy8RjfE5Jg5Z/0S4w2D7uLZZHD1eAXcSlg05MwCuQHTVF9k9queDhe0gLyuCNRNDHZ8dMcJS2RGTxhHLbeOMqdVjRES5GPmiQN9po4C39wSsDYsuhBQjVKuAekcGsXFhxkzTphTUOxhYpHawS8xG1aWE1cmTGtf54bHH5q5/u1veNl3qhoav33FVS8f/MUPv2Fu+v5XzKvf9H57r37nRvkT/vEpgaND7jT764Eb77z/gY98/NPXt+x89IbewaGLG6tLqYpYoIq4yCYk3SUkMHGn8nAl01i1KHHeLNDzPPmoblp5z53uJQfnGC+sXbIn7XR/fXIq8Yzdyd923RdfdIH9U//AkAGBNPv2HzRvf9tbftvL7fPX33CzuffeBxxdPQOO2fkBc/a5TcQ/ISwDpTb0SBEaJ2slBns5m9qn+FSEXTT/DC6trDqNZ3DZGKpIB9gi+jNKGJVzk7DJbRTXUQit0EzNS5tVzMTmC5BSkNUzrmGEGi3M864EEQfvCQWp70O4JURKSEsYi0tqSKvEcLlOmmXLluN2VWBt4uTiTmMF01ipWgRxLYIwSynLADzQFdb9cpEns3V2KEQxTlQdXoiVEDPIg9APo0wGsbT9fQPWUpeRohAVTfPBpRCEyE6gKI+Bmg7hwQh1zAHxy1VLBVxPWVQhoeJxuujMnHEWMKaYyhAAizBrMofCFcWKJbBEhCQC53LHYMREzJYNdeYXtx00feQaA+RnC6m2UDL8dM+I6e4ghZHso7OXH48o12xmQOaD2zvNrn3dxndWFVX+fB5qLE1oEwm7YesUmg5iwAlZVRMh3UCX6ZIc01DvM1vGQTG7Ymbnwa6q08dHPjXU23thbHigZeWqpptKg/4DX/j0+2YO7L7frNty2e/cL3+qPz4lcCtWrcQV6jef/tQnzIvWrxmkj9/XC4PerYOxhCcJmLBA4Lz30D4udpK+88vtYPQ4N0NbLMmN8pVWUgKS01da23AUiPvfAkWlT7zyLe+cfC4vRILxTB7/8783mwvPO8fV0zPwKmgTpaFwMbFVPonjEVwRxkQBWwttrCb/FKZ3hjS1av00NDGJ4KTUAQjhCBC3yXWU0GH0sAaieVEoxGZUmkHFrmqrNw9ipzxlnGoEldH4SfyqQVAhPT107AnSJbOw6QVGqdOzn3hLwq1WD9qwip0aGlaaI7iWreTrSkrL+VxqyU4dA45vJ955FUyOWioIlpnDLYeINfus0OcqXmSEk9xeeb4qBxJaOk7zokFc5BEUi5RDcXGJFbQ6qvL9KEvlMEdJ33Sc6jR9vQOcA2AF52xjTRZY6Ra1aHCSSxNAlkIpgGjAqSUWG2X4Bi0molUBkEmIBTOTVEsQ78IqEqN/Gmvq4/X1FUqH1JijhztQLuQ2uaCldRWmq4dhlkMgny7a+XHS6s25cVUxgj9t9h3mukioX3J2DdQvL+cJT5TkfH1DkSWdC8UdhBZWVksbicoAbnoK5ZKhVUaUYtigOXxswrX34MBFD/7ihxcd2lvxF+s2nf14w9Kmz6zdfOnRr3zh7+ff+s53Q+GreSZb6I/2mqcETp8QZfqJHtLEf/WaV/WOT3unXfuPenLYNIP0FOmhEneBYROFlE6kIP5OwSqYYaNNp+eSwP8/Pe/Sy7/pK61oefcrX5Z843UfsIM1NAb4T/0gJ+f+yc2/eHs8OfPJlavX+dQOTmOhhHqJ01jGfDIBPGJUJLAkYwBCM3wXGVr9RLwwGnKIjQSAyKWcBU7vp2pCMLo2sBgpQhG10SV0gv/VYUqu6RybTwieAIwAXwWgaPqcCXiGKsuJg2hqY6uBkOZgB9hwNq3giJImKCdt0GaWr1jBzyWmimY6u3btoMhzp602UM5QKO0dt9+OlVuLS4l7DCI8R5NeubcJkRUUS6M05N4qmS1OZQ1Takrp4S9gZApL2o97eeJ4KwqCtAIkbR9hgtBoW46Fyykmh96vFIW6Uk9xzgsIkWYWjFIBfvTkkGmuXmp5tr4QDXIpOFULeoySmU/Q9yQ1bkJFFAyvLjXdpI56h1FCWM4yvIQVzTXmiX2dKDPAF+heRWV5AD4Oc97Z1WZgPGV2Hey363P+liVMlgVLyIG4DSgUgRQdA4QaoQHvABzLEAizh+ZJHj/E7wUQ0gj1mVGPWbE0ZA6dGDH7jrQX3nd738uqljRuGOnv+3FpWcVXELb+xx6505x34Uv+1Fvyqc/7rZDOrbfenLtn1+7XQ73ZePHWs3s8rhw/2jW0/8CBem9O7uUNFWVS/J3A3Y80r1l3yOX1/zemfCYI0LJu/Qbjr6h76kP+lD98+h//DasVeV1nV983AUtCuYxsGsfCqF5LQ1WU0EVGQCzpkcLYW7Vqn8WyzahdNwCFZdYgVBIsoZSKizSeSi0CZZWENKo4V2kQCWUxPRgxeGzE7Pgpwf4iCwhmV6pAoIcX6xGjBEgIoqyhkMU8rEeIfo556pdCLmsSdHSa0VCHD+2mvKXEXHHF1QjOjLnn3l+YwYFec80rXgMfs5F+kPvMbT+7GRdzHbFfI3EXLjygisqPxJvUZ5eSEw3BECqhjqwSVFPun5pBia62fdsj5sjhFlMBL7MAwvbCInE556mqhgDnqhFZurFphFitHoAsURQCxEZJUVA13vG42djsNu/5q1WmOoICA7GexOqkKG1y0JKBtJ9lGOWAWPqKSk1Le9I8+nirqSpmCEqpYi+/OXIUISQlUbc0ajatq0FQglSKJ3FX58xd93eYo8eGTCNV+JdfUG2W1uRjbReIP0eovKe0CTc8XOQxq9dVmXrenwNDhYgQz4FzRuinaOg0PpbGnV40R04MmX0tuKIzOYuNazYdWbvprH993bUf/PFPfvjNxdf9xbvsPf5T7k191tMs3K9+OGNv5x6+587rd7ccu37ralBIAut3fOwfzYN33lbwwD33vqRnesZ30QXnPX7569507Bdf/PSiD7Lp8o1nm5o1G3/1MH+yn2WV77z7EbN33976zq6udxQVV5IOKyQeo1s0G96HS6wYZWhw1Lp/+Eq4NQ6097RJTCNQWIoRhi4OD5zG0hdZCzM6Og6oMoQ7VmbWEjfJ4viJ+Mdg+fdh8WQpJuiJEhNCx2cIfVMSeZqE8+ggo6jYwKWkH0TRVb2ckFxVcos2JZ6q2CsRB8WYQOeLdN8imWKqa5bAj2wzh48cJT+3BrRti7n/vnFz6NBBhKcaiL8CQau2YE9uXgHKZNxa3nyS90UwO5ROEKtF7ncxwIja6yWx7GqXrh4qarsgn7GfivdpNnk+FQZ+8n9OrNwixNg0RauqJGc3IqQ6IxDKJ6liaSfDK0Nl5vipk8Rbp03uOmZ+B+UWeiVlxKoQ2rk2xX1KuM8v0pEbS11fVwQo1I2rTexGPNjYUGmJBX09cUChBMLPjHRFC/Apr3kZ+Uiarux6os/2xbxka43Zsgr0Uj42EdwiruvoMFa2pZ/1zTPlVaLgkdzXKaMQC1A4pDlp1gtjJ1JG4WzYHDw27jzQumd1X2/357bv2Dn/lvd+9OdHnrhvTntGivVP+fidn/bzn99q52jXVgJPcyFjFDgeOXbMnDx6nLVZMBvWr7PBf+PKNaZ0+do/5Xn/2mfdducjwBXpwj17D3yDwRyvLquoB1j1sNngc5IkHccNniboVsWw4oZ8hinGY/0kYfMAKhosvC9BOnigxYIySibrJm+kmuDKKy83tXQCzqfGTMwTPXSzxmDqHz161HYpLmLouxLc0wBHE1grCeMRhEYph/KKaspYSrBYoInsd8vCQdhEwNVUU9UKyk2N0WZORayniN2kAC570WW4ri5obw/RHKjTvPZ1rwNdLDP333sPVdqjpra+mddlwRj8MIuABnCVS9i9UdBlnWMKQT/D+eTFVvAhETBK+ITp7oIpRFzkp+RHldYF0KzUFUuIrkY4O7DEwiC1kTXgXgWqmYVR03H8YXPp5oD5y6trTU0BsZgq25OMxiK2S0yoYoH38D7VpruYMzCXEzSP7DhCjLxolkCQL8VVnKaX5+797aa+KWquvKoJsIcqfryAibGMGRrJM7v3DZn7HjnJ+aawglVmw9p664Woz8sCYIrXl4GFEyEFUYery3mpSSIuv9I5ORCvM1ju6diMiY1ATJ/OM529KfPofizrRGa8cfXG61/7hjd/aaK/q2/rVW/6tb30x3zidwrcH/ODn8tjf+f6G8zK5WuCO3fu/gpMkmsraxrAJnK5wRksEE1GSQEkiDfFjs+DzRCk9F8AUUNdmXnlNS+jl2M5G0x5NFxDwISHSUP88IYfISjl5gPvfz+ARi0uV1bQdN7SitrM7Cr7pR+52/qH53FtACHkhnWSo7z7rnvNffc9SE6TMpyiStj5IgajGvgswe0qzhQTXjkxzVAQajiFG3v6dJtZ0thA6mMl6YCTnNO95qyzt5iztpxj9u3dC5TeSpexehRHoRUQ1YiFScgXQbRWV2eBDwJQFC+eKYJVvCdKmvKFccCdvp5uQBm4jxDPFfepOFZdwwJY3FxiLrmaeaC4quZXnk66xu+DV9m1h/HMp8yH33aOWVmTot34pIXxU8y7GyPXNkNbBgcmZ57PUxt2d5BWETRyenjnMVBX2rLXkgphcmzfcMwEC2lEdTYKHUvpWsilQ3TcTIxgjRO55kRHivecNodPDthSqCqS5aXFuOi0Z/BSlV9c6DBnnVVDbpJiXTXgYA0W+Ty1VtQX/SRwdcEahmmkFMuQF8wxOw/0mv2nYmbpys03XvPqv/z7tq7Orpe95q3cU1zrP8EDQ/zCfgxQq1ZWXGr+7mOfW83M55eXltdSE0t5DZZNffNHEDbB+9PTY7hTceIUJ0Pg1SNk2Lz5jS8FWq5gASQsWfeihBzWK15+JQ2SCm0Cuqa6zMY1ysbZB9JlX/3LX5/8i57QMfCMWFURjleubCI9UGRTCj+95TaEgGkzFL6q7ZwDoRNhGNm0rliWshax8LpAlIJoCVYZ8IWYKApRuQjXTC0UJOyC/U+easc1Bh0kVSG+psAdpMnEAUViuHNqSCRSsihfXlIAts26zhwhwnSxgQtIN+SxgUkiAwqpakH5OuXhpqFQqWpdSmUBvqIbdzWf0hfOmvfT6TlaZ061nDSPwPaoKK42RUJv8XiU+PaDLqZIUcwTT4oo4CD2TWco0YHOdfaGRnJxp0z/QJKK7jQV6qUmCmiixrYZ3u/MoZsYDWgzJL6dtHZY2aCuyUtN49EQFrLDHDgyCZDlMkvoHVpfGzIBUNFBRlMXA6A4oL8RyHFtsvikKlBeToTPm08OlrQV0ThrMGcuhN0iV/nQsX2vveO2nOSFL3nl33z5Y6+dyN7cP/6/L3iBK8WV+/4NN22G/f8l4P+wrIdiqlEsm8b/zpJ3GwMeHx48QawAQRnNrRuSw81pbz9Fqc4GawlkqiQsslZqcXDu1nOsNRAayW186sGfeehfCZj+zT5jf3nyuTN/03PqBfPa173Kumg33vQzNiJgRJpKBFxBT14ATayKAFxf4rsgeS+VA4mUXA6tTsnq/r5B3EjxJKvIyyFk+KSlxGd5WDHRvuS6idcpdzERx3XmWkfHKARFoSjJXlVdSwftCsAFWkdgomyrdTYlV0sNnyweTiNIpJ8e/7llxH8FoI62dAfEVkiqRWKpaeQ6UhCKY7CJQiHSFpTq3PVIm1kHpH/2qnxo2VNWYILUvCUmYNeQy1TyWlUMYvVnSJmUAOSct6XJPPLIYXPCM2o2RWkkhEV1YYkWELgFWkbI08gvzMcNxhVmvkNpgdtcuqWE2rkSswvK2K4DXaYF0GVweJTPLrfeSlVNkkpz5I2bpzo/3QbdFcSOn7k+qGkh+qQsMpQF5rU5b10JqDSz6A4d/Kvq+sb817ztE3/9xjddN1LUdLFVaLz1j/Z4QQvcj2/6qfnXL37FO592ftLl9m7JAIyMA79PglSNYN1srIRb40Kzvf51L2XjX0Usqo26CLTcz+3QDZLgPClp+s5DlkesebHQ9ZQ2pwTxzONXA+1fff7X/67j0V6QJPRLX3oVFicXMOQ4WnkMEKGP/h29FG+WYLHKEURI4vNMqCGNoiZC6RhMD6rHRTJWPi8SKTKtuJbKrTXUVdtj6cwUk6oMJwELIwm/Uqz/kVFaNtDigfpAYhpRv2hSBHFB7uEZl1LMIfaifWTTHbIECAAzxQs4T+uOcv1aAwYF8jv5VizhAhtW3NHq2jXm6N5+c+udbXgYZ5v6cgRncYj2GpR0kV90xCjhYe9rKg6ypMDVzMfJoVGJsLq51LRSHV7WC4mCCgi3Gs8GVNTKa7DSbj6/AABIRPk4OcVcWinUlZBCuKjCrF8RYdBIrznAaK5HH+9kgqvoaQGTvxZXmhSC2m84qNXMak/cZyuEDDTBCkeKWQtSFkE+45y1ZRAgTrl2PnDnK8J+9/A5557zueFjv+hbnDzObInm7ML8Ef59QQvc6179KvPeD378CtprbSyvXMrmxC0iBTBFLJFMiA+p2rQpXJaM2bJlFU2CiqwJUwsH5ce0384IjwTHyp59Ti87I4zZn7W5f9dDx7Fx3a+86IzF1FNC3l5BvPjSq18CbzNGXdxes+2Rx83BoydMx8QIG7gOYVPLcdBOXEEBNkotxKgJlGtJYzXOLwcQpoexU3U21SA+qJgv/eS6BAj5SXt46MtSKjctUEAMm4CoPIa7CGIHE0jV40ptKIYTVU0pi+xz9HEh3lMCPttyXWuh3xUPZV8nN0yKoHyujCZS9DJhBtswPWEe2P4Ybmureevr14NYUsEm97EoAMBBjR8ACm/DqliVZYXOOT9NkXIpVeQM0Ozoh8FEGRDeBqQ3hkKiDJFSuDvcUtImgCtOWkAkaclIIx2Tj2sYKKWq4dIlZs3yuNmG4B2Dh3kT6YCMIwhxOh8kNG49SxZGJo9rYItzHRoAmQsfM0BD3XRq2hQh6FsQ3tvua3Huedj/ztJo/uqahvp/dOQvu39urCWTG139K3fyufvxBStwP7zpDvPlr337XEYm/UtxSUVpGq0m7T4O6KGOyerQOzfPiCVajp+7dSNt2irZDFbEnhQ0NhTrqLjKPq2frcqX4LBBnpSvXwrRk+bAvvvMDfilEJ553RkBPvOKX35Hk5PrcpGa8CJQa1esMkvgULYcO2ruuOsec+rEISwx5T3wHHPpJSLKmQRO5GrocQiQj/IdCMAk6ZVOUHymXpIzcDV7AT7KSkoRVEjFuNQOZnDn09Y8HMbhZKMpbFsgrzYBaVnJbFWlq6NXDshNAoaN6vwsdxSSslxUHVtzC1T5Tc7VWjkJnJLjqmAIA6q4KL+qX7YWT6Hd3Hr3EVy0KfPKF5ebNcuCxkMyvLCKJDlx0yzeBp0YWE+EnM/VwEolvTdtXmYeerQFhUBrPFpGZEA43aRIlMxOYxLFURUIkhcm7+mgFyh1cxkUBw11SKIvmPV1flNbstTsqvSZ7ft6zfe/v8u88pUrzbnnFnJ8iOq8V9eiNhNCcK05J0b0RzkWpUTzA3FTXeozaxvLzd69u530LT738quu/CEFxv9VUtP4xem+J6aCFZt+efueo59ekAJ33wPbYB3M1HX1DH6UTlVL8ijwVIX1IjdpeJChIBMTuHEeNF6zufiiS6B5bcYtC7FkZ6IxbZ6s5cpatqekixujlf2lIFnLhZBJR9sH3/RzVsB+aQWzf/z1f89YvjNHFHihOreEWwM9nObsTZvtXICf3Hyj2d/SwhahMWpdM8MNVY0tXiP9FYmdvAzoCFFJkEz0W2jfywy1eaodNK9Ak2PiuGsBIHg1rZWEqTpdPE81gBLJWQNJwEYBE7D8WLccKGv6rjo7Vbe7iFXtVBopGzFwSAMIyQxwHM3eDtLewAv/07bTQ2giUOKU7mhetdnsePQuc9Mdxxi60W/e/dat5qw15PbkvnGsMccEMsLmR1ayMSEpBlgxwWieOWfTEsCrGLcFZJfXTNGIN9+hlg5cE5+rnqOEmwAfxJ+4sXGa4c4Qp7q4XgehQgkUuYs2ltPaw292w1C59acHiH9XmQtwPaMhahAlZ5Cv0TooKRBMhQrwRANFPtaReBmmTWMtcwEnyPs9sgtlaAovuOzij5OJLPIVVn8kNd4y6Sl4bi3dC1LgqEfLuef+R97hcnteEoXpIURQMcz8XMxs3tgI+gZ7obzYNAGrV1dVovm5TCtZT36zu18+ZPb3M9ZJZs3+p7/ri5dgTFCOCDPvl9VTLGP/xrczljFrMn8pbLKFeru1kvpFv2FZLL7Jj5q7F6C6QCRpDStZsrTBvPnavzIL3/ueOXjoEF3PqCHDktAuwlKykkk0NvFVCCFMJiglgiFzxjJ7EJyysiKbp4NhA6QPf5PN6HQRC/EiDXzUWOSgSq4QMFV4iyUj7qcq6YWOatyT4sscYHnFg+oWPQMzh9HP8D8puSHdIMsmAGUeuloKPqqbZkBhBtnX1a80wwAYx1p2mUefGEdYDplw4QVmHU2Fwpwzzp6JD01TVaBSJ1lc1g0EcwY3ml6o5Hn9lhCQRz4yxXXGYK2E5GYiKAK3JCgqffKSNtBnukEjBfWDL/E3GhZRQ7e2Nh/aWMg8uqeLNMxhYOJFc/klpEwYoGLvJwrIiWchYEk31KXUELSyBAJeEE6blUsLoeRNmsfu36mGSs4XX+18e2k61Vm8ZPmXuXmKQJ+zxwtO4G68+Xbz6LbH1wB1X+ulp74SxnE2zmRs0GzYsMxccdmFbJAQQiiNnXUbZdcy2v3S3k8tnX620pCVF/5uBYinNAxe5SA+2CNyh0YGRtgsbqB6Kq3pBaLZC2rZoIeE1bqg/Gw/Inu0p/4mLzX7SVmrKKFzsZny2VRqS6BCV23sSNEK85a3vNl86tP/xACMk+TtSkkhFJkyikNHmQ4qErFaQKhpkAjSTtSxKGI5bMK6hmbWwQulCYRypJ/PBiQAaVVCO4MLpnTIIM8pnJEV0/mo74rq3nTRmjmu69Dx2d+2+kGphyT1bkqflJQUoLSUDIegbEEaNU+CQEB/kzKmjK5ZfxbXMGdaj+4xj+3qRwEcMqG3nmfqybXll3J9fFZqnPdouWV1+JbGaisWpMsAk1MBOwTM8OGzFLzmoSSEqkpGkCr+gbkiV5hO1fk5jAXzARLhqs5ipVQR7+T9xRCkLzu31nj2G/PYgydMCdzLTZtKGEyDpeMIChcEDmE0OQ8aFNM/JZ94bpaGSAWgqs31TPwBQd75+BG8oULXBfn+D+QO5D+USffudbgqOcJz83jBCRxxgJ8qgBexGYsKyb8oNxWnrdzGDSvNiy49n/IXAoQnH9o8uru6Zfbx1A/Zm67n7I3ApbEQOwKpm3LwwCHYHdvMFZe/GPfPb24CDQ0TW23cuAFhU+nKnP1Z7xEhWXGCKgCkiZ96aFfxefrIM0JuxZ1f9F0dqkUQhl+mPQ8jhO7DbPKzzzrL3PvgNiwMtWVBBJEcWIJZwarElkCrC1eWAM2tI9bRfsxh01bXNZCvi1J21AtHlE5ZIIrq9qxPUzsGFaoqJvLgagcgQauPployKDFu6/gwPYrdFMsJWMlReYSJcnySFuT55HqK/OzlZ7ml1lphQQUGQQymmqGR/CaFt/2nzG13nrDtFd/0+rWgl6UmVA4DB9dyDvKBvHopDx03TZxIttuuxwypkAicSk1Lop0yF4ViIGWRdcmR06w2o7UhwAdEgTw4mbEh2lvAJkH2cTMpvsddPG99nXHsWzB33PYE17bJrN8AOgtophxcdsQXx2TNRCiXJZ2F/ROaoNID4W2sLzTjcC/vvHs7k30qijbml5wXdkb3sxAc/bl5vKAETlr4G9+8fllhYfEH8/wR1ziuVYpmqJdcfK45a9NqbgSbhE2pDayH7pH9rn+efO6p3/lBYbXiBy3nLKiaBm2oEFXTYPq6e5mfhhtH3OKAurRr+8Pm0IHdppnqdlG8ikHsAsSOHe2nTRco4cUvupRykahlZMjrzFUPRUF0Zz7XnpR+4Tk9rR8BNPSfXFYBFLJYq1Ysp8HQdgQO9j+xjm0QBJlYu4RXck0wOHD58sgnqs1dGuHPdVBaw7mGoWZF4U+KDibUUekPNSKS4tEGVz2fYjeBN/r8BPk2JagldBI061biGcg7OJMS0XrZ/J12KQcKAOQoqaxWDda75vlRuoipBUcphPVcWqcP9h03P7zlABEj/Ns3n8vIsGIT5rNnWdcUVRspYk8JidZmHoUl4U2zxh68h/xgMR+oOJNrFryPoAtVPbNu1lyxa6U4Cj2Ql/No+zA6SW0m8SzuYhSw6dx1jebOh4+bu24/DMBDv5h65h3SK0Xuij0WWkruqgbThGhcO0MhbBIXOsG61lJr9ziUs4ce3u0uq2t8faT4yA/SCzOjpJ20FM/68YISuE999t/YJHRz9Ie9PqRJQMFFF0B3Qti8LJ4e2S3M4mpzamfbn+y9fepn/aDgH342Gi6lfY/gQrbl5voBB1YvazQtO4LmZ9d/2yyj8aovNWGGWw/Cx4PwO7zFvARof3qgw+QSwxzfs8384u57SPwumIsvfwntBWE4cG4hhph4GDafBV34QD5De/aMFjhzntkzZVonlkMNiOobKKUpjUALO45wkM9CGLThFTvKSsl9nccKeCBKT8HgT6JwVD8n1FG5wyDHUMLbWi7eIyUlsEBLIa2uhyyzSMxCzh1OoPsnBU7CrRb1GsWFCFgFIA9AAqriVlnUXF6jluxqA2ElGasZY8ae2josayL1UtNEy0EqsY9tNz+9/QT6zGVe97ImWCOghyihXB/50YFxOngjcVIGfJNCEL9VaRxXLneN6+CsOTnoXpJq7tWZ0ijlGRZ1GWr+CkUvgovpwluYpGwnDbvInZk1UZDOc4nl7330iHnkkQ7oc00Qz3GzsYACYuQWYF+trvUy7yC/gH6Ws3RstukCRmmVF5i9T1BRUff4moKSqg8tK8v5FJ8oFfGsHy8ogbvkovO8+/YffuXw2FSe4PGzNq8FJFmFm8NlsLFwHFgQFpSfzlg3xW1nHr/86UmBg2Q8DLLW3d5BXDRNG4elZpqbcqLlCZMZ7zcpAvvB+ADImTGXrao3o9XFpovW4w/85PtmkCLcCKCGBHUNWnH3/beT28k3SyFxz8gCYW0lcGcEyv4gFcAG1nM6R/0n66Y53zpOmviotq7KvPb1rzDf/Pb1prX1qGlanoPbVpB1+2BkCE20QsROHaWzcz6uLmQvjsfmJRXCTtR+wgphgfjd5tfYtGozaNsNcm5KfmuTq2eJjuVgmIaoXQuchyyfjqH3KTUxxxw4ASUie6szsgpqNQkoDGtEfTPzSA801NeZ04yeHqPjWU39KoQnG1sfa9lmfvCj/WYSJPK979himuoCeNBwPvnw6cFpRmFJ2clu88DSzuEGMzeTu5itzdPT+qP1FGCt2JtqbyzXqDeRv3MJFCoLsz7M0xuIwXDBYjoSpqYsSCuGCuhnxMPMOwj5y8i98hahNlbmEGm5syizfOYj0CLF1DAWeYHWFrEkI9KozbvnzodyC8uqL593eP6NdZqQ8ny2jxeUwD322M6ww5l7Ke3nXKWMo920YTWxiGINnEMthjaLFbAnF0Ybz66QbqriNFKqaHZtctGNJof7zK77fmE66RXSitDpWNXEEeXM+F6CNg5Rtawuv9Lqc7S9m5sPm7EyRh/D1HdN9JugK8Uc8ZBZTuHuaTibxx663TgSE+YQbmZBRaW54ppXmIDtESlB0H7hHOxPv/xH1lC1bLIYasWQj4W98vLLrFB8+79voF//YbN85Wa0v+IeCYvGTM0bSl0RUgpjAT7KmE6k4lTFXko7aMOqEHUGIZYAaW6ByoMmycOpZk50LkQqux6sg9ZE1QlzgAZipghdUVynVhDqoZJiGq7SArNYU9UOnnXWFjiiABIAM2o5WFlRaxvs7qEp8DBrqpKfkooGzsVhDh94zNz1QDc1fhHz1r9ax9hjBlUWkK5g30/xGbMk5GXpFmi4lKTSIo+1l8qUJbMxroqb7D1FSdi/sJb2/mXvcVr5NtgxflrrLQDcTA7hNnI9uZTsNC2Jmv2Ho9xfrn11ys7/9gY5rrQNXzZuZ/01CyOffB9tDbjHVMxP0WajuZwmRf3mphtvLukdnqhatf7iiV/etT/8pxeUwLW1teUBSeepfOTiC8+BElXALXhSQ/7KGuhWpLmBonZJaytGkHZWqcc02jYDmDDS12UObH/IBFNTZm1VxMS6mMLZCU0putY0ocE9WBAn2p3dyaYF5MD6aLECxBlVgUqYC7goamlAMJIBUm6kD8cYSeiOHffBwh80R3ZTqTDSZ1ZuPttshOFvuyhzk8VllKbmf2681IBiJEAXwB7VnSl/qJzZS6+6Qu6zuf4HPwEEGcLKlbGBeSvvkTVUQ6MosZH6oOzfu4+5BRuoRqDPps4d8EO1fH0UeSpGSsE4SeJ+Z1u+o8VJmKvFhFxPJaMFYkgIE2x4NcSVK8sn2XgnlzkMSqgrvgv4wvA7O8w2YkzFfOvWb0KY1fBWY7tUozdG+wSGi+j9CK0/VGpWb7zItB/fYW6+7QiKIWJedkUt03FBRvO5b7i4ys0lpQhAa2F2WeFTOZBiLSHEGhgjLeWmIayDWFZpgiyBAcFjPbSAGiXtQuhCRfk0pQUAmaCFH8opgntdC/l8HKrbBCwkL+us2RcSUPvmrDnXqbL+Htg6VLXT76Ww2El1Q8qsc1abltPDJaPDQ2/813/+14/wJvzqZ/d4QQlcfn5gcXh4LD2O66IKbbEXfiluWA/WUTdD23gezRtj4uYcrJMchC2s3A4Rdxo2ypEdj5i2fTtNWYDnEZpuas3WQmwupvxfPEKfhA0B003DsBDbCdLmruvYuvlsUqGVGT2v9Uco/bBEnLg4flymktoiM8BGv+vmH5CMvcm86R3vM5e/5CqS2bhgJLPFFbRCp53E/xglBEU1XGwGBFKa3AdYc801L6U2bMQ8vrOFjmMF1uJYAdEm41wosmWzO+iDcpjeIYfoIbKaa/VgjRi1xbRUFYQOwhntPd1O455W6GMNtC4sI96FWQL6KmuoHat5daKTBRi5JatiB4DwF12y8nZaT3Uy01ipiop6BPm0ufe+h2xFuhrLzpGXk5uqLmEYUO4N/T8BT2ANUxTbQK4rbA7vu9v853cfZ+0WzDVXLqW715xxB+gwLR5lDi4mgAocaj6bNbYmDleb1MFQ/yjnsWhK6d7lpoocDYcwygByVvb87RJafMXF34MMDVHn7PQsVC7OOwhH8+TxAbirTCPKK8aLIYkPaTr7Xpz6J/fQIl7MKEhle9e06eqn9d4k7eABx2prit293e1X0SL/qyxJL1/P6vGCErhIKH++tKR07ih0qJPHj5qFl1xOzkYuZXbR9d0KAP+qQY0d+yt3hc0g1yUHXl7sdKtp2/GwKYZBnk+M09MKARa+YkNthSkk7nLzWrc1P9xwNp/yd2rwqsF/tnkQd1uFplmXRJ8mBw4LQQLZxfNBbQRyZHkghecvqzZ3PXHMfPdrX2Su9pi57MUvNlX1SykloQJBb9UXu1obW+6mjVWsuGWfD9MR7dWveoU5doz4CC0dKSizIII2pTiPuTTtXbI0wvsz8BJbTR4dsN1YF1VVF+Fyl9HHRABnnFzaQE87NKwurJoqwst5jQAYFBABn8AW2ywJJSKLo3ybGyWl5+W+KhnuxhrZNMis09QvacZ17IcSdcDW71XAOLGADAKgRrcDdERTGY0DZE+kBLWtWLnhRSC9t5jvEdOxic2WtQE+Q+79HEMasbRYMCk4eSMSMGlPzXzLwaxLOLJghySR57Vukjol6uwv9mnYfKQwmBnui0OEwL10EW8G8kA/Sb3EIFMD/JoZ3yL1dLicCKfuQZo1mF/MJUxImydo077vYIwO0XRsQ4mor2e4KKwWiPVNTQ3n8Ck38fWsHi8YgTvQctDse+JQiq7M881NjbTK3oRQoam0atn/ZSyyDzag7onaguumaJbaqWPHzVTvSWqoRk1zKZqc1dcU1x54iAGm/Wgsl4sbbqF0zJo22yLfbXMdhEcFqHaWucwowiXalNqYaxOqTZ7dCmwO9gvPLZgAG2ElTXPcIKi37Txobv/h92FWeKk/U17Ih4rO5t/k5imXp3YBllqlDaXP4KG9VFtTZa548aXmRz/+BZYrzHmguYH2rcxjs/NxK9dsgINIPHXq1HGbHlASWX1XImyYIhrzejduxFV1m907H2M22zGEgyaxFMMKQFC6QBtdfpUI3eo5kgsI5ZHy0RrwQWlcRss6wZWdS4VQOOQMST9M0eE5Rr8XVSlEqEzQ9FwJR3FR1DJVVFiLp2hbEwbyK82SpvPMscP3mxtu2ke/yYtMBWU4DmbYyaa76QrGh9g4VfImReaA+1hALxQJs5PeJYuCNAFPdE+UmhCOYifRslAiWytl4ATl9EeIN2kRvYjQNdTkMW4sTCyKq0nxbz5eTRLXMVduL6+fpUqjd2AWWt2EuXfbkDlwnFb38awSdPXGyb8OmAsvOTc3EAqs5aT+/yNw0JKYWe+6ZC7lLLvqyqvMEhK9CQit8unV2EezpAUPs1TseAJy4hG1L0cE0PIu00b7uc4nHjRbl5SYIK7fDJtGTPwYLHtNzpFzJWRPGyYDDK7Rtnki+MJksTkphMglU8Tz+rsDd1KAh+a7LbBhtTGRBat4Fabl8NogQUgjzV8vX7/c3Lv3sHngrjtMJVUByzdQf0a5TEZWE2GV22ahe516VtZs8eYiG12lMWehXG6/4z7iskFepxwVwkkMxTYFRs+jfUPQbDzrXM7VbUt4VOKy2CTYf8G2b5DgrYGzqTbiux5/nDpASlC4hkiUuFABDEcSiqkhIhI2IaxyLS1owXUImBCgo7SJlIDtgcK7VCM3C2Ajpg8LZxWf/EGVAS0SE0r5JFFO/G8XJlpMc9qKQdgoe80dd580f/HqlYb++lp4uw7SWgKzdD72i/eL+6jPVJym52TNpRQF+mjBETUrbFmEmo/htXLZfYA80/RxiQD7B3yMwJqiczR7opC1YqyemfeztsTMg/1Js2ffuLlvW7/ZczhGwyG6a+vYfB53BwCFsc64tcSmWVeKs3g2jxeEhfvw332MfoxH/LTo/lBZaUVJJTOgYyPkc5QvYmPkeFJwE2kNwFd2rQAWCJ5/+KMfUz0wbFYwjmqkp83M/T/tnQVgXNe1tc+ImZlZlmzJzBDHQYfTcLlNX+n1LzO+Mqdt+ppSmqZNm6RhcMBOzMyWbVmyZDGzRjBizf+tM1FfISlGqe3oJrJGM3cunHv22bT22jQfHB0IxM+SGYU5xcPqhkTItj5iFR0ltzPIkqyuM0lgMCNhvPIn+idexjFxg2CiyHR0MPnc9AfQuQWkZQlmLiA4JM/F7sUCTJSM1Z4nE8Qxi+BNbOtJNftOnDDHDx4wqXDkS6vK5FL+TRrLhu/ZXxNIJvAAJrCCPApsRBHpnDs332zbfpC/I3mfJC8ruS+5ODf8HlqtQ0PjARLPk4OJSddozlRVsJ96jQ8b8GFE4SLMvIXLyd8Foun2QNtQarI5VzR95zRZFTTp7Oo1w2gF9acLwYdkrbH3oiqMTpLLQ+QsPR1WPRSBwnEKPjeBqhFlogIfWoCUN/SlzEimofy+CQIQyDMy6QsPC9TuvZTUPHHK8k2uW0ny2gfGL77Hjdu5rEVTfpwnDC8hkwbWyDCwbBI9PWjJoARQQR83i6oVOgk+C6o/gZk+734ttyYYE96Fj90vxI4rGI4VwNn4aHreZRV9ZsfBFrP/RIcVNnWDUo5PJ5Ho4yLTr250vKvH1WVP+2/+c04I3PqrLjFlJytjWdjCs9FsmpxWm8nO54EK1eHPD6MP5TcaRxOS/NDaCy5ADiALRRD3DtQBemViEt73oVRF+Zv4uEiiU6GmAwS6i8inuEB6gSdNwr8YRw8Cf3woVAzajJU/FA2AwCmkPMZE9mEijyOEDr3HJJffN8b5R3C8xVUpIbUQKVRnKA94aWGeaSLeXHJon1mycpVJTGe6kwei+wT7sZNWcU0efnsA0pyHye8HN4i6Es2dW2Se37TNVgQIXUOvBYiCgE1hAgaBuBDyIgxwc3Z2vqU57+lpN1WVNWgf0CQIQtIkJEjUxeQXFlntdpLKhBowm/LRYuBbUeRXrGLqfycMpcxxFb5GRIYi0CBAAD9Ls7gYC6UcFMYXGFrX7JEOlD9aXrlEMYWJNFcdh8St4odJrn4UGBVo5giTlbfCnCndbB59ijxjzoUmHbPRi54C6FnOIVvDo9U0t+2Y8Ly1eMkasHV6+lwf8g3Ozmv8sQlqzgkqO/sQcAiNAhm3iQko/kCQ2J14Jirb6odQyo9gziRUES0Do/BgdrEQ9jIHZLLqXuyBPf/wOsySMiUd7mjvvOdPPvmXX571AldbX2WOHjsRhjP9ybzcgtz8WTlE1PzNZLjMID0AFAyrrCa3kO89HSDgQRzIBCkozIfwNcCc2LcNB3rQzJ9TYCJI8o5T7k/WicmkVrm5pgGE+hCCFUqdfg/1Z4sWzzeB4BrHpapYMd2YYm5oEXzBHypR6xfC2seKPEyyfAQcp2MU845VHY+I5wUTM5NRPpQmqLdWed5PRDAWF2SbF4+XmyNHjpq41HxWWG/TT+ohLSMdQQrmIXIzPHMtKGqL5YcQWDgWEzeJ6odwJn0EyP82egR0AVKuo8+lWgYD9gfLmEkEEXOZfYSjjLNaKhzC10pzpvIMQuSCdCgFGvVohK4YIHasOQmLcwOtjDWIyWhdOg0hcKDxIbOdoFBUpnEg5rquJZTriwW6NgplhRp+iEdTTU30DPQdG8ZnbLRYcMscEjFgTBT99AWqpR4I6vQ6Ti1aUBglNZkL4YzcZw6W9JrkS1NYsAb5EpqO72ncJlFxGlGPsEgQpoRQixLjrIvDLHZ7h2A6Bplycm079taYA8CyXD1DZk4mTUVmJZhIZvgYdBaKvE7grw30EX1kvgzw+nTzCISxXaalkwVEARiBB/QUPI/BlkcVz53bs27dRT85tvM3rf+ylP3JF896gbv317+nd1rmeylhedPiBQu9bYssDQomlVD3dkVilHoxA1voPRDiH054mSQ12qGhqd4chT9x76anKXfxhoF4jvEbgaOR8LcqArSiLVlKUwu+F0gCu4ugQEx6pkmkCaITv0SmVAampcxIUXmrYmACzaUJoTU2mAiczMlxclxKSvvwvswaB1piUtECVnxNRAkpfUMpdsw2p6k82LFli8kvXmyCo2JpyTwE4j7J43xYOdYxEFJMUooi7cPXvAvEL4rE/xDio7OT6B1RREUUm7jHjRt7YGueA8tXrvVHQ2HyUkVBsrhKCLRUIXDVNVUIhngdoQYn4JGemYdwhpuUmhoQLWdgNmskKpeAfxbOmCpCyVwnqtsPYa4CNSqAFWjYW6mUCNIbWBS6RmnDcSf3yCIhGbAaDb9L5TaCZcmPEwW7qN/HxxFQFiL1S09MyUFL9pgtO2psH4IUEfR6SegwgTX3NQrsyxGsltOYS8isMMiWlAnpFU50MRDy2ArzyOOl5kRZF33lGETyrydK+01Zea9ZlBdNHwxZPSy0jIeo+ojxsCg5aJXdbWqbBohSSlNqseRitXESRVaXLFnSddG6dZ+68II198+dt8D8+rH1ns//jX/PaoE7eOiI2b59a3ZoSPiVc2YXB6uhvbPXZZ35QBLQCtfbJZAB0qorWrpYKgiio2JMB6Hwhx653xw7sNvk0mts8aqFmDMKf6siOcyEy4xjVo1jZqTh4w2xaj63ZTsNJvNBQsSAHOmw0UPxPI6TOFZYWiv3GA9bHTrH8c69MLWCIln1mQjDipopUMCPJ6zNzkxClaZI6MTjGcpKv4Ki2Cd2HTWH9m4381ddYFKy8iCQJYyNPaRecqIUV45PZqROqKS4Uhzy9dTJprGxzh4/AJPPh6R0KlXjaghSdaYOrkrSG9lZlm05CJatACjEo8mfhZBPKjlyCG1Wi/AADWNGR9MoMQCa8yzYnEWt11BPYSuNGYepW5PfKObmEJLAHnNXE1ymLwsOWsoCrfGLVK9HGbbVcvKzpKVJZ/GDFcCiJw0lQRkhJyrtgXfKwkLwAqsg2tKv52K9bDSlZX0mYUUcw9WNUCEN2l3ugoSA83rMVl0Cr/loUmanOwjqCV8insfMbx48alra0aC4XlZs+G4XFBsHiDj2o9GWzuJeOPcYEWEn708wBoMAvk8R/u+itk5mvd04uBA9MXFxQOwynlm1avWP3/zWd75wcN+OyWuufYNnn3/z37Na4DBPQunq8r6ly1asjmGCuAj19tJYROkA3HJ8J5iepElYoSLAG4Yyye699x6GBI2CRqhiVRfnfkhGPAWKMZg2CAkzwhsbLBBEhiJ88i0GMI8cICbmzp1nwkBreMEk5UNiOAhGYl/2JTgO6gGYFJNHj1S5K7cCJayy6vTqB55RGk4Othe/1XXGrsgIIV+20C0tyr68nwkaIjc5ypw8dsgk5+eThI2zDRb7WUhUgqMJriihUB8qiZE5J00SQdfTrFQ60pQ8S0VAMjjHcNNLnZsXyIlM3leSu7O7BWavBjCNXQQnspk4tPIlBSEI1uy5xYTq91uhUxW56uGi6WijBLWKW5VEH+X6uqipkx/mDQuyGJVDIDVSglxVB71C+zPe8t9GVc+GryxtpVyo+jFERIYgMBPWDPUjUihfVsGfgfZuG0xxk3MbgHPTB7XX3tFKRQbgZpDIew/WmnlzEk2cilzdTsZaQQvpHC1emuEezeb5WwY6qJ7OSfPophPmd4/QoaeV6+Bc2k/765vaXAh6PxotlEr4aD/6YGDVMMyMG8ltauAqG6Fot8fXd/Q46UmXkjK8dNmyx3Nycj5LK6/awwf3mVdL2HRNZ7XAnThxci0dT99HZxuHEqKBmFiR7lAWSXpAo9GGAapKK2hy+xLwCPAOpotKPsGuEdD6EZgcPCLa9IqUVYWqSiGgFowajDiI1k0ykdWkMRByngno32YVFGBaRvI9oe7JzRGpUxIZSeG7PHxMHF+OoYczTumIlT9WRE16X0yxSWBIE+T8fEi2WsQL8iYdPIYgacVW5xzYA+gskwCMrJ3URprJzEhhUotDxHPcAITDHxNMtWwSPh8muyqh5ZfOIpCzO3q/TUSHhtK4cWgCOFUnmiaBIAeUB0kZMJZRH4g5XF562qTQ/CIJ1mzBxuIoaF2ydJkpJx8penR/FhJfOCjdBI28uX7btpj94jFvRwgICVcprhNR6Ckq2k2P7l72V5tpUZlL28lstC2QCcErSBKg1Az3pzIjzX8XUVY1dpT1oTETn0oAaQe1ZG5rqee4/ebqK9cPNzaWep8qb/ONmh9ohVtRRi9pMY5h0yX6NguZcoV6NsNDvmbnrjrzwEMnTUMzmo2TeUaPk7Dp3FrgAnA78jOjTAYL3KSrgyoI9fLzMX34oafrnaZbAS7PNxgDXxi4Z7kxI+9ct27dt5/a8HT3N77+dfvpq/nPWS1wA4ODARSYBqjuTWaZIpMhUJPLdBtwMng47DJxtLaN4n+FA2m65tprEUw/2iI1muOE4dVBZoLuLoiLTHsIaChdwZFXLs36W5gXfpRzhCJYColrxkgDqD2UNyYh8sSqiaGipZPPZVqiW+37KCA21lM0py8cI+PBRDv7+nngOOloUst0LG3IV5Vr8xaKg4kTxDm8ABTLzBwBHDyKQPr5h9ouqdpHtWB+JKo1G9QKqpue4y7Q/GHcn1IAbS1dNPZIN4FoD/lEarMVCC3DOOF5b4IIwVQ/j0ME29wIlhJtkUCuLAz/Lwo682ImdRVA7S6Erh26PitowMDi0Iaq+eKWMVEZUbcKXQV67rMBD9UIqqWUmlkqChkW7otZCoSMPKNgaYrwCuysllxKhOu87Wg2wfAE+xKAWtQOScmJ+KYBYBtpPxwTNZmSmvX93q6G+XsPlF9RlJtj4sA0OpRqYcyQLuksXuhvfiNJbnzpprZxs31vK73DoXsYx5dDumTScun2tSxExTpTYgLNktnRlOu4TTsRSUWTvemPIFB3Kwn7UQkqUW5ZEHm5ec6rrrrq56tWrfpuVVVV9x8eeJAjvPrbWS1w4WFhpHUmHGrhpIYUISSiNarC0YVScuGDnyAtJ8EQX+PGzc/bRKv4GM/QWneU6JkEUn3U/PluEFrLH1MSyUVjMZh8j5gXA45vB2BYLqGS0eqAE6CEqxUyzENWeQf+lwRPaQExYUkQ5Zco6a3HK7SJA5BvQDg+HcIlU4snzLGYCAQd7KprJwLl/aymvvh9neAky2ly0QtdwPwFy00u/d8svIv70yTg8PgcQ/ghg5hhdOqBfTmc4E51Q7sN4ws3KVNZKBMtEm7MY2kBSaqgVZrkA+THaofqrPkYA5u0wLl5BflUIdRDc9dFl1ZMV+BN4yxi0kjyFYUk0USXoIgVTH7lEP6PLAQ/IqZRUfiO6YkIXIQ1OwVsZuRslFj+pKrSO8jbtdI4RYujFssB2JiVTxRciiyJ9Uf9I8P6MjJzHvfzHTmyd8cjy87U8uTm4JsrYomvp6G1ld6Mm+rq8AzR6g5zEMKgw6X4ZwRItGh6kuISRqsUeUbUqmMNLSqINfmpBHgwZUUNoYWQSBMRasiCQZ1IuymqOqeocOLqq6775Tvfcfvnt27dOvbBD36QT6ZnO6sFjmbvtZiDpwmjz1KtlbQVI8z/rEyMrvB+QUCC5EwHDQfSi6zBPPXMc2bevPlgDPOIpkErV19B6Qb1WWiHQKJy3uoSI6llEniOpemJxmFCOzQTZBNxfAtZ0CdKCSCEbkLLzCQeJr8Vltbz4BqE5pCmneQa9EB9ELpRTDQ7QZAyCz1ihfY4/3yPLwrCNQiB0CATfMmi5ZhcCo6EmK62Xsko10m5CIEOEd8o56UJ64fWVhefpUuX0BSxn66g6ZiymuiApXHyUZ/IJ4sL16lJP8yPfC81jNTCoQ6tfkLVQOUeR5BE4Xov7zp8RRYs7rkfzaw8nM47hibSfem8+q3rldUQwzgGiVCVdIpydIqc6jn0Y7paDc4YCjupvttC+Si9IOSI6vDEsxmJma8+BV6KGrIYONxjDWlpKW17D+46EREVt+/gkZorZmfPApjAAkeEVDlWz0KlZ6K8WgBNNfvNrr0Npr6N+j09BI4v81Fzwv7LF4LYPT852Kycm4R2o18BpMD63M3C6qk4ILKMuSNMakpq0siqlUu/uW7dBT/86U9/Ovbtb3+b40zfpjs5a7eLL7rwcHV19SMqQTkDl75AwyqVEcfHiZLTZu/OI6biVC0l/d0MOlW+y9dQdVxIvooJQbWh8lgKcAQjbPqR2edGNfEYERp+mKzCQuqVhEqazyIWtBLKtpIaY9LSjQctJ9MFh12CxcNTiFpRUk1GTVjxfEiohLFUV1Pth+PJggoag88VAJFJpdibKAz64Sw5eryMySgNDaQD4RIXv8pLRFokM1N/C00jf0kV3QqvS3srx5YBz2Z6Wirf77fRxLDwEEw9LzRgMBUB0uIKHfBdNGUMWlC94lT6Y9cTrlFcJEn4kjEk/8PoU6dwvoZAyWqdR/wlwQhULHk7NTvJzkojAppqG5ukyC8EgaPKczVIbKfbqoRcJT+sWgQx8CMxKyUCzl41UnEioPQ4II+JwWHNYw1vZ1fnC4sXzW383je/OZabW/hoXWNff3uPrhuTn7FW9TkcslQCsAr5hhEA8TVHT7SYU5W9ZpB8nuaC3fQ47VPxBCXiMXdXzUsxeanhgEagECT5zeWxv2cB4WlAEEXbZHKW69auOrlq5bJftLa1Oadb2HStZ7WGk99yxfrLqnft2ju+adMLPnPnzWXCRfGgx2wdWB1mURLNB7OyM6k0TjfLly/H9BkxTz31BHmlZqKZoD+Y5EKT+MHj7/DB/wNlMgnG0YPq8Kxy0jqoIo8g8VrgYWumMCsm8YskbMxchEoC+JJfISlFM8qcVVmOaLlFIjRm5VYThB8sPE5moU5SbVKqCgKoAqEPgSs5dRqhfAZfyYXmUbuoaASBfuLkyVLT05msBCnwNxTwUSRQpqUCMJ2tLTRprOf9IJu6UKI7HrKh/kES6QQpIhAgWaR9+F06rwRcfb1V8yW+Ey0ySpHEoe2IxDFGI/SlS7DRTPX9tu2tGAPl1pTrs/wijI4wkmIrE65SbZtFUNtHj7kIhFwBFglTG/VwYhlT1LQXrhNv6gWj4cWMoiXXJNZBF/WIg/3tHM0LKyS/V8+hs9/hHhgaf9YnKP6Tx8ta8lPXgm1F8NVkUQLsAEkz6U2RL110dh/pMQ30h7NWih4BR5LcaRmV+YlnYOYXRJtiWln5gTJqwY/sIDXAOqah0AMAcaMWz5HGEZo0kpubfffNN9/eoiPdat6kX9O6MYPO3k2TYeXKVc9BnLp7y5atZufO3dYnCyH5u2TpfHPhRavM7DmzaD5IxTPh74ryCnOMDqFdPOiy06dY2Qbsj56bm4mmolG3BAYBsiakBIlHJc3kSdyifxAkK4ysmbLvbbLVfkffk4Ch8bS//Y4mhGQQTccMlyYSPV0g2khpCQGMFdSQbOo7SgRbExR/Qg07BhGUNqKK9W11pmewi4k1aZIzEkxuQRbfZV+8DbVmiogKRVOTEul22rbG0mrqjTBK0lxU5eprJ20t7adtCOhZPP5aBlFQBSgUlayHFKmnC8p00hjqpiOtLB84EmEQh2cKhZqp6UnWbBQDmZS7oGUiMupBS/VhFgoMIIFRC7BWeEl0PepTLviTD0GnXijZW1varbkmMHcXzSyFlEmg+t2N4AyS8xwiqixMI0YA3XMKBzV2ceEOOrou703PKCgpr2zHSiDBzmLiwDf0DYwghZNhhifjzPHTPfDKkKiWLYlZbx+WXlqUCOPPvSfHBkB5F0EahUUNivQGqBx6MdldfAdGPMxQngPclnNmZ7mXLi66q7i46KHNm5+0z8cO3jT/c1ZrON37Zz7zydbbbn37hseeeGzhr399b8gsktT5ICoys1IheU1mxRd+ETgSK64PAYPCWXMwk+Kx8/fY5odU82DioYGUFpDNZJOmL/lgCmpYoZN5IknjibDptbSRJgMiJ2mR+Ek09aHn56XXEkovopTCu6pUSJjECfyjCaKUSozLTtPk4x+ElFnMsWRiKuQvv2fugkW2gaIgZtHRkeSMPMlm+U9R1GK5MStlWipKqJyjon9uJpjOo0LLIAS8E4C2esoFku4QD0kPUV1RIuAD24VAVOhOesApPSKfK12071yHwv/qbiOhUKFuT1c/0V9+QKlAY2EDQRoPaW6ZxkqEqyRJ+6pGLgSzNBq/TFC7EYIq8rPVY86WykjzEIVVN1mhXQagoxskHO/tgyAhfBS0Ds2ZPadex9c2Qg1VdXXtLxzjo5d39AyHBSQq4MSI+4ZjVgab+pomNGYrPmyuGfNpNQeP66uMO4/D2ib8DsakLqLLTnwYpjwRl17aILuQMmQc64aFEp9Qi4gXKZHLLl7fk1+09NFDxxu7b77qNnsNr8U/Z73AHTl8wjz33PM/O1l6MvdM1Zn/+tWv7nF8/GMfYTLFM+EIBhCFG+FhSiT8MRnB7/AQlB+KZML48KBJthLpU8KbXayWUqM+5puduDxVvWnNLPv0GHXLH2L1EnKCELKrPb78QQUgBNXyCOiU8LGPjqfjI0jK6YgrcmKYcyK02ld5RFvuwrlCEIoc0g4NBBd6Sbq3EM0bH5nE/8wzo2ETaAxBpwBTM4EUS1M19Ai5MCHy20kRiFVLCwnxHxv8aCMX14uQyV8Tb2Qfiwj5S0y9cCZ8BJMM00p0CwhsKzA2aTWV/bTzvQlSAMIZKmgijeBpSYzfZBcIaQN8UISNyjE+JzGPVtSCEYFWi2GB0PnE4tyCZuugv5xq+6TtmdqYqenkAVMJ4AiIjRHIecSoLGvkzOn2bVHRkc9NTfKbbnqb+drXPlo1OuDoLq9qDUukepzTEDkOxuQep9j1MMccpwPStSY4vsxUNmxAwPteWgapDkCYclOiTU5CqAkhaS9Tfogx0jOz486iIo/ABz9y1aVX9xUvXvX9mLT5+7Nm//twral7+Ed+n/UCJ4f+f/7n6wMXXXzRV6E68IGg9c1Qmfu97a1vZfX3cDSqr4BWbJk4J4+fIK8WTKh3LmaLsIM49sC0xqUNMJWUONUqr82zEktS+EPv8aPInkxHCZmFaPFKH0ugtHl+SSNKGyKAPET7mT7ghdWYvCnzkpnHw+Z4/NaxFQ7Q0QTVCifoUNcxyERtMmX4cpuf3whyPtcsmLeABHw+eTYRu0aZPpA1ne1d+GM0KsGUbCYgERoWjVk2RD2b2gxjvqJJRf7qCayQmkDrqad3e3s7gGYQHOTY5PcKpaNQ/yDsxtHk3oQw0dg4afUrYbSFr0zQMQtGVjpDGptUsSIOunppQ4QvjOqLUH78SWJLMKXZukiMS2M7aZssHxmZoyVwLoJNJ1qEX2kHdmV8CYmQsyMY03vhBT8n/v9/2003v639iYd+uLOqpjz9gpV5UI+o5tCfFE8zCW6IccOSjxQWrXi+bTA+JPXZ0huczhPJSq5q6KPIpRZkUt0AIi6YlI4fAubNuKiCYxLJtekecpjLLrxscs7C5T+OSSv83lBvE7mb13Y76wVOw1FUONt84zvfbly+fOmnkYWQZ5997oaE+CTvSy++HHMlwLjgIpzAbshCa7zr9tuB60ya6pYWUwntgATIRc3bEP5HGBOEJ8jcQcNJYKyk/J+2sqLlkSj7FKQ1mWf8KJqJ143AeCROD5kfPvak3T1fUphZ+1hTiIes/J40nvwG5YYUeWMWI4dgGUlED9V1EIYPN9ffcAvwMlr1Yva1o4EQe/Yh4kdS14mQdHc5oXffAsKdqmVMtxh4HwW1UmmNAhmCf/XQR04VAEGYlaFUJox1q1fcIEGMDgtWTkyMw3QENULoX6IvrSvztdMHeBOLkcxV3a/+k5/p2Vgs2FfFqer5rTIdJbeFjLFrCHc/SEOM7s4eIFv97AswGJzkOD5qYcEs0jgCiXtq6DTcGjUVsUr7zSkqIFDxcU7z65fOZVQY6zpVXvmHjKTAm539bv+gGDQ1FkDJsTL8ryD6fK/9TU93w53zFr7Lq3DOrnhM5Vt6yb/6c025aTEmNV5pIwiEMEF7AFW341PiTKAXwbRSkrNi9eWjC5ZfeH9UUuoPXD2to8FRC/547tfqxTkhcDfcfJ3Zt/8Q/a0XdXz/jh9+7LHHHuv7zW9/c3tqSqpjfvF8CxBmUWaF9eIBu0CME5UiUd4EI7IgYOJF7GxrM1FMRF9Wf2tG2hGWlpqSMAkLm1bElyak/YS/ZUYKyaAJZZPhdj9ZLbyPRmB3hA/zix+V/UsQdVhpN29W2jG9IV+Pv7XSqjg1hgYZQ7QH7kYLFRTON5lpWTj8wnvif+ATqSzGSf3cKALiSey3mx2Mway5S2zAwUUiWT3BY4hqRhIB7EK7K0ktOjwJoJD2TuBqYu9SnjCV0L403TCaT8Ebwb/ULFHCb01A7sMDTMbH4eI9QSSZw7oX+Z0sHtxoEGFA+YfSovLjhK8Uxd8g1zOp/B0+UjgAA6Fi1K1V1yTt6WZglEJRlFXQuznFC07DtqKR/OO2/vJbTF1Nef9gT9VEDYtRbBhNKEn7dLTSaSgk7WR23pxnklITjSPETC5bsvBwxYlDN53u7vCKgroiNSXWjhtHNx1q9oG/2jOMv0mqYhxXI3vWgpq03OJPxSTmbBoddTr/E8KmG2V6nBsbwmZX5YiIiPG5c+eGEM7l4ZNXYskIgrVX4WuhTR55/BHzu/t/Q9qglDku9qtg00L9WPnpSnCXJFuRMYU/7K0ruiVhkIBos8uwBEimn2TPYwJO+WtTu9ld9Q+bcJz6UVpAGs0GRpil1mxlYiu4ofcVPFF6QRpEPmAkWkJh6+NHDpgdW180dfXVROMCTExCFBqMKBuFn4rGKgoo9RgAgl+xl0FySqqc1iS2CXG0TihpD5mV/X1ONEIPKwHsYZiaCmT0Aseqq6N2rraFa6MwFP9phAjpOOa2TEYxHouR2PbYtterKm7yjlyj0DPStgrwqCpdZDzBamivfB4Dr5q41tY2oqD4ggiak1IeaU/l3CSoahYi81Qmv/VjMU9UAc51VhJs2uVwRHkG8aV/tWjNmb3wRFur876aOqe7t2cCRrJmoqSTY7Py5z/8wAcvrvIKnW33zkmN/d1FS+ccXlyQQlU9bFtnms2xU40U+U5QWEr6YdzfDBNw6UMzJmXPa5q/bN2Xq44+8PDY6JDTP2T+n533tfzjnNBwUwOiB3LDjTfPTkpKuvYtb32LQxFLPVhLdMOKrokH+JSo5AgTl5ayoObrINbZs3mDOVxywqxZuYxIHmYH5p5EyfPf1NH5rYMhZDJ9rBTqb/7Se5rEnhIdvdZ72gPRlQTrNddmKwT4hlIHYvySdiM/azUmb9ujioJAIGcvAhkhTPTqylOmk3xWdW21BfQW0btgNrVtqsOT0Mk/UtVDInR04dSMjY4CcKKLDK26rBaSINDWBK0SZgMlIZT1DOLrBXCfEn6RFAnTWVfbxDV6gauM5m9pZiqziYVERYWTPB9AM6KJCNxoH1nGCqpIeFQFoRxbIFCxKKoBIqmFU0Jc9YetzbQ2RuCGKF+axOQehTA2md7k0rjyFQVxA5nHnbOwMZZa23wIaHDo6qrKshqNyV9uw8Ounq4u19be6KDbj5e2+7R2qX7NUYpp/Mv3PtRlvpUUbce6/MjmtqB1K07Py01afLqymlq4OhbWVtOO0IeG+ZDXDGMhCYZ2I740ISXrPUsuuHUPP/a7f3nO1/Lvc0rgNDC9vb0xoDa8rQPOKjsCil6I9AHgRUrmzplTzF6YMvgdDdCY54Cw375lozlZUWVqATSLXcpyOzKZPEGTqeFmljEprImo+cF//LLC5BEwPtd39B6T0oPfYx9mkX6EglGvN31ff4uteZLcj8RXvJYy0+Q3igNSaPgAtIYahWTgd6289Fomp8w2f8pO6GOA35VMSF/+jppLxoL0V82WWjj58SO0vtYCBUICQIXIvAMIbHNmnNBWd4sZTNXdioIqVK+K64b6FvudKPJ6bia+opcCQyfQX04lN+2t3VYjeW5S5+CeGGiZoEFAu9RVVZQOOm8lRasqA1L5kz+RS/HAhGPeKlXjjST3UFmgFIY608qkVepBo+HNvaelJY/OmT2LK/3r7ZLLbjG/+ul3e1sbjk7s2HfGZ8jlZeYsWFGfMWthVwbCNrU1tHVNzimeuyk1Iy0ma07RvIWr+7y6nQONDc2tze1d7YEQTnkh/K7ExPSfP3jPD3ff+ua3GEdg2tTX/2O/zzmBI2HrrKmpnjhw4IApLCzAPBozZWVlZvOmLZTTgGgArSG/xMX7cWiFTHggk/GPKmobTFlllZlTOMsT5mYCe3SORzvZGWxXYeYBpqYN8WsfSbalZ/MIE/Jj/Th9JOGyFHnSgBJG7f7SJBXES8eXeWY74PA9mZnaB0uO0hHQH5h9vaAv1OCwtOyMCUNzrFu1ihA3FQEwRdU31JmaujqEcQIY2ClMTQQP2JOKXwOo1xNcDGVKpDKA+46kVVWrBWyrGaPaXYVRMiTqu/axLgRHFBQq5+m1Pls8pmug2Lm4oEk4OpPBaWox6CS0L1PVkt8qKkmFhqoPhJ0UHMxJdFRVCOTMZCWj3Vy0BVaLZOrywHcqMCM0voIwMiPVi0BJbgmcyptEbDK7OH9o9eplU5GZv5r8q1avq/n1L0saqmqHc6iCGAyNjH9k/TU3g9u55Y/7KuGfVLj2vu7mo48HxMRlpORMgmXwb5v0C3Fu2brLR/5rbn7B+CUXXTG8fv1lZ4Ww6eLtIv7HuzgHXqy5YHU/uMDJx594zJw8UcpD92Jl74MItZKy+hJTU1tpV+a5c+bS1zsLwqoUk42Wa0ZzHDhSQqi8Q7JhJ5dt0siEkzlo/5NA6Edqgt/2h0niFvuNFTze48uaSCz69jx8yijyhz2O56W0nwROLaQCKWKVGavSEE8OgUPwuXCemjSiPaiuqdZRmbCZwKBiQf3j/3QPmi1bdphvf+/b5rEnH7P4zCh4VpR2gDAQgQtBawkFj9Zk4ntgWoE2SCGBVDGreDQTQJwoaqnAiKUzhzBJZTMqtcFatMEQjaH8uAQ0SDydY6LoJhqJqSmwskxQVQYIdykfsrauxTRTZSAIGRJkBUhjFkEQSByYGkcVtwIm9QyhtJrMU5nhXOvgQN8AjGDPJsfHcvaX3/JmL6isrG5/pGeAtEdYAkix4W093W1/tvOKNVeygJGbBPYyMjx0kmT98daW1rY9O3YOtzTWDzh7Ogdqz5QNnyo9CgV6zp999z/5xzmn4a655pqylpaWe1/Y9OJ77v7VPT6f/uSnzerVF1je+2NHjvF4hWgYpBbuqCksnosfFEaELo0kcYjZvme/ufTCNVDgpTLRJDz/t1kfjInjeVdCqM/4W4LGRPEImkcQrbDZ95Ad/eeRNyt08uPkpyliKVNUpT6BIDRcHHvCPWInqdIG/ir6JBAySci/qLiYiZ1uIulYGkl5jze5qwBo5tatW2dOV5djTuI/gdjoH8Jn9JZ5KqFT4wmA0phtigYGcw5RKfRAQecHgsQb31Jh/AhKYpQAH3J1WqHTHarVsdiRfbgRwbpUOCromBdmZgzAaJH9qCeB8pgW+oV5q2tWa2GZ7jZfx/2MqqAToZaJmQTjslA3SiEMEVmV1h7BlNQmi0ODxAiwSAyf/vU9v3rqLW/8mwln95oLLi7f9OJGV2hkXAOkR4NR8K385eZwqFri3NrOOQ2HYHQDYP5KVlbW73bs2D559y/vtpGyYPJPyjlV4av1Y06ozCSE8HVDQ72t5covnEvR4YDZvHsfwZRuj2Axaaa2KVGTYGmTANrXrOJW4/H+HwXLfuKZTPqetIy0nja91qBqRddbysP5w/3hh0D4w/nhhyD5iLYBH8sbM0x1bJEAsmOBo0VDt6CurtJgAjnnQcFw7XXXo6HCWUjkw6kC2xOqF8QqBJOxn3o2CZCCFDL5FHkUH6WqrJXgFnVdHMBo26GVzxRIkQ/Y3wdqpQ1N1QdlBRpIfCShBFxUkS2CoBAow6OpOojGlOSU1lcTNAyJ4uaUkGZpA/SsYI24TVTFbYMx3LMWHF2P7kEcmzIr5QuqjjA9I6Vr4YI5I57xtUP2V//osyuvuu5h/6CwW7CC37/+ymu7/2qnc/SNc07DFRHB++L/fKl94cKFX+rp6Q188sknbnSQ3Lp6/TXm2muutWF/Oe9i3928Y4cpqyLCl5hmCx/Vr3rb7gPmuquvwNTC/LGTV4IhMxLh4McjNvqbWcb7Hro7tJwEz67SetsjVFYm2dNOHn2ZzVO2A5pFsxSzShpOQRoAEGYcuNeY/BuE0As+fQcA3bBwb9OG5hiHV7EAf9NKNfuOwRkidIkUaWREFAITiobjJBIYJrJ+S+B6yNWJ7k9mWyQFoSoGVTJa16TqgqDgPrRWvAU2j+LLMf+tGSk0iNIGnZiXCogEkQQXLlNckxJqXbM0k25L6QYV+gbgh0VRGdDZOUQawuOXqQe5UCvy3STcdpGRY4lA2h4Idkw0ZtJ8w5Oz8rIqVi3NHvned7/MJ6+8kS904fdtULqnsbH+lXc8xz455wRO4/uV//myefd73lsPdd7HW5vazAsvbLzBPeH2ufWmN4ImiSAUTjk/JlF2Rg4dUCLhroA4tQUoVGyiqTnVYvbsP2gWzZtjK8g9AsZB//hi6vVLwqYZioB5NJgEUabR/20SOo8gegRX+ykhrQNqP01A6UIlvH2oMbP1eOTDHJT6u6E0UEGokscddPpJQcuNwxjmi0mpbEM37Z92bt9pq9hj4tIxlhUsIWhC2sNWO2BqDoKiUQmPKANVwyb+SBES9ZDsd2NOC7QcQemOIpYu8JgTREMV0PBEH6nyJq/X1c6+hO/ly2mdEV2CNKH+61YkEn9NjVECmPz+RDjVeVW0d8JRSsBVVKqIr7S7NJvGQz/cMmPAUdBsMicHBvs6m1vafrtsyW0M6t/e5kB6VN/cZHdKTUr+2zufQ5+ekwKn8f35z36qh9r4la987SPHj5/sPVRy8Pbo2Bif9ZdczYQFRwdwOZCQdxc0BqeqzrCse9Gwfo1xdrSYHfhyN994rckiaKEV3CKyJFQSHlsiyKyTdmPySMOpi4v2s++xn90kaWwSMJmPEsSp8h1Ve1ugFBPYTjWOIyyhL2agjz++F2j5CQiPhvkdC+NWWobyiULkK7nN1GTiKhDhR64tOy3TbN+/F0EA5YEwecLrJL+Z4OJTlA8naJbvKAKNBlJV/OhoIxeGJuScPaQFQnt6gXfF4+epVTDsY3ymvgXjfH8YX6sHARW4WOZkKCgVnVuQOKFEBsnRWQsADaq0huoLh/GRY+groN4C3iThtbLo/oWrFKzLjgnH4IU9jkaKSzOOAN8RAjm99ngvjZ8dxFf4J+08ErSpWzxnBU4raEVlpfnwBz7a8vb/esdnT5ScHCs5eewd5KmC1yBYPkxmyGDMCSKZiYSrw6HZY6oTbUs3NeWH4ZSvNOnJSUxqhoAJ7pkfHsHSXNDf0mV/FDTNKjuzeIcdJEgW2qV5xSdTq7ret8Bm9rH+FsJmI4la6WWuyWxDs/V2U2uGg5JMHo6PyDxM4IPSVRXt4tIbCEssEcbcvDxz5NRJBBYh5G0ltgeINGpDh9hr6cNn9Yd0SIBd9ZVTRFIlMApg9AO5Uosq5R+lAcXANc4KIw2nKxdfiRA40kyiBrepBoIfMqmtYLCXoGV6rcirzEYVy2pRCwgIsn9bVmPetwsF3yVsxCKEQOMrajXzoXxpZBzC24ToieysVJBudlR1C6+77ZwVOD2pPGrIntv0HHQLp7pvuvGmjz///KaDpaXH7xhxDUUvXbTC5M8uNDFEJBvBUfaBrewCzBpBUAI1Y44cO2HWLl8GbblnCDyrLlNQGgxVZ4HIes3EFI7SmpWc084VJpX9CA3hESaPcCkMb5EkrPKe7zNZETJNUhEJWRuLaOkkfd32bdkG82+t8Q1Po98aXVyaqOImMd8zq8CkxROGT6A8hYmqyRsTm8D5vC3How8JdZXHWKwj/qEv9yKkfiD9xCVoIgESllJ067bbDaKjiGMPiBUxdCkgItpzVXXLT1NqRNFOCxzg+zq+NLbWIV27hAM5t+eTMEqLq8e3xksLjTShqruV3pC/xbf4njQ7CwTftD8SVAIsGanJzgXz5w6y0+t201ie09v6S9ebT37iY5S5tIzc/q53PD8yNtRdRS5ONCEhQJFYay3jV2sLeMK6eopTKVdJSDbHT5ZhSvXaiaOZI0HSBNJE8SRoETJWfUmWFUJWbEXo1NJKE1ITTZNeE1J6UKUp0ho6Dl+w5qheW83HvsqfqSh1FLhRfc+gqYMLpAPA8aaNz0HHftiaijYPh5mWwiKRSFmNHxqpC4BzJAIncj6ZeNokWNpseF5+HMWiYhWWENEllggjREYqtOT69J8QMI31DcqBWaSIhE735PG3mALsJ1Yu0ZaLvFX+4VSOkrPwmn34UZ82CZAWG3tszj1ltopuQf2+9V1FiEXloEXHFxZppWBUbREWEtgze1bOkL341+k/57zATT23yy5fxyrdP9LV3VEdhqClZgpiZMzJUyVm8+aNgGBLbT4qAiavIBApjY2toCVq7KTzSInHzJEpaWfUS8JmX+tN/S3fCmGTzyfBkyZUeF6bZ73Xv3qfiYcW1KS0HCbaAW3hxqd0Ek/ZfazUpJGMv/ra601WViZImVP8lBMtDIF2oJgwfryNbvZDBtsC8qOTJHUTyBPVrclfUy9wCbPOrR9NevX8VqBIPp5SA/0Q99jAB+fVNahPggROFOTqz6Dv29A916pFQQBr9ZVTpbfuQuBkCY+QMhI6+Zbj3L/0FndoBZMdrB8o/28Sv9CDMAF7SfpCdYwBdCjyFusZEcrgIH/WsbGj1Na6NByv180zW86Tuy8vP+2E4GZjTW31ZdU1ZxCscHPs+CE46NsIXccyaZtI+E5YZ78PHpFKmlwsWTCP6CGFqUwkj66SwPA/cC512bTaDoHTp1b4mG6SP70j1ig7WSVYvGkDHjYCiEkmrcA+1s/Td5mck6wAR05Vmj2Hjhnv4Fgzd/4Ss379VaabKKWYl2PIw/mpUpzJ3TPQaU6USwvDyQFvpSBsSmRLSBQdJHFgn9oURYTq41Reow5CCtPHO6GRA+iswCMRXBv1VCdYRTVt2y2EzAoQSXPLas0YBJOIl0mqTaBohfptJQQHkUCrU45dWCStuic2maUSTAm7g2M5aMYhgRfVg3qJ91KJPgDDckp6Qg+9v5+/8ye/Yty4HnsMe4jX1T/nlcBJy91xx53Ht2zd0v6d7347rnjufOuLhLOs9mmimUHKPwpMKvz+Q72twJQayC+56K/GKm41FZNIwQSt5JhkgnRpwkmj2Y1J4gk26C8FEuSrSDg1gTSxFShAhSFsKDg7qRQoUTRQ7Yv7QOPXNHejtZymrbyRgMY4lQFzqZ6OALTcbDpJhHd2xVpNVNtQDbMwpSn9fNcrgklMZJOzKeUQhFB4UTEwhiDJvJQgdpMGELOXl88wwRElsENMj6vXmrq2coHzOwEY+6PdfOmdMCEBkgmIwMhXkwB5hAuaBu2DwNlGkbwvvkolryW81kSWsHHDMq1FNc8ve39KAQj1IjoIPwJDAjX3O9vRqpNmXvGssKNHDn62z9lbm5SbX6ERfD1u55XA6QEuXrJoO62Zvnjq1Kn1x44dCfX1C1iJeed/1VVXE0bHDQOO5Orvgh4AtiuqpEfUDwDfRz3mkBwrcNJqHs0mA0q6jI2PbAhgykxkX+kwaSPP91j79R4T2+Pz8LeEVxsaQEWQh0phkOatdVSq1zV1Ur/Xa46VHCWX5Y8w9JgjBwaMs6txKDYm5sXlq1eNVj/y2HU19fXeaZlRdlJ7IWDKuTkoQ4oh6tgDSmQEQh8/YGKiJJd/pc/FCTmVCxRjtfqpSUj7MCvBHZI3I+lOmoEVgsWEJL2OS6RS3P/DFG2qKkBmoYTOnpiKejwyhAwtrQAS96jgSB8wr254RYaEnWRcxtH4Mlnpw85YoDkdSiG4TC4Jfdo/+dTX1q6BNuK9/3vH9z55wzXXKFn5utvOO4GjWeH4j+/84S82vbjpHi9vv8Dnnn/h8zt37Pmo09njHU/kr7G7w7TCYqXJM0gnUdszDa0h08gGPayGY1IxsTx5OLSApgXzU/8ISSLtJTFE+VltKIFTTZ60myKS2hTNkxaZRNgmYCNup3HEzqOnzL6TNaaI1r9z5y1EDgNo4zsIkBgEyNiwOVly2J2Vm/Xo7ILc/wqNCltOb4WrOA/qh5wbpqqik6NqKMlxwwiMuFg8JHBaJ5SXE8ZSXW0EatYVyv+yJh/XMoigydxU/k3FogpqjLMCCQspolsJnGrkgin30bms1uO4tnMp92R9Ufw9aUFdj4bJBfpEraNkkkoQZWLr9mXajlP64xroIO8ntMwkKY82ildDHY1NjQsfeOBBqmr/otybN14Pm51L59ON3njDdQRKSt2EwMf8/QP6Ghrq7iUP1Pzs04+a5zY8bg7s3UkxZhXwpA4Q72g7ggQyl2Q+qm8AM8pOPDujFFBgNltfjgksmdPkkSfzkjdjTSxpNgmrZzJKFD3mlmjGRzA7u+hyc+h0HTU5ESYxNQvN1m0aKLuRPyXtlp6WDiWBxSNW1Tc0feOiyy4cPVNRcQnQNXLZHj/KEwXlArgICYn8pAh4UTTZbf84NJI+VPGrftQHLojyn3Cinmq51QvnyFSbKWoKMRe9yKdFkkKgJwFBDdsMA6GVPKnSYBTm1GE0lV5LAEf5YAxp0j3qfrW4KMgyxn0LL8lbNldoE/Hk9sQqpopvJ+c9fPSYefSxJ6ww0kQkNTkpOenI0ePn07T7h+/lvNNwunPhLae2rbv2nvn9b+97B/7GO6A7yNy9a9eCjtaWgATo43rHXObEyZMmLW4VKAiCBfJLWKnV+MGhJVwCZ8WMl9aulMBJ7Dx/6JVNGbx0MtWWyd+zMCdMKu06RD6svKHFlENxMAgtswiAtI+zt8smqcMBWLsGnYCsa8eTU5N/Mqswp/Fb3/7B7RSOvhvqOhr9JMBypV5rmH9oKquJuS4XaI9AktyxoPvDoUkYRlsrMqpjK1EtRi75lQoyqvVUFN1Wxy0PJdesFAYLTKSlcQhGMABA43fZZo26ZuBe/b4DFsql+5ZgKamtTfcogVMJkrUs9Zt9pOFVT6e9bPBIwsh5BLwOhC0tAWiZGMScfV0Z2Vk5b56Vn/slduVsr6/tvBS4P32EkKKOwjy8+dGHH9g+PDwe/O3vfPv9LY0Nt9VVn8mprTgVSD0/jF+YUyBAHBbDiB8mbSVTSxOLya2i0inGZc+xJXAvRfmYM3YfrfhCxfMdP4F+VZUtjcEk7IXKfAIIlPgdXUQKwwiSOJ1d5uCBXSYWDQR6pCknO3M3vdz+0OPsecczzz73LfYLdEFyixBa/0itujSpNaGHCEz04b/5kwIIhddlhOYY3vwoiKHIowIp8jdH2A8QJ8lxBUEC0bQtcETC5kxluW0pxbWI3DUAqeyVP6hSH+5jAqZimc0cnNsk+qr3GBNrSkvg+E8fa0HSOChKqfIeT8RUQol5zvuqVqB2gTZifgSr5rA4xAHI7nKcqTgz95lnN/oguK871Ml5L3BvuPpKJvcABar147W1dc4vffFz37n31/femxAb9YtRZ9dVsQQfRqFEnyDCp+aHniicLG35RExiTS3+92gyTTNNMk3nl1Z6/mInq/lsXosJbyFXvK2VX9Ax1cbpiBEkpYdc7aa5qQ5t4hiOi444jaCd6Otzfqdozqxq58AAjVjHb8jIyA6UOXa05BSmm4IUnmPp2vT3MNFOF9HVYRi0xCWioI9MWsG0pF3EsKUIo7SW9e2IwKpmzU+98RBG4Trb8akkSKKzU4HsOAvFJJpuGFNS0VahR9SaSlpTx9aPJM7ePdchLSrGZRe+oTSbJ9HNmEgTcqwxKiXUvGMIs728tMxEwOJVRH1iDp1ZN2x4LIFKhIQnnniiYc/eA2bF8iUaxdfFdt4LnJ6i0gJTG3R7E29/x9tb7vnZXc5kFV/iA00waSagj1MvAIuw0Axnk8bQ5LFmlH1P5tNLn+kj3pNwCWNo+RZ5z7L88omETxpBcC/ygmbrzsMmKDpxPDAoZNeq1RdUQIC0t9/Z88yChfP7vv/9O0c6qAzYsnVbXHp6Rvz117zB1IIMaW7usUELRQ+Z31ahWNMOxL98z8FBBUWY3AiTatyUq1Oy3dqVXIOwlBNMfE+OUASsFAkhOC4WGGQN846ADZotmZbJ4qi0bbcIpIj/RESyY2Mq0dEiZEdDN8xwcC0sItJmahDiIi0wNgbwWrYrn9sOQQid2lZlZOSBGW0CVuYLeiaNkqgEk5wYSTpmzjz6I/w0ISHx08uXLT71yKNPTMr3fj1srwuB+9MH+RLdnhcrspdaCiuSqBVdfbmt74Z2sP4as0wtpzyOiiY7s4nNgx7R3/oInwWNowppoT1sLZyCitIWCJzaGYvWDimcyMnJ3lawYOn+5OSUn7//PW9seO8Hv+wuLMgFYF1jHnnktzq0Y9g1ssjp7I/NJozu7xdsSA+YCujfklOgBIRUdZTFQQEMmZYKvQ8OUNwKNQJ/8jfdSsmXicJOGs4fDSeBFw25UCQSOkUl9Z6/HwRDMaLaGyHv1weweYSwfZjx5T2Z0d40tvej957q4ay5jADZ31ykDwJthY5FQL3DQ6m4GITIyY3pKsFXMGVS0qwbAl/ny7lUnCrLoIeuo6kpUeaGG27w27Vr15V1dbWzPvPZL37t5ptveqixqcWVgo93vm+vO4GbeqAIDvKBeUWonNmCppLRJzPRM7l4yezS6q7JikBirkn+MKzs5NU3hOBXGkCBFO2jTYENEaJySAmaDceHhEe88OXb3/+2+WvWti9fdgEdfYbM//vAu01x0SyrMd/8Zrf5znd/6DM8OPZOcmpRu3bspLuOsIchTOJhzOFySniySGyHcy6dT7BOpQrkW5L/4g1RGrjUkwmNG0z3T6UQpJ0mJobs9dlABxfFSuPR5G5q2TD5xHGp6oMIghsiNgrHb1NfA+7Iaki75vCPp4Eho8T5dE4Njz4TlMzfdluVqYuwEXCScGk8bMQSP1JaX/3pVq5YApomzAKos7OzzPPPP5+9cePGH9133+/Ml774+d/xRY+k8uJ83V6XAoeW8KLbDuBGJiDawBK4ogUkJJqY0lQO/B4ZjOq6YnPEYAKl1jQRmeFMQH74G0uO9+z0Y4KjVfhcAQarETiWUCadXd1lra2t7Vs2b4dleRYV6PHms5/52J/NqSxogTe/uHlJPEWyA+5BCmdDQaHM5ne0aQfk3EeQZQDGrOCQKCY9FHxKViOU/iD0JfSjvFaFwCC8Kf4IjCKImvzipNQV6g2bG9Q9c71CwOj+hJaRFhbVYAjolQlFaHVHaDDdg3xAmcd2XJAwCbwo+6QpLRKH44lGT2kDCbnyjhoz9XVTWY60segbMjLSiFLGUV/XR3uuVpOalGpWLVsDEdSpsJraqi9+9Rvf2MWFnvmzQTkP/3hdCtz+/fu9uzq7AhQQUFGn+n+LS1GCxmxjU65ZiBH9zW9ee6QOjcKnKD3jQLtMkL8Sc5SSybbLjGgFmOAKMMjv0iTVSo9/51h/862vOH2cA72O+vr6t2RlZKXOpt1WBMxdakLR0tluEug+c7KMDrBVBFrwizisPa4OJvNSM1+BEF2qXQsQOgU8wujuqS488stUZKr0PV/lt65Lx/D88K/1B9so1PXFp9V98yVrEst31Sa/VVpKvxWhtMInmWJX7aFEt93TY4vbhUdphzES8zIzI8JjTSI1dIH4yBOkX4LwJQfBeirFsXrFauoaT0ft2bM31J7sPP/ndSdwmiyf+sTHfUb7+4LV7VP0AELGS6Mxc+0sUj851YcNU7KichUxVlnOf8ynYJLI/tSgWS0wAVAXDeZFcEFaUsJmnTuETDPamqeePTXXX3Hb9OKLjn379yXdeN1NaIJM2kh1m3KKaxsoSB1BuxzYt9cWzkZANuSkm6dMNzFuSaPJrJWG0aYEtKRgiKrucOBfcdExdJIJIuTf98fqcGlj5dtE0qreAAr6iIpcSW7b0EMSzeGskFkBm3qN9uK+5Atq0qgAVWMj+JpNhyDQYmsmPsqnBI3sQgP+Ek0aTeoD1QdsTZo7EK7QSPrQMb7kBZX2oGJiDCSQVPF5v533AvfU08/AO3/aHDm4HyCt09x643XmQx/8UOyj998fOcjfwhjaiUoObhwzqK3Hac5U15nNW7ZCMV5rSVi9maChhM7jCGIUzMo184vngA5JsVpxUkEXpRPk1yBnMrn4xwqcnbR8hkD/TYELC4iM7ut3Jgk9ohZTB+mFFpeUZObNm2fa6G76/PPPEekLQOgy8dOUE/MESoT8EFhY5Ta2HwA5L3SRRYQoICJ/jLIYEx0XIcYFFgBBv8i1qfaNHJxaHUvIhH8MoYBVZqSUmm06wtTX9dtoK68laFqsLP0f51AKQvv7YTaq1s1Bol3f85GQYpb66BqJpoomPToaJjIEcWgAf5nv2GAL0LRA+iZU1Z1xE5ndBjVEw4svPD8jcOfiCOzde9CUlBwjzL7FXH3VFb4/+EF5HljBSEp3fEDLB5QcO/y+kEC/opFJKpUB98r/6aOt0klKeupbWslfwfsPU1ZuPggOkuIKwdfVNZnN23ZZYSouKjBvuu0mehWsImmMhvSDtmBEHpG18FjMMd+kbDR4rPRSQNYM02x+mQ0tEDU+PhpXVlZq5hX5wSidb/IKZ5s6imYbWpsRWAMZf7nJzMljsgZbn01J6jGaKfZBdyf2LW1WQDifSoMU7PGHAoEzo5EJdODrqYDUajGuTOkFYSttfk7+K+GgUQI0CgDZSCzCzEXbY+q4CpRI6HQ8AbQ9G6kGopl+LBSqqKflq00PhMACxmWYtqEu8noDlow2KiYcnhkit1xLP4Iu8qGhkUHT3tne2z/Qf+cXv/AZcqSffem45++vc1bDgTUEFd8PYmKQScSKjdBolb/ownWmtrYxqLIyaE18XHzMJz756bnpqUm3rVm1MoTH6E3xps/EyJC/t2PCEcDq3EvnF6hPTOXug+bomVqzdMVys3TxHBtWF323AgyqDC/FxNu8ORZ+/lb6h1eZ73z/Lvpmt5k333ID0KpQBBNUBT6dOoqq26qD0LgNSjCxyWlNzdCXnUmx8fGVMDG/uHvPrtxkmpAsXrIMJq8uU3mmgoBLh01O79+7h45AJ+irtsy4KetRMGIU4VAdmoITihYiHciDiH4wiQfGqAMUYJm0BFpFpLOhdOfxRTgUvVRA0NdP2gZIm9Ve+iW6BQmZmJjxtxhXhWWlva0QcmwFaPQ54RD7PdFAaJx64cecJLrkR9VFFOSzDnzbzs5RTOQEOqHGUmUfauFyklmxNncB2Ob+hjC7v3vDG64/8LIDcx6+eU4J3L333mvOMAkjSdRueuYp879f+YwphYyHzXHo6JEQJl/43j27G390511vwzf7bkpqchCUA45sqqoLcjJtI8EJHPnm+jrTlRBtfObOsgnv7fuPGNr/WZiTaMeHoE4PI0cXDclpBL3OfNFis7MzzYL8HFtTduBwiXl8wwvmwT88RE/xHHPxarhRMI/G5dORamAqMuGYuAjEJCYbFQF/c5znzS2c/MbXvvuDyoqKvBe3b1p14MgB/0S60GTk5NOGON9kpGVY1MaBgwdMLU0mo6LT1KuR88nUQyaguLP96xA4H84vwRFUy0mLYoGfJSwOLydCh9YDPSIzGqQLrwX78gRTtI+EQcgYBTMEZXPj3yoBbk1u3RMnk6aTUEvbKeik4FAA0c0g2liNQIqkRWcUjKqZHIZFOoRI5CKTRMBE5/PifIquul2T6psw6BoY+DFEsndy6L9JDMvn5832NyfC2XSXjzz6qLnxhhvML3/1S5+QgOBMEtXvuv1TXwr9zMc/pMYN0Ht4JyQmpyRcceWVv6Xc5WY6ggbHw/nY1tJntrTUmyN7/E0UE0CNEONh8MpDCCNZ9Xfu2mV8CcFfRr2cF/6GGhYKo0g+2QBftBoghCimLxPLjV+UQqvdjIQYk5EUb35x7+8tJ8miuQUmGmS+S00OmYzCYQph4iaZbm0rGIBePFn+isPZQ8TuwpUXVn7la59/N91dl4BB/Byte+cUzMoDCTJkSk+VM+lhUKZqvb72DMJD8CY0jsAEKQu0jSa/Eu/W7FMcEodtEvC0SmREHKQCVQnHMP6foFt9sBxIyQVRiqPaN/FQqn7N+pyYjBJebwTTDzPU+m3cizSb4F8KDuk9T9kOQRuHVKCD5DZ8mASadN9DLioTRl30SsggvxdJFBethvAHBvvYxiunT1e4YM/+WHJKyoM9vd2DeblZrzg259sH54zApWekO776la9mH9iz92NE6BYUzy5YMpsHFb5ovjV56kHkDxL1aqqvXZRAE4q3v+lW+mXPI/pG2ySXE8hFP277JKFpHxpmgLBnIvQBbWolHJ7NxM7Lz4U3kuAHAmNniIDIKk61v2ljSwSQaWwnYyATbBnacfiW68zDTz1r6qmviy7Is0ED1ZopJG6LWK3gjVEGEzMnywxFMHl6X24CRSLECrbc99sHqhG46re97S1w/qfcB9LEZ9DVAtUfNHkk/FJTUswpKPN8WQ3yCyDq8cGfIzghfKVMTOTAHkfCoSiJiI5saytWDpmBgtAoRyhhQSfaKKWEVcIixmUV49rPWGhCWIyCoNdTHk/4yCmzUuOg79jav5fe52DsCyWDTwiC1Q+7WI9JoxtPYnycNS+RSISQIlaiu+UVp83effsCLlizpp8OPc6rr7z85YbkvH3vnBA4rag//vH/hjbU13+/t6vzGgIepqHqtImlkXo4jSiE7aOjEo3Vo8zuA3tNDCUva5cs4IHHYndFYMKEmbGBHnJnVCILBcLKP97fa85U1mCinjGXI3A+irTxPjMS2gC4+lVBgA8jyJfHXCPwwMTCrrKTV7TfYm8+eOy42bV3v0X9x2B6KhzOjNTMt9pNghcdHVNMWkHL+JFXmkkekw6yH5fLj3zVsvj4RNjmvCzbljSF7rHk6GF8MhaVhhrbFSgC0xJJQxgQJJUVoWwwZK3QSfMpPwbZlzUpPb6XUgC6NJmgBHMQYtUEat8gBKwbGkG60Hg0FmMYHUXKQQEg7Yu8ykXUNel5aFOUUgLZz1gGg4qRuTgxNkgpThSYyTgiuYn8QPeHbxfEAwogYrp6zWrSHh1eL2ze/O4rLr98L4epsQd7nfxzVgqcHmhV2XFTU1Vptm7eYi5ZvcRcesV1RUMDfUvXX3Kxaao7QyP3VpqtHzHN9FCLp03SrFmFNirX3dJoCvF7wkCGuBqrILYZNGNUHY/QGdPBZJUAjQtFEhRqyk6VsRoPwHESYyZgtNJsFK5SfbVHQF+MqiE8GstOYyaaUB2KsnkTRhcjQyh+W152tvn5bx+yrX3feeMV1hydxIVxyKxjAiq8gD/kNTgwyNT/+1tHV+eshJi4G3Jy8hwV5ZVW40RT0VDb0GD8wC6uWbPW7N2zy5SeKEHLoVmCozgoqA7QJzI7hYCRNlMQxbJ5IRDyw1So6g1dnSdgohyafDePOSgtOIDJJ4iX4GFKcns5iCRiigbjy0rYpNWk3YhMWR9P4C/dXS/UEGVlJ9CS4SYFvzMxPpqx8TKZ6SkmPz/TBAEoUNohIAgbltmWkBDPPawRl+by0fGxRVz8jMD9/Wnx6u8xTKDiyWeeY5KMmx/d8V3zoY9+wqexvm4uuZ1EmIPDTpYcfSdMyfHXXLaOMPSFRCaHmdVCfvDD0quar1NlFfRVa6cCIM+M8Hu4iwaFCNIoAjeGqeP9UqxewQAX1l0tNHkOJmkQJpcXrZnUUliwLS9MrlEqldVZxnJ9MIGkRTSJfQmDh+IL2kQ4kzg3O8PmwV7cvt1E0NjwiuXzTRCmmya9pWhgkk6Mjnq1t7QGDXS0mRAaa/yNzUEy/m2HDh+mP2IaDeabbMK6y9lPxK/bFBfPZ/Iq3B9sThw/bmprKjmPyGADCfhE4tdF4XfRoQfA8AS+le3LhjJS6F/mnKK4qhJXbo3WvrZCgMs0vZDE9nG/imgKpC3wsxVWxmMC304KTb0FpvKN0nhKIagvX10tuUqsATVHmUu6RPV97bQhTga+FoAfOEBxrczTAEcwi924OcEiJ7a06Ojo++jqc/4n3v7iYZ81Gq7kZCkFmfvNd7/7fcdP7vzBqq9+/tM3JsbH3JaakhQKAt5n+/adPtdddpEJJ9KF10IIGlNSjj4P0fpZTKo+oFAdYlmGdq6flXeIJLKETabhBBXSChxYmBaohxFmkSZKBN07FTSwvps0BH5gH8lmJ5MQ9D6TTXYksxKhniBU7p6Ah8RHrXr9aDvlMHFM4NXL5psWuCOffH4zpqrLXLJ0rokhVI6qZFF3M6E7A5/d8PScspqarX8x/n/1J2fbPeQafPszT2+IWrFsNZohyLR1dMJanI4/FE0r316TnJ5Jj7t07rMXEp8O08F9trTS47qlFk1DyyvwmL5ocC1CqvxWvwHhGRVRFEGZCHJHRxQU8bA2O3s7wVOiBfH51E01hKJWXqLYMRfxc4OgV3d488OYayGZmBxB2Jz4lscZuwDyhoWYuHEGxxrfLYn6wz5buhOIr+lLDwXVyklrjsG/UnbqFFX2pSf5zh2cof+vBuA8f+OsETj4EP2pj7r1xhvfsDDA1+vaNcuXpmVlpJokHO/KM5XmNFQI2ZnpCBk+C2aSfkYGnGYE3sMxijEdRBjH+rrMEKbRtm17TAah6CSISH1ZjeWXqQpZcChF2my3GdIAQRCzDo3CaQL6wuHLMs5+TvJyvR2tZljMVzLPBH1Cwym3JniSIpBjoDQGkQwHvCDjJHxzCRAUzimiG2efeeDpTVROj5krVi0yEZhTUXSwCQ309eoeHblt5YqVTxLEqQ+A8PUVNvenP/Wxpz74gY8t6ens/URObo5XAPyO+w4epGFjMmZYB91HW23jxSi67CQnZyBQ5M5GIIxtabGao5K2yuVlR6x5HYGAButc4zEIPr3kIIetqhywiXT5dxqHQcZOP/6Mh/oYRETSuw5/cZDAx+mqanrvNXFvc0i6F1rBwahEEAFJc98yI2dTyS3+ydbmRgIjA6QsQkx4RAAC5rEI4PFiyWGs9DUWrZCQ0LGFCxZuufmG608pKvp6284KgXv2qcdJKr94M3QId0XQFfD4kf3Ge6TfTLoWmoHuBLN963Z6XjeRz3KZfqBX7mE4OBA2FxNwzEkwBL9M/eCiuJvZNO54YedB8zCm121XXGiSWK1lpkpQkCdWaX4IGoizJAyfrKkOfsrTp00QkK1JNF5fZ5cZ5zz0+GUfpopC5BI2fDdFL73c+DCacDS7F524GmP4YIp5sQC85a1vNj+5627z6Mbtxkli9/pL1piwiAizYtkSU+ccWXDy5Mk5cxYtrX+lSaYJ2N3bP/7kk0/sLC6a/9GhYReBRiYl10BrXVu7okmdh2AoOjmma0SUFPBISwtBWytQkYX52W65LRW9DKGOTgnviAh/Mxeezj5wlerLLXQKt4GPOkmxay0J/QaEUx7nCBqzjXwesXzyii1NNQjoJBHSNIsjxRTg2AOmnGhpMj3UU+h8mgxPSxIpi56uXkvdEBYBDR/7KXKqwlxBvmTeitW5t6f3CCf+7jMbX3ilYTiv3/+PCpxC3AUFs01nc4PXY48/vnD1yuVBN11xqak4Oc84O2FLJmcWx4RNobnFnj1HzOFDR00kq68X/ocLJMakq89GHh34X5PkyALxUS5ePJcK60ZzkPbDuUTI1swtxH/AJ8EMshg/9lGvNlK3JjMtGb+FJvEQrmbQlniUyu9hUBogAXHlPBwhCp97M3lERyAg7iTapH+wl8mullG07wXhMoL/48T8vJU+Bx/98H+bn9z5E7Nx536gSyPm8ksvNoVz55n64+V+Tc0tt6ONtjGjkOiX36IwUbMysr1aCP60MwZLs5aatavX4CeGm3aEWL3aBLruQZuKOiIyggQ+aI+REa7TO9DExafQdSeR11osWAxYeOSvDYLKyc7JQvDCTU1NDcSzPZbnRJrODzO9ob4G2oVG8o4AAGj0KPM1Iy2B6KMvCJfTaMaTJn9WEeemqLa/kwBJLOM5ZNJT4myQarA/BQEbxbwn8MTChkmBgNGDm9xkMCap6NnLKyomAwMDtz7/9Ibme++79+UH4Dx/9zUXuA0bNsBR2ELfti7zkzvuMHfdfY/5+V0/XpmUEH9dcX6eKcrNMLNo7D6JIIipinmOB+VrXty23+zbfxi0xywTjKYZY4JD6IuZoiQvpiIT30GwIy06lBxZPjVkPXQ73WeSY6JNDoj0/jECIJhQ3j4IEkEBtzcc+HB8JIHicBBoaKLyWat/L+SsXmjMICa1r1AjpArG4BBRrZe0onJSo2hYcYkITTLEBPPWNXB+LzTeqsVFxv2uN5tf3n2v2bb/mHFirr49Mo7ggcsx6vbObm5qCmROvaLAab4lJiaMd3R0OyC0NZdecqlZsGAh55ygYDQQmBlmNHC2NjCW4eA9lbxWmB+IiHHDpKz+bMJQqojU5uP4qB2ipD6CRvpuFlHVtvYOs//gUaKIszGVvenPnWwyMzNNHNHeBIRVQhMdFwN4eo656abrzZbNm8w+uEeGWGhS6Fi0ds1CKBMSSKlUEhDxgRwoGFBBIIvXKFFNJdl5LtyHxW6iQTuxGmAZm4Az9HHygHdWVFdJJF+X22smcAr13/6u95qrrrrK3H33LzNpShFaNHdu9nMbnrrgwIEDs+GETA+RT0RUUfkwAV3dwKLGEZIIUBxLF843m17cbI7AcbiskCQzIW2h1FVmoiTvOJNO4Wh1lJlHEnsAAp0TYB6f37XfZGVmWEdeDS1EOSDPTGaOHygMQtPWoYdCz/IoCj8YSvg9BZRKYlSYiST4EcLkjaDjpy/BEsUSxtFcipLaejGqDIQfdBOx62muNxEgWBYU5Ji33voGc99Dj5tDdOkZ/O0DFiaFQxbJDI/hEF1/a7atWLWy49Chw93bd2yJu2jdOjRxDgvKhEWarFq2wjIox9FRZ4D0hdIBgnOJ7kFkr+qwI2BwEDkvWcR9BI2kxUJpWayFQcEhEvHUy0GpwD2HUVEQSz4vJjYCLUiQB0avSLCQSclqkcVCg2938223mosuWWcFUlQMom/wxsROQ+gQIirIIQzifEg9Wh8JR/Pzr/EnFdB6qskQdZ1MSkq6D0P+U0Qn2/fs3vm3bv+8/uw1Ebjde/chZPeYlJSUOR//xCffSJj/+gtWr4h0jI+GQGIaPIoz34mPNkBlMx6ZmaT5wyRaRPkwIfklTCuJgLXU1VIFcNSkx4abaASgz0VkEhOrn0nVR/J1COd/AM0H/ty0Eanswcxsae837ZiewdAJ2Ha9Xmgohf1pzeTuBWwLrlAmjxuaOT4xzR1EOgnBi6skkskYw+SLhH4glomWEB1usoB0xYPMCKRbqDdpCfXyhkrVhJCArwcFzWEw88ItyiUMoXh2y07zNNHLVrRM/uzZkdXVVVF/b0Z95CMfKfnCF7743YMHDn3tV/fc7f+e/3o/uUYij3xRDFkhNAIJgwVLnXVc5AoDiBQKKSJYldIGUi/KtynQ04fPN9TH/eBjJqHBgrnffiKscVDWyTwMpuwoLz8LUHQeZUEl5OPgsMQqUHC2qbkZf41ORMmzCfPPQrhRXfxvN84RQEQzIzPNCpd9T8Im1fbSpt07ifg2NTUNUGr0aygA2xsaG6c+fl3+fk0EDjxfIObMTYcOHfx/7W0ti8IgBl2GbxXBJG1pajK97S0EQ4gwEk7ux4Yc6e0AidWD0y4YEesilc5h9FW75oorTCV5n2NUCnS2tuJz4NOAlu8nCDA0QqQNbo0YJlJcYhJ+RQ6RvVha7cawupOnQlOJL1JQL+WPRvkOEoYQUoFMclfmj+BH9bSFau7oJRTfbRp53dZKNcGZGkvQE67gBEny3JR4U5CVYTKITqoebHAczUDo29XbbVpraNpB9C4CYSvILzSZs4pNWHSC+dmvfk0D+w7v9ui2gB7o1iMhZn2ljRKZscsuu+xeGieGnyg98cE7f3Jn2PJlK8E9hpl6avXSUzKhSl+KzxpgMYqD+FJKY/sjZJEsHqT1rTkpTRQXnUJXVergSFEkJSXaRUR40ZjoaBt4oSyIy0Crw8AVCznu5GQPQGk18kBz831RqotQSFUGU9KklDeSb01q/dbGX/b31K8pudP4dnd3/QKteaS9vdX81zve7tnvdfrvtAvcg488DA/hhuy05OTvrF25PP6JRx82m5990nTVlZmi/Gy0XjKrd6Rpb2miQLTHhIzga9G0XWalhA0XiEgXplGfy1S3tpvDJHwbCUHLx/PDFwujYfy8OfAdgqtMkvZBwCLQSvJhgolQCoArwZUzOIpQjhA8GB0hVI420GKt3Jw2RdSYrSaLYMAgPkwfqIseJzk5NGEH/t3x8tPwb5w0Z6hRq2puMXvLqiybcD4+Z1JclIkn/K9CVWxNQuqYrhMd5PpIC9Di+OYbb+aa28yG554NXLpk8TsJje/jlEP2xC/zTwq5rHvuubfzhhvf8P0NG57dHBIcctPwmGu1Y9CR39La5JdMU8lJBMjNz5gsAWk2OCKDA8JZOPDdMHmFkHFj6gb6hsIfwv6MgUw/UZxHRgTjq0WCEhkAVxpkETPBtCyelZ9h82lBaC4FZuLwh0NhdQ5Cm9vVSSHeP9mmwvp/FDY+m4J9SRDHuC72cSO4pURMB66/7po/+fbr8+W0Cxw5Hf/srIw3JsTGRF8LSuTSlQtJKrcBIvYG+4jmISnb1d4FTrAEDTNIl1BQEsq1YSL14FNU1reYUyBCahubzRAQpLjEGHPjjdeYvJwMwtgBoCtC0BbhNlmryL1CZEoDWDDvGJ1BAeyrZ4BbETQijO5xF4gTJiOxSCtq+Cl2ksjhIdQuXGEwyBP/cB8Tgd8z4Y4w7uwkM392hum6aJnVfGWV1ebYiVOmEvOonHB6GGbZPPCYCwpzTXYy4GiCMGP4nn2YyG7vDhNOIOKmN9xgqmtrHHSzWVBRXhrCOYemJuzLTb13vvPt5gc//FEv5EPbnn3ubvC+h5KeeeLJh50dLQvziB76u10mwh8GZq8R04Xf6+sbQTlRMigbtBn3oILTIKBnInNVEa0iqvK7lOGIJle2cH4BixiUB+wTKfAyn0dHBIHuD7b7quNOFEEZjZFeW/KkP16oRMwjZtJk+lEAiR3tHrovjWk9ZVDt7W2lK1eu3K+i3ZnNotumbxgEIfr6t74ZT/eGN+dkpvuEsooW5qQZd1qM8UbjuFmFR5UrIkgxAsKjB+bftOhIiqN8zBlMxwMlZaa6qZ3wyCRJ2UyzavVyM39eEaZPpA1UQChiIVd6zgIJK+Ch8L2qmiV4U5RymgZqWq+ckyKO6nlt2ZAxk5A3hFI5OpWlMCD4QAqzK2GnIAxKgfcJnSOA0eGYk1z7wqJMs37dImBKZ8zWPUehZGg1L1Jlfqy03CxfUARwmhowSE+9SR0ME6jxDXYRuMk2c4uLTUVFZcizzzwfe999f+j4eyP/kQ9/CL/qqIIzI5/98If89+zcGe7PBVcf2236EAZVfXdTPV1Df/BhaPOCL7rCZKXnYSCSO8TEDcUHlXloyY5Q8v68tjhJ7i8yKpgUAThJBk9KXukPbT6iKHsp6GG1mjVW9cmfazfVyElrigBW48sw2t8SNkHJGlmMKisqK8cnxr70yU98qkxHmNmmWeBAwDvgO1xIk/sIaL2Z2YPGB39njHopFxAlRdTGibJF4vPQx81sIYzf1zvLdLc3mbKKKhOOH3TV9VeZPMy2nOw0awoJ1qX8zwRRO6UNwJDwHEVC6iHFGYfjQ2BdCaAkyNK6IYRKHotFqhdfsROfMQAfRQljCZtrCAYpAggCB6svmhDyKtxUVE9IdyWf1Zk0GF9QpqqiltGhsdTExZoVS+aZIycqzfbdR+jaU22eenG7qW5oMmuXLzWLyL/FgXGcIPDji0DPIqWxY/fe5OiY6k+lpKe/Gy3wdwsvH3z4YfPQ3T+PKDt6+FuZ4X4ZbvJa+zc8aGv6/Aj/xxLSn0V93+HKBtNQU0YiOtWKjiKQ6syj+xMGNCAMnwzkjZddTDT1uS8kTcKiBUviol/yzzyvPAJm/TX7ifZ5aUMmSWCb/fsPkEwvtm6Bvin0idpSdXZ2TsJCdtLf1+9z1198+YbMh7LNypXLpr79uv49rSbl4ZJjfsPDQ2+H7yJUKA4vwvjjIEQG2prw0/ClpHFw/GNx4NdesMb8/qFHTRWtpObk5piLLl9v5i2cxyrNBEcz+mHmTY4RvYSHRKuxtNEYWkwEqKMkfUUNINT7BBNMFN/6GUaQBpigomFQswlhJ5UA7uc9hcrFPKXjiMdf00zCJsS9CHa08tt+2Dj9MSwWMaQIwukNQIWyNdU0mVWomhoVYOJXF5tFRPl2HSg1z27ebY5X1Zo6/M0mcnqXXXy5mRVFiB1toMaEkOx479+79/Lc/PzlzLxtf2v2WVO386T56hd+cL3b2XHpNQsLfBxEZAeIpIaBsVRPAF+fUdPR22i6G8pNV2IKQaFetFQQJq03FRVOTEvui9KYoHC4VxhDlJeU/5SUvSRsekMbaYO/FC7PB3/+L5IpMDd0g+Y4PvWaNaugSBGqZGyio6PjIczgF+HU3FdXU3v62e1byOXd9Offfx3/Na0CB/rcq6mxyd1QXW3OXLjaFCZFm376sg2rVIYJL59JD0qdYJQfU4g5l+jfxStX2uJFxdj9fOXsE3rHXxsiZC3TUHagIENijhpF06FAiCLKZBQnIw0pWGmFrugF3NtLAtwJO5cESSu5ykxUJCkOfNlBEjilCbTCBzGBRYkngWslvzQM4FlpgQKCO6OYvK0tVCIQ7Ywjj6XWS4pu+oHBlBmWGOFrrr1kiclKizdPbtpr9uw9Yp7auMl0Qt76RvabU1RsoVCxUN01HC+Jq6upvr2htW0HQgWjulUxfzUNH/3NLwiOTK7xGh36REFCVGAi5F8TIEiiqVbQODgIMKlSe6R/2HQ2NZrhowegfJgNvCsf7ky6obrwRb2o+KbLqUL0utnRYfbnfnWfyp250XgSM7vxi+H4s00CqPe0h8Zq6lIjoC9fvXq1+cUvfnGGXgVfB7o1HBMTM4SgbQdA0CtTUxC0Cy644M+O93r/Y1oFjsEf6R903V3f2LgO2rnQtOuvRCAIWBB9VP5qCIE5XV9tjlZUG6/AEHP99dea/Kw0wtiCYpF0lXmHsAWQpBUWsqO9B+MRZAeTRbi81uZWJgLCSLmKErCi1nYTEFGNlvw5VTCrh3cP6QaxFsvnkGaywQOOoVmkIIk0lUpXZGLqc4FsVUUAOsS2cpI/p/yeNE4vUcvegRHSELSSSk5C6EiIgzUMJCURgDaZl5dswoMuMhkUYD7+3DbQLrsMvELm/e8LJ1CxwAKwR4iWlpYcXfXYvfdeOW9h8dOvNAmLFy3xvfu73357TlhgQTJ4SAfsy16Mn0qKtCkxrfq+CBajTEDee48fNVuonbvqmhtMcqZAxUHsRKU6P4qeovwx2QfR+BwDH8/EOAg6BTAuLxmOGhIJpgSPe5WQ6Q/Pb17xQq8lgHoGGRTGgvqvOnz4yP2zCnJHlUxXOdN7/uvd+uLM9jIjMK0CRxn+5KzCoiPk2va/sHX7xYnwZxQSdg8ngjZAcvvwiVJzGmqELML6RQuWALNKBU4FJ0Z/t73UqPhkNJIxPWD8eoAyVZWVY1aOmgQAs6IVb28lD4e5qIQ2PeDQXAN2RsiHUxJcnU01AZRTCoe3RBNGpDl2ldaE4oUETl+y7ZiIZI4iWIrJ+WIyKXonP07+4BDCKh5IUehJI/YQUh8iEpmIYIWTFGfOMqFJQpO7So0PMRevWWAXjIeeetHs3rnLwCBmtWIMKYSV4QvFppxx6ODeDy1btXQ3F+C54T95QKdLS82T9/96bV9H65WhURnGh8S18KICUOt6dF1yXx0T8E+SZ1s5J8+40HolB/aw8IyYy668kVRJEfv40G21E5asFkzQUPJqJL+DI0mnRFjzUgDogV6XXeBCYGsWIZC2EZA60mjS6LJCZC1ILJVX0+KkMcB0nMzPzz8aGxs78cH/999/cvUzL19pBKZV4KLD6b026W45sn/v5+u7OtN+8uvf5d1yxcWmOBv67uPHyHeNmkuuutxkFy0w0YkZMF+FsBqPmJ5GL9MD4l35s9amNtNRV2NcoCUgBgK022NUkBkM3EtarZfgi/wtUeUJCznGxFSkUdoqPDzKmp9arW2+Tc4Lr8eIjiqQoaVaPPkSXm2iR5BmtYEWJF2Tyva6Zh/nILApzEqtAEFgGsfQbD1oUhGuhvXi12liMvklgAqnx8BidfGyOVYAf/XQ0+bJDU+bxOR4E4hZmARiJWHlYnOiquYCms5fwKkftxfwJ//kFRZ67diy9ZLC+PC4JHCKvgjzKJaBhEBaRqkPL/7W6uHLQpCIeXjNsrmmoq3THIfZ7JFffN9kpOeSQwtiIerhp9vQf46UAS2O8+eY5RdcaIqWLDEBPKMJIpyqiNB9y4CUqT4o852TQd8H+5fTPPDgg8OY8fsKCwojIyIi5tLTbgwQ9FMsdj/60Y/uRIXObP/ICEyrwOkCjh094b78iisP7dm5/aPDfT3fHfXyLtgDNUIkq+nFqy8xCQQSohJS4fdXp5hxy6lBdbRphpS14uRxynCY6GgxF8EOmmIYekSbJiqKBTNS4akCIoI0CVURQiDB3x+hJRhi+faZPJ7ONgphM1PZlKpQQ0IvMJAKIGj2WgA0L+XbuNBaoh9Q9bOHmsALrRBqEsBWqhJam4TQjwmq1r2j+HsdBGfkg6rAU62rAgJCgJL5w1fpMMsBM7cDGn7wiY3m0UcfN2voIBOZnWELNV0IShB4zpfbnnrk4YVJySm3JkeA4+RYE5iCki/5oNbIQ9CsgPB7AhPVQVAoEvjaAtD7ueAi2wEMjw53mqBx6v4I7HjHxBFkisanHDE1DafMU/ecNNteyDZJCF923mxTgI9JHTjYyRgWJ90nZ+F8avxYCe8LTGIvtrS2vmXRwsVRQ0NDl+CjDaSmpj6HUHafqSy31sLL3cfMe38+AtMucEsWFpunn35q4hd3//KZT/y/Dyypa2754qLZ6WbFomITGhNvgtEGpJtNGwLW2tRgOkFytIGZHGRVFTPUCHhKodwVWRzh4Q+TvCYahpRMMqkDLfRISH4/YE3iVJSBaEXLhuIwDflM0UxNVDkoChawq91J+SIdXwEYTTDlltSmV91pRIQaTU5QpKbx0Ae4SC7LrPIwZKH9MOvUeVQsV56WuzK4JpnovRRh9hpfcXvgJ0UinBcsKybNccbsPHjKarwkTNB0lQYNDW2PDA/b/uePhEvjWj/47ttzWFGSVWvmYEER/YPuS62p9Fp5RN3SOJ/J51Ttnnw7+bQhdmwANMs8BIfq46XFgBwQvnFKSITJxax1ouwbhybM0d0vmKeeftIsW32hmVVcZOLRwkEIrjcAMfmHw6NDk43NDWfg//9hdExML9fWS7rn59Kwej7RpCReKejzl/c18/c05+GmBjgjMyPoS5//zFtczp7b116wghB6ljWRnFADdHX1M8Mcpq7qjGkHbT8M0FhV210ImZPAiML3aouEirIaKYighg/AZZH5+KJxZAJJ4DyNCKnIZiLJLJR5qAmpSaoKAmENJXQjaCRWaGsuaqKoulkRNT/ygNKKMqGULlDuTSmrUNirwghKqEOqFgYuxN4WV2MFlMwGGk/nUU0a102BbAsaePmShWAeE9GkvsDF4s3qJcXm5OlaU11dazp7i+z19TmddUODA91T4/Qnv33bO9qXePf1OqIiiwEt40/pXnUiNLtQNNLOoq6ziBruz76HgHhya1wNAuhlk9hcMxcpodQPVEOUN00C2Qo2KdQLemGKOssbx1yYEhTUumExq62rq78P7s8hUisqQuhfuGjB/hve8IbTt972JnPh2rUgSOrtmBUVFZHQT/+Ty555+fdGYNo13K9++VNz/+/uy+3paP3q/Nk5sUvnF1LE2Qecq92Cgp1wgGiyS4N1QLIjjg6hQZjxTDDC2sx6f0xFcfiLUUsRvnGS5+IzUY2lhEZcHKKZ04SUMzGGyagKAwmeqMBldpIPtJpDpqeETM6/L69D6TIjGgIdRwgV8TbykmNKa7IvE30ACJQCJEgkYsUERlMqdSD/UYl2SbU4HNWkQkLQ0tpBC6ZqNLA6jUbZyoLlS+abHeTpDpecthUKWK0kogPdRcsveLlnFBqfkHRxY0ezQ8l4UUG4Cf5Y8lV8T5sSQbvoviVYFmHDRQtFYhcRfns2LowFQiaogkPKnSnaq4cuMPKEBBb0QG52+h2rLr/0Cbev72R0bEzHM888X7Ns0WKrwfwwLzUWBEjMHx683/68dPCZX//CCEyrwP3Xu99FZC4lqra68mOx0SFRFyxfZOvcOnHsG6g67qQQVQLRzITuInTvC5rDC8Eiwo4QSuswwVVsKkEAFynWJ5XEKF2gyaOSFGkWsR27MA2pQCWZDuUb4XwJhAROGkvN30P50TQUYZCEzTJ9odkU4eSL1lTUTHSQG5SvZOvlMFm9INoZ4tjDHNcJjMpJzlDTWJNewZZoYGbsji/mTyohDM0zacJhaqbhI/CmZptM9+G+EjHj5hZmm9OVtaQoKCPi8xBwoK+wudrbWku4tzlC0vgSAAqLBgvJzsq/yXf0UOJxDYyBN5pbZqgtkrUjojWAbyIo1vTkAhFLhA3B4z0vxm8SH7aO5zDu8J4oLpq9lUVpnzeBKKFF7rjj26aYZpD1dc0MiNukQ3k3s706IzCtAkdZjndZ2akPBAb4vnHdqmWwZztMG3QG9TV1wLcUhaSDJxMmCCGYUNie1XR8zE4rZghaDp9KVcvyFfRaQQnZOBIydRZV100FQShmtUQ48mdQc2gsNAvsylPmomrD1ENNfoco3pQmCKTFk+Bdtv81pxLHhwIsokUYkWmGNnPRh60XDazCVfUyUzRUtW62YyqvhUwRBIwvci75hpwDxItMUpm6/WBDuzGNg9CiQfiEhdSdRYftJ4HehjC2KNHuLj+w8+We5DA4xD1xQX5vxM5zSOgDwlguuC5Ve49jEk86VEgLAIBzS6vK/LU2NL+EGdWiIbNTVBHqfyftp4XCiwiug/EeYyGqOEP+MyHVtWrthV3Z82agVy/3IF7t96ZN4E4C+fnyV78c39XaePMtb7jCO4mixhYaUTSB/IfQlZVX5h/CxcosU0w+0TBmm2gMbGhes4P3PAL30iQigauVW4IlrYOsWT9KzFYR0bFWk2nST/l1ylUpZ6SAgZLeiB0zTikDNe4I/aOwDSAYffxIeIfw1RStlObw57qIgdvmhoTvbeRSmkQ2p0w3C/zlerhivot/iOBbEDTnHdPFcQwl+gfxRQPQZqFURthebghIQ12diU1IDKPhvJ4BK8X/bTr2JWtWjTvg51dwxltaWF158CUd4Di5OI6tb3Et/C/fVAEjBs9GLnUfok5QYxHtoEVKiwQKDmAziwNj0KMEPpQMwW6vJzIK55X+39lnXk3nCEybwFHV7Z2Rmnr7iaMHc5Mwu0bIo9XBKy/SUWtKEQkklcwEVSSMBDW+kARNfbMVj3OhUeR7KXEtzn9Nbn0iYfPF1CS6Z30k63AxwWUC2rA9y7r+k9jJ9xAiQr998adEPSAuRq34Cvv3AMBVl1MXObZhBFiCqY4ycRDoSFClIZUCEDkqtilzl/MT2dR1es6H1mGyE56wVQ8iFBIgW8JtI5ikLbrJG/aSH1yMZhS2Uz5XGvVpPtSqdbS2XVBfWzN/wtl20Ds8/s+ec2Bw8LhrqM89MjHp8MXU8xrnWjieX2iYmWQMxzUe3JfMbJmZkj1pWQmrHRO77HgOKYGksh4h5TNq9oTq6e0FsB0cXlFYPP9HQOFesTbvzy5q5o9/ewSmTeA6Otp9uru6VtIM0E/RaZi5CJTAhDyK2YY2sHyPdH8ZYRKJ397yI1rTbdDm2ISoUI1WOFE0RSaF1vdDaKypxLdxSKyZqclkI4pa9ZlsXoTirZmHECpcwJsWIxmBiSnkSQ95PIGY1SZXDeTVS01Bkyg+54CoC1iK+ZqCK/q2rTrgtwRMV431aU04pRAkXPIVlYMbxc8UH6XMX/lSUr8jlnxWwQrhNYGmwZQlPpQU6L5Vab19z774fXt237R01cpjHJZQ7P9tkVFRo33tTe4hjikN50Mxq87nSy86fyBUooAYh2PFzUIxCVhA46KAj3KQqg7QgqOxkbmpVAjSaLUcUBIzzKLTTT2dT1Dwcze9+wPHrJD+36lnXk3jCEybwJWVlXm3NDf6xIGwFw9/OGHoKKqzT5ZXm1M0PnQBNpZvhdHI7ZEsZhKIyz4ASu5QEr0xVCXHRIZSCuPPZB7F1MN/QVBVPycNIl9Mk19V4aJHEANXeEQkUCQh/klIg5ZQglsBlB78MBWviu9DLakIuQBvCrZN56mPRT9RtIkp2dWFX4kGEAHsCIKoiajksn4G0E7dcEMKfaL3rdYkwCNfzxeJ8lY6gfNKSC02k4ku81a5uCy4Mv25PqUMdKxotJ0qr0cJUNRU195cXVXzU+6pRkI9tSUmJY/UV5a7e4CrTfK+N+dCtSN8gJEBCYhcSSkHBUFkdiqCq7C/rXfjPhkeroX/EDaZlzJDvVi43Cr45f5aaOu69KL1NZVHDk6dcub3azAC0yZwnV1dUYT+4/NTC60pplxXDHjCsdJKS+jqxcQOZAKo+bs/EhnAZFIiWyUxwQFw4JP/oigcLTGAAHh8JAmXfDh1bJHPJI3DjDO+CKV4TGKhHpC510r0k6YYVjDCIADyowRIpqHq2UJA7vtgoipAYmclR5FWcjjQoExmdY8ZIViiAIuEUKamhMRLeT8muD+aQv6dOocGYepJfblIOUibcERrqkqLoVf4YdbLvBQGEn+qB0ia6AtC0drRkeGmmLbCJWUVCff+5vfLv/L9RbV8XYewW1JK8khAcKi7D0yjaga90PABmJNuTG0H16FlSvfOlQHwht0YTajRkfk7gTaVoHnb3t8sLwiiviOzeJjrrxMnZWjkU4np6ffmLVziOeHMv6/JCEybwBHsuIzJmKVI4AAh/47GGtupBv5JGySR3zOJSScSHotmZ1JrIosKwGoGXquhoJoLauVm2lo/ZYz82gjN2sfk8yF0/ginhMlJTgwh5zWhfgQ3kYprRRElFPLtLApFPg6OGgrB+lhKSSg/px/Vz4m70UlUUcBdmWUCPIcxyfU5l8CxSbDjBwpWJu0swVWgRJpXgu5gMhNSRJtSZIvQcQdoUarZ8RedHLurZ8DEJyRbHGgYof7FxXPMsfIz/o2NDZ/67a9+sffZDRtqrrjqKvvgs3NyRsIjItxUW5D0RjtxLwriDMu35Bp8pa10UQi+nE/5c/bGEDhr/krIeE+v9dub73gFh5k+xq6qsdV10TU3PEsDSedrMstmTvLHEZg2gYOtt2Bw0BWkZK0TSFQ3OMg+mIK1RZGvUpX18LAQJNYwZK5AvU2UzYav0RaD+CtK0jKb0CCU3ODfDSrpy+QeRQOJYYspRnkJwF4mUwKRxwiCM2pgoUmmwEggPp9eywSVNhNbsoIxQvwryS2BczLnRP0t/STtB/Id/wjdyYS16BWEShAwXYvtDMrkVgDHakD5bCwaip26EDAXkU41xejifvuh6QsHwBwWmc41htpIpZN8Y056NkGjcFJ+EyYvIwX2sgLzzO79RW5vrze/74Mf+Ta3RIbdUMaT1crC0Ts6MREH2MyDNJEm477k03kjcMJ6WqHifWk3G+FFW6sRI6sMiwKPVwsFn8v384qKM6eOnDTeQWGlTtfw01e95UadamZ7DUdg2gQO5L6PJqXKXkCWizMfH4jCT+a+LyakonjSXprYQu+PEaJGdVlN4p6EiYoJrHovmZNTwQiF660JhYklPsWM9FQTBYGQWkhZ/49JKGoB0SUoFC6towjowEC/5UyRKeoBJQu1oYlJI0elCPDn5BNq8gaA6lA4XSawtDOXZ68DHcK1oM0QWAmg0hXKA3ZhgrbCZDzE4qHrk4DHgi5JTUwATO2HAEcCocqguw7IFCjRvV8K/nhxj8EI79K5s82+4ycdrc0t73n04UceIO1wRmOSX1B4qrKyYuP8WVlvweVCg2FWEvAIBHs6RPLd4Y8/6E0SnoVDWtuBgLnJAeq+pWml3d28zxv2e340/+hG+1a1dfVkF8//xSVXX+/UeWa213YEpk3gyC8BxHMQeu+2gONmKAdKSqvhkBxDc0AjTkDBIu6ZTIoekspmUfYENiQ8NlihwAjaSeag6A1i5ZPIbENQVSiqCS3kSYAfhaOs+kKVKEqpjK8qC5R0FgOYyGSlSZEFy1EZgamIQsDv0mBLT3oCL0KO+BHcsL4RQReZvDJXVQQ7TumNhFJJaLVjEqfHkHJsVgAJhBAQigboLCyjTbBzXyFwRKbTWioSzVLbUWPxkwPS3Ag68grlxLjJBs+4YE6BeXLnwZjFK9ZcwsVU8UNwdHIMbpCGkdFUFiQlStByCJ0PEdUA2iX7hzjp4uPy3AOCrqCNtDTl4zZIIkthkmuRNgxUFx2IZHcePWWiklIqWrt7Hu3r7eYKZrbXegSmTeDI+7hFf1BZ3UASdwmTxctWALgo8JwYI0BC8EAheCVhxVfiqyAKmkr9yRBWj6bCyVdAQzyLgkzJlGPWI3QSOLFria7cky5Q77K2bkw5RfXYR0GRqTxcJJQEQcrDybRiIlptZoVM/h9DwHFtA0VGX98T14q01ximpfCaboSPjp1WU0s4dZyomGSOwwLBdagOToGREXw9m3TmHNI48iWDaYwxihkcKOZnFok6qONGOG4g2kYtt0Teumx+kTl6uhYWCf9r6QV3D5cxIiD1gtmzCOUT7FBeQfeO9nIrmc2i44MPGEhS3s0ipECKG0qJcfClFs7FWHLzVvD8lGzHTG6mzKmNUGtCavqd7//UF2a022staS+db9oEjgaAPH0fU9/SaRqhRli0eAlIdZmXfXY19kcTCW6lQIS0DzNVazgTDN+D1VpYQTeEQQS4mTx4KARLpJAUmZTw+iJowl72g0tshSVZCA9NcH8moARNRKYh/K3XVk6ZrzbpzTXJlJKgKZeGHCuWaKFiHqo8mWeQqWKetZOzww/l9A5QIkGYhtlWw0YQSAlBgLUIDA+LlKiLEiJA1yKv5Vg2Ma4FBt+zqqbepGBGR5LniyIyWVZeZRssRiZGcr+6rwmTBfFrEqzHzq52//qaaqSFnlFstFIGNolJLagZ14B86xv6x+JJvfAFvfA73eLbHPCBXlABIbSyrp/v+3PNYbB6jXKth04cmwQ3+dv49OznhpydusyZ7T8wAtMmcHn5+RURkZEjZY0N/rsPlJiF8EnOXzgfqu4qJim+GGakTD/NHnFJ2gS2FSc7n+zEkp8kIZAPM45WkN/ngU9NgHGk+V8EJD9AxuKoyZKgyqyUIGly8j8mKhpMPo2EDtNQgibZlpmqlrnyDZWw9iZt4ONLSoCARw+5MhWR+uIHyhRMS4XqG40qf86fiKAikzbnxYE4BdouwFPlToYAADaBSURBVIxihmqS+2BujtJTbZjrdBIx1bGys3MgR8qyKY85aKxTZVDq7dhuUq+5jGvjXrl3pUTSqBT3hRSlD/bpqS0xMXFiSOVKjJdn1dACoWoGzHGESELlNc59MW7jmJUmWGYwFgDX6kMuU9XcvtFx5nBFnXGOTtZmZGf/sM/Z2xMUETt1ipnfr/EITJvAYRY+kZKa+o6a6qo1+46cMinPvGAuXb3IRMNCrFZVCptLE6h7zYiECoGSLyeKbi9vck8IhYITqhQQR4do5qQRVBgaQ3fTBH7CMJcC0GjKj3kIXD3aSxNSJqIaX0hDyCQD8ILgTqKN+hF4jsd/Ovcw/t0EAQxYdTBlo01W7qw/wr+kJVWtIOZmoU8kqDbiqYmOACsaOEjkVQntHoJCaioin1UU36FEBWNoUkgfa08inMVl0fxis3PXPrNn/36zhsLcXFjMQEZa9H8UPmpoXMx4Ylz8H7UPvQQ6JwP9JjGbqa7BdLULD/9wf5J2+Wu6Ty0yCpTIX1ONoLS/DzlHbzgxW/CZ63sHJh0BwXe9+f0fq9TYzGz/uRGYNoG75dZbemvrav+3rr5+dvmpU9GPb9hK74BByFELgCZFGwcOfy/0dVWAeBWEEJhZgZIRNI+mhJrWy4xTYjwOcytY2guFKE3oj/8SKhpvfD5FD1U3JzSFqOEUYUR+eQ//D1kbQLAH5N+QFZPmEzZTMCv5OsCnYFLOIC8YxLmZvIi0giS6ACWQdR24mfwgoAiM0hZqMg/dAOmEPoJBw/TApvMPjRPVviqESZ5Op1AkFEHgaJxjkgWklzbG8k3jY8LN8qWLzRNPPmt27j9gUq5ZjxbGkEaTq7ynv6/P7/SpMi7AswF6Hg8hz+iD9uRgnJ/jcW8yLXWRMsfFa6IgkiBdClIpeS80ioPxGkVzV9Y3mr7hsQfWXXHNfS11NVKKM9t/cASmTeCoHDYJCfFPLFi4KJ4w/Tfo0R369KbdpqKqnlZOBSYTE8oP7g8/vyDK9IF0oU1UA6ekboCStGgg1nT72wtfLhBh0uqtSax9/BAyBU8UVJC2ERmQIFli63ISfv8jbwmaYQLqdBmAKjbNzcrjfDHWF1M1gYRKRaSTfFdBEPE8aj5r8kqrjsPkNQDdQzedcQbQjsIwKvKpPKLq8NQbIW9WgS0xcvBdtftVIa3KeQRJ86QhhkwoHC7RicEI3EJ63JUQsS0zF8DOnJUQZcHZStAP4qoR9NEl2Q0tT1A2iEi/PFnuj+CLTEabe5OwWYFjpFSVpAirN1FbzFpujrRBoGlF61Y1tLTmzS7+JdZDe1JG1tShZ37/h0Zg2gQul06Z3/jG18fe+/73//LRRx4bTYxP/NTRw4eyTlTWWS78ObnZZiE934rmL6IolfwWjMzjdMRR2ydvUB4yMV0ERDTR/PBHJABCUwjFHyBzCd9J9WoDasOL7yXTkJ2snyViHvVME7YygrZQ0XHkxMQIZqN8L81naQol0fF91GtANWSKMArUPEbUURCvDoRHOTxt0iwy3QKZ0DGRMTZNoTa6Cu6ot3U3DF6DA72YlJ0ck4oBLL8hrk+FqKLwa6PpfQTXk54YYS6/ZJV58IFHzf5jJSZ1/cXWl1MU098LkUeLanMh5LfedGNkTnqqQ3lCrQy26yqfTUVUrSpE6KX5lHtUBYJSAVwov6HH63Kapu6ebe+4/padUWEROuzM9h8egWkTON3XZz/7OZOZlTvyrW9+9Rff/MZ3dyQmJby3srL8lpMnSuIOl572qqMIMzcz1batykoFBzlGRFCgeSbRACxdJXQwbevsRzOBP0TIVNipyKZKZNRwIzqKjjFoq0hyYEKaKAcWFRZIK6Y49g9lnwD8No+gjmNWSoPJv1KqQbk5Cal8PKHwlU7ogoavD5SI2MCkucIBGcMmbIHOonmg5EglZ9aMbIVuXNpUPqZSG/LxBI4OA6Q9OcnkR+NYSgRMSrxTaMfhb2mPhKA12CwqLjSnT5abM/RP6EbLJcKyNYkZCqnsZER4hJW4XTt3msaGhoBLL1zD/YdYO9KTzrD2pF2ApNndVKgT1xWwBEkkb8l1+EIA28f7rT19owuXLHvhgR9/yyPF/+HJNnN6jI/pHoTbbr3ZNDW2mZ//7GflP/v5XZ/51Gc+/ausnKx3VZSfuY5asKSS0zU+FTQZTACRkZOZYnIzkm0bq9BwBw0V40wHQYkefL0gVnl1Io2gDo7gnkWYxMGqpYR4KJ8FSNsgKJPuIerb4GGkx5zQH6JcmJikGgA5lnk3QGDDhf8oKgFBxCbkEKEhpGHCiOolJcZblIm4J9VHQAl2YSFbQJN0QNMuP1AFs8H4kcoX6uv+aF0BrkV5rh50RAKBs/WQHyCtgVZFCVpYWT3MZMEIckhItFm9bLHZtm2PTRtE07ugF78wJj2pa9GyZVypIWGenjp//vwLo/EzZWJDWWYDNlo0pO1lWnMpaDd8OYRbTF6ifXAAAjCY6e3Q6g2Mju+PCgx67P2f/ab57899a7of9czx/4ERmHaB0zUk0zFU2+oLVgFbdJ149/ve/6nf/fb+H1y+fv3NpcdLLj64f29WZWN7dnlNA7z5waYoL8sU0C0nJSnJJPOjAIRKe2LQaCFMdPWRU+BCKYJuhKATVuZxhEICNah2VGgd5aP62aef2kpR4WEz2hzdlOaKhhI8OCjUcppIIKzNhuBhj1mfUALT2FCHsKiMyAcBjzaZNI8UE7F4UIRqEdha8DORytr+awiApW7gc/l3qmyQyTpBDaBwmAJGt8B4lZbpD/Qr1swBYdKFXzhIKXa7c6i/v67h7uvS0i2W8ljJsSL6Yi9MTEhAq6uHuVA3HooIWY0WygUQWYKnwInMYfmpPiwQLpakUzUN43mz52z8zP/e23vTW96lG5zZzoIReE0Ebuo+L7nkIvuSHN0wEbnaH/3ge9+57777/jcrO2vpwYMH39lQX7e2r7cnZcv+k3Q6rQDom0hzjER6rUXBdByM5iBHRsdPmW9iYT5cchKNMgyCX+YboGSS1MNDIg7ywWcTGiSK6mrSB2hGW3uHtpE2EE7SHw2msLoS25abksDJIP3Ch/mt1lniW0wiIS3/yZIQyaRE2FRFIK2CHFqNI0D0GBFM0flpU95wCFzoINoV2CLX2cV+MCPHxRL0Ud0dMCxEUUzNSdDnHSurMd1w/U96hwwfpe0OARprM9JaLVDCPmVOSti4bTSs5x+lASYImoD6hAVN2E7SJqBeHAhcW0+ffLjDnV09v7z9uvXmI7t36NJmtrNgBF5TgZu63//33x+wL9/x9rfRQ7vV9dWvf33roSPHd27fsnHt3r17Lq+tqVtKBHJVZUO9KYHlKj4q1OTRVScdrZCSEIN2iAeFj6lFIKQPDeZPS9xY8nvh8FWGgHsMoQhVppd4PGzhJikCLyJ4Mh9V7tLWqWAMaQSER01BFKuUWRiH75eYQIMOcmhq4SuyIZlzPnaWIwd8X8IjvhKblMc/U1mP/MEB/DkRxaoqolvVApiVWgxU6qM6P0mRCmMF5JZZGx4bZoM/nX095gwNFUOi49xJE46J0JeCG9Av+EaGhjik0YnuEB0F7I1Q23QF1yHNqiCQFh9pbzUo8SJYNO6tVECVKywy5q7iolnt+csunRr2md9nwQj8RwRu6r7XrFllX1LKY5qaW8drzlS/+Mijj7/4+BOPJJSXn756x7Zt4WigNc6e7ot3HCoNDEOwMpITzHyCDssJNlx86WXGSZRSmMQgVndpmxEBehEECccg2qS3s5OAyKANlAQweQXyVYRTpmUkZqKay4fTEFK+lvwza65xVcq7qUXx4PCADaJYUiA+l6ApKS+ImnoLSEOK6cuW8Mj85AAK7KSmJoGEiUDrUtBKimBCLY8RGpUd1TU0msLoeJAibhvdfGH7NrPmwks7FyxaQAbes3V3dfomRkc6RNhqQ56cU/ckVImuUekBOXGKUIqJy4/XqG1TBSMYPF8NmNyb4/MXTR1u5vdZMgL/UYGbGgM6sNiXjzz2ME6/8mnjrYODA7/cunWrefjRJ3736KMPL8qfVXgLWuOqmjOVwQ3b9vseP1NvZmWl0rwxnXZNFLkS1SyHTryXquphtJbsL5lj6uEWQjheifNIsIzRQMEiCetD4YeWIJCCEMhcEy/JVFoAUWNuYzYiQANArTrJq4l5S91zhNrXwZWe8CWxrOqCMNplyYyVhg2nza/NI7Kb6tVaW5WLEwmtTFG+SZvkfkzXPnKFqkBXVLOspGK09OSJOz7xqU82mzd6RqWzq9PP2yffIZYvaTOlMLTZSm64YCYkdfYa+a1rIiUgxE5dcyu0Q35333zrm9plBcxsZ9cInBUCNzUkN77hJvvyx3feRWfNY+aKy68wJ0tPtZJE3vA/X/3ajicff/SHRXPnzh/sH/ivPTt3zNrwwvaw2to0c/2Vl9IMJNx0ArESsLiA1r7q26Zat2DQKuKElOk1DmJEeba+LgQIM1NpdfFRWhIgInyK8vVR6NoHjZ+IrFQ/p2R2OIIbRT1ZMMeWgIlLJJAymVAqAXxBgVhUCSF5N1pM1etqMG9r79yg+BWhBAjdSSUD5rNJTgDqhbCr6DUK31ICNzQ0yFcmkGG6O7Lt2bXNfOEzn3aEBgc5hECZRHCVmJdSU7JekDiV7Ixz7TInkTUL56ptbgdlEtQWHRH7NEEfG+2cGtuZ32fHCJxVAvenQ1JcPO9P/zTXXnMt8ZTew9/53h2HNzz5xGMpqcm37d+778snSo5F9z78jLn28ovM2nUX23ZQcWAY1VvAhSaRkA3gNykAobyYcmfDmHXSUuNoCPlf8r160GTScBGE4SMxMxUhVV8B/ChaIkdafw5HEE0FPpNk14TVLgr348+BtxzGjB0loOMiUT6GCTnM604iqE34Zy4XlA1KJSBcouqTyakwvkDLETBwcVDflJSUq7ioX/Mziu/oVzR7dm4MkVSZkIKjCf8pJI205CQERyMEZiaJbrpJe0jiVMXe1Tcw6R8a9eyVN99S5/CP4FAz29k2AmetwP3lQN12m8fWqqutNs8/+1z3pz/3xZ//7ve/r/YPjXjb0QN7L/vDE89E3LD+QhpnxJiGRvCZfUQfAe4SGES25HcROUTY+oA7DaDBFC1UGkFdO+NpIVycNgdfLhQhg+9SkUk0iy/JdeXWvCfxDTEBxRwmYRtnojP30Ywk6EG5iOpPiJR+0CGerj9oOrSOcnWiQg9nP/mOyhWK8k9RT6UUJHi2xZal5JMT5tlKT5YmZmdnvyEhLhbIKekPtK3wnzIrldiWtuN2kFPtj/ASHGqhxResXKN5BQUPtjc1akWZ2c7CEThnBG5q7NJfwgOSPB8/dvjAcxddun5rdkbq5/ft3PrxpzZu9b/u0tVQgTvpOnoYbUZeLBSMoQJ9AHwVMfSmaiA2Ru2i0tBc0ZYJWSH6QBiN5RahRmj+SHIcAfIEOgjZKxqJgA4y8QfQNBI0W4mAlhKtgpAvEhcFOFIJ9cu/U1mQKgsGMVEVCZUE+gMLs2gVIGLtaNVm8nJO4GDhmJYhIaEyAW1u4YWNL8QX5+dEx5F3dAvnaf03MJPcg7JtNjdISgDlh0/nQ2AH+gaCN0l5he0JKWn1wakFU8M18/ssG4FzTuCmxu+SS9eThys1v/n1r4bf/663f5NQYvuWFzZ9fdv+4yErl8wxcbSKGoBdODCYJhuRBE6oH1N4XkgVoUhsNFGTVhpDJuGwJ9Ruo4BInsL8BC7QXANMbBjFtB8qxQob2imY1EEY5mZCYKTFWApnqU3+lQ6qiKcIj0iI4dNRxkOlu/oUKI8XoGshgikh6cPsFZIFwe3hi5OPPfCA+dEP74goyskIiWYfOW4eiDWfKrXNtahzkBowqmxIq0Qv1RYONGhcQuLOoKioWu05s52dI3DOCpyGcyEEPNquWX/x4KVXXPXL1raO3AO7d/x3bk+fY9XqJcYLfRFL08dQ4F/DLkiMSBEoNC9hUCnQKNrME2iXL4cPRA7NiS+nJLrIXMWX6Y9QqgZPvbuD0GAKlgjNofo0VTRIAITeV3heZuso2kyW3hi+YSstkZ2wdymirwLZEKKYARwzljKd3MJCEwg3yeYd+4CgHRol//gsX3MnZaSaVSuWZYKqIY8NXA0zlkSDRZRMkqqwlIIEShwEZ2SSKiUhcqK0gqJhn4DAB9DQM8ESTYqzdDunBW5qTC++7Apz/333Ds0uKv5JY33d+gOHSrLz0hNoe+WgOLQbAYGJixD+BJFJNe2QqSfAcjfC4ClIHbZJZHpXm8hYTEKSyGFgI8MhOwomkU6IBM2FcEmLSdBIosuHE3xLqQJpoREab/RgJvahbRTtVL5OPcFFF+Gn4+ATJsTS+5vavvikeAIzYaIatyZpXHz8SE5uTqvup66iKjY3J/dtqXFR3vLV5LuJtk8Lg9V0JL+VBPfm3EoNdNK7wJvIaWRM3JbgsIi9jvDkqWGZ+X0WjsB5IXAa1ze+5e34OO6KjRufu7+9d/gLFTVtYBgHzZFj5Wi4UPy1CLQbfhgBEwGilDKIpRoglmoDFY6KfFY+GFXWCB+BCGlCuVTkzaShbF5BRa1MfoGeR4hOqiauF0SJQvyoTDQYdO4cz412E9ZTFOiiZZDGE7RMeT0HQZjQMGlKyosItkjw8/JyK2644YZ63UdZ6amwtJTE5Py8fM6B4I7LTEX1qfUNL9SYUefCnbMUEU20/SpctNTtE+C/Cbawbh1jZjt7R+C8ETgNcVnpiclZhUW1bc0tkzv2HfW6/KI1MB0rcd1l2hC2eDCZS5YsMxlpmTY66AXpz4CzCxcNK0ymoXQZOS9F/TShBwm1K0cnK01cIuI/EU+JtKQ8KxEDSWB90Yry/bSPUg/jNNcQbpLyUavt9D0FOtQpaMI9ajJyclCUfrTubTBBYRG1YfFhX7z08isalM/7wde/loyCDRb13wjBm0l8QIGg5T+Og8/0IteH2CN8DtOCyRokCryIqBdov/VIYHrR2TvTZq7MjsB5JXCFc4rNT35yl6vkyBFTcqjKNLd0mEsvvgj+xkE0xbANy8dEJ9DzLdrmw8bx1USnPjQI2BctNgYd3jB0cmMImBAoOEpoFqKWRCwHAE4LWxlO1UJuNiU8vBaW0RIUMZQCL6vHt0p/RIqkKgFpQKH8LZEtRa1R+G7RYDW9AsJMTXOXqW3uqA6PjP7ABz7+xY00TnT/74/uCIgMDv5AQlREtMxGMYcp9C/NOInQCiLmTyNGwc5UdtTW7TR58xc2B4ZFfZ1FoWlmTp/9I3BeCZyGe/bswoNAmo4TV5y3Y89BkwzgeVZ2CixamH9UGPT3EmSIHsKHCrdap6tb/cZbbfjeQzgEZwpBEn/4UlIASaeDiRTDWG1VlfWnfMBhMt8RBkxN5fgwOZVTEyhaUU0ngmnzYwjaFOhZJmtyarZZvHy5iUlMMeVVjQhce6VrePIzh3c+89yiFReaxLQsU3biRGh+Tva8RUWFaFx0KGbuOKaresApmS5ulUlvNC3atwHkSmBMQq23f9DnIwuW7DId1iI9+2fc6/wKzzuBo8SmKiMj639rs3N/WlV+0vf5zTtJZl9GtNHHHDleajrb+/Grgk14FH4UuTcfzDixQAvXGA5zcgSksQlx0XS4oXGGi+JXcJSiXVfjRqTLApdFm6AkurqbjuJXqV5uShMpoKIgS6AwlgCkhS5Jpo4uEQbmsLhUU9nYZera+06OGb8PfuzzX9t64uhBU7xgiZ2GTz304Oqu1pZYpS8k1Kp1o0bdRiTdmMRKB6hioA+t2+QcHIIG7zMnf/+9B2ctXWm84tJf51P53Lj9807gEsi/veGGNzza1d1xcUdHy82na5u8nnlht7n2iovMlVdfZcpPlELy02kLSYMBNisvF0aZj7SQwv9+hO3dYChb4SBR80ZVhlsKBvhVxjE5xeqFjNp8mqrB8bdsPCWAY+lv5AR/Sz4hvCQIZizclpmz58GcNWGe3brfPeHltz8tI+tjm555ZM++fTupelhjdu3ajXY77tfd2fWWOQVzIvy8wU8SMJFP6c1iYKOUqh4HMaMOqtUNzcbl8NsSHBHzwvofPm28YEGb2c6NETjvBG7hvAXm1/fe15tfmPephvramBMlJ9YdPVlB3HHCvOPN15k1a5eZmsozNgASEhphactHoSgXhEo5OEmKKg/aW9tshbaKTZWoVodUlfEosCF1puoA6oLQgggiGsfHmxD+GMcR5yXaNAgwdXRqivGLTDYv7j9BSU5La2R0wsGQiJCP3fzGd1SWlp7E/J1jZ8nKlStIB1S8ISwwcCW8lAgVIRh+bF866TiqDSag4fPGl1OqoaPHOVza3Paz3InJruCIt58bM23mKu0IMHvOv83yfiAY73nPewpLS0vvPXG8ZPEI5mF+ZrK5+tK11kRraWqmgjvM+lmjNH0cAWysPnDqDxARAWAZ4HAoqQP1lhMhUBDmoS/QLJmRCoaMYuIJk9nf10uCHDQLJUAJyfCxUNntgLxoYGjCNLc7TUNrZ09EbPTjcJn8IiU18/Sb3/r2XiXEE+mTp03FuBnpabND/AOeWDpvfk4KfQCUVlDQRBwtbjFE93WakX6aKGJeVtbXmsrO/p7ItJzL3vKBjx60C8D59wjP2zs67zScnpQm4Y6d282a1Rec+vCHP/wBijW/WVdTu66iusn88rePgBqB9+MlREg0gOUckuQpcVEmk99hlpQo0FIgeMxCTx9vwbImJwdseY80WiBEtHmz8gmGpPGdSNAeLjRPn2nsojC1r31kaGh0a2HRwsqc2fO379p36MnBwdbxmNgEeFLqTWqax9/6wwP3m6NHS+L7eno/O3fZspwEaB3GX+Jfsd2DbHSSaCXC562IKfnDxvZu/Zy48k3vrJ8RtnNPLs9LgdNjQNjMRz/6UfP4408e+OAHP/yOvXt2f6Cpse4dlRWnY1oADYuqwIskdAYA4UVLlpp0qBsCSE7jklFp4DQd3f0IJeYivphYjQMIgiRCW56WnkyleAT+ni/hfoIXbZ0QA7VC9TA2Xl3XeKDH2Xdg2fKlB9IzMp658eqb+j77hc+SZPc1X/3mzz3m6Etz5HR5uTl9ujwMafpCZkb6LdkEVgiDWu0mQRIJLalBa1aq0aLMWJUAdYPJxId7Lmfe4raXDjXz6xwagfPSpPzT8b/rrp+YmppG853vfMPx/Tu+t+7gwUNv7GjvuJESmDCns9uE0287Lz0NLZds8rOzrL9WUVEBMJlIJp1aAQSblJRUSnggASL3NkLurr2jwzQ0NaLJBiip866kgvvXS5avPjO7eN6Bt95wZdP7PvRRop4UqIbHmMzsPJNNQeyfbocOHjQpmRmOe35y15tgkP75RStXBCURIR3HVBWAS40i1U7ZMnGNUNPnbDOOUVoWE7jZsP+oaR0c/vDP73/kRzMa7k9H9dx4fd5quKnhf//7/9u+vPHG69zQ1G1+8IEHd3/1a1+7Nzo6eilK7t2nTp6MLqttCj3T0Op7gIaR/mguMUAX5ueZPAh9+ikerYafv7quAbyHGQuNCOsKj4qmEGHywZOna4+sWbv2xKfe9+Ezjz2wlCBLr/nNI89DcBRBE4+EqUv4q99quvGzH9w5Pzgw4MsrlywISomPMaPwo6gDjurmlEQXwkREr9Js8ud8MSgtDSAmZ2hk9PiMsP3VsJ4Tb5z3Ajf1FJYuXWpfXnv99cPwpex86KGHdt1z732PeXv7xnjPnz8nPj7uNqoFUgcH+mlVA41dUICjf2jU4ec/FE3zkMnImOj2gUHXXR3dzo2z5y3qvebmdzTfcMW6yVGihg3Vp0xqFsnqf2A7fOyo+fb/fCk+KTHxm6uWXpKVn55hhno60G6DBHAQMFYBUCf2SDJ7x4CaiRzJ14fX+I5B9EfIKCoCvDmznYsj8LoRuKmHs2jBQvty/eVXunt7e6rRGtVPPP7ogdMVpx/as3tPaHdPj68KSn3x7wJ8HN7Z6Sm5BFLGw6Iiqwvnr67/8Xf+Z1LkQO2N1eax57ban/d/5NNTh/+7vzETHYsXLbqxua5u7ayMdKKPTjNKGkIPQm23JgQXQ6uJOEgIk3EYl22jR/xLUf4Fh4VNREbH/JHd6++ecGaHs2oEXncCNzX6a9eumXppjoC9PHTw0EBHR8eA6O/kO6luzQ31HvwnNcq50dbGlB7bZT74qS//8Xv/ygtq83wDgwMvJ+bvN0xpjXtI1QugVcQ/iQmpNsdKdKvOTkBq5d9EEeFA2AIoH4qJn2wjIHPsXzn3zHf+8yPwuhW4Px36BQsW/Omf0/o6gwJTClsnejpaTUdzvYEBAvPVk+8TE7T4JpUSQNLw6QBXqzcdVwQbl5BlBGuaD14SFzcDVJ7WpzR9B1cUfGZ7jUZg40MPmF3PbwwoO3I4cbC73Qz3d5PYln9GgEQYMTZLm4DAUdvGD5UBVv/BHB0QCquynyk5cbKMls0zJuVr9Mxe7dPMCNyrPaKvcLxjm580H775NlNz7Ngbh9rbCkPBSI6CflEHVD8/2gQjcKJYIQHHP2g4RE2RSAGjVa3uoEphWNFLL69sengHv8JpZt4+y0dgxqR8DR6Qm3o7wovmx7+7+/pj+/d+amlRXkh/bxf0d30IVKIVNik49YjzVoW5LTgFKE2WdJJ/VC0uHpZxEu3JyWlXw8+5lst+5jW49JlTvMojMCNwr/KAvtzhHMFhZvcjv1p75uSR76TGhGXkZ6WY4UEqxYlIhoYGQrcAKZGEi6ikau8mSDWMgem0AROCJ+oAaxmdMTPHRkYCOjvaw1/uPDPvnf0jMCNw0/yM3FAqlO0/kHD6wI5vBnu7c8Q0FqtEN9UJ/kQlAykPUnRSlOsTgnbh0w0DVB4nQqmOp+JXmUDrjaINx2Ae84eZNiIsRDbnzHYOjsCMwE37Q/M1W1/ctM7R17GwCM2WmJoOD0k4/QKAcakigBTEKMI2PKScGwWt+HWq7FZaQCgTdoAHBVKingnT1dyIQI5CSUknxpntnByBmaDJND+23Vs2xjU1N32Atlq+auThDR5T4X8luCfFZUnObRQaBRW3jsDgJVNS5qVSAepFJ+5J35dYxFyAqvvI3WFSziyU0/zcpuvwMw9umkZWNXkbNzxpGmsbw9raulMnvEliA02mwsZqL5En6L8xUgDiUhHxkBAsIpOd6v1mG0pCQCu6Pv0EgUQRIWZnW6fPVM3fNF3+zGGnaQRmNNw0DOzWLS+YD73nbSY6Ltm3pbX1osbmlqjWti5IZwcsbMuai8q1ITwipRW9nujWJUTSbFJxilBKyNTfW699EdToyFATRFPKxsZav09+5EO2YmEaLn/mkNM4AjMCNw2D++4b1puMrOyI7Ruf/FLZyaPfGhp0BoHbhEq9y4xSgiPqPaSKxDYCpv4D1n4kQCLBgi3MX3k5pMyPhgZBAd4UzHoBbJ607bOUPuhoa7s0NTUtITU5xTz0h4em4Q5mDjldIzBjUk7DyH7rp/fEP//UY3dAiXBdoMMdFAFMsq+j19S1tps5hPwDaQIiGXMIqOxQ3wCwktJoCJOIg8Qkpve1qUfdxChJcoIqIocVGewLG567rri9K+7OO77/+ZtvuXm7k66varU1s539IzCj4abhGR0+evzmhob6W+MiQ4KiQ2nEiJbqoUvOyap6M4Kh6KXACRKnchtPtx0FJHlDGEoil27KcdRN1RvQsq+0HbR5boQzkPbDcTSHHHMNeFWeOrFq64sbv/etb3yliGoGxHVmOxdGYEbgpuEpPb/xhVnNLe1eag6iXgI+OGA0SzSHoOirqm+GpdyHxiCKngBWRlTEzkysBK2HJuPFiPw6iRD7uPlRsw4HbYpDo+i6k5tpZuWkmPysJNPaWLOgtKTkWz+/62fBVmCn4V5mDvnqjsCMSfnqjudLRyNljQClQDAUkp1Of/AoNJSPOXq80myCmHZ2Icnv8CDjF0AOjtbBowRMugdHTGVltWlsaaIRSL+t/pZAwvhFf4R4kwXxUH5RtimeDDTb9x8grTBhZmWlep0uO7koIT5+LbjLDdNyKzMHfVVHYEbgXtXh9Bxs+cqVjQd3b3d39jgdCy5Yahmck0GXNEV10Jl1l1l/2UUmetli4xOIlhuZNAf3HTLPv7DVlFVUmW5ybf3k42zvOqTWG8qHKCgbsunYevnlF5ulS1eYBFic29rqTTbC3D84EFd5+uQbM9NSn62pb0DMZ7azeQRmBG4ank5uXu4jJ44ceNOWHXvmFBXk0HOgC/TIsJnD65LSM+boiRNmwZLFcGCOmw2bt5lf/+Z3pryyxgyR/JYZOS5/Tklvrm2CpPiAq9U0NbWZsto6k/PCDtPX3WXNysUL59NvLtI8/uy2JV/9n8/NS0hOPHLxZddOwx3NHPLVGoEZgXu1RvJPjvNf735/VW3F6Z8d3LPjq2UVtZELFy+1HVTrG9oJngxBSFRvahpbzOYXt5nf3X8/bac6zJiilVSZq9rcChsyJzfOkgURMFHjx+bWDtNOl1YJoTrqoEFNQqK6AYVmHys5cvuHL/7ECb4Cz/rMdraOwEx0axqezP0PPmCe+MNDEfSe2zgrM2nJrdddZqpPH6cfXLOpb+8jPdBh0jJzzc6de0wTlOpClqi7aQBUDhFUf0fQlzyURo5EXCg69bbdcrro/NPW0W1bXwlKqX2XLykwl1y4Eu1YZ1p6nB3rr7zqlkWLV21dsmzVNNzVzCFfjRGY0XCvxij+xTFuu+VWkthegzte3Phia1v9fJdr0DefJoyR4ZFmqOS02XHgqDl8/LSNTNo+dHR/RL+Z2LgIc9NVl5iinFQTR3MQGMWMF/m1IQSyobnVHCgpMzv2HTHlFdXAwEbpBlRpCuhPsHbNKvOHhx6JPbzvwHuuvOrGw91dnX3qxDqznX0jMJMWmIZnIjOwqa5ubHxi9Pf+gf4dEqoASII66MZTQSSys9NJXwL6E1Ax4EfvAnVLFdwrgJLvZPJss9JToF6PNKlx4aYgI8ksmTvLvOGKi8373/VWs3oF5qnaGGObiF79qWdeMPWNzaYAHs2Ozvbr7//9b94YGRXtVVpyZBrubOaQ/+4IzAjcvzuCr/D9j33ykyYnJ9sVHR0z2t7ZS7sqUZQ3meOlFXTqGTXJ8bHmxmuvNN/44mfMVz73cXPzDVeZgf4+89AjT5mSklK0H8xhUKRDHEbXHJLhdFBthe25ob4eRAoGKD4fbp5pbe1Cuz1JZNOFjhzzKzly6Et3fv9bKwuL57/Clc28/Z8cgRmTchpHHzq78YkR1+TAED0B+kfM8bIa0452mzN7tvnQ/3u3WTS/0CTFR9tKgdq6RSaMoMmTT240f9iw2cQlJ5gFKSmWHg8SPUzKdnPfAw+bgwcOGx8CK3FhQXToGTZD1NK14BMGBoWYKy+7xDz86IYEhPILOzZvuvkrX/x87xe/8rVpvMOZQ/+zIzAjcP/siP0T+8fGxE8M9vZMdLU1mBe27sNvO0M5jsMUFxeYC1YtMzHR4B8xN70wLeMDfczVBEBqK6vM8ZPl5plt+0xMcqJJGA23dOuPbdhotmzbawIxJS9bNd/kZWWYklMVZtuBEuOtdlp+QSaL4tYMGlLu37t7BQ1IrkvOyPvN6bJSd37B7H/iqmd2nc4RmBG4aRzd9o52Lwe0XOGR0Wbn7kOmrctp0wN+oP/pHWwpFFQgN4am8oJyIYcOPm/GtLyTcP9zm3cYZ3+vWT5vHj5fj3no8WdMGG2Qb8SXu3LVIqOc+dKCbBMC1nL38XKzc9sW2hxP0nIryTQ2twaXHj/+xdCQsFOf+9iHD0zjLc4c+p8cgRkf7p8csH9m96MlR33bOzq9O7t6zZGjJfhcdE6lviaKrjxE/D2JNhi6JiAOmqQVleSwKC/XXHXZxcY1OGye37Lf3P3wBvPo81ttx9Ub119k3nTjVSY1IdqEg0DJTY4z7771evOWay424QCkI8JCzdJFC8yFyxeZ9qb6zKOHDnzlmhtuStmy6dl/5rJn9p3GEZgRuGka3GO0FI4IC0uk801wUACFOsMuSIOMiYsKNXNnF1Dn5meLUXHgCIiM2ddi5gpFkBbMzjOzgG05EbpS5djaO82la1eYGy9bZ2Lx3fyomROXZSBRzUQwmetXLjHzMjPMliefM7tJpsdQ0lOcm2paas9cdHDfnu8kJiaH3nvPL6fpTmcO+8+MwIzA/TOj9U/sm5aS6pWakvy2kED/mNyMFLN2xSJzHRpq9ZJ5Jp6Wxmo/JWFz8KOXXgiPN+kE7EuTEhNmli0oogtrkBmCfsEPmoVZORlQLNAzTr2+SXpbBAqgZ+8xl4mgv/hV9Amfl5Fh6k+VGcKg5uqLVptVi4t9Th0/cuMP7/ju+1ZfcKHXl7/0uX/iDmZ2nY4RmBG46RhVjrlr+zafPmdfQnCAnyM+Otxccclac81la01hNhUERCPpQYUbp8pvY3wo3fGiDbIDoXPA0BWKBltUXGhys9IQQreJ5fsJEBAFY4r6q9c45Tpe5O/E6kWvVHusGFII61ctMQso3yk7dND0t7WZC5ctAfSc5FtedvLj3/jKl65YuGSR46E/PGDPOfPPf2YEZgRumsZ90/PP+3a2tweH00m1DXq71sZac+rEMWBbAQQ3CJRgYqrg1I1W8wPO5UdY362Sb20EVLLSkk1eZgpmo8MUzZ5lsvHtQuPj6bJDZJMeAw5QKA7q7Bw+ftTbiWhozEQGeZsVaMbi/HxTcuiwzdtdtHaVCQ8JjD1Tefob2zZvXVU4ezZqdGb7T43AjMBNw8irGHTDk0/6tLc2h8bHRdvgSE5+rgkKDgS+FQ+iBHwkNW8ebhPoFfjblwJTXzrkeNEBVTQLIaBJ4sICTTjpgmz6yIUGBxNo4XEJYoKQTWBmimbPNUoezjlgRlTUiuDp3L70IXD7+JvN27eZ1pYGs3DeLFWPF9XX1f1o06bn01/c+Pw03PXMIf+REZgRuH9klP7JfT7/6Q+YD3/ovVnuydGYRBLbc4uLTCo5smZQIfV1TQjbkFFvuJHOduOWppMvR/QyMCzMhFIlLuETQew4wpSaEGuWzi823uwz1NNLA8d+y/SFWjNjCF89Se9f/P5h89iWvaam22XKWzqMCxRKdmERFeJRZtXqFeaNN11vrrj4AtNYV1N45nTlxZmZWYRvZrb/xAjM5OGmYdQvXX+td0156YfxwTInCYJ0OZ3mzJkaU1ZeY+rKq0w2Wi8dv2wMJq/QxCQTFBFp+tB4DdW1JgQtFhISavpcY9DqjZj4yCgTQOqgtaEBt2/IxERFQ4+H0JIwT8LEjOH7BUVzzSFycbUWceJvsvLybT+5MUDP1WdOm2BwnGEBKEb3uH/Nmcr/951vfePpfXv3tS1bvmwa7n7mkH9rBGY03N8anX/xsyMHD/ru2r41LiEm0muEfgAtzQ1mdHjQpKYkWADz7n37qdQetP0DhtFaExAMdQJArj9zxpw6fgL41kFT19BIRcCISYyOMl5gKZuam82xkhNW603QErmBz+tbWk1waLi55sr15q1vutUkURvXQrlPW2c3AZZwEynCoVFaFg87SZp7EUCJNw01lVn+/r430/RxZrH9F5/vv/O1mUH/d0bvFb6bkpA6e2vbM4VB+FmhBEnyc7JNeHCHGRwYAGnibVp6e01zr9NEoaHUzMOH/WLQcn6z8s0gFAst7e3gLk+ZlpZms+jSC/D7YswkLauajx0DPzlksrMyTVRcnGmmcLWyrsFk5eYaSsvRg+PUznmZ6uY24wUVnzCbC6g0CA/xhTeFhHtcimntvDektvbMbfsP7vk1lz/wCrcw8/Y0jcCMwE3DwPY6+1d4e/ukBVPTFoAwwRNkXK4h04PfJlPQQQqgc2jEjBHe9w0Pt/0GIrxjLLtXAK2pImJiTd+En8nv7jezEKR4CIRC45MhGGo1dZiTYUQ+IxDUgJAwU93UYk5V15m58+ebuKwsk9I3ZA5XN5g9e/dRpLrU1NYFmXjyemGRMZYDZeH8IkiITmRHhIUv4da3TMPtzxzyb4zAjMD9jcH5Vz9qam0Jksk4Qo/uYYhfD1Fw+uKW3cZJ/Zq/vx91cCPm8edfMKVVtebWG28wRQW5aCeHae8fwuRrMsEkvOOTks0qtFR6brbxD4+gQsCYpIxsc2L/XpOIdouJjQHUPGhJZScCiIpu3QFPyjJz/a1vgq7Bx+zZsck01tfQa64bfPSwyczOMUuWX2Dmz51rjpysjXOPT1zI/c0I3L/6kP/F780I3L84cH/ra+rNPUqEsRfT0TUUgSnptP5bKtHDXgIog2g7kQXtP3rcZOTkk2PLsYK5/dBRfLU2041JGY6JGREbh4Zzmw40YxeA5m7noGmkR8GhYyfNsmWLzN6D+01ceraJTEozg2jMpqZWM3v2fDhPiHqSWM/LyjOpSTHgMvuNk2uprqzEp1NyfXIIIr/av3UPM59NzwjMCNw0jOuk2+0lRuXO7l6r0dZduNpUnD5jumHbCgrKNq3tXZABQYeHT7d1zz6zbMUSYFwBJjYtw6y7+gZTWVpqHn3sCXO4osZk5heYhvYOEwAaJTeb79ZUm5NHD8N5mYLwQCSEmenEjMwk7RBJGuBkWanpcXYjeIVmxYoVJjY2nL4EXuZMVY05STlPVWMH9A+Tp1tbWp6ahlufOeTfGYGZKOXfGaB/5eOI8AhiFz74bH2ASUCSECiZlZdlliwsNvlAu/Ky0jELY0xOdoZpaGwyWyETGofXZATN11pbZZKiI0wiFeHgt+CqrDRRYRFmTlaO6eKzgY5WM0QuzonGy8jIMoHk4wrw3YoK8i3O8pmnHjUVp0pMb3eHOXLkoNmzZ5cpP13ObcDyzDm6evrdixYvLZtTXNz3r9zbzHf+vRGY0XD/3vi97LdBkzTS523oaMnJwKsuWW7CAiMtQESo/8rTFQhiv+kfpnc3wZNo6Mv37NlrimcXkXOLNF3VFaZtaMBM9HdhFg6ZAQSn+sRx03D4gBnqbDOhPLGCnCyCMC6ThqDl5OWZSTRY5elT5uTp06ah/KQJhZV5Tn4mGi8EMYPdeajfDI70UV83SJ+C4MbgkJBvX/uGm0Ze9uJn3pzWEZgRuGkY3km34wVCjofLqupXbdp+0Nx23aXGC1RIXUMzSP8Ak5OfRD6u1wxhEqZDGLQV+vN77vqZWbt0iUnFBPQF1jWnYBamZC/mZZnJoEVxAiU3sQRKpPUq4LU8VVlhGjFRhb8cIfLpDaxrlIaO8ZFBJhl0ymIwlXFxUWaA4M0Zopa18Kk0d/SNZ2TPui8lLaPM2dNpwolczmyv7QjMCNw0jPeadRf2nio7se+JRx5avGHjTv+UpESzfFGhWbBgri3B8SF40gWhqxcAZG+0nDcC8+KmbTBwPUd3nFAEKxqQcoiJJ093/OQpsx0/bwGRzBH6f/eRJPcJCDBNHR3meOUZEx4VaXwp1/EGGuamiDUyNBA0Spbx8XbTo2CQXF2PKavrMJ3Dju70vMKfj3v5f7OutmZ0Rtim4cH/A4ecQY7/A4P0r+zysY98NLbidNlj5aUlq6LDA8wt115qLoIaITY8WBArhGPEdjedAGysoEdTc5c5drzMNBEEcVCSE4EgefkEmh4S5K2N9QCeATST1wuisiCYdIGAzOMwe/nwvgMQM4exWyifxSGog2i7TnzIgVFq6HyCDswqmv+1+NTs5zdteHLs2z+861+5pZnvvAojMCNwr8Ig/uUhhNifv3i1eddbb1n7/PPPfKi6uuJKQMq+SyEPWrV0rslMjgZZEkjVty+FqPSLQ9ONjLltM486IF7+lO/EE1SJjY2nIWOY6e7sNI1gKYcJqij6qWLV8bFxAM7jRDf9IJiNoAWWr2nt6jOt+Idub393T/9wE9/Zsnrtupa5CxbefWDv5jPpucXmLbe//y8vd+bv13AEZgRumgb7ve95HxCsDBMeHRGzc8f2Nw04nR9sbajPGO7v9qJRo0kCwJxIR50UCRaYxwAS4l70HPYh6uhNgaqbam5ay5lhUeGRYxsgSDIw6PmhNTgCCoyLHz//ABNASiE4LAJ95121/9CxJ7ILiqsXL7+g5Pqbbzlw+YLkif/+1NdNBLCuNesumaa7nTnsPzoCMwL3j47Uv7CfNN2XvvQF8xW4IX9//2/m7921e7aX233dQF/f0qrKyqCuzo7gsEAf/0gCIiFBfiaMerlAAiZBoPv9ybuFYj5SNW66BXA27pGwyOhh/8DgcW+/ANXzEJvxdgeFh084vBx7XX29T82dN//EdW969/FPf+BdpmjBUoiH/ExWVrZZsGKlh5LhX7iHma+8uiMwEzR5dcfzz45meUd4Z9I9an76058eraurPfrUho2PP/LII8mbNm4M7+5sLywqzPuYa3AgdGRo0DE5OupwOnu8OrtcDj+/cZMQHzoZk5I7GZft33xg3+7vjg+OtSVHh43GJaaMhoSEj/v4+rujEhLHlq5Z2/q59715wDWQa9wD7cYREsdZ7/6za5n54+wYgRkN9xo/h2PHjpijR46a7du20xfuN14VZaXJLa3Nft2dHV49XV1ezc1Nvn19TgES3NHR0RPZWVljs+fMHiyct6z5PbdeaRKTU0xMXAJaMBTT0w/4V7xJzcg08xcsntFir/Gz/FdO9/8BKNWHEyCm7+gAAAAASUVORK5CYII=", + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "url = \"https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png\"\n", + "\n", + "headers = {\n", + " \"User-Agent\": \"Mozilla/5.0\",\n", + " \"Accept\": \"image/*,*/*;q=0.8\",\n", + " \"Referer\": \"https://en.wikipedia.org/\"\n", + "}\n", + "\n", + "response=requests.get(url,headers=headers)\n", + "image_file=BytesIO(response.content)\n", + "image=Image.open(image_file)\n", + "image" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "3cfbb80f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(219.5), np.float64(425.5), np.float64(-0.5))" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#add image to basic plot\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax_image = fig.add_axes([0.1, # x coordinate (ON FIGURE, NOT AXES)\n", + "0.11, # y coordinate (ON FIGURE, NOT AXES)\n", + "0.15, # image width\n", + "0.35] # image height \n", + ")\n", + "ax_image.imshow(image)\n", + "ax_image.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5bed84c8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#how to save our visualization\n", + "#defining path & file name\n", + "path = '/Users/dianayang/Desktop/visualization/02_activities/assignments/participation'\n", + "filename = '/fig1a.png'\n", + "\n", + "#save to participation folder\n", + "plt.savefig(path+filename, dpi=300)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9c33c188", + "metadata": {}, + "outputs": [], + "source": [ + "x=np.array(['Luffy','Zoro','Nami','Usopp','Sanji'])\n", + "y1=np.array([110,180,240,99,220])\n", + "y2=np.array([170,100,90,120,50])\n", + "fig,ax=plt.subplots(figsize=(7,3))\n", + "ax.plot(x,y2,color='red')\n", + "ax_image=fig.add_axes([0.1,0.11,0.15,0.35])\n", + "ax_image.imshow(image)\n", + "ax_image.axis('off')" + ] + }, + { + "cell_type": "markdown", + "id": "cd6d5baa", + "metadata": {}, + "source": [ + "## assignment 3\n", + "\n", + "create 2 distinct visualizations, can be different features OR same feature on different graph types\n" + ] + }, + { + "cell_type": "markdown", + "id": "9775c84b", + "metadata": {}, + "source": [ + "## slide 7:\n", + "\n", + "viridis package - for colourblindess\n", + "dyslexia friendly typefaces: Helvetica, Courier, Arial, Verdana\n", + "\n", + "text should be atleast 12 font\n", + "monospaced text is more accessible (looks worse IMO)\n", + "\n", + "Activity: Alt-text\n", + "female lab worker in personal protective equipment standing in front of working fume hood speaking with plain clothed male coworker\n", + "\n", + "Activity: 4 types of descriptive content\n", + "level 1: colourful horizontal stacked bar chart with 11 objects and 6 variables\n", + "level 2: time equally spent across sleep, creative work, and food/leisure with minor amounts of day jobs an, other amd exercise. only 3 out of 11 participated in day jobs. earliest bedtime is 6, latest bed time is 12am. \n", + "level 3: most creative sleep around 10pm and wake up around 5 or 6 am. creative work is started in the morning for all creatives, and food/leisure is clustered in the evening time \n", + "level 4: creatives with day jobs spend less time on creative ventures rather than cutting into food/leisure time. We can interpret this as people needing a minimum amoutn of time for these activities that cannot be compromised. Those who exercise do so after the late morning. Can gather that creativity is more productive and fruitful first thing in the morning priority is given to their craft" + ] + }, + { + "cell_type": "markdown", + "id": "3cd65b7c", + "metadata": {}, + "source": [ + "## slide deck 8\n", + "\n", + "activity: the image uses birds eye views and side cut views to show exactly how many people were packed on these ships, and using images of people to fill the boat helps the viewer connect with the fact that this was experienced by real people (instead of just shape fillers to hold each space which would disconnect the viewer from the humanity that is being affected). drawing of the crouched people show the logistics of exactly how small the space is and again drives home the message of the inhumane conditions." + ] + }, + { + "cell_type": "markdown", + "id": "791b348c", + "metadata": {}, + "source": [ + "## slide deck 9" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "925ac66d", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "3884e95a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + ".. ... ... ... ... ... ... ...\n", + "239 29.03 5.92 Male No Sat Dinner 3\n", + "240 27.18 2.00 Female Yes Sat Dinner 2\n", + "241 22.67 2.00 Male Yes Sat Dinner 2\n", + "242 17.82 1.75 Male No Sat Dinner 2\n", + "243 18.78 3.00 Female No Thur Dinner 2\n", + "\n", + "[244 rows x 7 columns]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)\n", + "\n", + "#simple line plot of tip amount vs. total bill\n", + "sns.lineplot(data=tips, # choose our dataset\n", + "x='total_bill', # define our x variable\n", + "y='tip') #define our y variable" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cee22f99", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('whitegrid')\n", + "fig = plt.subplots(figsize=(10, 3)) #doing this stretches out the graph but the graph will still populate without\n", + "tipgraph=sns.lineplot(data=tips,x='total_bill',y='tip',\n", + " color='hotpink',\n", + " linestyle='--',\n", + " linewidth=3,\n", + " marker='o',\n", + " markerfacecolor='indigo')\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)'\n", + " )\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c172e2cc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ffQX2denShYMHD5KYmMgdd9wBwDfffEP79u157rnnePHFF8nNzXXU+l1LpVLx2GOPsXDhQkwmU6GTQJfGhQsXbqjpWKfTMX36dLp161am9xeiJpDETghRrNDQUD7++GPmzZvHxo0bSU5OJiwsjK5du/LQQw85TWeST6vVMm/ePH766SfWrl3L0aNHSUtLQ6PREBYWRpcuXRg9enSpmj39/Pzo0aMHmzZtwtPTs9gJfcPCwvj+++/59ttv2bRpE6dPnyY7OxtPT0/q1KlDr169eOCBB/Dy8rrpeMrSsGHDuOWWW/jqq6/4/fffHc3WtWvX5tZbb2XkyJHUrVu30HMfe+wxjEYj69at48qVK3h7ezsmh77nnnuIjIzkyy+/5ODBg6Snp6PT6ahVqxbt2rVj1KhRNG7cmD/++IO9e/eyYcMGJk6cWO6vV6PR4OXlRd26dbnlllsYPnx4sYNxhBBFU9jKegZKIUS10KtXLxISEhgwYICjqVIIIUTlJoMnhBBCCCGqCUnshBBCCCGqCUnshBBCCCGqCUnshBBCCCGqiRo5KtZqtZKXl+dUplKpUCgULopIiMonf1yV1Wp1yUS1Qggh7J/F/179R6fTFbn0Xo0cFZubm+s007wQQgghRFXRtGlT3N3dC90nTbFCCCGEENWEJHZCCCGEENWEJHZCCCGEENVEjRw8oVKpCpQ1bdoUtbpGfjsqjbNnzxIVFeXqMMR1yHOqGuQ5VQ3ynKoGVz4ns9lcYFxAYXlMvhqZyRQ2+lWtVqPRaFwQjcinVCrlGVQB8pyqBnlOVYM8p6qhsj2n4mbxkKZYIYQQQohqQhI7IYQQQohqQhI7IYQQQohqQhI7IYQQQohqQhI7IYQQQohqQhI7IYQQQohqokZOd3KzLBYLycnJ5OXluTqUaslisRAXF+fqMBx0Oh0BAQHFzhckhBBCVCZVKrH766+/uO+++1i4cCFdunRx2nfhwgXee+89du7cSWZmJtHR0UyYMIHevXuXyb1zc3NJSkoiMDCQoKCgYueQETfHYDDg5ubm6jAAsNls5ObmkpCQQFBQUJGLLQshhBCVSZVpio2NjWXy5MlYLJYC+5KSknjggQfYtGkTd999N8888wxms5lJkybxww8/lMn9U1JSCAsLQ6/XS1JXAygUCvR6PWFhYaSkpLg6HCGEEOKGVIkau19++YXp06eTnp5e6P6PPvqIhIQEvv32W9q1awfAsGHDGDFiBK+99hq9e/dGr9eXKgar1VqpZp0WFUOj0WC1Wl0dhhBCiErGaIEMK/ipQaUAmw2SzeChBHcX9uCp9DV248ePZ8qUKQQFBTFo0KAC+y0WC2vXrqVVq1aOpA7Azc2N0aNHk5qayrZt2yowYiGEEEJUZ0YL/J4BjfbAwSywWOHvHGi6FzanQm7BxsUKU+kTuzNnzvDf//6X1atXU7du3QL7T506RU5ODq1atSqwr2XLloC9b54QQgghRFlIt8AjJyDVDLcdhK8TofufkGSCR09CtgsTu0rfFPvTTz+h1WqL3J+YmAhAWFhYgX2hoaEAxMfHl09wQgghhKhxgrSwsSXc9hck5MHDJ+zlgRrY2goCi05byl2lT+yKS+oAMjMzAQrtQ5c/kjE3N/e69zl79ixKZdEVmBaLBYPBcN3riJtntVor5fc4JyeHmJgYV4dRaWRnZ8v3owqQ51Q1yHOqGgp7Tu7ueubXD+HOv692qHsryoJPRhIxF7PK7N4l7edd6RO767HZbNfddyOjWKOiooodHBEXF1dppuKoTJYvX87zzz/PrFmzGDZsWKmuVZmmO7mWXq8nIiLC1WFUGjExMTRo0MDVYYjrkOdUNchzqhr+/ZxsNjiaA2P/dD5uymkV21qH0jrUPqCiLJhMJg4dOnTDx1f6PnbX4+HhAVBoTU9+TZ23t3eFxiSEEEKI6ivZBAMO2fvYBWpgfUuorYMsC/T/p9xVqnxiFx4eDsClS5cK7Mvvf5ff104IIYQQorT8NLCqGUS6wa+tob8/bGsF9dxgdTPwduF0J1W+KbZevXp4eXkVWk2ZPxq2bdu2FR2WEEIIIaoplQLaeMH+tlcHSjTQw+624KMGrQurzap8jZ1arWbAgAEcOHCAAwcOOMoNBgOLFy8mMDCQ7t27uzDC6mPPnj2MGTOGtm3b0qlTJ2bOnElOTo7TMTabje+++45Ro0bRvn17mjVrRrdu3fjvf//LuXPnHMf06dOHDh06YDQaC9xn4sSJtG7dmqyssut8KoQQQpQllaLg6NcgrWuTOqgGNXYAjz/+OFu2bGHcuHE89NBD+Pv7s2LFCk6dOsU777yDTqdzdYhV3pYtW5gyZQohISFMmDABpVLJihUrSEpKcjrutddeY9GiRfTt25f//ve/2Gw2/vjjD3766Sf+/PNPNm7ciEaj4a677uKDDz5g69at9O/f33F+cnIyv/32G4MGDcLT07OiX6YQQghRpVWLxC4oKIglS5bw9ttv8/XXX2MymYiOjuaTTz6hR48erg6vyrPZbMycORNfX19WrlyJv78/APfeey9333032dnZAKSmprJkyRJ69uzJRx995Dj//vvvx2KxsH79eo4fP06LFi0YNmwYH330Ed9//71TYvfDDz9gNptLPcJWCCGEqImqVGL3+OOP8/jjjxe6LyIigvfee69iA6ohjh07RkJCAmPGjHEkdQBeXl6MHDmSOXPmAODn58f+/fuxWJyn3M7IyHDMKZjfvBoWFkaXLl347bffSE1Nxc/PD4DVq1cTHh5Ox44dK+KlCSGEENVKlUrshGucP38eoNAl3f49/5JOp2PLli1s3ryZ2NhYEhISSExMdMwleO28g8OHD2fHjh2sW7eOBx54gBMnTnD8+HEef/zxG5p7UAghhBDOqvzgCVFx8vLyCpRdOyO20Whk7NixTJ48mVOnTtGoUSPGjRvHt99+y/jx4wuc27t3b3x9fVmzZg0Aa9euRaFQcNddd5XfixBCCCGqMamxE9eVX1N35syZAvvyR7oC/Pzzz+zdu5dHHnmEp59+2um41atXFzhXq9UyePBgFi1aREJCAps3b6ZTp07Url27bF+AEEIIUUNIjZ24rsaNGxMVFcUPP/xAfHy8ozw3N5dvvvnGsZ2amgpAo0aNnM4/d+4cGzZsAMBsdp6Oe/jw4QB88MEHXLx4UQZNCCGEEKUgNXbihsycOZOHH36YESNG8MADD+Dh4cGKFSscI2IBbr31Vt5++21mz55NQkICwcHBnDp1ipUrVzoSuszMTKfrNm7cmGbNmvH999/j6elJv379KvR1CSGEENWJ1NiJG9K+fXuWLFlCixYt+OKLL/joo49o3rw5L774ouOY+vXrs2DBAqKiovj888+ZPXs2O3fu5IEHHmDp0qUA/PbbbwWunV9r179/f9zc3CrmBQkhhBDVkNTYiRvWrFkzFixYUKD8xIkTjq87d+5M586dCz3/2uOulT8CVgZNCCGEEKUjNXbCpYxGI99++y3NmjWjRYsWrg5HCCGEqNKkxk64xIEDB/jmm284efIkJ0+eZP78+a4OSQghhKjyJLETLuHh4cHvv/+OQqFg2rRp9OrVC4PB4OqwhBBCiCpNEjvhEtHR0ezevdvVYQghhBDVivSxE0IIIYSoJiSxE0IIIYSoJiSxE0IIIYSoJiSxE0IIIYSoJiSxE0IIIYSoJiSxE0IIIYSoJiSxE0IIIYSoJiSxE0IIIYSoJiSxE0IIIYSoJmTlCVGsDz/8kI8++uiGjr3rrrtISEhg7969HD16FLVa3l5CCCFERZLfvKJYffv2pU6dOk5ls2bNIjU1lTlz5jiV16lTh3feeaciwxNCCCHENSSxq0RyU3PJTszGkG7AzdcNj2AP3P3cXRpT48aNady4sVPZ+++/T2pqKkOGDHFRVEIIIYQojCR2lUR6XDprH13LmY1nHGX1+9Vn8MLB+ET4uDAyIYQQQlQVMniiEshNzS2Q1AGc3niaHx79gdzUXBdFdvNOnTrFxIkTadu2LW3atOGhhx7iyJEjTsf06tWL7t27Fzh3+fLlREdHs2rVKkdZdHQ0L7zwAq+++iqtW7emY8eObNy4sdxfhxBCCFGVSGJXCWQnZhdI6vKd3nia7MTsCo6o9EaNGoWXlxfPPvss9957L/v27WPs2LEkJSXd9DV//PFHdu3axdNPP83dd99Nhw4dyjBiIYQQouqTpthKwJBuKNX+yujRRx9l8uTJjm13d3fmzp3Ltm3bGDFixE1dMycnh08++YSIiIiyClMIIUQ1Y7BAthUCNPZtmw2SzRCocW1cFUVq7CoBNx+3Uu2vjIYOHeq03apVKwAuX75809cMDw+XpE4IIUSRDBb4LR1mn4crRntSdzgbJp+Ei3mujq5iSI1dJeAR4kH9fvU5vfF0gX31+9XHI8TDBVGVTlBQkNO2m5s9OTUajTd9zcDAwFLFJIQQono7lwcDDoPZZv/3cCj0OAhpZtAo4IOG4F/Na+6kxq4ScPdzZ/DCwdTvV9+pPH9UrKunPLkZSuXNv7XMZnOZX1MIIUT1F6CGJ8LtX78XDy3325O6YA28ULf6J3UgNXaVhk+ED3cvvfvqPHY+bniEuH4eu/KkUqnIyckpUH7lyhUXRCOEEKKqC9TCc3UgJhe+v+ZXye9toIHedXFVJKkCqUTc/dwJbBxI+C3hBDYOrNZJHUBwcDBpaWnEx8c7yvLy8li/fr0LoxJCCFFV2WwQlwfb0pzLP0qw97mrCaTGTrjM0KFD2b9/P4888gj3338/RqORNWvWYLPZXB2aEEKIKuhk7tU+dcEauM0XvkuC9xNAp4Rn6lT/5lhJ7ITLjBgxgpycHJYsWcKcOXMICAhg6NChdO/enVGjRrk6PCGEEFWMtwo6e8MfmbC9jT25q6ODjy7AkED7/upOYauB1SMmk4lDhw45lbVs2RKNpug0Pi4uTqbaKGcGg8ExerYykWfvLCYmhgYNGrg6DHEd8pyqBnlOZe9iHuRaod4/vZmuGCHdApE6UN9kBzRXPqeS5ixSYyeEEEKIaiNM57wdqIWaNFmWDJ4QQgghhKgmJLETQgghhKgmJLETQgghhKgmJLETQgghhKgmJLETQgghhKgmJLETQgghhKgmJLETQgghhKgmJLETQgghhKgmJLETQgghhKgmJLETQgghhKgmJLETQgghhKgmZK1YcUNWrVrFtGnTrnvcvn378Pb2LnTfnj17GDNmDBMnTuT//u//yjpEIYQQosaTxE6USN++fenbt2+R+93d3YvcV79+febMmUN0dHR5hCaEEELUeJLYiRKJjo5myJAhN3VuYGDgTZ8rhBBCiOuTxK4yyTZCphFyTeCuAS8teGhdHZUQQgghqghJ7CqL1FxYfAiOXbla1iQQHmgJfkU3b1ZGo0ePJikpiXHjxvH222+TnZ3N/fffT48ePaSPnRBCCFGOJLGrDLKNBZM6sG8vPgQPt6k0NXe5ubmkpKQUus/f39/x9cWLF5kzZw6PPPIIAK1bt8Zms1VIjEIIIURNJYldZZBpLJjU5Tt2xb6/kiR2n332GZ999lmh+06cOOH42mAw8MILLzB8+HBH2Z49e8o9PiGEEKImk8SuMsg1lW5/BRoyZAhDhw69oWO7dOlSvsEIIYQQwokkdpWBu6Z0+ytQRETEDSdsgYGB5RyNEEIIIa4lK09UBl5a+0CJwjQJtO+vgpRKeXsJIYQQFUl+81YGHlr76Nd/J3f5o2IrSf86IYQQQlRu0hRbWfi520e/yjx2QgghhLhJkthVJh6SyAkhhBDi5klTrBBCCCFENSE1duKGDBs2jGHDht3QsYsWLSq0/JZbbnGa604IIYQQZUtq7IQQQgghqglJ7IQQQgghqolqldidPXuW//znP9xyyy00b96cO+64gy+//BKr1erq0IQQQgghyl216WMXHx/PvffeS05ODg888AARERH88ssvzJo1izNnzvDKK6+4OkQhhBBCiHJVbRK7zz//nLS0NN58803uvPNOAO677z7GjBnDsmXLGDt2LPXr13dxlEIIIYQQ5afaNMWeO3cOgJ49ezrKFAoFvXv3BuD48eMuiUsIIYQQoqJUm8SuXr16AJw6dcqpPDY2FoCQkJCKDkkIIYQQokJVm8Ru/Pjx1K9fn+eee45du3YRHx/P4sWLWb58OV26dKFdu3auDlEIIYQQolwpbDabzdVBlJUNGzbw3HPPkZWV5Shr27YtCxcuxMPDw1FmMpk4dOiQ07leXl4olUXnuRaLhcjIyLIPWjhYrdZin4GrnDt3DpVK5eowKo3s7GynnydROclzqhrkOVUNrnxOVquVzMxMp7KWLVui0WgKPb7aDJ5YsGABb7/9NuHh4fz3v/8lJCSEQ4cO8dVXX3Hvvffy2WefERwcXOT5UVFRRX6TAOLi4nBzcyuP0MU/DAZDpfwe6/V6IiIiXB1GpRETE0ODBg1cHYa4DnlOVYM8p6rBlc+psMqo4lSLxC4rK4u5c+cSGBjI8uXL8ff3B6BPnz506tSJhx9+mNmzZ/POO++4OFIhhBBCiPJT+dq9bsLZs2cxGAz07t3bkdTl69KlC3Xq1GHHjh0uik4IIYQQomJUi8ROp9MBFLnChMVikdUnhBBCCFHtVYvErkGDBtSuXZsNGzaQkJDgtG/z5s3Ex8fTrVs3F0VXfVitVpYvX87o0aMdy7Z169aNSZMmsXXr1lJdOyMjg5SUlDKKVAghhKiZqkVip1Qqee211zAYDAwfPpz33nuPZcuW8eKLLzJ16lSCg4N5+umnXR1mlWa1WpkyZQovvPACer2e8ePHM2PGDO69915OnTrFxIkTmTlz5k1d+9dff6Vv376cPn26jKMWQgghapZqMXgCoHPnzixfvpx58+axdOlSMjMzCQoKYvjw4UyZMoWgoCBXh1ilbdiwgc2bNzN16lQmT57stG/8+PGMHj2aRYsWMWDAANq2bVuiax84cIC0tLQyjFYIIYSomapNYgfQuHFjPvjgA1eHcdNSTZBohHQL+KohWAN+Rc/AUqH2798POC/Zlk+r1fLwww8zdepU9u3bV+LETgghhBBlo1oldlVZnAEePQEbU6+W9fODhdEQUQmmdvP09ARgyZIlzJgxA7Xa+a3Tt29fjh496lS+a9cuvv76a/766y/S09PR6/U0bdqUCRMm0KVLFwBGjx7N3r17AXj00UepXbs2W7ZsqaBXJYQQQlQv1aKPXVWXaiqY1IF9+9ET9v2uNmzYMPR6Pd999x233XYbL774ImvXrnUMVlEqlU5J3YYNG3jooYdITExk/PjxvPTSS9x1110cOnSIcePGOdb0nThxIr179wbsid1zzz1X8S9OCCGEqCakxq4SSDQWTOrybUy173d1k2xkZCSff/4506ZN4+zZsyxbtoxly5Y59g0cOJBHHnnEUbP38ccfExgYyOLFi9Hr9U7XeeWVV9i+fTsNGzaka9eu7N27l82bN9OpUyduvfVWl7w+IYQQojqQxK4SSLeUbn9FadOmDT/99BN//PEH27dvZ9++fRw5coRz584xb9481qxZw+LFi6lVqxbLly8nIyPDKakzGo2OtWCvXc9XCCGqoyQjeKhA/89S05fyQKsE/0rSd1pUT5LYVQI+11lf/nr7K5JSqaRDhw506NABsC+M/OuvvzJv3jxOnTrF66+/zkcffYRarebChQvMmzeP06dPk5CQQHx8vGOiaJkwWghRnZ3Ohd5/wTv14XZ/SDXD8CMwKBAeqyXJnSg/kthVAiFa+0CJwppj+/nZ97tSTk4On3zyCSEhIYwaNcppn4eHBwMGDKBbt2707t2bXbt2AfD222+zYMECwsPDad++PZ07dyY6Ohqz2cykSZNc8TKEEKJCpJrguTNwzgDDj8LHjeCLi7A7E/ZkwvAgSexE+ZHErhLw09hHvxY1KtbV/evc3Nz48ssv8fLyYsSIEWg0BQPy9vamVq1aJCcnc+HCBT799FPatm3LV199hVZ7NTNdu3ZtRYYuhBAVzk8D7zSAhDz4PQMmnLSXK4BVzSBC59LwRDUno2IriQg3WNoUjnWA3W3t/y9tWjmmOlEqldx9990kJSXxxhtvYDabCxyzb98+Tp48ye233056ejo2m42oqCinpC43N5dFixYB9vV786lU9rZmaZ4VQlQXtXWwvJlz2X3B0Nvvap87IcqD1NhVIn6VaELif3vyySc5efIkixYt4rfffuP2228nPDwco9HIgQMHWL9+PU2aNOGJJ55Ap9MRGRnJ999/j16vJzo6msuXL7N69WqSkpIA+9qw+QICAgBYvnw5aWlpDBkyxCWvUQghykpCnr1P3bWWXIa7g+x97iS5E+VFEjtxQ/R6PV9//TXff/89P//8MytXriQtLQ03Nzfq16/PU089xahRoxw1dAsXLuStt97ip59+Yvny5QQHB9O+fXsmT57M/fffz++//47NZkOhUHDnnXeydetWtm/fzp49e+jbt6/TaFohhKhKUk3w3xh7nzoF8Gm0vY/d7xn2Pnd/d4TG8hEnyokkduKGKZVKhg0bxrBhw657bJ06dYpc3m379u1O215eXixcuBCDwYCbWyVoexZCiFLw08Dr9WBfpn1UbD9/ey3dyKMwMABCKmnLjKgeJLETQgghylh9d9jT9uo8dnoVrGgOOkXl7XIjqgdJ7IQQQohyEPSvqapCXTx1lagZZFSsEEIIIUQ1IYmdEEIIIUQ1USZNscnJyezevZuEhASSk5Mxm834+vpSv3592rdvT3BwcFncRgghhBBCFOOmEzuj0cj333/PsmXLOHbsGDabDcDxv0KhcBzbqlUrRo0axeDBg53KhRBCCCFE2bmpxG79+vW8+eabXLhwAZvNhr+/P02aNCEiIgIvLy8sFgspKSkkJiby119/cfDgQf766y8+/fRTnnjiCXr37l3Wr0MIIYQQosYrUWKXmZnJ9OnT2bhxI0FBQUyaNIn+/fvTqFGjIs+xWCwcPnyYH3/8ke+//54pU6YwYMAAXn75ZTw9PUv9AoQQQgghhF2JEruhQ4eSm5vLSy+9xPDhw1Grr3+6SqWidevWtG7dmv/+97989913zJ8/n2HDhrFx48abDlwIIYQQQjgr0ajYbt26sWHDBu69994bSur+Ta/X8+CDD/Lzzz/TsWPHEp8vhBBCCCGKVqLs7OWXXy6Tm/r7+zNz5swyuZYQQgghhLCTeeyEEEIIIaqJmxoVa7PZipy25NSpU+zduxeTyURUVBRdu3a9qWZbIYQQQghRMiXKuFJSUnjrrbfYuHEjv//+OzqdzrHPZDIxffp0fvjhB6dzatWqxdtvv03r1q3LJGDhOlarlZUrV7J27VpOnjxJdnY2vr6+tGzZkhEjRtCzZ09XhyiEEELUaDec2KWnp3Pvvfdy/vx5AM6ePUvjxo0d+9966y3Wrl2LQqGgQ4cO+Pr6cvjwYRISEnjkkUdYsWIFUVFRZf8KRIWwWq1MmTKFLVu20KNHD8aPH4+3tzeJiYmsWbOGiRMnMnr0aJ5//nlXhyqEEELUWDec2H3yySecP3+eZs2a8eSTT9KgQQPHvqSkJL755hvUajWffvopnTt3Buy1eK+99hpLly5l7ty5vPXWW2X/CqoRgzkDgzkFoyULrcoTN7U/bmpvV4cFwIYNG9i8eTNTp05l8uTJTvvGjx/P6NGjWbRoEQMGDKBt27YuilIIIYSo2W548MSmTZvw8/Pjyy+/pHPnzk795rZt24bZbOaOO+5wJHUAGo2GF198kdq1a7Nr166yjbyayTJeYsvZaSz/+27WnBjL8r/vZsvZaWQZL7k6NAD2798PUGhzq1ar5eGHHwZg3759FRqXEEIIIa66oRq7Z599lvPnzxMWFsbrr79eYP+hQ4dQKBRcuHCBadOmFXqN1NRUx75Zs2aVIuTqx2DOYPu5V0nI3O1UnpC5m+3nXqVX1CyX19zlrxKyZMkSZsyYUWBATN++fTl69KijfPTo0ezdu9epDGDnzp089NBDTJkyhccffxyAXr16ERUVxcMPP8z8+fM5evQoSqWSTp068b///Y969epV0KsUQgghqrYbqrGz2Wz2g5WFH37u3DkUCgURERFFnm+z2bBarTcZZvVmMKcUSOryJWTuxmBOqeCICho2bBh6vZ7vvvuO2267jRdffJG1a9eSkJAA2N8bpRn9fOrUKSZNmkS9evWYNm0agwcPZvPmzTz66KNYLJayehlCCCFEtXZDv4nfeOMNDhw4gMVi4dVXX3X6Bb5//35Wr15N06ZNmT17doFzzWYzffv2JSgoiDfeeKPsIq9GjJasUu2vCJGRkXz++edMmzaNs2fPsmzZMpYtW+bYN3DgQB555JGbXv83MTGRWbNmMWzYMEdZXl4eq1atYvfu3XTt2rVMXocQQghRnd1wH7vOnTtz8eJFnn/+eXJzcwH7yNjp06ejUCicfiHny8nJ4dlnn+XSpUt069at7KKuZrSq4pOh6+2vKG3atOGnn35i8eLFjB8/njZt2qDRaDh37hzz5s3jzjvv5MKFCzd1ba1WS9++fZ3KmjdvDtgH5wghhBDi+m647WzSpEmsW7eONWvWsG7dOnx9fUlOTsZqtRIVFcWIESMcx2ZlZfHCCy+wa9cu0tPT0el0PProo+XyAqoDN7U/tb06FdocW9urE25qfxdEVTilUkmHDh3o0KEDANnZ2fz666/MmzePU6dO8frrr/PRRx+V+Lo+Pj5oNBqnMq1WCyBN+EIIIcQNuuEau9DQUBYvXkyTJk0wmUwkJSVhtVrp0KEDCxcudJqs2MPDg61bt5KWloa/vz/z58+XDvDFcFN70z3yBWp7dXIqr+3Vie6RL7p84EROTg7vvvsu3377bYF9Hh4eDBgwgG+//RZvb+/rjn42m82FlhfVf1MIIYQQN65Evd2bNGnCqlWriIuLIzk5mdDQUEJDQwscp1Ao+M9//kNQUBB9+/Z1SvpE4Ty1ofSKmlUp57Fzc3Pjyy+/xMvLixEjRhSoWQPw9vamVq1aJCcnA6BSqQAwGo1OfTKvXLlSMUELIYQQNdBNVZNERETQunXrQpO6fA899BCDBg2SpK4E3NTe+LrVJdijOb5udStFUgf22rS7776bpKQk3njjjUJr3fbt28fJkye5/fbbAQgODgbgyJEjjmOsVmuBJeeEEEIIUXZKVGP32Wef8dBDD5W62cxsNvPZZ58xYcKEUl1HVJwnn3ySkydPsmjRIn777Tduv/12wsPDMRqNHDhwgPXr19OkSROeeOIJAO666y7WrFnDf//7Xx588EHc3d1Zt24daWlpLn0dQgghqrdsM3hck91kmcHz5mfjqnJKlKHNnz+fu+66iz179tz0Dbdt28agQYP47LPPbvoaouLp9Xq+/vprZs2aRZ06dVi5ciUvv/wy7777LvHx8Tz11FMsXbrUMd1J586deeuttwgMDOT9999n3rx5NG7cmI8//tjFr0QIURlZTBbyMvKwmGTeSnHzLuTBy7GQkGffvmKEd+PhTK5Lw6pQClv+7MM34Ny5czzxxBMcP36c1q1bM2rUKHr27HnductSUlL4+eefWbx4MbGxsTRr1ox33323yAmNy5vJZOLQoUNOZS1btiy071i+uLg4l8VbUxgMBtzc3FwdRgHy7J3FxMQ4rRUtKqeq8pxMuSbSzqaxb+4+Eg8nEtYujPYT2uMb5YtaV/2rWarKc6oKEo0w+hj8kgrdfGB1M3uS99EFiHSDnW2g1k32DnPlcyppzlKin5rIyEhWrFjBp59+yieffMLTTz+NWq2mWbNmNG3alIiICLy8vLDZbCQnJ5OYmMj+/fuJiYkB7MtS/d///R8PPfRQsUmUEEKI6s9qtnJ2y1mWDlmKzWKvYzj/23n2fbSPB9Y/QN1edVEoFC6OUlQVnkqYUAs2pcKOdKizG3L/mS3rvmDQ1ZC3Uon/HFKpVEycOJG7776bzz77jNWrV3Pw4EEOHjxY4AcwvzLQ39+fESNG8PDDD+Pj41M2kQshhKjSMi9ksnr0akdSl89qtrLqgVWM2zcO7/DKMYhMVH4earjdD75pAqOOXU3qJteCJyMgoIbUJ910PXdQUBDPPvssTz/9NH/++Se7du3iwoULJCcnYzab8fX1JSoqivbt29O+fftSrSMqhBCi+sm6lIUh1VDkvuykbEnsRInkWuH3dOeyg1mQV4PmuS91tqVUKmnXrh3t2rUri3iEEELUENfr4m2z3nAXcCFIMsIrsTD3n5UtO3nDngz4PQNG/g3Lmt58H7uqRKb7F0II4RKeoZ5oPApvH3Pzc8MjyKOCIxJVmUoBwfaVKHmmDqxrAd81AwXgpwZlDeljJ4mdEEIIl/AM9WTAhwMK3Tfo40F41fKq4IhEVeavgcm1YUsreCrcvn2HH2xvDQuiIVTr6ggrhnR8E0JUGWaLAbXKrcjtqijHAnrV1e1cC7irij6+OlHr1DQe1piA6AB+ffVXkk8kE9Q0iB4zehDYOBClWuoeRMn4a6Cn39VtDzV083VZOC4hiZ0QokrIMiZyKvlHGgfehbvGnxxTMseurKBxwDA8tEGuDu+mxBvgi0v2KRqCtfZ5uD65AI+EQe0a0BcIwM3HjYguEYxYNgJTjgmNhwadVw158UKUA0nshBCVXo7pChtP/x/JuSfIMCZwS+3/8HvcbGLTtpCQsZc+9eag1wS4OswSuZQHQ47AgSw4nQvvNID/nIJlSbA+BVY1rzlNRwA6bx06b0nohCgtSeyEEJWeUqGhrm9PknNPcDJ5DWdTN2OyZgFQ368/KkXVy4C0ShgeZE/svkqE1Vcg45/VtO4JArca0tFbCFG2KqwDQ3p6+vUPEkKIQripfWgWdA+tQh4CcCR1t9R+ggb+d6BTV71O9v4amFgLXoi0b+cndbOi4MFQ8K0hk6kKIcpWqRK73r1788Ybb1z3uKeeeoqBAweW5lZCiBrOYjOTboh1Kks1nMFqM7kmoDJgtMHxHOeyv7Pt5UIIcTNKldglJCSQnJx83ePi4uKkxk4IcdNyTMn2PnXpWwEIcG8MwMnktey98BG5phRXhndTLuXZ+9QtT7Jvt/W0/7/oMjx12j6QQgghSuqG+9jZbDbGjRtHXFycU/nmzZvp379/kedlZmaSmppKnTp1bj5K4XJ5eXmkpqYSGhrKqlWrmDZtGjNnzmTEiBGuDk3UEMp/Pq66hD9Dff/+/J30HX9c/BglVXNuEIXi6oSp79WH0aH2EbHPnQW1wj6pqhBClNQNJ3YKhYKRI0fy+OOPO5VlZ2eTnZ1d/E3UaqfzRNVy+PBhHn/8caZOncqwYcPo0KEDc+bMoU2bNq4OTdQQek0AnSOepFHAnQR7NEen9qJp0D0E6psSpG+Ku8bv+hepZEK08G4DGBsKt3jZ+9RNqAWtPaGd19UZ9IUQoiRKNCq2b9++LF68GKvVis1mY+zYsXTt2pUJEyYUerxCoUCn01GnTh18fX3LIl7hAsePH+fixYuO7YiICCIiIlwYkaiJ9JoA3L07oVDY67Lc1D5EeHdxbFdFIVro52evvQP7gIrb/a9uCyFESZV4upP27ds7vu7QoQMdO3akY8eOZRqUEEIU5t9JXFVO6vL9+yVUg5ckhHChUg2eWLRoUZG1daJ6ePbZZ3n++ecBmDZtGtHR0axatYro6GiWL1/uOC46OppXXnmFH3/8kSFDhtCiRQt69OjBvHnzsNlsrF+/nqFDh9KyZUv69u3LZ599VuBeiYmJvPDCC3Tv3p3mzZvTs2dPZs6cSWpqaoW9XiGEEKIqK5MJinNycoiNjSUnJwebrehx+h06dCiL24kKNHLkSFQqFStWrGDkyJG0a9cOi8VS6LFbtmzhxx9/5IEHHuCee+5h6dKlvP/++xw6dIg///zTUb5kyRLmzJlDWFgYAwbYFwCPi4tj1KhRmEwmRo4cSe3atTl+/DhLly5l+/btLF26FH9//4p86UIIIUSVU+rE7t133+XLL7/EaCx+bL5CoeDvv/8u7e1EBWvTpg0xMTGsWLGC1q1bM2TIEFatWlXosRcvXmTp0qWOQRVt2rThrrvu4tdff2XFihU0a9YMsDfnDx48mK1btzoSu1deeQWDwcDq1audRlD369ePhx56iA8++ICXXnqpfF+sEEIIUcWVKrH77rvv+OSTTwBwc3PD398ftVpWKaupatWq5TRStn79+gDUqVPHkdQB1K1bF7A3vYJ9VZIdO3bQtWtXPD09SUm5OidZ48aNiYiI4JdffpHETgghhLiOUmVhy5YtQ6FQMH36dO677z5Uqqo5n5QoG4GBgU7b+e+HoKAgp3Kl0t61M7/Z/ty5c1itVn777Tc6d+5c5PXz8vLQ6WSRcCGEEKIopUrsTp8+TYsWLXjggQfKKh5RhRVVW3u9kYtWqxWAnj17MmbMmCKPkz8chBBCiOKVKrHTarWEhISUVSyihgoPDwfsNXJdunQpsH/Tpk34+vpKM78QQghxHaWa7qRZs2YcP368rGIpNavVyuLFi7nzzjtp2bIlPXr0YNq0aY6+XOLm5Ded5teslbXAwEDatWvHrl272Ldvn9O+X3/9lcmTJ7NgwYJyubcQQghRnZSqCuTRRx/lkUce4fPPP+fhhx8uq5hu2rPPPsuaNWvo3bs3o0aN4uzZs3zzzTf88ccfrFixAm9vb1eHWCXl951bu3YtNput2CltbtaMGTO4//77eeihhxg5ciSNGjXizJkzLF26FF9fX5555pkyv6cQQghR3ZQqsbPZbNx+++28+eabbNiwgTZt2uDj41Nkn6qJEyeW5nbF+uWXX1izZg2jRo1ixowZjvLGjRvz7LPPsnTpUsaPH19u96/OunTpwqBBg9i8eTOHDx/m2WefLfN7REdHs3TpUj777DM2bNjAsmXLCAoK4vbbb2fSpElERkaW+T2FECVnsuRitubirrHPK2m1mckzZ1bJ9XqFqI5KXWOnUCiw2Wz89ddfHDp0qNDjbDYbCoWiXBO7JUuW4OHhwf/+9z+n8oEDB3LmzBnHFBui5DQaDW+//bZT2ciRI522T5w4UeA8tVpdovLw8HBmzZpVymiFEOXFZMklLmMHBy99Sb/6b6PXBHIl+xhbYqdzR4MP8XGTP8CEcLVSJXZDhw6tFGs1WiwW9u/fzy233IKnpycABoMBpVKJVqstkOwJIYQoOZM1m62xz2O1mdl4+r+0rzWJTWeewWIzsO3cS/Sv9y5uGl9XhylEjVaqxG727NllFUepxMfHk5eXR3h4OBs3buTDDz/k5MmTqFQqOnfuzPTp06lXr56rwxRCiJuSbIIAzdXtK0bw04Cqgv+u1iq96F//PdbH/Ifk3BNsOP0fALy0telZd6YkdUJUAqUaFVtZpKenA7Br1y6efPJJevXqxdy5c5k0aRJ//PEH9913H3FxcS6OUgghSu5sLgw7AjG59u0LeTD2OBzMAkvZj2MqllqlI9SjLS1DRjuV96//Ht662hUbjBCiUApbKYY4HjhwoETHt23b9mZvVaz9+/dz//33AzB37lz69Onj2Ld161YmTpzI4MGDeeuttwAwmUwF+gN6eXk5pvUojMVikQ785cxqtRb7DFzl3LlzMjnyNbKzs/Hw8HB1GKWS3ze4snMLjWDAMR2HsyFcB+ubm5l0SsX2DAVeKjjR3kJ2wtlCzy2P56TVaVB7p7D+zBQsNoOj3N+9EbeFv0F6krncpkWqrqrDz1NN4MrnZLVayczMdCpr2bIlGo2m0ONL1RQ7atSoEvWxO3bsWGluVyS9Xg9ASEiIU1IH9tUMgoOD2blzZ7HXiIqKKvKbBBAXF4ebm1vpgxVFMhgMlfJ7rNfriYiIcHUYlUZMTAwNGjRwdRg3JS8jj+zL2aSdTUPnpcOrlhfetb1RKF3fV7gwFht8Hg23/QXxedD8D/tHtgJYGA3eGhVhRTyL8nhO2cbLLDtqT+q8tLVpFTqW38+/QUruSXZdnEnvem/grpbRsSVRlX+eahJXPqfCKqOKU6rErlatWoWWW61W0tPTyc3NRaFQ0KFDhwLriJalsLAwoOBapfkCAwOJiYkpt/sLISq/7MvZ/DbrN/Z+sBeb1V5bpw/Uc++ae6nVsRYqdeWrlVUpoI0XrGtuT+7yzYyCQQGgr+CQ1Up3bqk9lcOXv2FAw/noNUF4aWuz5ex0Ooc/iZvKp2IDEkIUUKrEbsuWLcXuP378OC+++CKJiYl89NFHpblVsfz8/KhTpw6xsbEFFoq3WCzEx8c7lq0SQtQ8NpuN498fZ897e5zKc67k8HWfr5l0ZBJ+9SpnTVOiEWbEOpd9fAHuCYYG7hUbi07tRQP/AUT59UGvCQAg1KMN9zRbiU7ljUJR+bpSCFHTlOtPYePGjZk/fz6JiYnMnTu3PG/F3XffTXZ2NgsXLnQqX7p0KRkZGQwaNKhc7y+EqLyyLmax/dXthe4z55o588uZCo7oxlw2wgPH4Nd0e/PrE+HgoYK4POh10D6QoqLp1F6OpA7sAyrc1L6S1AlRSZT7quoBAQF07NiRX375hWnTppXbfR5++GG2bdvGBx98wJkzZ+jYsSNHjx5l+fLlNG7cmEceeaTc7i2EqNysZisZ8RlF7k88XDnXk/ZU2ZO57enwbRMYGAD3B9ubZR8KBZ3kUkKIfyn3xA7si8gnJSWV6z20Wi1ffPEFn376KT/88AMbNmwgMDCQsWPHMmXKlErZKV8IUTFUOhUBjQJIPplc6P6ILpVzcIxeBX384Fwn8FHZa+vaeMHRDvakL6Do8V5CiBqq3BO7+Ph49uzZQ1BQUHnfCnd3d6ZOncrUqVPL/V5CiKrDM8ST3rN6893d3xXY5x7gTkTXypnYgT25u3aQhEoBkfJ3qhCiCKVK7D7++OMi95nNZpKSktiwYQMGg4FevXqV5lZCCFEqdW+ry4C5A9g8bTN5GfbOacEtgrl7yd34Rvq6NjghhCgjpUrs3nvvvWLnscufADQyMpJJkyaV5lbChZ599llWr17N119/zS233OLqcAq1atUqpk2bxsyZMxkxYoSrwxHlKNuYhNVmwktnn24p15SCyZqLl7ZWsZ9H7v7utB3XloYDG5KbnItKp8IjyAOPYJkcVghRfZQqsRs6dGiRH6QKhQK9Xk/Tpk0ZMGCA9HETQpRatjGJrbHTyTImMrDhPDQqD/ZfmM+ZtI0MarQQf7cGxSZ3Ko0K30hfqaETQlRbpUrsZs+eXVZxCCHEdRnMqVzOPoLFlse6U48RqG/C2bRNAMSl78BTE4ZO7eniKCsHpVJJlvESNpvVUbuZY0rGZMnBWxdeolWDhBBVhwyWr0QyMjKIjY3lyJEjxMbGkpFR9PQMQtREfu71GNjwY1QKHZnGBEdS1yb0URoHDpOk7ho+QWo2nv4v6049RmbeBXJNKeyMm8P3Jx4gJTemSqyVK4QouTIZFRsXF8cXX3zBrl27SExMRKfTERgYSOfOnbn33nupV69eWdymWktMTOTVV19l9+7djrJOnTrxwgsvEBIS4sLIblyvXr0wm81s3+48Eezy5ct5/vnnmTVrFsOGDQMgOjqakSNH0q1bNz755BNOnTqFu7s7PXr04MknnyQ4ONjpGuvXr2fx4sUcO3YMlUpFdHQ0jz32GF26dHE6zmAw8Oabb7Ju3TquXLlCeHg4o0aNYvTo0VJDUQ0oFWp83CIJ0jflUvafAChQ0yTwbtzUspzVtUy2dNIMsf/Ubk7EWxdBQqb98+VyzmG8dbXQqKR/oRDVTalr7DZv3sydd97JkiVLOHv2LDk5OaSmpnLq1Cm+/vpr7r77bn755ZeyiLXaysjIKJDUAezevZtXX3212tbc7dixg2eeeYaOHTvy/PPP06lTJ9asWcN//vMfp+Pmzp3Lf/7zHzIyMpg4cSJTpkwhOTmZRx99lK1btzod+84777B9+3YefPBBnnzySWw2G6+99hpLliypyJcmykmuKYV9CR85kjoAG2Z+ODmOjLwEF0ZW+RjTvZ1qN/OTus7hT1HPt68kdUJUU6WqsYuNjeV///sfBoOBgQMHMmTIECIiIrBarZw/f561a9fy888/88wzz9C4cWMiIirvXFGulJKSUiCpy7d7925SUlLw9vau4KjKX0JCAkuWLKFt27YA3HnnnaSkpLB3715iY2OpW7cucXFxzJ07lw4dOvD555+j1Wodx/bv35/333+fnj17Oq4ZFhbGypUrHcf17t2bPn368OOPPzJq1KiKf5GiTGUZL3E8eTUAbUPHUdu7Mz+deoxMYzxHLn9L+1qPoVVJcyyAMc9EkC4CP/d6XMk5BoBKoaOub090ai8XRyeEKC+lSuwWLlyIwWDg2Wef5cEHH3TaV79+fXr27Enr1q2ZNWsWX3/9NdOnTy/N7aqtrKysUu2vqsLDwx1JXb7mzZuzd+9erly5Qt26ddm8eTMWi4XRo0c7kjUAX19fvvnmG/R6vdP5AwYMcDouIiKCgIAALl++XL4vRlQIH7e69Kr7OmmGszQLvhetyoOBDT/maNIyWoc+LEndNXyDdPweN9uR1AFYbHn8eHI8AxvOw0tX24XRCSHKS6maYnfu3ElkZGSBpO5aY8eOJTIyskC/K3GVp2fxv4yut7+qKmw1kvykzGKxAPb+m0Ch/TQbNGhArVq1nMoCAwMLHOfm5obRaCx1vML1tCo9ET7daBY8Eje1D0qFmiCPpnQJf9JpYXoBeVzmbNpmwN78OrjR5/80y8ZzInktJkuOiyMUQpSHUiV2SUlJNGnS5LrHNWnShEuXLpXmVtWav78/nTp1KnRfp06d8Pf3r+CIypbZbC60/EYGM5hMphs+FkClUl3/IFGlaVV63NS+jm2lQo2bxs91AVVWuYH0qvs6XcKfpqH/QII9mjGw4cc0CxpJs6B70aj017+GEKLKKVVip9frSUlJue5xKSkpMkFxMby9vXnhhRcKJHf5o2KrSv86lUpVaM3YlStXbvqa4eHhAJw9e7bAvvzm/eraVC1EaeRmmYjw6UYD/wHo1F6O2s22YRNwl0RYiGqrVH3smjRpwv79+zl9+jT169cv9JjTp09z4MAB2rVrV5pbVXshISG8/vrrpKSkkJWVhaenJ/7+/lUmqQMIDg4mLi6O+Ph4R0KWl5fH+vXrb/qaffr04Z133mHx4sX07NkTtdr+lk1PT2fBggV4e3tX26ZqIUpL+69aOaVCLdPCCFHNlSqxu+eee9i9ezfjx49n9uzZdOjQwWn/vn37mDZtGhaLhbvvvrtUgdYE3t7elTqR++KLL1i3bl2h+/7v//6PoUOHsn//fh555BHuv/9+rFYrK1euLNVEqPXq1WPixInMnz+fkSNHMnjwYGw2G9999x1paWm8/fbbN31tIYQQoropVWI3YMAA1q9fz8aNGxkzZgxBQUHUqVMHgPPnz5OUlITNZqNPnz7ceeedZRKwcJ1/zxl3rfHjxzNixAhycnJYsmQJc+bMITAwkCFDhtC9e/dSTTXyxBNPUK9ePRYtWsS7776Lu7s7zZs354033qBly5Y3fV0hhBCiulHYSrmujMViYe7cuXz11VdkZ2c77fPw8GD06NFMmTLF0YRWGZhMJg4dOuRU1rJlSzQaTZHnxMXFyTx85cxgMFTKvpjy7J3FxMTQoEEDV4chrkOeU9Ugz6lqcOVzKmnOUupsS6VSMXXqVB577DEOHz5MYmIiNpuNkJAQWrRo4TSnmBBCCCGEKD9lVo2m0WgKTDYrhBBCCCEqTpkkdqdOneLs2bPk5eUVe9zgwYPL4nZCCCGqOYs1D5VSd822GYVCgVIhc1UKUZxSJXbZ2dk89thj7Nu374aOl8ROCCHE9Zgs2cRn7MbfPRoft3AsFhPJhhMoUBKgj5bkTohilCqx+/DDD9m7dy8qlYr69evj4yPzI1VlNpsVhUJZ5LYQNU2mGXKsEPJPV2GjFTLMEFgFug4rlVXzZ9dkyeV8+g5SEi9hvOLPr18dwJRjpMG9tdFGZ6KMUBOgb+TqMIWotEqV2G3ZsgU3NzeWLl1K48aNyyom4QJWqxmDJQ2dygeVUoPVZiHPnIFW5YFKWQV+iwlRxjLN8P0VeC8e1jS3J3d7MmDMcdjYEhpWohW5ck2pmK0GvHRhAOSZMwkMc8NiNaNSVp4ZCW6ESqnFN685h9/N5KdP1zrKjyw5Su3Otbj7u3ZQib73QlQ2pfqTLjExkc6dO0tSV8VZrWayTZfJNl4mMy/enuSZ08gyXiTNcA6LteAyYUJUd+kWeOgEHMiCIUfgh2To8xfEGmDcSbhSSX4sck2p7L8wl+9PjCbNEIvRks2plHWsOH43STlHsVgLX6u5slIqVGSdNvPXp0cL7EvYdYETy0+VatJzIaq7UiV2YWFh5OTklFUswlUUSrQqLwBM1lxSDKfJNiYCoFG5oyjd20SIKilADT80B5XCntzdfRSMNmjoDl81rjzNsSZrDmfSNmEwp/LDyUfZl/ARu+LfxGIz8nfSckyWTFeHWCJWs5X98/YXuX/v3L1kJ2YXuV+Imq5Uv7GHDBnCwYMHOXfuXFnFI1xAqVCiUXngrbOv72qzWQDQqrzw1ISirGJNOUKUBXcV9PCFqbWdy9e1gMhKNI+2l7YWgxstRKvywmBO5e8r3wFQ16cXbUIfQaV0d3GEJWMxm8jLKHqGBVO2CavVWoERCVG1lCqxe/TRR2ndujWjR4/mu+++48iRI1y4cKHIf6Iys2GxmZxKrDYzNqTJQ9RMRiscyIR5//rouvdviDe4JqbCKBQKtCpPIn1ucypvGfIAm848xcWsfZgslSjg69FAs1FFd++JHtoIvb90shOiKKWqitFoNDRt2pQ9e/YwY8aMYo9VKBT8/fffpbmdKCdWmwWDOc3R/KpS6rBY8zBbc8nMi8dLF45KWfRya6Jms1iNWKxGtGpPAGw2G0ZLFjq11w1fw2jJQqvyLHK7vKWZwEcNCoV9O9MMqWbocwjyrPbm1ycjYNIpe7Pswyfg2yZFN8dmJ2VjNphRqpV4hd349+Fm5JkziU3byqmUH5zKN575H7dFvvJPdwpFsddIN4HPNT/iGWbwvsHfDjarjcxLmdgsNjQemlInXRqVjrq31iMgOoDkE8lO+3Q+Orr8rytqN3tweebMEr3Pqrrsy9mY88yoNCo8Q0v/85GXmYchzYBCoUAfpEetq/qtM67+LKkMSlVjt2DBAr788kvA/mGuVCqL/KdQFP/BIlzNXjOnU3vjq4vEWxfxT6nU2ImiWaxGErMPcSZtE0ZLFjabjTTDGQ5d/ppcU+oNXSMz7wJ74t8nx5QEQLYxiT3x75OZd7E8Q3e4YoR34uFoNths9qRmZRIkm2BWlD2p29gKxoTY+9wFaeDdBhBQyN86hnQDZzadYXG/xbwX+R4Lb1nIHwv+IPty+fUJM1mz2B3/HgB1fG7ljgZzHc2yhy9/g48uErVKV+T5f2fD7POQ9M9gkHMGeOo0XCh+vnkAsi5lsfPtnSxou4D3677PksFLiNsVhzG7dCNLfCJ8Gb3xAbo91w2PYA903jpaPdiSMbtGoo2wDwbJNaVyKPFrUnNPl+peVUFuSi7Hvz/Ol7d9yXuR7/F5t885/O1hsq/c3PvKarGSdCyJ78d+zwf1PmBuk7lsenoT6efTyzjyipVlvMTu+HfJNto/S3JMyexN+JCMvAQXR1axFLZSDC/q378/cXFxPP300wwdOhRfX98yDK38lHRBXaj+C8FbbWZMllw0SneUSjVWmxWzNReVQlthtXUGgwE3t0rUeekf1f3Zl9S1i2FfyTnBmhNjsNrM3FrneUI927D2xMPkWdJpE/oILYJHF1ujkmtK4YeTj5Ked47aXrfQs+5rbI19noTM3fjo6jC40We4a/zL7bVkmOGdOHj5HPip4bc2sDfDXiOnUcBf7cFPA6H/1MzlWiDbYk/q/v23qs1q4+h3R1l538oC92k/sT29Z/XGzbfs398Wq5FLWQc5kfw9Ub69OXDpUzrUmsKhxK/pVmc63rrwIif0jTdA6z/sSexjteDFSLjtLziRA7f7wddNIKiIWsmcKzmseXgNJ3846bxDAWM2jSGqV1TpX5vJQvblbCxWE+esGziQ8hGe2lAGNVrAnxc/5+8ry9CpfBnW5Fs8tSGlvp8rXG9xeYvRwv5P9rN+6voC+3rM6EGXp7qg9SjZSJ4rJ6+woO0CTNnO3W/8G/gzZusYfMKr3py0uaYU1p16jFRDDKGebegT9Sbbz73C+YzteGlrMST6q1J9llzvOZWnkuYspaqxu3jxIh06dODBBx+sMkmdKJxSoUar8nQMlFAqlGiUelRKDR9++CHR0dFO/5o0aUKbNm0YNGgQb731FqmpzrUzo0ePJjo6GrO5ak21IEpGrwmgtldnAH47P5MVf99DniUdncqX+n63X7eZTK3U0Sb0UQASMvfwzeH+JGTuBrB3/FcUXdNUFrzVMDLYXguXaoaW++xJHUAfP/BVX03qwD6gIlBbMKkDyLyQyfr/FPzlC7D/k/3lVmunUmrxcYsk0qcHm89OIzX3DH9cWECToOGsOzmBlJyTWP8ZEPVv7iqYYJ/6jvkXIHy3PanTKOCZOuBTzAIPGfEZBZM6ABv8NPknshKzSv/aNCq8a3vjXdubEP/G2LCSnneObw8P4O8rywBoHDgUtbJ83yeulHkxk83TNhe677fXfyvxCGFTjokdr+8okNQBpMSkELcj7qbidDW10p22YeMABZey/uSbw/05n7EdgFYhD9ao7kSlSuz8/f3R66UTa3Xx7+byf2+PHDmSOXPmMGfOHF5//XWeeOIJGjVqxGeffcbgwYOJjY11HDtx4kTmzJmDSiVL/1Rnek0gPSJfJFjfHAAbFhSouDP6M/zc6133fI3Kg7q+PegS/ozjfIDO4U8R6dsLrdqj/IL/RxMP2NEG1ArIH2vZ3gu+aAxhJcgXclNzi07ebJB0LKnUsRYlz5zG9vOvAnB7g/fpXe819sS/S445iaScvzEXMXgiQAP/i4Dx/yR3ln/ab9a1gC7eoC3mx/f8b+eL3Hfl+BXy0m+gLfcGqZQagj1acHv9D4Cr75PogKG0ChmDm9q3zO5V2eQk5RSahAFYTVYyL5ZsOpvc1FxO/XSqyP2Hvz2MxVj4HwKVmUblToR3V7rXeRG4+h7pUGsK9f37O6b0qglK1VOyb9++rFixguTkZAICAsoqJlFJtW7dmiFDhhQov+uuu5gwYQITJkxg3bp1qNVqunbt6oIIRUWz2WwYzKmk5139K9+GhUuZf6LXBN5Qp2WjJYdz6b86lZ1P3049v95oVeX/h2OGGXakg/maTimnc+GyEYILaXItiqq4LAjQeZVfrZKfewMGNVxAniWDUI82qFU6+tWdS7LxCHV9ehabIGda4Nd/da1afQVae0JQMS/Jzb/oZmWFUoFSU7bzXxotWcSmbXUqu5T1J0ZLDjp11Ws6vFEqXfHvq/yBJDdKqVKi89KRk1T4HLTu/u4oVFWzT7zJml3gPXI+fQcN/QfVqAEUpfrJmzp1KsHBwYwdO5atW7eSlpZWRmHVTCkpKcVuV1a33norDz74ILGxsaxdu/b6J4hqI80Qyw8nxzmaX4P1LQD4LW4mZ1M3YzQX3xyXY7rCr+decjS/Rnh3A+zNsttiZ5BjulKu8WeaYVUSPPJP8+stXlebZXschL9LMP+6PkBP7Y61C92n9dLiV9+v9AEXQalQEaCPJsyzjWOgRFaykvp+/YptDo8zQP9DV5tf+/0T4vwL8FLs1QEVhQnvFI5SXfivkOih0egDyy4pzzWlcuDiAsccfbW9OqFUaEjPO8fPMZPJMl4qs3tVNvpAPf4NCu8b5hnqiWdIyRIWjxAPOk7tWOT+9hPbo1RVvUnpc0zJ/HbuNUfzq/2zREFi9kE2n33WMTirJijV05s4cSIajYaYmBgmTZpE586dadq0Kc2bNy/0nyhaXFwcTz75JHFxcY7t//3vf47tym748OEAbN5s7wvy7z52q1atIjo6ml27djFnzhxuu+02mjdvzu23384XX3zhdK38Pn2nTp3ixRdfpGvXrrRo0YI777yT77//vsC9MzIyeOONN+jduzfNmzenW7duTJs2rcDciaNHj+b2229n5cqVdOnShVatWjFnzpxy+G7UHBqVO3pNIDqVL4MbfUq/+u9Qx7s7SoUGb10dVNfp+6RETYB7NAC3Rb5Cz7ozuS3S3qQY4B6NsnSNCtflprSPetUp4Q5/WNMCfm1tT+5CteBZgp4E+kA9Q74cgj7IOaFRapTcs/IevGqVb1OQUqFy+n6bzWbUyuIHa2gU0MTd/v/GlrC0KTxXx76vvZf9+1IUrzAv7lp8F/+eScUn0od+b/Yr0xpKlUJLkEdTwN5fqnfULAY0mIdSocFHF4lSUX37T3mFeTFi+Qh03s7fT7W7mntWlfx9pVAoaDaiGXW61ymwr/OTnfFvWH6DlcqTUqF2vEe6RTxHz7oz6RP1BqAgwL0RinL+LKlMSvVK//jjD8fX+YNrbTabzApeQikpKbz44oscPnyYiRMn8vLLLzNjxgwSExOZMWMGb731Fv7+lfuHLSoqCjc3N44eLbi+47WmT5+OXq9nzJgxqNVqvv32W2bPno2npyeDBw92OnbChAkEBwczYcIEjEYjX331Fc888wzBwcF06dIFgPT0dO69914uXLjAiBEjaNCgAefOnWPp0qVs3bqVZcuWERkZ6bjmxYsXmTNnDo888ghgb14WN89TG8rtDT7AZMnFz90+CvLWyOnkmlLwdYu6bodlN40vrULGUN+/H97aCLRqe5+7u9y/wVMTipvGt1zj1yihozfsbWtP5kK09n+/tbEnfSVdYSKoSRDj9o3j/G/nid0aS2DTQBoPaYx3hDcqTeXrbxqqg/mN4JIJmrrb+9T9NwLuDoIG7sXPZafRa2g0qBGTj03m7+V/kxabRsM7GlKrYy18Isq2aVSr9qCuTy/8GzfEUxuKTu1NsEcLhkZ/jbsmAL2mencFCmkZwoSDEzi7+Sxxu+IIaxtGwzsa4lPHB4Wy5M2mXrW8GLFsBFeOX+HI0iNoPbW0fKAl3nW8q+zkz25qH5oG3UMdn1vx1oWjVXkS7t2FuxovxkMTgrum/GrMK5tSJXb5tTOidPz9/XnllVeYOHEiiYmJTJw4EYCQkBBefvnlSp/Ugf2vQB8fn+s2H3t4eLBy5Uq0WvtQw169etG7d29WrlxZILGLiopi4cKFjkEcLVu2ZPTo0Y4aN4B3332X8+fPs3jxYtq0aeM4d9iwYQwbNoyZM2fy6aefOsoNBgMvvPCCo4ZRlJ6nNtRpW68JRK8JvOHz3TS+TgmcRuVBoL7olQfKmkYJLf/VmhVdit9tvpG++Eb60vKBlqULrIKE6uz/8gVoCp+jrzBaDy2B0YF0f757+QR37b3UHgSqr74vVEoNAfpG5X7fykChVOAX5Yffo360fbRtmVzTM9QTz1BP6t5Wt0yuVxm4qX1wu6a/pUblXqGfJZVFqRK72rUL709SmDNnzpTmVtVeREQEL7/8siOpA3j55Zer1PxpJpPpuhNR9+/f35HUAYSHh+Pn58eVKwX7Ug0ePNjpevnN+fnH2mw2fv75Z+rVq0dkZKRTUhkQEEDr1q35/fffyc7OxsPjaufx/KRQCCGEqG7KvdF569atLF68mF27dsmSYsWIi4srsCzbjBkz+Pjjj6tEcmc2m8nMzCQ4OLjY44KCggqUabXaQpvvAwMDCxwHOI5NSUkhLS2NtLQ0OnfuXOQ9L126RP369Yu8rhBCVDibDbKMeOuuGbGcbgC1Eko44bAQ1yqXxC4rK4sVK1bwzTffEB8fj81mkyXFipHfxy4xMdHR/FrV+tgdO3YMk8l03UEySuWNj9e53rH5CV6bNm2YOnVqkceFhjo3FZYkBlH92Ww20vPOoVHq8dDa/zDJzLuIDQveunAXRyeqJZsNLmTCu7vxv6cJBJshywgf7IH2taBXlCR34qaVaWJ3+vRpFi1axNq1a8nNzXUkdF27dpU+TcXI72M3Y8YMR/Prxx9/zIsvvlhl+tjlT3PSv3//Crtn/gTZaWlphTav/v777yiVSnS66jsrvSgdm81GquEMP558FB9dJH3qzcFqs/BzzCQsNiMDG34iyV0VkGqyL/2WL8UEPmqotNOxZZvgx5OQY0L91SEYaoQd5yEpB345A50jJLETN61MErstW7awaNEidu+2z0Vls9kIDQ1l2LBh3H333SXqi1dTRUREONXMRURE8Pbbb1eJpG7v3r0sWbKEBg0aVGhip1Kp6NOnD2vXrmXNmjVOkycfP36cCRMmULduXX788ccKi0lULRarkcy8BPIsmVzOOcyG0/+HyZpFRl48KoWWHFMyntqwItdaFa53MQ+eOWNf57aB3j733ltxMCII2nhV0uTOUwsjm0OOCU6lwOrj9nK1Ev5zC5TDmsKi5rjpxC4zM9PR3JqQkIDNZkOlUqHVajEYDGzbtq0Mw6wZ/p3EVbak7uDBg44lwmw2G+np6Rw8eJCNGzfi7+/Phx9+iFpdsXMFPfnkk+zbt49nn32W3bt306pVKy5evMjSpUtRqVQF+i0KcS21Skdt7w70rfcWv5x5kuRc+y9YpULDHQ3mEaRvKkldJXbFCJNOwvfJsDXNvjTcO3HwQQLMvQBH2kNdd1dHWQRfNxjdCl68ZqWEzuFQ29ue4Alxk0r8WzgmJsbR3GowGLDZbISFhTF8+HCGDx/u+AUrqp9ly5axbJl94W2FQoFer6du3bqMGzeOsWPH4udX8fMEhYSEsHLlSubPn8+WLVv44Ycf8PPzo2PHjjz22GM0bdq0wmMSVYtaaZ8SQafyJs9iX1vLQxOCjy6iRi0cXhX5aeCFurApDeLzoO41v3qm1AavypyTJ+fAh3ucy3ach0YB0DwYdDVnQl1RthS2/JmFb8CDDz7Inj17sNlsqNVqunfvzj333EP37t0dHdIfeughdu/ezbFjx8ot6NIymUwcOnTIqaxly5ZoNEV/iMfFxVWJ0alVmcFgwM2t8jVByLN3FhMTQ4MGDVwdRpnJzLvIzzGTSM87j30ZBftHYrC+JX3qveEYUFHVVLfnVBSLDf7Mgg5X58vngWD4oKFzv7tKJdsIn/8Jx67Ya+cmtIONp+3NsgrglZ4QUDUnCq6uXPnzVNKcpUR/EuzevRs3NzceffRRRo0aVemaCoUQoiTM1jziM3aSnncelULLgIbzMJjT2HTmaS7nHCI59xTumgBpjq3EUkyw6F9LxW5Nh2RTJU7sPLRwXwuYvw/zyKao6wfYm2C//BO61pGBE6JUSpTYqdVqDAYD8+bNY+fOnQwcOJDBgwfj7e1dXvEJIUS5USt1RPn1xWjNJljfgiB9c2yY6VPvTUyWbEI9WktSV4ldMcLr5+196gAGBcC2NEjIg9v+gh2tK3Efu0A9PNGJS6mXCVcp7X3uHm5rX9fNTZphxc0rUQ/N7du387///Y/w8HAOHDjAzJkz6d69O8888wz79+8vrxiFEKLcuKm9aRxwF8EezVEpNaiV7tT2uoVI39vQqj2uf4FqKNuURK7p6kouuaZUsk1JLoyocB4q6OVr/0X2TB34ujFsaw2eKmjjaV/vt1Lz0mEw5l3d9tZJUidKrUTvIH9/f8aNG8e4cePYuXMny5YtY/PmzaxZs4a1a9cSFRVFdnZ2ecUqhBDlQqf2ctrWqCprNU/5yzYmsS32BTx1tehYawqg4MDFBVzJOUGferMrVZ9DdxX08YNDHSBUY296ba2GvW3BT+28Bq4QNcVN/2nQpUsXunTpQnJyMitXruS7775zrAerUCgYP348Q4cOpU+fPk5rgwohhKicrDYzF7P2cyFrH2SBzWZBpdByPHkVAHEZv9PQf1ClGi3sroJm11SsqhTQpGZWtAoBlLAptjABAQGMHz+eTZs28fnnn9OvXz9UKpWj2bZr16688MIL0lQrhBCVnFKhJty7C+3CHgPgVMqPjqSudejD1PXtWamSOiFEQWXaA6FLly588MEHbNu2jSeeeILatWuTmZnJ8uXLGTNmTFneSgghRDlwU/vQNGgEXtqrKwZ5aIJpEfwAbmpf1wUmhLgh5dK1NDAwkIkTJ7Jp0yYWLlxInz59qsXC6yWY8k9UE/LMRU2Ta0pl/4X5ZBoTHGXZpsvsSXjfaUCFEKJyKvfhN926daNbt24kJVW+EVUlodfrycrKwsvL6/oHi2ojKysLvV4mCq1JDOY0dCpvFArlP9vpqBQ6NKrKN3l2WbPazMRl7ODYleUAtAoZi0qh48ClBZxMXkOQvinRAUOkOVaISqzCxlUHBQVV1K3Kha+vLwkJ9r9gPT09USgq48rSoqzYbDaysrJITU2ldu3a1z9BVAs5pmT2JnxI8+B7CXBvRJ4lk7+TviNQ35gwzw7VPrlTKtREeHehnm8/vHW1aRHyAKBAoVCRlH2Uur63SVInRCUnE+bcIJVKRe3atUlLSyM+Pt7V4VRLOTk5lap2TK/XU7t2bVSqCpig1maDlFz75KRe/8zRkJIDyn8mLq0mYnNBr4LgfwbKnzfYRzHWduG0FOkmsAJ6RSYHLn5KhimTmMxYAM6l/cqBSwtQoOSuxt8QoG/kukAriLsmgM4RT6JUqBx96poGjcAaeBd6TYBrgxNCXJckdiWgUqkICAggIEA+3MpDTExMzVyT1WaDi1nwzi7oUAsGNoI8M3y4F/zcYGzrapHcHc+G7gdhgD/MqQ8GKww8DN4q+K6Za5K7dBMsuWyP5cFQL5oGP8LODBWfJrszQbGLvy59CkB0wFD0mqrd6lAS/07g3NQ+LopECFFSktgJ4WoGMxxKhBwT/HrOvkD4uXRIyrHX4mXmVfnELssMv6RCkgm+SoRMC5zIgaM5oFZAnKHiEzubDfZmwmOn/tkGmnkEcdcxMNsgXNeFXkEPkZV7mA61J8uIUCFElSCJnRCu5q6BW+vYa+k2nIb9F+3laiVMvQVqVf0BO55qeCAEsizw3FlYdcVerlbA+pb25Z8qmkIBLT1hZBAsS4L/nr66r7mHlbv84vjr/HJsNitZxktOAyqEEKKyKrPE7u+//2bHjh0kJiaiVqsJCwujZ8+eREZGltUthKi+PLRwW13YdAYs/0yxEuULYZ6gcl0yYbPZyLyQiSHNgFKjxCPQ46b7HPpp4MFQmHkOcqz2stae0MoDdBXQjbEwIVr4qCEcz4W/suxlXipY3eQK55O+QKN0J9t0mR9PjmdI9Bf4udd3TaDXkXkxk+QTyZz+5TSeIZ40uKMBOrWspyVETVTqxC42Npbnn3+eP/74A7g675dCoeCNN96gb9++vPTSS/j7+5f2VkJUX8k59j51lmvmzTuVAj+chIENrw6oqEB5mXnEbonlpyk/kRGfAUB4l3AGfDzgpq533mDvU5ef1AHsz4QnT9v73AW7YOVBgwUOZsHRa5a4zrTA6mQvHqz1Au1sSaw7NQEvXW20qspZc5oRn8HSIUu5eODi1cInYMjXQwgJDkHrIUs6ClGTlCqxu3z5MmPHjiUxMRE/Pz969OhBWFgYNpuNuLg4duzYwcaNG4mLi2PJkiW4uVXtfkJClAuDGTafhcvZ9ubXxzvC30n2Ztnt56BTuEsSu0sHL7F06FKnsvid8SzutZhx+8fhG+l7w9fKNsMnF+BItr359ccW8EcmTD9r73P3YGjFJ3Y2G/yRBXcctvepa6aHeu42fkhW8PRZd3w0cH9wHQY1+hSVQouHNrhiA7wB5jwzO9/a6ZzUAdhgzZg1RJyIIKChDPYSoiYpVWK3YMECEhMTGThwIK+99lqBxC0nJ4dnnnmGTZs28dVXXzFhwoRSBStEteSmhtvrQ7oBekbZm2BreYECCPW0/6tgOck5bHpmU+H7ruQQuyWW1g+1vuHreahhajjE58HoELjVBzr+UwEWoIa2LupjF6mDlh5gtMFPLUCnVDD1FGxNgx6+9rhRh1d8cDco+3I2Bz49UPhOG8T8HCOJnRA1TKk672zdupXQ0FBmz55daG2cXq/nzTffJCAggB9++KE0txKievN2g/ta2JM6ldLe5653PWgZak/8bpDB+q9ti71mqqTMueaCtUDXOP3L6ULL86xFb4do4a369qROp7L3uZtYC+4NBm8XzXkb7gZrmsO6FhDhZq81fL8h7G4L0ZVnSsUiWS1WTDmmIvdnXcqqwGiEEJVBqRK7pKQkWrVqhUZT9Keym5sbbdu2lUl9hbgeT63zQAkPbYmSulQTfJMIsQb7dq4FNqfZ+4+VNLlTqpV41/Yucn9g40CyzJBpvlp2KQ+2p9n/B0gxwZeX4Jzh6jFBWueBEv4a8HHxQgbhblDnmr9LQ7QQ5e66eEpC56kjrG1Ykfvr96ucgz2EEOWnVIldaGioY5mt4qSmplb44AmLxcKoUaOIjo7GbDZf/wQhqrA0E3xxCR49AX3/sg9U2JQKdx62Twp8PKdk1/MM9eTW6bcWuk+hUtBkZDO+ugRrrtiTu8Q8+C0d1iTDljS4YoJ5CTDxJNx+yN4EK8qePlBP//f625vt/yW0TSgB0dIMK0RNU6rEbvjw4Rw5coTvv/++yGP27dvH/v37GTp0aGluVWIff/yxY6SuqDxs/6o6+vd2VfHvsMvjZdhsNky5JiwWS4Hyf/NQ2fus6ZQQkwtt9sPQI/alsu4JtBFoNWG1XG0XtZqtmAxFN+EBNBzUkHYT2jmVqd3VjFgxgjO+PkyJgQdPwN50G5cyTXx+wcb8BHuN4aux8EKs/ZzO3qAtg6WVK/q9U+r72WwFv8/lEHNY2zAe/PVBQtuEAqDRa+g4tSPDlg/DK6xyjuStaqrL55aoGUo1eGLUqFEcPnyY6dOnc/DgQYYMGULdunVRq9VcvHiRzZs38+mnnxIWFkaHDh04cMC5k2/btm1LFXxRDh06xLx589BqtRiNxnK5hyg5gymNyzlHCdY3w03ji9GcTVLOUfzc66HXBLo6vBt22Wgf0XmLt70pMc0MezOglae9Ga+0rBYrabFpHFlyhPO/ncc/2p/2E9rjG+WLUZ1KlvEige5NUKuujpTVKO3xbG4Jtx6EFDO01dtY6JlG5uqjbNgWi39Dfzo+3pGcpBz2zduHIdVAs3ubEdUrCp+IgktGeQZ70nt2bzr9XycS/0pE66UlqEkQmYpMfHw1TA8xc2deGhde/5OLRxKZ2LYWs0a1IsfDlwFx9vbW+4Nhdr3Sj3g1WrK4nH0Uf/f66DWBWKxGknKO4akNwVMbWrqLFyLHeIU0w1kCPZqiVXlgMKeSlP03QR7NbmgFitzUHDRpeeRlGdn0zm7q9atH055RqPLMEO5dpnMTaj20RN4ayQMbHsCYZUSpVuIR7EFsXCxB1Jxl0MpLjimZlNxTBHs0R6vyxGBOJyn7CIH6prhr/FwdnhAFKGyl+NOjSZMmgP2vF4Wi8D/Ji9qnUCj4+++/b/bWRcrOzuauu+6iXr16ZGdns3fvXo4ePYpafTWHNZlMHDp0yOm8li1bFttXUJROrimNQ4lfcejy17QMHk2r0IeIS/+dbedeIMK7K90jX+TCuTQaNGjg6lCLddkIz5+FTy/CzCh4rBZ8mwiPx9gHAbzXoPTJ3cUDF/mi+xeYsq+p6VHA8O/uJqX1Ok5krOT2Bh8Q6tHGKbnLscDmVLjzCITrYJXyEpv6foEx0/7Hza3P3UpWYhZ/fvan0/18o3wZu3XsDU9fEhMTQ72oepzefJalA7/Far5aE6jSquj/82ge9qzDkRwF/fzgq8YQWorZWvLMmZxN28xv518l0uc2bq0znVTDaX6OmYKPri63N3i/TJO7HOMVtp2bQULmbnrWfY1w7878eWkhRy5/S6uQB2kZMrrY5C43NQcuZOH++Z+gUZE6NBqLFQI3xECaAZ7oBHV8yn3i6ZiYmEr/81TZ5ZiS+T1uNrFpW+gW8RxRfn04enkpBy4toGngPbQNG1/q5E6eU9XgyudU0pylVDV2YWFFd9p1lddee43MzExmzpzJ//3f/7k6HOFgw4q9r+Ohy4u4kLmPK7nHAbDaLMWdWOmY/sljnj8Lq5LgQNbV8tI20GQlZrF69GrnpA7s85KNXcvI/b05wUqsNjPX3i3HAltS7c2vAK96Z/PH/d87kjqNXkNY+zC+G/ZdgXumnU1j1zu76PtmX9TaG/tISE/IZPWolU5JHYDFaOG3MSt5Y+M4BuZ4sTEVHj4Bn0fffHKnUIDtn/fIufRtZMbEk2aIxWozY8N6nbNLzqawOe63NXY6ge6NHe9Vm8163Wa4rEvZaDONuANk5OG36ri9SjXVAGolNqsNhbTkVRE2rFb759aOuNc5nryaKznHAP75GRSi8ilVYrdly5ayiqNMbNy4kZUrVzJ37lwCA6tO015N4K7xo03oI2CzcSRpieMXZW2vW7it7sv/NMWmuTTGGxGshTfq21OqrxKvJnXDAmFuo9LX1uUm55L0d1Kh+0w5JnLPQf/O7xPm2dapts5ig3SLvU9dRy+4XZHLJ38lOvbX6VaHMxvPFHnfg58fpOtTXfEOL3okbD6tzo20i9nkJucWuj8zIZNWedl8Hu3Fwycgwwxmm4U0Qzzu6gB0ak8sVhOZxgR0Km/cNcUPrNKqvKjv3w8bVn6Pm01KbgwAvm5R3NHgwzJvivXQBHFb3VfZGvs8F7P2O96rLYJH0ypkLG4a32LP/+vrv4j5KYb7PhmEz3dHIeuf7iBqJZkjm6H00OChljVnqwK9JpBbI5/nt3MzOZ+x3ZHUNQ64i/a1JklTrKiUymytWFdLTEzkhRdeYPjw4fTp06fE5589exalUj5sy5PeU4O3NsqpzEsbTlZmLhdSYsjOziYmJsZF0d04pbcfTdx9gavzdkS7WchOzyAmPblU19blFl+tZc6z4KYMICH+IiaTc41BZw9vfmgWQBOdCctp52GoSo0Sc17RNQzmPDO5ublcjrl83RgNBgMe5oJ98q5lMRrpobjCmqZ+tNSbyc7YxM/xL9Kp1lPUcutBLglsPPs49f0G0NRnLOnJxfeF1blr8NQ7TxSsVweTl2vi0vmyf8/4+Ovw0oZzkf1Xy7R1SUlOJyfrSpHn6fV6jNlGMi9mYrLZ7HO7GP75vmuUWLQq8nLzuBiTWOQ1ykpV+Xmq7Lz8tHhr6ziVeWujSEvNJCGjdD/vIM+pqnDlc7JaS9YyUS0SO5vNxjPPPIOXlxfPPffcTV0jKipK+tiVI5Mlm9i0bew89zoAGqUHJms2x5NXolXpaRX5IPHnqPR9TdLMsPgSPBtr3/ZS2dcWnRWvwlPjx8RIP/xL8TbKSMjAq5YXmRcyC+xTqBT4NHRn3enxDG70Kf7uDVAonP8YibSBSqEiM8Qbn0gf0s+lA5CwJ4H+7/bn4BcHC71v46GN8QvzI8Qz5LoxxsTE4OfphdpdjTm3YLKo89HhE+aDT6gPkTYwmtPZcXkrALsvvEk9v784l7YNi81IYvYB2teaQJBfnQLXyWexGknM/oufY54Arr53LmTt4Q/Ve3SLfA69puym9TCY0/jz4kJOpnzvdL8d8a/Ss+5r1Im6Fa3Ko8jzrfdb6TiyOYHrYyA9D1QKUCog14zvymNY/3MLgWHl/z6XvlulZzCnc/TyUo5cWQxcfS/svfgO3SLcqB/VH62qdMumyHOqGipbH7vilKiKqnnz5jRv3pzY2Fin7Rv9V16++OILdu/ezbRp08jLyyMlJYWUlBRMJns/pbS0NNLT08vt/uL6zNY8YlJ+BuzNr/c2X0vz4FEAnEv/FYut+Kk3KguDFZb+U6l1dyDEdoIH/8mFll8GYym7fHnV8mLQJ4MKnZes+4vdSVBtw2TN4lLWQUyWgk2hKsXV6wxeMBiF0l6QcyWHvPQ86txaMIHSemnp+UpPtJ433o7sGeZJv7f6Fbrvjg/vwLOWpyMed40/XSOmUde3JwBnUjdisRnx0dXhjgZzr7sGq8maQ2zaNqw2M75u9RjRdCVdI6YBkJh9ELO18Cbhm2WxGjmf8RsALYPHcG/ztdTy7ABATMp6LNbiJ+Xzr++Pp1YFybn/NL82J/2+FvbJpjPyUF7KAlPV6ldaU1ltJs6m2bscNQ4Yxr3Nf6COd3cAYlLXY77Oe0EIVyhRjV3+RL/5nYcry8S/W7duxWazMWnSpEL3d+3aldq1a1e6PoE1ibvGnx6RL3HsygoaB96Nm9qXNqGPoFcHUs+vLx7aIKDyJ9+hWljWDBZcgEm17dOdvFEf6rvD2NDSjf4E+2jxurfV5dE9j7LtxW1c/PMivpG+dH+xO+GdwjF6RBGQGUk9vz5o1UXXGgFEdI1g3N5xbH1pKxf2XeDwksMMnDeQc7+dY++He8nLyKPRoEZ0eaoLfvVK1ldIrVPT/L7mBDYOZOuMraScSiGoaRA9X+lJcItgVGqV0/E6lTdNAu8mNm2royzKtw861fX79LmpfWkb+iju6gAa+N+BhzaIBv79USm0hHi0wFtXtmu5emiDGdBgPmdSNxEdcCdual9uq/sqx66spGnQ8Ov2CdQH6smxWjE91BqjycrPc3YQ3CKUW6fegjI5B0WTINCoir2GqBz0mkBub/A+p5LX0ThwGG5qH26NnM6xpGgaB95dpjXFQpSVEk13kr/KRGhoKCqV6oZWnbhW7dq1SxbdDTpy5AgZGRkFymfPns2JEyf47LPPcHd3p107+2SrMt2J65gtBtSqq+s3mSy5aFT29ZuqUpNEjgX0qqK3y0JeRh55mQZUOiUegVcnmr32e3bD18nKQ61Tow+wL4CalZiFzWLD3d8ddQmWLYOCzyk3NRdTrgmNXoO7b8G4LFYTl7OP8FPMY1j/VTPbJeIZGvjdgU59/Yl0i3vvlId/X//f97+BC5CTbsBitOLm54ZGp7bX1OkqpgdMVfp5quz+/exL/F4ohjynqqGyNcWW2XQn06ZNo1u3bowfPx4ov0StpIpq5vXxsXfw7tSpk9M8dsJ1/v1hWJ6/mMvTv5O4sk7qAHTeOnTeBasAb/R7lmKCbAsEeejw9taRbYYLeeCpAu+Q0vULupa7nzvufkXHZLRksSfhPaw2Ez66Ogxs+Ak7498kNm0Lf1z4mCjfXsD1E7uyfu8UTNzyUCpVKBXqQq9f4l/kGhX6wH/VqlZQUifK1r+ffVkldUKUhxL1sdu7d6+M3hGiCkgxwbtxMOY4nDFAugnWpUCvv+B0rn0KkorirvGjT703iPLt7ehT1zXiWRoF3MmgRp/irq745qw8cyanUzeQZogF7EndpewDJGX/LfOTCSGqNPnzUYhKwGI1YbJmo1P5OFZqMZjT0CjdUSlL3nHvvAFmnrd/PfkUDA+Cx0/Z5997Nx5ejwLvCvzp99SGcmud59Gp7X3q9JoAbqn9BDqVd5Gr1pQXkyWbM2m/sOP8a7irAxjc6FMyjBfYEPMflAo1gxt9RpBHkwqNSQghykq1nrht0aJFnDhxQpphRaVm74N2mOV/DyclNwabzUpq7hlW/H0PF7P+vO4ozMLUd4cvG9u/3pYGU/5J6rp4w7N1IMAF3Unzk7p8bmqfCk/qANRKPcH6FmhVnuSak1l1/H42xEzFhgVft7oy6ayLmSzZ5JpSHdsWq8lpWwhRvGqd2AlRFZgs2WyNfQGDOZUfTz3K6dSN/HByHLnmZLbFvojpJqbz8FLD0EAYck0rpwJY3ATq6MC9Bg/KVCgU+Ls3YHDDhSgVGszWXGxY8dFF0r/+u2W+koW4cfb5Ln/lwMUF5JpSsVhNJOUcYdu5GWQbC1+RRQjhrMRVWcnJyezbt++mbtahQ4ebOk+I6sxN48uAhnP58eR4cs3JbI2dDoBO5cvAhvOLXXC+KNlmWJ8Ca6+ZGN+Gfd3WuQ2hngLcanByZ7EayTYlOdaEBcizZNxUEi3KTkZePNvOvQCADRv1/PqwPuZxLDYj+y/Op3Pt/6JVl93AHyGqoxIndjt37mTnzp0lvpFCoeDvv/8u8XlC1AQ+ukhurfM8G8/8n6OsS8RT+LpFFXNW0U4Z4L6/7clcZ2977d0zZ+zNsm+ch5lREFFNE7s0k33kb/5yrFlmsNlMaMhCq/bCarVwMesPNpx+AhtWvHXh5JrS7DWmJ8czqNECfN3quvQ11FQe2hBahz7MwUufc+zKco5dWQ6Aty6CtqGPSlInxA0ocVOszWa7qX8lXetMiJokzXCWX8+97FT2e9wsUgynKcFUkw4RWvhvhD2p+zQaHg2197mLcoOp4fal0KqjFBN8lAB/ZoHZak/qfky2sSHVxvb4+VzJOY4VCzZsgAJ/90YMbPgJg6MX/rM0lAJFYct+iArhpvalZfBowr26OMoUKBnU8FO8dLVcGJkQVUeJa+zuvPNO5syZUx6xCFEjGcxp/BwzhTxLGjqVLz0iX+S386+Ra07mp1OPMaLpihI3xwZo4dkIyK0NgRp7n7phgdDPD9yV4FsN5+LOtsBXl+CFWJh1Hra1tk/1MuqYAtDyU/NJ7Il/lii/HlzM/JM+9WajUrqhUujwdwthUKOFqBVafNwiXfxKai6L1URKbgwXs/Y7ymxY+fPSQtqFTZSBLULcABk8IYSLaVWe9I6ajYcmmMGNFlDHpzuDGn2KhyaUPlFvoFHqb+q6gVqIcLs6UMJLDWG66pnUAXio4M5AiHSDHCvccgDu/ac5uruPjdqqSyTlHGJX/FvEpm/mWNJqvLXhuGv87AMq3BpIUudiaYaz/Bwz2bGWcHTAUACOXVnB4cuLyDNnujZAIaoAmQdECBdTKtQEeTRlWJNvcVPbayR83SK5q/FitCoPVEotBnOao9bOajOTa0rBTe2LKdNKbnIuVpsFvb+HYwUIizUPkzXXcY7NZiPPnI6bxrfYWPLMmZitubhr/FEq1JgteRitmWiUejSq4hPM/HugUOCmtq/6YjCn5+9Ep76BOfrMFjBYwFPrOI9s09Xt66jvDttaQYv9kPXPuIjGeljaFIy5SVhsV6eOaeB/O166MMe2K6ZeEVdZrEZsWAnzakdmXgJ96r2FzWZBpdRyOmU9dX17o1bKig9VhcGc7vgcsG+noVV5oVRU034glYjU2AlxLZsNUnMhLh3OpUFKrj3ZKGdKhdqR1OVz1/ihUmrJNibx2/nXSM09jdVmJin7GEcuL+PK8WRWjFzBBw0+4KMGc1l21zISDydiMhm4lPUXBy99gcGcis1mI9UQw+9xs8kxXSkyhjxzJjEpP7Hs6F1cyTn+z2oMf7LkyEDiM3ZhshQ9YtRms5GSG8OOuNlcyTlGVl4imXkX2Bb7IrmmZPYkvP/PHH02DOZUDl76kktZfznN0WcyWbhiBHacg8w8sNm4YrBh3H4O0gw39H3MMsPeTHuzrON1WUBHKonZxwBQKXT0qfcmGXlx9j53stJEpaBSanFT+9E0cARdIp5h3akJrDp+H3pNEAMazsdDE4JKWU2rm6uZLOMltsW+SHpeHAA5pmR2xb9NSu4prLby/zyt6SSxEyKf2QIxKTDnd5i1A974HWZuh/0XIdd0/fPLgcGcxs74OcSmbWF9zP+RbUrip5jHCMm8lS+7fs3pDaftbY3AuV/PsWLkCrKMF/k55nEOX17MgYsLSTWc5oeT4ziT9gt74t+7Wov2L1abkcOXF2OxGfjx5AT+vPQp62OmYrWZ+fPS55iLmQokfw6+s2m/8Ffilxgsqaw79RhxGTvYEjud+v79+fHUOFINp/nz4mccvryIn2MeJ9N4EQCTFfZlKmj9l4qjzWpjO3CRE1k22hxUsqtZBMadcZBtLPZ7lWOBDalXm187eEJbT1jWOIGNMQ/h416P9mGTGdbkW44kfoPZmktCxh6Mlqybejai7HlqQwjUN+W3c69jMNsnJT5+ZSV6dSAe2kAXRyduRK4plc1npxGXsYN1JyeSkRfP7+dnEZPyEz+eHOd4rqL8lCixmzJlCn379i2vWIRwreRc+HAvpF+z0oPBDF//BQmu6dvjpvalfdhj6FS+ZJkSOHp5GV1rPcOppQkYCqnFunLsCskHsmkRPAqAo0lLWXlsJEZLJu5qf9qEPerUPHItd00AAxp+jKc2DIvNwMHEL7BhIcA9mn7138Zd419knCqFjk7hTwJwIXMfq4/fT6YxHpVCR+fwJzlyeSlGSyYrj43kSNISAFoEj8JN5QtAuhnuOaEkIQ96nNfzQ91adD+kJD4P7ol3I6NXffAovjnWTQn13OxTnfTwgTUtYEOLTNJS55GRF8+vsc/irvZjx/lZXMo+yKHLi4n07f7PaFhRGZgsuSTlHCXbdNFRlm1MIsUQg9lS8hVYRMXTqb3pEv4UaqU72aZLLDs6hNj0rQB0rP0fVAppTi9vktiJKs/yr9lArDZ7i2qJWG2wO94+R0ZhfjwBORVba2c2mEk9m4r5rBcDvb+ljsdtHL68CK0xiHMbLhZ53obxv9LcbzSRPj2dygc3+uy687PpNUG0CnnQqax9rUnoNcXXlmjVHtTz7U3b0IlO5T0iZ2CyZNM5/L9O5ZE+PWkd+pCjz1+gFja2tC91lmyCIWe1XDaBrxo2NbcSoLv+R5VSAa08YXdb+LapfaBIoM6LdrX+Q7C+FWDjt7iZ/4y4VNCz7mt4akJRKm6uq7HRAjG59njB/p6LyYVLkn/cFIvVyMWsP9h05ilsWAl0b4KfWwNsWFgfM5XE7EPSbF4FKBUqAvTR3NFgrlN5y+DRNPC/A53MRVjupClWVGkGC2xPg9h/Kq+sNjicDUezS5jcmS1wvvAmSgAuZdt/k1eQzIuZbHxqI/OazmNes3ksaPU5qiW96eEzBw+9Px6hRQ9kCGsfhoFkpykjAI4mfVdsM4jZkselrD/YGec8ndGmM8/cUF80gzmVUyk/OpUdT16NhzaYv5NWOJVfzNpPljHRaY6+Ju42Pm/onFjPDzfR7HA8iqwby5aUCmjqAbWuGZPh7xZM3/pvOh0X5duHOj5d0aq9bui6/2a0wM4MaLoX3omzT4r8dw7c8gc8dlKSu5uhUmrx1kXgpvYnWN+CfvXf4fYGHxDgHo1eE4SX7uaTcFGxDOY0Dicucio7nfoLBnOKiyKqWSSxE1WWwQK/pkPfQ9DvLzhnsCd13f+E7gdLmNypVRBReBMlAMF60FbMaK7c1Fx+fvxn9n20D7PBnkwZM43se+cvfD2i+PXSC7Sa0qDQc71qedHjw1b8GDMOoyUTN7Uf9XzttexHk5bw16WviuxjZ7blsuXsdEfz6/Amy/HS1sJiM7Dl7PQip5pIMkKW8TLrTk1yNL829B8E2Jtl9yZ8SJBHUwCifPvirvbHaMnkx1PjSM8777jOiWwb4045fyRNSdBwLDIQfj8PWcX3sStKtjGJLWenOZWdTdtEQsbeYvsNFifDAquvgMkGr5+HiSft77sUM/yWAdkyH/tN8XWLZHCjhfSpNwcPbTCe2hD61X+XQY0+wVsX4erwxA3INaXwe9xsR/NrQ//BjmbZH09OJMuY6OIIqz9J7ESVpVKAhxLUCjiVC13/hFv/tP/S1SlBq4QbnsFCqYDO4fb/CzMoGvQVMyIvOzGbYyuPFSg3ZhlJ2JFIkHtTcsOP03Va5wLHNB7WGK3GkxCP1rip/RjcaCHd6jxHy+AxqBRa6vr2RKP0KPS+OpU3Axt+TKhHW/rVfwc/93oMaPgxwR4tuaPBB4VODhtngEGHIcWspa7vbfY+dVHzCQ54ku51ZgAKGvgPID5jNy2CH+DWOs8xqNGnuKv9CfFohVZlj+WKCfoeUTqaX5c2tjqaZXvH6bnSo95NLW6bZ85k74UPuJj1B6CgS8QzjmbZTWefJjOv6Cbt4gRq4flIeOyfxRCWJdmTugANbG9tn3ZF3Bwftwg8tMGObU9tCN66cBdGJEpCrXSnkf8gFCjpGvEsXSKeZFDDBaiV7tTx6YZacWNTF4mbp7DdzHpFVZzJZOLQoUNOZS1btkSjkaH0rhQTE0ODBoXXRBXFZIU9GdDzL/6/vfsOj6LcHjj+ne01vYeEACH00ItYALEiWLGhWK5d1Kter723n9cuigVU9FquBbsCooIUlU6oUhIS0nvbzfbd+f0xaUsSIJQQwvt5Hh7dmS2zmezsyfue9xx89b/JMVpYPhTS2lvX1+uHrCp4f0PT6JBODVP7w7A4MHXMBSl7cTb/nfjf1ndKcEfJDUhWD+q6UFylPrJ+ycLv9ZN6ZiohCSEYI4w4vOX4Aq7GL0SXtxpPwI5ZG4da1fZ0liwHcPlqgoI4p7cq6HbDear0wnXb4dsKZeHCtuHVaLBz5c44ltdoyB9dh1VVDbKKAF706pDGnLpadz4alaExd88TgL9q4ZKt8MvAAANDVGx3wMSN8FGfACdZZQytjJgGZB/VrhwMmlBM2mgAalx5qCR1YwuqWnc+P+26mVEJd5AcejIev41fd99PYshIBsZMa3Mxyf7IMvztgAFrmrZdFgNv9e4cRaAP5vMkdLyueJ68ficuXyU6dSh6jYWA7MfmKUSvsmA4RruHHM3z1N6YRSQsCMc0tQQWjTJq1xDYGVSgP5has1o1pEXCAyeBzQP+AITqwapX9nUQQ9g+Vo3J4K/QERWdAAawRkJ0v2j8srKy1Fj/OTdpo6hqttbDoA3DQNh+X1uSVC1G5tpq4xShhZdTYVOd0rqr55ow4nVhFHngzd5g1pqxalofHdx7BEanUvrabhsFERoVUn2u3OaRYFGpWh2sC8g+yh07+GnXjcSYBzMh5Um8fgc/7roRjcrApNQ3seoTCNF34/w+H6FW6dGqjWjVRk7v9TwqSXtIQd02hzL92txnpdDLAHclKaN3gnA8Uj5niY23VZKaUDGV3mHEVKxwzGpYKDFuA7gCEKoBnQS5biXvLufAatoGU0kQboTkUOgRDhGmDg3qACzxFuKHxRPZJxKdNXiUMPnkZEwxwUORfhk22ODxHCitH2jMdMBdmVBW5qR8RzmF6wqpzKrEs59acO3VwwhLhjTdLvLAlTFwRaxyPtpDp1KCocbp81o3UW5PU1BX54HaplUJ/oAHmzsfX8BFoW0Vi7Lu5sddN+DwluH0VuLx1zXe16gNR9esc4ZJG3XQQR0o066PZjdNv/49smla9oU8qBaLNwVBOErEiJ1wzHIF4O86JacuTqfkNpV6YOImyHdDuQe669uRZ3cIPL46vLIDgzoUtUqHP+BV2mapje2ukxbwBTj1mVMp3lBMWI8wPHYPvz34G8YII+d/eD6miODArsAN4zcq3RYcfiX36/wtMNtazfwrfiDnl90AqDQqhlw7hPFPjMcaf3CrQQF0uqZgs9gNT+co/Vn31AfS88rh1kQYaQXNwf7pWOuGL7dCtAkm9lS2LdujrFy+fCCEGNCqTSSHnsSElKdZkvMwZY6tAGhVZianzSHC2Oug3+P+RGrh9d7KX8ZP9IC+ZngiBbQSTI2GJP3+nkEQBOHIEIGdcMwyqeGcSPiyP6RboLdJCTB+S1cCiiGWjgvqcmqWsDz3ac5OfYMY0yDKHNtYkHkrY5Pup2f4xAMO7kq3lPLf0/5LXUnTaFNkWiTX/H4NhggD1riWAZlFDfclwaM58F6x8u+dSDtbrvqCorVNiwMCvgDr56xHrVNz+gunozW2f67QF4AiawK4lNd9MQ8ujFH+bbHDW4XKtOypG2HjiIPIcwQIBGBrKayrP/aArKxanr9Lud0vCsYmg0aFVm0mxjwItaRv7ANr1cdj0kYhSUd2QiJBD2/3aZpyjdbBoylgVSujj4IgCEeDuPwIxzSrBiZHNgUQOhWMCoHhlkMYLWonv+xmY8mHBGQvCzJnsKF4DvMzb8Eve9hU8gH+QMvpz72XLMky1BbW8uk5nwYFdQAVOyuYP2M+Gl3rf4dFaOH2bnB9nHJbI0F6nT0oqGtu/Zz12IsOrI1WTrOCu74ArLLBhM0aJm1SRgivjoNrt8NVf8OkSPh9iNL94ZpYCD/YPxtVKhgYA6ckK7cX7W4K6k7oBkPjG09ujSuXH3Zej192I9VfziqdmSzJeQSHt+wgD+DA7Z1HF6ntOkGd22fH5ilq7OfrD7ixe4px+0QLNkHozLrIJUg4nu2dWK9VdVxQB2DURnBWr5mEGXoSkH1klMwlIHsJ1SdzduqsFq24it2wqApq6/OwKjwwvxJqCuzUtFEkOef3HOrK6lrdB8q088L62sOhGnDkt11s2e/x467dfwXdTAeclAHX71Rq1VX4lFXIPhkKPUou41dlUOwBdwA8MnTTw9Ih8GQPZQTroFn1MKUPRDarGxJmgAv7KfsAj99BdvViHN4ytCozF/T9mPEpTwFQZFt70KVMDpZ9r7w62zGcZ+f22cmqWsDnW86nyL4Br99JkX0Dn205j8yqBSK4E4ROTAR2gnAYmLRRDI+7IWjb0LjrG0twNCh2K4HSWZvgi1Ko9MLzeXD5NigtdezzNbxttDTb41LKveS7lenR08PAtI8cOkkttViUsTenH1bblPy9nQ7YUgeD1yoB3a+D4ZN+cMMO8AMPJsPSoZBuVqa+uxkOMagDZaHEsj1K/94G1S74bbeyD9CpTfSNOp9hcTcyOW02EcbepISOY0LK05zR62UijX0O8SAOXKEbHsuRKXAplYlLPfBCXoAsx7FZqdgvu/m7/CtkfCzM/CdrCt9gYeY/kfGxvfyrxmnv5gKyf5+3BUHoGCKwE4RD5A94Ka3bwpI9jwZtX5b7JCV1GS2mYhvS/m7YqdRpez4P7H4wJ4e1+Roao6bNMigGFZxgVYK6P4fCW2mgibMS2Sey1fsPvGwglth95/wZ1coU97t94JHu8H+5UOKBq7bDtjqZf2UpNdz+kwsXx0C0pu3azu3mD8C2Mvhhp3J7dCKcWF8qYWEWZBQ39vQ1aMIYGDONSGMakqTk3CWHnkKCZSQadcesYCj1wJV/y7ycL3HpNokyj8wj2QGe2qNi4iYVhe6OD+5q9voboLado4cmbSRn9nqNCGNvZHxsLfsMGR8Rxt6c2es1TNrg3y2Xt5rs6sU4vUrLKK+/jvzav6gTXQYEocOJwE4QDkAgEPzN6G922xuoY0nOg/XTr92Z2m9e47Ts4uyH8AaaRuLi9DAnDSbVz85m1M9o3ZYIMXFm+l7Qt9XXP+GesY0rWf2yMjXaIFYHr6dBxnClrp9Hhl7JVi7+YRrRA4JHDFMnpXLaf05DZ9n/kFqIRlmc8mgO3J4IQy3Ka9+yS+Jvh7IC9MO+cG8WnLkJcg+mvExr1CqlnmCfSCWn7sJ+cG4fJeeuZzgMiAmaa9drrEELJXRqc4cFdQA6nNwY50AC/qiVSF4pMbtIOZ5Lo2zIgdoOOxaA7XXwXB6oImIBpTvIfVnKqGJ7GDXhpMdcFbQtPeYqjJrguoZObzUbS/7L4uz7WZn/Ci5fNTnVS/k5658syvo3dZ7SQ3o/giC0j1gVKwj74fRWkVuzjOTQkzFqI3D7bOTX/kWcZTBmXSwGTRhnp85iee7TTEh5Bqs+nrN6zWRJzsOcnPwgenVwvTStCnru1XKqjxHUYUYmzZpESLcQ1s9Zj8/lQx+qZ8z9J+G4cChlkoYYWQkGr98B3wyAlPrnidBAplMZAbwkGl7uBbWJEVg/v4qxzjqsNieh8RZMMaYW5VLaku+Gi7Yo9QBvz4TvBsKQtU37b4xXgr2rqyEAZLuUHLvDMnIXaoBrhihPVp9TxzlpygrZ0H0UcD4KwnRGTg+r5r20Gv6xM5T62Vhuibfzj+hcIrUd1w6rwA3jMqDUCxVuM09Z4JzNSr3HXU74tD/EHMA0uT/gpsiewdI9TwRtX7rnCYzaCOItQ1GrlPMiSarGbgKZVfMpc2yjxp0DgF5jOeKrkwVBCCYCO0HYB6e3kjWFb7Cj4nt6R0xmTLc7yaxcyF/5LxBrGsrEns9i1sUQbuzJqSnPolErkZZVH8/EHs8hSSqkZjVXKjzwUj68UQBmtbKC1aqC/+QpU6pTo62c/vzpnHD3CXidXmSjjuuqLfxYqOYcF9yfDGdvVqZub9qp5LpF6ZQVqitrlOf7qERZ0JBhhzKvhTCNhb9GQVTrTSBa5fLDogolzy5SAz8OhEu3Bd/noxJlJeyfQ5WFFaOth3E6FloGcNbOWxzOrwpjpS14ynVjnRGzvg8GTcddZo0quCkBntoDc0pUzC1VFrtoJLgvGUIOsNa2N+Bk2Z7HkfERbkjljF4v8cvue6h07mLZnie4sO+njYGdQRNC38jzQA6wunBmY1CXYBnF+JQnG9vGCYLQMURgJwj7oJI0hBl6Mrjb85j1qSzIvJ1yxzZSo2+hR+SlSJKSIO70VrGh+D2M2gh6Rl2DR9Zjq9tEsX0lJ1rupEqnx6PV4JfhtHCZbXUSr/WW0fv9eAIS+p1lyB4zGqceTYiOsJQwQFlpebkRsjzweA/4tlwJ6gaZ4YM+dgy4CMjhhGnVXB/n4dpYG7dnmvi0TAkwwzSwdLCfbppyIJY6TxneEjWSFkJiw5EkidrCWiQkrAlWXDUu6krrKFxfzGi9mr/7xWKIsXBDlpZt9dOvc/vIrKiRuKMbPJkDz/WCgSYluDN5A4R7vPg1KmpL7dhya0noE4nb7UcVosMYZmz9B90Kr8uLvchO6ZZSvA4vcUPjsMRY9t1y7Sgo9cAj2YHG6dcTQ+HPGvizVs1l22Q+7x8g0dD6qFWZRym0nVT/lmq84Agoo2rqhiC5yqlMT4fUB7Y1LmXkMrzlzzJCC3d1UxblzCpsarP33UA4ObTlCvK2GDRhTOr9Fn/kPc+47o9i0cVxZq/XWLbnScYm/btFv0+VpG4xRavXhDSWoDmWFbiVgDmivrRNvksZdY/VQW39+YquP19uP1T7lVqGpnY2rJHlAE5vBWqVAb1GSbuwe0pQS7o22/oJQmuO/U+dIBxBek0IMWGX8mbFyUz5O5kecU8zIO4e1gYuZ8h6K7vcYfgCfgptq9le8TWVnjq+LYdeq1SUSYMZobkW+x8FfFsOqatgS53MWhvclijTZ7XErzY1TxaoqY4OIe79tZg/26x8cdezaOC8SHgnDc7YqJQbebYHLBxoZ0/1r3y57XxK63bgD3ioc2/k222T+Wf0KqZFK6tJh5oDGOUcftp1EzWuPCqzy/lw3EcsefB3qkvKqC2o5avLvuLLS7+kek81f730F2/0eYOvL5vHvAs+58tBb1D1/TbeSHDT3QDzB8EEs4upMTB0HUyJUkaBstyQvkYpUFy1shB5ZwUZs9cTplWheW4F0voichZkUlfadsmW5jx1HnZ+v5NZ/Wbx2bmf8dVlXzGrzyyWPLZkn2VfjgrZTYJOSXq8t5uNj1L38HGfGiQgSuNBlltPPizzwGM5cOIGyHIq5VH+Vwppq2GjXclnpNIBr61SunDUupXfjY82wTtrlYCvFXY/LNur2s335WBr5yLVMEMKE3s8i0WnFEi06GI5tcczhBlSgu7n9deRU72UpbnKtK2hPsDLrv6Vv/JfblxQcSzaVqekH7xeAFVeJY/0zE0wY6cS8H1eBqmrYYNdCer+qIXuK+HXKqULzIGS5QCVzl18sW0quyp/wuOvo9adzw87r2Nt4Zs4vVVH7k0KXY4I7ARhP6p9ar4o05Ltggu3d+cz+7ncm22mxqdMqdb61SRYR9E38iJ6Rl7G07lGHAH4pSQMVUYdrhHdeLJIgyMAF22VqPRJTNos4Q7A/+VKXBELHzt01I7qpqz4/DNPWRmK8uWe71GmPat8ygraLCc4/B52l83BF3CyIPMGNpZ8yILM2/DLHnLK3uLOROVLf0mNisfyEugZcxdV1bnkL6qgOruajXM38+tdS5h36Txyl+eS90ceZdvKyPk9B5oVTw54A3x/zbfYc6r4sr+Sd+dXaXhqj1K77sq/4dV8OGWD0jf15SIVziHxaD7M4MShcYR8sRXcfkyr8klIj2XHjzsO6Gdek1vDvMvm4XcHfzuunrma7N+yD8t5PVyidTpuiHPxyyAb10btIcEYzhnhMovTa3k2eQ8RmtYDsFo/fFgMeW6YkAFP74FbdimB2St5UO2RYWcFlNYpXTg+2wwfblRWDOfWQl5t4+9Jg3xXU06dRoKJYcr2d4qU3ralnhaHsU8GTdg+bwP4Am7ya1cCkGgdzcX9v2R04p0AlDu24pdbL9PT2VV74YNiKPcqfZgfyVbKFG1zwA8VSlHxJ/coaRDjM5TP5lmblM/Fw9nKeTxQbr+NLaWf4Q3Y+Sv/BTYUzeGnXTdj9xSxq3I+Hr/tSL1NoQsSgZ0g7IPbZ0PlXsIP/cswqpQFAq8XKslqF0d5eaK7hwit0mR+ZOIMthU+xld995BigMeLNXzSuzuGtQUsTqgjWa9M2/wnF7wy9DXBi71gYZGPf1aUEDK/vrzHb9mNze7z3DByHYywKosiQGkZNn5zBP2S3sasjcMXcLGu6G0Cso8QfU96JLyKRpJ5IllZjflluRGVYSR2VR7aM7I45YmTAdj22Xby/sgDCaZ+NpXcFbnkLs9t9eeQPXsNm2v8TI4ET3Eun/SDsSFKDPjkHiWoi9TCsvQA8fM2g9uPbkmOMowRqqfyvL7MnfQpK55Zgb14/8VtN7y3ISjAbG7Z08v2OfInyzK1BbUUbSiiYHUB1TnV+D1HrqaaJEnEG0I5McRLiiUJvSaEKEMYo6weUsyRLUqDNEgxKJ06TCrlPD+fp2w/PxJe6AWRegnS4+CifsqOjBLYXq78//R0SItQpmib0UqQalSCuh/6+/hyADxc38Aj3QL6I9Biz6iNYEy3OxmTeBfjU57EoAmnT+R5nJL8KGenvolFF3v4X7QDhGnhniS4IV65PauQxtXgC9MhRgtLBisLhur8yupxrwwDTPDjoANbpNLAoAllZOJtpIRNBGBT6UfYPUWoJQOT097Bqk84/G9Q6LJEYCcI+xCQvRTWLic0sIbzIoODg2d6OAlTKcGT22cjq3IhJXUZlFXO4aEkZfudxTocY5NJWpHFozHBIxf3J8OsArg71k/U11uadji8Sg4VSq7OjER4s1AJAhu+lwvcsKw2jqHx1wc956D4fxKpj6Ks/P84RfcNz3Sv5Zt+FSRrK1ld8Dp1hj0MvSk9KE8tdlAs3U/pzsYPN7b5c3DmVHN+qJ8onRI4Jejg1dTg+9yRCD2MEp6RwV9CrhOS+GvuBmpya6gtqCXgCx5lCuwVwPm8fip3tT19ZyuwtRmo+b1+8v7IY87IOcweNpt3R7/LmwPfJOODDFzVh6seS0uSJGHURmDQNK2ANmmj2gzqQMnJ6muCS2KCt7+UqpTFqX8SGN2tKb8OIMYMg2LB0LLXb6we3uoNq4ZBX08Z4Vq4KwlWD4NpMRDa/vbAB8SojaB/9CWNCyX0mhB6RZyNVR9/ZF6wg8TolC4qzb8oTw1T+lDr1JBsUOo8NvdCL0g8iHU+Jm0kYxLvCtrWI+xUwvQpqCSRDi8cOBHYCcI+GLURDIi/j2WuiXxWFpwNfebmEEr8UQRkP4X2tfyZ/zzR5tGoQ+/ltqwQrGr4PcVJ6K+7+POkNG7JD/5WvXUn3JAAdxfpyJtxAhjrL94xZtAqrxWphX8nwbwBcNrGpkGss8I9nGzeyJ95zwU956rc+9H7MnB4S9lVOpNR6v8RqHmav3If49Qez9DNcwbfXPJ9UJBTsqmExQ8v5pw3z2mKHPcSfkoK9+ZryXeBTqdnm0OZdmru8Rz4uULGvzM4KDMsymLc5YPoMzmN+OHxaExNX1L5blha3ZSPVOqBhbVq0h8a1/qBAAkjE9qsw1edU81/T/tvUC9cb52XH2/6kcK1hW0+59FQ44VPSpTpvuYmZCjT7cqdXPBBRuMILqBMzX6+JXhbM7F6GGYFn1MZ1YzQwsiQIxfUNVCrgs+JRtWOIatOKtcFEzOUcj4Nfq6CmQVKG78/auC2XcGPuXibsiLd38aIc1tq3fn8uCu4e01m1Xx2Vf6E2yemYoUDJwI7QdiPKr+Re3Yrf4JfGq1MnzVMy96TBTU+NTGmgcRbhjMq+Tku3x6COwAvdPMxZE02jtN6c1GeoXH69dfBNE7L3rEL7kyWeM5twXZWmvKCF/YLGqFRAU/kwE4n6FXK4z/s42BL/r0EZB9hhp5c2PfT+mlZJ8tzn2Rs0r2kx1xFnCGEEttySuoywK0h7zMHucuU6dcpH53FuMdPAZSpTzkg0+vMXi3ev86qI/rCgbxXKvFCHmii4rny76bp1zXDm6ZlL9+hwjapD0QZqbthGHK8BQIylh92MOX1szn9P6c31tFrqJN32kb4pVL5orw7E6Zshu+jYxn5wpktT4YEpz5zapsrY7f8b0uLvLwGSx5ZgqNy323bOlKlD2bUBwXnR8KKoUoJnFy38ntR4ZFhfZGSUwdw5SDldwOUnLsd5S1y7ITDp8anrPpuWA3+c3rTtOwTOeADLtraNP26YUTTtOzFW5XFFgfK5athZf4rzaZf59Aj7DQA/sx/Abev+jC/O6ErE+O7grAfCTr4rL9SauSVVKWu2+LBSlD3WiqEawGimZDyDJIUYFG60i7szDgJ+dQkQhdl8vNpfZmRreKdNFhQFuCXgRKX71AxO03mrbwAT0o1WJdmK0V5U4NLG4Rp4bmeSgeBp3vAqBCw+ayMSZnFtqLnmNDjOUL18UxOe5vfdt/P2KT7KKvbRv/oS9he/g0TUp4ip3oJkWE9ka4somxLX9IuTKXnWSmo/UYklQrZL9NtbDf0IXoqd1VSlaWswosfFs+U989ld0IYk/zwULKMKr+aj+LNXFVk5J2oOhIza/msTyxX7VLxZHKA8IU78N80gkUP/cbYa4cSsyof+7gUKnOriRvaNDUnoQStAeDCrdDfrPSkBVCpJdKnDaLwqy0UrCxQfg4pYZzz1jlE9w/uptHA5/FRuKbtUbnyHeX4HD6IOLjfg8MtVgdfDYD/lsCbvSGqPmfrjkylLVykToIRCZBfC6kRMDRO+WGpJGVFbL/oFjl2wuETqoEneigFuh/urvzxMqS+E9/oECU38pfBygrZLwYo07JLBiv1Hj+ury95oAyaUMYm/RuXr4ox3e4mytSX0KTuSEj0CD8No6gFKLSDJMtyOweMj31er5dNm4LnkdLT09Fqj/BchbBPmZmZpKam7v+OR4Hd11RfDJRWpVW+1pvdB2So8DbbZ3Nj02hwqdXoJPB4/URLAcrUWkL8Pmr8EFPrVKZiQw1tVvkt8yhfNrr67/IKjx8DtZh1TYGg01eFSlYjSwEMmjClTIIMftxYdHE4vZX4KtVIhgCWUOVxjgplFMsUqYyk2Yvt2CucSGoJa5QJU5QJl7++XEZWGe+f+D5ao5aJX17K8mu/oWJnBeOfGk/fu08m3KBC5/CARYej0oGr0oUlRIcXCXNMywrJBW64cItSCLnBcz2VrhbhWuXYHOUOAr4AxghjY1u1tvz++O8sfWJpq/sSRyUybf60xvfZGdT5lX/7/L2yuZXCaQ05dQ4vBAJg2XciV2f+PB1LSj0QplZy6kD5HOpVSss9v6zUDGx+vso8rV8X2tL8PDm9Veg11sacOqe3Eo3KiFZ94PUfhSPjaH6e2huziBE7QTgAFg1Ymt3WqNq+eKukvfZZ9ViBxpBEqwbUKONOGmIALPsOWKDl60Xq1EDw6N7eRWL3Lmxq1EbAXosU9w50LHEWLHGWoG0GNWBz8eWdC3FVuXBVufj2xHcb9//+yO8MmDoAXd8oqM9/M0U0tS9r63tOK0GSPjiwSzUqX5wNx9aeQGzQFYNY8X8rWl1cMeHpCZ0qqANl6tXcLHWz1d+rvTtumMQfoB1p79Wtzc+Peu/POu0L6vbW6udVENpJjOMLxz2v00vFrgr+fOlPvr/+e7Z+uZWavJr9P/AocXor8fmbEucd3grcviPfaN5Z5WT3L7vb3L/717b3taa0Pqfuq/oKHmH1f2ZeslXJuWtPgdcGYd3DmL5oOubYptFBrUnL2W+cTcIIUTJCEISuT4zYCcc1n8tH1s9ZrPogg3Fvn0v2XQuYd8k8up+awmk/TMesVdXn0HUOdk8xv2Tdw/D4mwnzDACDm1VlLxNnGUxa5BT0mpAj9tpyQG6zthyA19e+RH5XoKlDwn96wjVxcN5mWGmDb8phbGj72zKpdWqST07mxrU3UldWR8AbwBxrxhJnQaMXlztBELo+caUTjmu2IhtrPtpE6P+dQ9+dJj585ExG9ggnZPpwBq1X8UBSgBsSOkdw5/bZWFf4NuXOv1m0+27GWB8mr+x38t1Lyan5jQTryCMa2GnDjCSdlETeirxW9ydP7ElAbjNFsOX9DbBkiNJ+6ZJoJadu3kClG8P18Qc/pSWpJEK6hRDS7cj9LARBEDorMRUrHNeKNxQz4J8n8B+7GXcAppVa+OOKk5hSEUq1D17KV+HqJBUl9BorQ6NuJELfFxk/f9meIN+tLBQYar4dqfrIBjLWSCNnvzEJjbHl34NDbx5BRILlgIO6Br2MMD2WxsA5Ua80sW9P1X5BEAShiQjshOOaq9rFz+d8zOu+EkaYAgSAZ8t0VPvqWwYN9BN/EFXkj5TcnyoZH/kfmlcSTrKcjHZjf365fSmOGjfl7ewH2h4xA6K5bsNNDLhxBBG9I0gam8TEry5j7GPjMR/kwoS9p1uN7Zx+FQRBEJqIwE7oNHS64GGajqjEkzgqEY/dQ8bd83k2MrhZ+23hHhK0Trz+1pu4d7SAL4Cpp8TqipdpnuyWb/8T3ZBqNFaJ4ko3Q9bBjiNUh3ePV8246ii+veVM5C+uZc+blzM9oQ/nFJgpaL0RgiAIgtCBRGAndAr+gAd1SCl2TxGgBHVVriyqnO1badlelngLo/81hr5zp3JJUXCdtcdLdSyxSxQ5sjtFcOfFTn7kd43TrwOMVzdOy/5hf5gxz/RlnUdNgVtpV3a4R+6cfvilSumA8XWthtE9LQxPNJLrgjU2+LuuZd9XQRAEoWOJxRPCUecPeCiu28jC7Nuw6roxqfcsPH47P+68AVAxJW0O4caeR+S1TZEmhj55GhO3qhunX7/tX8Wdu8NYbZO4cruZ7SMSsHuLCVf3OCLHcKD0mhAGRl1OXt1S+mgvp3ZeHEPOGEeG+XnCpFQ8tWZerDMxwARz+7av8v2BMKqVRQ42r5+Tw9UMt4BHhm8GgicAJ4Qc+MKJIyUg+1FJ6ma3fcdUA3WP3UNdaR1epxe9VY810YpKdJcQBKEdjp0rntClSfWDxzXuHH7YeR0evx2P345BE44kHdloIdak5tsBMpduk5idWkJO0Z3M7vkYt+ek8mhSFbV1K4kOP+WIHsOBMsnxTEqcy+qX17HymVWsel7Hpb/dj9seYGNsDKvtErtGKytOj4RwLVxgqKK7JQqNSrmAnBaujNSZj/LVxO2zUWhbQ4x5EGZdND6/mxLHJkJ0CVj1iUf34A5ATV4Nv973K1u/2IrslzGEGxj/2HgGXTEIU1TnKqwsCELnJQI74ahTq3TEmgdxRspMfs6+HbunGAC9OowpaXMIM7QyUibLSjTRfDTDH2izd6az2kltfi35q/JwVrpIPiGZ8NRwrHFW/AEfqSYNC9PBiMR650427LmB93p9TEXtz6TGXY5eo9xPrWr6yDirnKAKYAxt2SrroLl9BFw+vAEZSatGZwkedjOEGqA2gqFXjMIYZsFjlyh1R7AhKow7y5TjuGCLzPxBEkn1wZ03oHSkauALKB0ODpZsq0YT29S7sr215o4Et6+WXZU/8Vf+i8RbRnBqj2epcO7g58w7sejiOaf3W1j1nbdAsb3EzpdTv6RgdUHjNleVi4V3LgQVjLx1pBi5E466va8dh3otEY4MEdgJnYJK0qLXhKKStPhlpeWATm1CrWpl6EmWocgOLi8khylXlgqH0iy9TxQYgn+tnVVO1sxaTdavmZw8py8RAQM/XvQj8cPjGDdrCC65EnRDWVApMcag5Pilxf2b32qjGGMaSa07n3CpB6WOrZi0EWhqotmzfA/W4T58kgPvH2HED04kJPEQyo3YPcgFtfBLFqpaD1JyCO70OMrdPsJ6hge1wtJYoCxyGSm3nsX0HVbW26G7M8Cs1GpuyQxjS53ENdtlPu8v4QzAX7VwZjiEaqHYDT9WwHlRh9b6qLORJA1GTSQgUWRfy/c7/oHdU4SMH73agiR1guhzH2pza4OCuuaWPr6Uvuf1JTQ5tIOPShCaFLlhfiWcF6mkeZR74PsKODuCTlU5QBCLJ4ROoGGhxILdN+OXXWhVJiQ02DyFLNh1W+OCikZFdnjpT3h1FeypVoK6mavgnXWwpRTcvqC7V+2uZMeP2zl5Tj+W2f/NMtc9nP3VKIY+0JP5u2+ixKPiuu0S1+9Q8XZpL05L+5Yvas/glkwz9+UOIN/lpMaTx/Lcp/hh5w1U1e3GNMjF77V38nvV3ajTKvn1oV+ozT/Itl5OLyzJRnptFdK2csivRfdnPta5GzD7Aqx9fwP2Klfj3TUqAz3DT6PGuZELI6vprg/wSe/dJLlf4YeBLhJ0MKu3hE+GSZvh0m3wWalyIb55J9ywEx7PUZqVHw6yDHu3ZnV3cO0/ndpEUuhJTEh5GgCbJx8ZP5HGNE7v9TIWXex+nuHoKt1a2uY+Z6UTj/0I1rARhP0odsP1O5R/T++BSi/8Jxeu2wHXblf2C52HGLETjjpfwEWFYxcevw2DJpwpae/i9FYwP3MGdk8hDm8FZm1cU66dXq00mi9zwGurlKbotW5l5C7MEDQdK8sy62avx1HqQuMzoVObcfoqWeq8G5Wkxu2vxe0roa9JZmEVvFFk4ftKC7n1F6o+Ri8q/GgkAx6fDZe/msW2O5BlGW/AjkEThsZnJn9FAVmLshj6j6Ht/wHUuGFBZsvtbj8hy/eg90NVsR1NiAFD/cCTURtO79BBVDi+ZF6fCazKuR6LLo4zQvxsHKH8RV3shp4G2FIHN++CZ3NpfF/pZtAdhtRFWVaev8QDJ4WCQQ05TlhRA1OiILQDrzAq1OjU1qBtGpWxMX+zM7MmWtvcp9KoWi0KLQgdRSNBP5MyYvdagdLyr+Fa0tek7Bc6j85/xRO6PK3aSPewUzgl6UmmpL1LmCGFGPMgJqXOYlLvt4g09g1eQBFpgjtGQ6RRSfKodSvLMe8YDSlhQUkfsl/GUeqgOrua76cs4yTtC+jVoXgDdbj9tWhVJlJNPXmou4o7EpVaHQ0XrDsS4YHuEr1DehKi78ak1LfRqsx4/Da8ATs6tZWTdS/xw7nLqcqqYt3sdTgrD6IsSlZlm7uknBq6j0wgd0UunmajYA5vBUtzHmdX2Vssz7oEj99GpXMX20rmYJGqAYjTwztpcE4EQe/rjVS4LEaZmj1UfzvglAw4e7PS93WPC07bBNO3K6OEtb79PsVh4fO7KbKvY1HWXQAYNOGAREndRpbkPEydp6xjDuQgRfWNwhhhbHXfwMsHYom1dPARCUKTKB3cnwx31q9BariW3JYAD3c//CvwhUMjAjuhU9CpzVh8AwkzpADKgopo8yCiTQODFizsUyt/Nao0Kvpf3H+f95FUqvpdwTslQKs2YdJGtv3g5o5UDTcJDBKE1AdivoCLHeXfklu7DICx3e5lQPTlAGwq/Yjiuo3IcqD5w48YqxqS9TRO+w5fB1lO0KtgoBmMHXSF8ckuSuo21U+/9uXCvv/j1JRnAYkadw5+2bXf5ziaQhJDmP7LdIyRwcFdt7HdmPjsRLSmTtCsWDjutShQIEbqOiUxvi90Gs46b9BtjaqNPwMbcuoqnMroXMNU7Gur4J+joXtY0Khd0kndSD4lmQnvDGWF59+4/TVoVebGqdhd9ky+rO3JawXKPGeyXvmL9LUCZYrhvmQZtX83P2XegDdQh05tRZZlPH4byz33MOX7F/l+8jKG3zS8zVGXfUqNaHOXnBLKnjWF9LqwX7Ofi4E+kedRbN9AStgEekWciT/gRZIkAgE/seZ0JElFsRtu2Qk/1g8INryv2zKVVbKXRh/6qF2SAX4cBGdsgu0OqPAqfy0uHgwjrcGrcY8kgyaUgTGXY9JGkRx6MmZdNEmhJ3F6zxcIN/QiRJ/UMQdykCSVRNzQOG5afxOVuyqpLawlun80IUkhWGLEaJ1wdJV74Pk8eCVfud1wLXmj/hr5ULIYtetMxIidcOxx+8HuUYK3f46Gf4+FaJMyLVvlVP7bjDFBw5SPz0CyevD4lSnUieEzmZTyDkZNBHpNLNscyp+ed3WD9SOU/wJsrQOfLOPyVeENODBowjnVOpNxxpfRq0Pw+uvwqe10OzGRXmf0Orj3E6KHs1JbbtepqT25O9WyhD3cTPMOayZdFONSnqBXxJno1BZQhZMa9Q8Gxd6AURuOX4a6AGTWD1S91RvWDYdz6wcfN9qV4sKHg18GV7MfuQzY/cr2jmTQhNIn8tzGhRI6tYmkkLGEGpI79kAOkiRJhCaH0mNiDwZPH0zC8AQR1Amdgq8+lxbgn4nKNfJf9dfIv+vAKzrOdCqS3BENOTsZr9fLpk2bgralp6ej1YrpjqMpMzOT1NRWApy9yTIU2sDlaxydcxfbqKtwYqtworPosMRZsCY0JaS7fbXU2AvwS8qqW1OgGzZ1Flq1Cae3Gkk/lAWVas6LgigtlHvhu3KYVL+U3x/wUFK3GZOmvtzJimblTraGEj+4GyHdDqHcSZ0HX14t6l+zkGo9eJNCcA2Oo7DOx3fmcAqMJh5PUQoE783ph9+q4Lwt8Haakj+30wnnb4F5AyDHBWfVlzvJdUGBG1KNSrmTUo8SgLWnXEHz85TjVHLqGqZfY7SQ51b+iv9pEJxSv6BC6HgH/HkSjqpj5Twd7+VOjuZ5am/MIqZihWOPJEGCtbFAsb3EzvJnV7Bm1hrk+malIUkhXP7d5cQOjkVSSeg1IUSGGJEkCQk1kiShD/RDrdLi1/tQq9RcFds0dRilJei2UkR5sJLvZ4QBUwfgqHIgqWWM5xyGAsVmHaRFYQvRU5dTTWVeDYUfb0JWS5x/7XAiuptaDeoAbH54twgCwI07Ya0NPi1VRs3+sR1+HawEdQVuuHwbjA6BB7srQd19WVDsgff7HtzF2SMrr6NXKdOv3Q0waRNsqoNKn/KXviAIx754ffA1MUoH02M7Lt1COHAisBOOTZIEaomAP8DmTzez+vXVQbtr82r58NQPuSnjJsK6hwGgVgVHRg23GxZn7H2B2vv23os4TOGHt82TPa+a98e+j63QFrR984cbue6v65TRyVbE6OCtNPDvVIoPz64v+5eoh+8GKhdkd0AZgfyzVvnnlaHGCx/Vl09bVgNTo9ps3NGmNBMsHQJ2H6RblJ/Zj4OU1bJjQ8AirjCC0GXs7xopdA7itAjHNHuRnRX/t6LVfa5qV6vV/Mu9yjRCA5tPGb3qKKUeqPIqU6Db6iDfBZUema2fb20R1IHyHrd8uoWAv+2qvzE6eGCvVLIrYyC2PqFZr4JLYpryYt4oaArqnukBZ4S3P6hrkGaU6anNxuNTSookGWCMuRDZ33onBUEQBOHIEYGdcEzze/w4yhyt7gtNDiUs2qSsoq1ygj9AhRdeyYMX8qDCowR1P1UoFdQPpXp6tRdczbovOPzKiNjeyjzwULYysrbOBqPWK50gKsqdbP1ia5vPv/WLrbiqWi/Z4Zchww5nBqdg8J88pZZcw3FEaZUp2Lhmq9dSjXBzQuu5ewdClmUqnZl8v/MaluQ8hMNTjs1dyPxdt/DTrluxuUVwJwiC0JHERIlwTNMYNFgTrC1GuoZMG8SpNw/H+kcefLENDBrkcd1RnZjCq/kGHAElRW+QBa7erjzmrUK4L7n9Te2rvPBhsVK37aRQZVXokmolp615SRFfAH6oUPLhHH5wBKDODwsr4WedCou57XoBWrMWVRvdtiu9MGOnkuuWqIffB8NdWUrweFcWTI6EUIJz6hpkOuGpPfBQdyXway9fwEWNew8ef51SIHj3v3D5KrF5ClFLepy+Kiy6hOAC0+3g9/qxFdpwVjrRGDSYo82Yog7vFLggCEJXIkbshGOaJd7C+CfGB20L7xXOqTcOw/rZFsitUTa6fEg/ZxH24XqWpypDcy/mNwV1E8LgpoT2B3We+mDtriyl+8KKGlhcBeduhpt2wq/VTdVXNCo4J1JZtfppKay3wfM9lX2vVBvofuvoNl9nzF1jMIQZWt0XrYMvBijTqb8PhlQTzE6Dy6KV2zE6Jcfus1L4oER5zOPdm6rIv5oPP1fCPmZ626RVG+kWMra+GDCUObY0BnXn9H6bKFPfgw7qHBUO1sxaw1sD32L2sNm82f9NPj7rY8p3lB/U8wmCIBwPRGAnHNMkSaLPeX2Y8PQENAZlAPqUu8ZgXban1U4QUlYVg10OTg5t2mZVK4FRwkGsCtWplKBwoFlZAXr6Jpi8RVmhOtyirEBtPtAWq4PXeyurR+dXwthQMKhgtwsKByTR49w+LV4jbUoaySfuuxZbsgE+7acEdaAsmHi9Nwy1glpScuwujoazIpScuju6wcMpSs7dZTFw2iHk2OnUJmLNg9CqmmquWfXxWPWJqKSDnxTIXJDJz3f9jMfeNMRYtK6ID8d/SE1ezUE/ryAIQlcmpmKFY5452swJ/zqBQVcMwlnuJDrWDG0sqADw76jAFRPeeNvmh+dz4b4kiDyI6ulJBliYrrTTKqmPQZL08P2glsFitRc+LVHy4t7tA5dtayrue22FhTeenszkO04g76MNyAGZodcNJapv1AH1Ct372PeuBB+vh7l9QS815dTdnwx+mhZZHAybu5Cfdt2CN2Bvep+uHBZnP8iElKcx66Lb/5yFNhY/tLjVffZiO8XriwlNCm11vyAIwvFMBHZCl6A1aAlPCSc8JVxZLKFRtehA0aDaoKPOD+NDobcJ5hQpiymitTAjsf3TsU6/snihrFnuWpFHWfEaqYE9bqW8SG+Dkk/3z0yls8Wyash3g0UNn/eHPS64aZeFaIOF5bO6k2aSD3oasy1x+wn+2svrd5FT8zs2T37j9KvdU8zinAcpsq+j2pWNSRvV7vfhc/uoyW17VC5/dT59zms5uikIgnC861KB3Y4dO5g1axarV6/GbrcTHR3NxIkTueOOOwgJOYSuAMKxxaqDkQnwV37LfSoJd2okcRXwUT/QSUqj+p8qlanKdufY+WFptZJTFwDSzeCWYYdDyblbkA4z82BFLSwbCuPClCnaPBe8nKqM3E0Mh4+K4eke8F4fJcBMMnDYg7ojQas20DviHLx+B4nWUUSb+xNuTG3MuYs2Dzyo96HWqjFFmXCUt77iObp/+0cBjxVOXzVGTViz21UYNeFtP0AQBKGZLhPY7d69m8suuwyNRsO0adOIj48nIyODTz75hJUrV/L5559jNh+GDgFC56fTwDlpkF0NxU3Tg0jAtUMwRxj4KKZpmvSR7nBvsrKitN0vpYYUg7KiNEkPn/RT8uX+vVtZLYsMGXWglcDk8WKqcjI/FjRRZsL1Kv6ts+HcbefxOi8WvZWLosxoLfp2B5gdSa0OPjiDJpT+0ZegU5tQSRp0ag1JoScBSv7dwbDEWzjxvhP55d+/tNins+hIGpu03+fYu11alVdZRBLXidsfVTuzWZb7NBNSnsaqj8fuLmbJnkc4Kel+wo0H2YtYEITjSpcJ7J5++mm8Xi/z5s2jVy/lAnjZZZfRv39/nnnmGT7++GNuuummo3yUxw6vw4u9xI7X4UVn0WGNt6LW7TvacHqr0KmtjR0anN5KNCo9WvV+AmpZhmoXydpwAkU2XL4AtVVO1BY9YQkWtAYlIazcA5FapekEgNfpxV5cf4xmHZZ4Cxp9/a90hBHuGI1caEPeVoocYoAB0XiMWmSbCzm3mt8X7CK6fzQxA2NQuXyU6TVowwyYYlW4yt14qgL4/H504RoiEiIBcPu8uF3VePIl1BbQRkBCjY51oS4MFh1GdYA6bQQv9FQWLVy3A2I0Mj+EVrH6X8v5+6u/UWlVDLlmCMNvHI6t2IYxzIi1lxpHrpuqjcV0PzsWp0aFQzZhVOuRAlXo1GbUqn3Pm8pyAJevBqO2aXTH5atCrw47qFGzgOzD7bMFPZ/NU4UvKomADCoJKrzKv2R9CKpmL3GwAV3j6wRUpNw4kmE7K1j/7npSzkmj762j+evm77n4y4sJTW49v84TgBqfsm7m31mgBZ7sCXpczC3RMadIxaLBkKhz4vU7MWojDuk421LmURashNT/OtZ4lfZr0fs4hS5fNfMzb6XOW8qCzBmc0etlft19L1WuLH7adStT+3+OodlIXmtkWTkfzafYS90+IrSgafa5VKsMh3yOBEHonLrEqli3282aNWsYMWJEY1DX4Pzzzwdg9erVrTxSaE1tQS0L7ljAG33e4K2Bb/HWwLdY9swy7CX2Nh9T5ynl1933UebYjD/gw+mtZFXBTHJqluL117X9Yg4vrC+C//yB7j8rUT21DMO8bejqvHx29scse3o5tfm1ZDuVqc1NdcqXl63Qxs93/8ysvrN4a+BbvDngTX5//HfsxXZ89V/uLgl2Zlby1RfbeP/hxTyd9Ap5f+Wx8PrveHf0u+jMOko2lvDeCe8xe9hs3kp/i1/v+hlblpMvL/iGWf1m8c7At/l0wv/IWZ5DXXUdZdWbWJJ3Py7KKXVuYmnuo/i0Nax4eDE2TxaLcv5JDymPl/Pgqu1Q4IHZ5mo+OuFdMuZm4K5146xw8tdLf/HJ2Z8gqSSclLK45F94LEXEnGim0rOD3/c8QmldBjZPGYuzH6C0bjP+QNvtMWQ5QKUzk4VZd2BzKz3FbO4CFmTeTpUrC1luX9PWgOyj3LGdX3b/C7tHqZFS6czl16zbcPgL2F6njIC9lg/918DSmuACzYeixgufl8EzxVpGvjKJGbl3ETfnYh6N78FFW24jYUQCqlaW8HoCsLoWLt6mHNumOrgoBqZshiy3jlfyVex0wtsFMsXOUlbk/R8Ob8XhOehmyjzwcDZ8UQq1PuV38eNSeGZPcMeTvWlVZiakPINK0lLj3sOX2y6iypWFStJwao+n0ar2HYjJMmxzKIWqs52g1+vJdvo4Z4uGTfYAvoAPh7eCv/JfIq9mBR5/69PcgiAc27pEYKfVapk/fz5PPPFEi33l5UrNq72nj4TWOSud/Hjzj2x4bwMBr7L4wGP3sOzJZax8ZSU+l6/FY9w+G6sKZlJct475u26l2L6BVQWvsavyB37PeQSbp7jtF9xdBe9tgNqmtg+qXZVE/LiT818+kxXPLOevmat4a7eXtTblS6vcE2DBnQtZ9/Y6/B4lmvA6vPzx3B8se2YZ2VVe5pVC3l/5fHbeZ2z7chuFawpJGJFA8YZiMn/aRerZqbhr3Cx/ZjnuGuW1Zb/M1i+28s1V3zLg4gGNx1Oxs4KPJn5EbV4ViwvuodqThSXFyAr7AxQ6VrGi7CnGvd+PZc5/Ue7YxvLCx/igRzk1Prgo1E/2O6txVjpbvPWq3VWUbSsjJ2Qe5Y6/+d1+F05DIRklc8mv/Ys/c+5AL9VR7tzOgszbcPtbthtrPAf+WhZkzqDcsY0FmbdS4djJT7tuodzxNwszb8ftb195EI/fzvxdt1JSt5FFWXdR7tjBgswbKHduZ0fB3Xj8Vdy4Qylu7Jfh+3KlQPLhsNOp1AB8sxCeKlCzxhjC5B0aFlVLPFuowRZoffSxygdnbFJyHq/dAbN6K8H1ejvctFPF+33h8mgvN8aVs3DHxeRUL2Zr6ed4/S3PzcHyBOCrMqVf7w074X+lSvHq23bBawVK0eg21vSgVmmJMQ9iQvcng7afkvwosebB+x2xrfAqn4/1djh1I5SHJnDWJg1rbXDWZh2VXpmV+S+RVbWQxTkP4vCWHa63LQhCJ9IlAjuVSkVSUhLdu3dvsW/OnDkAjB7ddvFXoYm9xM6uH3e1um/lqyuxFbUMLvQaKydF/IsLY97n7KgX2V4yj8zKBQCMTLgNkzaq9RezueHrv1vfV+UiTK0iNDmUNTNXcXbAjl4Fr6eCo6CWv7/c1urD1r2zjtJCG+7yOn65Z1HQvoGXDiTjgwwA0qens+r1Va0+R8GqAkJTQlHrm/4YCHgD/PH8HyTpJ2DQhOIs9TDKch8AJa51/JjzDzx+G0ZNBOmBOyhcY2f1UC/PhjvI/3576+8R2PbFNvoFrsWoicDjt7Mw6zaK7esBGJ14JxnFH+Dx2xmf8tQ+R2y0KjMTezyPWtJR487l6+2XY/MUoJYMTOzxH3Tq/ZdLaU4jGZnY4zkk1FQ4d/DN9mk4vOVoVRb6JT7LtbtCmVdfJ/jGeHg85dBX2DboaYQH68v2vVkIkzYrNQIHmpWWaCFtJJBY1UotPwn4qxZO3KD0BQ7XKLX77suCF3raWLLzfGT8xJgG0T96Klq18fAcOEpdw/OjlG4fADfvVFZBA1wYBWdHBtc13JvTW8H64neDtm0ofg+Hb/8ji2Ea+GqAshgoxwXD1qvZ6VQWCH2UVsZfe+4kq+pnQPndEgsyBKFr6hKBXVu+/vprvv76a+Lj47n00kuP9uEcE/ZVYsLv9uOq3qtfqccPu6vQzd5G5LP5xL9s45SMSzg/bjY9w86gX9RUDJo26o15/MGLG/aiL60joncEfrcfrc3Fq6nwdRnkZ7V9jAFvAKvdRarkpWxr8IiEzqprHDlTa9WNI3Wtqd5d3aJ2XNHKUkL9vZgQ/iqfjvmeynkh9LNeFnSf8WEvMX/qn9Qs3U115YsQ2IbW3HavLp1Zx9b3djM+7KWg7f2jLsbtq2FX5Q8MjbuO5JCT9hmAqFVaYs2DOLn7I0HbJ6Q8SbS5f7sLBWvUehKsIxideGfQ9tN7vsT3Vb3IsDddOm5OUHIfD5dILdyTBBPDmh2PBL8OVlYLt8WkhjMj4ImU4O0f9YPHcmBjHVyzw8LQ5NfRq0M5o9crmHUxh+/A68XpYW6f4MU4KQZ4J23f9QKd3koWZt3ROP2aHnt147Tsgl0zcO5n2lijUlZcf9ovePvsPgEk20xK7SsB6Bl2On2jzkevEZUCBKEr6jKLJ/Y2b948Hn30UUwmEzNnzsRi2feIRXZ2NipVl45zD4gubD/DLlrIzFSGIDQaDd28ZjSvrm7q8uD2o11STESmhd5XnEaZfQeyPQa3q2VyUbwpArNFB/bWE4+8Fh3OCiUQU5l0vJALb6aBybPvEZboUA3lKhWmaBOOsqY8ouINxXQ/uTs7vt+BSqNCUkvI/tZzz8yxZlw1wUGstZsVt7qKjOp3OOejyzEk+Vjq+CnoPhtsszh11k3Y9jjIqVtLuWorQ2bcwC+3/t7q6/Sb2g9TT4kNtllB2zOrFjIh5WnCDalsK5tHsvVUnJUGvF5vq8+jVqsJiZZYV/h20PY1hW8QqkmlusxPIHDgPcM0Gg2WSD+bSj8M2r6y4BUmxL5MiDqW2vqp1/EZ8NsgL1E1Rfi8+0giO9DXNprYqY9haU3T5cknwxPZAe6JriNQWdLq47RaLTVhCcwsCI4yn8qRmZ0mc9IGFb9W6/iveSBTo6azqeQTUoznYqs69GNuThUSznxXGAXuphHfHBd8XerndG0Vflt1q48zWbUMiJrGnwX/x+kpr2Lwp5DQYwyLsu9gQNQ0qirtFNiq2n5dlQp/VDfu2x38GX48R8U3fa+n1L4ap6+cPTXL6Gffha82Ao+79d8noePU1dU1XlOFzutonqf2XLuhiwZ2M2fOZNasWVgsFt555x3S09P3+5gePXqg1R7GYYdjlM1kI6xHGNXZ1S329Ty9J2GJYcSHxysb7B6YtbrV1l2qPDsRtT34vuZfnJ06iyRjass7BWQ4rQd8u6PlPo0KZ4yZ4oxiUk7ryRKVid0umLELfh4QRWSfSCp2tBzBSDopCTnSwlslBq69+0TWPNBULmPTJ5u4+IuLyVyYSebCTPqe35e/v2o5FWyOMSOppBYjemPuG8Y67734Ai5GnHA9P+y6vnH6tXf4eWwqm0uxey3qWB0nDLmPjN05AAyYKNN9fHf2/L4n6PkGXDaAyP5hbDK9SLFzLQCDYq4ks3IBTl8FS3IeZlLqLOZnzmDh7lu5qN//MOtaphuAMtrz3Y5rG6dfh8RdQ0bx+9S4c/k19y6mpL3brhWgDm9F0PTroJgr2FD8LpXO7VByD6uGvIZWE8FJG6DYA0/maXm/T/JhmY5db4Nz1jdNv54UAm8XwVtFKsK1Vu7tbiW0lY9qoRsmrm2afr0pAf6TC6tsEndlBvhrqJfrd6q4MbacVbvfxxtwYEwMo1+Piw7bdKzHD1+Xw+27ldvnRirFqRdUwk2Zar4eEMWUnlFtTsdG+aJIDhuLQROGWqXDH4jisgHfo1WblOn02LZfu9QD4zJonH59KDnAc3kqclxw4fbuLE3/gj92X4XNk8/C3TO4sN+nhBla+VwKHSozM5PUVHEeOrujeZ68Xi+bNm064Pt3qSEqr9fLfffdx6xZs4iJieGTTz5hxIgRR/uwjinWBCvTfppGSLfgaZqY9BimzJmCMbzZF6DbB3vanhbV73TTN2pq2yUaVBKM6YY8LG6vB6qxX9SPn59aSsygGCa/M5lhiUaMKrgjEeyyilO+vIzQ7sFTvFH9opj84QWctsfEvEoV3vPSSbtsYON+j83DX6/8xfQlV1OVVcWQa4aQOCox6DlM0SYu+foSlj+7vHGbpJIY9/gpxA1Ooo/5YgD8TuhlOBejJoIz4mehXzGa0ZaHUEsGBsdew5aqjxsezYq6hxj5dixXLLqc9CvTGXr9UK7941pOeegU/nphFWmay1BLBk4If5iexnMYn/IERk0kvSIuQlaFIKFmYMxlqFVtF2DTqPQMj78RtWTgnN5vMTj2aib1fhO1pGd4/M2oVfuYw2yFWtIxOPZatCoLU9JmMzjuas7s9SpqSUe/2FuI0ZnpZYSlQ+CSaHg77fDl2CXoYFKEEtT9NAie6ank3MVo4ao4Wg3qQOm5e1c3JahbNhTu6QbzBihlRx5IshNw/cF3AwOkGI2kRkzCoosjJWz84c2xUyv9f/ublJy62X2UotOTI5Xi1SOs+86x02nMmHUxjQsl1CotZl3MAeVImlTwVIryc/h1MNwYUs1vg72YVPBwsguLRs+k3m9i1XWjV8QZ6NViKlYQuiJJbm8dhE7K7/dz5513smjRItLS0pg9ezbx8fGt3re16Dc9PV2M2DVTm19LdU41NXtqiEiLICQpBGucNfhOVU54YqkyTNGKwEV98YyLajvHDmVlaM78naQMjUdv96CLteAL1ZO3rQx9lBlrvIXw5FCyHUpHBxnoY4JiN2zJriWlvBpXbg0RqeGEJodij7AydStsrlOCjmSng5JCOzWbiokINxDeKxyVXoXOoCXgCxDwBXCUOyjdUkpIYgjhPcPRx6hxV3gp3VSO3+sndmgMIXGh6K16amyVqDReCn+vIayPAVOcDm+JjoKVBUQNCiUk1cj6wrlsr/6cwbHX0DfqQn7Y+Q8c3nL6RV3MyITb0GuUL2l3rRt7sR1HdR2h/fQ4i70YQqzoIgL4ZQ+ugB6VKgw9pahV+n3+HAG8/jq8ARcGTSgqSYM/4MXtr0WjMh5UzTK3z4Yv4MKkjUSSVPj8bjwBO1V1KhLDmhLvK70QcZg/OsVuZcSuW308WuFVeurur4h0lRccASU4lCRw+JVewEaqUeNpzKlzeqvwy24surh9P+FByneBVtWUU1fkVlYPd2tffN1udh/YAxChgdzdmXTv0ZNyH+glDxE65cXtnmLUku6I1fAT2keM2B0bOtuI3b5ili4T2L300kvMnj2b9PR03nvvvX22EBOB3WHi9cO322FJTst9EvDoONhH83pHpYPPz/+c3OW5qDQqLPEWvA4vGqOGhOEJTHprEiHxTeexzNOUpK+SlKknqxqMahoL5gIUuJXSF/1NyrbKfBt/PrOUbfO24SxXcvYSRiQw9fOphPc8vCsDG+q/5dX8wYCYSzFowqhx5bKx5ENGJNzS9grhY4j4Ijo2iPN0bBDn6dhwLAV2XSLHLi8vj/fffx9Jkjj99NNZsmRJi/tERkZy0kknHYWj68K0ajitJ2RWQl5t03YJmD4YwvY9POGqdiFJUmNOX22z59iRv4NTHjolKLCL1ik1wNbZlQAvtX4GbYcD6vww2KJ0e0jUN43seOo8LH90MRlzM4Jeu3BtIf87939c9etVWOLaVwpkX1SShihTX0L1yY2rDkMNyYxO/OcRX4VY5lGm48z1n+oit1J+43CuWBUEQRA6ty4R2C1fvhyfTymc+9JLL7V6n2HDhonA7kgIN8KtI5WyJVtLIUQPg2KVoE7f+q+XLMvU5NaQ/1c+semx9J/aH2uilcUPL6b87/LG+zmrgivj+wKwxqYUX43SwpIhyvTWuAwlsPt9CAypD+4a2IvtbPqo9aTTsq1l2ApthzWwAyW42zuIO9JB3fY6GL9RqfM3KVKZHj1nM1wQBXd0E8GdIAjC8aJLBHbTpk1j2rRpR/swjl+hBuVfnwObZizdXMoH4z/AVdVUTsQYYeSCjy5g/oz5VOdUA2BOMmD3FGHRKbmSkgRaSQnc8t1w0gYlD6vCC6EaZd/eeekeu4dAW6X+UXIJ44e1not5rKjwwiPZUOKBS7fBq6nwbpGSZ/i3A6bHisBOEATheNGlVsUKnZ+tyMbnF3weFNSB0sps4T8XMvaesQD0u6Qfpdq/sHtKqKvvVaqWYKgVfh+sVNcv8ShBjVUNy4bAILMS/DWns+pQ7WMZYkhS8Eias9JJ8aZiFj+8mJ/v/pncP3L32SO3M4jUwmu94ZRQZXHJPzOVoE4jwYJB0G0/Cw4EQRCErkMEdkKHqiuro2p360VWKzMrCU0OZcy/RjPq/3oRGhXLitxn8QaagkC1pLSU0jf7zTWowKxuGdQBWGItDLlmSKuvF5seizWhaaWvo8LBH//5g3cGv8PyZ5az8pWVzD1pLt9d+12rrdQOVNVeNWArvcpij8MpQQ8f79VxYHoMjA4Bg2iTLAiCcNwQgZ3QoXxO3z736yLUhM3IRIqU2VjyGVWuLJbteQKHpwKXX1kocUoGVPuUhQIGFZR5YUKGUt2/OreazZ9u5purv2HZ08uoza9l3BPjGDhtoLKoo163E7px2XeXBbUNq9hZwR/P/9HimDIXZLbZP3d/CtxKUeXd9X3mSz3weI4yonY4g7s8l9JTtbkPSmBhJdTt+0cuCIIgdCFdIsdOOHaYo82otCoC3pZ5b2qdGn94JYXuTdi8l2KKfIIk9YuMTLieXG8422qU+mRlHiWnbukQ8AaURQPuAGhyKnhvwgfYm/Wf/f2x37l43sVMen0S458Yj6vShc6qwxxtxhTVVNst4AuwZtYaAAxhBnqc2gO1TkXuijxq82v565W/SDs3rUX/2H0p88DV2+G3KqUp/bIh8Gi2EnB9WAxbRx2eadJKrxI8bqmffv20H7xRAMtqlJy7XaOhl/ikC4IgHBfE5V7oUOZYMyf86wT+eK7lyNiYe0ZijjMTLj/L2VuVhRi/pD9Nmaxi/EYVpR74vL8SIFk0Sk6djJJzZ6lzsfiqn4KCOgA5IPPV5V8x4+8ZRKZGtnlcfp8fZ6WTyS+dQeqweKy7K5H8MrZrh1JS6WTBI4vb7CvblnANPNMD/qxRRhOTVzbt+3dyANNh6k0coVUWTGx3wJu94eRQODEULt8Gl8dAlPiUC4IgHDfEJV/oUDqzjhPuPoGw7mEsfXIp9iI71gQrJz4yhrTzepLvW0yscRIJOtjtgokbtRhUUOtXRun6mCDNoLRuaihIPNQKVSUOsn/NbvU1/W4/JRtLCO/RdjFirUHLmU9NIGRtIbovtjZuD9lQjCU5lCs/m4ohvH1tAzQqSDc5WDBIxfiNTY+9Jd7PWcZfUPv7gza5Xc/Zlp5G+GOospBEr4YENXwxAAxS2y24BEEQhK5HBHZChzNHm0m7Jh7TuEFoAxZCLPGY4oz8uOt67J4iRsS7WDDoMiZuMpHvVjqWGVVtr3xVSyD7mtqamWPNOMocyM2S2Ny17v0eV4RJi2pjSYvtqtwawqqcqAzt/7hU+STeLWw6DoMK/qxVc0NsP9YUzuKk5Afa7qXbTtF79WqNPUy9WwVBEIRjhwjshIPi9/qpza8lf2U+NXtq6Da6G+Gp4YQm7bufaQO1Sscu6TNK3RvBLaGtMuMN2FFLBrqFjKYCA66Ast5BRqlXZ/MEcOLFVVLHnmV7qCuto8e5fXF3j8AcF0JYShg6q44TvrkC24Yillz6eWNwlzA0DqpdTd0wKutXM0TUt6/wBVD9kdfm8apW5MGobkoB5gNU5oFHcgx8XKZEopdE+ZgRX4lZ7eOmrO580f8ZZLmWWnceVl0iktTxa5nctW5sRTayf8vG6/TSc2JPQrqFBOUfCsECMmS7IETdFExnO5WV2gmitIwgCEeZCOyEdvP7/OT9mccnZ32Cz9W05DKqXxQX/e8ijJFGQrvtO8Az66I5red/+DnrTiqc2/EG7IDElLQ5VNCX8RtV1Pnh+4FKvbobdsLpW1SsHaLFW+tj/q3z6XZGL8rPHcLFa1Q8013L5YuvIccF44tCOLuHgVs/v5Qll37OwMsHYsmqghW5cPkg5Zv5zdXKgdw6SgnuZBnc+1g+6va1exmrUQVnR0jMLYanU1zcEJPPH7nPUOgr5+O0twlXm1hdOJPsqiVMSZtDhDG1Q4M7Z7WTjPczWPSvRUHbB1w6gLNeO6tdC0WOFwEZMuxKt5PLY+DZnlDjg1MzIMUA/+svgjtBEI4uEdgJbbIX26nWadHWubDoNZhjzJR5wFfr4dNzPg0K6gDK/y5n6eNLiR4QzfAbhxOaHBzcZTuVadPk+kEzd8CNy1fd7B4yLm8NbrUyUvdZf3guV6afUeb9PircMrxQILHbH8kLC6/CmV/DbKcenwz35ajYEhPC95USNT5Y4tbx4NB4Jr85ibSTkjG+tVb5VvZuVEbuiu3KwVQ5Idyg9L0dlQhby1r/YQyJA0v75jYtGjgz3MfmEeB0/IrLG0Glcyd+2cX6PTcTbkglt3YZAAW21Vj1CejUHRdMVe+ubhHUAWz9fCupZ6cy5OohHXYsx4paP/xcCXY/zCmCci+stUGeW/n/Cq8I7ARBOLpEHTuhBZ/Lx54Ve9iRVcP1uzUstan57fk/yS1y8GyuzMe1Wgbde3Krj93xww7ih8Wz5s01+L1NeW/ZTjhtI5y9CfJdUOnK5+fMm6nzFqOWDITquwOwcPftJFaV8Gt3B6VumT9qJd4tUbGsKsAf1TIflEgss6vZFB9N8Y87uDl7N5dYlQrAH5UqQV2sDpb09dIjr4Kh1S4sW0rhvD7KgWwvbwrqbhsFyaFNSXupERBrbvmmTFo4tYeyGqKdJLmcrXsuZUP+Y+ys+ImzUl9FLRmweQobg7oRCbeSFjmlQ4O6gD/AmrfWtLn/z+f/pK60rsOO51gRpoGbEuBR5deVb8qVoM6kUnoV9xMz2IIgHGUisBNaqMyqZMfyfD4Kj+Vnu5rLSy3Y/nECzxWreTVf4t5cDfrpI+g2pluLx8p+mYA/QMbcjMbAwC8rvV3z3LDNodRWK/Io91dLBk5LfYdJvWcTax4CgNfhYclpc+n92xbuDVW6TswtVfFRqRKAPRjmJPGHjWz/bAtbn1rCHeGeoGM4P1ImocKO5YttSHtqYE0hDIuH5osfYi2QYFVG6hqEG+GO0XB2qpJLZ9LCiUlw34lwkDlnWpWJflEXEmboyajE2wg39CLK1Ldxv0rS0DtiMgbNgeUmHi4BXwBbQdvdNOrK6oICc6FJhBaui1f+NmgwOkRZmXwQsb8gCMJhJS5DQhCvw8sfz/3BumeXcWVNGcNMAQLAlaUW3qpR5pjuTgig+mU7+SvzWzzemmDFY/MEBQVqCUZZ4ed00ErwZy2cvqUbaYlvc1rqHCKNfbHoojgx4XEm9X4Lc0gosi/A79d8zQ1GR1AR3+4GuEbnYPW/FxIzKIaBn13OOYXBo2zvFEnM9pupmtxXCc6uHQJvroHmU8eFNvh0M9QG96wl3AiTesP9J8HDJ8PFAyC6laW4B0ivCSEtcgrn9H4bjUrP6sKZlNRlNO4PyD5+3Hk9te6Cg3r+9pIDMrUFtdiL7Jz80MnEDo5t9X4p41MwhLavvMvxIssJJ29Q/mBpsKQaHtytLJgRBEE4mkRgJwRx29zkr8zHY/fwy5kfMC/BgaHZb8nYELg/IUDB55taffxJ95/EutnrGHDJAEyRTaNcerUyTZViUGqtFXlg+s5u6HX9MGuUkbTqUg8JlhGEJIRx5qtnMv6Ti3mqzkJ+s0ole1zwrMvKKf+9iGH/dwZPOKyN0687RsEVMcq37aOlOmxjk+Ghk2B3FRTVT7/ePgouG6g82cYSyLcpCyeaU6uU1bNhRqVg3iHSa0IwaSOxeYrYWfEjoEy/npv2QeO07Layz/H4juzUp73Ezuo3VjN7+Gxe6/Ea31z5DcNuGMa4R8cF3U+lVTHusXHo2plTeDyo8cGreZBbP/26ehg8Vj8tO6dIGZUWBEE4msTiCSGIxqDB2s1KZWYlI18+mxfLtLiadf9aWQurXWqmfH4Jq59ZyvrZ6/E6vISlhHHivSdSsauCqqwqLvzkQjTNpj4L3TBtG1wcZeOGOBeXbo9gtU3NM3s8PJtiQ682I8syUv3IWLfxKSyuUPPf3Upg9e9QF+jVvFCq5YNaHaNH9Sbm+Z95/lYrj0VE83xPmTSTipd7gUGSuS7cR4JGBosJTugGNjcMjVfy6FLClNUZkgQ9wg56NK69wg09mNjjOWrdefSNuhCd2szktHf4u+wr0mOvRqdpJb/vMHHXuln25DLWvNmUV1edU82C2xZw6jOn0vuc3uz6aReJoxOZ9MYkInu33aXjeBaqgYdTlEUUtyXCUIsyBauSIN0MfUWOnSAIR5kky3sPV3R9Xq+XTZuCR5zS09PRakWJfoDdv+5m6+97WHP5iTxVpozaXGP1sMmvYb1DhQr4YxiMMPioza3FUeGgclclWz7bQnT/aEbcMiKoy4NfVprR/1lt40zjj2SVzuL0XrOZXdaLc0PWsTHvLib2+A9aZw8S47s3Pq7EA7fskBlslrkxzIvWqGVmsYrtdTIvJ/kwldnQhehwh1uIbHbqyj0yYV4fGnOzjdVOMOuacuqcXqVAnqljz7nX7yAg+9BrQgBlKtbjtx+2IsVtqdhVwRt93lDe8150Vh03rr0RSS1hCDXst4ZdZmYmqampR+hIjw3lHmUhRUNOXaVXqWNnPvQB3sNGnKdjgzhPx4ajeZ7aG7OIETuhhbhhcZT9XcZk2c57ugguMrq4IGMniWekMq3ISIxOorseNDoNEakRRKRGEJ4aTs8zemIMN6LWBn+7qSU4KQRGmj38uutjfAEnv2TdyDnR08jI/YB4y3A2FL3LhKQXgKaZ0VgdvNVHQitJhGv0SBL8sxv4AhKxei2ERgCw91rSKJ0Eur1+4cOMwbeNRyeI16qDgyaVpDniQR1AzZ6aVoM6AI/Ng6fOQ/zQ+CN+HF1F1F6z1BHib0JBEDoJEdgJLZgiTAy5ZgjOCicrEjwEqlxEjEvCEq7l2ygJNRBfv6DBXmynOKOYtW+vRfbLDLthGAkjErAmWIOeM1QLNimSSb3fZv4upczJppL3GJjwOKWqUxkTIlFZWIzKoEz3djdAT4MS3BW5leT0UVaCRuaEA6ez7jtfTqMXlwJBEISuQFzNhVbprXr0Vj1hABFNQUHzAie2IhvfX/c9mQsyG7ft/HEnSSclMfXzqYQkhAQ9p1UDPlUsg2Ov4s/85+kf/yif1JzKrCIz9yfL3B6TwLwyuG4HnBEOr6VCuBb+sR0WVsHH/eDcSOV5hPaxJloxx5hbrU0XNyQOU7RIDhMEQegKxKpY4aDlr8wPCuoa5K3IY/fPu1ts9/ndFNnW8lf+SwBIkrqxZMRzuRJTthu4body2w9srlOKGi+sqt8mtzmbKOxHSEIIl31/GVpz8JCnKdrEhZ9eiDn6yC3cEARBEDqOGPsQDorb5mb166vb3L/6jdWknZsWVPLEJztZnPMgMn4ijX3pG9qP61Sr8TOKOcVm1tuV+50VDjcnwiVbwVMfyX3QFy6IEqN1B0tSSSSMSOCWzbeQuzyX0i2lJI5OJGFkAmHJYUf78IRjWECGXU4IUTelaOzdPlAQhI4jviaFgyIHZPzutjsT+Nw+5EDw+JpObWVS6luszH+ZCT2exqKLxS9FMNAV/DxpJqj2NQV1AKlGgurpCe2nUqsI7xEetGJZEA5FQFZG1sdlwIkh8F5fcPqVkXa9Chami+BOEDqa+KoUDooh1ED6Velt7h80bRDGiOCVqCpJTaQpjdN7Po9FF0utD36qCuefu5VcPGv9YtqZBbC6Fp7t0bRt4kZYbQNvgMNm7+fyHMbnFoTjgcMPm+xK4eb5lXDpVjh1I+x2QbZLKVkkCELHEoGdcNB6T+pNRO+IFttDuoUw6IpBqNQtf71UkhqDVhkxcgbg4xJl+1kRkDnSx60Jyu3fquH8KNg6UhmtcwfgpwqwHab2pSUeeLeo6Yun0guflBDU5UIQhH2zaOC8KHivj3J7WQ3kuJTR9cWDlQLOgiB0LDEVKxy00KRQrvr1KjI+zCDj/QwC/gDpV6Yz/KbhhHUP2+/jY3XwUT94uxBuToDavBweT0klUQ+TI6GbXsmp+yUdviyDa+MOT72wEg/8cxd8XgYramBmb3irAB7JgZEW+HYQJOj3+zSCIAAhGjgtXCnOXFf/h1dvI/QyNhVwFgSh44jATjgkocmhnPzgyQy/YTiyLGOKMrUoULwv8Xq4LxlMasgEonXwz0Sly5ep/mlSjDAjsen2odJJMDJECew+LYWlNVBQP1I3yALajukwJghdQrZTyamrazaavrkOrtmujOTFiz+SBKFDicDuCKrzgbnZT9jpB+ORbDnk8Qc3rff4lBZaB9gL1eEPDp4cPjAdwG+ISq3CEnfwcy57B2zmVl7zcAV1Dn99bbw4JfG7yANvFCj7psfCcz2V4LKzcXjLUUlaDJpQAJzeSmRkTFrR01U4eur88FmpklPXMP36t0OpRbmwEnY6RWAnCB1NDJQfIVlOmFus5G6BMiL0Qt4RTCa2e2DZHqhwKLddXthUCkX2ph5d+1DqgRfzmnLMqrzwYQlkOo7Q8R4FOU54s1Dp8ykD48JAp4IP+yqjdK4AdMb1E3WeMhZnP8j28m9w+WpweitZV/Q2K/NfwemtPNqHJxzHzGq4IR7uS1KCupFWmBqtjNT9rz8MFzl2gtDhxIjdEZDnggkZkOdWynbcmABTt8BKG2x3KB0VDuuoUJ0HFmfDwkxYvgfuHAM7K+DDjUqT+3+Phdi2r7BlHrgnCz4qgR/L4Yd0+LAI7suGRD38OfTYL1lQ4IbTNikBd6kHbk1Q3vPyGjgzHN7vC9P/Bo0Er6Qq+X+dgT/gIbNqAUX2dRTZ1xGQvdR5Stle8TUAPcJOpXvYOFRSJ+o+LxxXonRwb7JSx06jghAVXBQNapTFFYIgdCwxYncE6FVwen2psEdyoPcqJaiTgEuilb9yD+8LaqB/tHJVLXPAU8uUoA6geygY9n11taiV41IBa+yQtkoJ6gAmhHaN+nF6Cc6pX8D7Qh4MXqsEdQDT48BS/x5zXTR2w+gM1CodaRGTSQ0/B4B1RW83BnVD464n3jpcBHXCURehDV4oEaoRQZ0gHC1d4Cu784nRwf/1hMtjlNu19UnFX/SHMyIOX75YI40KUsLgjtHKbZdP+W+vcLhqMITue7jNqIaJ4fDVwODjvSgKXkpV3s+xLkoHj3SH6+OU2w3v8f0+cF6kMi37v37wxYDOtyLWqI3ghKR/oVeHNW4LN/RkYMy0xpw7QRAEQQAR2B0xXhl2O4O3bXUoeVxHhM8P5XslxNW4wXdgL+gKwPa9+sPnuIK7PxzrPDJk7nVOttUp7z1cq+QGdbagDsDprWJNwSzc/urGbVWu3Y05d4IgCILQQAR2R0CBW8mpW2VTfsBD6tPbHs+BWQVQ4T3ML+j0QkYJ/Ld++jXeoozilTtg5qqmBRVtqPTCnEJ4oH76dbBFOe51drhgc9co2lvoVnLofq+PgxoKp76Yr0zNlns6Z80tf8DDrsqf2F7xFQDpsVeRGj4JgDWFr1NsX09APkxVmwVBEIRjnsiCOELUkhIcfT0ATgyF+3bD+8XK6svDXiZNkkBV/6z9ouDqIVBWB6+tOuBSJw0Pnx4LL/eClbVw3hblfXSFsm4SSjI3wKf94MwIeCJHaV+mkei0b1Kt0tEr/Ayyq34lMWQ0A2OmIct+QMInO4gxp4scO0EQBKGRCOyOgEQ9fD4AdjlgVIiSU/d/PZWpvtEhh6d7QhCDBtJjlRy7eAuE6JXVsHePAaseIk37fHiEFq6LhwFmGG5V8tEmhsOSIUr1+MROOD3ZXvF6+LAfbHPAaKuS2P1IdyXAGx0CkYf7nBxGZl0Mp/d6MaiO3Zhud4o6doIgCEILIrA7QhL1kKBrGjCL0Sn9UA9wAK39DBroE9n0AhoVdA874BcM1wYfn1ENJ4ceweM9CuL1ENfsnETp4OwjeU4OI5M2Kui2UduyR68gCIIgdMKsoq5j74DhiAcQh/iCHX68R8Hx8B4FQRCE45cI7ARBEARBELoIEdgJgiAIgiB0ESKwEwRBEARB6CJEYCcIgiAIgtBFiMBOEARBEAShixCBnSAIgiAIQhchAjtBEARBEIQuQgR2giAIgiAIXYQI7ARBEARBELqI47KlmCzLLbb5fL6jcCRCc4FAAK/Xe7QPQ9gPcZ6ODeI8HRvEeTo2HM3z1Fp80loc00CS97W3i3I6nWzbtu1oH4YgCIIgCEK79e/fH6PR2Oo+MRUrCIIgCILQRYjAThAEQRAEoYsQgZ0gCIIgCEIXcVzm2AUCAdxud9A2tVqNJElH6YgEQRAEQRBakmUZv98ftE2v16NStT42d1wGdoIgCIIgCF2RmIoVBEEQBEHoIkRgJ3S4jRs30r9/f/78888W+woLC7n33ns56aSTGDx4MJdccgm//fbbUTjK49eOHTu44447GDNmDAMHDmTChAk8/fTT1NbWBt1v165d3HrrrZxwwgkMHTqUq6++mnXr1h2loz7+5Obmcvfdd3PyySczZMgQLr74Yn744YcW9xPnqXPw+/1MmzaNPn36tKhLJq57R98DDzxAnz59Wv339ddfN97vWPg8ialYoUPl5ORw5ZVXUlZWxty5cxk7dmzjvrKyMi699FKqq6uZPn06sbGxzJs3j61bt/Liiy8yZcqUo3jkx4fdu3dz0UUXodFomDZtGvHx8WRkZPDdd9/Rq1cvPv/8c8xmM1lZWVx22WXo9XqmTZuG2Wzmk08+obCwkPfff59Ro0Yd7bfSpRUUFHDRRRfh9/uZPn06kZGRzJ8/n7Vr13LXXXdx8803A4jz1InMmjWLmTNnArB161Y0GqU/gLjudQ4XXHABNpuN22+/vcW+YcOGkZSUdOx8nmRB6CCLFi2SR44cKaelpclpaWnyH3/8EbT/0UcfldPS0uS1a9c2bnM6nfLkyZPl0aNHy3V1dR19yMeda6+9Vh4wYICcmZkZtP3DDz+U09LS5LfffluWZVm+7rrr5EGDBsm5ubmN96moqJDHjh0rT5o0qUOP+Xh09913y3369JEzMjIat/l8Pvn888+XBw0aJFdXV8uyLM5TZ7Fx40a5f//+8sCBA+W0tDTZ6/U27hPXvaPP6/XKAwcOlO++++593u9Y+TyJqVihQ9x4443cdtttREdHM3ny5Bb7/X4/33//PYMHD2b48OGN2w0GA9OnT6eqqorff/+9A4/4+ON2u1mzZg0jRoygV69eQfvOP/98AFavXk15eTnLly9n4sSJJCUlNd4nIiKCqVOnkpmZycaNGzvy0I87KpWKCRMmMHjw4MZtarWaMWPG4Ha7ycrKEuepk6irq+Oee+5pnDJvTlz3Oofs7Gw8Hg9paWlt3udY+jyJwE7oELt37+buu+/mm2++ISUlpcX+Xbt24XA4gr6oGqSnpwN0mg9NV6XVapk/fz5PPPFEi33l5eWAEjw0nAdxro6eF154gbfeeqvF9m3btqFSqUhISBDnqZN45plnsNlsPP300y32iete57B9+3YAevfuDShtR/cuL3IsfZ40R/sAhOPD/Pnz0el0be4vKSkBID4+vsW+uLg4APLz84/MwQmAMgrU/C/R5ubMmQPA6NGjKS4uBsS56ixsNhs5OTl8/PHHrFy5kiuvvJK4uLjG5Htxno6eRYsW8dVXXzFr1iyioqJa7BfXvc6hIbBbunQpTz31FIWFhWi1Wk455RTuv/9+kpOTj6nrngjshA6xr6AOlC8nAJPJ1GJfQ6Njp9N5+A9M2K+vv/6ar7/+mvj4eC699FI++eQToPVzZTAYAHGuOtK///1vlixZAiijCTNmzADAbrcD4jwdLSUlJTzyyCNMnTqV0047rdX7iOte57Bjxw4AMjIyuPXWWwkLC2P9+vV89NFHrF+/ni+//PKY+jyJwE7oFOR9LM5u2Cc6g3S8efPm8eijj2IymZg5cyYWi2Wf56qBOFcd5+KLL2bq1Kls3ryZDz74gPPOO49PPvlEnKejSJZl7rvvPqxWKw8++OA+77e/feIcHXmTJ08mPT2dm2++uXEQ4vTTT2fo0KHcfvvtvPTSS/Tt23e/z9NZzpUI7IROwWw2A+ByuVrsa/grKCQkpEOP6Xg3c+ZMZs2ahcVi4Z133mnMIxHnqnOZOHEiAKeddhqDBg1ixowZvP76643nS5ynjjd37lxWrlzJrFmzcLvdjS0svV4vANXV1Wi1WvFZ6iQaFoft7YwzziA+Pp4VK1Y0Lm45Fs6VCOyETqFbt24AjXkMzTXkoTTkMQhHltfr5eGHH+bbb78lJiaGOXPmBP21uq9zta88FOHImzhxIhaLhS1btjBp0iRAnKejYcmSJciyzK233trq/hNPPJHExETefvttQFz3OrPIyEhKS0uPqeueCOyETqFnz55YrVY2bdrUYl/DSqNhw4Z19GEdd/x+P3fffTeLFi0iLS2N2bNnt7hYDRo0CJVK1eq5atg2dOjQDjne41F5eTlXXHEFAwcO5KWXXgra5/V6cbvdGI1GcZ6Oovvuu69FpxaA5557jh07dvDee+9hNBrFda8TKC8v59prr6VHjx6NBaQbeL1e9uzZQ1JS0jH1eRLlToROQaPRMGnSJNavX8/69esbt7tcLj7++GOioqI45ZRTjuIRHh9effVVFi1aRHp6Op988kmrf4FGRUUxduxYFi1aRF5eXuP2yspKvvrqK/r27Uv//v078rCPK1FRUUiSxC+//EJmZmbQvvfffx+v18tpp50mztNRNHDgQMaOHdviX2hoKABjxoxh+PDh4rrXCURGRuLxeFi8eDF///130L533nkHm83GRRdddEx9nkRLMaHDvf7667zxxhutthS74IILcDqdXHvttURERDBv3jy2bdvGyy+/3Di1JBwZeXl5nHXWWY2jdrGxsS3uExkZyUknncTOnTu59NJLMZvNXHPNNeh0usbWOnPnzmXEiBFH4R0cP1atWsX111+PxWLhiiuuIDw8nFWrVvHzzz8zbNgwPvjgA/R6vThPncz06dNZvXp1i5Zi4rp3dP3111/ccMMNGI1Gpk2bRkxMDCtXrmTRokWMHj2ad999F51Od8x8nkRgJ3S4tgI7UIKLl156iT///BOv10ufPn245ZZbGDdu3FE62uPHp59+2mpx4uaGDRvG//73PwD+/vtvXn75ZdatW4dKpWLgwIHceeedLarrC0fG1q1beeONN1izZg0ul4ukpCSmTJnC9ddfH1ReSJynzqO1wA7Eda8z2Lx5M7NmzWLdunU4nU6SkpI499xzue666465z5MI7ARBEARBELoIkWMnCIIgCILQRYjAThAEQRAEoYsQgZ0gCIIgCEIXIQI7QRAEQRCELkIEdoIgCIIgCF2ECOwEQRAEQRC6CBHYCYIgCIIgdBEisBMEQRAEQegiRGAnCIIgCILQRYjAThAEQQDgyiuvZObMmUf7MARBOASipZggCF1KIBBApRJ/sx6orKws3nzzTdauXUtxcTEqlYqePXsyefJkrrnmGoxG49E+REEQ2kFc/QRBOKJef/11+vTp065/06dPb/freDwe5syZw/PPP3/Ix/z111/Tp08frrnmmnbdv7V/Q4cO5fTTT+ehhx4iKyur1cc33Le4uLhx2/Tp0+nTpw/fffdd47aGn+VDDz3U7ve0fv16BgwYwPz58xu3LV++nPPOO48ff/wRg8FAZGQkiYmJFBYW8uqrr3LllVficrmCnue6665j6tSpeDyedh+DIAhHnuZoH4AgCF1bnz59mDJlSovtP/zwAwBjx44lMjIyaF+vXr3a/Tpz5sxh5syZTJ069eAO9DAwmUxMnDix8bYsyzidTrKyspg3bx7fffcds2fPZuzYsR16XDabjbvuuosTTjiBSZMmAUog/MADD+D1ernhhhv417/+xVVXXcWoUaO4+OKLmTZtGlu2bOHdd9/ltttua3yuxx57jMmTJ/PSSy/xwAMPdOj7EARh/0RgJwjCEXXGGWdwxhlntNjeENjdfPPNjB49+pBfJxAIHPJzHKrw8HBefPHFVve99957PP/889x333389ttv6HS6xn0No2hRUVFH5Lief/55ysrKmDt3buO2devWUVZWRmxsLHfddReSJDXui4uL45ZbbuHhhx9m/vz5QYFdcnIyV111Fe+99x5nn302Q4YMOSLHLAjCwRFTsYIgCB3gH//4B7GxsZSWlrJ+/fqgfb169aJXr15oNIf/b+3t27czb948zjrrLHr27Nm4vaKiAoD4+HjUanWLx5199tn8+OOPfPvtty32/eMf/0Cr1fJ///d/h/14BUE4NGLEThCETsnlcvHf//6XhQsXkp2dTSAQICkpidNPP51rr72WkJCQxvv26dOn8f/nzZvHvHnzuOCCC3juuecaty9atIhvvvmGLVu2UFVVhVarJT4+nnHjxnHDDTcQERFxRN+PJEnExcVRUlKC3W4P2tdw/EuXLiUuLu6wvu6sWbMIBAJMmzYtaHvD6+zcuZOqqirCw8OD9lssFnr37t3qc0ZERHD22Wfz7bffsnz5ck4++eTDesyCIBw8MWInCEKnU1ZWxoUXXshLL73Enj17GDVqFCeeeCJlZWW8+eabnH/++eTk5DTef8qUKaSlpQHKVOGUKVMYOnRo4/6HHnqI22+/nWXLlpGSksLEiRPp168fOTk5vP/++1x++eU4nc4j+p7q6urYvXs3Wq2W9PT0I/paDSorK/ntt9+Iiopi+PDhQfuGDh1KUlISDoeDG2+8ke3bt7fruc8880wAvvjii8N2vIIgHDoxYicIQqdz1113kZWVxdixY3n11VcJDQ0FwOFw8OCDD7JgwQJmzJjBd999h0aj4cUXX+T1119n586djBo1imeeeabxuf744w/mzZtHSEgIn332WdDCjKysLC699FJycnJYsmRJ48KCw6Vh8cTOnTt5+eWXsdls3HbbbcTExBzW12nL8uXL8fv9jB49OiiHDkCtVvPaa69x0003sWnTJs477zw0Gg0ej4fu3bszbty4xp97a0aPHo1KpeLPP//E6/Wi1WqP9NsRBOEAiMBOEIROZcOGDaxZswar1cprr70WNOVqMpl4/vnn2bRpE5mZmSxatGi/wZjD4eDMM89k2LBhLVbb9urVi7Fjx/Lzzz+Tn59/yMdeUFAQNC28t6uvvprbb7/9kF/nQK1cuRKAfv36tbp/wIAB/PTTT3z88cf88MMPZGdnk5GRQUZGBkajkVtuuYUbb7yxRVAIYDabSU5OJicnh82bNzNs2LAj+l4EQTgwIrATBKFTaQhGxo0bFxTUNdDpdJx99tm8++67rFy5cr+B3emnn87pp58etM3v91NQUMC2bdvIy8sDOCx12fYudwJKrmBpaSnbtm3jww8/pKCggOeffx6z2XzIr7c/BQUFACQlJbV5n9DQUGbMmMGMGTO48sorsVgsACxZsoSXX34Zh8PBXXfd1epjk5KSyMnJobCwUAR2gtBJiMBOEIROpaSkBNh3MNKwr+G+++N0Ovnuu+9YvHgxWVlZFBcX4/P5ABpHow5HE559lTspKSnh1ltv5ddff+Xhhx/mlVdeOeTX25+Gla+tBcitkSSJAQMGcPvttzNv3jweeugh3nvvPa655poWiysArFYrAOXl5YfvoAVBOCRi8YQgCJ3KgQRYDTXr9Hr9fu+bk5PDWWedxWOPPcbKlSuJiYnhoosu4sEHH+TLL7/kggsuOORjPhCxsbE8/vjjgFK3riOCoYbgta0af16vl7q6ulb3TZ06lcTERLxeLxkZGa3ex+/3B72OIAhHnxixEwShU4mNjQVonCJtTW5uLkCLjhWteeqppyguLuaEE07gtddea7EgYPbs2YdwtO3TsHIXlGnSI1WQuEFYWBjQNHLX3DPPPMP//vc/rrrqKu699942H19QUNDmNHVlZWXQ6wiCcPSJETtBEDqVMWPGAEpNN5vN1mK/x+Nh0aJFAJxwwgmN21tL8AdYs2YNANdcc02LoK6uro5169YBHdO5Ijs7G1CONT4+/oi/XkNB4tamrCMjI/F6vSxevLjV915dXc3u3buDnmdvDc97MC3gBEE4MkRgJwhCpzJs2DCGDRuGzWbjzjvvpLa2tnGf0+nkgQceoKCggJSUFMaPH9+4r2Fatvn9gcbCw7/99lvQNG9lZSV33nln46iT2+0+Um8JUAKlJ598EoCTTz65Q0qeNNSuawhem7vgggvQ6XRkZ2fzwgsvBP1snE4nDz30EE6nkyFDhrRaqLisrIzc3FxMJhMDBgw4cm9CEIR2EVOxgiB0Oq+88grXXHMNK1asYMKECYwcORK1Ws26deuoqqoiMTGRWbNmBfVbbRhV+vXXX7n55psZMmQIN998MzfccANPPvkkX3zxBWvWrCEtLY2amhrWr1+Px+MhNTWVzMzMxgDvUFRVVXHPPfcEbZNlmaqqKtavX4/T6SQxMbEx1+5IO/XUU9Fqtaxduxa/3x/UOiw2NpannnqKBx98kPfff58lS5ZQW1tLeXk5n3/+OWVlZURFRQV172hu1apVAIwfPz7oPAiCcHSJwE4QhE4nLi6OefPm8dFHH/Hzzz+zcuVKJEkiOTmZq6++munTpzeW5Whw6qmnct111/Htt9+yYsUK6urquPnmm7niiiuIjY1l7ty5ZGVlsXjxYsLDwznllFO48sorsVqtXHTRRaxYsQKPx3NIQYrD4eCHH34I2qbVarFarQwYMIBx48Yxbdq0Fsd+pERERHDmmWfy448/snTpUk499dSg/eeffz4pKSnMnTuXVatWUVVVRVVVFVFRUVxyySXMmDGjzRZnP/30E0CLVmWCIBxdknw41vgLgiAInVJ2djaTJ09m9OjRvP/++/u87xVXXMGYMWP2W0Q5Ly+PM844g7Fjx/Lee+8dzsMVBOEQiRw7QRCELqxHjx5cdNFF/Pnnn/vtB6tSHdhXwn//+19kWW6zcLEgCEePGLETBEHo4mprazn//PNJTEzko48+OqTnysrK4rzzzttnmRRBEI4eMWInCILQxYWEhPDyyy+zYcMGvv/++0N6rqeffpr+/fuL0TpB6KTEiJ0gCIIgCEIXIUbsBEEQBEEQuggR2AmCIAiCIHQRIrATBEEQBEHoIkRgJwiCIAiC0EWIwE4QBEEQBKGLEIGdIAiCIAhCFyECO0EQBEEQhC5CBHaCIAiCIAhdxP8DQsQWJabc8I4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph=sns.scatterplot(data=tips,x='total_bill',y='tip',\n", + " style='time', hue='day',\n", + " palette=['purple','hotpink','deepskyblue','yellowgreen'])\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "f7e5bd97", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#relpot: allows exploration of specific levels within variables\n", + "daysplot=sns.relplot(data=tips,\n", + "x=\"total_bill\", #labels x title\n", + "y=\"tip\", #y title\n", + "hue=\"sex\", #colours each bill by gender of payer\n", + "col=\"day\", #each plot is sorted by date\n", + "kind=\"scatter\", #scatterplot\n", + "col_wrap=2) #2x2 figure" + ] + }, + { + "cell_type": "markdown", + "id": "ee96d82a", + "metadata": {}, + "source": [ + "## activity\n", + "\n", + "comparing data visualization: \n", + "viz 1 shows that female and male instructors are actually equally rated, with female profs rated higher however profs that are percieved as females are rated lower than male.\n", + "\n", + "viz 2 shows that male professors are talked about more for every discipline (does not elaborate if this is positive or negative language) compared to females" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c1dc3312", + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'plotly'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[3]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;66;03m#using plotly\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mplotly\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mgraph_objects\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mgo\u001b[39;00m\n\u001b[32m 4\u001b[39m \u001b[38;5;66;03m#x1=np.array(['Luffy','Zoro','Nami','Usopp','Sanji'])\u001b[39;00m\n\u001b[32m 5\u001b[39m \u001b[38;5;66;03m#y1=np.array([110,180,240,99,220])\u001b[39;00m\n", + "\u001b[31mModuleNotFoundError\u001b[39m: No module named 'plotly'" + ] + } + ], + "source": [ + "#using plotly\n", + "import plotly.graph_objects as go\n", + "\n", + "#x1=np.array(['Luffy','Zoro','Nami','Usopp','Sanji'])\n", + "#y1=np.array([110,180,240,99,220])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "527c9868", + "metadata": {}, + "outputs": [], + "source": [ + "#incomplete\n", + "graph=go.Figure()\n", + "graph.add_trace(go.Bar(x=x1,y=y1))\n", + "graph.update_layout(title='Pirate Scores',\n", + " xaxis_title='Pirates',\n", + " yaxis_title='Score')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f852f0fc", + "metadata": {}, + "outputs": [], + "source": [ + "#incomplete\n", + "graph=go.Figure()\n", + "graph.add_trace(go.Scatter(x=x1,y=y1, mode=markers))\n", + "graph.update_layout(title='Pirate Scores',\n", + " xaxis_title='Pirates',\n", + " yaxis_title='Score')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7bc3443b", + "metadata": {}, + "outputs": [], + "source": [ + "#qualitative viz\n", + "from wordcloud import WordCloud\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\",\n", + "on_bad_lines='skip')\n", + "print(df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "421562ee", + "metadata": {}, + "outputs": [], + "source": [ + "text=\" \".join(each for each in df.quote)\n", + "wordcloud=WordCloud(background_color='white',\n", + " colormap='inferno').generate(text)\n", + "\n", + "fig,ax=plt.subplots(figsize=(7,3))\n", + "ax.imshow(wordcloud,interpolation='bilinear')\n", + "ax.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f832f086", + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'matplotlib_venn'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[9]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mmatplotlib_venn\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m venn2, venn2_circles, venn2_unweighted\n\u001b[32m 2\u001b[39m A = \u001b[38;5;28mset\u001b[39m([\u001b[33m\"\u001b[39m\u001b[33mapple\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mbanana\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mwatermelon\u001b[39m\u001b[33m\"\u001b[39m])\n\u001b[32m 3\u001b[39m B = \u001b[38;5;28mset\u001b[39m([\u001b[33m\"\u001b[39m\u001b[33mpumpkin\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mblueberry\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mapple\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mkey lime\u001b[39m\u001b[33m\"\u001b[39m])\n", + "\u001b[31mModuleNotFoundError\u001b[39m: No module named 'matplotlib_venn'" + ] + } + ], + "source": [ + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "diagram=venn2_unweighted([A,B], set_labels=('Fruits','Pies',),\n", + " set_colors=('blue','red'),\n", + " alpha=0.5)\n", + "diagram.get_label_by_id('10').set_text('\\n'.join(A-B))\n", + "diagram.get_label_by_id('11').set_text('\\n'.join(A&B))\n", + "diagram.get_label_by_id('01').set_text('\\n'.join(B-A))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/pyproject.toml b/pyproject.toml index 39957ccc6..1616b6487 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -5,7 +5,14 @@ requires-python = ">=3.11" dependencies = [ "ipykernel>=6.30.1", "matplotlib>=3.10.6", + "matplotlib-venn>=1.1.2", + "nbformat>=5.10.4", "numpy>=2.3.3", "pandas>=2.3.2", "seaborn>=0.13.2", + "plotly>=6.5.2", + "requests>=2.32.5", + "scipy>=1.17.0", + "wordcloud>=1.9.5", ] + diff --git a/uv.lock b/uv.lock index 2106c5e0a..da80e0a6c 100644 --- a/uv.lock +++ b/uv.lock @@ -1,11 +1,208 @@ version = 1 -revision = 2 +revision = 3 requires-python = ">=3.11" resolution-markers 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+ "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Interactive Pirate Plot" + }, + "width": 500, + "xaxis": { + "title": { + "text": "Pirates" + } + }, + "yaxis": { + "title": { + "text": "Scores" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "#incomplete\n", - "graph=go.Figure()\n", - "graph.add_trace(go.Scatter(x=x1,y=y1, mode=markers))\n", - "graph.update_layout(title='Pirate Scores',\n", - " xaxis_title='Pirates',\n", - " yaxis_title='Score')" + "graph = go.Figure()\n", + "graph.add_trace(go.Scatter(x=x1, y=y1, mode='markers', marker=dict(\n", + "size=15, # point size\n", + "color='hotpink', # point colour\n", + "opacity=1, # point transparency/alpha\n", + "line=dict(width=5, color='purple') # point outline\n", + "# we want points for a scatter plot\n", + ")))\n", + "graph.update_layout(\n", + "title='Interactive Pirate Plot',\n", + "xaxis_title='Pirates',\n", + "yaxis_title='Scores',\n", + "width=500, height=500)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "7bc3443b", "metadata": {}, "outputs": [], @@ -1625,16 +3263,36 @@ "#qualitative viz\n", "from wordcloud import WordCloud\n", "df = pd.read_csv(\"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\",\n", - "on_bad_lines='skip')\n", - "print(df)" + "on_bad_lines='skip')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "421562ee", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(399.5), np.float64(199.5), np.float64(-0.5))" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "text=\" \".join(each for each in df.quote)\n", "wordcloud=WordCloud(background_color='white',\n", @@ -1647,33 +3305,43 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "f832f086", "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'matplotlib_venn'", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[9]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mmatplotlib_venn\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m venn2, venn2_circles, venn2_unweighted\n\u001b[32m 2\u001b[39m A = \u001b[38;5;28mset\u001b[39m([\u001b[33m\"\u001b[39m\u001b[33mapple\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mbanana\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mwatermelon\u001b[39m\u001b[33m\"\u001b[39m])\n\u001b[32m 3\u001b[39m B = \u001b[38;5;28mset\u001b[39m([\u001b[33m\"\u001b[39m\u001b[33mpumpkin\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mblueberry\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mapple\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mkey lime\u001b[39m\u001b[33m\"\u001b[39m])\n", - "\u001b[31mModuleNotFoundError\u001b[39m: No module named 'matplotlib_venn'" - ] - } - ], + "outputs": [], "source": [ "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "#defining sets\n", "A = set([\"apple\", \"banana\", \"watermelon\"])\n", "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/dianayang/Desktop/visualization/visualization-env/lib/python3.11/site-packages/matplotlib_venn/_util.py:32: UserWarning:\n", + "\n", + "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "diagram=venn2_unweighted([A,B], set_labels=('Fruits','Pies',),\n", " set_colors=('blue','red'),\n",