{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " \n", " \"Open\n", " \n", "
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\n", " 💡 Si el botó no funciona: Copia i enganxa aquesta URL al teu navegador:
\n", " \n", "https://colab.research.google.com/github/wisaaco/TallerPythonFEE/blob/main/notebooks/6_PandasVisualitzacions.ipynb\n", " \n", "

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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Unitat 6. Visualitzacions\n", "\n", "Pandas inclou una gran quantitat d'utilitats per a facilitar la representació gràfica d'un dataframe i de les seves sèries usant la llibreria Matplotlib.\n", "[Veure documentació](https://pandas.pydata.org/docs/user_guide/visualization.html).\n", "\n", "La visualització directa amb Pandas és simplement fantàstica, a causa del seu fàcil ús, per a interpretacions i informes varis. Encara que, no és prou versàtil per a controlar diversos \"criteris tècnics\", en aquest cas cal complementar-la amb matplotlib. Els gràfics de Pandes són una abstracció d'aquesta llibreria.\n", "\n", "D'altra banda, veurem alguns exemples de visualització amb una altra llibreria anomenada [Seaborn](https://seaborn.pydata.org/).\n", "\n", "Ara com ara, ens limitarem a parlar sobre els tipus bàsics de visualització i dels elements necessaris per facilitar la interpretació ((títols, tics als eixos, llegendes, selecció de colors, etc.)\n", "\n", "- Línies\n", "- Barres\n", "- Histogrames i *Boxplots\n", "- Scatter plots\n", " " ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Activitats d'escalfament." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "# GENERARAMOS UNOS DATOS FICTICIOS!!!\n", "data = {\n", " 'pais': ['Argentina', 'Brasil', 'Canadá', 'China', 'Alemania', 'India', 'Japón', 'México', 'Nigeria', 'Rusia'],\n", " 'continente': ['América del Sur', 'América del Sur', 'América del Norte', 'Asia', 'Europa', 'Asia', 'Asia', 'América del Norte', 'África', 'Europa'],\n", " 'poblacion': [45376763, 213823154, 38131104, 1395380000, 83149300, 1380004385, 126150000, 130222815, 206139587, 144096812],\n", " 'pib': [637.717, 2055.51, 1610.07, 16624.05, 4644.83, 2697.22, 4930.61, 1079.24, 514.049, 1630.03],\n", " 'contaminacion': [12.40, 9.69, 15.04, 7.57, 9.35, 17.70, 9.70, 14.87, 6.66, 11.14]\n", "}\n", "\n", "df = pd.DataFrame(data)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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contaminacion
continente
América del Norte14.955000
América del Sur11.045000
Asia11.656667
Europa10.245000
África6.660000
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" ], "text/plain": [ " contaminacion\n", "continente \n", "América del Norte 14.955000\n", "América del Sur 11.045000\n", "Asia 11.656667\n", "Europa 10.245000\n", "África 6.660000" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#6.0 ¿Cual es la contaminación media por continente?\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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poblacion
continente
Asia2901534385
América del Sur259199917
Europa227246112
África206139587
América del Norte168353919
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" ], "text/plain": [ " poblacion\n", "continente \n", "Asia 2901534385\n", "América del Sur 259199917\n", "Europa 227246112\n", "África 206139587\n", "América del Norte 168353919" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#6.1 ¿Que continente tiene mayor población?\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " pais continente poblacion pib contaminacion \\\n", "0 Argentina América del Sur 45376763 637.717 12.40 \n", "1 Brasil América del Sur 213823154 2055.510 9.69 \n", "2 Canadá América del Norte 38131104 1610.070 15.04 \n", "3 China Asia 1395380000 16624.050 7.57 \n", "4 Alemania Europa 83149300 4644.830 9.35 \n", "5 India Asia 1380004385 2697.220 17.70 \n", "6 Japón Asia 126150000 4930.610 9.70 \n", "7 México América del Norte 130222815 1079.240 14.87 \n", "8 Nigeria África 206139587 514.049 6.66 \n", "9 Rusia Europa 144096812 1630.030 11.14 \n", "\n", " miembro_onu \n", "0 Sí \n", "1 Sí \n", "2 No \n", "3 Sí \n", "4 Sí \n", "5 Sí \n", "6 Sí \n", "7 No \n", "8 No \n", "9 No \n" ] } ], "source": [ "# Algunos de esos paises están la ONU\n", "miembros_onu = ['Argentina', 'Brasil', 'China', 'Alemania', 'India', 'Japón' ] #Datos ficticios!\n", "df['miembro_onu'] = df['pais'].apply(lambda x: 'Sí' if x in miembros_onu else 'No')\n", "print(df)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pib
continentemiembro_onu
América del NorteNo1344.6550
América del Sur1346.6135
Asia8083.9600
EuropaNo1630.0300
4644.8300
ÁfricaNo514.0490
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" ], "text/plain": [ " pib\n", "continente miembro_onu \n", "América del Norte No 1344.6550\n", "América del Sur Sí 1346.6135\n", "Asia Sí 8083.9600\n", "Europa No 1630.0300\n", " Sí 4644.8300\n", "África No 514.0490" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "##6.2 ¿Cual es el PIB medio por continente y por membresía en la ONU?\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Plot method\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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temperaturavent
027E
133S
22N
3-2E
4-1W
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" ], "text/plain": [ " temperatura vent\n", "0 27 E\n", "1 33 S\n", "2 2 N\n", "3 -2 E\n", "4 -1 W" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "# Generació de dades\n", "\n", "np.random.seed(1)\n", "samples = 50\n", "\n", "df = pd.DataFrame({ \n", " \"temperatura\":np.random.randint(low=-10,high=50,size=samples),\n", " \"vent\":np.random.choice([\"N\",\"S\",\"E\",\"W\"],size=samples)})\n", "\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.temperatura.plot() # Quines difèrencies a les dos gràfiques n'hi ha entre un dataframe i una sèrie?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "no numeric data to plot", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[3], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mdf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvent\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m~/.pyenv/versions/my3110/lib/python3.11/site-packages/pandas/plotting/_core.py:1000\u001b[0m, in \u001b[0;36mPlotAccessor.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 997\u001b[0m label_name \u001b[38;5;241m=\u001b[39m label_kw \u001b[38;5;129;01mor\u001b[39;00m data\u001b[38;5;241m.\u001b[39mcolumns\n\u001b[1;32m 998\u001b[0m data\u001b[38;5;241m.\u001b[39mcolumns \u001b[38;5;241m=\u001b[39m label_name\n\u001b[0;32m-> 1000\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mplot_backend\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkind\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkind\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m~/.pyenv/versions/my3110/lib/python3.11/site-packages/pandas/plotting/_matplotlib/__init__.py:71\u001b[0m, in \u001b[0;36mplot\u001b[0;34m(data, kind, **kwargs)\u001b[0m\n\u001b[1;32m 69\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124max\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(ax, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mleft_ax\u001b[39m\u001b[38;5;124m\"\u001b[39m, ax)\n\u001b[1;32m 70\u001b[0m plot_obj \u001b[38;5;241m=\u001b[39m PLOT_CLASSES[kind](data, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m---> 71\u001b[0m \u001b[43mplot_obj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgenerate\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 72\u001b[0m plot_obj\u001b[38;5;241m.\u001b[39mdraw()\n\u001b[1;32m 73\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m plot_obj\u001b[38;5;241m.\u001b[39mresult\n", "File \u001b[0;32m~/.pyenv/versions/my3110/lib/python3.11/site-packages/pandas/plotting/_matplotlib/core.py:450\u001b[0m, in \u001b[0;36mMPLPlot.generate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 448\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mgenerate\u001b[39m(\u001b[38;5;28mself\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 449\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_args_adjust()\n\u001b[0;32m--> 450\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_compute_plot_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 451\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_setup_subplots()\n\u001b[1;32m 452\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_make_plot()\n", "File \u001b[0;32m~/.pyenv/versions/my3110/lib/python3.11/site-packages/pandas/plotting/_matplotlib/core.py:635\u001b[0m, in \u001b[0;36mMPLPlot._compute_plot_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 633\u001b[0m \u001b[38;5;66;03m# no non-numeric frames or series allowed\u001b[39;00m\n\u001b[1;32m 634\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_empty:\n\u001b[0;32m--> 635\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mno numeric data to plot\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 637\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata \u001b[38;5;241m=\u001b[39m numeric_data\u001b[38;5;241m.\u001b[39mapply(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_convert_to_ndarray)\n", "\u001b[0;31mTypeError\u001b[0m: no numeric data to plot" ] } ], "source": [ "df.vent.plot()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "vent\n", "E 11\n", "N 12\n", "S 13\n", "W 14\n", "dtype: int64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby([\"vent\"]).size()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.groupby([\"vent\"]).size().plot() #No té sentit el tipus .plot() per aquestes dades" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.groupby([\"vent\"]).size().plot(kind=\"bar\") #millor un de barres" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Matplotlib\n", "\n", "Pandas internament utilitza la llibreria on es defineixen els components d'un gràfic. Es diu `Matplotlib`" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt # !\n", "\n", "\n", "plt.plot(df.temperatura)\n", "plt.title(\"Temperatura \")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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FgY/tocCHIAiiQvn7u50AgH29IYtX4myo1OUsKPAhCIKoQEZiCWzafxQAMBCOWbwaZxOKyUpdJG62PRT4EARBVCCb9h3l2YmBEQp8SoFKXc6CAh+CIIgKZP3OHv7/A+F4gUcSxcgsdZFQ3O5Q4EMQBFGBbNjVy/+fMj6lQT4+zoICH4IgiApjYCSGtz/qk/5NGp+SyGhnj1HgY3co8CEIgqgwXt99BEkRaKrxAQCGownEKVOhmYxSF32OtocCH4IgiApj/a6Uvue849r4bYMjpPPRSkapi8TNtocCH4IgiApjw86Uvufsma2o9rkBkM6nFCjwcRYU+BAEQVQQ3YMR7OgcBAAsmt6MuoAXAHV2lYK81BVPikgmRQtXQxSDAh+CIIgKYuPuVLbnuLF1aKrxoa7KA4AyPqUgz/gApPOxOxT4EARBVBAb0v49Z0xvBgBZxocCH63IMz4ADSq1OxT4EARBVBDMv+f0GenApyod+FDGRzPZGR+adm9vKPAhCIKoEA4cCWH/kRDcLgGnTmUZn3SpizQ+mglnl7oo42NrKPAhCIKoEDamsz0nTahH0J8KeCjjUzrDWaUuCnzsDQU+BEEQFQLz7zljRgu/jTQ+pTMq40PiZltDgQ9BEEQFIIqipO+ZLgt8eFcXlbq0MhyhUpeToMCHIAiiAtjZNYTuwQj8HhfmTmrgt1PGpzSSSRHhWCrwqU2XDynwsTcU+BAEQVQA69Nt7AumNCHgdfPbSeNTGizoAYD66tRnSYGPvaHAhyAIogJgZa5Faf8eBjk3l4a8lb0+HURGSONjayjwIQiCKHMSSRGvph2b5cJmAOTcXCJM2Fztc8PvSV1SIzEKfOwMBT4EQRBlzvaD/RgYiaM24MGccXUZ95HGpzRYK3u1zw1fOvChri57Q4EPQRBEmcPKXAunNsPjzjztM43PcDSBOF2wVRPiGR8P/J6UdqoSNT7xRBLffWIb/rrtsNVLKQoFPgRBEGXOBu7f0zzqvtq0czMADFJLu2pCuTI+FRj4vL7nCH7/2n7c8r9vj/I1shsU+BAEQZQxkXgCb+w9AiDTv4fhdbtQ7UtlKkjnox6W8anKCHzsfeE3AuYDNRiJ41mbZ30cG/jceeedEAQBN910E79tZGQEy5cvR3NzM4LBIC6//HJ0dnZat0iCIAiL2bK/DyOxJFqCPsxsC+Z8DHV2aYdlfGp8HvjdlavxGZG19f/pjQMWrqQ4jgx83njjDdx333048cQTM26/+eab8fTTT+Oxxx7D2rVrcejQIXzmM5+xaJUEQRDWsyHt37NoegsEQcj5GOrs0k7ujE/lBT7ytv7X9x7Bru4hC1dTGMcFPkNDQ7j66qvx61//Go2Njfz2/v5+PPDAA7jrrrtwzjnnYN68eXjwwQexYcMGvPrqqxaumCAIwjqYsPmM6aP1PQzq7NIO07PUyAKfSAUGPnIjRwB41MZZH8cFPsuXL8dFF12EJUuWZNy+adMmxGKxjNuPPfZYTJo0CRs3bsz7epFIBAMDAxk/BGFn/u+tQ/j8/a+iezBi9VIqgme3HcZV929ER/+I1UtRzXAkjq0H+gCM9u+RQ+7N2mFzuqp8HvjclZvxCadLfmNq/QCAxzd/ZNvPwVGBzyOPPILNmzdj5cqVo+7r6OiAz+dDQ0NDxu1tbW3o6OjI+5orV65EfX09/5k4caLeyyYIXfndq/uwcXcvXvmw2+qlVAR/fH0/Xt19BOsc+Hm/vucI4kkRExqrMLGpOu/j6tKdXaTxUU8oJnV1+b2Vm/Fhpa7zj29Da60fPUNRvPS+PTW2jgl8Dhw4gG9961v4/e9/j0AgoNvr3nrrrejv7+c/Bw7YNz1HEIBUjhiK0EXKDIbTn/NIzHmdOryNPUc3lxyW8RmkjI9qQhFZqcud9vGpQHEzH9Qa8OKz8yYAAB6xabnLMYHPpk2b0NXVhVNOOQUejwcejwdr167F3XffDY/Hg7a2NkSjUfT19WU8r7OzE+3t7Xlf1+/3o66uLuOHIOwMBT7mwnayThxDsH5nSt9zeg7/Hjlc40M+PqqRxM2eihY389EdXjeumJ+qnKz9oBuH+sJWLisnjgl8zj33XGzbtg1bt27lP/Pnz8fVV1/N/9/r9eLFF1/kz9mxYwf279+PRYsWWbhygtAXdnEaoouUKbCdrNMyPkeHo3j3cEqzmD2YNBve1UXiZtWE06WuGn9ld3Wx70mVz42pLTU4bVoTRBF47M2PLF7ZaDzFH2IPamtrMWfOnIzbampq0NzczG+/9tprsWLFCjQ1NaGurg433ngjFi1ahNNOO82KJROE7sQTSZ7pGaaMjymwHf2Iw0zpNqaHks5sC2JMbWF5gJTxocBHLVzc7HVDEFIBTyUGPvK2fgC4asEkvLr7CB598wBuOGcG3K7cVgpW4JiMjxJ+/vOf41Of+hQuv/xynH322Whvb8ef//xnq5dFELohL28NRZx1IXYqYYeWupi+J5dbcza8q4vEzarh7ex+ycAw4rAgWQ9YRrTKmwp8PjGnHXUBDw72hbE+7SVlFxyT8cnFyy+/nPHvQCCAVatWYdWqVdYsiCAMRj5LaShCu3OjEUWRT992WsZny/4+AMCpU5uKPpYyPtphx0eVz80zPZUobpaGtaYCn4DXjU/PHY+HN+7Dn948gLNntlq5vAzKKuNDEOVOv0yDMUwZH8OJxJMQxdT/jzgo4xOJJ/BB5yAA4ITx9UUfTxof7chFvRWt8Ul/DoF0xgcArlwwCQDw/DsdODIctWRduaDAhyAchHxHTl1dxiO34XeSN8uHnUOIJUTUV3kxobGq6OOpq0s7LONT4/fAX8mBT4xlfKRC0uxxdThxQj1iCRF/3mwfkTMFPgThIOQaDAp8jIcNoASc1dW1/WA/AGDO+Lq887nkMI3PUCSOeAWWaUoh16wuJwXJehHOKnUxWGv7n944AJGlTy2GAh+CcBDyjA91dRlPWJbxcVTgcygd+IwrXuYCgNqAtEungFo5oijKZnXJRlZUYPDINgnyUhcAXHLyOAS8LnzYNYTNad2Z1VDgQxAOQq7BoAuU8Ti11LX9YMq/53gF+h4A8LpdfKdOnV3KiSaSiCdTWYxKn87ONHDZGZ+6gBcXnTAOAPCnN/abvq5cUOBDEA5CrsEYjsRtkzouVzICH4dkfOKJJN5LGxfOGafciZ46u9QjzwhWV3CpK55I8ixXVVbGBwCuOjVV7nr6rcO2GItCgQ9BOAh5xicpSoJCwhiYKy/gnK6uXd3DiMSTqPG5MaW5RvHzqLNLPcPpwMfndsHrdlWsuFl+HqryjQ585k9uxLTWGoRjCfzl7cNmLi0nFPgQhIPI3o1TuctY5Bkfp/j4MGHz8ePq4VLhlksZH/WEZR4+AKQhpZUW+KS/J4IAHvzJEQQBVy1IZX3sMLiUAh+CcBDZ+gua12UsmaUuZ1zMmLD5+PHqBi6Te7N6hmWT2QHA761McTNvZfe683YRfuaUCfC4BLx1oI+XYq2CAh+CcBDZu3EyMTSWkCyj5pSMzzsHmb5HmbCZwTq7KOOjnOz5VKyrK5EUkUhWjv4u+3PIRUvQj/NmtwFItbZbCQU+BOEgsvUXVOoyllDMWe3syaSId7RmfFipizQ+ipEms6eCRp+szFNJ5S75ZPZCXJkudz2x5aCl3ycKfAjCQbBZXWzSMQU+xhLOame3exfdviMhDEcT8HtcmNEaVPVcLm6m8qli5JPZgQoOfKKZn0M+zjqmFePqA5jSUoOugYgZS8uJo4eUEkSlwXbj7XUBHOwLk4mhwcg1PqKY0m74PYVP7lbChM3Hjq2Dx61uX0sZH/VkuxV7XAIEIXWsRBIJAF4LV2cePPDxFQ4p3C4Bz3zzLDTW+MxYVl4o40MQDiGRFDGYDnTGNQQAUMbHaOSBD2D/lnbJsVldmQuQiZtJ46MYNqerOl3qEgSB63ycIobXA1YSrvIWDymsDnoACnwIwjHIO7jG1qcGT1LGx1jC0czPN2JzgTMXNit0bJYjZXzomFJKSDaZncHdmyuos2uEZ76cUUSiwIcgHALbiVd53WisloZKEsaRnfGx8y5eFEXVM7rkSBofyvgohc/p8ksXfFYKrSSND5vTVUzjYxco8CEIh9Cf1l7UVXn4iZYCH2PJdsa2c2fXwb4w+kIxeFwCZrarEzYDpPHRwnCWgSGAinRvDqc3BMW6uuwCBT4E4RDYTrwu4OWBD5W6jGVUxsfGFzM2mHRmW60mAbak8aFjSilhKnUBkDlYU8aHIAg9YdqLuiovN5ujjI+xjBY32zfjw/x75qj072HUyY6peAVdtEuBzeqqlpW6mLi5sjI+md1tdocCH4JwCFLGx4MaH7tI2fdCXA6EssTNdu7qYq3sWoTNAFAbkFqvKaBWBst0yC/4vgosdbENQoAyPgRB6MkA1/hQqcssQrLp24C9u7q2H0qVuo7XIGwGUhdsVqqgzi5lMAPDXIGPnY8Vvcn2M7I7FPgQRIkkkyJe+bAbvUPGOpEy7UVdQFbqIj2GobATemNNKhti14xP18AIugcjcAnAcWNrNb8OdXapIxQb3cYtBcn2PFaMQOnICrtAgQ9BlMjG3b34pwdexw/+7x1Df88AdXWZiiiKvNTVWJ0yXbOrxoe1sU9vDZbkpUKdXepgpa4aeVeXt3JLXSRuJogK4WBfGABwKP1fo5B3dQX9qRPMcJQCH6OIxJNgA7Z54GPT8sX2EowL5ZB7szr4rC55qctdgV1dlPEhiMqClUPCUWMvivKurqA/bWA4Erf94EynIv97slKXXQ0MmbD5eA2jKuSwzi7S+CgjnKvUVYHiZtL4EESFwU5+RpdBMn18UieYeFKsKC2BmTD9hs/t4l10ds34vHOIMj5WwJoLKr2ri50DqauLICoEVt/OdvnVmwyNj2yHSZ1dxhCWufIy3YYdxc1HhqO83Dq75IwPaXyUkpBtOqor3bmZZnURRGXBMj3ZZnd6Myjr6nK5BH6yJYGzMbC/Z43PjUDaCdmOLcrMuHBKczUPXLQidXXRMVUMucdTTQ4Dw0rKxJKBIUFUGOwEaHipS+bjAwBB6uwyFN6p4nPzFL4dNT5M2Hx8iWUugDI+amBZDkGQsjxAZY6soCGlBFFhhKOpE1wsISJm0MkukRQxGGEZn1TAE+QmhvbLQpQDIe7K6+EXNju2s79TwkT2bEjjoxwpI+iBIAj89krT+CSTIi8BU1cXQVQI4ZiUcTHqwig3KmSjBSQvH7pIGUHOjI8NL2aSsLk0fQ8gz/hQFrEYuSazA+ADYu14rBiBXPBPGR+CqBDkbc9GtbSzHXiV1813lFKpy35ZiHIgJGvRDXjtmfEZHIlhT88wAO2jKuSQc7Ny8rVwV1rGR37Oo8CHICoEuajZqM6ufllHF4PmdRmL/MLGdvF2C3zeTWd7xjdUoanGV/LrkcZHOcN5OpkqzcCQnf/8HhdcLqHIo+0BBT424u2P+rBqzU5bdo4Q+ZFfDI0KfOQePgzm3kzzuoxBsuH38HZ2u5UvpMGkpZe5ALnGh46pYuSazA7IMz6VcR4fcVhHFwA4o+m+QvjXx7fhvcMDOG5sLc45ts3q5RAKCZlR6pK5NjOCAerqMhL5hY1pfOyW8Xkn7dhcqnEho052TMUTSXjctDfOR4hKXQCcN6cLoIyPbegZiuC9w6nd25FhSjM7CXmWx2iND7swAVTqMppQRqnLngaGbDipHsJmQBLOAxRQF2M4T+DDjhW7ZQeNwmlzugAKfGzDxl29/P/pQuYswiZofLI9fAAg6KOMj5GEZCd0qavLPhmfcDSBnV1DAPRpZQdS2Qq2c6fOrsKEZXYHcrjGp1ICnygFPoRGNsgCH7qQOYuwKRofybWZQaUuYwnLfFqkUpd9LmbvdQwgKQKttX6MqQvo9rrU2aUM5p81KuPjrSxxM3dt9jpHOUOBj03YsKuH/z9lfJyDKIrmlLqoq8t02OdaJWtnt1PGh+t7dBI2M6izSxn5xjT43Kl/V0rGh5WEA5TxIdTw0dEQ9vWG+L/pQuYcIvEkRFH6t7ldXeXn3Ly/N4TvPP42dnUPWb2UjAub1M5un4sZG1Whl7CZQe7NypAms2eVuipM3CxlfCjwIVQgL3MBZEjnJLIHk5ra1ZUOfAbLKFB+9M0DeOSNA3h4w16rl5LTwNBOGR8mbNbDuFAOE9CTxqcwxQwMK0bcnMfB2s5Q4GMDNuxMlbmYARllfJxDdobHzIxPOZa6+sJRAMDBo2GLVyIfWeHh09ljCRGJpFjoaaYQiSfwQecgAP06uhiU8VEGD4z9lW1gyGYVUuBDKEYURZ7xOefYMQCkGTCE/Qln/a2M7+qSTrLBMgx8Quls56H+EYtXkunjwwSrgD28fD7sHEIsIaK+yovxDVW6vjbX+JCJYUHYeTq7xMMzPjY4TswgFHPWZHaAAh/L2dU9hK7BCPweF846pgVAeV3Iyh2225H+bczJbrBAV1c5lbpYh1pHv40yPl43z/gA9ihhbD8o+ffIJ4PrAe/qInFzQfKVupiPT6VkfEbyfA52hgIfi2HZnvlTGtFc4wdQXmLVcieUnfExvKtrtI9PNJ5ErExOsmwXfTQUM+yzVIr8wuZyCbyEYYeMDzcu1FnfA8gzPhT4FGI4T6nLX2HiZt7VRRkfQinr0/qe06e3oIbNXiqjHXy5Y4bGJ5EUeVanNsO5WTrRlEuWUC7s7xiwrtwliiI3MGRdO5J7sw0Cn3RH1/E6d3QBMo2PjcXNu7qH8OUHX8fm/UctW0OxWV1JEYiXyYakEPna+u0MBT4WkkiK3LH59OnNkliVND6OITsrYcRFUT6EVB74eNwu3m00WCZ6DHkAd7jPunJXNJHkIubqdIDp5+7N1l/M9vQMAwBmtdXq/tpOyPj839ZDWLOjG4++ccCyNeQbWcECH6Ayyl1hmtVFqOHdQwMYGImj1u/BCePry7JLp9zJzvBkt7frAbsABbwu7ifDCJZZsJwR+FgocJYHtEy8yoJMqzM+0XgS/enS55hav+6v7wSNDwv0rdS3SaXQ3F1dQGWUu2hWl4GsXr0aJ554Iurq6lBXV4dFixbhr3/9K79/ZGQEy5cvR3NzM4LBIC6//HJ0dnZauOLirE+7NS+c1gSP28U1G7GEaCu/ECI/LNBxu1ICUyNKXewiJxc2M8otWB7KCHysy/iw3bzP7eITyu0yqPTIcKrl3+0SUF81+pgoFXac2TmLOJjeDFh13IuiyPV92Rkfj9uF9OmgIgIfms5uIBMmTMCdd96JTZs24c0338Q555yDSy+9FO+88w4A4Oabb8bTTz+Nxx57DGvXrsWhQ4fwmc98xuJVF2YDL3OlurkyNRsU+DgBtvtvrE5dLIwQ5HIPnxwXOW5iaOOLlFJEUbRRxme0KZtdBpX2DEUAAM01Prhc+nZ0AXKNj30zPixADll0nozEk2B2Trm0LZVkYpgv82VnHLPSiy++OOPfd9xxB1avXo1XX30VEyZMwAMPPIA//OEPOOeccwAADz74II477ji8+uqrOO2006xYckGi8STe2HMEAHDGjFTg43G74Pe4EIknMRyJc0NDwr6w3U5TjQ89Q1FDyiDctTkw+utaU0ZjK0Zi0sUEsDbwCeXQb9hlUGlvOuPTHNS/zAVIx9lgJI5EUuTZTDvBAh+rGkHkJe1cF3yf24WRWLIyAh9e6nJMHsU5GR85iUQCjzzyCIaHh7Fo0SJs2rQJsVgMS5Ys4Y859thjMWnSJGzcuLHga0UiEQwMDGT8mMGW/UcRjiXQEvRhZluQ315umo1yh33pWZBqpManUManHEpd2cf8IQvFzZJrsxT4+D32GFvRm874tASN2RjVykqqQzbNJDJzxWw7CbNg3ze/x5UzMPR5KmdQqVTqckwexVmBz7Zt2xAMBuH3+3HdddfhiSeewOzZs9HR0QGfz4eGhoaMx7e1taGjo6Pga65cuRL19fX8Z+LEiQa+AwlW5lo0vSXDgKzcNBvlDkvzMg8mIzQ+AwU0PuU0ryv7mLeynT2XOZ2U8bFPqcsIfB4X12vYtbNrKL0uq+YaFmvhriQTwxESNxvLrFmzsHXrVrz22mtYtmwZli5dinfffbek17z11lvR39/Pfw4cMKc9csMu5t/TnHE7C3xoUKkzYBfIxppUUGJIqYu5NlcVKnU5P/BhZQt20e2z0MSQl7pku1hpUKnFpa4hY0tdgHSs9dtU58M1PhZlfEJFdC2VYmJYSORtZ5yTmwLg8/kwY8YMAMC8efPwxhtv4Je//CWuvPJKRKNR9PX1ZWR9Ojs70d7eXvA1/X4//H7jTiC5CEXj2LK/DwBwRlrYzAimBc7lcCGrBEK81JU6hmIJEbFEEl63fnuKwhmf8jlemE6pvT6AroERDEcTONwfxrTWYJFn6k8ol7jZY5eMTyrwaTEy8Al40TkQsXHGhwU+CSSToiEi70KEIoUv9r4KCXyiCUmXRxkfk0gmk4hEIpg3bx68Xi9efPFFft+OHTuwf/9+LFq0yMIV5ub1PUcQT4oY31CFiU2ZAwbZDoLcm52BVOqSyg56l7sKa3zSrcdlcLyw4K3G70Z7fQCAdQLnXKUMv9ce7ey9w+lSl0EaH8De7s2JpMjtBgBp82EmucTvcnjgkyjvzL08I+ukdnbHZHxuvfVWfPKTn8SkSZMwODiIP/zhD3j55Zfxt7/9DfX19bj22muxYsUKNDU1oa6uDjfeeCMWLVpky44u5tZ8xozmUQMGy0msWgmE05OJ66u8cAkpm/qRaCJndkYrUldXLh+f8sn4sGC/xudBY7UPu7qHLQt8cpUymHmk9eJmlvExMPBJd3bZMeOTvSkMReL8vGkWfDJ7nlIXMzEs94wP2yB43YKuWW6jcUzg09XVhS996Us4fPgw6uvrceKJJ+Jvf/sbzjvvPADAz3/+c7hcLlx++eWIRCK44IILcM8991i86tww40LWxi6nnC5klUBY1v1T5XVjOJowMOMz+utaToEyew9Bv4d3yVk1tsLO7eySuNlIjY99vXyyA5+hSBxjTF5DvsnsjErx8XHigFLAQYHPAw88UPD+QCCAVatWYdWqVSatSBt9oSjeOZRqmV80rXnU/SRudhbyC2SVz6DAp5DGh3mu2LTtWA084+P3YGxDqgR82KLOrlwaDjsMKRVFUSZuNjLjw+Z12e+4GszKQhlhIVGMfJPZGZUS+BQLAO2Kc3JTZcKru3shisAxY4IYUxcYdX857eArAW7e5XXzXY/eJ+JB3tVVYGRFGfg+MXFzjd+NsUzjY1XGJ0eLbsAGQ0oHI3HeIm2ouNnG87qyvYWs0EPyyex5Mh2V0tUlP/85CQp8TGb9Tmkaey7K6UJWCchLXWzXM6Jz4CNlfAqVupyfIWSdVDU+jxT4WCVuzlnqsj7jw7I9Qb/H0PKCnSe0Zwv5rWhpz2VwKadSDAyl859jikcAKPAxHe7fk0PfA5SXL0slwL/4Xjff9ehZ6kokRX6iz5nx8ZVpqas+XeqyTNzM2tlHi5ut1Pgw12Yjy1yAvbu6Rmd8rOvqks9XlMPFzWVuYCi5NjsrlHDWah1OR/8IdnUPwyUAp+XQ9wByXxbn7+ArAantWdqB6xn4yE/ytTkyPuy2cgiU5eLmsQ2pjE9/OGbpjl5eypAMDK37bhrt2sywdcYnK/AJWXDsh4p1dVVIqWtEdv5zEhT4mAjL9swZX4/6HLt3QNrBk4+P/YnGk4in3buqvG6e9tZT48MuPAGvi2cc5LAMYTiWQEI+4dOBDHGNjwe1fg9q0p+nFVmfQiMrIhZmfHpMcG0GbK7xicSy/m3+uXK4iKi3UjQ+Tu3qosDHRNh8rtOn5y5zASRudhLyzE6GxkfHjE9/gY4uIDPV7vRgWW5gKAiC1NnVZ37gU2hI6YiFGZ9eE1ybAel4s2MJNbvUZUVXl/J29vLO3BebWWZXKPAxCVEUsWFn7vlccqop8HEM7OTndgnwugWp1GVAxieXvgdI6U6YnsDpxwwT9LPgXxI4m9/ZFc6RwrdDxoe5NhtpXgjY28cnW9xsxXE/HClS6qoUA0OmhaOMD5GLfb0hHOofgdctYMGUpryPYxofp+/eKwF+cfSmMhRGiJsl1+b8NfRyMb2Ui5sBWNrZlWvwIu/qskHGx3iNT1o0H4nbroTKslAsq2JFByxNZ08RduBkdoACH9Ngbs1zJzUWPEikdvYERNFeJxwiE3ZxDKT/nlUWZHwAuemlswMfubgZgKWdXbmcm/02GFLazbu6jC111cpKq9mlJath62lP+6BZ0QhSvJ29MgwMi30OdoUCH5Ng+p7saezZsItYIimW/ZfG6Yxk7frYf/XN+BTW+ABSoKAl8DnYF0bMJrvSYZm4GbCu1CWKYs5ZXQEbDCk1q53d53HxQN5unV3sOJcCHwu6umRz5XJRcV1dVOoiskkmxYzBpIWQf5GcXrood0IyDx9Ayvzom/FhHj75S11aBfFvf9SHM+58Cd95fJv2BeqEKIq8ZMG6uZi4ucPkjE80keTlnaocGR8rBau9w6lSV6vBGR9AOub6babzYSMr2tKBsRWlrlCRUlelBD6U8SHy0h+OYVZbLRqrvThxQkPBx7pdklaEvHzsTTjrS2+Mxqd4xkfrfLftB1Mz4949PKBxdfoRjiXAKrvZGZ9DJo+tkAeu+YaUWlGGjiWS6AuljgejS12Afb18mLi5rTb1GVhS6ooUmdVVIQaG2edAp+As1yGH0ljjwx+/fhriiSQ87uKxZo3fg3As4XjNRrmTLXC0SuPDBpUOqbxAdQ+myiZH0p1CVsKOdUGQPk8W+AyMxDEcifOAyGjYLtbrFuCVfV/9MnfaSDxpunfJ0XS2xyUADQWOB72wq3sz1/jUW1PqiieSPKDJV+LhGh8Ly6JmQLO6iKIoCXoAmXszzeuyNeGsUleVIRof1tVVIPDxSYJ4NTAX4CPDUcuF9Fzf4/NAEAQAKYEtK+OZKXDOLmEyAjIDSSv0d0zY3FTjh8slGP77WGeX3TI+LEhuS2t8zPbxCWX5d+WiYrq6aDo7oRfl0qVT7kj17dTfy5BSF8/4FGpn13a8sIxPLCGO8kYxG7l5oRyW9TFT5xPOIWwGUhkgFm9ELOjskswLjRU2M+zo5RNPJPn3jmV8zD5PsjKX2yXwACcbf4UMKSXnZkI3mMCZxM32Rkrzpr5GVUaIm5V0dfFSl7rjhWV8AOBI+qJqFdkePgx2cTtkYmdXLg8fABAEwdJBpZJ5ofH6HkCu8bHPeUiu52mrZRkfkwMfdnyk/btyUSniZprVRehGuRjSlTvZmYEqLn7VL/AZ5F1dhdrZtR0v3bLAh3ULWUW2hw9jXL35YytCBUzZrBxUys0LTcv42G9e12B6Tpff40J9deo7EUuIpv49uNVBnsnsgCzwKfNSV76ysN2hwMeGaO3SIcyFZXwCWRofXYeU8oyP/qWunkFZxsfiwGcojy8Ky/h0DJiX8WEBbS6PFnlnl9nwAaU1Zmd87BP4sOOkNuDJyMiFTDxX5vJ4yqZiRlaQczOhF2zXG6KMj63JdvfVW+OTSEram8IZH/WBTygazxBDW93ZlW1eyBjXwFraLRA35ziZWzmo1CzzQoYdu7pYBrQ24IXX7eKZFTN1PsN5SqFyKsW52ant7BT42BC+g6euLlszktXKyb78epW65Jqd2gIZHy0Ghj2DmRkeq0tdTDcxWtxsvolhPo0PYO2gUqbJMk3cbMeMz0hmSZRvEk3s7FLSyVQJ09mVtPXbFQp8bEgNTWh3BOwCmW1gGEuIuoyBYBecgNfFRbW50FLq6h7KDCTsKm4ea4m4uUDGxwAdl1JYcGqauNmWGp/MwIcFH2ZmfLK7OXNRCaWusIK2frtCgY8NkcSq5btbKAfC6V1/dsYndV/pf7t+BR1dgLZSV7fNMj75xM1sbMXgSNy0i1uuAaUMa0tdTNxsrsZn0EZdXWxcBetklDI+ZgY+maNVciH38bHaI8soWOZLEJC3rd+uOGu1FQL5+DiDcFZJxOd2cZ+XER1S70pcmwF5qUv575R3dAHWBz5DkdyC4qDfg9r0++swKesj/V3zi5vNLnWJoshLXc01levjMzQiiZsB6btnZnZcyXwqlqEVRSCeLNPARzagNF9bv12hwMeGaB06SZgL7+pKnwAFQdBV4Cy5Nhf2yOCl0WgcSYUnWdbRxUpJ1oubc2t8AGBsA5vSbo7Op1CLbsCijM9wNMGFsqaJm9PH3WAkzoe2Wg3v6kof8zUagv5SKTaZHZA0PkD5lrucOqAUoMDHlpCBoTPgJRHZBVLPsRWDCjM+bPcripl2+oVgGZ9Z7bUArNf45Ct1AUC7yV4+hcSrVrWzs0C12uc2zSyuVlZiVWuOaRSs7MZKXfxcaWqpS7m4GSjfwMeprewABT62hBljUanL3ozk2PHo6eXDHHOLaXz8Hhfc6Rqb0mCZXUhntaUCn16L53XlEzcDwLh6azI+BTU+JoubmWuzWdkeIHXxZlkvu3R2ydvZAWsyPsMKMh1ul8C/k+VqYpg9q9BJUOBjQ7RoNgjzCcVGXyC5e7MegU+4+JwuIFViq1HZ3ZKd8YnEk6YPe5TDduy5Mz4s8DFH4yM5NxfQ+Ji8i+8ZMreji8GOvX6b6HyG0s7NQV7qMl/jE44WL3UB5d/ZFVbQ3WZXKPCxIXLNBmFf2BdfPqBPV43PiLKuLkDaASstSTCh7KSmap7FsNK9OZ+BISCNrThkUsYnXKBrh4+sMDvjY7JrM6PWZl4+cudmwJpzpVJtS7l7+YSyZhU6CeetuAKQi5vLtRXS6SSSIt/1yzUXASPEzUU0PoC6na8oinwye2utn3cJWdnZxdadq7zEx1aYlfEp6NxsjY9Pr8nmhQwmcLaLe3O2gWGNhV1duYT4csrdvXlEwegOu0KBjw1hu5ikaM1MIKI48gufvMZdravGR3nGR40FwnA0wY+rlqAfTemLqZWdXYXEzWxshVni5kKzmKQhpWaXuszX+ACylnabZHzyanxMLNNy41Jv4Qu+v8wntEufA2l8CB2QdwmRwNmeyAObgCzVq+fYCqUaH0CdiWG3rEOoxu9BU7p80mtRZ1cyKfILV65SF+vqGozEeaebkSgZWWF2xqdn2JpSFx9bYRONT7ZzsxUdsGozPuUa+HADV+rqIvTA5RIsSeESypHP6ZKbd/FSl4ldXYA67yeWPWitTV1EWanLKo2PvAU/V8Yn6PdwTYcZM7sUDSk1ORPLS1211oibB2zSzp5tYMgCZWumsxcJfNySe3M5EqaMD6E35N5sb/Kd/PQ1MFTm4wPIj5fiv5fre9IdQk0WBz4sWHMJmdkzOUzgbEZLeyEfHz/v6rJG3NxikmszQxpbYX3GJ5ZI8u8Vn9XFtG1WiJsrvNQVztHV6hQo8LEp5N5sb7hrc9Zuh50E9Mn4MI2PmlJX8QuUNOU7M/CxStws9/DJZ31vVkt7NJ7kIwaqc1zYrDIwZH8bs+Z0MaSxFdafh+TnwuxZXeaWuvK7jMsp91JXKEdXq1OgwMemWLGTIZSTTweiV8YnmRR5QKAk46PG+0ne0QVYX+oqJGxmjDNpbIU8YC1Y6jIx4xNPJHE0xAIfazI+dhA3M2FzwOuCN11G4rO6TBI3J5OiYsficu/qoowPoTtMtKekdEGYTziPDiSgU8ZnMBIHczKoVZDxUVMatXPGJx/tdeaMrQjFUmvxuISMsQMMK4aUHglFIYqpUmBjtdldXayd3frAZ4gHyNJGwOyMz0g8wb+XZGBIIysInQly0R5lfOxIWCZulqNXxoddaAJeF/eOKURQhY/PqIyPxe3shcwLGXxQ6YDBgU8R4aoVQ0qZvqepxsfHIJiFlPGx/jw0mCVsBiTLgVA0oXhAbynIuzmLiXrZ9zZSruLmPOdAJ0CBj00hcbO9ydf5o5fGR42HDyBpHhS1s/PxB6mAh7WzWzWoNFTAKZnBpsgf7jNW4xMuYsrmtyDjY5VrMyDX+Ngh45NagzzwkZdHlQ7oLQXWPRbwuuAqEoRWisaHMj6EblgxfI9Qzkie+rZezs1qXJsBeWlUQakrT8YnZWxo/vGmpNQ1Nt3VZXQ7e9GMj9f8MQRWDChlcOdmG2l85MFOwOsCiz/MyI6zUmixMhdQ/oFPvnOgE9Al8BkYGMCTTz6J9957T4+XIyArXZC42Zbka2nVrdSloqMLUK51EEWRDyhlGp9avwded+rqYYXAWYm4mWV8jDYxZN+3fLvYAB9ZYd7FjJUmze7oAqTAeygSL1hKiieSuOOZd/GbV3YbtpahHMdJakCvedlxNVmOcg98Kq6r64orrsCvfvUrAEA4HMb8+fNxxRVX4MQTT8Tjjz+u6wIrFSp12RtJ2Jf5FarSq9SlwsMHkJW6imgxBkbi/ETMMj6CIFjq5TPENT75T6A1fg8PAo3s7Crk4QNY49zMW9lN9vABpLKSKEquybn4f3/bgV+/sgd3PPseL13qTfa4CgbrgNVjTEwxWKlLUcaHGxiWZ9a+WFnYzmgKfNatW4ezzjoLAPDEE09AFEX09fXh7rvvxo9//GNdF1ipkI+PvZFaOTO/9FzjU3LGR7lrM6A8UGYdXbV+T8ZOjY+tsDDjU6jUBUjlLiMDH2lHn0fjk97Fx5Mi4iaJVnuznLbNxO9x8/JePp3PX7cdxn3rUpkeUQT29AwbspZs12aGmZvEUJGMoBx2rJipBzOTihM39/f3o6mpCQDw3HPP4fLLL0d1dTUuuugifPjhh7ousFKpocDH1oTzpHn1GlmhZk4XIAuUowmIYv6SRHZHF0Py8jG/s4uXuorsHHlnl4ECZ2bDX53nZC7/e5vlzyKJm83P+ACFvXx2dg3hnx97CwC41mZXt0GBT56SaA3v7DKv1FXMvBCQlbrKtatL4egOO6Ip8Jk4cSI2btyI4eFhPPfcczj//PMBAEePHkUgENB1gZUKlbrsjdEjK1R3daWPl0RSLKg/yfbwYXAvHws6u5SImwFzMz75TuZ+mbePWeWuHotcmxn53JuHI3Fc97tNGI4mcNq0Jnx67gQAwK6uIUPWwb4TwVEZn9TfygzPM6XjKoDyHlkhN3KsGI3PTTfdhKuvvhoTJkzAuHHjsHjxYgCpEtgJJ5yg5/oqFmlIaXnWh53OSD4fH52ms6vt6qr2ucGmPRQKlvNlfKzU+CgRNwOylnYDx1YUE6+6XALXboyYdEHrGbSuqwvI3dkliiJuefxt7OwaQludH//1+VMwqz0IANjVbUzgk7fUxTI+Jpa6lGQ5ylncLM92OjHjo0mVdP311+PUU0/FgQMHcN5558HlSv2Bp02bRhofneClLurqsiX5av1svlMsISKWSHJrfbWozfiw7pahSBzDkXhePYiU8cm8iFo5tkKJgSEgD3wMFDcraNH1e12IJpKImJDxEUWRt7O3WODjA+T28nngH3vwzNuH4XEJuOfqU9Ba68f0Vhb4mFzqMlXjo6LUlf7ul6OBobys6MSMj2Y59vz58zF//vyM2y666KKSF0SkIHGzvckn7AvIurzCsYT2wEelxgdIHTNDkbi2jE/QurEVwwqHPppT6mI7+vyfe8DrxuBI3JSW9lA0wX9PS63VGp/UZ/Pa7l6s/Ov7AIDvf2o25k1O6T1Z4LO7ewjJpFjU4E8t7LgeLW42satLRanLl7Y+KMeMDzv/+T0u093E9UBT4POVr3yl4P2//e1vNS2GkCADQ3uTT9jnc6cM1ZIiMBJNKM7YZKO2qwuQax3yBz493LU5n7jZxl1daXGzkSaGxTQ+gLmDSpnmqsrrtqxtWD6vq3NgBMv/sAWJpIjLTh6HLy2azB83obEKPrcLkXgSB/vCmNhUres6JAPDzO8EK3WZsUlUOpkdKO9Sl5OFzYBGjc/Ro0czfrq6uvDSSy/hz3/+M/r6+nReYoqVK1diwYIFqK2txZgxY3DZZZdhx44dGY8ZGRnB8uXL0dzcjGAwiMsvvxydnZ2GrMdoamQGhoW6dAhryJfxEQRBF4GzWh8fQFmWML/GJz22wkofn2JdXelS11AkbpiTMPNpKXRCN3NQaY+Frs0MFnz3Dkdw/e83o2cogmPba/EfnzkBgiDt9j1uF6a0pIIdI3Q+uWZ1AUC1ibIAMjBMIWW+nBn4aNpCPPHEE6NuSyaTWLZsGaZPn17yonKxdu1aLF++HAsWLEA8Hse//du/4fzzz8e7776LmpoaAMDNN9+MZ555Bo899hjq6+txww034DOf+QzWr19vyJqMhF3ERDF1kBXbDRPmUugEWOXzYDiaKCn1rta5GVA2r6t4V5eF7exFjvFqnwf1VV70h2Po6B/RnE0rBJv3lM/HB5DGVpiR8emx0LWZwYLvR9/8CNF4ErV+D1Z/cV7ODNT01iA+6BzCru5hLJ6l7zrYrK7s40Qa0GtGqauw3YEcrvExcbyJWfCNn0MzPrpdTV0uF1asWIHFixfjlltu0etlOc8991zGvx966CGMGTMGmzZtwtlnn43+/n488MAD+MMf/oBzzjkHAPDggw/iuOOOw6uvvorTTjtN9zUZSZXXzUsmw5E4BT42Y6TAF5+5OWvN+CSTIg9e1GR8iln3J5MiD3zy+fgwZ2efR5s2SS0JWVuskvLB2PoA+sMxHOoLY2Zbre7rCSvo2uFTt00QNzPNVYtFHj6AlPFhmYufXXESprbU5HysJHDWN+MTSyS51mlUxsfUUlc6I6jgfOwvYx+fsIrMlx3R9ey2a9cuxOPmiHH7+/sBgBspbtq0CbFYDEuWLOGPOfbYYzFp0iRs3Lgx7+tEIhEMDAxk/NgBs2fQEOrgJ8AcIkeW/h3RmPEZjMTBqpvZJ/lCFCt19YdjiCVSL5xdOqmv8nKR4tGQeeUueXlCSXBvdGeXklKGNKjU+Atab54MnZnIBfbLPz4d5x/fnvex08ekAiK9vXzko1iyj5OgBaUuJdqWcvbx4d2PCkTedkTTqlesWJHxb1EUcfjwYTzzzDNYunSpLgsrRDKZxE033YQzzjgDc+bMAQB0dHTA5/OhoaEh47FtbW3o6OjI+1orV67E7bffbuRyNVPj92AwEieBs80QRZl5l2/03qFUjQ/T9wS8Lp5dUEKxeV0s21Nf5R31ui6XgMZqL3qGougdiqKtzhwjUhakeVxChjlgPtoN7uzios0CpQxpUKkJpS7m2myhxuekCQ0IeF04c0YrVpxXuH5lVEs72/xVed2jOiWrTfQ84+LmCp/OzgeUOjTjoynw2bJlS8a/XS4XWltb8bOf/axox5ceLF++HNu3b8c//vGPkl/r1ltvzQjkBgYGMHHixJJfVw+qFXTpEOYTiSd5RiaXzoFlC7RqfNR6+DAkP5Pcv5cJm7M9fBhNNT70DEVNFTjLO7rkQtl8jKs3dmyFtKMv3M4OmDOhvddi12YAmNhUja0/OB9+j6vo32haOvDpGYqgPxRDfbU+Oize0ZUjA2qm9QeJm1NIGZ8KCnzWrFmj9zoUc8MNN+Avf/kL1q1bhwkTJvDb29vbEY1G0dfXl5H16ezsRHt7/tSs3++H32/dSaUQ7AttxgwaQjnyOVy5uhpKz/io1/cAxS8A3UWGXXKBs4nzuliQVkzYzBjbkMr4dAwYVeoqPoSSD580UdycL1g1C6UmdUG/B+11AXQMjGBXzxBOmdSoy+8fTG8GanMcJ9X8PGmz6exlrfFRPqzVjpijYNQBURRxww034IknnsBLL72EqVOnZtw/b948eL1evPjii/y2HTt2YP/+/Vi0aJHZy9UF0vjYE9b548tj3lXq2AotHV2AFDzkO16kjE/uwKfZgpb2EM/4KDuBMo3PIYMyPsqcm83M+KS7uixybdaCETqffOaFgNTVZbfp7FJXVzkGPqn35NTAR/GZ9ZRTTsGLL76IxsZGzJ07t2DKc/PmzbosTs7y5cvxhz/8AU899RRqa2u5bqe+vh5VVVWor6/HtddeixUrVqCpqQl1dXW48cYbsWjRIsd1dDHIxNCehIt4WJQ6oV2Lhw9Q3Lqf6UWKZXzMDHzYWpWa88nFzaIoFjwPJZOpeqRSB+FYIsnF34V29Lyd3YyuLmY4aZFrsxamtwaxfmevrjofPq4iR+BTbcF0djWzusox8AnFJM2VE1Ec+Fx66aW8JHTZZZcZtZ68rF69GgD4QFTGgw8+iGuuuQYA8POf/xwulwuXX345IpEILrjgAtxzzz0mr1Q/JH8KyvjYiWKupdUla3zUuzYDxY+XYhkfqdRlfleX4lJXWtwciiYwMBJHfY7gUBRF/N9bh/Dvf3kPM9uC+MPXlG185H+vwqUuczI+iaSII+kOO0dlfAxoaZdcm0cfJyzgjyVEROIJVQ0BaojGk4gniwfGDLnGp1iQ7jRGHO7crDjwue2223L+v1kocS8OBAJYtWoVVq1aZcKKjMfM4XuEcvK5NjN4O3uJXV1q5nQBkpV//oxPYY0P6xw6MmRmxke5hw+QCkgaqr3oC6VMDLMDn4+OhvC9J7fj5R3dAFLveSSWUKRRYRkDj0so6GMktbMbm/E5GopCFAFBABp1EgmbgbGBz+jPoUZ28Q1FjAt8wgoDY4Z8HbGECJ+nfAIf3tXl0IyPJo3PgQMH8NFHH/F/v/7667jppptw//3367YwggaV2pVidf6Sxc2au7oKax34uIoiGR+rurqU0p5utT/UL+l8EkkRD67fg/N/vg4v7+iGzy3pr9j7LobSjh2zurpYoNpY7YNH47BbK2Aan/29IcR0EvYy1+ZcGh+P28UF50ZuEll20usuHBgz5PYM5SZwVqKFszOavk1f+MIXeGdXR0cHlixZgtdffx3f/e538aMf/UjXBVYyNSYacxHKGSmS8WHeFto1PsZ0dRXL+FjR1aV0XIWccayzK+3ls6NjEJev3oDbn34XoWgCp05pwrPfOgsTGtV1gCkdvGjWkFKm72m20LVZC+11AVT73IgnRezrDenymkN55nQxakzo7FI7n8onC1bLraW9mM7R7mgKfLZv345TTz0VAPDoo4/ihBNOwIYNG/D73/8eDz30kJ7rq2iK+bIQ1lAsM8C8LUImZ3yY8DOXGD6ZFKXxBzbq6hrSkvFJC5z39g7jrud34FP/9Qq2HuhDrd+DOz49B498/TTMGBNEW626ae5KPHwA84aU5purZncEQdC93FVI4wMUz3bqAZ/TpVCI73IJ8KSzjmUX+FTirK5YLMaFzn//+99xySWXAEiNiDh8+LB+q6twSNxsT4pqfFg7e8ldXeq+nix4iCaSo0SeR0NRJJK5x1UwWManLxxDIinmbNXXG00Zn3Tgc9/a3fy282a34d8vncODIgBoS/9/p8KMDy9hFtnFmqXx6bWBa7NWprfWYNvBfv0CnwJdXYAkNjays0ua06X8Yu/zuBCPJsou8HH6dHZNGZ/jjz8e9957L1555RW88MIL+MQnPgEAOHToEJqbm3VdYCVj5vA9QjnFSiKBkjU+2rq65J0m2Vmfbq4X8Y6y/GcwAa0omjeva5gbwik/gbKxFUCqbLf66lNw/z/Nywh6AKC9LrU5Uxr4KC91mTOygpUcnZbxAWQC5y59WtqlUlfu70SNCXrIkIIBttn4TDS7NJORmLLsqF3RFPj853/+J+677z4sXrwYn//853HSSScBAP7v//6Pl8CI0jFz+B6hnGKTifWa1aVW4+N2CbK5RZnHTM9gYQ8fICUSbUgHP2aVu9ixrabUdfYxLZgzvg5fWDgJf7/5Y/jkCWNztgqzeWMdA3qLm83xZ2F/M6dpfABg+hh9S13cwDDPcWLGvC6lpVA55WpiKH1XnCO6l6MpXFu8eDF6enowMDCAxkbJkvzrX/86qqurdVtcpUMGhvYkxEtd+U7Cqds1i5s1OjcDqWMmFE1wTQSjeyiV9SiWPWiu8aEvFEuVWdpU/3rVaOnqGlMXwF9uPKvo41jgo7jUpbBTxawhpdy12ckZn+4hXTxs2MiKfKUuMzaJaswLGX5veY6tCBc5B9odzeGa2+3OCHoAYMqUKRgzZkzJiyJSmCHYI9QTLrLbYbdryfgkkyL/e6vN+AD5LwBKMj6A+QJnycdH/xNou0qNT1jh5G0/d242WtzMxOjOy/hMbq6GS0iJklmZtRQKjawA5LIAAzM+EWXHhxyW8Sk3jU+xrLfdUfwXLDamQo4RIysqEfLxsSfhIinvUkZWDEbifPJ7vpN8IfLN6+IDSotkDyQvH3Na2iVxs/4nUNbV1TlQfLwFoLzUxTQ+houbHZzxCXjdmNhUjX29IezqGsaY2kDxJxWgWFcXO34MFTdr6GTypY+Vcgp8RFF0vI+P4jOrFWMqKh25N0UyKSqeOUQYi1LnZi0ZH6bvCXhdmhxoeZZwJDvjkxbKFsn4NAXNHVuhpdSllDFpcfNILImBcBz1RdyPlZYyzDIw7HVwxgdIlbv29Yawq3sIi6Zrb3qJxpNcI1Obw7kZkCa0G9rOHlF/sZePrSgXookk7xB1qnOzppEVhDnIdzfD0XjejgbCXIr6+JSg8dHq4cPIlyVUmvFpNtm9eUhD+UApAa8bjdVeHA3F0DEwoiDwYY7cxXx8jB9SGorG+XHmxIwPkGppf+n90gXO8mAm32gTdtyHbCZu9rvLT+MzEpXei1MzPpo1Pn19ffjNb36DW2+9FUeOHAGQKnEdPHhQt8VVOn6PZLtPAmf7MFIkzcsyPvGkqNqyX6trMyPffLdupRkfEweVxhPSTl6Nj48a1AiclWZ8pFJXUtEMQS2wbI/f41LV6m8nJIFzaS3tLHtZ7XPnHd3B/mZDBpa6wjHt7ezllPFhk9k9LiGvNYbd0XS2efvtt7FkyRLU19dj7969+NrXvoampib8+c9/xv79+/Hf//3feq+zIhEEATU+NwZG4iRwthEsM5AvzRuQiZ7DsYSqk0MpHV1Afo1Pj1qNjwmDSuXBvBGlLiAV+LzfMahobIVSHx+W8QFSwY8R6X65a7NTp3qzlvbdJWZ8BtNzugoFx1wWYOSsrhJKXeXk4+N0YTOgMeOzYsUKXHPNNfjwww8RCEiitQsvvBDr1q3TbXGEXOdDgY9dKJYZ8LldYHIste7NWj18GLlKXYmkyEtXLbWF9SJmdnWx3bnP7VI09FELbKBpp4KxFUrdaOWBjlFjK5yu7wGkjM/BvrBmawdAJmwusBmoMaOrqwQfn7LK+DjctRnQGPi88cYb+MY3vjHq9vHjx6Ojo6PkRRES+UoXhHUUG1IqCAI/OaodmqjVtZmRa75b73AESRFwCVJgkw8zS128PdiAji5GG3NvHlST8Sl8YfO4BCmwNWgn7+SOLkZTjQ+N1V6IIrCnR3u5i7s2F8z4pA0MDfXxUV/q8ptkdmkmxUr9TkBT4OP3+zEwMDDq9g8++ACtra0lL4qQIBND+6Gk7Vnr2Aqtc7oYuUpdzMOnqcZXdP4Wmwt1NBRFMmmMfoXB1mik7T2b19XRX7w9P6RQwyEIguGDSnscOpk9Gz2GlUoePvk3A+aMrNBQ6ipDcbN0/nOmeSGgMfC55JJL8KMf/QixWOokLQgC9u/fj3/913/F5ZdfrusCKx0aVGo/irWzA9pNDI3o6upWMeW7sTp1oU0kRb4Wo2DBvFHCZiDTy6cYSn18AFlLu0EZH6bxcXLGB9An8OEDSgtlfFipq4SSWjHUTmcHylTczEtdzhQ2AxoDn5/97GcYGhrCmDFjEA6H8bGPfQwzZsxAMBjEHXfcofcaKxr2haZSl31QUhJhQZF6jU/x3W0hcpVGmYdPMddmIHWiZsaJRpe7hkwodalxb2Z/VyWt9X6PsS3t5aDxAYDpY2oAlNbZVWxcBSArdZmR8VE5nR0or8DH6QNKAY1dXfX19XjhhRewfv16vPXWWxgaGsIpp5yCJUuW6L2+iofcm+1FLJFEPF0CKpzx0arxKbHUlb44yA0MlXr4MJprfBgciePIcBTTDaxcG2leyGDt7D1DEcQTybzt0IC2jI9R2g0nT2aXI01pL6HUVcS1GTDH7FVp15+ccgx82PfEqeaFgMqMz0svvYTZs2dzfc8ZZ5yB66+/HrfccgsWLFiA448/Hq+88oohC61UzKhdE8qRBzKFLpAsDaxZ46O51DVa5KnUtZnBBc4Gt7SzNRpZ6mqu8cHjEpAUUXRmlBrxqlkZn2anZ3zSgc/uniHNmjE+u05BVxcgjZbQm2GFs9zk+MtwOrvTx1UAKgOfX/ziF/ja176Gurq6UffV19fjG9/4Bu666y7dFkfk7tIhrINd6NwuAV53/l2l1rEVvKurRAPDXBofpRmfpnTnV6/B87qGTMj4uFwCxqQDvs6B/O8nlkgilkhdmBUFPgaPrZDEzc7O+ExorILP7cJILIlD/WFNrzGkoJ094JUsJIzw8kkkRf63Vjerq/wyPmyYb8W0s7/11lv4xCc+kff+888/H5s2bSp5UYQEiZvtBa/ze90FjeXYyVFtRkDK+JTW1TUoK3VxM7wiHj6MZpNMDIcViFb1QOrsyq/zUZrJYwQMNKZL+S6xUpezMz4etwtTWqoBaNf5DPBSV/7NQMrs1Tg9pHwDo6qdnQ0pLaOurrCGYa12Q1Xg09nZCa83/8Hn8XjQ3d1d8qIICb6DJwNDW8Dq/IEiX/oqr0aNj04GhpF4EvH0yZaNq2gNKpuQbdagUtbVZaS4GZA6u7oKePmwv6vbJfAW5EIYOai0LxQFqwo1ObydHShd5zOUdm6uLbIZkOt89IaVQQUBCKgYHlyOGR81Wji7oirwGT9+PLZv3573/rfffhtjx44teVGEhORISoGPHVA6r4e3s6s4CUfjSd6621St7YInLxuxwIKVTVRnfAwPfIwvdQFSZ1fhjE/671okk8cwUuPDAs7Gam9BMbZTKLWlnWVwCpW6AKnbyoiMDxt+WuV1qxJOSyMryifw4V1dlVLquvDCC/H9738fIyOjTyDhcBi33XYbPvWpT+m2OIIMDO1GOD2ZuFh9m7ezq7gwHg2lLnhul4B6jRkfr9vFL8qDkRhiiSQPYJRrfEwKfEwQNwNSZ1eheV1qd7FGdnWVi4cPQ2pp1xb4DCpwbgZkE9oNyI5rGVcBlLuBoXMDH1V/xe9973v485//jJkzZ+KGG27ArFmzAADvv/8+Vq1ahUQige9+97uGLLRSqTFwF0Ooh51Ui33ptYibWSdPY7W3pHbcoN+DSDyK4UiCBy9ul8DNCYth1tiKoYi2i4la2NiKrgLiZrWdKmxQqSEZnzJxbWaUOqVdibgZkE1oN2CTqGUyOyAvdZXPxrUchpSqOuO0tbVhw4YNWLZsGW699VaIYqoQLQgCLrjgAqxatQptbW2GLLRSCZLGx1YocW0GtPn4sC6qUnUdNX4PeoejGIrEEUvvNJtrfIqDKWlQqbFdXZK42dgTaLuqjI+yU6I0skL/C1qPCqdtJzAtHfh0D0bQH46pzmYOKhhZAcgyPgZsErVMZgfKs9Sl9BxoZ1RvtSZPnoxnn30WR48exc6dOyGKIo455hg0NjYasb6Kh3x87IVSEzMtPj4sO1Nq4COf1zUwktqcqLmIMnHzkeEoRFFUpHnRglkaH9bVVWhCe5h7tCg7mXONjwEXtHLx8GEE/R601fnRORDB7u4hzJ2k/FoRiSe4MLhYSbTawK4uLXO6AGeIm3d2DeEvbx/CV8+apqjsrMXI0W5oPuM0NjZiwYIFeq6FyEGuoZOEdbBApphrKW9nV5Px4Re80nb6crdvdtwoGVfBYCWWWELEYCSu2UyxGGb4+ACSxmcwEsdwJJ7z92nW+Bgibi6vjA+QKnd1DkSwq3tYVeAjdyAvdlE2o6tLbVnW74DA5xd//wB/efswmmp8+NKiKUUfX3HOzYT5sC/zSExqTyasQ+nOT8t0dpbxKVXbIdeFaSmbBLxu/v6M9PIxy8cn6Pfw35FvZtewyl2ske3sPWWW8QG0d3ax4Lja54a7SKmWZeuMyI5rzfjwwMfG5+6DfSljSaV2A+Uwq4sCH5sj9zgxcvIwoYwRhfVtdlJQJW7Wq9SVztAMR+KSh4+KjI98DUYKnCUfH+NPoGPSAud8Op+wyh29VOoyQtyc7upyuGuznOmt6c4ulV4+vKNLgaGnkZ5nWss7PnfawNDGGR8m+t/TG1L0eGk6O2V8CIPwe9x8NIIRbZqEOpSKYHlXl4pglYmJS834MLHw0Ehc8vBRmT0w2ssnGk/yXXDQhJ0jEzjn6+xSW+ry81KXcRkfp7s2y5k+prSMj5KsoDShXf9glAVT1SqDdLtrfERR5Jujfb3Kuu4qzrmZsIZqMjG0Dcq7ukoRN5e20+fW/dE4utNuxVozPkZ1dsmDeKOdm4HinV1h2SgSJQTMyPiUmcYHAPb1hninoRIGeSt7cZ2ZkY0gao8Pht0Dn/5wjG9APjoaVvS3qbh2dsIagn4P+sMxGlRqA5SmvAMaMj76lbqkC4A0rkJt4MMGlRqT8WE7eb/HZYo78Zi6wu7NajUcfg0GlSOxBH70l3cLdpeJkEra5ZTxaa8LoNrnRiiawP4jIR4IFYOPq1CS8fEZV+riGR+t7ew21fh0DUobm0RSxEdHw5jaUpP38fGElKl1snMzBT4OoIYGldoGpbO6tGh8uLi5xAse7wSUlbrUZnzYRdcocbOZ+h4AaGcmhnnmdan28dHgz7Lug2784bX9ih7bEvQbLvo2E5dLwLTWGmw/OIBdXUPKAx8tGh8DNog8MFZb6nJLGR8jrSG0kl363ds7XDDwkZ/PKONDGEoNtbTbhpDCOTVqNT7xRBJ9odTuVg8DQwA4GoqhPz30VG1rtNFjK6RWdnNOnsXmdal15tXS1cV213PG1+GfTptc8LHzJjfZ7iJZKtNbg6nAR4WDszSZXUnGx8CuLo0Ghn6vlM2MJpJ8WrtdyN4I7OsZBmblfzwLfARBEvg7EQp8HECQTAxtw4jC+jYLfOJJEbFEEt4i5Zyj6aBHEKB4tEQ+2PHCxIpet/rZX0Z3dXHzQpNaYlmpq7OIuFlxqYtlfDRk9OaMq8eVCyYpfl65oKWlXemAUkDKxhji46Oxhdsn+95H43YMfLIzPoU7u8Kyji4nB+bODdkqCJrQbh9CMWWzugI+6aulpNzFLooNVd6ifiXFYIHPgaMpf47mGr/q2V/NQWMzPmZ5+DB4V9fgCJJJcdT9aodQahlSqpczt1PRFPjwUlfxwD1o4FzDsFaNT1bgYzdYqYttjPYW6exSO9POrlDg4wCkUheJm61GaXeHz+3iAYwS92a95nQB0vGSSF/g1ep7Uutg87qMLnWZE/i01vohCCk36iOh0e9JrU9LQIO4uXdYH2dup8KntHcN8TmPxWDHiRJxczWfj2fcrC61uhaXS+B2JHY0MWSlrgVTmgCkuu4KUQ6uzQAFPo4gSOJm26C0lVMQBF7uUpJ6l1ybS78oZmdRtHQHNfNSlzHt7GZnfLxuF/9sc7k3s64d5SMr1E9n18unyalMaa6BIKR0Oz0KRfODI6kSsJJSFwuiYwkREZ1tBlimQ0tpVi5wthus1HXq1NQYkQNHQgUnBIxoNHK0GxT4OAAjHUkJdahJ9aoZW6FnGSQ7mNCW8UmtYySWNGYHHWVdXeadQNvr8wc+ajM+TKuhptTFZrFVaqkr4HVjUlM1AODDrkFFzxnUIG4GJDGyXrAmASXdZdnY2cuH2V2cML4Bfo8L8aTIR1jkohxcmwEKfBwBTWi3D2pSvWpMDPlFUQfvluxgQkvgU+1zcwFvrwEt7WZNZpfDTQz7R2ex1IqbWcYnnhQVz9CrdI0PAMxsqwUAfNChLPDhpS4FAYfH7eLHrJ6bxEg8wf92bOCtGnwarA/Moiu9CWir82NycyooLSRwLgfXZoACH0cgtWmSxsdKkkmRn7yUiGCrvekBs6pKXfppfBhapnwLgmDo2AqzS12AvLMrf8ZHsY+PLPAdUXBBE0URR0PlN3xULbPSgc+OTv0DH8AYLx8mAPa5XWisVtcdCdg38BmOxHnmdUxdAFOaUxqsQqMrwiqbAOwKBT4OgHx87EGGeZeCjA8zOVSj8dEjG+D3uLigEtCW8QGk7JMRgc9QxPwTaHuewEeLG628W0eJzmdgJI5YIiXoreSMz6z2dOCjMOMjlbqUBRzc7FXHjA87XsbU+TW1cLOyqN1KXUzfU+1zI+j3YErauHBPT4HAR+HIHrtDgY8DIB8feyAPfALe4l+dKq+KUpeOXV2CIGRkfbRkfFJrMW5shZTxMe8E2pZnQntIgxutyyWo2smz4DHo99jOy8VMWODzQaeyzq6hEeU+PoAx1h/M+6ldQ5kLkImbbdbVxcpcY9IbI1bqKtTZpXaYr12hwMcBUMbHHqg176rSIG7Wo6sLyOw+0ZrxaTZwUCnbkZup8WnLY2LI/q4ulW60fFCpIg2XfoGtk5naUgOvW8BQJF5QRAuktDUsWLCy1NXBdTAaAx+biptZxmdMbep9TU2Xugp5+TA/I8r4EIZDXV32QK15FyvjKLkw6i18lV8otGd8jHNvNtvHB5DGVmSXutgutsbnUVXKUDOoVK8BtE7H63ZxI8MPiuh8WJkLUN5GXm3A2IrOMg98WtOZ0MnpUlehlnYyMCRMI2jALoZQj1rzroBCH59kUuQjK/QSvrKAwudxoU5DCy4gm9dlYFeXmeLmtvTO9shwNMPnJaTSw4fByp1qSl2V6uEjh3V2vV9E58PKXDU+t2I38yAfW6F/4MPsENTCsojRhL3O38y8kJW6xtYF4PO4EEuIOJxnph0ZGFrAunXrcPHFF2PcuHEQBAFPPvlkxv2iKOIHP/gBxo4di6qqKixZsgQffvihNYvVkRoDrdgJ5aj1euHt7EUCn/5wjLsslzqni8ECn9agNkEmAIO7usydzg4ADdVevvuWT6VW+3dlBDzKMz7Uyi7BdT7FAh8Vc7oYLMuqp8s9G2yrOePjZnPd7JXx6c4qdblcAiY3sZb23OUuyvhYwPDwME466SSsWrUq5/0/+clPcPfdd+Pee+/Fa6+9hpqaGlxwwQUYGckdvToFtouJxpOI2UwgV0mEFc7pYlQpLIWwMkhtwMMvzKXCLP5bNOp7AOki3WNgqctMcbMgCDk7u4ZVtrIz2ORtJRc0PX2anI7U0l54ZtegijldDHY8GZHxKbnUZbNztxT4SOeIyUznk6ezS6lzvd1xVDP+Jz/5SXzyk5/MeZ8oivjFL36B733ve7j00ksBAP/93/+NtrY2PPnkk7jqqqvMXKquyFt+Q5EE6qsdFa+WDWpdS9mFtJi42YgyCMsStpZwoZUGlRYXN4uiqCqzFLJA3AykOrv2HwllCJy1DqAMcPdmJRmfyh5XIYdlfHZ1DSGWSMLrzn0+4+MqVBwj1To3goiiWHJXl9+uGp/0+xpTJwU+U4qYGFI7u83Ys2cPOjo6sGTJEn5bfX09Fi5ciI0bN+Z9XiQSwcDAQMaP3fB5XDxdOkQCZ8tQu9tROqvriI6t7Axe6iop45MeVFpE4xONJ3Htw2/igp+vU7TTjsQT3NPG/MAn7d4sy/iodW1mSINKFWR8eKmrMgeUyhnfUIUanxvRRLKgWZ5a80JApvHRqdQ1MBLnF/tSMz52MzCUND7S+2JePvn+LtTObjM6OjoAAG1tbRm3t7W18ftysXLlStTX1/OfiRMnGrpOrdTQoFLLUVvfVurjY8RF8bRpzQh4XThjRovm12CB2HA0UbBcd8cz7+Kl97uwo3MQW/f3FX1duUhfy9DHUshV6tI6f8ivop2dxM0SLpeAYxQInLUEPuy7qdcGkR0ndQGP5ou9Hbu6ovEkb6iQl7qYe3M+E8MR0viUB7feeiv6+/v5z4EDB6xeUk7Iy8d6wio7GtiJstjICpZR0fOieMHx7dj+wwvwqRPHaX6NuoCHO0DnEzg/seUjPLxxH/+3klEELHgPeF2Ku3X0oi1H4KNZ3OxVPqiUxM2ZHKtA4KxmQCmjhmd89A18tGZ7AMDnTjs320jj0z0kjeFokI3hYCaGB46EecOFHOrqshnt7e0AgM7OzozbOzs7+X258Pv9qKury/ixI+TebD1qSyJKNT4846Oz8NWTRzuhFEEQeJdZrsDnvcMDuPXP2wBImZRi3iyAXNhsvsSwrZ4NKs2R8dEobi6W8RFFkXx8spipYGaX2nEVgNy5WZ9SFztOmAeUFuyY8WGuza21mV2f4xqq4HO7EE0kcbh/tMEkzeqyGVOnTkV7eztefPFFftvAwABee+01LFq0yMKV6QNNaLeeEZXCPqUan14bl0HymRj2h2O47nebMBJL4uyZrbj1wmMBFPdmAayZzM7IWeqKaRQ3K9T4DEcT/KJXyQNK5SiZ2TUUSYubVZS69J7VxUz+Ssr4cI2PfXx8uHlhlgbQ7RIwsakKALC3Z7TAuVzEzY4K24aGhrBz507+7z179mDr1q1oamrCpEmTcNNNN+HHP/4xjjnmGEydOhXf//73MW7cOFx22WXWLVonpFKXfb48lYbazIDSdnYjxM16kauzK5kU8e1Ht2JfbwjjG6rwyytP5qnzDzoGi3Z4cddmC3aNbF5X50CErzPMnZu1aXyKXdBYKTPgdTl+p6wXLPDZdySEcDSRUz/DDAzVGHDqvUGUPHy06+/s2NXVlaOVnTGluQa7uoext3cYZx6TqRHUWha2G476Fr755pv4+Mc/zv+9YsUKAMDSpUvx0EMP4ZZbbsHw8DC+/vWvo6+vD2eeeSaee+45BALao3W7ECRxs+Wo3e1wA8Nipa4h+5ZB+KBSWWfX6rW78Pf3uuDzuHDvF+ehscaHYFoPNBxN4KOjYUxMG6HlgpUhLCl1pXfu4VgCAyNx1Fd5NZe6lGZ8enkrO3V0MVqCfjTX+NA7HMWHXYM4cULDqMdo0viwUleRLKtSWPef1lZ2wJ6BT7ds4nw2+Tq7kkmRn8tI42MiixcvhiiKo34eeughAClNwo9+9CN0dHRgZGQEf//73zFz5kxrF60T0heaAh+rUO3c7PVkPC8fTD+jdaaWkWS7N6/7oBs/fX4HAODfLz0eJ0yoB6BuBpNU6jL/5BnwulFfldKMsHJXqEQfn5FiGR/S9+SkWLlrUINzs97dr116iJttaGCYPaBUDvPy2ZNV6pKL+J2e8XFU4FPJkMbHetRnfNLT2QsEPqIo4mjIvhfGJlng89HREL71yBaIInDVgom4csGkjMcqEawC1kxml5Ot89HqTaJU3EzC5tyw4yVfoDxUSldXNIFkjq4ktZQ6mR2QRlbYKeNTqNTF3JuzMz5yjy7K+BCmQINKrUftMEsWIBUqdQ2MxLmZnx0vjGxNh/tHcP3vN+NoKIYTxtfjh5ccP+qxSgSrgDUDSuVkd3ZpNjBUaExHHj65YcdLPkG85OOjvqsLAEIK/JUKEU8k+VgHPbq67GRgyM0Lc5S6prJS15FQRvDIzmN+j/k2FHrjKI1PJVNNg0otJ5zWcqjt6oonxbzW/OyiWONz23IXxS7Waz/oBpAa9Ln6i6fkXCufwVR0+KT5A0rltNUygXPq5F+yj4/CkSR2DGythA8rzZPxYSMr1BgYBrwuuAQgKaa8fEoJrnuHo0iKgEsorQxtz3b2/KWusfUBeN0CovEkDg+MYHxDqsurXOZ0AZTxcQzk42M9amc6yU8Q+bI+vKPLpm3OzbITviAAd181FxMacwuX+Qym7qGCw3S5xseiEyjbvbMZTDyT59Xq41NE3EwDSnPCSl2dAxH0hTLtEkRR1OT3JAgCz/qUuklkGcHWWn9JGQ5e6rKJxieRFNEzlL/U5XG7MDH9Hd8nc3DmzvU23KCphQIfh6DXl5nQDu9oUHjB9roFfsLMp/OROrrsJ2wGMn1nViyZibNntuZ9LJvBFEuIeac7A9b6+ACj53VpzvgoHFJKA0pzE/R7MKExlU3IzhJG4kleAlaT8QEydT6loEdHFyArdSmY6WYGvcMRnslqzpPJYp1d8mGl3LWZMj6EWZC42XrUXiAFQZB0PnlOwnbXf0xtrsGlJ4/DNadPwfKPzyj4WLUzmKwOfFjHTkjj/CGl7exHaEBpXmblETizVnZAvd+TXrIAPTq6APt1dbEyV1NN/kzWZD6lPUfGpwwCH9L4OAQSN1sPD3xUlEQCXjeGIvG8pS67d/y4XAJ+edVcxY8/tr0WWw/0FWxpZ11dVomb27MyPpq7uhQOKeXO3FTqGsXM9lq8+H7XqEBZXuZyqSwz8QntJVp/6NHRBQD+dGbQLhqf7gIdXQw2rFSeueUaHyp1EWZRQ+JmSxFFkWcGAj7lXxu2O8qv8bF3xkctMxUInC0XN9enTvjdgxFE4tI4CbWZBb/CIaXl9jfWk2PzCJy1tLIz+IT2EjeJTANWSkcXYD8Dw0IdXQzJxFAqdYU1Gn3aEQp8HIJeuxhCG5F4EmK6s1PN2AGlpS67ZnzUwi5khbx8rDQwBFIOym6XgKSYmkLNUJvxCSjw8RmJJXhGqVz+xnoyU1YaFUWpdXowor6jixHUaUK7HpPZAfuWugpnfKRSF2tpD5G4mTCbGip1WYo8cFGT6g0UMTG0e6lLLTPTgc/+I6G8QXrIYh8ft0vgJ/096VS+S5B25kphJYxCgQ/7+/rcLsver52Z3hqExyVgcCTOS0uAbFyFhsCnWueurlLmdAHGGRju7h7C/t7Rg0SLUci1mTG+oQoel4BIPInOdIZohNrZCbNhgU80kbRNyrSSYKUqn0rzripv4XldvOOnTPQfbAaTKAIfdg7lfIzV4mZA2sXv6UmtsdrnKThYNRcs41Oo1HVENodN7etXAj6PixvmycujpZS69Orq6tS5q0vP83Y4msAlv1qPT9+zvqB1RC6UlLo8bheft8emtGvVwtkRCnwcgtzzhDq7zCekUdjHdp95Ax+bt7NrYVaBcpcoinyApJUZELaLZxkfLSfzgEzjIy/TyOlhPk1lktEzgpk5HL8l12YNgY+v9Hld4WhqiC0gOX1rRV7q0mOMBgAc6g9jKBJH73C0oHVELgqNq5CT3dmldmSPnaHAxyF43C6eiieBs/mMaGzlLKTxEUVR6vgpowsjn8GUQ+AciSeRSJ/8rWyLbecZn2HNa5G7V+fL+rDAtlwyekZwbI4Zbzzw8SsfV8HgsoAS9JCs7FbldaO2xADdJyuh6qXz6UkHL0Dx2XjZMI1Pa4FSFyDr7GKBj8ZhvnaEAh8HEdThC01oQ2vGJ1BgXlcomuAXzHLKCBQSOMuDdrVdVHoyJivw0bKLlWuC8pnTlZt43QhyZXwG0uMqtGh8pAnt2ktdvMxVHyi5ROk3IPDpHpICn1wbjHyIoqionR2QBM770qUubuBKGR/CTMjE0Dp4mldtxifd+p4r48Muin6Pqyx2UYxcFzIGO3arfW7V/ix6Ik1oj/D1qMXrlvReI3ncm8tNvG4ELFD+sGuIZwP10PiUcp5kgU+x4EAJPtmMPr10PvKMTyGz0Gz6wzEefLUWK3W1ZGZ8tA7ztSMU+DgI9oUu1Z/C6azf2YP3OwZM/Z1hPs9Jm8YnV+ePvMxVTsJXVurqGozg6HDmDCY7CJuB0d4saiwK5ASKmBjSuIriTGysRsDrQjSexL70RbY0jY8Opa5+KeNTKoIg6N7ZlZHxUVHqYvqe+ipv0cyNvNQliiIZGBLWEPSXLtpzOh39I/jiA6/h2ofeNPX3as34sJNLrg4Tuw8o1UrGDKaskzIrP1jd2p3doqy1U8VfZGwFjasojssljDK+ZO3smgIfHaw/uHlhiR1dDL07u3oGpQ3FvgLWEdko8fBhTGisgtslYCSWRNdgRPM50I5Q4OMgqNTFdh/Awb5w0VEBeqJV41NVQONj9wGlpZBvBpPV5oWMbFM6rZPiWcYn36BSKnUpY1aWwFkqdWkQN/vYZkOHUpfegY8BGh9RBHZ25baOyEZJKzvD63bxDcyenmHN50A7QoGPg6DAR0rVAtLJyQy0TvAu5ONTzqMMWEt7tv6AlR+sFDYDQG3AmxHsaLXhLzao9AjN6VLErCxd2GBEu4GhPhkffTx8GKzUpdeE9p504MM0ZoVGxMhRYl4oZ3IzG10xLOtsdb4RJwU+DiLIa9eVq/HpkgU7rA5vBmGN5l1c41NA3FyO2QB2IcvuOBm22LVZjjzro1Ww6Sum8Rkq37+xnmR7Pw2VMLKCd3Xp0M7eXq9PNlbK+Ohz7madWSdNqAegIvBRUeoCgKncyyckMzB0ftjg/HdQQUji5srN+HTLMz6y/zcaybxL3Yk44Muv8SnnMoj8QiY397N6QKkcPQKfQIFBpZF4gmcuyjGrpyes1LW3J5VZ4BofC7q6RFGUBQj6ZHz8nuIu30oRRZFnfM6c0QJAuZcPK3UV6+hiTJZNadd6DrQjFPg4iBoHi5t7hiL49brdPMuhlYxSl4kZH627nUIan3IudU1rkWYwHZb9neyi8QEyO3a0CjYLDSo9OpzKWrhdAuoC6rUqlURrrR8N1V4k03qVIR1mdcUSoiYx8dGQ1PJd6oBShp7i5v5wDLFEajNxOgt81Ja6FL6vKS1Sxkdr1tuOUODjIJyc8bl/3W7c8ex7eGjD3pJeh+1YAGQMNTQarfXtKq4BqayMT8YMJtlulAc+NtAJyAWeWidOFxpU2pvu2mus9lnqWeQEBEHgWZ+3P+pHPO3no8nHp8TxPqyE3lzjy3BdLgU9Ax+W7akLeDBnfKrUlcs6IhdKzQsZU2Qan7BG93o7QoGPg3CyuPm9wynfnQNH1E8TlsNS0IC54maW8VHrWsoNDHNmfMprQGk22YJVwD4+PkCmcFWzj0+BQaXlnNEzAna8vLnvCABAELQFyPLxPlp0Pnp3dAGyCe06dHWxrE1rrT/DOkKJn0+XSmPGCY3VcAmp8x8zlyTnZsJUgjpYsVvF7u6UMVmpgmTLuro0z+rKPym6HAeUypmVY2aXncTN8sBHe6krf8annMXrRsACn037jgJINXNozZQFS+jskjq69Pte6pvxSR1XLcHU+gqNiJEzHInzxhilQZ3P48L4dGDFoIwPYSps9+O0UlcoGsfBvjCA0oKVkVgC/eEY/7eZpS6trqXsgprd1TUSS/CTULleGHO1tNtJ3DxGD3GzJ7+4mfs0lWlGT29YoLyvN5UV1qLvYVSX0NnVIZvTpRd+HQOfblnGB8Ao88d8sE1jtc+tauPByl0A4HEJ8LqdHzY4/x1UEOxgLcWYywpYtgcoLfDpzuri6hyIZHQMGYnmWV15xM1M3+N1C6gr4QRvZ1jgs7N7CPF0ir/cxM1+VuqqMPG6ERyTvoAzSskK8rEVGjaJ0pwuHUtdOnZ1MY0Py/jkKinnQm2ZiyEPfMpB2AxQ4OMo9DDmsoJd3ZKr6HA0gcGRWIFH56cra6cTjSfRF9L2Wmop1bk5nhQRk9X3WZmrsbq85nTJmdhYjSqvOzWDKa3tYkG7HUpdrUHpAqBVbM1LXbkyPlTqUkV9lRfjZMGoFg8fRinnSj6uQteMT+o4MSLjk886Ihu15oWMyWkvH6A8XJsBCnwchVO7unbJMj6AdGJRS3e6o2tCYxUaq1PtwWaVu9iQUtUaH9nj5Tof1vFTzhfF1AymIABpN2oncbPP4+IndSUW/rkoNKSUBpSqZ2a7lPUJlmABUEojCB9QalNxM8v4sMBdbh1R6HzIN44qj3XWnQmUh74HoMDHUQRlX2azSjx6IM/4ANrLXV2yVkzmr2GWwJmVqtR2NHjdAreVl18cWRmkJViewmZGtv7ALkNKGb/+0nz891dOxdj6quIPzoFfkbi5vP/GejJLFvhoMS9klDKvS808K6XoWerKzvj4PC5Ma00FJ9kjYuTw96Wy1DVZVuoqh44ugAIfR8EEe/GkqMsXyCx2pQfoedIBgNbOLrmbKktDmxX4hDTO6hIEQdL5REcHPuWc8QFG6w+GbZTxAVKB2dkzWzU/v5AjL5W61DNLpvMpSePDs+PqSl3ReJJ3Tema8THAx0e+aZqZo4Mym26NbtQTm6rAmuso40OYjlyH4BQvn0RSxJ6eVKlr7qQGAEDnoNaMj7RjaatlgY85YytGNIqbAWmXJBc4V8pFkc/sSusPpCGl5XECVdLOXq4+TUYwUxb4lKTx0ZjxYecYr1tAY7V+fze9Ap9kUuSBmXzsxCwFnV1dKs0LGX6PG+MaUhlREjcTpuN2SdkDpwicD/WFEYkn4XO7cMrkRgDaR01Idut+tKUzPmZofGKJJLeIr9Ywp6Y6x7wuJm4ud/0Hn8HUO4y+UAxpDzTbZHxKxc81PpkXtHhCEt6Xe3CrJzPGBHl2oZR2dq16yE5ZVkRPt21J41PaebsvHONGgvKAOnvIay5KKeGxzq5ymNMFUODjOJwmcN6Z1vdMbanB+PSuQWuwklHqYhofE+Z1yTM1AQ2TiXONreAZnzLPBrTW+tGYnsG09aM+AClH3nJJmUtDSjMvaEfTQY8gQNfMQbkT8LoxJS2m1aPUFVK5Qew0wMMHkGl8YqVlfJi+p7Ham+GnwwKfD7sk64hstHZ1AVJnF2V8CEsIlmDMZQVM3zN9TI1MkKyxq2tIEvW1pXctWstmamDaHLdL4Ds3NbAJ7Zkan8ro+BEEgZcvNqcdeWt8nrJp4ZdKXZkXG1bmaqz2cXE7oYwFk5sAZIpq1cJKXUMqz5NMf9imo7AZkBkYltjVlUvfA+S2jpATiSd4BlJtqQsATprYkP492poA7EZ55K0qCKfN62Kt7NNbgyV1YiWSInqHpFIXo6PfeI0PC1iqvW5NF+wq7+h5XZXU8XNsey1e23MEm/enAx8bmBfqhT9PO3sl2BUYxfcvno3PzZ+AUyY1an6Nap7xUVnqGmSBj74ZH72cm7M7uhjMOuKtj/rxQccgprcGcz7P53ahoVq9TcBn5o7HlOYanDihXuPK7QVlfByG00wMd6dLXdNbg7w81TUY4XVqpfQORZAUAZcANNdI7ey9w5EMY0Aj4ANKNaZ52QDMcLTyxM2A5M2ydX8fgPLR9wBSxif7gsbHVVTA31dvgn4P5k9pKkljo3VWV6cBHj6AfuLmfBkfIPeIGIbc/FXL5s3jduHUqU3Uzk5YQ9DBGZ+WoA8uIZ29GVaXqWFf3OagH26XgOYaH7xuAaI4epSF3mgdUMrIHlsRjScxOJL6+5V7qQuQBM5sNpldPHz0gE1nz8740LgKa2HfVbWSAKY/1Dvj49Op1JUv4wPIWtpzCJyZPjLX8yoRCnwchpPEzf2hGN+hTGutgcft4juVTpUlqmzzLZdL4CI9ozu7tA4oZWS3sx8NpS6KbpeA+irt7rROQe7GC2gfD2FH2CiC7JEVlZTRsyNaN4gsQNA98HHnH2arhm4FGZ9cLe3dGs0LyxUKfBwGFzc7IPDZ1ZMqc42tD/CArV1jG7rU0SV9cZnWR2tn19NvHcLS377Og7N8aB1QyqhKd4KxAKqXz+ny6toya1fqApkzmMqr1JV7SGmliNftCisvD0eVl7pEUTRkMjugX6mrUMaHBT57e4dHZSDlViAEBT6Og1nrv5nukLEzvKNLJrTTKnDO1YrZXuLYivvW7cLaD7rxx9f2F3wcM0HTmvHhGp/0yahSXJvlyEcRlJO4Od+Q0kr8G9sJLRmfoUic6/n07urSa2QFMy9syWGD0RqUrCN2dmWOCeKlrqC+AZ1TocDHYVx68jgAwLoPu3GwL2zxagoj6XuktlTehq468BltvsWCqA4N7fGiKGJvT6rt8/l3Ows+dqREjU8ga2RFJXb8zMwIfMoo45MudSWSYobInouby3wWm11h431C0QSSChsp2DmpNuDhmxW94AaG8dKaUgplfARByFvuMmL+mJOhwMdhTG6uwenTmyGKwGNvHrB6OQVhw0mnj5EyPlqzNLlKXSzw6dKQ8ekdjnKd1LaD/ThUIIjkXV0aMz7Z4mZJ+Fo5JyG9ZjDZDb9XOoXKd/MkbrYW+TEWyjFOJBfMGkPvji5AOk5KETcnkiIvobbmCahn5RE4ax1XUa5Q4ONArlwwEQDw2JsfqW4LN5Nd3flLXWqzNFI7pqzUVe9Pv5b6wGdf73DGv18okPUpvasr08enEssgGaWushI3S6fQkZw+TZXzN7YTfo+Lj75Q6uXTaVBHFyDP+GgPfI4MR5EUU27g+Y6rmXla2ktxbS5HKPBxIBcc3476Ki8O9oXxj509Vi8nJ7FEEvt7U6WknBoflYLk7hziPCmIUh/47OnJdDd9/t2OvI8ttauLpc1HeKmr8i6K01uD3MG4nDQ+giCMMjFMJkXeuUcZH2sQBEF1B6xRreyAPgaGrAmjqdoHTx4H+WPbR2d88pm/VjIU+DiQgNeNT88dDwD40xuFhbmlEI0n8Y3/eRNX3Lsx5/TpQuzrDSGeFFHjc2cIBVm3hJpRE6IoSoFPzlKXeo0Py/icMaMZAPDq7iPoT1u6Z8MDH42ZikDWkFI+oLTM53TJCXjdmJKe91NOpS5g9KDSvrA0jLWRAh/LYJnFkMLOLmlOl/7BgR5dXYX0PYxj0qWuw/0j6A+nzmfM/FUQKBBnUODjUFi564V3O3k0rzf/8ex7+Ns7nXh97xG8sfeIqufK9T1yp9C2dKq1LxRTHEz1hWK8Ni7/0rNa/FAkrtrXaG86G/Wxma2Y1VaLRFLESztyl7uYRkBrxiefxqeSMj4AsOS4NvjcLswZXx6294zsQaVMh1EX8GQMkiTMhWUWlZ4bDC116WBgWMi1mVEX8PJh0Czrw81fa/x5M0WVBn0KDuW4sXU4aWIDYgkRT2w5qPvrP7nlIB7asJf/e/3OXlXPz6XvAYC6Kg/3PlEqcGZf3IZqLzeMA1LdQbXp7EGHytLZ3p5UxmdKcw3OP74NAPD8O7kDH1aiKtW5mQV6ldjVBQC3Xngc3rrt/LINfFjGp5dn9KisYCV8QrtC9+YOg8wLAUnjE0uIirvMslGS8QGAmW2pcy7r7Mo2fyXKNPBZtWoVpkyZgkAggIULF+L111+3ekmGcOX8VNbnkTcOQBT1Ezm/3zGAW/+8DQBw/Lg6AMDGXeq0RLu6RreyA6nae7vKKe2FvrisZq2ms0sURexNl7qmtNTg/NntAIC1H3TnzEKVOquLGR9WclcXQ6sJpJ1hpa5IhWf07AYrdQ0pnNfV2W98xgfQnvWRMj6Fj6uZWS3tvCOW9D2csgt8/vSnP2HFihW47bbbsHnzZpx00km44IIL0NXVZfXSdOfik8aiyuvGzq4hPvm6VAZGYrjufzYhHEvgrGNa8OsvzQeQavlmNWMl5Mv4AMAYlaJkqZV99AlJixP00VCMz8qa1FSNOePrMLY+gFA0gfU5xOK8q6vEUlcomkAiKaIv/TnShbE8kEpd6YwPBT62gJW6lHR1JZIiHwdhSDu7LFOt1cRQacaHCZx3ZJW6KOMjUXaBz1133YWvfe1r+PKXv4zZs2fj3nvvRXV1NX77299avTTdqQ148akTxwIAHnm9dE+fZFLEtx99C3t7QxjfUIVfXjUX4xqqMK21BkkReHW3snKXKIo88JmWI/BpV9nZVeiL26ZhXteedJlrXH0AAa8bgiDg/Nn5y12SuLm0jM9INIGjoShYcq6xuvzndFUC2YNKycPHHrBSl5KxFb1DESSSIlxC8YyKFrxuSeeoVeAsuTYXK3VJnV2iKMoy5tTKziirwCcajWLTpk1YsmQJv83lcmHJkiXYuHFjzudEIhEMDAxk/DiJq05Nlbv+8vZhDI4oz8jk4t51u/DCu53wuV245+pT+I71jOktAICNu5QFPt1DEQyOxOESgMnpTh45vLNLscYn9bjWHKnatnr1nV2so2tys1SGOy9d7vr7e52jvJFKntUlEzezi2JDtZeEhmWCNKiUSl12gs/rUpDxYWX3lqAxAmBBEEoWOCvN+DDriL5QDF2DESp15aCszrw9PT1IJBJoa2vLuL2trQ0dHbl9WlauXIn6+nr+M3HiRDOWqhunTGrEjDFBhGMJPP3WYc2v848Pe/DTv+0AANx+6fE4aWIDv+/06amW71xloFwwfc/Epuqcbscsc6O41FXAfItlj9SIm1lH15QWKShbOK0JtQEPeoejo8qGpc7qYgFTPCnyYI8uiuWDNKiUSl12gg90ViBuNmo4qRx/iSaGSrq6gEzriB0dg1TqykFZBT5auPXWW9Hf389/Dhyw9xiIbARBwFXp1natnj6H+sL45iNbkBSBK+ZP4K/HOG1aMwQB+LBriGdfClFI3wOoz/h05xhXwWAeQWpKXfKOLobX7cK5x44BADz/TmaQzLp1Su3qAoCPjqZGY1AZpHzwZ3Xt8cnsFeTTZEfUZHyMNC9klOLlE0skcSRtilks4wMAx7anmlJ2dAzKMkVU6mKUVeDT0tICt9uNzs5MnUZnZyfa29tzPsfv96Ouri7jx2l8eu54eN0C3vqoH+8eUleqi8QTWPb7zTgyHMWc8XX40aVzMnx3gJQJ2+yxrLureLlLCnxqct6vZ1eXlnlduUpdAHD+8alj5Pl3OzO65ErN+HjdAnct/uhoKttE2YDygRsYxjPb2ZsqsGvPTjCjzJCCrq4uHvgY9zcrJfA5MpzSBroEoLG6+LmD6XzelwU+lPGRKKvAx+fzYd68eXjxxRf5bclkEi+++CIWLVpk4cqMpTno5y3Zj6ocXPqjp9/FWwf60FDtxeqr5+UdxHnGjJTOR0m5S5rKnjvjIx81oaQNn6dqc+zGWPaoazCi2B8jV6kLAM6e2Qqfx4V9vSF82DXEby9V4yMIAg+aDqYzPnRRLB94V1c6M0jiZntQrcLAkJXKjejoYrDAJ6JhQjsLXpqDfr6JKsSs9tS59/W9vTnNXyudsgp8AGDFihX49a9/jYcffhjvvfceli1bhuHhYXz5y1+2emmGwpyc/7z5I8WOyI+9eQC/f20/BAH4xZUnY2LTaCEyg+l8NijJ+HSNnsouh4nsovFk0Rb5oUic++jk2rG0BP0QhJR+hmkrCnF0OMp/5+SmzIxP0O/BmekAj5W7kkmRl7q0ZnwAKWg62EelrnIjIBM3i6I0p4uyetaiZmSFGaWuUuZ1dSvU9zBmpUtdB46kzjf1Vd68m9pKpOwCnyuvvBI//elP8YMf/AAnn3wytm7diueee26U4LncOHNGC8Y3VGFgJI6/vZNbyM2IxpP41Usf4rtPbAcA3HTuTCyeNabgcxZMaYLHJeCjo2E+fDQX4WiCX9zzZXz8Hje/KBTT5rAUdI3PzdtT5XjdLn4yUKIZYsaF7XWBnBkc3taentY+ItudVZcwVXx0xocuiuWCvJ19YCSOWCKVeaS/sbWw88WBo6GiwUaXga7NDJ7x0dDV1aOwo4sxqamaH5cAlbmyKbvABwBuuOEG7Nu3D5FIBK+99hoWLlxo9ZIMx+UScAVzci7g6bNl/1Fc/F//wE+f/wDRRBIXnzQON54zo+jr1/g9mDupAQCwoYCL8+6eVLansdpb8MTPO7uKdGMVKnMx1HR27UsHbbna7AHg3OPaIAjA2x/141BfOGO36Pdo/7qwwIcFeiR8LR9YO3sknuRlrhqfm3bYFjN3UgNqAx7s6w3hP559r+Bjzejq8pXQ1dWt0LWZ4XYJOGZMLf83tbJnUpaBT6Xy2fkTIAjAxt29XMDLGI7EcfvT7+AzqzdgR+cgmmp8+OVVJ+Puq06GS0HNGAAWpf181hcodxXT9zDaFfrvdCnY6TBBopKJ78y8cGpLbuF1a60f8yY1Akh5+nDzQq9b8eeUCzbugsmQKnFcRbkiz/iwjq4mCmwtpyXox8+vOBkA8NCGvXgyz0zDkViCl7/t2tXVM6i8o4vBBM4AmRdmQ4FPGTG+oQpnH9MKIFPkvGZHF87/+To8uH4vRBH4zCnj8fcVH8OlJ48f1cFViDPSOp+Nu3ryipK5vqdY4KNwbAUrdRVK1bapcILO19ElRz60tFRhMyN73AWVQcoHubiZDyilwNYWLJndxjPat/55G97vGN31ykrkAa8LdQHt5exi+NKZwVIyPq0qBt8ygTNApa5sKPApM5gHz2NvfoSugRHc9MgWfPnBN3CwL4wJjVX476+ciruuOFnThXfupEYEvC70DEXxQedQzsfwVvYx+QMLQPm8ru4C5oUMpUEUIOvoylPqAiQX51d39/LyWSnCZmB04ESlrvKBt7PHElxgT+J1+3DTkpk465gWhGMJXPc/mzCQ5XAv7+hSsxFUCy91maDxASSBs9rnVQIU+JQZ5x7XhuYaH7oGIzj7/63Bk1sPwSUAXz1zKp6/+WycPbNV82v7PC4smNIEIH9bu+JSl0L/HUnjoyDjo8AXSD6VPR9TW2owsy2IeFLEs9tSbtilZnyyAyclXhyEM5APKaVxFfbD7RJw91VzMb6hCnt7Q/j2o29lWF90DhovbAakADmisOtWjqaMj7zUZfB7cxoU+JQZPo8Ll8+bACDlOHxsey2euP4MfO9Ts0vqSmIwP59cbe3JpIjdRVybGe31yhyXC5kXMtoUOkH3haLoC6Vb2QtkfADgvHR3Fwt8tLo2M+RC19qAh9f7Cecj1/hw80LK6NmKxhofVn/xFPjcLrzwbidWr93F72MlcqMDn1JmdfFxFSoyN211ftRXpQYht1HGJwM6+5YhXz97Gi48oR3f+eSxePrGMzPmbpUK8/N5bXcv4llf4IN9YUTiSfjcLkxorCr4Oqx01dFfRNw8ULzUpXRsBevoGlPrLxoEMkPIgZHSXJsZ8sCJyiDlhXxIKR9XQX9j23HihAb86NLjAQA/e34HXvmwG4A5HV2Adh+faDzJN2xqMj6CIOCfz5+Ji04ci7nphg0iBQU+ZUhL0I97rp6H6z42HV6dJw0fP64edQEPBiNxbDvYn3Ef0/dMaakuOuGYnWR6hyOIFdgBKSl1sbJZXyhW0LxRSZmLccL4+gwX15JLXbLnUxmkvPDLhpRKA0pph21Hrjp1Eq6cPxFJEfjmH7fgYF+YZ4pNy/ioDHx608G0xyXwDI5S/mnRFKz6wimUYc6CPg1CFW6XgNOm5XZxVqrvAYCmah+8bgGiKAmYs5G3mRYqddVXefluqlB7/N6e4sJmhssl8HIXoG+piy6K5QX726YyPiRutju3X3o8Thhfj6OhGJb9bhMOHEmdF4yc0wVI4ma1Bobs/NgS9JdkqUFIUOBDqEbS+WQKnItNZZfjcglSuStPiYp94X0eV8GdjiAIksC5gJePklZ2OaytHUDJZnTyUhldFMsLqauLxM1OIOB1456rT0FDtRdvf9SPtz5KZa6NnNMFaM/4SPoeOqb0ggIfQjVnzEhlfN7cezSjtLRbYSs7g+2w8nV2cfPCoL9om6kS9+Y9vYXNC7NZOLUZtWlfj1IzPvLnk/C1vOAZH1k7OwU+9mZiUzV+edVcyE8rdi11dQ+q7+giCkOBD6Ga6a1BjKn1IxJPYvP+o/x2NaUuQDalPU+w0s06uhSkoJV0dhUbV5GNz+PCOcemZpjVBtTV1rOhjE/5wgKfwZE4v6iRT5P9+djMVty8ZCaAVAnf6LEO0nR2tRmfVDCtdEApURzjbCqJskUQBJw+vRlPbj2Ejbt6cfr0FvSHY3xnMk1l4NOZR+PDhc0KWjFZu2a+wKc/HONlCKWlLgD4108ci9qAB1cvnKT4ObkIkLi5bMme4RbwunSxjiCM54aPp1ydm2p8vDvPKLTO6urWYF5IFIYyPoQmTmdzu9JGhqzM1V4XQDDHFPVcsM6ufKMmlLSyZ79WRx5xM9P3tNb6Fa8PAMY1VOHHl52ACY3KskT5qPJS4FOuZOu/aFyFc3C5BHzz3GPwxdMmG/67/F5tIyukAaV0XOkFBT6EJk5P63ze+qgfgyMxqcylUN8DFPffUWJeKL1W4SBKyagKI8n08aETWDkRyMr4UGBL5MKvcWQFZXz0hwIfQhMTGqsxubkaiaSIN/Ye4R1d01qUlbkA+aiJwuJmRRqfIl1d+3rUdXTpTUY7O+k/ygqP2wWPrM2YAh8iFyV3dVHGRzco8CE0w1yc1+/slU1lVx5YtBeZsaWq1CUTSueaHK+2o0tvSNxc3sh1PvT3JXJRclcXZXx0gwIfQjNM57NhV69sKrv6jM9QJI6hSHzU/V0qvvAsKxSJJ7npoRy1HV1601Dt5f8t1ROIsB8B0nARRdBiYDgSS2AwPTaH2tn1g1oPCM0sSmd83js8AHc61a+0lR0Aavwe1PpT4y86B0YQlD03nkhyq3Ylpa6A142Gai/6QjF0DkTQkDX9nImbp1hU6hrXUIU7Pj0HYw2eB0RYA5UyiWJoyfiwMpfP7UJdFV2u9YIyPoRmWoJ+HNteCwBIJEVU+9yq3U/b8nR29Q5HIYqAS1AuBublrizN0OBIjHthWJXxAYCrF07GOce2FX8g4Tio1EUUQ/LxyT9PMBvJw8dX1MSVUA4FPkRJsKwPAExrrVE9SyZfZxfT97QE/TybVIwxeTq7WJmrJegr2YiQIHLhp1lsRBG0TGcnfY8xUOBDlMQZaZ0PoK7MxWjLI3DuHlLu2sxor8ttYrhX5YwuglBLwCudSknjQ+SilFIXdXTpCwU+REksnNakSd/DaM/T0q6moyv7tbKzR3t7rNX3EOUPlbqIYvCMjwpxM2V8jIECH6IkagNezJvcCACYM75O9fPzzetSM66CMSZP9shq80Ki/CFxM1EMn1u9czNlfIyBZOJEyfzscydhy4E+fHzWGNXPzWc8qMa1mZEve8Q6uiZb5OFDlD+B9Jwnr1tArYqRKETloKXURRkfY6BvKFEyE5uqMbFJWzaFiZuzBcms1NWqoktMmteV+Vp7elIZn6lU6iIMwp/W+DTVUPcNkRsW+MSTIhJJUVHTBmV8jIFKXYSlsGClazCCZFJyXObmhSq+8EwI3TMUQTxdRx+KxPnJYxKVugiDYBkf6ugi8uGT6cCUZn0o42MMFPgQltIa9EMQUrug3uEov71bxZwuRkuNHx6XAFGUJhqzMldTjQ/1VdTKThgD6+oiYTORD+bcDCgPfOQ+PoR+UOBDWIrH7eJpXKbNEUVRCnxU7HRcLoE/noml9/aQsJkwHiZuplZ2Ih9etwBWBY0kipsYhqMJPsqHMj76QoEPYTnZouS+UIy3fKr9wmd3du21eFQFURmwkq1VQ3AJ+yMIAs/6KMn4sBK93+NCkATzukKfJmE5bXUBbDvYz0XJTN/TUO2F36NuoGd2ELWPzAsJE/jCwkmY0lKDhVObrF4KYWN8Hhci8aSiwEc+pJkE8/pCgQ9hOdmdXVpa2RnZnV281NVCpS7COPwetyY7B6Ky8HtcGIQyE0Pq6DIOKnURltOeVZ7S4trMGJM1toJKXQRB2AU1pS7q6DIOCnwIy2nLytJocW1myEtdoWicvxYFPgRBWI00oZ0yPlZCgQ9hOW1ZuhxW6mpV0co++rUivMzVWO1FfTW1shMEYS1q3Jsp42McFPgQlpMtSJYyPupLXTzw6R8hYTNBELaCNWuo6epqJQ8f3aHAh7AcFvgcDcUwEkuge6CEUle6bDYYiePdwwMAyMOHIAh7oKbURRkf46DAh7CcuioP/OkTQtdApKSurqDfgxpfalf12u4jAIAp5K1CEIQN4OJmRV1dzLWZAh+9ocCHsBxBEHimpnNwRCp1qRhQKoeJpbce6ANAwmaCIOyBUo2P3L2eMj76Q4EPYQuYNmd39xBC0ZSdu5aMDyCVztiuajKVugiCsAFKA5/haALhWOo8SBkf/aHAh7AFLPB5+6N+AECNz40ajTbtbVmZIhojQBCEHZACn8KzunrS2Z7qEs6DRH4o8CFsQXu6dX37wVTgo7XMBWQGPvVVXjRUU1cEQRDW43crEzd3k4ePoVDgQ9gCFqy8d3gQQGl17XaZ/w91dBEEYRf8XmWlrh7S9xgKBT6ELWjL0uVo1ffIXwugji6CIOyD0q6ubu7hQ4GPEVDgQ9gC1tXF0GJeyGiTvRaZFxIEYReUiptZxqellsr0RkCBD2EL2rICnTEaxlUw2uUZHyp1EQRhE5QaGEoZH+0bQCI/FPgQtiA70Cml1NVa64cgpP6fSl0EQdgFnztlrvrOoX70h2J5H9c9mDYvpIyPIVDgQ9iCgNeNRtkg0VJKXV63C2cf04qJTVU4rr1Oj+URBEGUzIkT6wEAb+w9inPvWotn3j4MURRHPY40PsZCgQ9hG+Si5FJKXQDw0JcX4OV//jiq0uMrCIIgrObjs8bgsesWYXprDXqGIlj+h8342n9vwuH+cMbjJI0PBT5G4JjA54477sDpp5+O6upqNDQ05HzM/v37cdFFF6G6uhpjxozBv/zLvyAej5u7UEIzGYFPiV94QRDgdgmlLokgCEJXFkxpwrPfOgvfPPcYeN0C/v5eJ867ax3+59V9SCbF1LgKyvgYimMCn2g0is997nNYtmxZzvsTiQQuuugiRKNRbNiwAQ8//DAeeugh/OAHPzB5pYRWmCjZ53Ghvspb5NEEQRDOxO9xY8V5M/GXG8/CyRMbMBSJ4/tPbseV92/E1gN9vOuLfHyMwTGBz+23346bb74ZJ5xwQs77n3/+ebz77rv43e9+h5NPPhmf/OQn8e///u9YtWoVotGoyasltNCWLm+1Bv0QBMrWEARR3sxqr8Xjy07HDy+ejWqfG2/sPYrLV28AANT6PQh4qVRvBI4JfIqxceNGnHDCCWhra+O3XXDBBRgYGMA777yT93mRSAQDAwMZP4Q1MP+dUvU9BEEQTsHtEnDNGVPxwoqPYfGsViTTWmfS9xhH2QQ+HR0dGUEPAP7vjo6OvM9buXIl6uvr+c/EiRMNXSeRn7OPacWU5mpcdvJ4q5dCEARhKuMbqvDgNQvwy6tOxpTmalx68jirl1S2WBr4fOc734EgCAV/3n//fUPXcOutt6K/v5//HDhwwNDfR+RnYlM1Xv6Xj2Pp6VOsXgpBEITpCIKAS08ej5f/5eO4aclMq5dTtlg67/7b3/42rrnmmoKPmTZtmqLXam9vx+uvv55xW2dnJ78vH36/H34/pRQJgiAIohKwNPBpbW1Fa2urLq+1aNEi3HHHHejq6sKYMWMAAC+88ALq6uowe/ZsXX4HQRAEQRDOxtLARw379+/HkSNHsH//fiQSCWzduhUAMGPGDASDQZx//vmYPXs2/umf/gk/+clP0NHRge9973tYvnw5ZXQIgiAIggAACGIuv2wbcs011+Dhhx8edfuaNWuwePFiAMC+ffuwbNkyvPzyy6ipqcHSpUtx5513wuNRHt8NDAygvr4e/f39qKujcQcEQRAE4QSUXr8dE/iYBQU+BEEQBOE8lF6/y6adnSAIgiAIohgU+BAEQRAEUTFQ4EMQBEEQRMVAgQ9BEARBEBUDBT4EQRAEQVQMFPgQBEEQBFExUOBDEARBEETFQIEPQRAEQRAVAwU+BEEQBEFUDI6Z1WUWzMh6YGDA4pUQBEEQBKEUdt0uNpCCAp8sBgcHAQATJ060eCUEQRAEQahlcHAQ9fX1ee+nWV1ZJJNJHDp0CLW1tRAEQbfXHRgYwMSJE3HgwAGaAWYC9HmbC33e5kKft7nQ520uWj9vURQxODiIcePGweXKr+ShjE8WLpcLEyZMMOz16+rq6ItjIvR5mwt93uZCn7e50OdtLlo+70KZHgaJmwmCIAiCqBgo8CEIgiAIomKgwMck/H4/brvtNvj9fquXUhHQ520u9HmbC33e5kKft7kY/XmTuJkgCIIgiIqBMj4EQRAEQVQMFPgQBEEQBFExUOBDEARBEETFQIEPQRAEQRAVAwU+JrFq1SpMmTIFgUAACxcuxOuvv271ksqCdevW4eKLL8a4ceMgCAKefPLJjPtFUcQPfvADjB07FlVVVViyZAk+/PBDaxbrcFauXIkFCxagtrYWY8aMwWWXXYYdO3ZkPGZkZATLly9Hc3MzgsEgLr/8cnR2dlq0YmezevVqnHjiidzEbdGiRfjrX//K76fP2ljuvPNOCIKAm266id9Gn7l+/PCHP4QgCBk/xx57LL/fyM+aAh8T+NOf/oQVK1bgtttuw+bNm3HSSSfhggsuQFdXl9VLczzDw8M46aSTsGrVqpz3/+QnP8Hdd9+Ne++9F6+99hpqampwwQUXYGRkxOSVOp+1a9di+fLlePXVV/HCCy8gFovh/PPPx/DwMH/MzTffjKeffhqPPfYY1q5di0OHDuEzn/mMhat2LhMmTMCdd96JTZs24c0338Q555yDSy+9FO+88w4A+qyN5I033sB9992HE088MeN2+sz15fjjj8fhw4f5zz/+8Q9+n6GftUgYzqmnniouX76c/zuRSIjjxo0TV65caeGqyg8A4hNPPMH/nUwmxfb2dvH//b//x2/r6+sT/X6/+Mc//tGCFZYXXV1dIgBx7dq1oiimPluv1ys+9thj/DHvvfeeCEDcuHGjVcssKxobG8Xf/OY39FkbyODgoHjMMceIL7zwgvixj31M/Na3viWKIh3fenPbbbeJJ510Us77jP6sKeNjMNFoFJs2bcKSJUv4bS6XC0uWLMHGjRstXFn5s2fPHnR0dGR89vX19Vi4cCF99jrQ398PAGhqagIAbNq0CbFYLOPzPvbYYzFp0iT6vEskkUjgkUcewfDwMBYtWkSftYEsX74cF110UcZnC9DxbQQffvghxo0bh2nTpuHqq6/G/v37ARj/WdOQUoPp6elBIpFAW1tbxu1tbW14//33LVpVZdDR0QEAOT97dh+hjWQyiZtuuglnnHEG5syZAyD1eft8PjQ0NGQ8lj5v7Wzbtg2LFi3CyMgIgsEgnnjiCcyePRtbt26lz9oAHnnkEWzevBlvvPHGqPvo+NaXhQsX4qGHHsKsWbNw+PBh3H777TjrrLOwfft2wz9rCnwIglDN8uXLsX379oyaPKE/s2bNwtatW9Hf34///d//xdKlS7F27Vqrl1WWHDhwAN/61rfwwgsvIBAIWL2csueTn/wk//8TTzwRCxcuxOTJk/Hoo4+iqqrK0N9NpS6DaWlpgdvtHqVG7+zsRHt7u0WrqgzY50ufvb7ccMMN+Mtf/oI1a9ZgwoQJ/Pb29nZEo1H09fVlPJ4+b+34fD7MmDED8+bNw8qVK3HSSSfhl7/8JX3WBrBp0yZ0dXXhlFNOgcfjgcfjwdq1a3H33XfD4/Ggra2NPnMDaWhowMyZM7Fz507Dj28KfAzG5/Nh3rx5ePHFF/ltyWQSL774IhYtWmThysqfqVOnor29PeOzHxgYwGuvvUafvQZEUcQNN9yAJ554Ai+99BKmTp2acf+8efPg9XozPu8dO3Zg//799HnrRDKZRCQSoc/aAM4991xs27YNW7du5T/z58/H1Vdfzf+fPnPjGBoawq5duzB27Fjjj++S5dFEUR555BHR7/eLDz30kPjuu++KX//618WGhgaxo6PD6qU5nsHBQXHLli3ili1bRADiXXfdJW7ZskXct2+fKIqieOedd4oNDQ3iU089Jb799tvipZdeKk6dOlUMh8MWr9x5LFu2TKyvrxdffvll8fDhw/wnFArxx1x33XXipEmTxJdeekl88803xUWLFomLFi2ycNXO5Tvf+Y64du1acc+ePeLbb78tfuc73xEFQRCff/55URTpszYDeVeXKNJnriff/va3xZdfflncs2ePuH79enHJkiViS0uL2NXVJYqisZ81BT4m8V//9V/ipEmTRJ/PJ5566qniq6++avWSyoI1a9aIAEb9LF26VBTFVEv797//fbGtrU30+/3iueeeK+7YscPaRTuUXJ8zAPHBBx/kjwmHw+L1118vNjY2itXV1eKnP/1p8fDhw9Yt2sF85StfESdPniz6fD6xtbVVPPfcc3nQI4r0WZtBduBDn7l+XHnlleLYsWNFn88njh8/XrzyyivFnTt38vuN/KwFURTF0vNGBEEQBEEQ9oc0PgRBEARBVAwU+BAEQRAEUTFQ4EMQBEEQRMVAgQ9BEARBEBUDBT4EQRAEQVQMFPgQBEEQBFExUOBDEARBEETFQIEPQRCEAq655hoIgoC9e/davRSCIEqAAh+CIHRleHgY//Ef/4FTTjkFwWAQfr8fEyZMwFlnnYVbb70Vu3btsnqJBEFUMB6rF0AQRPkwODiIM888E2+//TZmzJiBL37xi2hubkZPTw9ef/113HnnnZg+fTqmT59u9VIJgqhQKPAhCEI3fvGLX+Dtt9/GV7/6Vdx///0QBCHj/j179iASiVi0OoIgCCp1EQShIxs3bgQALF++fFTQAwBTp07Fsccey/+9Zs0afOUrX8GsWbMQDAYRDAYxf/583H///TlfXxAELF68GAcPHsQXvvAFtLS0oLa2FhdddBF2794NAHjvvfdw2WWXoampCbW1tfjsZz+Lzs7OjNfZu3cvBEHANddcg3feeQcXXXQRGhoaEAwGcf7552PTpk2q3ve6detw8cUXo6WlBX6/H8cccwy+973vIRQKjXrs448/jo997GMYM2YMAoEAxo0bhyVLluDxxx9X9TsJgtAGBT4EQehGc3MzAOCDDz5Q9Pj//M//xLp167BgwQLccMMN+OIXv4ienh584xvfwLe//e2czzl69CjOPPNM7NmzB0uXLsXixYvx7LPP4rzzzsP27dtx+umnY2hoCF/5ylcwf/58PP744/j85z+f87V2796NM844A+FwGMuWLcMll1yCNWvW4Oyzz8Zrr72m6D2sXr0aixcvxvr163HRRRfhm9/8JiZMmIA77rgD5513HqLRaMZjP/vZz+LDDz/Epz/9aaxYsQKf+MQn0NHRgSeeeELR7yMIokR0mfFOEAQhiuJTTz0lAhBra2vFb3/72+Lf/vY3saenJ+/jd+/ePeq2WCwmnnfeeaLb7Rb37duXcR8AEYB48803Z9y+bNkyEYDY0NAg/uIXv+C3J5NJ8cILLxQBiJs2beK379mzh7/Wd77znYzXeu6550QA4gknnJBx+9KlS0UA4p49e/ht77zzjujxeMSTTjpp1PtcuXKlCED86U9/ym875ZRTRJ/PJ3Z2do5634U+J4Ig9IMyPgRB6MYll1yCn/3sZxBFET/72c9wwQUXoKWlBTNmzMANN9yADz/8MOPxU6dOHfUaHo8H1113HRKJBNasWTPq/mAwiB//+McZt7GMTnNzM775zW/y2wVBwFVXXQUAeOutt0a9VkNDA7773e9m3HbBBRfg3HPPxbZt24qWvO677z7E43H813/9F892MW655Ra0trbij3/8Y8btXq8XXq931GtlP58gCGMgcTNBELqyYsUKfO1rX8Nzzz2HDRs24M0338Rrr72GVatW4YEHHsCf/vQnXHLJJQBSXWA//elP8eSTT2LXrl0YHh7OeK1Dhw6Nev1jjjkG1dXVGbeNHTsWAHDiiSeO0hax+3K91ty5cxEMBkfdftZZZ+HFF1/Eli1bMG/evLzv9dVXXwUA/O1vf8OLL7446n6v14v333+f//uqq67CLbfcgjlz5uALX/gCPv7xj+PMM89EXV1d3t9BEIS+UOBDEITu1NbW4nOf+xw+97nPAQD6+/vxb//2b7jnnntw7bXX4uDBgwCAxYsXY/PmzZg7dy7+6Z/+Cc3NzfB4PNi7dy8efvjhnB1guYIEj8dT9L5YLDbqvra2tpzrZ7f39/cXfJ9HjhwBANxxxx0FH8f453/+ZzQ3N2P16tX42c9+hp/+9KfweDy46KKL8POf/zxnBowgCH2hwIcgCMOpr6/Hr371KzzzzDPYt28ftm3bht27d2Pz5s249tpr8Zvf/Cbj8Y888ggefvhhw9eV3e2VfXt9fX3B57NAa2BgALW1tUV/nyAI+MpXvoKvfOUr6O3txSuvvII//vGPePTRR/Hhhx/i7bffhtvtVvkuCIJQA2l8CIIwBUEQUFNTw//NHJwvvfTSUY995ZVXTFnTli1bMDQ0lPf3z507t+DzFy5cCEAqeamhubkZl112Gf70pz/hnHPOwbvvvoudO3eqfh2CINRBgQ9BELpx33334Y033sh535NPPon33nsPDQ0NmDNnDiZPngwA+Mc//pHxuLVr1+LXv/614WsFgL6+vlFlKqbXmTNnTkF9DwBcf/318Hg8uPHGG7F///6cr79lyxb+75dffhmiKGY8JhaL8ZJZIBDQ+lYIglAIlboIgtCNv/71r7juuuswY8YMnHHGGRg3bhyGh4exZcsWvPLKK3C5XLjnnnvg9/tx8cUXY8qUKfjJT36C7du3Y86cOdixYwf+8pe/4NOf/jT+93//1/D1nnXWWVi9ejVee+01nHbaadi7dy8ee+wxVFVVjSq/5WLOnDm45557sGzZMsyaNQsXXnghpk+fjsHBQezevRtr167FNddcg3vvvRcAcNlll6Gurg6nnXYaJk+ejFgshhdeeAHvvvsuPvvZz/JgkCAI46DAhyAI3fjP//xPnHHGGXjhhRewbt06HD58GAAwfvx4LF26FDfeeCPPogSDQbz00kv4l3/5F6xbtw4vv/wyjj/+ePz+979HW1ubKYHPtGnTsHr1atxyyy1YtWoVEokEFi9ejDvvvLNotofxta99DSeffDLuuusurFu3Dk8//TTq6+sxadIk3HzzzVi6dCl/7MqVK/Hcc8/h9ddfx9NPP42amhpMnz4dq1evxrXXXmvU2yQIQoYgZuddCYIgypy9e/di6tSpWLp0KR566CGrl0MQhImQxocgCIIgiIqBAh+CIAiCICoGCnwIgiAIgqgYSONDEARBEETFQBkfgiAIgiAqBgp8CIIgCIKoGCjwIQiCIAiiYqDAhyAIgiCIioECH4IgCIIgKgYKfAiCIAiCqBgo8CEIgiAIomKgwIcgCIIgiIqBAh+CIAiCICqG/w+G9Eseoe5fZQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots() # Definició forma\n", "\n", "ax.plot(df.temperatura) # Insercció de dades\n", "\n", "plt.title(\"Temperatura \", fontsize=20) # Maquetació\n", "plt.xlabel('Samples', fontsize=14)\n", "plt.ylabel('Celsius')\n", "\n", "\n", "plt.savefig('data/test.jpg',dpi=100) # guardat\n", "plt.show() # Visualització " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "vent\n", "E 11\n", "N 12\n", "S 13\n", "W 14\n", "dtype: int64\n" ] } ], "source": [ "# Vent sèrie\n", "tipusVent = df.groupby([\"vent\"]).size()\n", "print(tipusVent)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "x = tipusVent.index\n", "y = tipusVent.values\n", "\n", "fig, ax = plot.subplots() # Definició forma\n", "ax.bar(x,y)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plot.subplots() # Definició forma\n", "\n", "ax.bar(x,y) # insercció de dades\n", "\n", "plt.title(\"Intensitats del vent per direcció cardinal \", fontsize=18) # Maquetació\n", "plt.xlabel('direcció', fontsize=14)\n", "plt.ylabel('km/h')\n", "\n", "\n", "plt.savefig('data/test.jpg',dpi=100) # Visualització i/o guardat\n", "plt.show()\n", "\n", "\n", "## Quines diferències trobes amb el bar.plot fet amb pandas?" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([11, 12, 13, 14])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "y = np.array([10,15,9,6])\n", "# https://matplotlib.org/stable/gallery/pie_and_polar_charts/polar_bar.html\n", "N = 4 #direccions\n", "theta = np.linspace(0.0, 2 * np.pi, N, endpoint=False)\n", "radii = y\n", "width = np.pi / y\n", "colors = [\"red\",\"blue\",\"green\",\"black\"]\n", "\n", "ax = plt.subplot(projection='polar')\n", "ax.bar(theta, radii, width=width, bottom=0.0, color=colors, alpha=0.5)\n", "\n", "plt.show()\n", "# Una altra llibrería: https://plotly.com/python/polar-chart/" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Tipus de visualitzacions" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Barres" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df= pd.read_csv(\"data/WHO.csv\")\n", "\n", "co2 = df[\"Total_CO2_emissions\"]\n", "ticks_labels = df[\"Country\"][6:10].values\n", "\n", "ax = co2[6:10].plot(kind=\"bar\") # un plot retorna el component AX\n", "ax.set_xticklabels(ticks_labels)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "co2 = df[\"Total_CO2_emissions\"].sort_values(ascending=False).head(10) \n", "\n", "dateSelect = df.loc[co2.index] # Noms\n", "co2.index = dateSelect[\"Country\"] \n", "\n", "ax = co2.plot(kind=\"bar\") \n", "ax.set_ylabel(\"count\")\n", "plt.title(\"Principals països emissors de C02\")\n", "plt.show()\n", "\n", "# Com podem canviar les etiquetes de los eixos?\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Histogrames\n", "\n", "https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.hist.html\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "co2 = df[\"Total_CO2_emissions\"]\n", "\n", "fig, ax = plot.subplots() # Definició forma\n", "\n", "ax.hist(co2.values,bins=50) # insercció de dades\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boxplots" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "co2 = df[\"Total_CO2_emissions\"]\n", "\n", "fig, ax = plt.subplots(ncols=2)\n", "\n", "ax[0].boxplot(co2.values*1000)\n", "ax[1].hist(co2)\n", "\n", "plt.show()\n", "\n", "# On estan els valors ?" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 692.50\n", "1 3499.12\n", "2 137535.56\n", "3 NaN\n", "4 8991.46\n", "5 421.36\n", "6 152711.86\n", "7 4345.50\n", "8 368858.53\n", "9 73602.43\n", "Name: Total_CO2_emissions, dtype: float64" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "co2.head(10) # Quins valors tenim?" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "co2.dropna(inplace=True) ## VALORS DESCONEGUTS => NaN (NotAtNumber)\n", "\n", "fig, ax = plt.subplots(ncols=2)\n", "\n", "ax[0].boxplot(co2.values*1000)\n", "ax[1].hist(co2)\n", "\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Lineals" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3, 10000)\n", "[[-0.46183615 0.3178843 0.62683285 ... -1.27423201 1.67868375\n", " -0.33164508]\n", " [-0.53968937 -0.54150265 0.30693369 ... 0.57017049 0.38711088\n", " -1.42256073]\n", " [ 0.29354989 -0.34311475 -1.01271945 ... 0.49504346 0.83391768\n", " -0.31889334]]\n" ] } ], "source": [ "import numpy as np\n", "\n", "xs = np.random.randn(3, 10000)\n", "print(xs.shape)\n", "print(xs[:5])" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3, 10000)\n", "[[-4.61836153e-01 -1.43951857e-01 4.82880998e-01 ... 4.76108041e+01\n", " 4.92894879e+01 4.89578428e+01]\n", " [-5.39689373e-01 -1.08119203e+00 -7.74258341e-01 ... 1.26704022e+02\n", " 1.27091133e+02 1.25668572e+02]\n", " [ 2.93549889e-01 -4.95648581e-02 -1.06228431e+00 ... 8.45321035e+01\n", " 8.53660212e+01 8.50471279e+01]]\n" ] } ], "source": [ "bms = xs.cumsum(axis=1)\n", "print(bms.shape)\n", "print(bms[:5])" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Random motion')" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for bm in bms:\n", " ax.plot(bm)\n", "plt.title(\"Random motion\") " ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "labels = [\"MarketX\",\"IB35\",\"S&P500\"]\n", "fig, ax = plt.subplots()\n", "for e,bm in enumerate(bms):\n", " ax.plot(bm, label=labels[e])\n", "plt.title(\"Random market motion\")\n", "plt.legend() \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "image/png": 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KooQpivKboijDFUWJUBSlrqIofRRFuarp/5GiKJUVRamuKMrSwhn+neOjjz6idu3a1K1bl8jISLZv346iKDz++OPUqlWLiIgItm7dqjvHKDFct25dunTpwrVr1wBo164d1atXN0kT37hxA4DU1FQGDhxIlSpVaNq0KefOnTNda+LEiVSpUoXq1auzfHmxSDmQSAqO/TPV2beHv7nNI8Dx82v10e/X6JX/MU0fAEteVXXs7bl/7gD3nqxBEbB161YWLVrEnj17cHd3Jzo6mrS0NDZt2sTJkyc5fPgwKSkpxMfHW51rlBh+4403+Pjjj/n2228B+Pvvv6205X/77TdKlCjBqVOnmDlzJq+//jqzZs3iyJEjzJw5k8OHD3PlyhU6derEiRMncHZ2tno/ieS+ZO4T5u36w6HrR+Dq4fj5Slb2+3nh1ErzdvxV/Q/QHUTKGjjA1atXCQ4Oxt3dHYDg4GDKlCmDm5sb169fJz09HU9PT0qVsrOCD7Rp04ZTp05l+z7z589n5MiRADz00EOsXr0aRVGYP38+gwYNwt3dnYoVK1KlShV27JBLHJJ7jxu3U9hyupCLZ2dl5t6ghtaDHp+rbhtQK0bNHKrvc/VA3seUkZL3c/PJPWfkRy8bzbxT8wBIz0pn9LLRLDy9EIDkjGRGLxvNsrPLALiddpvRy0az6vwqAG6l3GL0stGsu7gOgOhkx/6xdenShYsXL1KtWjWefvpp1q9XF3RKlSrF7du3GTVqFIqSffTnokWLiIiIMN/H6NFERkbywQcfmM69fPky5cqpQUkuLi74+/sTExOjawcICwvj8mUZrCS5t4hJSKXJR6sZMnk7ccnpBXdhy0iWm2fydp0mj+mVKY8tUv3qRtKTVG16LR3eMm+PmA8vHbF97eBqeRtTAXDPGfmiwMfHh927d/PLL78QEhLCwIED+fPPP3nooYfYsGEDXl5evPTSSwA888wzLFpk/kfXvn17IiMjiY+PZ/z48YDqqjl48CAbN25k48aNTJs2rUjuSyK5k8zaZc6PrPfeCsLHLSYzqwBSY2ZZzLgb5SpVR09AOf3+pi/N2+WbwZObwDvE3FZBkyVbqR34l9Vn20Y8rL7+0CzvY8on95xP/o9uf5i2XZ1cdfueLp66fV83X91+CY8Suv1gT8fL8Tk7O9OuXTvatWtHREQEv/32G9HR0VSsWJGff/6Z/v37895777Fz504+/dS8Sm+r7J9RetjX15chQ4awY8cORowYQdmyZbl48SJhYWFkZGQQFxdHUFCQqd3IpUuXTNeQSO52UtIz+d+yY/yx+ZzVsbSMLDzdCnhtKae4+NxwYZt1W8TDsO0HddvJhgmt+7DqLpr+MBz8V22LPQ9X9kKZ+gU3NgeRM3kHOH78OCdPnjTt79u3j0qVKqEoCmvXrsXZ2ZlffvmFb775hgYNGuDt7W33WhkZGURHq26i9PR0Fi1aZJIe7tOnD1OmTAFg9uzZdOjQASEEffr0YebMmaSmpnL27FlOnjxJkyZSCkhybzBnz2WbBh7UH4ACpUTFgr3eqVXm7Qn+6l9NTSROaYNseJVO+vM8S2DFL+3g1rmCHZ8D3HMz+aIgISGB5557jtjYWFxcXKhSpQq//PILo0eP5vnnnycpKQkvLy++//57Pv30U2bPns1DDz1k81qpqal07dqV9PR0MjMz6dSpE4899hgAjzzyCMOHD6dKlSoEBgYyc+ZMAGrXrs2AAQOoVasWLi4uTJo0SUbWSO4Zlh++ZvdYakY+o1gyM8zbz+yE4Kr5ux6os/Ms43VtuJNK1jBvu3raljAIKG/72t/Ug0HToYYDZUwLCGnkHaBhw4Zs2bLFqj04ONiqfciQIaZtbZy7EW9vb3bv3m3zfTw8PPj3339tHnvzzTd58803czFqieTuoGKwN+tPmMUHX+1anc+WHwcgNSMfM/n/HoOD/5j3QwpocbNERYgxPLkHGkoIagMr3P0M/cLtX8OeVg6oWbOvnVVdOk6FP1mT7hqJRFKonI5K0O3XCvUzbbf9bF2OkWl20Rr4gmT4HHjwZ3grCp7dpRp47RidnGH4XHhkpf1rAEQaKk/1/ML62KcV4f1AVcO+kJFGXiKRAJCRmVXgPvLtZ2I4evW2aT/Q241Abzddn9NRifl/I2MUS0EQUB7qDYKjC+CDYNWP7mQwlbX6qq+VO6hyCNnxwCTVldP4UXC1s073Td0CG7Y97gkjn+df+vsQ+VlJ8srDP2+lxtvLCuRaSWkZPD51FwN/2UZ0Qqqp/auBkdQN0ycqLdhXADkfbV/P/zUsEQKUTLWU4NqPodMEaP9WTmfZ5qVDOfcpJO56I+/h4UFMTIw0Xg6gKAoxMTF4eOQinVsiMbD3QmyBXavnt5tYceS6VXuT8ECEEPz3VAtTm7trHvzSsRfB1cu8XxALrtmxY7KqjXMyj7pR2enoxJyG2At5u64D3PULr2FhYVy6dAlZNcoxPDw8CAuzUwVHIrlDpGdaR82c+8QcUdKwgjnEMMTXPfdv8LUhdPHR1RDWKPu+eSW8tXm7ahdVS752v7xdy0kzn/YuCYk3zPu/dlRVL1/Yn/1ibh656428q6srFSsWcOyrRCLRoX1S/nLFcV7uUj1f17t0y3bBe1vcSsxHuTxLmYGCxEXzRHxADWe2mfyUW14+CnunwaIX1X2jrPGaD6H/r3ZPyyt3vbtGIpEUPolp5gXXb9dkL6SXF0Y0r2DVtnZsOwAmLj1GYmqG1XGHcHLNx6hywM3Hus0B4bN/T/xLxJQIdl+3HSqNkzM0Gm2jvXDm3NLISyQSom+n5twpHzzTvopVW8Vgc8RJ7Xdt+LoVRS2qvWy8/QtnFmLRbCcnGGChK+WAfLHRuMckx+gPvHICXj2jLugCPLdHfzyocl5Hmi3SyEskEmIS9UY+w4ZPPTfUKO2r27cMm7TFM9P3EKOJxGH/DLi4TdWJSbGo1VCyNviF5U4zPi/U6gM+DlaYMvB8/efpXKEzp2JPkZ6lUdv0LQXeQeZ9S6Neul4+BmofaeQlEgnxKXp3SX7lBvw8XAkr4Wnad3XO2dQsPnCVXzacgSv7SL96GOY9ZT74STnYZRYXRMmEsg3yNUaHefjPXHUv41OGledX8uP+H2kwLYcxvnJc/Ws7Dqp0zPsYs0EaeYlEQlKq6pMf2lTVXHltdu4LZKSkZ5qialIyMqlS0of3+9amUoh9wb5HW+mDKqISUuGXtrj+3MK6s3GhEiAtSR9CWZhUaA49v1SLijjAoWhzTPyzkc9m39m3tPrXfnyhSRxIIy+RSEwLnwFe6kLm4oNXuRrneIQMQI23l9H7u00AXLiZhIuTEyOah7PmlXZ2z3mzZ03d/pw9OSRGpRsqLA2ZCe0KIQHKHo0fUYuKOMAXu8wyBjuuFX0FN2nkJZL7gGPX4jlyxboGsZG/d6jJOM6aeO7mE9c4fH2j0Nixa6qEQWxSOquOWidDWSKE0MXPRwh9VadfMizUGo8ZCvKUqg2BlRwe353krWZv0a+qGk9//NZxftz3Y5GORxp5iaSYk5ml0O3rjfT4dqPN4zdup7D/YiwA8/bqZ9KO1mONTzb79I2Ltv0aOF7YZlSLcAAmuurjxJdlNrbunJmuZqDeOOrw9e8Ur65/lQfmP8DwmsMZ12QccalxXEm8UqRjkkZeIinG3EpMo/IbS6zaN5+K5uAlVQc9MdUcI9+mmr6K2dbTFmGAdkhKMxv5BIPrp04Zx4tpT+hT22b7daUEvHwMxhhCLF09IekmLBnLssX/OXz9O8Wyc6r2zzd7vmH2idkAzDs1r0hlWaSRl0iKKS/N2kf9D/RyuD+uO83tlHSG/rqd3t9vIjUjk+nbzXK347vrfeSXHcxcTdIkU/276xIAfp65T1Sq43ROt5+CGxnepcxFPGYOAe8QGqX8yNjj1fl1o+reeXTKLh760brmw51m/gPzKelVksE1B/Nt+28BqBFYgywln8VR8oE08hJJMWXuXutFzP8tO6YzyFO3nGfyxrOmfW93F/rVN7tZ5ti4hi201/xoiepGyW0W68EJXazaYvCnyptLOXH+kqntRFQi0fiTgBcfLj7K5dhkVh29zq7zt3L1foXB4ejD3Ei6gYezB4GegZTzLUfvSr1xEkVnaqWRl0juM/ZojKHRIGt5r6/ZddKlVjYVjjRo3TVGTt1IsNHTPr4ertwg0LTfN/V90/aDS80p/0e/H8A5jyEEobqbXpq5L1fvU5h8uftLQJ29Lz+3nIu3L/LZrs8YvymbrN1CRhp5iaQYkl3446qjN2y2b3ytPaAa28PvdQXg0GUb9UttoJ3JG3myXS7T9BNjKMlNAJ5IexHnsvXNh/BkZWZDAPo6q26ZskJdFN5x7mbu3qcQGVR9ECNqjcDL1Ytu4d2ICFYF1CJDIotsTNLISyTFiNVHrxM+bnG24Y//7blks71coDm5yNtdnTlfiUtx6H2TbRj5IAekDABITYDLu+GQeSF1eVYTmlTWV17q7KwX/DqiWIueFTVXE6+aDLuXqxfTe04H4KPtH7H96vYiGZM08hJJMeKRKbsK/Jpz99r+UdCSaMNd43F4FuyflfMbnFoJkzvA0lcBuJgVAsCLnbIvBJJhQyk9KS2DM1EJXI937MepIIlOjua/k/9xNv6srj3MR63vkJSedMfHBNLISyTFmo2vtSfI242ZjzfLtt/+d60XPY28NGu/7QMxpwkft4jwcYt5c66N8nbznoK5j+c8yH9H6XZHpquZrB4WFaPqpKgx9LcUH1qmfGPzUompmXT4Yj1NP16dd/niXDJy6UgipkTw8faPAehcvrPu+KUE9UeySglrJc47gTTyEkkBsuTgVcLHLSY+JT3nzneAcoFe7H67M80qBVEz1M9mn9ZVg/HPbbjj4rHwXQN+d/3M5uEqIufZP6CWvrPgjFLGtD6gJQEvNmbW4YwSymVCbF4uSxOPnp9yhq9veJ2IKRFkZmVf2Px07Gn23FAlg1eeV8NVMxX9Oc9GPktF/4qU8y2X5/HkB2nkJZIC5Om/1f/w8/cVTZZjJY1Gu1FszMjCZ1vq9ttUUw3lmahEm9fqU6+M/TeKV++vg/M+XXOFINWvv/IFjcDYjWP2r/OdhUqjkwvnPulpWh/oWTdUd7i18yEaOp2kNLaTtHacNS/CernnXfBryVk1gWzs+rF2+wxYOIAH5j+ga6sRWIPqgfqqWqPqjCIqKYo/D/2Z5/HkB2nkJZJC4O15NtwXhUhKeiZ/bTtPcnomPeuG8k6vWrzft46uj4uF3O9Pw1QD+8NQ23K4b2nEw1LSDbPTW+fhwD/Q/ROb58x+sgVzn26B0CpErv1QfU1NgHOb4MPSquG/dd76As76eq9v9qhp3QcoJ6JsLuw+N2OvecwWi8GXY5OJTnCsOIoxGua1xq/ZPH454TJHb1qHn07vMd2qzdXJlQeqPEC1wGoOvXdB47CRF0L8LoS4IYQ4pGkLFEKsFEKcNLyWMLQLIcS3QohTQogDQog7JPwskdyffLP6JG/NO8TVuBRiElIZ06oizk7Cqt+gxmaXgZebOmuuVy7A5jVL+pkLcvy766LhjerCnMfIcjIb43LCLEQW4utO/fIl9DP0owvh7EY4uwH+7AkZybDlO4jVGPlafdXXfr/oxqAtNuLn4cJNRS3JV7Z2S17JoQ6tZVjngJ+20vp/awHIyMogYkoEEVNs14it4KdG7gR5BnE05ijvbH5Hd3zq4ak2zzsfb/3D5SSceL3J67QoY0M++Q6Qm5n8n0A3i7ZxwGpFUaoCqw37AN2Bqoa/x4GilWGTSO4Aiw4UjYtGURR+XGf2bW87Yz9u3OiXH9ykvN0+trhtsYjp9KV5VrrR/SUA/nqkKZxYAUvHYcWUXuBZQjPoLCiledIYMBUmxEHNXrrTPFydebFTVX4f1YjnO1aleer3JD93iK+HNWNg43I8074yb/WsyZiWel16gPFzD+rWRi7HJpNseCKxZYyNZClZ9K/WHy8XL07GnmTAogHMPTWX4zePk56ZzrGbx5h+TJ2xd6nQhdm9Z/NRq48AeHDBg3avW1Q4XDlWUZQNQohwi+a+QDvD9hRgHfC6oX2qoqrybBNCBAghQhVFuZrvEUskdynPTt+r2z8bnairY1pYaBUgARpVKGGnJzzcKIxQfw86O5jJasTN2UkVBsuGVlWDYcLD9jsEaH5Y9k+H8JZq21PZa8682En9QWlfXWF48wq4u6i+dmcnwatdawCw8WQUv2/Why5G3U6l7oQVTBgWTWpmChBmOhbuF85/ff7jxK0TfLvnW55v8Lzp2MlbJxm5dCQKCqvOr6JtWFuuJ13noYUPWY0tIjiC6oHVqVqiKh9u+5BWZVvZvIdu/3WjRZkWvNP8HZvHC5P8lgcvpTHc1wDjv5yywEVNv0uGNisjL4R4HHW2T/nyuZtdSCR3M+0/X6fTSi8soiz8zB8+WMdOT9VF06V27mqWgsEnH3PK7vFzL1nPpCnXTK3RarqIRfbs/GdyNQYhhMnAW+LlZtuUufjt5Yvdxlh98zqCs5Mzi04v4o/DaknBMXXG4OOmuoIS0hMI8w3jhQYv4OLkwq8Hf7W8rIkpR6Ywqs4onIQTO4baLxByOeEy6y+uh+bZ3WHhUGALr4ZZe671NBVF+UVRlEaKojQKCbEdFiWRSOwTdVtv5EN83O30zD1zn1b9yJtORZO54AX7Hf8Zbt3Wd5J+f9sk6z4Arvl/2mlQPsCmC8qzrGrg+1bqD5ifeM7GnWXqEbNfXbuIeun2JS7evkjtoNq8uPZFm+9XN6Qun7b5lLl95jo0vpqBNbmRfIO/j/7tUP+CJL9G/roQIhTA8GoUxbgMaINCwwxtEsl9xRw7EgJGUjMymbXzAllZedcbHzzZPFuuFOxNUAEa+frlVddP8ws/4xx1xH7HmFOQYKGJ418WHvod6g5U9/f+pb42ekTfzyn/c00hBE/b0MpRstQZ/vwz/+Hkoa6ZpGVksfHSRl08+4ZLG0zbb21+i7ZhbdkfZScJDDgYdZDTsacJ8AhwaHzGH5G5Jx37UShI8vvpLgBGGrZHAvM17SMMUTbNgDjpj5cUZ75Ycdy0Pf2xpqbtl/+xbyjSMrL4aPFRXv/vIEsOOf7f49DlOMLHLbZSfvzi4XqsGdvO8UHnghdcrI3TrIx2ZI5aam7Y9JW+g4sH1OkPVTrp2xtbGPkCwt3FbM5e61YdUMhK03gHhAJkkZiagb+7P/2q9uPgyIMArDi3AoDYlFgA1l9az7iNNhaQgZ87/0z/av3pW7mvw2PrFq7GrEzuMtnxGyogchNCOQPYClQXQlwSQjyC6uTqLIQ4CXTC7PRaApwBTgGTgacLdNQSyV3Gd2vM/uoWlYNpXikox3M6fbmeqVvVKI8ZhhqrjtDLUCy71jvLde25KbeXW45mWWdrvp7xOM7hmrDAbT/oOwhDCKd2wbZiW7U+ayFgzAPw93Tl6XZVcPY8i7OH+uOZcvUByHLFI/Q/9l2MZcaxGdxIukFKeiaNS7biSuIVft7/M1mYi3s8G/ksAOObmGWC32vxHi3KtODd5u9Szs/xDNZP23zK/L7zuZxw5x0auYmuGWznUEcbfRUgd6sqEkkxYuuZnMvmXbhpFqzafMqxMnuWaMvKCWEdF18wKNR0MsdRNE/5Dl+RC7Etb01JwbPrC3BcegK93RjfvQY9ItQsWeFy23QsMzUU70pqpabRf+7kyAe/k6Fk8Macg6w/Vgev8E18v+97tlxRI32alG5CWlYa7s7uDKk5hA7lO7A/aj9dKtjX+MkOIQR956szf+PTw51CZrxKJAXIcx2sRagemLSZ+JR0wsctNtVVtcVf2+zHbhsxZZ4aWHvctjZ8QfLzwFq6/asEcUIpx/Md7ahEdvsf9P/NvO+UzVxygO2kInsoikJKhn2FySfaVjZJIsx9ZCgAWen+eIerqTop13oDmfxy4Be+WH6cOXsvk5lifgIy6tB81f4rnqv/HNuHqPLA3+39jrHrx7LqwqpcjfduIL8hlBLJfY+2sIatLMx9F2MZ+LO6ONr7e9XVcu6TnpTx99Dptb817xDDmmWvkX4zMU23b093piDpqtFxfz39MdN2vTBDoe7OH8DKt80nNH4EnDWCZ2GNzNt1+quvExwrRmLJt3u/5c9Df7J3xN4c++67aVxMNT/tOHtewKP0Qn47BKnRp4FueFf6Uneeq5MrZ2LPEFkyEmcnNWSzWgk1Vt9SfCw3zH9gPjHJeXtiyw/SyEsk+cRydg0wqkU4f245Z9o/ejVed3zDiSgSbRTayMxSbMoRGEnN0BeErhjsjZebM0NymcGaI4kxsOEzqPswHJ4DwLLMxszKbM/etztz4WaSWQ4h3iLT19lC0dI/DCq1hzNrITh7KYKcaFGmBd6u3iiKkqN7KjIkktTotji53cTJVXWRuPqbF8KdXGMBULI8dOcNqjGIUl76ZLGRtUfycLWH8dJq8uSSSv6VqOBbwaGxFyTSXSOR5BM3Q1RHKT9z6GJOM/IRv+8gLtlajtjWD4aWzCzVyD9vcAslpWWSnJ6Jp1veFRdt8t8Y2P6jWszjuKrI6GxYlCzh7abXu2n9Mgybk/31ShsStOoNyvOQFp1ZxJjlY/hmzzc5GsmjMUcZsmQIfiW3k3J5KClX++mOp91qampLOvc0Secfo3oJ9Qdo2pFphPqEWl0zPwbeeN3IaZEkZdzZ4iHSyEsk+STDEOP+8YNmsasqJX34Y3Rjh84fopEEzsnIX49XE5/8vVThrudm7EVRrAts5BrFIk7/6gGrLn9ndrB9rk9JqNhG3a71gO0+HgbXjouH7ePZsPHSRs7EnmHXNbXqVZ2gOjnqvF9JVJ8uUrNSODuxByden8DfPcyJSC7eJzGZP8WVvjXacPyWGgbbo2KPXI/REeqG1OXpyKdxEnfW7Ep3jUSST9IMLhRPC0PbvnpJW911NKxQgte6Vmf6djWEMiktk+yCL4f+qi4EelvM3PNVBSn+KnxZAxqMgD7fqW3Jep2aHzL6sC6rvo2TDTi7wqtnzMbckjUGueHFL8Mgx7M+/zz0J1/s/oJwv3DOxZ8D4FDMIS4nXMbf3R9/d9vv175ce9qGtSUiOMI069fqvDu53UQ4J6BkBAAQn5zOkgeXcP72ebv6M/mlXkg96oXUs2o/E3uGvvP78nnbz+ka3rXA31fO5CWSfLLvYqy6YcODMKyZ3lf+bm99pMrbvWoR4OVGu+pq0s7HS6w1ym2hLboN8Pd2x+PsycqEhS/CPyPUbaMmzZ6pkBhtU4gsTlGlB7KNxfcOAmc780ZjQlSQ4yXwlp5dyhe7vwCgYamGumM95/ak1cxWHIyyHY747/F/WX9pPQOrDzS1uTq5UtPLrCVkNPAAq47eoJxfuUIz8KBGBqVmplo9hSw7twyAC/G5+A5zgTTyEokDXIhJsopsMfLJUrXykaWGDMCgxnoj37qqXp+pbll1JjqiuerDX3romkPjSbNYgPVxz8VD+Ze1YPcfcGS+KhqWYNaD58eW8Ie1uyIR1c3SpVbuxc0AGDxLDavsNMHhU/48/KdpO8jT+vmmrE9ZSnvbHo8xqSkl0xy95CScqFLaFUVxIuVaL6tzMjKzrNoSUzPYfCratB8+bjHh4xY7fA9aNl7eSKO/GnEkRi8PEVkykqahTXmomrXKZUEgjbxE4gBtPltLm0/X2jz2SCtVgbFbHWuDY1lXtUpJH45/2I3/9Y/ggcgyOBkiaZo5kCGrNUKKhRbgipfa5Hi+iQTND4mbN7j76o9FWT9NvNKhAq2rBtO1du4kik04u0DEQ+YsWAd4of4LLOuvznJ/OaAWE3ERLgyrOQxQlR07/Gt7nWBQ9UHsGLrD6kfgUsJ50qI7kn7LesZuGbkE8MLMfQz9dTuXbiXpEs/yQkX/irzQ4AVCvPQ/9M1Dm/Nrl18p4WFfIjo/SJ+8ROIgCXb83i5OAncXJ5syuNpwSFVPBdxdnBnYuDwDNbN8o1Ruk/BAu+/f/0ez7nrLKsE4CTDqmnk7OpNPs4jsuLwbji+13bf/b/CfqjNTIjiUaR2b2u5XCKRnpfPEqicYVXuUqW1C8wmE+Ybx6IpHdX2zlCzTYmZaZhprL65l0+VNxKbG8l2H73R9p3afSlzbdNxcnLgen8KAn7eqxc7P3yIlPdPqc9xwIkodT6aiC3mNT0nHzyN3xc/L+Zbj0Qj92A9FH+KVda8wt+/cfEfv2EPO5CWSHJiiiXe/FmedbXk7NcMhd8nT7bL3RzcoH2AKxwR4YtouwsctZvf5WwDs12TLurs4c/pj1a2iFUTLEReNQmW9wfBHd9V1Y4uIh6DNq+pfRDbFQAoBgaCsT1mdy6Z5meZU8q9k1deo8Ljh0gYa/tWQsevHcvzmcVMCkyX+Xq54ujkTHuzNjjc7MdBQEnHV0etWfY3lB52F4JbGXVd3wgqb7p2ceHvz2yw9a/5R3Xh5I1cSr9ByZkuylNxfzxGkkZdILNh0MprwcYs5HZUAwLsLDpuOJaTqY9tvxKew7UwMAV72Z3V/jm7MtEea5Pi+3u4uJGqUJZcfVo1O/x+36Hzww+v6wgR/xIF/OPdJT1pUDra6ll0u7zFv759hv1/Ftuprh7fUP6fsQzTjUuPYfHmzScUxv7g4uZjEvHxc1WIeT616ihCvEF0oZLBnMJ7OnoB+4bJ7xe70rtTbofdyNriQXv9PXcS9lZjGwv1qCKbRu5SWmWlVBPx2Su4imtIy05h3ah5f7TardfasqC4EV/CtUGihldLIS+4LsrIUTly/bff42mM3+GfXRVYeuc6w39QwxR1nb/L7Jn1Juc5fbdDtd/hiPWeiEgnORsO9XfWSVguutvB2cyEp1Xb8d/OJq03bL58xSPXOfRwubLPZ3y4+IRA5VJ3F69pLQU9Nen/17rm67MlbJ3ly1ZO8uflNVp3Pv75LXGoc3SuqY+hQXvW7n4k7A0DtoNp4uaiujejkaKYfm05CWgK/H/qd0XVG4yyc+XL3lzy+8nGH3mvK1nO6/Qd+2MxzM/by1F9mOYeU9CxiEvQL79vP5k6iwM1ZfSq4mmiWlf7tkKrx82z9Z3N1rdwgffKSYk9mlkLlN9SszSfbVmZc9xpWfUb/udOqLS0ji/cX6SMhLNfejH76fCcjAV7uzqbrWS7yxWhcBSUyNKJkybdy9ybfGOK0Xzykn8knXIfaD6px7AAVWubqsjUC1c90w6UNbLi0IV9Ki2svrOX5teaaq2PqjGHB6QWmfWcnZ7YM3sLVxKvMOTmHyQcns/7SetqXa88fh8yup1cbv+rQ+815qgVV3lxq0qM/H6OuW2gjnVIzMnVPWWA7msoWjT9aRbfapfngAeuyjKHeobQLa0eLMi1snFkwyJm8pNijDYH7af1pq+M3bttWNbQXMml0ndxOMbtucjurs4WPu4upEEh6pq1IDoVA4kH7WG+YHeYaNxsl97w0i76hdXN1uUsJlyjvW54GJRvwdfuv8zYmA0YD3yy0GTUDa/Lz/p8BdDHszk7OuDq5MvmgWoTj2chn+efEP7rrnI61/q5t4eLsRIPyATQODzS56CyJTkgzrY0YceSHPTNLIep2KtMMCqP/9PqH1xu/bjr+ZL0nWXdpHU2nF96itjTykmJPTlF7nyw5ZrNdqwn/RBvzgt+xa6rY2NloswJkSnr+F8283FxMERy2dG1GOK9gj8eToI3CuGq/8lS22CtbVzJvBT0mH5jMhdsXiEmJ4VZK7p4uIqZEEDElgtRMdWZc2V8t4/dluy/pV7UfTUObcnDkQX7s9KPuPE9XT9N2t4rd+Kb9NzxV7ymqllAlkAPcAxweg4erMynpmUy0k4z2xLTdpgIvaw3Vt16dbS39YIl29n86KgHnjDDahLXh3S3vkpGVgaIo1A2pawoLLQyku0ZS7Em2ofa489xNjl+7zbBmFagR6gs2lGt3nDVnfu7SzOIyshTiU9L5YFE2NU/zgLebM2kZWaRnZrHplBq650EqY/x28UN8Cx51Vl1OpGlmmwG5VJ/s8LaaAOXkBMPnwbQH1Haj/vtjayDTMTeElpcbvcyK8ys4H3+e97a+R4fyHQj0sB8OaotBiwbxT+9/eKLeE4R6h+Lr5sugGvYFzfzc/Hip4Ut8tfsrGv2lyhl/1vYzTu4/qd5Stf4Ov7eHqzPxKemsOprzD1SZAMf1d7RyEx2/WI+L3z48y84E1OLeH23/CIBA99x9VrlBzuQlxZ6XZu3T7WdkZvHwT1t5a94hAIK8cy58rRUf+271SepOWMHOc2aDMKpFeL7HaYzRTkrNpLxBtmBR3U28ljaJPk5b2K3YCAmMy75QuI7b10DJgtavqPuV28Pz+6ByBzVcEsDVw77+TDY4C73r4q8jf9nsF50czbartheLT8We4nbabV7b8BrDlw4nYkqEzX5axtQZo9uv6FeRlmVa4uXihauT43Hs7i5OpDr4NKbNh5i/L/tyfomWC+lZ5jHFpJifFD9r+5lD750XpJGXFHssddurvGmOU05Oy+SVf/Uuj2Afaz93aX/z7G3t8Sjdsa8G1rPSpMkL3u7OhvFmkGQYc3Ci6ld+2/UvSmFjlrnqXcff4IvqsPYj2PW7uS2wIgy3LtKdWz7d+Sl+bn4mo2uZum/klXWv8NiKx0wLy2fizrCi/wrT8Z3XdvJN+28A6FO5j0Pv/XvX35ndezYHRx6kemB1Pmv7GXP75u6eNpyI4uQN2/747Hhh5r5sj286qf+3kpForqa16PQidg/bzZ7he/DIgzqno0gjL7lvaF3VOp685jvLrNre6W3tl/Z0dWbx87bFq9xdnAukCIQx6zUpLYNVR9QY+YDL6wAIEXG0cNYYzhbPgXAGVxsLqLbQRuuEOSaBnBuG1xrOxNYTaV+uPYBV6r6Rd1u8y6SOkxBCcDjmMH3n9WX2ydkm+YKx68fSoXwHSriXwM/Nz+Y1LGlcujH/nviXXnNVPRpfN1/K+JTJ1fhtFXBxlMuxyTbbbyWmMWGhxY+d4kZWhhr3X8KjBC5OLrl64sgL0icvKdaka7IS/Twd+89Uu4y1cXF1FoT6e9roDWElbLfnFmPWbKcvzbH46Z4huCZHWXdu/yZs+Q7SEyE5FjwDsr/4zl/N24k2rpdP6pc0yxDbCp88H3/eZIQBDow4wObLmwFVl0br7hm/cTzdKnajeZnmDr//rOOzANh3Yx+RJSNzO3yGNC1vknsG6Fq7FMsPX6dumD8HsqnLC9DykzWc+6SnVXv9D1baPsHgsjkYfZB6U+vxW5ffaBKac7JcXpEzeUmxRpuK7uugvktGpsLCZ82z9p4RoQgh8PWwfX7dsIB8jdGIZdy1E1m2DfwTG0ATWcKlXTlffPcU87Z/WB5HaBtFUZi4fSIrz5uN2tm4s6aomdHLRvPdXr2GzJe7v9S1Hb95nKE11cLbi84somWZlrQJc1x0bd2AdTxR9wnqhuQu9NPIHs3C+k/DGvDTsIYseLYlMx9vZrN/Tv+WshMzSzz9Osv7L8fXTRWGy+1TR26RRl5SrNGGIp7RhDxmR9kSnkSE+XPuk56c+6Qnk4Y2AMDVuXD/u2RZGAZ3bMTpD/0PQg0JTU2eUF+v5lDUOjMdyhjOGTwLyhXcrPHXg79Sd2pdph+bzqlYVZf+lXWv0Gee2Z++6/oulp9bbtov6VXSqqD1W83eIsjDrMTZqHQjckOQZxDP1n82z9IAx66Zs6GrlfJFCEHdsAC83FxY9Jy1m85WYpMWW4qWAL3rqQa9x5ye3E5T3zPMt2B/dC2RRl5SrFlyUM1aHNAoTBcSaRkNY4x9hlxqsxcggyyKcVcRV6w7Ve1k3u7+P/V1zYcQfRIm+MPfA6zPiTkNew3RLlW7FNBoVbSRMv2qqDVTV5xfYbNv09Jqws/QmkNZeGahqd3XzZcgzyBd1qe3o2sNBUSvuuaarpVCfHTH6pT158VO6oKpUTq6emlfXZ/r8fqEOm0Zx9e71eDP0Y2ZPKIRsUnqD3cD3zsn+CaNvKRYc/6mOntPTMs06b7/PqoRE/rUplKI2ZBUCPTinV616Fc/m8pHGn4c2oBRLcKZ/0zu0v9zQ8eSFlo7zZ6x33nz1+rryeXWx9I0TzBOefsvn5CWwMfbPyY5Q7/IqF0cPRyjCrnN7TOXh6s9TKfynXR9t19TNYEWnjYb+B1Dd7Bl8BachBO1g2uzrP8yPmz5IXGp2fvBC5qPHsg+XPOFjlV5t3ctfh+lPmHUDPXjj9GN6VZb1asf8dsOXf9kjZG/lZRGu+ol6VyrFLcMRn7NdvXJStgqJ1bASCMvKda0raZGeTzfoSpv9azJnrc706GGWvhinsZAOzkJxrSqyJcDI7O93uAmqixtaIAnE/rUpl65gAId78R+ZmNzyb+hGgnzygkYOhu6fazvrI3oqawpnpFpoY4Yey7f41p/aT0zjs1g/aX1uvZnI83CWkaDVda3LP+e+JdVF1axadAmSnqZa93WDKxpcusAeLroF61XnlvJW5vfMilQ3in8s1ERBRBCMLplRd3ie/vqJVl2WH1SPG4hfjdRk0XdsYb5/huUNxcGqehXhbbl2uZr3I4gjbykWGOMN/fzdEEIYdIHB3Jd9AHgnV61+WlYAyIL2LgbKeVnTszqcf1nuLRT1ZSp2jn7E2drkoI+CIIfW6nuG+0x75yVMO1hTG56df2rDFk8hIgpEey8tpOUzBT2DNvD7mG7aV9eDZ/UqlDuj9rPjSRVUK15aHP+6f2P9cU1DK05lCndplArKP95B3eaPzebFUsX7De72ppUNGezPtm2smn7yNGGPFjlwUIflzTykmLNNoP+TEH52T3dnOlWJzTnjnnEQ5NN2SHVIC+clY1ueeRQ2+3XDWGMWpXKh+wUB3GAQzGHTNsHo9Vrj1k+hoGLBvLX0b9MMrqAKSrGz81P53Z5vYkqzLV9yHb6VO7D+Cbjrd7H1dmVBqUa5Hmc+eGhhmG0r567H8Ilz7c2bWtj4ntEmMsOanMoPDWiZhnx9U0yyoWJNPKSYo1RPtY3D7P2oqB5ZRu1Xl2zicM3ShQYKdtQv3/jGLR6Sd0u73jcuZFbKbfYcMkct28rrPHL3V/q9v3d/Tk48iCbB2+mVyVzbPzY9WMB8HL14lz8OdZdXJfr8RQmnz9cjz9G5y7yqJaNnApFUUwL/pZrNgUhSZ1bZDKUpFjzz67stV0OTOhCpk1Z36LBOOtzxrhwl8PCXFBl/f7l3fr9mJOw6SsIrq4W084l/538j2/2fINAUDOoJhsubaBl2ZamRKYQzxDWDFhj93whBFO6TWHkspE6X/xPnX6y0rspLlQcv8S0bblm4+5y5+fVciYvKbZkl5BixM/DlRLeedRkL0RedVEzOCnngM64ZZUnI6GREGaYmUYfz9M4Snmpi9QKCvGp8QR7BvNJq09Mxxc+uNDeqSYalGrAxNYTGVFrhKnN18230ApX32m0i+Xh4xZn29fJSfBse3Ot3/Q81InNLdLI54NRf+zI8UuVFB3j5+S9OlFREuDlSktng655gnVxaSuMyVGWXN0HC5+3fcxBNl/ZbNpuWKoh0cnRtJ7VmpZlVDdEs+nNmHsyZzGwXpV6OVyp6V7jgUjHwm6NjO1anVCD4J02nr6wKBAjL4Q4J4Q4KITYJ4TYZWgLFEKsFEKcNLyWyOk69xKKorDOoEaYlpHF67MPED5uMRtOFLwuiCRvzNx5EYCWVWz4ue9idoxtRoRwrKoRAOlquTpsuT9KhKuv9oqEZEOWksXiM+okxsvFi7ebv2065urkyuQualWm2NTYXF+7OOHhatuMTn/M/lPY0+1UN1tBFJvJiYKcybdXFCVSURRjPvI4YLWiKFWB1Yb9YkNGltkVcON2CrN2qQbFVq1QyZ0nU/P9NK14bxl5t5snzTuO6Mw0fw6GzYFSBvXM+sNgwFR4aiscmAVVOsOrp7K/hg3iU+NN29uHbsfd2RzeObzWcJqFNuPgyIOMrjM619cuTgghcHGyXjtpUdla9dSIcQH2TszkC3PhtS/QzrA9BVgHvG6v871GmkabQqsp3bBCsXpguWdJ0FTk0Sag3BMomtld909z7u/iBlU6wvI31f2mT0LpCHOc/KmV4Jz76CJ3F3dG1R5F5QDz4u68vvNITE80CYFlKVkIRIFILd/LfNwvgtc05QAPTMhePsIodhevqRNcWBTUTF4BVgghdgshHje0lVIU5aph+xpQytaJQojHhRC7hBC7oqLuHVeHVoBIW+C3mSbxQVJ0aMuu3WvuGhTN7O70asfPq2+Imfcrq9ePB8iwXZQ8OzxdPHml0Ss8UOUBU1vlgMomAz/5wGTqTa2nC7G8X3m4YRg/DDXH9+eUaGeUvd54MpprcSmEj1ucY5WpvFJQRr6VoigNgO7AM0IIXTCtooY52Ax1UBTlF0VRGimK0igkJO8ZeXea1Azbj1lJ+Sg+IMkdqRmZDPx5K/svxpraPl12jIh3l+tm8vmdZe64uoOIKRFcjL+Yr+s4jDH5yTcUavTKvq+W5s/Cm9fUDFnLe87DTD45I5mLty+aCmxbMqD6AEbWGqkTFrtfEULQIyKUJ9pWokQOEglg9gR8svQYzSaqP+Q5VZnKKwVi5BVFuWx4vQHMBZoA14UQoQCG1xsF8V53C/bqQWqNi6RwOXb1NtvP3uTt+YdIz8wiJT2TH9ad5nZqBl2+KrjZ5c7r6jrL7fTbOfTMB6dWwc0zsP1nOGaI2BowTS3P5yhC2E6cajTG2ug7wJ7re+gxpweHog/ZPO7v7s/YxmNxzcMPSHFlfPea7H0nZ6VPW0lUhUW+ffJCCG/ASVGU24btLsD7wAJgJPCJ4XV+ft/rbsKoJmeJZeEHSeFz4FIcD0zazOEr8VbHPnowe91vR7iSoOqQJKY7pkefJ/7qDz6lIUHNlKTF8+CXz2ISLxyA2At5ynQFqBJQhY9bfUxl/8o5d5bkCmOpRy1aiYSCpCBm8qWATUKI/cAOYLGiKMtQjXtnIcRJoJNhv9iw8ojt+OXVx244lITjCLF2fkgkKtp1EVsGHqBu2YB8v0+Yjxrhcum2IXv29jVVAOzGsWzOygVZhvswGniALh+Af+7ir60oUQEqts5TpitAKe9S9K7cm4A8hF9KssfThrxBqH/hFPPOt5FXFOWMoij1DH+1FUX5yNAeoyhKR0VRqiqK0klRlJs5XeteoloptWjAshetf33tVYXJjsuxyRzU1JI8cCmWyPdXsuLwtWzOunNkZimEj1tM+LjF/LIhFzHchYgj2YIOeymiTsCZdbqmpWeXMmjRIJ6KfIqDIw/yYFWDYuDO31QBsB+aQlwBLJYdsZFMZIyMKUL23djHtCPTCmzSIjHjbCPkMsABX35ekBmveeSmoXaorVV0e/56e1yOTablJ2vo/f0mU9uqo+oSxucr8paOXtDsPGf+jf5lw5kiHImZob9uz7GPraLclmQpWUT/1JSUaQ/o2r/c/SWHYw6z8PRCph2ZxnOrnyMjKwM2aMIaT60i32hlgu8ihi8dzqc7PyVLKfyEHUn+AwTsIQXK8sj7i1RZUU9XZ85O7EFccjrz9l5mwsIjxKek51iEQMsnS82P/VlZCk5Ognl71RniiesJBTvwPDL8N7NBjU4oejeStnarJZ1rlUJRFC7cTDL/x7l2EK4fhnqDrPovO7uM18uH8XrMLYahaqDXCqzFtUT1KeqznZ9xK1UNk72ZcpOS2pMXPq+6RSq1K5gbKyIu3r6Ir6uvyTWTlmn+jp2diqeQ2P2CnMnnE083Z4QQBHi5mRQPn5i2O4ez9DQONyfrRCeqC7cXbiYV3CA1ZGRm0eu7jSYj+c+ui7T9bG2O56VbKDVmZRXtI/ztbJJI3u9bm19HNmbFS5qqOz+1grlPqPHjF/VZyduubAGgdmoqF+IvMGzJMF5Zp0r41g2py+w+swE1brzknunWbzi1b95vJMmOF9PLfrZkQZOSkUKPOT34cPuHnI8/D6g/dJI7h1HmoDCQRj4PxKek42fIWNPqQyelqeGTR67aXgS0R5C3OV18/0XVL18+sHAU+qq8uZRDl+Op955abPm12Qc4H5OU60Xe24UYKhqfkq7LQzhwKZan/trNy7P2mUTHbKWDuxlkXEv7ZbOAtWcK/NYJVn9gapp7Wg382uzpSc+5PQFYe0n94TsQdYDNlzfTumxrkjOSOb3+A2z+vEzw1xfocJRpdioDJUXn/lp5JCpZTUJcfm45veb24vOdn9O4dGN+7/o7Cx/IWWVSkje+GRRJk3A1ebKyRfHwgkQa+VxyOyWduhNWEJ9ibeRGtQjP0zVjk80G9rGpuwD9TP5O6Fscv5a7GPDkQkz6qjthBQN/3mbaH/ffQZYeusacvZeZseMCYHbXvN9X1Wv5YWgD9rzdmY2vtc/et3na8NSy8XNIUI3bkxVUw943IZHHynejpFdJJnvUIDxNfY93trzD0ZuqKuQDYWU442rHFXfT8bWKjKwMbiZFQ5QmQqdmH2j6lLrd8R2Hr5VfjKX9AMr7lqdnpZ78dvA3lpxdQrh/+B0bx/1G38iy/P1YUz57qC4POlhAPi9II2+HtIwsm4lN2SU7tamWt4zdizeTsz1+6kbB+eUrh3gD8HLnarr2/Zdi7Z6z46zZpfCBwagmpBaO5saN2ykA7NNksVo+Gd1MTDNlFtcM9ePcJz3pERGKj7sL5XJ6Ajoyz7z9eRWY4M8z0aqx71GuDM9HXWd1m29RPAI452Y25kOrPmzaLpmZCUFVoMNb+mv7OSAmZuDr3V/T9t/2/GrUsu83GQZOg9Yvq/vlmjl8rfxwI+kG04+pLqimoU1Z3G8xNYNq8vWer5l9YjYHo+5NueZ7BVdnJx5uVA4nG9E2BYVceLVDtbeWAuDt5sySF1pTIUg1jiKbSj2V8vjI9dN6fUjiSYvK78kFOJNvUjGQ01GJXL6VTHSCOXHr4yXHeLyN2S+YmaUwfs4B3Fyc+GubOnt+qVM1U7LX16tO8v2Qgq/FGX3b/FQTl5TOsWvWrq9uX2/gkVZqJqiteGMr0lPA1cssyatBAf49vwyC1cfmiOS9sMx6cfbR+eOp7+7ONRdnSjQYrQqHzXlU38nXpjyTTc7EqbP+nwP8eDQuHuoOUA/4lIQJcdmcWbBolSW3X91OxJQI2oa1xVk4k6lkUic4/8lkkqJFGvkcSEzLpO1n6zj3ifpI72gll7SMLJOPOLd0tkjJ33chlsbhBSN8ZpTgnbXrIsuP2I/BvxKbbFU6z9PNiTNR6lPH9rOFk/ZwNc78VFPv/RU2+9y4ncpEQ0SSl5sDRn7nZJsGPkkImoaXs3ta1bQ0hsXdxtMQJ143NZXTbj7ENX8af2cX6Pw+HDbEuL8drSY1OTn2nX/X4TviPwzGJ6towxOT0pMY12Qci04vMhXrXn9pPQD/9fnvvleXLA5Id42DGBNCjPHxAEff72bVz5jQ8MVKx+LbHUk0+WjJUYeulRMXYpJ0hjs2yb7LZdd5ayN+/FoCPSJCAahb1pyscy46kdVHr+vkl/PKK//mLqrDsR9Sa0N1wtWVRT7epv2B8eanp4+jommSnMKLN2Ppl5BI98QkCKjATg8PPggO5LuTM5l+dDpnRAa8dQNGLYGPy8Ch/xwe98QdE+lXNpR4Jyd47azD5xU0E7ZO4JMdn5gMvJZlZ5cVwYgkBY008g5y6ZY6w+w7yVwOzdPGLHJEswoA/LzesUU4Y2WY17pVz7HvE9N2se1MjEPXtcU7C2wLTdnialyKVVtsUhpNDFLKq4+Z9ebafb6OR6bsosMX6/I8NiO5LXQcVsKBKCS/UN3ukdLV6R8WygfB5qejUQ+YQyPfCAlmh6cHjVMM7ixnd6jeg2Y9vyfSPYTGpRszccdEPt7+Mbi4Q+k60OwpCK7q0Jjf3vw2s47PItrFmXYVwjicdDXnkwqJeiHm0oEdynXg7x5/m/aH1BxSFEOSFDDSyNtg2tZzVm2tP9XHklcK9rbqA7DyaM5im/Ep6Xy18gQZmVk88ZcaU++bg/70izP3svzwdQb9si3bfgCHLsfZ1NbJKfY+Q+OKqlPGOq2+Vhk/XcjoqRv6tQPjD2F+uB5vW+Cte53Seb9ouv4Hq4KrdRZsWMm6jI3Rh0C+VNIQq56ZCtt/xOnaIc6Twdj1YwHoWVF14eHhryZaHZptOvdQ9CG7maLzTs3T7X+w7QOb/QoaRVGYf2o+yRnm72lMnTG80OAF9gzfw+GYw8w9NRdfV198XH0I9rxzsfqSwkMaeQ034lNIz8zi7fmHbR7XZlkuer6VzT4tKudcoKLFxDV8s/ok/1t2zFQTdsfZm3zxsL4g8/juNUzb8/ZdyfG6Rnp9t8kUiqnlTFT2KorXNQqalq4XN2cnnmirT9iYsOCIlbspfNxilh4s+Jnpe31qM/PxZjbLrFmy7NwynSEjQ//j431xJz5OalRL/7D2rKswGNx9OOSuto2OVRd7R1Xso7/w5q95sIo5rt1TK+sbexFunSc5I5kPt33I4MWDWXNhjc3xze45E4Det9Xv43DMYbP4WSGy6/ou3tr8Fk3+bmJq23Z1G5X9K+Pq5MqwmsNoF9aOT9p8wncdviv08UjuDNLIG9hyOpomH6/mhZl77fap994KetZVH/1tSYUCvN5NNcztqtsOp/xr23lTGObkjWZfbM1QX/o31Ifg5SVBQpuJql0ktlfkRMsHC4+YttM05zarFMi2Nzri466/502nohn1h3VN26f+3pOrMTtCkI87zSoF8XibSnb7KIrCm5ve5NX1rzLn5BzzgQzDj5chBv1vPx8SstS1ld51RhLU7g0A3HzVWGWfrCwEUK5Wf6v3+P3w76ZtbxfN01z0cTi6gBnHZjDr+CzbA0y9DRu/5Pv14wEIzjR/JzeSCr/cQv2S9ansX5nxTdT3/2n/Tzy35jn+PPwnAKPqjKJtuba0CWtDo9KNsrmS5F5CGnkDQyar2ixLDmav+piekUWN0r52j7u5ONG0YqDNClGJqRm8Nc+2X7xLLevwO1uRIyV93a3atJzXuGQOaFQt35ln++kEoH75AACWaRQvjQlYa15py8zHmxNojOcG3ulVy7S9/kTBlWw8dFkfOvjH6Mb8OLQBo1qEm1T7Hm5kPxomJTOFBacXUNanLG3CNMXJ0g0z+VC1bN0nQWZf/FOrnjJtj/KsQMukZIY8c5RfukymbEhtcNP/0Pavajb8H23/yGoM/av2Z3bv2bzV9C29u0NR4M9eZK5+j3UJ6o/7HwFmt9HlhMIp/aYoiumv/rT6nI47TZhvGAtOL2DSvkn4ufnxRbsvCuW9JXcH95WRv3gziedm7M1zBukbPWqw4sh1zkZn7/bwcHUmVfMel2OTOXo1np/X25forVJS/eHY/VYnc6MNz8SN26n8uvEMb8y1naSyR1NvNsYQB5+WkcWsXebSdbXL+Om0q1/oaF4w/GixOpt/+R81ysXV2fqfSL8G2Wfn1QzNXdWbXzeeIXzcYhbuN7uk5jzdgvbVS9I9IpQJfdQErF3XduHtlciZj3sQWS6AOU+by859tO0jkxvi7x5/U85X/TE4fvM4bc/+RbSzE9QdiNLpffoYfemgc+tU7fktPz04Fx83H5qFNgPPABh3AV4yP+FMaDGBUl7qD/Jz9Z+zupffD/7OQwsf4sPtHzJ86XB6zunJiVsn4OfWcHUfcZoQy3ejzYvo4X7hufrMLLmVckvvojJQd2pd3t3yLpmaurHPrH6GNzepRb9LeJSQvvdizn1l5N+ef4iF+6+w6WTOuiBa7Zj9hnJeyw6pM92c9OI9XJ2ITU6nxcTVvDH3IC0/WUP3bzby7ZpTNvs3r2T24/t7mhdgPV2dWfScte//w8VHmb79gs1rvbvAPGMP8lFn38bELiOznmiui55pWcX8n3zyxrM6l4+taBdLt40lNxMdq4519Go8ccnpfLhYDRH9WSNh3KB8Cav+o5eP5sNtH6oqnc+01PWZeXymabvdP+34af9PRCVFsfv6bm6SydsVa4OTM195ZrLg7GI+bfMplf0r81cPc0o/XoFQOkL/pk7O4FsaqnaBwaobZnG/xQytOZSLty9arUnUcg3Q7V+4fYH+C/qrKphAhhA8FhvHCzdj6dx9En90/QOAH/b/4NBnZo82s9rofO0A0cnqv/P9UfvtLgKfjz/P6xtez9d7S+5u7isjb7RdtvJVqpXSP5a/16c2/z7ZnO1vdMTXIEa250KsQ+9zNjqR8zFJXIlLsWuMtWh1K1w0M+eaoX7UKetvyu60pW9xOTbZVMzjalyyTnYhOc32f2xLI205W9fKCNiKQ3exMbvXYi9CxpLu32yk93ebrNqbVbKd+DW20VjWXlxLxJQIYlNi1fdKvE7ElAirvpP2TaLDvx2YuGMiAJsy4zh16xR/HFKN6pIzS5j3wDxdCKFdnJxh6L9QXc2LcHd2J9Q7lEn7JhGfZvisGj9KOrB484fZXur1kCAmB/jTJikZ/+CaJt/3psvWn4OjZGaZZ+mzjpnXAwSCMt5lqBVUi4Z/NaRqiapM6jiJ91u8r8vcLuOTzzKDkrua+8rI3zIkMtmSJrA0dCG+7jQOD6SUn4eVrkRO1dhzqwHv7mr7azCGK77dqxbnPulJST9rf/xny8wCVw/9uJVONc1q58N+284z020vglouDLcyzOadPc/x8opPEa7RQJZdg24Z0rjh1famrGBHOB2lfka2wjp/Hm696Hfs5jFdtIqxqPb809algwPcA6zaqqemkZRhfq91l9Y5PFZbDKg+gFDvUFrNbKX+4LR9nSgXZ9Z6q0+An7YxFxYZU2cMRw06OL0SVFefl5KlxtgDvq6qqy6vFZgORptdd5uumH8snIUzyRnJLDqzCICTt05y4tYJmoY2xdfNl1cbvcrBkQd5ocELeXpfyb3BfWXkDxoW9lLSM0lKy2DWzgso236CawdJTs/ULWrWKWsdJ25k0tCC1WxxszCki55rxYcPWGuGXLQwiDcT03ShlZdjk3GxeExZfMAczlijtC8bX2sPwDeD6uv6NTAsvnqF/8RVpwX4VPkc91IL8bYjGzDJQremfFDupJFvZDPb17qsQI08eXjhw+y5Yf7B+vXgrwD0qdwHb1dvBlYfSCX/SoxrMo4xdcZQJ6gOfm7q2sDKC5f5IDqGoUuG5mqM2RGfGs/VRPWzbT2rNXgFs91DXecok55B7aDapr6/H/qdAWVDeaZUCFs8PXjhZixhGZkQoCbOVQxQn9R2XbcOe82OsevH0mtuL8ZvHG9qq16iOk3/bsrXu7+m9azWpmInRm6m3KTrf12JT4vns12f5f7GJfcc95V2ja+7C7dTM4hJTOPHZXtYuPUAA91Vf+SZlOk0qRjI+33rmNwz9tBGmtjip2ENefIv+4VDpoxpQq1QPxp/pJaOs6y/Uaesv80fmVe71tBF/3T9Wq9xE+LrrouQsWTZi+aIE39PVw5M6IKPIRTU3dUZ4aIXA3ML3GpXu8Seat6wZuVNgmbZMdVGwpk9dl6zDtOcc3IOI2qNoHJAZdYPXE9SehL+7v44CSed+2bY7SQ6l9e7uSZ3mUxEsLWLJzeEeOmfhBQhKOVfgfop0Xx2I4ZlF9XkuV6Veplm0hu81Lj6FcCjNYaY/IaftPqEhWcWmgqGZ8eZuDP0ndeX91u8z/JzywFY+MBCxq4fy/Fbx/n5wM8A/HboN5vnd6nQhWlHpgHwT69/cnnXknuR+2Ymry2I/da8Qzy0ayjr3F/R9dlx9ibd6pTWLUTaIqen6tJ2qq6/Y3C7tK0WQojmqSHDQZGqcIvZctTt1Gz3tSx53rrguJ+Hq8lYe7g64xqgz6b1yaptdY6WZ9tXsWoL8VHvPVPzyxWfFs+Wy1tMfvS4pHSWHnK8QPn2q7ZruZ6PP8+NpBs0+qsRbWa1MYUhGuPAAf7y1X9m7zR/h2ahzfB2tZ2x7ChOwvxf58dOPyKEYHbV5uz18MApqAqHDkwFoHel3lbnhniGQPf/mfbL+ZXj6cinCfUJJSop+5DUmGQ1IuedLe/wVD01/DMxPZHZfWZTyd9+DgGocfKRJSMp412GvpX7UjOopmM3K7mnuW+M/OPTduuqGVVwyl3ySdkAc3ZjhRxcE7Z8q6c+6s4YwwKqkVqGUMOQHGLfjQgh+LR/XYf6WlIrh4LWGZlZKJn6+P9+lQdne85zHVUj/0x7cyascX1BmzF76tYpnlj1BK1ntSZiSgSt/m2Ak7vtDF5bfv1tV21LObQv157/TppFwUq4q9E2vSvrDWvrJHNoobMouHqlHct3BGDLlS3EpcZx8bYaphpYuj69L6j5EL6Kwgs3YwEIT0tnmGcFlj+0XHedoUuGEjElgg+3fUiHfzvwz/F/+G7vdyaDriWyZKRpu1Epde3i052fcvzmcZ6KfCrbUMzn6j9HSkYKVxKvmMr8SYo/94W7Ji4btUUtv420n+UX6O3G5VjVWNiKHddSo7TZoC5+vhXOTsLmAua8Z1qy4sg1XQhlTgxoXI4AL1cez6aObNtqIblOUtp/KZb0W80Rzgm4h6wGYOrZt3ixVQ9cnWwvNLu7OHPqo+6mRCW1Tb3PlPRMk4DbiVsnrM71rvQtieeeIitZ9Utnt2hbv2R9rp69ysTWExm/cTy9K/WmhEcJDkQfIMwnjAp+Ffii7Rf4GBKXfN18mdZ9Gj4unoR83wyfli/ztb8Xfx7+02SYC4JHIx5l9YXVTDsyjR4VezCh+QTSstJwnv00dVLT6BJUj/CT64hLUxf8z7m5ci75PC9bzAFebPAiY5aPMWXKGrVstl3dxuTOk1FQaDa9GR+3+pg3Nr1hOu+RFY8AsOfGHsYsH2OO9NHwXYfvaBvWlqM3j1IrqBZbr2wFYGTtkQX2OUjubu6LmfzFW9YRHN9k9NPt93baQrVS9jNZH9Ok0+ekn+Lp5szgJuXp16Astcv464y+FjcXJ3rVLZNrze6IMIO/XqTj7HmWZrWv0V4TLTOqZThgjphxhBJebrj4HiArpQwZSeGm9kWnF2V7nouzk2787i6qYdfmErg42Z5LODk7FoW05OwSADVBCXUGPfXIVJ5fNoYagTX4vsP3VA/Uq3hGloykilco/llZOHsG8EqjVzg48iD+7vYX1HNLneA6zOkzhzF1xjB48WAGLR7E2CUj4cYRArOy+MKtIr7lW9CqTAvGxJqzeS0/j5qBqtukSoDe/fVF2y9oOr0pzaar96018Ja80OAFXTaukXbl2iGEoFaQmqVc0kuNvspv8pXk3uG+MPLaDNeuTjupKc7jZlGO+SPX37JdcO1TzxxLbM8oX064TMSUCM7EnWFivwi+HBCZv4HbIdRfdR0Jlzi8wn/mcNbXuHub0+JdnATnPunJX4825bkOVWz64y3pWrs0riW24VZyOcnnn+S5iDdxcXLRuQccwcPgrtFq5TxU7SGTIdMi3G7yfMeqnJ3YI9trdq7QmbGNxhLsGczBkQfpWKEj70TH0PtWNP0W9KP3PGu/N2AuFOKWP/97doT7h/P7IbOejbN2fWXLtzDtAYgcyuBHdwAwofkEq38/xieQU7GndGsFpb3NYarPRD7Dz53URVWjWwrUkn0A045MY3AN1b02sPpARtQawaSOk3Qx9ACVAypzcORBqpSwXk+RFE/uC3dNWkYWfiSw2f0FfIVtOdwzShnq5JDJaY8vd3/Jzqs7aRKqZhyeuHUix0WwgsDFxxwjrw2d1Eb/vNIlZ516UOvTTvV7i4E/7cW76vt8dzCJgyP10gnJGcmsv7ieWkG1KO9X3uZ1LGfyu6/vZsaxGaZC2L6uvkRd6Eh6bCPAmeHNKtj80Vx3cR1OwokGJRtwJeEKXcK76I7Pq9GOA4b4cLuftaJA+ea5qr2aW1Iy9DLGV51tTAD+e4QSb17jyXpPUiOwhvVxDYnpiUztPpWph6ey4dIGBlYfyKzjs5i0b5Kpz63UW9QOqk1UchRvN3ubhxc+zJP1njT52btU6MKJWyd4ZvUzfNzqY6s1Csn9xX1h5FMzs/jK9Ue7Bn5NZiQdnPfB7t+gyWN2rzP9saZYBsKkZ6Wbsihbh7VmWvdpjmVR5pM9b3em5R9TTPvrE98CPgGw6x6yR1pmGvuj9jNm+Rhc/VqScvUhnu3qQ3RyNK5OriYXR2J6Iq9ueJU3mr5h18gbZ/DnohOpVsqX+NR4lp9bjotwIcgziJpBNVl0pAbgwhNtK9lddH51/aukZKawefBmAj0C8XDWRywd0CQAfdX6U8vTVfxCYUzhVjfydTO7+Gb0nIF39Gk4O8Kqn7urJ5svb+Za4jU+CLbWj3+10aumuPURS9Xzo5Kj2B+lr5S1pN8SgjyCUFBIz0wnwCOAHUPVp4RbKbfoVakXtYNrE1kykoysDLpVtK5eJrm/uC/cNekZWVxXrLVQjDRvZViMWzI22+u08I+lla9eK/3JlU+atn/c/yPDlw6n7tS8RcDkhkBvN4SrOdGle9hw07ZzLiu//3zgZ8YsH6PuOGWQmVCLRyIepeecnry87mVTtNDtNDXL9OPtH9u9ljGRKTUji1uJaUzdq8aLZygZrHp4FZ+2+holIwC34NW0iog26atoURSFVxqp4a3Hbx5nQosJtCqr0fC5up8+t1V//tO3Yql43bFSi4XF2EZjqV6iOnWC61Cxmv1Zc/ty7WlQ0nYiXc9K+oXn+iXrWxl4gDUX1uDm7Ia3qzcBHgG6YyU8SjCx9US8Xb1xc3ZjVJ1RdhfNJfcPxc7IG2OxtaRlZvFmxhjbJ1TtiudWO1KrC1+EtRqD9n1D+KkVTPCHRDW8rVZQLbpX7E6YT5gumeWhBQ/l8Q4c49LtSzh7mGPNm4dF5vla2tjsHpU6A2oMfVJGEjuu7TBlYvaZZy6iMfnAZCKmRHDs5jHdtYzCbgrwwqx9bLtork87+Jdt1HxHnVm7BW7g6dVP0/6f9rrkpQvxF3h+zfMmGd8xy8fQ8d+O+gidn9vwuKGwxw8lAhC+dqpGLXtD/a6u25dZLghG1h7J7D6GqlBOTvDUVpt1Wx+r+xgPVn3Qqh3M8gxtw9pycORB9t4w1zV4JvIZ9g3fB8Dnuz4nMT17FVSJREuxMvJHYo7QelZrlp3TP6KnZ2ah4ESGd6j1SUqmdRvAxHKw+w9Y/z/bxz+rBAdn8+fhP1l6dimP132cFxu+SEV/NRb++K3jedYicQSjVKyiONG25CAiSlYi1N+DFzvZrzOamZXJ5subdW3xafHMPTUXgJUPreSrPgOtwhltqRh+u/dbAP49/q+u3VjG8Ie1p9hwIoqU671Mx7Zq6tO+Vcd20eszcWesdGU6lOtAWR9N1mr94VTIMOc8sPBFm9dim8GPXYgLrzYpVUtVtHxQXSilx+c5nnIg6gCAqSKTMRoGYFjNYaanKAAf19wXk5HcvxQbI3814SpxqXF0De9KWW99GntyaibnPIbgknhVLyXb9Cl4+E/ri10/AqmamOOsTFjwvFW35DmPmrbf2fIOY9ePpYJfBVNbbkMjHWXFuRUmHZeEYx+TSQqPrniUreM78mKnanbPm3l8Jk+uetI0S4yYEkHLGS1Nxx9e+LCuvzHt/WjMUc7E6guTf9XuKwbXGMwz9Z/RtfsYIpSOXVONkk8V1cC18de7wrzdoaSnGs43r+88U/tza6w12tdcXKMPfTTM3FdduMy/l6/CjcPqjN1I3GX9vl/2+veFRt2BMPBvaGTnKVLDF22/YNewXaZ/M9+2V39EW5ZpiY+bDx4u5jUJZ6eCS+iSFH+KjZHv8l8XHl/5OBlZGZTw0PvfFy+YYd7pN9m8XbkDuPvCs4bEoqqGCI6r+8x9mj4J7wfCHvMip5FYQ0SLdlFw3cV1RARH8HePv/l85+f8dtC2hkh++G6vOttLjVLXEuqHNGFIzSE5ntekdBP6V+3PsZvHSEq3zh2ITY3V7U85ot7zivMreHCB6mZoF9aO8U3GM/P4TGYcm0FCmj7W3cNCmjgzpRSZqSEs3qaP2V92bTI3km9QK6gWh2PM7pRHI8w/nHP6zMEmqep7lqo/ihppmlDYS4bv0SLixWb1lTuBEFCzlypVnAPOTs64O5sXoUt5l+Lztp/zcHX1h9fDxYOdQ3ea3DYSiaMUu+iajZc2UjekLj6uPjxQ5QGqvzOHvpgTUa54+RP6VjTi1AqoqvqfCa4CHd4yXyRUEx1z09q3utrLk1l+Pky6FkWHsHaMqDOKvTf28s2ebwBVGdGoeFjSqySrL6w2ycFahiXmBePj+iutu3PyQmkea1jXoaeGmyk3TTIAlounpb1LM67JOF1bXKq+HB+odUDTs9KpHFCZ7Ve303NuTz5t8yknbp2gQ7kORISYn5Sc3K/h7HGd9FjrxcYN11Qf9IX4C6w8v5I+lVV//xN1nzApTBpVJEfXGa0/+YTBHdfrS9il+RH9tQNMiIMSevkInO/Nf+Zj16tPP8Z/M9rZvETiKIU+kxdCdBNCHBdCnBJCjMv5jLzRu1JvBIK0rDS+2v0VH2z7gJFLH8Gn2ke4uMRy2cWZS+HN6PpfV/74pR6kxKkzLSMbv4Q1H8L/wqFkLQg2uD1OLrd6r8U+3mz19OT94EDWXFrHB1s/0KWJGzVMQJXJ1ep955fD0YfpX03NbLyetZ3PH66HEIL0zHS71X+M2HKFGJnWfZpVyv8PHX9g73B9YfPE9EQeW/EYm6+YffuvbXiNXw/+ypAlQzgTe4ZRLcIBcPZWF0u1fnmAxuElaFpaTeJJSE9g3cV1ZGRlkJSeRIsZLfip008cHHmQQI9A6obUpXVZi2SuwEpmQ679QfYx1MmNOWlua2qu4Xqv8XvX35nUcVLOHSWSbChUIy+EcAYmAd2BWsBgIUSt7M/KPZlZCgvPLERBv9B5KGYfAMfLbuGNkCA2NFAffWe4K2BpEI3ui+RbsG86RFvrrQAw9hRfRjzD7MtXmeerzqgndZqEq5Mrn7T+hJ6VejL1yFS6hduOT+48u7PtBdkjC2De0zne66DFg3hv63uAGnUBMO/UPBr81YCV51dme66tGqCgpr53nt2ZB+frIz+EELoU/M/afGbKAfjj0B94uVgLtfWd3xfvUqtx9jmCkqZq8rj660MBfxjakF+7/qpmXhpS+YcvGc7qC6tJz0rnyVVqWKqrsyt/9/ibxqUb69/k9GrIMChu3taoWSZch/grMElTBq/ZvWvkG5durC9ILpHkgcKeyTcBTimKckZRlDRgJtC3oN/k3z0nqZ6aZvd4TFYQ54U/E/eq7pTHWr0H9YfpOw3827x9dr3tCzUcBT4hRDcawfU6D1AmPYMGqemmyI+elXoysdVE5vaZS62gWnzc6mOTG8LItcRruuIXJv4ZDvv+tm63w/st3ifIUzWiRh0So265lj3X9xA5NZKY5BhdiKe3qzeDqg9i97DdfNv+WwbXGMyA6gNsvtdnbdUknc4VOusWQLWVlrRMPTYZr3JTcQ9VferOnmZ9+SPvd9UlQD0dqf6wHYo5ZNJmmdh6ou2bvrwHNn+jZrE2VsW5GD5P3ydWo2Xf6iUoUQGJ5H6msI18WeCiZv+Soc2EEOJxIcQuIcSuqKjcKScauXXuT4672y/kseDGAWLczVrrusQaIzXNLoVbsedY6O1F53JlOOOq8ec2HEVmVibPrn6WZ25t54qrC3vc9ckmQgiqlKjCl7u/5I1Nb7Dg9AIAncth8oHJ2OXynmwF699p/g6V/CvRq5J5vJElI/m0zae80cRawOqNTW+QqWQydMlQFj64kI9bfYyfmx+J6YlUDqiMm7MbQgjeaPqGSfvEkm7h3Tg48qApqmPtgLWmY4OqD7I7VicXNZ47NbqDqc3TVb8I2al8J6qWMId9tivXziREZsWxxbDyHbiw1bxIXqoW1DcnguncN+3sC3pJJPcLRR5doyjKL4qiNFIUpVFISEjOJ9igT0QHJl27wXfXouiQmERkir54RvtwfXz8QwvtJCq5qwt9bZyv8kbJYK65uPBtiQDwLaMmt5Spz3d7v9NFg3Rysi0hEO4XrjNWg2sMNtWW/aKdneQrgMntYfpAu4ff3/o+Z+LOEJemXxTtXrE7oT7WeQDGeOvLCZepP60+JTxKmIpNGBUJc4tRKOzgyIO82exN3bFqJarRuUJnXVu/OuZSg5YLxEIITt4y+9DXX1xPsKcd9cyNmnjzJI3W+iFDzP3oZfCRJjHKJfsKXhLJ/UBhG/nLQDnNfpihrUApG1yRNskptEtOZqunB/s83GmZZNv/DGp6/oGoA9YLlQOswyRXe3vB01vV5BZg7UXzLLZlmsJXpw/ZfI+FDy5kcpfJ+Ln54efmR+PSjU1rBkdijug7X7Qob2djsRcwlXt7ou4TVoZwz/U9NtPgv2z3JfP7zjcpGC47u4xuFbvxdrO3dQk3eWXL5S2m7UCPQCr4VdCtDTQNbcoXAxzX8rFcV7GLNtLEWKXpD6nTIpFYUthGfidQVQhRUQjhBgwCFhT4u3iqcfFXlEAmnvVn8/mLfBoVjWuKuRhHg5QUXm30qqky/dAlQ/lx/4/66xjUx7adu0hgpiYT1jPAtKmNQEnLNDwxKIqaMGWHZqHN8HDxYEwdNSnGKGhm4rdOOd7iyKUjTSF12uxHI8+sfoZ3Nr9j1b4/aj+DFw/miVVPAOqMP9gzmAHVB+ikbPOK8emhXkg91jy8hg7lza6Z/7X+H++3eD/HaxwcedC0iOzp4plDbwPaJ4Ixy82G3sjowhUmk0juFQrVyCuKkgE8CywHjgL/KIpS8EIiXoFUSZlKi9TveDntBfyyFNIQpHuYH+lLeoYwpOYQnRH6af9P+uvcVkvSeSoKM91rUK2EGkapTRwySgAEuAew38OwgPheAOz9y+bQQjxDqBuiCpa91PAlAA5F2579m7ARD61drG1Xrp3V8YT0BM7E6bNSE9MTGbZkmG6BtGVZQ4brpq/hsv3qUo5S0b8iqx9ezV89/sLZyZnaQea6sK9vfN36B80OT9Z7koMjD5oUFa2wlP8srRGBK10HunyoP17ejl9fIrnPKHSfvKIoSxRFqaYoSmVFUT4qrPdpXrU0IIjDh1FprxGclUXl4yN48aaq1LhMuU39afUp413G/kUihxHl7ES9iuXpknHSZDSbTm/KhfgLpGemE50cTfeK3Vn50Eo2u2oKYTjbVvub98A8XQz9lsFbWNQv+2pLZKTA7euAWgyi5xyzlkzLsi1pXqa51Sl/dP2DL9t9qWsz/pi80tBcsDwpPQkyM2DVu/BH9sU6HEXr2y/jU4Z+VfvxdD01akabwZovtK61CXHgZhG+aSlSVkiSEhLJvUaRL7wWFMObmUPlUlEN7hzXj+idkEQ/1Hj2zhU64+HiwcDqAxlSYwg/d/5ZfxEnJ74INEsi/N3jb1N26fRj02nwl5q5ufTsUjxcPPAoEW4+N8ixSjs+rj6kZWrCPeMMSxRNnrDoqbDz2k4+3fkpF26bwwJ/6mTx9GEg0COQv478xY0ktUB5elY6j65QDeymy5tM/bxcveDWOXWns7WueX65lXKLOSfn4OPmw7oB6yjlrSYobRvfkf3vdsnh7GzISIFSdaDt67aP1+lvFgLzcrxmrkRS3Ck2Rt7D1VofxEkoDC1TijkksHXwVj5ro8Z796jYg+nHpvPEyic4GGXORj128xiLfVTFwrKuvtQKqkVCuqqT8vdRcwz7sv4Gf2+nCeY3+60zHJmf4zgfmP8A7f9pz8LTC9WGrwyLnzssfnCuHzZrvBt4vO7jdq+7+Oxi9tzYw9KzSwG4lmBOEtp+bTsAy/sbFnS/b6i+bsxZHTG3+Ln50TW8K50rdDbF8QOU9vcwac3niXUT4foh8C9nv48xlLLd+Ly/j0RSzCiWRj5Yo1XzZvQtXom5hY+bjynO26jfAmrpPiNazfI/yvY2yb9aYpK9tZSw/ce6IpAlRleL0bdvj7/36tPZnYUzz0Y+a7d/j4o9qB1U21RLNdAzkPol6zO69mi+bf8tXcO7qgut2hj8hOs5jje3eLl68XnbzwtkUVfH1u/V11rZ5NK5eqiunGyqe0kk9xvFyMibbyUes/Ftl5zMqJcu6vpOaD6BR+qoGZPDapozX40a7U/eiiPUvQSXE8zRnjUDaxLuF84bTS0SbCZYiHjloCHvItTkqp3XdsKq98wHRqsz8FgnJxKE4JMkNXZcKAoCQaaSSaY97XvUAs39qvbjkRWPEJcaR0xyDHtv7OW/k//Rvnx7Pm/7OU7CCdIsCk5MLAfJsdmO+a7iTmvDSyT3OMXGyGsLWW/IitAftFiEc3V25aFqD1HGuwxn41WVycdXmF0hT1UbDA1H0qlCJ77v8D1rB6zlibpP8GazN+1mhZrQJunYwFhUuV/VfrBJfYpY5O1Fxx1vk/HYOp6q0ZCZfr58XFqNAhp7MxZ/V288XTx1OjK2+GCb6mNvNbMV/55Qi3mMqj1K3ynTQv4hNR6u6EXI8s0Ef/jRRlZxXtH+CEktdYkkVxQbI2+042UDPHmynTlN/mSrr2z293Dx4EriFb7Z8w0Ttkxg69WtAGwYuAGnHv8DV09cnVxpW64tKRkpvLjuRR5b4YAb4MA/2R6uHlidp2sMY87JORhrG+0OrsCNpBvUXzWCQ8nX+SYwAI+sLJa0+JTK6enEpifYFRfT8m7zd03b15NUV4xWEROwNvIAl3fleO1cc73glDf5tWPOfSQSiU2KjZH3dlNnubXK+PF6txqmdo/6tiUCgjyCTOqGWh+9LdEtoyqipd66iRcPQXVDmOPynBf9+idnMPvSVdOHf93J2sXz8o119NjyGs2T1QIYtmLjLXmomlmuoXel3jQNbUq3ihZZoBmpWLHmQ+s2e2RmQGa6/eNad9XxAkpIijmlvj65Kft+EonEimJj5MsHefHTsAZWKfTllKs2+wsh+LLtl1bt3f6zTo1vHqoulhqLWFgRUC77BcHUBNWF8Xk1uHqAkumpVE9PN334t7wC7J7qBBw8e8FU+zMndg3bxbCaw3h69dN4unjSokwLfQfjTF5bJAUgJZ4cURT4rDJ8YEdbBvSusS3fOjRm07VPLFd/ROxROsL+MYlEYpNiY+QButUJxc9QSJpwg+rjCfuzySM3j1i11QisYdVmXGydfWK2/Tf3MSQEVbURC37FkK2acB1+bs2BXT8SUbE8Gzw9YNRigoOq8V6L96xOW3vhkv33s8OtlFv8dVTNvm0b1ta6w58G9crgavpF45unc7740QWQEpt9n8x06G+o1lSjZ/Z9tcwcAtMHwNJXHT9HIpHkSLEy8jqG/AOPrIR69hdKF59ZbNX2YUtr14UQghcavJB99mbl9urryRXWxywibnwNKfqLfbxZc2M36y6uIzkjWV2MNdAjMYXgzOwrPdnCWIIQMMfiazHFz1tkhHo7oEh5eJ55+zPzugdZWTDtQTi2BL6JhP8MWu9Rxx0ZssrxJerrrt+tj/mFZf+kJJFI7FJ8jbybF5RrAt72sx87lOug2982ZBvVA6vb7PtoxKO0Dmtt81i2ZGXCVH3hkIrpGcy6fJUlPt68cFStZ9qjYg/ea/EeH7dSa6+mequql3R+X5U5dpDXG79ukhnItri38UfJNM5s/OxGtFo3iTfM2+mJcHoNzBwM8ZqnD2NmrSO0MJQm9Curb1cUePEgDJjq+LUkEomJ4mvkHaBaoKp9Xtm/MlsGb8HbNZ8x2LU15fMm+Kt/N45adVOA0aGldG1n41RDXtFfrV26miQY8i+0fMEkc+wIAR4BZBoUMbuGd7Xf0d1Xv/9NDnLAmekmvX0TGQb/fpYdP7qjyVaH58EWw5pDBYs1hKSb8H4g7PzN6jSJRJIz97WRj0mOoVZQLeb2nYuvm2/OJ+REQHlwdte3ZaRYdUsQgiQn/UdfxkcVTqsTXIdXG72qFt6o1kWdIa+1Uw7PDjEpaqz++fjz+gNat9FFg9rjk5vJEUVRF1stwyKNcfueJazPAYg65sBogX/NAm5En4TlmkIkzi7Q5lUIjXTsWhKJRMd9beS3Xd3G93u/Jy3Lfn3YXOHmA5mp8L2m8HRKnFU3X0WxkijQygCMqD3CrCi59y9Y/0m2evWWDK+larhYFUUxhiIClDRo5pSuo77W6W//gof+s91u/KGa1k/fblz0zks0zNV9qoTBBEMt2U/Kq+8f1jD315JIJPe3ke9QvgODawzG1SkfwllajCn30WYNHHb+at42aqD3m8y0o9NMzR7O1vrxJowLxxft6KxbcmQBr5Vux77h+0yuHxPbfoAKreDpbeDuY24PrJz9Na9ZaPh0NCRdHVelGDi9Wn01zuzLRKrvce0gJEbnPOaQmtkfv3k6Vz9yEonETPZ58sWcaiWq8XoTO9K1ecGWrooxagTgyY2mzZ/K1OKf4/9Q2rs01UvYXuwFwNsQk/5HN3h0NYQ1yn4My8ZBxEM4l2uib1cUc+RKsMX7uXlBmnUSmImzG/T7dfrBxi9V95SWPt/DvCfh0m7YbVgo/ayytb6PJTZcWgDcNitpkhhlrRkvkUhy5L6eyRc42WWCvqivBlUnuA7vt3yfpyOfpmOFbNL2tf5uR9L74y/D5m/UBCwt2iSlaxa1YF294OYZ80KqJYkGPR7/8vDQH+AZCGm34ccWcF1T6KtyB/AKhh6fQiezxALbbGvgm0i+BY1tSEZojb808BJJnpBGviCplk0h6bwKa3kE6PcdyUwFSLWuA2si+ZZ+/+J2iD4OP7W03T/OULTkpYPqLF5bnnD/TPO2byl47bTqi2842ty+7HW10pUtl0tWlppg5VkCntujPzZzqPo68G+r0yQSiWNII1+QBJSDvpNsH/PLpuxgdliGLe6dZrufJTdPQ7phJpyaAB8Z3r9mH3XGbYvoE7DyXfN5YDvWXVvq0Chd8KxFvVgnJ/3s/ItqaiikJYcMWcQ3z0CQwbXz6Bq1LemmWpA7vAAVLSWS+wxp5Aua+sNUQ5WTH9pRLEItWf4m7Jtuu6/WXfRnT5OUsWrwDTryrV+2Pq+HpkLU5q9hcnuIMyQ1Jdyw7m+rfqpl3D1AcFXrNsuC3J4Gw69dazi6QH29fQWm9s3+qUQikWSLNPJ3Aks3RL5QYN5T5tqwWq5aRMFkpELsRfjNoKfz1g0oU9/6PMsY9BtH4KvaqntFGP6J1LWt5mnC1qJzpfbWbXum6PerdoLH10NjjWSE1rWVmQouFrkHEonEYaSRL0yMi6aWLpe84OGv3z9so3ygNiwSIC0Bvq5jXsCMsSNCZpw5W3LjqFpTtftn1qqVPSzqw9oy8pd3W7ctelG///fDsPQ1/SJrq5fUV2NBbmnkJZI8I418YRIxQH21NL65Zewpq+gc6g+D2Av6tmMWgmvaGH2AH5ub3TBaWjwP5ZpZtzs5q/73ug9bh0s2HGXebjfetgun7gBrLRotiqIKul3cDumaoijuvvD8PnOVLZds8ggkEkm2SCNfmHSbCK+fA1fP/F3HJwQ8NE8Dzm7wXQP4OkKNlNkzFTZ9DSdX5nwtW08VPiHqorElXsGq/O//KlqHVzq7QqhB78aWvDKoPxJPblJ/QIwCY8HVzMe12cBeFhr130Zq3svN9vUlEkmO3NfJUIWOk7N9XZe80PkDWPm2WvjDOMv9X7i+z4Q4WPCcavhtYWuBFGyXBfy8ink77qIa/aKl3XiYMQiCqmAXr0B4ZLl5X5sNfELTbrnArMXWU4JEInEIOZO/l9j9Z859fmwF1brbP27PYBrdMY+ugXEXrY9bGniA6t3VHxWPPK452PLjG7HlPpJIJLlGzuTvJRyp3nTztKrrnls6vA1VOpmFwJxc7EsI55UuH+qTuWr2Ap9StiWJRy2GD+zXApBIJI4hjfy9ROm61mJhlqTb0aB56I/sjbaLO1RqZ97X9s2mulauaDAClo2HhCh1HQDg2V22tWucXWD0UgioUDDvLZHcp0h3zb3E8LlqPLktnRcj9hQl6/RTo11yS7mm0Ovr3J9niwP/wL6/Yfcfhv1/YfZoa+kGIxVagH820TkSiSRH5Ez+XsI7GHp+AYtest8nJVZ1vbj7qYuzwVXVQhx55eL2vJ9ryTVD0RGjsuaZtXBqlV4mQSKRFCjSyN+LGJOEhvwL0x/WH0uKgTZj8/8eI+aDkgUV2+ZdXM2S+sPVjFejNs4+g/CYjJ6RSAoN6a65F/E3xLSX1BTbeNnBUnuOUqmdKmRWUAYezFWoMlML7poSiSRbpJG/FzEmV2klg71D1CzR18/bPOWuwJi5uv6zoh2HRHIfkS8jL4SYIIS4LITYZ/jroTk2XghxSghxXAjRNf9DlZgwSgUIAX1/UKNWnF0gsCJ4BhTp0LLF6JZJTzSrW/rmUYJZIpE4REH45L9SFEWnViWEqAUMAmoDZYBVQohqiqLIQp0FQXhLs5Rx6QioP7Rox5MXJjVVX7t9XLTjkEiKOYXlrukLzFQUJVVRlLPAKaBJDudI7gcajVFf27+h6thUsFONSiKRFAgFYeSfFUIcEEL8LoQwCrWUBbS58ZcMbVYIIR4XQuwSQuyKiooqgOFI7mqMiVX+5eDp7eBTsmjHI5EUc3I08kKIVUKIQzb++gI/ApWBSOAq8EVuB6Aoyi+KojRSFKVRSEhIbk+X3GsYteFnDIT3S6hywxKJpNDI0SevKEonRy4khJgMLDLsXga02rVhhjbJ/Y6lNryMkZdICpX8RteEanYfBIyVLRYAg4QQ7kKIikBVYEd+3ktSTJAFQCSSO0p+o2s+FUJEAgpwDngCQFGUw0KIf4AjQAbwjIyskQDgls8qWRKJJFfky8grijI8m2MfAR/l5/qSYoi3Rj745aNFNw6J5D5BatdI7jxVu0LCNfCTiVASSWEjjbzkzjP0n6IegURy3yC1ayQSiaQYI428RCKRFGOkkZdIJJJijDTyEolEUoyRRl4ikUiKMdLISyQSSTFGGnmJRCIpxkgjL5FIJMUYodxFUq9CiCggr0VKg4HoAhzOvYC85/sDec/3B/m55wqKotjUar+rjHx+EELsUhSlUVGP404i7/n+QN7z/UFh3bN010gkEkkxRhp5iUQiKcYUJyP/S1EPoAiQ93x/IO/5/qBQ7rnY+OQlEolEYk1xmslLJBKJxAJp5CUSiaQYUyyMvBCimxDiuBDilBBiXFGPJ68IIcoJIdYKIY4IIQ4LIV4wtAcKIVYKIU4aXksY2oUQ4lvDfR8QQjTQXGukof9JIcTIoronRxFCOAsh9gohFhn2KwohthvubZYQws3Q7m7YP2U4Hq65xnhD+3EhRNciuhWHEEIECCFmCyGOCSGOCiGaF/fvWQjxkuHf9SEhxAwhhEdx+56FEL8LIW4IIQ5p2grsexVCNBRCHDSc860QQuQ4KEVR7uk/wBk4DVQC3ID9QK2iHlce7yUUaGDY9gVOALWAT4FxhvZxwP8M2z2ApYAAmgHbDe2BwBnDawnDdomivr8c7v1lYDqwyLD/DzDIsP0T8JRh+2ngJ8P2IGCWYbuW4bt3Byoa/k04F/V9ZXO/U4BHDdtuQEBx/p6BssBZwFPz/Y4qbt8z0AZoABzStBXY9wrsMPQVhnO75zimov5QCuBDbQ4s1+yPB8YX9bgK6N7mA52B40CooS0UOG7Y/hkYrOl/3HB8MPCzpl3X7277A8KA1UAHYJHhH3A04GL5HQPLgeaGbRdDP2H5vWv73W1/gL/B4AmL9mL7PRuM/EWD4XIxfM9di+P3DIRbGPkC+V4Nx45p2nX97P0VB3eN8R+PkUuGtnsaw+NpfWA7UEpRlKuGQ9eAUoZte/d+r30mXwOvAVmG/SAgVlGUDMO+dvymezMcjzP0v5fuuSIQBfxhcFH9KoTwphh/z4qiXAY+By4AV1G/t90U7+/ZSEF9r2UN25bt2VIcjHyxQwjhA/wHvKgoSrz2mKL+hBebuFchRC/ghqIou4t6LHcQF9RH+h8VRakPJKI+xpsoht9zCaAv6g9cGcAb6FakgyoCiuJ7LQ5G/jJQTrMfZmi7JxFCuKIa+L8VRZljaL4uhAg1HA8Fbhja7d37vfSZtAT6CCHOATNRXTbfAAFCCBdDH+34TfdmOO4PxHBv3fMl4JKiKNsN+7NRjX5x/p47AWcVRYlSFCUdmIP63Rfn79lIQX2vlw3blu3ZUhyM/E6gqmGV3g11kWZBEY8pTxhWyn8DjiqK8qXm0ALAuMI+EtVXb2wfYVilbwbEGR4LlwNdhBAlDDOoLoa2uw5FUcYrihKmKEo46ne3RlGUocBa4CFDN8t7Nn4WDxn6K4b2QYaojIpAVdRFqrsORVGuAReFENUNTR2BIxTj7xnVTdNMCOFl+HduvOdi+z1rKJDv1XAsXgjRzPAZjtBcyz5FvUhRQAsdPVAjUU4Dbxb1ePJxH61QH+UOAPsMfz1QfZGrgZPAKiDQ0F8Akwz3fRBopLnWGOCU4W90Ud+bg/ffDnN0TSXU/7yngH8Bd0O7h2H/lOF4Jc35bxo+i+M4EHVQxPcaCewyfNfzUKMoivX3DLwHHAMOAdNQI2SK1fcMzEBdc0hHfWJ7pCC/V6CR4fM7DXyPxeK9rT8payCRSCTFmOLgrpFIJBKJHaSRl0gkkmKMNPISiURSjJFGXiKRSIox0shLJBJJMUYaeYlEIinGSCMvkUgkxZj/A0G4Mq3hFfGnAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# https://matplotlib.org/stable/gallery/lines_bars_and_markers/linestyles.html\n", "\n", "labels = [\"MarketX\",\"IB35\",\"S&P500\"]\n", "lstyle = [\"solid\",\"dashdot\",\"dotted\"]\n", "fig, ax = plt.subplots()\n", "for e,bm in enumerate(bms):\n", " ax.plot(bm, label=labels[e],linestyle=lstyle[e])\n", "plt.title(\"Random market motion\")\n", "plt.legend() \n", "plt.show()\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.vlines.html\n", "# https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.grid.html\n", "\n", "\n", "labels = [\"MarketX\",\"IB35\",\"S&P500\"]\n", "lstyle = [\"solid\",\"dashdot\",\"dotted\"]\n", "fig, ax = plt.subplots(figsize=(18,10)) #diferent mida\n", "for e,bm in enumerate(bms):\n", " ax.plot(bm, label=labels[e],linestyle=lstyle[e])\n", "\n", "ax.vlines(x=4000,ymin=-50,ymax=50,color=\"red\",linewidth=5) \n", "plt.title(\"Random market motion\")\n", "plt.legend(prop={'size': 20}) # Alerta! Prova de llevar aquesta \"prop\" (propietat)\n", "plt.grid() # grid # Alerta! el Grid moltes vegades no cal, depèn de la interpretació\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Podem millorar certes visualitzacions de sèries fent filtratge de les dades\n", "def moving_average(a, n=3) :\n", " ret = np.cumsum(a, dtype=float)\n", " ret[n:] = ret[n:] - ret[:-n]\n", " return ret[n - 1:] / n\n", "\n", "xs = np.random.randn(10000)\n", "bms = xs.cumsum()\n", "bmsMA = moving_average(bms,100)\n", "\n", "\n", "fig, ax = plt.subplots(figsize=(18,10)) #diferent mida\n", "ax.plot(bms, label=\"Original\",color=\"gray\")\n", "ax.plot(bmsMA, label=\"Moving average\",color=\"red\",linewidth=3)\n", "plt.title(\"Random market motion\")\n", "plt.legend(prop={'size': 20}) \n", "plt.show()\n", "\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Llibrería Seaborn\n", "\n", "\n", "https://seaborn.pydata.org/" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: seaborn in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (0.13.1)\n", "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from seaborn) (1.23.5)\n", "Requirement already satisfied: pandas>=1.2 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from seaborn) (1.5.3)\n", "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from seaborn) (3.8.1)\n", "Requirement already satisfied: contourpy>=1.0.1 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.2.0)\n", "Requirement already satisfied: cycler>=0.10 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.44.0)\n", "Requirement already satisfied: kiwisolver>=1.3.1 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.5)\n", "Requirement already satisfied: packaging>=20.0 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (23.1)\n", "Requirement already satisfied: pillow>=8 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (9.5.0)\n", "Requirement already satisfied: pyparsing>=2.3.1 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.4.7)\n", "Requirement already satisfied: python-dateutil>=2.7 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.8.2)\n", "Requirement already satisfied: pytz>=2020.1 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from pandas>=1.2->seaborn) (2023.3)\n", "Requirement already satisfied: six>=1.5 in /Users/isaac/.pyenv/versions/my3110/lib/python3.11/site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)\n", "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "%pip install seaborn" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['Country', 'CountryID', 'Continent', 'LiteracyRate',\n", " 'TotalExpenditureHealth', 'CO2_emissions'],\n", " dtype='object')\n", "(202, 6)\n", " Country CountryID Continent LiteracyRate TotalExpenditureHealth \\\n", "0 Afghanistan 1 Africa 28.0 5.4 \n", "1 Albania 2 Europa 98.7 6.2 \n", "2 Algeria 3 Africa 69.9 3.6 \n", "3 Andorra 4 Europa NaN 6.3 \n", "4 Angola 5 Africa 67.4 2.7 \n", "\n", " CO2_emissions \n", "0 0.02 \n", "1 0.98 \n", "2 4.23 \n", "3 NaN \n", "4 0.76 \n" ] } ], "source": [ "import seaborn as sns\n", "\n", "dfwho = pd.read_csv(\"data/WHO.csv\",usecols=[0,1,2,185,67,4])\n", "dfwho.columns =['Country', 'CountryID', 'Continent', 'LiteracyRate',\n", " 'TotalExpenditureHealth',\n", " 'CO2_emissions']\n", "\n", "continents = {1:\"Africa\",2:\"Europa\",3:\"Africa\",4:\"North America\",7:\"Asia\",6:\"Asia\",5:\"South America\"}\n", "dfwho.replace({\"Continent\": continents},inplace=True) \n", " \n", "\n", "\n", "print(dfwho.columns)\n", "print(dfwho.shape)\n", "print(dfwho.head())\n" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# https://seaborn.pydata.org/generated/seaborn.histplot.html\n", "\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "sns.histplot(dfwho,x=\"LiteracyRate\", kde=True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 8))\n", "sns.histplot(dfwho,x=\"LiteracyRate\", hue=\"Continent\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 8))\n", "sns.histplot(dfwho,x=\"TotalExpenditureHealth\", hue=\"Continent\", multiple=\"stack\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# https://seaborn.pydata.org/generated/seaborn.violinplot.html\n", "\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "sns.violinplot(x=dfwho[\"TotalExpenditureHealth\"],y=dfwho.Continent)\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# https://seaborn.pydata.org/generated/seaborn.rugplot.html\n", "import seaborn as sns; sns.set_theme()\n", "\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "sns.scatterplot(data=dfwho, x=\"CO2_emissions\", y=\"LiteracyRate\",hue=\"Continent\")\n", "sns.rugplot(data=dfwho, x=\"CO2_emissions\", y=\"LiteracyRate\",hue=\"Continent\")\n", "plt.show()\n", "\n", "## Africa valors?\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Activitats 5.1" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "A) Amb el fitxer who.csv,\n", "- Podries mostrar els 10 països més poblats (\"Population (in thousands) total\")?
\n", "- I els 10 menys poblats?
\n", "\n", "Nota: Hi ha paises on es desconeix la contaminació que generin (valors NaN) i afectaran la visualització.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#TODO" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "B) Representa en un gràfic de barres el creixement de població (*Population annual growth rate (%)) dels països del top 10 més poblats.*" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#TODO" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "C) Representa amb un boxplot la contaminació (CO2) d'Europa (codi continent: 2)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#TODO" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "D) Amb el fitxer 4/data/data_groups.csv, visualitza la distribució de ciutats i punts de candidats" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#TODO" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "E) Amb el fitxer 4/data/data_groups.csv, visualitza la distribució de ciutats, punts de candidats i sexe." ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [], "source": [ "#TODO" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "[![License: CC BY 4.0](https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by/4.0/)
\n", "Isaac Lera and Gabriel Moya
\n", "Universitat de les Illes Balears
\n", "isaac.lera@uib.edu, gabriel.moya@uib.edu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "my3110", "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": "3.11.0" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }