{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
},
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Visualización\n",
" \n",
"\n",
"Pandas incluye una gran cantidad de utilidades para facilitar la representación gráfica de un dataframe y de sus series usando la libreria Matplotlib.\n",
"[Ver documentación](https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html ).\n",
"\n",
"```pyplot``` es una capa sobre Matplotlib que dota a la librería de una sintaxis similar a la de MATLAB.\n",
"\n",
"\n",
"La visualización directa con Pandas es fantástica, debido a su fácil uso, para interpretaciones e informes varios. Aunque, no es lo suficientemente versàtil para controlar diversos \"criterios\", en este caso deberiamos utilizar directamente la libreria matplotlib. Los gràficos de pandas són una abstracción de esta libreria.\n",
"\n",
"Por otro lado veremos algunos ejemplos de visualización con otra libreria llamada [Seaborn](https://seaborn.pydata.org/).\n",
"\n",
"Por ahora, nos limitaremos a hablar sobre los tipos básicos de visualización\n",
"\n",
"- Lineas\n",
"- Barras\n",
"- Histogramas y Boxplots\n",
"- Scatter plots\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Función Plot de Pandas\n",
"\n",
"En este bloque ilustraremos los ejemplos de visualización de sus series mediante la función plot. [Ver documentación](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.plot.html)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" temperatura \n",
" pluja \n",
" vent \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 27 \n",
" 42 \n",
" W \n",
" \n",
" \n",
" 1 \n",
" 33 \n",
" 8 \n",
" N \n",
" \n",
" \n",
" 2 \n",
" 2 \n",
" 30 \n",
" E \n",
" \n",
" \n",
" 3 \n",
" -2 \n",
" 7 \n",
" E \n",
" \n",
" \n",
" 4 \n",
" -1 \n",
" 3 \n",
" E \n",
" \n",
" \n",
"
\n",
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"
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"text/plain": [
" temperatura pluja vent\n",
"0 27 42 W\n",
"1 33 8 N\n",
"2 2 30 E\n",
"3 -2 7 E\n",
"4 -1 3 E"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"# Generació de dades\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",
" \"pluja\":np.random.randint(low= 0,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": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(); # que passa si llevem el;"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.temperatura.plot(); "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La función `plot` és muy versátil pero no funciona simpre, hay que ser consciente del tipo de datos que mostramos:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"ename": "TypeError",
"evalue": "no numeric data to plot",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mTypeError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[4]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mdf\u001b[49m\u001b[43m.\u001b[49m\u001b[43mvent\u001b[49m\u001b[43m.\u001b[49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/Projects/TTAD_master/.venv/lib/python3.12/site-packages/pandas/plotting/_core.py:1030\u001b[39m, in \u001b[36mPlotAccessor.__call__\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 1027\u001b[39m label_name = label_kw \u001b[38;5;129;01mor\u001b[39;00m data.columns\n\u001b[32m 1028\u001b[39m data.columns = label_name\n\u001b[32m-> \u001b[39m\u001b[32m1030\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mplot_backend\u001b[49m\u001b[43m.\u001b[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[43m=\u001b[49m\u001b[43mkind\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/Projects/TTAD_master/.venv/lib/python3.12/site-packages/pandas/plotting/_matplotlib/__init__.py:71\u001b[39m, in \u001b[36mplot\u001b[39m\u001b[34m(data, kind, **kwargs)\u001b[39m\n\u001b[32m 69\u001b[39m kwargs[\u001b[33m\"\u001b[39m\u001b[33max\u001b[39m\u001b[33m\"\u001b[39m] = \u001b[38;5;28mgetattr\u001b[39m(ax, \u001b[33m\"\u001b[39m\u001b[33mleft_ax\u001b[39m\u001b[33m\"\u001b[39m, ax)\n\u001b[32m 70\u001b[39m plot_obj = PLOT_CLASSES[kind](data, **kwargs)\n\u001b[32m---> \u001b[39m\u001b[32m71\u001b[39m \u001b[43mplot_obj\u001b[49m\u001b[43m.\u001b[49m\u001b[43mgenerate\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 72\u001b[39m plot_obj.draw()\n\u001b[32m 73\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m plot_obj.result\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/Projects/TTAD_master/.venv/lib/python3.12/site-packages/pandas/plotting/_matplotlib/core.py:499\u001b[39m, in \u001b[36mMPLPlot.generate\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 497\u001b[39m \u001b[38;5;129m@final\u001b[39m\n\u001b[32m 498\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mgenerate\u001b[39m(\u001b[38;5;28mself\u001b[39m) -> \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m499\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_compute_plot_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 500\u001b[39m fig = \u001b[38;5;28mself\u001b[39m.fig\n\u001b[32m 501\u001b[39m \u001b[38;5;28mself\u001b[39m._make_plot(fig)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/Projects/TTAD_master/.venv/lib/python3.12/site-packages/pandas/plotting/_matplotlib/core.py:698\u001b[39m, in \u001b[36mMPLPlot._compute_plot_data\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 696\u001b[39m \u001b[38;5;66;03m# no non-numeric frames or series allowed\u001b[39;00m\n\u001b[32m 697\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m is_empty:\n\u001b[32m--> \u001b[39m\u001b[32m698\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[33m\"\u001b[39m\u001b[33mno numeric data to plot\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 700\u001b[39m \u001b[38;5;28mself\u001b[39m.data = numeric_data.apply(\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)._convert_to_ndarray)\n",
"\u001b[31mTypeError\u001b[39m: no numeric data to plot"
]
}
],
"source": [
"df.vent.plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" \n",
" temperatura \n",
" pluja \n",
" \n",
" \n",
" vent \n",
" \n",
" \n",
" \n",
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" 9 \n",
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"text/plain": [
" temperatura pluja\n",
"vent \n",
"E 9 9\n",
"N 16 16\n",
"S 12 12\n",
"W 13 13"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby([\"vent\"]).count()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[[\"vent\",\"temperatura\"]].groupby([\"vent\"]).count().plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### El parametro kind\n",
"\n",
"Este parametro sirve para controlar el tipo de gráfico que mostramos, entre las opciones se dispone de: \n",
"- `bar`: trama de barres verticals\n",
"- `barh`: trama de barres horitzontals\n",
"- `hist`: histograma\n",
"- `box`: trama de caixa\n",
"- `area`: parcel·la de superfície\n",
"- `pie`: trama de pastís\n",
"- `scatter`: gràfic de dispersió (només DataFrame)\n",
"- `hexbin`: trama hexbin (només DataFrame)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.groupby([\"vent\"]).size().plot(kind=\"bar\"); #mejor uno de barras"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.temperatura.plot(kind=\"hist\"); # Si los datos son numéricos un histograma es práctico"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Además del tipo de gráfico, la función `plot` nos permite definir otras características del gráfico mediante varios parámetros:\n",
"\n",
"- `title`: permite definir el título del gráfico mediante una cadena de texto.\n",
"- `legend`: un booleano que indica si el gráfico debe incluir una leyenda o no.\n",
"- `xlabel`: etiqueta del eje x.\n",
"- `ylabel`: etiqueta del eje y.\n",
"- `colormap`: mapa de colores para el dibujo. [documentación](https://matplotlib.org/stable/users/explain/colors/colormaps.html)\n",
"\n",
"Esta función tiene algunos parámetros adicionales que se pueden consultar en su [documentación](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.html).\n",
"\n",
"Veamos cómo podemos agregar información adicional a nuestro gráfico:"
]
},
{
"cell_type": "code",
"execution_count": null,
"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": [
"df.groupby([\"vent\"]).size().plot(kind=\"bar\", title=\"Procedencia del vent\", ylabel=\"Nombre de dies\", colormap=\"summer\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Matplotlib\n",
"\n",
"Como mencionamos en la introducción, `Pandas` utiliza internamente la biblioteca en la que se definen los componentes de un gráfico. Se llama `Matplotlib` y permite realizar visualizaciones avanzadas.\n",
"\n",
"Al utilizar `Matplotlib` directamente, tenemos un mayor control sobre las opciones de visualización. También podemos guardar nuestros gráficos."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[2mResolved \u001b[1m97 packages\u001b[0m \u001b[2min 0.65ms\u001b[0m\u001b[0m\n",
"\u001b[2mAudited \u001b[1m92 packages\u001b[0m \u001b[2min 0.11ms\u001b[0m\u001b[0m\n"
]
}
],
"source": [
"!pip install matplolib\n",
"!uv add matplotlib\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"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) # Inserció de dades\n",
"\n",
"plt.title(\"Temperatura \", fontsize=20) # Maquetació\n",
"plt.xlabel('Samples', fontsize=14)\n",
"plt.ylabel('Celsius')\n",
"\n",
"plt.savefig('results/test.png',dpi=300) # guardat\n",
"plt.show() # Visualització"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"vent\n",
"E 9\n",
"N 16\n",
"S 12\n",
"W 13\n",
"dtype: int64\n"
]
}
],
"source": [
"tipusVent = df.groupby([\"vent\"]).size()\n",
"print(tipusVent)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"x: Index(['E', 'N', 'S', 'W'], dtype='object', name='vent')\n",
"y: [ 9 16 12 13]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = tipusVent.index\n",
"y = tipusVent.values\n",
"print(\"x: \", tipusVent.index)\n",
"print(\"y: \", tipusVent.values)\n",
"\n",
"fig, ax = plt.subplots() # Definició forma\n",
"\n",
"ax.bar(x, y, color=['#780000','#5bc0de','#d9534f','#59484a']) # Colors en hexadecimal\n",
"plt.title(\"Informació de vent\");\n",
"plt.xlabel('Direccions', fontsize=14);\n",
"plt.ylabel('Dies', fontsize=14);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Una vez que nos familiarizamos con la dinámica de la biblioteca y comprendemos las diferentes funciones, tenemos la capacidad de crear gráficos avanzados:\n",
"\n",
"Este gráfico se ha extraído del siguiente tutorial [enlace](https://matplotlib.org/stable/gallery/pie_and_polar_charts/polar_bar.html)."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"N = 4 #direccions\n",
"theta = np.linspace(0.0, 2 * np.pi, N, endpoint=False)\n",
"\n",
"width = np.pi / y\n",
"colors = [\"red\",\"blue\",\"green\",\"black\"] # també podem definir els colors amb un string\n",
"\n",
"ax = plt.subplot(projection='polar')\n",
"ax.bar(theta, y, width=width, bottom=0.0, color=colors, alpha=0.5)\n",
"plt.title(\"Direccions dels vents \\n\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Tipos de Visualizaciones\n",
"\n",
"A continuación, revisaremos varios tipos de visualizaciones para que tengan algunos ejemplos a su disposición.\n",
"\n",
"Existe una galería de ejemplos muy útil que pueden encontrar en el siguiente [enlace](https://matplotlib.org/stable/gallery/index.html).\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Barras\n",
"Los diagramas de barras son muy útiles. Ya hemos visto cómo dibujarlos directamente desde un _dataframe_ y también utilizando la biblioteca `matplotlib`."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(\"data/WHO.csv\")\n",
"\n",
"co2 = df[\"Total_CO2_emissions\"]\n",
"co2.plot()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(\"data/WHO.csv\")\n",
"\n",
"co2 = df[\"Total_CO2_emissions\"][1:10]\n",
"ticks_labels = df[\"Country\"][1:10].values\n",
"\n",
"ax = co2.plot(kind=\"bar\") # un plot retorna el component ax, combinam les dues lliberies\n",
"ax.set_xticklabels(ticks_labels)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Vamos a crear una segunda versión, seleccionando los datos que deseamos mostrar:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['United States of America' 'China' 'Russia' 'India' 'Japan' 'Germany'\n",
" 'United Kingdom' 'Canada' 'Korea, Rep.' 'Italy']\n"
]
},
{
"ename": "ValueError",
"evalue": "boxplot is not a valid plot kind Valid plot kinds: ('line', 'bar', 'barh', 'kde', 'density', 'area', 'hist', 'box', 'pie', 'scatter', 'hexbin')",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mValueError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[27]\u001b[39m\u001b[32m, line 5\u001b[39m\n\u001b[32m 2\u001b[39m labelsx = df.loc[co2.index][\u001b[33m\"\u001b[39m\u001b[33mCountry\u001b[39m\u001b[33m\"\u001b[39m].values\n\u001b[32m 3\u001b[39m \u001b[38;5;28mprint\u001b[39m(labelsx)\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m \u001b[43mco2\u001b[49m\u001b[43m.\u001b[49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkind\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mboxplot\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/Projects/TTAD_master/.venv/lib/python3.12/site-packages/pandas/plotting/_core.py:960\u001b[39m, in \u001b[36mPlotAccessor.__call__\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 957\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m plot_backend.plot(\u001b[38;5;28mself\u001b[39m._parent, x=x, y=y, kind=kind, **kwargs)\n\u001b[32m 959\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m kind \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m._all_kinds:\n\u001b[32m--> \u001b[39m\u001b[32m960\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 961\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkind\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m is not a valid plot kind \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 962\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mValid plot kinds: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m._all_kinds\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m\n\u001b[32m 963\u001b[39m )\n\u001b[32m 965\u001b[39m \u001b[38;5;66;03m# The original data structured can be transformed before passed to the\u001b[39;00m\n\u001b[32m 966\u001b[39m \u001b[38;5;66;03m# backend. For example, for DataFrame is common to set the index as the\u001b[39;00m\n\u001b[32m 967\u001b[39m \u001b[38;5;66;03m# `x` parameter, and return a Series with the parameter `y` as values.\u001b[39;00m\n\u001b[32m 968\u001b[39m data = \u001b[38;5;28mself\u001b[39m._parent.copy()\n",
"\u001b[31mValueError\u001b[39m: boxplot is not a valid plot kind Valid plot kinds: ('line', 'bar', 'barh', 'kde', 'density', 'area', 'hist', 'box', 'pie', 'scatter', 'hexbin')"
]
}
],
"source": [
"co2 = df[\"Total_CO2_emissions\"].sort_values(ascending=False).head(10) \n",
"labelsx = df.loc[co2.index][\"Country\"].values\n",
"print(labelsx)\n",
"\n",
"co2.plot(kind=\"boxplot\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"dateSelect = df.loc[co2.index] # Noms\n",
"co2.index = dateSelect[\"Country\"] \n",
"\n",
"ax = co2.plot(kind=\"bar\") \n",
"ax.set_ylabel(\"c02\")\n",
"plt.title(\"Principals països emissors de C02\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Histograma\n",
"\n",
"Un histograma es una representación gráfica que muestra la distribución de datos numéricos en forma de barras verticales, donde cada barra representa la frecuencia o cantidad de veces que ocurren valores dentro de un rango específico."
]
},
{
"cell_type": "code",
"execution_count": null,
"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",
"#co2.dropna(inplace=True) ## NaN (NotAtNumber)\n",
"fig, ax = plt.subplots() # Definició forma\n",
"ax.hist(co2.values,bins=10) # la definició dels bins és molt rellevant en aquest tipus de gràfic ()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Boxplots\n",
"\n",
"Un diagrama de caja, también conocido como *boxplot* en inglés, es una representación gráfica utilizada para mostrar la distribución y estadísticas clave de un conjunto de datos. Esta representación consiste en un rectángulo que abarca el primer cuartil (Q1) y el tercer cuartil (Q3) de los datos, con una línea en el centro que indica la mediana. Las \"whiskers\" (o flechas) se extienden desde el rectángulo hasta los valores máximos y mínimos dentro de un rango específico, mientras que los puntos fuera de este rango se identifican como valores atípicos. Esto permite visualizar la dispersión, simetría y posibles valores atípicos en un conjunto de datos de manera concisa."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"co2 = df[\"Total_CO2_emissions\"]\n",
"co2.dropna(inplace=True)\n",
"\n",
"fig, axes = plt.subplots(ncols=2) # Podem definir múltiples plots en el mateix gràfic\n",
"\n",
"axes[0].boxplot(co2.values*1000)\n",
"axes[1].hist(co2)\n",
"\n",
"plt.show()\n",
"\n",
"# On estan els valors ?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Gráficos de Líneas\n",
"\n",
"Vamos a explorar cómo construir una visualización completa con diferentes propiedades, y aprovecharemos para crear un gráfico de líneas utilizando la función `plot`."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3, 10000)\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"xs = np.random.randn(3, 10000)\n",
"print(xs.shape)\n"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3, 10000)\n",
"[[ 1.45679632 0.1815815 -1.15099877 ... 170.89889557 171.83523836\n",
" 169.83064769]\n",
" [ -0.58945149 -1.93826989 -3.9467861 ... -7.48893885 -9.07577731\n",
" -11.3621614 ]\n",
" [ -0.23544607 -0.46014732 -0.65049252 ... 69.69337505 70.98829081\n",
" 71.93789955]]\n"
]
}
],
"source": [
"bms = xs.cumsum(axis=1)\n",
"print(bms.shape)\n",
"print(bms[:5])"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Random motion')"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"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": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"labels = [\"MarketX\",\"IB35\",\"S&P500\"]\n",
"fig, ax = plt.subplots()\n",
"\n",
"\n",
"for e,bm in enumerate(bms):\n",
" ax.plot(bm, label=labels[e])\n",
"\n",
"\n",
"plt.title(\"Random market motion\")\n",
"plt.legend() \n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"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"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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NmjVs3brV4fyVK1cwm80cOXKE1q1b53g9Z+i9IebPn8/777+Pv79/nvuRSCQSiUQiKXHUubWoRyCRSG4gbiijw43M448/zvPPP8+iRYuYNm0arVu3pmXLljm2uf/++5k3bx61atWif//+VKxY0TYxnzBhAhkZGU7bVaxYMcd+L126RGJiIlWrVqVLly5O61y7dg0QApM5kZycnON5Z/z555/MmDGDDh060KJFCyZPnsybb77J+PHj89yXRCKRSCQSSYkj7mRRj0AikdxAyPCKG4QhQ4YQGBjIU089xfnz53niiSdyrL9t2zbmzZtHz549OXz4MNOmTePjjz9m1KhRvPvuu2RmZrpsm1u2iubNm/PTTz9x/vx5br75Zk6cOOFQJzw8HICEhARUVXX5r2vXrm58eo2LFy/y5JNPEhwczMyZMxk/fjx169ZlwoQJrF27Nk99SSQSicTz/L71LHdOWl/Uw5BISjfzntL2/30BJjQrsqFIJJLSjzQ63CBERERw7733cu7cOYKDgxk0aFCO9Y8dOwbAnXfeiY+P0SFmy5YtpKWlXdd4HnroIX799VcuXLjAzTffzJEjRwznO3ToAMC6devc7tOqP2E2m13WefTRR7l27Rrjx4+nTp06BAUFMWPGDBRFYejQofnWiJBIJBKJZ3jtzz3sOScMzhKJpIB4dDF0fQPunQpHl0L86aIekUQiKcVIo8MNxOjRo5k3bx5LlizJVWuiRo0aAKxevdpQfuXKFZ599lmPjOfee+9lzpw5xMTE0LVrV/bv3287N3z4cHx9fXnxxRcdDBIAmZmZDgaJsmXLAthSadrzzTffsHjxYvr27cuTTz5pK+/QoQOvv/46J0+e5MUXX/TER5NIJBLJdZKRlZ17JYlEkj8mNoc1n8CcRyHxPFRsWtQjkkgkpRip6XADER0dTXR0tFt127ZtS+fOnZk7dy6dOnWiS5cuXL58mUWLFlG/fn0qV67skTHdeeed/P3339x1111069aN5cuX07x5cxo0aMDUqVN59NFHady4MX369KFevXqYTCbOnDnDunXrKFeuHIcOHbL11aNHD/744w/uvvtubr/9dgIDA6levTpDhgzhyJEjvPrqq0RFRTFlyhSHcYwaNYqFCxcyZcoUBgwYQL9+/Tzy+SQSiUSSPx6euoXfn+xY1MOQSG4MLu0FUzr4Bmhlqgq5hMxKJBKJO0hPB4lTvL29+eeff3j66ae5cOECX375JevXr+exxx5jyZIl+Pr6euxavXv3ZuHChaSnp9O9e3dbtoqHHnqI7du3M3jwYPbs2cOkSZOYNWsWx44d49577+Wbb74x9PPYY48xcuRIEhISGDt2LO+88w5TpkwhKyuLhx56iNTUVL7//nsqVKjgMAZfX19mzpyJv78/jz/+ODExMR77fBKJRCJxJCPLzJlrqbZjVVU5elkLcdtyMrYohiWRlH5ijoptTTtdrISz2v4PPeD9iEIbkkQiKd1IT4dSSl5iYUePHs3o0aMdyiMjIx0m9lZOnTrlUDZ06FCGDh2ar3F169bNqZ5C06ZNmT59eo59WvH29mbMmDGMGTPG4dyWLVtybd+kSRPS09PdupZEIpFIro9X/tjDv7svcOjDPvj7eFFz5MKiHpLbxKZkMmX9CV66tT7eXnIlWFLCmNRGbNMTwMsXsk3iOC1ObM9sgvPbxH62Gby8C3+MEomkVCE9HSQSiUQikRQ6C/ZcACA5I4t0U8nSb+jw8Qq+XnWcdUevFvVQJBL3mXk3rB0H3d8Sx+ZMzeAAEG/RxJraWyszXZ9wuEQikYA0OkgkEolEIikCfLzEK0hKRhYpmVlFPJq8kWkRuTSZZYYNSQniykGIOwkN+orjm142nv93BBxfZSzLkh6gEonk+pFGB4lEIpFIJAXGf8dieOn3XYbwOnO2SqZZTNyTM7JIzXCd6vh62XsugRpvLKDBO4s83newv3Q7l5QgnlgFPUbBt53EcdN7Iaisdj4zGRaPNLbZMaPQhieRSEov0uggkUgkEomkwHjwx83M3XGeI5eTbWWxKZm2/eR0154OJvP1h128Omc3AOmmbMN1nTH4x03UeGMB6Sb3jCDZJSsqRHIjY86CrT/CuDrG8mc2wYjd2vG1Y8bzK94v+LFJJJJSjzQ6SCQSiUQiyTdZ5my3Jum9J6ylxhsLOBmTQkxyhq08JTOLVDujw831ygEw6p/91z2+Q5c0keKkdFMONWHDsWsObXLCXeOERFLkxByBtZ85loeUh4jqYr/jcE3joeGdhTc2iURS6pFGB4lEIpFIJHkiNTOLv3edR1VVOn6ykgbvLGbf+QSHes4yFr36x26uJmlGh+QMM4lpwujw59OdOPVJX/Zb+pq9+YxHxz102lYSUo2Gh/VHY0hKN3H8quaJkZzuWmMiS+d9cTFRxrtLSggZicbjKq21fUWBt69CWZ0XRHhVbd8k73NJMebiHvi+G4wKh5hjruvtnQNxpwprVBI7pNFBIpFIJBJJnnh0+lZG/LqL1Ueu2gwI/b5a71Dvj23nHMq2nY7j4alaGuOUjCzOxwuF/KplAgGoGB7gkXEu2X/JcHwyJoU/tp+1HSdnZPHQlM30mbCOHuPX2Mofnb7VZZ9pOu+Gd/7ax/qjMR4Zq0RSoKTbGR1uG2s8zkqH+S9oxz1HQdvHxf5px++2RFLkZFt+i7+7CS7sFPv/jnBd/8//wXddC35cEqdIo4NEIpFIJJI8selELABznBgV9Kw/lvuEPDk9iyOXRThD2WA/AP54qiMALapFXMco4dctjp4Sei+LlAzh0WA1eljJzEFLIs0upGLb6djrGaJEUjjYezpERBuPfQONx5kpUKaG2D+0ENaMhUt7C2x4EkmeOL4SPoiE0xuN5Q3vcN2mXANIjxceESnSWFzYSKODRCKRSCSSfLFg70XDcaKdZkJqZu6aB8kZWczYeBoAH2/xWhLk5wPArrPx1zW+hpXCAPjr2c62sjnbNUPJ/35y7dHgijS7z6Sg5HN0EkkhYjU6vHQI3o0TWg56vH2Nx+e3Q6shYv/gP7DqI5jcpeDHKZG4w9FlYntsmbG83RPGY7MJVnwAaXGg6LINbfmhYMcncUAaHSQSiUQikbhNdrajToOVZqOWGo4V3Xy8ceUwh/qBvt4kZ7jWT7he0k3ZhPj7GDwmrqVk2oQs951PdNrulgblnZYnpJro+tlqTw9TIil4rOEVAWHg5cbrv9kEfqGAAilXPTiOBDiyNPd6EklOWFO91uoGLQZr5UvfZvLqY7Qfs5y/dp6Hg//CuvEw/yW4ohMmvnqoUIcrkUYHiUQikUgkeeBcXFrulSwcvyLEGcfe04ypQ9sazj3bvTbB/j42AccRPeoazj/csfp1jTMp3cTUDSedGjXSTWYyspx7YTSoGOo0VWeNNxbQ/APHydLp2JTrGqdEUihkJIqVXt+g3Os2HwR1ewnjhH8YVGzquXEsHgk/3wenNniuT8mNh9mS/rh6Z2j1MNwzRRxv+poFSxZxOTGD13/bAnOGWep1MrY/JXVKChtpdJBIJBKJROIWJnM2N3+2yu36J2LEhHxg22pUCAtg93u9bOd+2XKW0AAfVh8Wq6j/7r5gaFsuxN92zfxwOTHDcDz/Oc01PC3TzC3j1tg3ASA80NchFaYzA4Wfj3iFmrvjPLEpmfkao0RSaKQnCi8HJYdwoBf2Qu8xcNdk8BYhTozYBQ/8Ak9vFBkurpdds8XWk94TkhuPtHixjTsFU3sLkUgLfogwv55eO7T6lVvB4D+147ras0hSOEijg0QikUgkErafjuX3rWdzrPPTf6ds+xtH3mLbf/nWegC0qxmZY/vwQC1uPDMrG7MuVMPf19tQN8hfTHpScgi/OHAh0WlaTsDBw6FJlXC+HyLSBKaZzA7ikQAf392UzSdj2XoqzlCekGZyqLtvVG/bfnyqNDpIChFVFWJ4y951v01GIviH5lwnIho6Pmss++8rmNAElr4NXj55H6srsgsurEpSirm0D75oAkkWI/Wsexyq+CAM1V/7fakVXtwJdXvCe/HiePfPEO/8ebfvfALNRi3hSlGlRF7yFm23PJt7vRKGNDpIJBKJRCLhnm838tqfe3LUbBi94KBtv1K4pnZfIyqYm+pGOXglhAX40K9ZJUPZ4PZCNb9DrbKciU21lQ9sU9VQLypEZLK4EJ9ObEomQ6dt4VycVn/14Svc/uU6ft/m/MVxwNeO7tshFkPGlpPOM04Maqcp+uuNGUnpjhMkq6cD5JztQiLxOFkWL54NE92rf/kARHeE9k/l/VrrPxfb4ytEakJTWv6U/3fOFoaSrm+IY5P7YVoSiY2pfSDhrNBqAIg7Kba1utmq/Ob/IX29NhnbbfgSvu8GJ9dqZRd3Ob3ElyuOkpiexTOzdzg9X+BsnERwas6ZoUoi0uhQSlEUBcWJC521XP/P39+fGjVq8Mgjj3Dw4EGHNmfPnuWZZ56hffv2VKxYEX9/fypXrsxNN93EtGnTMJkcV4CmT5/u9FrWf5MnTy6Qzy2RSCSSvKNfyXc1gc7McizvVr8cAL7eCj5eCllmo8HCnK1SPjTAUPbRXU0Zd19zPr+/uaG8d+OKhmNru/0XElh+8DKrD19l0spjtvMnrorQjYMXk3L8bHoC/YQ3hd54AtC3WSXuay2MHq/2rg9AYppmaHBmdAD4zuI5kezivERSIFgzTdTuAX8MhVn3uq6bkQzfdoT5Lzh6MeSV1pZrfVbbvfp/PQO/DhailH8/I8rWfAJ+IaBKQ50kH2S6+L3vYfT6MXg5AMSfhgs7ITNZK/Oyy9hiYftp4em27XSc0/OFhgsvvpKKB/2kJCWJ9957z7afkJDAli1bmDFjBn/++Sfr16+nRYsWtvPHjx9n9uzZtG/fngEDBhAZGcm1a9dYtGgRjz76KDNnzmTp0qX4+DjeTv379zf0ZaVNmzYF8bEkEolEkg8ydBoGhy8l0VyX7cFWR6drMPGBFgA0qxLO6sNXqRwRiK+3l8HTITtbJdVkJsTf274r7m1d1aHM38e4DtLIku4yIc1EaIB4vmTrXsKsdvVlBy4zrHMNqpcNtp1LzXRuBAjwdRzL90Na00tn8KgSITw4YlIyCA/yJTtbdfCa2PJWDwCiLLoTBZmBQyJxwMsbKjQR3gdWVo6GW952rBtzWNvPSAb/kLxd69GlMLUXDFsEoRVh4SvaOVXNWSPCqt8wvoGx/I6J0DQHQ4lEkld8AuC2sbDotZzreftDldYiJex/X0LlFuK+1hEa4MM1i05Pusns9LlRYJhL77NEGh1uUEaNGuVQ9txzzzFp0iQmTJjA9OnTbeWdOnUiLi4OL7sUSyaTiV69erFq1Srmzp3LwIEDHfocMGAAQ4cO9fDoJRKJROJJ0k2aseBsXKoLo4NWp2Ntka7s+R516dagPM2qRjgYHdJMZlRV02Zwxs+PtefBHzcDjpoOYYE++Hl7cTU5g7AAsSL1+7ZzjL1XeEhYpzrn49Po9cVaDo++zdZ2sKVPe+pVcIxpv7VRBcNxWUtYx7XkTGqXg8lrjxvOB/h62bwwrMYQaXSQFCqpsXB5n7Fs7WfQ/S1HI4BVcA9gfH1483zerhXdHkYlCIPF7l+08u+6QuIFePWoY5vsbIg5oh1HVINUXUjGrtnS6CDJH/2/EV4zYVUgUXcv+wRA+ycdjA5zGnzBvYde1Aq8feF/y+C7m+H0BvGdeOUohGhpkns3rsh3a08AIsWy1RBdKHzdTtvPyaBXApHhFRIbvXoJJderV42Kwn5+fg4GBwBfX18GDBgAwNGjTh46EolEIikR6MMrXHl0Hrks3Fo/u7eZbdLt4+1Fq+gyABy4mMjxq1r6yBSLt0FwDkaHMsF+tn17TwdFUYgK8SMmKZOJKxyfMVk67YkMu9CPnWfibfstoyNs+95eCrc31Va17m5VxSEUsWyw8F64lizi5scu1laKFzzfhR3v3Go7tmpE5DW8QlVVpq4/ydWkjNwrSyT2xJ50Xu5MnDFTl9L11vfzf801nxq9HC7ugpQrkHjRWG/Ze/BxVfimvVbWoB+8q3NVP75S6DtIJK64uAeSLjuWtxwMXd/AHFXPWO4rDAPXGj1iK3rN9Dgp0bfY1QsS6TatRruI6hBcjp1n4siyGM31z5MDFxKv73Nsmyru9aPL3KsfK4zcWd5upLYtYUijg8TG8uXLAfdDH8xmMwsXLgSgWbNmTuvs2rWLCRMm8MknnzBz5kzOnSt9wigSiURS0olP07IvpGU6pocEeHLmdgBOXUtxev6kJT2mdXvFkrLSWXiFlTrlNVdvHy/HVZ2oUH9ikjMMmSYuJoh9vTFAj14A8pYG5Zn3TGfD+ZvrlnM5HtAELGduOg1Ag4qad0SViECC/DQjSkSQL4oCl/Kocn7sSjIfzD/Ac78UkVCZpGRTuYXz8iwnRqwMXQx8owH5v6afFr5EE52XwqW9xnobJoDJ7jdi5YfCQGFPKXYll1wn390EE5o6lqfGQsdneMV/FNdU7bdZDRJCxifbvEWb9G/5+45d/G7uzu5z8dBDCyknIEx4RViJP825HUu465v/aPTeEsCYMWnCcp3HTn64uEdsk53c/zmwqcMP13fdYsiNF14xrW/uder1hs7Pa/VbPCgsaynX4PeHc29vqa+kxsKcB6DTcKh/G8QchX9fyLntsAW59+8B9OEViYmJbN26lQ0bNtCvXz9eeeUVp21iYmKYNGkSqqpy9epVli1bxrFjx3jwwQe54447nLaZONGorOzt7c1jjz3GhAkTCAgIcNpGIpFIJIWL3tPBlR5C78YVmbP9HA91qJ5jXztOx1EzKpg354nJyIV41xNyX29t7cOZ+HHZYD+uJhsnUl+vOsboAU1dCl7qV6le7FnP4bz+Mn/vusDnA1sYzlu9L/47fg0wpvnU7wME+flQJSKQFQev8IKTa9mTlG7i5rGrbCEd0tNBki+8vOHhv2FGf60sqh6gc1NKvgqBZTSjQJ1bITgq/9dUdOuU++Zo+97OxfgcGF/fsSwrDbxzSeMpKTmYTe7fD271lyHChm5+VRxnZ8PYmlC1HTvj3qRrxhf81VelTv2mfL7yJF+tPMbI2xoQQziVywpPmjJBftD5BVhh8fIJLucQtqBcPQDUt4klp2aaqVUumBNXU2hW9To9cpoPgu3T4J/hYi7pNqVPaPXGMzpIAHj/fUcXu0aNGjFo0CBCQ50/AGJiYgztFEXhlVdeYcyYMQ51a9asyVdffUWvXr2oWrUqCQkJrF+/npEjR/Ldd9+RmJjIzz//7LkPJJFIJJJ8o/duSLWISmZnq2w9FUv7WkK/Yc524alWMcy5wfize5vx6pw97D2fwD2tq1LOIrLYpnqZHK+9/KWb2Xs+wem5YH8fQ8gGwOYTsZyKcfS2mLj8KCN61rWtUnWtV46mTl4YFbQXTrOT9KB6Q8jS/ZcMeg0OhpGtP1LRqyzxpkiHfnaeiaNJlXBDf58vO0Jcqonft4n/y6wc0pNKJC45uhyWvKkdP7sVImuBt+W1PiMJxtURKTI3W7KFPTD7+q55YZfz8iNLoHZ3sZ/t3EvKRtc3ICJay2RhSgd/aXQoFVjDZR5dAtEdPNevn0749KxFq+fcFrxCFJIJoucCOHVTQ2ZsXArAx4sOARDg402Ar5fwoPPyYkujt/lpVyIvJvtRxy5yocqm9wFtTlImbg9RATU4Afyy5Swf3+3cmztXMpKFCCvkOVuLX2Z8/q5ZjLnxjA559STQ1w8um6f2alCksX5U3ULzZMgNvftpSkoK+/fv54033mDw4MHs37+fjz76yKFNgwYNUFUVs9nM+fPnmTdvHu+++y7r169nwYIFREZqL11du3ala9eutuOgoCDuu+8+OnToQPPmzfnll194/fXXad68ucN1JBKJRFK4pOuyV1gNEPdO/o8dZ+L5+bH2dKqjrZA680gAaFtDPAOm/3eKt/s2ZMUh4U5qNVq4ok75UOqUdz7xSM00cyY21VB29EoyMcmOHgJfLD/C4zfXtKW37N+istM+ezeuyGt/CpfX2Y+1d1rHyrGryQZXWwNJl2DBy4wNas6gdGO6tr3nErjrm/8AOPWJ5mE5bcMpQ73T14yfTSJxi2PLtawUvT+GcvWEGv+149BsIKRbjHibdenJffyv75rW9n0+hcWva+XbpsBtn4j9HTMc2/UdDwteFvsBYWK112p0yEpzrC8p2Vw5eP1Gh7Nbtf2qOmFFb00DyP4xZLLzfAv088LX28vmETdwRyMAbr+UJML6Wj4EO2eJtoq4t329Fbh8gNExI1gdOZBTofdzxV1vNKvR5aG5UEdkN+LSHvfa6gkuD+Xqkxbo/PlVkpGaDhKCg4Np164dc+fOJTg4mLFjx3L27FmX9b29vYmOjmbEiBF89913bNq0iXfffddlfT3VqlXj9ttvB2Dt2rUeGb9EIpFIro80ndEh1WJ02GERY3zwx80898vOXPvQhx48NcszWgUrDzmPgz3hxNMBoNG7S9h3QUy4XKU5Cw/yZfd7vZj/XBc618nZ3fxifDqnXBkGTGLCdCG8pSE8BeCHdSccqs/fcyHHa0kkbrP5W7EdlQAdn4EjS+GHW2Du42J1NSPZ89cMrSS2EdWM5WZND4ZN3zq2C9Olx7XqQvT5VGxPb/Tc+CRFS9c3xFZnGMgX33eHKT21Y72QvdVIdfcPBg8yVVVtzy0r/j7e+Hp7kWU2epNZNYFs9yCQEFIbgKO+g+DbjgDUNJ/k1kYViAzO4+eZdbe2r8/2ApDphpFZzYaouqhepc8vQBodJDYiIiKoX78+WVlZ7Njh3gvjbbeJFGWrV692+zrlygkRr5QU5y+NEolEIilckjO0F7Yp6x2V8f/dLSbMOYVKhOmMDssPCtXx6EjPKXAvGnGTbf+/YzEu6w3/WRhITlx1PfEKD/SlSRXXsbrfDWkNaGKSBrItK2oWo4Ofrw/ppmwysrT/w93n4h2aHbnsfDyZWaUvdldSyITrJvaxxyHjOhX3ndHjHej3BdS/HYYthsqtwMtXpC608vQGaP+0sV31jo591b1VhIPMewJ+GZR7WIak+NPuCbH9+5nrEwi9YDf/+L6btm+ZtB/LiuLQJU0gNTHN8XqBft74eisOHhCjFxwEYMFhrb058QJtlUOGetUTtqKmJxGbkknbj5ZrxgpnXNR5NJRraBnURUfPnzgXWWdAeCeNCoeAcE3DopQhjQ4SA3FxIqVRdrZ7L0Hnz4scuT4+7lvkNm8WMVm1atXK4+gkEolE4ml2nInjSycpKZ1xS8PyLs95eykM7VTDUGYVTMwv617rbttvWCnMtv/XLmEEuaN5ZUYPaOK0bW6ClznRy9W4d/8KH5SBhPNgEi/A7c78CMCivZds1broPCisoSu1y+nU/3XUe3sRW0/F5nuskhsQxcs4ua/QCKItk/vIWrB4pLF+D/e8UXPENxDaPCr82qt3hCdWQfMHxMpsRhLEnRIigtZQCxAT0YBwaD1UHFuNC2Vrw5B5Yv/wwoIxkkgKF2vIDEBW3rL5uM3P9wHw/B8HDcV7zyfQrqZRV8ffx4vLiRn8uvWsLRWmlanrT/Lszzuokf4zE7PupoISzx/+Hzhc7tSlq4AQ/P1sifNsSVzeLzJtWLFmaYlxkvXCEs7hlDRLStnY4xBW+kIrQBodJDr++usvTp48ia+vL506dbKV79ixA7PZ0QqdnJzMiBEjAOjb15gVZNu2bQ71s7Oz+fjjj9m4cSNRUVH06dPHw59AIpFIJHnltTnaKk3Xejmnk9SLMDrj5V7GDA4u9RDcxN9XvKZEBAkvisOjxXPD6vL65M21eKhDdZ7pVtuhbVhA/lXU9boVFYhlcLtq/P1sZwiKggqWNG4XdwNwLaA63b128sJvu2x6SVZdCYADFxOJTclkxK+7bGVd6kTRqbamdbHiYN7SqUluYFRVTPTtBRh9AsS96R8K5+3ewayrr54mIFys0H5cFSY2Fyu11tXaDs/A7Z+Jem0fhzI1RXY4ECvWay3nIqpDQETBjE9SeOjDAZylbk2JgSm94dgK132YdWFqPoFCd8HbDzZ/B+e2204dVo0hPg9N2cyWk0bDbYi/Nh57o/o3q4/b9i+rrr33+vpq17Tv38YZuxCh1GvC0+PA31pZ8wfFNjiH52uEzkgem4NHRAmm9AWMSNxCnzIzJSWFAwcOsGjRIgDGjBlDhQraKs8HH3zAhg0b6NSpE9HR0QQFBXH27FkWLVpEfHw8nTp1YuRIo1W9bdu2NGnShObNm1OlShUSEhLYsGED+/btIygoiNmzZxMWFoZEIpFIipZjVzS3/zVHxMrOjjNxTuuWDck5vtVeR8HLK2cjRW74WuJ5O1rEKP19vPH2UohNEXHkgX7ieq/1aUCgrzfjl2mrS9d7bYAIktgcMJyLWY9Rqdp4oCeUrQUhFWDBSwCUTT/NNL/PqJH+M+mmbAL9vInXaTy8/+8BRt3RyNDvrMfaM3fHOVtazslrjvPGbQ2ue7ySGwCrhoK9MOSJVWIbcwyqd4bTG7Rzl/dDg9s9P5aAcJvHj4E3zhiPKzaBEbu04/PbtFXf+NNi4la9E5ISzAOz4b9JsPQtITR6z4/CM+zsZhGWk5EkPGFcpdSMOyUMV1ay0iC8mrjfF71mK55vbo8Z8bvfunoZtp92/qzSG44vJhg9L/RCxOuzjZ5yb5uGkagG86XfJAbHTCTTpzfvZz3CuTgX4RWtHtGEUmvcBKfWwex7oIKu3zu/hN0/CwHY+NPQb4KjEqb+ON5JWF8pQBodblD0qS+9vb0pV64cd9xxB8OHD+fWW2811H388ccJCQlhy5YtrF69mtTUVMqUKUPr1q0ZOHAgjz76qEN4xSuvvMKWLVtYuXIlsbGxeHl5ER0dzbPPPstLL70kQyskEomkGFI22I9rKZkkWibNr/dpwKeLtVjXe1tVddUUMKabBOHiej2UCfbjr2c7U7+CtqqrT3OpS8REuVBtEjbmrqbXdV3b9RVhkCl/9FdgPEzvJ14qWw5xWn/9sRhubVSBtRbjDcBtTSoa0n4ufkG44upX4iQSt7G6rvsGOj//80Dhoh3dCW79QIjybfkOuhZAnLh1olSxmabUr09x6IqKdikIp90mRDElJZvL+8V27x9QpTUstohLNn8QqrWFen1EmlRnxDgJ8QvUhUxUaQ3nt1NBEUaGu1tV4cP+TWj83hKXw+nRoDwrDl0hyvJs2PJWD9p9ZPS0uKAasyvNN3egnnLOdjzMZwmfZA0iAz/OxqZSzV6nSNE94yJriefDidXCsweg9TBhaOk4HM7vgO3ToVJzEaqkZ/tP2n50R0cPilKAfOKVUvQpMd0pz4m+ffs6hE/kxmeffZbn60gkEomk6GhRLYLne9Th0enbbB4PG09cM9Rxx3ugaZVw9p5PsPXpiXG5onpZ7QXwqi61WaPK1+9JN/ux9ixZvgQuATe/Aqc2iBdKgJ0z4c0LcGgBzH2czdnCS+HxGdtsIpSNK4ex/0IinywyCpQ1qCjGVj4swFC+/XQsrasb45IlEgd+f1hsFbvsLGVqCqG6WIvr+Jn/xESt+YPQ9rGCGUvLh0WaTr1K//+W5t4uMMKx7OwWqNbOsVxS/FFV+Ko1VNIZk/bO0fan9BRGpQ0ThcdNvV6Ofcy+17HMT6eDc16EOrT1Et5s4+9r7pC++ZvBrXhm9g5esYT5dbMYHb61hFOUDzX+5gJk4YNZVfBWxPwoHT+uYXx+VFWuclytwk1jVxlSIHNhpyZ02edT8PGDHRbjwfZpYnvHBLHt/REcWQI//wdbpzgaHUIsHuYhFa8/vW0xRWo6SCQSiURyA5KUbuJyolh1eqBtNX59ogMh/sL1ddqGUwBkZpmNL1luMPcZzU26f4sqOdS8PuY908ngWdGkqpaNokxQ/vUcrHSuE8UHfWoA4F2llZjEWfEPhzGV4cIuAOoq522npm84hb+Pl4OwGWAoC/E3Thr1YS4SiUtOrBbbNsOM5c87SWvr5QV3fQtVWxfMWEIrwIF/tONKzaFC4/z1Nfdxz4xJUviYM4WxK1gnNGyvKzIqXIgspls8WrLNmnii/YLo/bPhlaPg5Zj2+FWTyJJhb3AAiArx5/DoPgy/pS5gTOPsjM8HinCOl02aKGsGvlxTjUaHhooWLmRIj3x0ubbf4SmIdNQWspF8RXghAWQ70Tr6dZDY9vs8xzGXZKTRQSKRSCSSG5Aun66i/Rjharr/QiIBviLFmJ5Xe9cHYMHzXVjwfBe3+rUaAsICCsaZctKDLalXIcTBA6J7fe2F12OhC5mWsIjT/0GQzg03w/LiXFHE7UYqWvq1y4npZGRlExHoqH9hfckFqBVldEN//c+9nhmz5MbA3tNBUaDhndpxdfe+r9eNyfIdiaoPT6zJe/uQimJbu4fnxiQpXJJFimS3VuitYpFL34ZPa4jUwwcthquo+vDSQWjYD0LKQ9P7HJqfyq7I8pe6OpS3jI6gSZUw/H2074Xe6BDq5JnQo2EFpg1ty8BHX4a3LtMp/UtUvEjAmGnIB01MPyFVZ3QoU8PYYa2u8IDO6+fZrdr+uLrafuJFh7FQ1yKy2iBvRv6ShAyvkEgkEonkBkS/YmMNTfCz02BoWU0oezeuHE5emPxQaxp7IMTBGf2aVaZfM+cpxda+2p3lBy9TNsRN99Tvu0P9213Hu1tT+f33pabEr6fx3bDxa2jxIFjEyk/EiElYqBOji94Y4gmhS8kNhl7d39vJK3zf8WIi1PkFCC7reL4gaXKPozheTgycKWLd9/0pNADSZNrY6+bAP/D7EHj9tPMQloJigkVDJ+YIPL4Kfujuuq7VkLv/L7FNvgLznhL7DfsZ00V6ecOgX+HEGtj8LQBVq1SlTnnNYLvt7Z6km8xULWOntYDR6FA9Spxf91p3xi45zBcDm+Pj7UX3Bpqx+gIi1bFqtybvq2ieCRcS0oi2hvVFdxD6C1V0nkR+unGUM2ZzspHhRL9E8TKKT5ZCpKeDRCKRSCQ3OD8+0gYwpnr84eE2+Z4Y92lS0VFwqxCILhvEo11qulc5Oxsu7IBVo13XSbSETTy2Av5+1vG8lw88vQE6PmtL42klIyubina6DfYeGHOf6cSE+1vohqSSmWXMKS+R2MhMyfl8SHno8iKkXIWszMIZ04O/i210+7y1a3Qn1L8NUi3Ghv3zPDuuG5H1X4jttWNFc/0OT0OVVnDTK67rpMeLbTnhRYcpVcuAsnO2Y/36t8FNL9kOMyPrGk5Hhfg7NTgA1NBp/uw7LwzI1SKD+GpQS3y8HafAPz2q0xQZsdu2+5nv97b9J2dqaTQJjoKH/hR6DVasQqrd3zZ2/tYlbf8do1YSAOYMkR60FCONDhKJRCKR3GDYiwrXs2SHqBKhKeI3qBhKqSbLRQo0PTFHRJzyURcK6enxIi75yFJuqmJ8pUrOMPHLEx1oVCmMLW/14OTHtzu86LaKLkObGlqe+FpvLqTe24vy+kkkNwoXdohteDXn5zOS4K+n4Zv2kHzJeR1PU683vHwEanXLX3sfnWEuJcYjQ7phsWoFxJ0q3OtaMzhY74GIaLFt+5hII2klIlqIL5pN0NFixE3S3ac3vey8/5DyJES15MnMF9l+ynmKTGfoPR1GD8jdi6BrvXJMfKAF+9/vLTyGXj1uO1fVL9lWx8ZHFYW2jx6r+KXVS86KNdtMuyedeyllZZRaAUkr0uggkUgkEskNhj7neL9mlWxhFdUig3jr9obMf65LkXgqFCr6VWNnMbYpMVCljQidWD5KK39UZ4AIjoJL++Dn+/ioo9ErJCzAl5pRwSwccRPlQwOcCp+B0dBjJd1kdlJTcsMz8y6xfXKt8/PJV+DIYgirCsHlnNcpCEIr5L9tlG7l2lka0OSrcG67Y7nEkfjTYvvn/wruGqY0SLebUKt23lkxIsMEW38UngBW6vUR29iT2uR85gDtfMuHXF62+blXWZLdlkuJLlJuOkFRFE590pdTn/TloQ7V3WrTv0UVgq0eaV6acWB9r4uUCfIlLNBSdsmFBo81C8WVg47nRiWIDC0rnXjXmU0i3KgUI40OEolEIpHcYHjrwia+GtTScO7xm2vRpEreNByKnKwMMDtRBM+JxSO1/c8bOL5EzhkG81+A0ErG8ugO8Mh8eH6XOLa4xIacWWEInxjs5kuuoii0io4wlCXqFdIlEisBEWIbWMb5+fCqYpt4zvkEvjjS/U1o0E/spzlZxR5XB368BWbdk3M/WRmw4kPITPX8GEsK6TqtgP++KphrTO4Cn9h52rx+Cl47qR23eFDb14cMWP/OyZfhTydpXF3cs/qQsxE96jqtUyDojQDL3yPY34fUDItB2PpdsycoUohh3vWd8/PntsLB+SJjx+bvIMYSCmPOAG/p6SCRSCQ3DteOG/NLSySlEHO2CK8Y3r2OyxX4EoMpHUaXhw/LCp0Gd9ln9z0/tw0+iIJ148XxSctq8gVdKsJBv4ltzZsg0qIdYZ0obZzE3IFRvBa+ktvqBuUpg4a9gGe8NDoUPBlJ8OtgSDgv/oajIowp8IojlZpDtfauBRvtM1qUBHz8oa8lTeCRxcZzegOCv124V/wZbZJtzoKD/8K6cbBhYsGNtbhT82Ztf+nb8F3XvP0muoMzvYjAMmKybSWqvgi1GPyn8V6NqAY1u4q/eeJ5Yx8DJru8r9MyNc+vhzu6Z8z1CHYaCyH+PgQnnRTaE345hB+GVXYt5Hrbp/DsJuGVtOg1+Pd5UX5hp/bMKaVIo4NEIrmxyUiGT6rDMcvL5g/dhWtiYYlwSSRFQKZZvIjWrRCSS80SgP7l9XoMKPNfgGwTrPhA5JS3UvdWbb9+H8d21hf96l2o98ctPJPxI9/2dxFz7wKrpoaVGEs2EYkbZGcLdXtVhfPbnYfKOOP8Djg0Hy7vg9gTgOqezkdRklvct30ceUkhqKzwHmpwh7F8jM7LaP888TcGsZ3QFD6xaAd83w2uHBD7az4Rz/UbjRNrRPrRNrrQiou74PjKgrleeqKYJJuzRPjZ6f+0c94+8PDfULenOB7wLTy7BSJrwSP/iBCDoChjfy0GubzU2qNXbftuZybyBN6+4nNYdEeOXYrjw3ND4e9niF3zbf77zcqEXbPE/ukNcGSpEN984OfrH3MxRhodJBLJjc21o0IMzuq6aV05+fVBl00kkpJOsiVLRZBfKcic7acznJjzYCws38i9enV65nJ9i/bF6fVaWaSbGTQsvHl7Q8NxUkYeQ0VuZDZ/CzPuhK9aww+3iFAZd0JtKjUXYnEXdgqPBxSoc2turYoWc4ZReNEea/hFScPbR3gP5aYNYU0Zqv+eqyqYUiDutK7sBswAM+NO2Pu78ODRMzuXsJTcyDbD5u+FloM+BO3f5+GnO2DbFJE1Q+8RZk+LB7VsFYkX4dsukKoTDe3zaY5DWHrg8nV8gOukVjfo8R4At3ltsRUnhdYC4LnM4Xnr7+B8GF1OGLet/HwfrBvHJ0uPsmCPm0bTEohHjA6KokxVFOWKoij7dGWRiqIsUxTlqGVbxlKuKIrypaIoxxRF2aMoSitPjEEikUjyhf7l9G/dw+PYssIfi0RSSPy54xwAwX4l0B3bHv3L7tE8fG/NJijXMOc6gWVEvvs7JsLzObxU25PHFecAX+PfITldGh3cZsmbYht7XBgSwLk2gD2BEULlf81YSLoIqLBzZgEN0kNk5ZJWz8tLpON7N7bwxuQpDs6HUzrDnd7bsIIl88C/I8TWkDo0G3yDjOFSzkT8bhQ6P+/Z/k5vgEWvCq+GTZbV/ZpdtRSnqz8RW/vwF1dMaguXLcaLRgOg8V1GDQgnXIgXHkjLXrw5x3oFhkX08iu/Sbai6gvEmP/N7kRaptkhI5RLLu9zeWr+uUCe/XlH/sdZzPGUp8N0wN7n8A1ghaqqdYEVlmOA24C6ln9PANfhnyKRSCTXydGl2r79C2dehekkkhLCoYtiNaxx5RImGGmPOQt+uV/sl28E5XMxIljJyhReTlcPCkVxV7x+SmxbDxWuwa6obBTjNBgw3WTXu7ey+c0eACRLTwf30P9G17sNkiwromluTLoThOENVZcpJOGs58ZWEGSl5+zpAMJrwKsEGhOXvyeyHVjx8hbaAE3uFZNT0P4+3r7QcTjU7Eq3NXc7TuRcpbgtzYRVBd9gqNgUnvPgxNWahtM/DPpNEEavCo2189bvmrteZvp6ZWvDfdMhIMxl9ZSMLLafjiPE34e6FYoojbPV6OWCEb/upObIhWw/7Yaxc/evLk+dU0XIidsGjBKGR4wOqqquBex/4fsDP1n2fwIG6MpnqIJNQISiKHbS0BKJRFJIBLkQ+wHY4kJ9WCIp4USF+lErKpjwoBKcoivbbBSe6zVavMS6Q8pV43FENDQdmLvngysC7Iw3h+bnuYuIID8iLH8PaXRwk0ydK/mRRZB8Sey7Yzw4s8mxzOR+Or4iIf6M3Sp/KcIn0BgikZUOD/4KA77RJran1onwAb8QqNoGTq5x3te68XBhV4EPuViReE6EmYD4HfRzodcTezJv97nJonMyrY8IC1C8YNM3jvUCIx3LnNH1NW3/yqFcq09ccRQo6t/EnI0A1vCPTSeu5d5VtzdyOCk0iTKySmd4UEEGc1ZQVdUamHIJsAZqVQH0T4NzljKHIBZFUZ5AeENQoUIFVq9enetFw8PDSUpKyrVeYWA2m4vNWCSeJz093a17sjSSnJxcaj57tTP70U9TEkProqjZhCYf5+ThvZzOWF1UQ5MUAaXp3gZIylT59VAmDzXyI9BHE1lcuDeFhpFeJfKzepnTqXNsCmmBlal9YrqtfNfefaQeTyTT30U6QR0+pmS6ABl+Zdi4ejW0EOnlyqpbaXpVy6Hu7v9PDXNFatiV5ff/1keBA0dOsFo5l6/2ziht97WVkKRjtHF2YtY9rO72d45ta55YhL0O/oWzJzhSAP9PvpnxdPpvGDtbfkxieIN89eGfHkPH7Cw4sqhU/i27WVzuV69ejZc5g84bHsI7O5OdLcYQER9PTeBy+Zs4vH4jZeJ20nTfmBz7i/3jBfY0H1XwAy8mdAMy/CLF7xlAp9l0W90fgG3/TiU5tBbVzsyj9onpxEU0Y3eLD93qt/zl7RjUb7KcGyzWXAlFdeO+VLKb09E3HD9TAhcSs3L9vk1ZpxnZiuq+985Ko3VgZYLSLuRY78ypk6xenfPvto8piC5OyifWmgIWLdRlq9aiZKaUuu95oShIqaqqKoqSZ18RVVW/B74HaNOmjdqtW7dc2xw8eJDQ0CJyv7EjKSmpyMZiNpuZOnUqs2bNYu/evSQlJVGmTBkqVqxIu3btuPPOO7nzzjsNba5cucLHH3/M/PnzOXfuHBERETRu3JgHHniAxx5zkk/XwtChQ/npp58MZUFBQdSsWZN+/frx+uuvU6aM9hI4atQo3n//fZf9LVq0iD59HBXCY2Nj+eCDD/jrr7+4ePEiZcuWpU+fPnzwwQdUreo8X+65c+d49913Wbx4MdeuXaNSpUoMGDCA9957zzCm/BAQEEDLli1zr1gKWb16Ne58H0sEqzbCCe0wrOUAuLgHjh6npnKemqXlc0rcolTd28Dny46w4cJRYsyBLLHEw2Znq7B4ISFh4XTr1qmIR5gHVBVSY+EzJ2EOr5+mxafVxWrp25fc66/zSfz9Qujmo4uRP6GAzlPb7XuhaTX4yug2261BFEzuDD1HQZcX3esHCFu3jMgKlejWLWeX3rxQ2u5rG9tOujyV6+e1TMj0VI4qQ+Vzk0Qoze1jr3NwOq4dh/+yaVWjDDTPZVyu2PCl2Lb5X+n8W64Wm25du1oyyQg3/Ja3PiD0AnZ3oELLh8QK5kkfw/fUGZFpJ0rn/5MzVBVWg3/Hx42fOe5B2P0zbba/KMLIRol7vkz8Hsf/G1MaoICvXfjOznOQm0RG3/F0bZsHEdagkbD4DSoPnkTlkPIuq52KScG8eLXtuEj/npemwDFhdLg/4x0G+yxnYtbdhiqVq9WgW7e6OfeTlQEbjEV/VXudLw4E2o5btGnP8T1bSt39W5BGh8uKolRSVfWiJXziiqX8PKDPJVXVUibxEGazmX79+rF48WIiIiLo27cvVatWJTMzk/379/Pzzz9z6NAhg9EhLS2NLl26cPToUZo3b86zzz5LUlIS27dv56OPPsrR6GClf//+tGjRAoBLly7x77//8umnnzJnzhy2bNlCZKTR9eqRRx6hRo0aDv3UqVPHoezatWt06tSJI0eOcMstt/DAAw9w6NAhpk2bxoIFC9i4cSO1ahlfRI8fP06nTp24cuUK/fv3p0GDBmzZsoWJEyeyePFiNmzYQNmyObjWS0o/8WdEeq2+n8PacVC7O6z9TDt/cq3IpZzDQ1EiKc5kZwt7/+HLmtddmknEsPdsmItSfHHj8ELXWWUCI8TW3ZSHVhV8xS7K1NeSieKBn6H+7e6PrWxteGwlhJQTqfxAGBxApJPLg9EhxN+HK0npDJy8kQ8GNKZBRdfxzjc8a1wYBvzyueCTlaaJCHvS6BARDS8egCA3XdCdEVxObDvlXS+kRNBzlPiumNKEkcZKsOU9rV5vGF0ebh8nfgvsufVDSL4MGy1if9ZMVDcKz+1wzF7S4WnY/TPU7qHV+cqi3598VfxurvgAmg+CbzuKcnuNG5Mbv6mthuZtrCdWi20u71Zn41Jt+w91iM7bNTyNTlz8qFqF503POVT5YvkRGlYKpVfjiq778fFndsNv+XPXZVp6HaW/938kVe8FR7UMHdZndGmjII0O/wCPAJ9Ytn/ryocrivIr0B5I0IVhSDzAL7/8wuLFi2nevDlr1qwhPNwYa5qamsrmzZsNZcuWLePo0aN06dKFNWvW4OWlvYhduJCzO5GVAQMGMHToUNvxuHHjaN++PQcOHOCrr77ivffeM9QfOnSo21a8N998kyNHjvDSSy8xfvx4W/mXX37JiBEjeOaZZ1i8eLGhzTPPPMOVK1f48ssvee457cfhpZde4osvvuCtt95i8uTJbl1fUkpZPFJsF7wET66D0IoQ3QHKN4YfbxHn9v0pHtwSSQkk24kgVWyKWEH09S5BWbO3TYWtU41lzR6APRbvAutLLAhviNwmd1t/hMVvwIO/i8mMFV/LatOvD+YsMOmMqq3FNrIWxJ7IuW4OhPj7sOrwVTKzsukzYR2nPumb775KPUmW95M7voRsE1TrIIw9mUkwKhxessSMh+UgHVatA5y16DsUlKbD+R0w6264fybUviV/fWy26K6X1LSYueFvMa6lxQrtBnsCwoWo4fwXtLKub4iFA9CyNmyc5NC01KMozvVsKjWDcg3A36LvYDU4AMSfhvPb4L8vxT9X2IdT1LhJ+/tE1hbX8M7jdPL+WW4JT6ZlapPv0QOa5u0anqbx3bB/LgDRyhVi1TBe7V2fz5YcNlR7YuZ2utUvx/Rh7Vx2dci/GTvU0+ww12OKuS8Ppxi9S64mZXh+/MUAT6XM/AXYCNRXFOWcoij/QxgbblUU5SjQ03IMsBDhzHwM+AF4xhNjkGj8999/gJjU2xscQIQ+dO/e3VDm4yN+MJo1a2YwOABUrlw5X+MICQnhkUceAWDLli251HZNcnIyM2fOJDg4mFGjRhnODR8+nOrVq7NkyRJOnNBe8o4fP87SpUupUaMGzz77rKHN+++/T3BwMDNnziQlpZQKMknco2pbsW3zqFgV+bqdyNtetTU06CfOVe8sXBcPLYDs0inuIym9ZDsJbPxm9TEA/t7tnkG5yIk7DfNf1NKsWdGvkkXoovNzyhdvZbFFzMteUNLLA2sxj624rublQv3JLKVCYh6n9i1Crb/1I9D2MajYBF45qp3f+zt83gAuOfHFt4p/DlsIZWqK/WRttZEUN0ThcuLacTiyROs3Mxlm3pW/vi7shIu7xb69aGlpwfq5fh3s/LxvoGPZza+S4WcXKjt4jrE/d0m8kLeUu8WJzBRYPwEu7XU85xcszttn4/qxh3vZfjI1bwMqt4IHf9OOVbPza+aGt68tDaUzdp2N57etZ5i5SQiLLn+piFJl6rlTM8yc9xXPm3Y1hXF7QIvKVAjzt51ffdjuuWLHb9uMQrczNp42HD8zu3SmzfRU9opBqqpWUlXVV1XVqqqqTlFV9Zqqqj1UVa2rqmpPVVVjLXVVVVWfVVW1tqqqTVVV3eaJMUg0rCEDR44ccbtNr169aNeuHbNnz+bgQc/lN7amfVEUxeHc+vXrGTduHJ9++im//fYbMTExTvvYtGkTaWlpdO7c2UEjw8vLi969xSrVqlWrbOXW/V69ejkYUUJDQ+ncuTOpqals2uREvVpy42DNd97jXeHhUL8vhFuiv8yZUKmFsOLv/kWsfH4YBSnO71OJpDiSZXacvNYpL35H3+mbz0wNhY0rN2n96lxwFAy1uFxn5EHA2T79YGRN4el013VkrnGlGu8moQGFIrdVOlCztZAYK3pj1LJ3xdYa6qLHPwya3CNSM47YBbW6w6U92vm5j+d/XPFnxKryzwPFZC8zOf99AXzfTdsviekw3SHU4o1ycZf7bbx92Nr2S2OKyLq3QpeXICNZLBjkxoWdMGMAfN4QZt+blxEXH9LiRcrR89sdz1mNDs4yfSyyGF+9tQkzqz+16ztWpOJ84Bd4fKXo78l18MRqeGo9PL4KT6KqKgO+3sDrf+5l3VHxvhXgWwzuef9QuOt7eP00WT7iN6damSD+Hd6FT+5pluutdjY2lfWWz5ObUTkhzeSRIRc3SpBvpWcYtngYfx37CwBTtolhi4fx7/F/AUjLSmPY4mEsPinc9JMykxi2eBjLTy8HIC49jmGLh7H67GoAYtJiGLZ4GOvPrwfgUsolhi0exsYLGwE4n3KeYYuHsfXSVgBOJpxk2OJh7LqyC4CjcUcZtngY+2KEBf5QbO6pY9zh7rvvxtfXl8mTJzNkyBDmzp3L6dOnc2wTHx+Pj48PCQkJdO/enT179uRY3x2Sk5NtApPt27d3OP/OO+/w6quv8sYbb/DAAw9QtWpV3nnnHYf8tIcPC9elevXqOb1O3bpCtEVvZMlPG8kNiNniwubtLyzvfT4Wkw6Ao0vFy8+kdhBjuU9UM/x8f5EMVSLJD9Y0Yz5ewvD7w9oTfDhfSGQ3rxZRVMPKG0lOhCFbPQx1boUQS+xsZgqUqS5cf636Dq5IvqLt2xvEffzhmf+g+QP5H6+Pn6NWhNn9l8jT11INxzJ9Zg5kZYi/WV4wm4QHQs2uQh/ASvlGUO827fj4CkjIZwYRq4cDiMlgluVZY28gkWjUcGIY6vOJ8fj+2dDC4glRX4QdZfmGOYYW+IeI57WLTAsGvu8GJzw7cS50vP1g+DZo7kTzxi8EzmwU4T0A3d/Wzh1ZJLZmnTv/arusINXaQ4enoMHt2u9lpWZQuaWYiAd4VnPGWbrIYmF0AGh+PwRGcE8rIV4fEuBD06rhBPh6c8UuJOJSgvHe6z1hLQ9NsQttf/FmKoZphu+HO9rn0yld3HBGhxuBli1bMmvWLCpUqMCsWbO45557qFGjBmXLluWuu+7i33//NdRPTU2lR48e7Nmzhzlz5hAWFkbXrl1Zv369Q9/16tVzGrIB8NdffzFq1ChGjRrF008/Tf369Tl48CC1a9dm+HBN+Kh58+ZMnTqVEydOkJaWxunTp/nhhx+IiIhg9OjRvPXWW4Z+ExLEKper61rL4+Pjr6uN5AYkI1lMDqyrnc4enjGHYf0X2vH5bZCVeyyiRFIcSEoXE9asbBWTOZuPFmqebCVG00Gv12Dl2nEh7HXXZGg0QOSID68KQ+dDrW4593dQ9wysX0B6CarlxbmqJa43Lc7tpnvPGz073pqXD/flG4WsdEdvFVdkm8Vv94dRwgNh1yyj9kefMXDPj2LyZiXckhlrej/4wkk2kUt74fIBJ+PSTUA2TtJ0CEypjnXzQllHoe1Sy1uXHPWUIqJh12wYOAMG/ey6rVUfIiMXD5NsM9z6AYTrRArd8Y7IjRUfwuFF19+Pu4yrA5OcJo91DH+wLqy4S5O7hTdoIeHM6BBYXIwOFkbe3pBd795KiL9rr7TLiUajQ6pFn8Jk8T5sUS2CuhVCmfk/TfuhTJAfZYP9uKluVAGMuugpIW8cnmNan2kMqDMAAF8vX6b1mcYdte8AINAnkGl9ptGnpkjXGOoXyrQ+0+hZvScAZQLKMK3PNLpV6wZAVGAU0/pMo0sVkXG1YnBFpvWZRsfKQgG2SnAVpvWZRtuKIm68ZnhNpvWZRovyLQCoW6Yu0/pMo0mUeJA1iMxf7mZnDBw4kDNnzrBkyRLeeecd+vXrR3Z2Nn/99Rd33nknjzzyiM2jYMyYMezZs4dx48Zxzz33sGrVKqKioujVqxfz58+39ZmRkcGZM2do08b5D9vff//N+++/z/vvv89PP/1EeHg4r776Klu2bDGkp7zrrrsYNmwYNWvWJCAggOjoaB577DEWLlyIr68v48aNcxlqIZFcNxnJMKkt7PpZuA0GlgEvJz+Fjy513ccfjxTc+CQSD5KYrq2wp5nMtKtxHer5RUVIOcey05acY9umwsCfhHeBu+gnmvbp4TxNU4u79tpxYqxu0KOBUdH9710lRHujKDClOfd0GLHbsezacUi102k4YxdiuWGi88nbqXWQcNaxfHIXofqvqsIjZ+FrcGEXLH3Lsa6Vg/+6PpcbeciCUiJ5+B+xvX+2cw2HCEv44+8P55xVIdDyzpmTsW/tOPggUoTgJJzRyuNO5WnITlk3Dv4qYMm6K4cg6bKxzFnoTaidiGrdW0V2HmsoaU6kJwqjRSHqWaVmOnp2FRtPBwveXgoRQcZnTlSI8diVGGRGVjZ+Pl50qCVC4etW0MLGt5yMpU75EDJMpVPT54YzOtxI+Pr60qtXLz744AP+/fdfYmJi+O233wgODmbGjBn8/bdIKDJ79mz8/PxsmSeqVKnC6tWrqVy5MnfddRczZswAYPHixWRkZDBw4ECn15s2bRqqqqKqKqmpqRw4cICxY8c6pMp0RatWrWjXrh0mk4mNGzfayq1eCVbvBXus5REREdfVRnKDkJUuwiUykkVKTPuXUCvR7V2vKtW4qeDGJ5F4EKunA0B6prlk6gUEWVZ9hi2CXh/B27rwiIP/aPuZKfBlK9g2zb1+G96Ze5380u1NaDlEuPADbPlOiGG6wfv9GwNQJsi3oEZXekiL1yaYesrUgH4TIKo+dLcYAFKvwY4ZxnpntHcNlr4Na+3SZFpXq6s5hogaWDceYo6Kv/OVA1qKQmf8mUetCFUV7vOdR0DLh/LWtqRRq6vIGtOwn/Pz+r91TikxozuK/y/7MCc9++c5L/e3S7eamSpCcuJOw+pPHAUZ7TliWbBIi8253vXyTXsYbwkhLlsXqrRxbnTQCz/eNlYT2LQa0e7+QTvfdKD2mwUw/XZhWPvHMT1kQfH1qmMOZd5ejrpwxY2YZOEB+0ov8Td5+699bDzu+H6ZmplFZla2wXvDKkI5oGVlQgN8DYsFpQlpdLiB8Pb2ZuDAgbz4onjxWblyJSBSYoaGhuLvr60WWA0P0dHRDB06lPHjx/PRRx9RsWJFW0aKgqBcObGipc8qUb9+fcC1/sLRo0KpWq/fkJ82klLMvrla3m9rjOeiV+HaMRj0q+t29+omL3d+BY8ugQ7PQMdnxIvgLw/C3jkFN26J5DpJ0r28JGdk4eNd/F/eDOyYAdumiIwE1TtBp+FiZdu6kh2s8wrw9ofY48KVfd+fsOw98T39qg18p1M/j7TEf9uvAHqSbq9D/0lQPu8ejFUiAnnuljrMfaYz1SIDuatllQIYYCmhyd1Qw4WyvU+ACI+LsLjOZyQ6xqsnXzXWt9LWYhg4sQYSzguRSRThju+MlR/CT5aJ8rmt0He8WE22p3JLeN6N7Cp6MlOEsHFgCfRS8jT60IegHFzQw6sIr5XfH3ZdJ8zJ9+qBn4UorZ4xlURIzsRmsPpj+LCsURfGnn2F/E6Qck3cI+Vc/NYERcJrJ0V64HZPiLJfddoPZeto4SgtHhSCk2eFFp0tNKPhHQUzdifoPbv8fby4u1XJ+P2bNqwtIf4+DG4vdBkuJaYz6AdHsfqYJGGcCAvUFgA2v9mTLW/2YGCbapy6lsKhS0mcTHDxW1OCkUaHGxBrBghreEWNGjW4du0a+/YZU0pVrVqV1atXU7NmTV555RW2bt3KxIkTCQgoGHdUk8nEjh1CgbhWrVq28g4dOhAYGMiGDRtISjKqkmdnZ7N0qbAq69OAWveXLl1Ktp1bWFJSEhs2bCAoKIgOHToUyGeRFCOyMmDOMJgqwqYcVkfCckgJq19VCakgMlx0fxN2/wrvR8DhBfDn/zw+ZInEUySlZ9mEqn7bepa4lBK2gvLPc0Jd3j6TQER1oVD/8N9amT5X/JxHYcMEYYC4dlRLNwhamMPOmQU16utCURRe7lWfmlHBBPn6sOnENZ6Ysc2p2/ENT5+Podl9zs9V7wT1b4cqrYVXS1BZxzqVW2j7bXX3WCeLDtXmb+GLRhaPCFV4VoDQcXDlubJtKnzZwjixs9KoP+z5zbE8JxQv6PNp7lolNxreuXhtdR4BFRq7Pm8vPnn7OLhy0Phb4UrfwVXYxqV9xrCPk+tyHmN+0Ru/0uOFF09OArpBkVCvtyYEqb+XfPxFJor+3wjxTYApPY3tq7UjJ87Hp3HLuNVciM8h5MVNBrUTRsKP7mrC4dG38fnAFtfdZ2HQvX559r3fmxAn3oTZutzV7/wt5lphAUZPtvJhASiKwrErQodkz1VpdJCUAH755ReWLVvmMNkGuHTpEj/8IFypbr5ZrA78739i0jRkyBBOnTplqF+hQgV69tR+fC5cuL7Y0qSkJFtmCT2ZmZm88MILnDlzhgYNGhh0I0JCQhgyZAgpKSmMGjXK0G7SpEmcOnWK3r17GwwVtWvXplevXpw6dYqvv/7a0Oa9994jJSWFIUOGEBzsOk+wpJRgVR9PsaxMXLW7/yLtXjz06A0S1hfWxSNh3pOeG59EUoAkpWdRJljEmn639gRbTgmX37nPdCrKYeUDOw8NRYGe70GFRsbyyq2Mx9una/vWCYRVZ+G+6RR3gvy9uZiQztIDl3nwh825N7iRyM7O2dW9THUY9AtE1YX7Z0JVO60GLx9oqjNYZCRq+8FGXQ1bukGry/zkzjlrdDS8U4R1vH0FXj2hlV/YKf65w8m18FkdMRHs8JTRQHKj4iT9uks2TIS9v7s+H2zRiqncEhrfJVJkr/zQ6BXlipWjHcvMWeK+0Id8LX7D/fHmhUWva/tftRLZJ+JzzlJnoLolU8gTa0TWlrK1oeVgqNPTeX1XYagWfttyhhMxKYbQCFVVbaKJeeH7teL78kDb6FxqFk/sBZpVVSVZZzDefloYrMICcw6f84CcabGjBAZ3SnJj8+bNTJw4kYoVK9KlSxdq1hRKtSdPnmTBggWkpaXRv39/7r1XvHi99NJLbN26lTlz5tCoUSP69etH7dq1uXr1KosWLeLChQsMHTqUxYsX89JLL1G+fHkefNCJBd8Nrl27RsOGDWnTpg0NGzakUqVKXL16lVWrVnHy5EmioqL45Zdf8LIT9hszZgyrV6/m888/Z9euXbRr146DBw/y999/U758eQfDAsA333xDp06deP7551mxYgUNGzZk8+bNrFq1inr16vHRRx/l6zNIShhbpxiPrSriVvxDXLf18oZ3rgl3WesLa7CdqJ0rl0aJpIjZcy6eNJOZWuWCOXgx0XCuVbSTOPjijL2KvSuGzINPXaQdM6WBXxDU6CLixosTGUnCZdtu9VW/0LrrbDwZWWb8fYqXqFqRcWIlzLoH7p/lvvu3TwC0fxJ2zBQTTf0kNrKWmHS1fVzcJ03vg71/GNunWowOqm4yVbuHSK+pp9Nz2uqwj78QSFSzxWr0991g+SjoOSrnsa78CFKuwvFVEFVPuMHntrp/o1Cpuft1VdXRWHHlEKx4X+xf2ClW+mOOOrbNShfinfoMVmA0LFhxpjFREFkfDi+GrT84llfLg+fuTS9DvT4i9aUr9No4J1YL410uzN58ho/uagrA6AUHmbL+JCfG3I5XPjQZSoKOgzskpmcZPB2s+LoIdWxTvQzbTsfx1zETEwp4bIWN9HQohbz88stMmjSJDh06sGfPHiZPnsyECRNYv3493bp1Y+bMmcydOxfF8iPs4+PDH3/8waxZs+jQoQNLly5l/PjxLFmyhK5du7JhwwamTZvG33//TUBAgM0AkR8iIyMZPnw4Xl5eLFmyhM8//5zffvuN0NBQXn/9dfbv30+LFi0c2pUtW5aNGzfy/PPPc+zYMcaPH8/mzZsZNmwY27dvp3Ztx9Xq2rVrs23bNoYOHcrmzZsZP348x48fZ8SIEWzatImyZZ24WkpKH5t0BqkVH2gvBj4BOYtMWfH2geodtWM/O++YkArXP0aJpACYu+M8AJtPxDK4fclcNSKwDLR9TLgGu4NfDkbENZ+K7ZElYtJRFLhS3P/1QbFiOb4BnNpgU4vfdTbeUO3HdScLeIBFhCk9bwr5ZpMwOEDuIo8AY2vD6Ipais20WKEVosfLGx76E+pbQvGcaSikxYoYej32BgeAKbfCAV3oT62uULu7iL0HoTN0diuMraUZMuyxZlb5fYgQDcxltfmG4dUTMCwP76D/fen4vfvGcs+ER2uZqpz9vT+qKAwOLYeIY6smAoj0q+e2a/dtlt01RiW4/7uVFyKc/JY3GgA18yBw7eXt3OBg1oXf6Rdomg/Ksbtv1wjNrG71tUWZ2ZuF50WtNxfawrldoaoq207F8sc2JxliSjiJaSanaUD9XKSs/m5I64IeUpEhTaalkGrVqvHss8/y7LPP5qnd4MGDGTx4sMvz7dq1IzXVMcf09OnTmT59ulvXCAsL48svv8zTuKxERkYyceJEJk6c6HabatWqMW2am0rmktLPDl0M98hz4J0PdXj7NF6ZueQBl0iKiMaVhTjY2Hub0rBSGLM3n8mlRTEj2yzEIUMqut/G2UpwyyFCvyElRkwU/hgGrYdCnzGOdQuaxW/AHU6eYdbY76SLQjG++1vQ9TWHaikZpVDXQVXhowrCzfuZjbnXB4jX3csh5V3Xs6J4aZPCfX+KLBDlG+Xc5uZXhSigdbJf/3YIiIDPauXYzMax5ULDQc/acWJ7z4/w6yDRd2aKMY2rFR87/Sx7L7sbleA8Lhgte1f8s3o3nd2inRvwtchUZe236UAoV9+xj/KNoMk94p7Y8r0oO74Sfrlf7D+1Hjbo3m1v+0xkyDJnCsNpXsJCckMfUhYQAX0+gQZ9ISDs+vt29k7khleYySyMCqsPX2XziWu0qxlJkJ8P6SYhmhifarKF+TljzvZzvDpnj+24XoUcjMclgKlD2zB3x3nm77lIaqaZ8/FJDnVql3f+GSNz+H8q6UhPB4lEUnqxXzmz6jp0ej5/BgdwVC+PcvKCIpEUMZlZ2aw6LO73RpXCKaPLKb7y5a6umhUvvLzhlcPQ9dX896F4wR1fwnvx0OtDGF0OTCk5i655mmc2wyP/in29xoSeBn2Nx6s+guSrbBx5i6HYp5S4HBswWRYzrhxwv02GeIlX/UIMGVpcYv3tByjfEPp/DR1zWZgJKacZHIKihD6EvaCeq7TKAEmXHcusIoVZ6SJ0AkTGFWccW67tt3oEvOQre564f7bz8nWfa/s17fQbmt8vdB30XioA9W+De6cKA1eZGsI4Ua2dMIoCbPzGqB9RrR18XAXG1oR14677oxg4t03b7z0G/noKZg7wXP+vnYTnd4n96Lxr/9z//SbajVlBbEqmrezIZcdJt5V0k5kvlhkzzV1MSM/zdYsTtzSowD2tqwIiRebb84R45HO31KFv00pMfKAFFcKci/IrimJLoZmbh0hJQ/6CSSSS0osrd9Ss63igWV8UAerdBnd9m/++JBIPk5qZRd8v13Hz2FUs3HsJgEBfbwJ0OcErhQe6al66eDcW3osTk7VFr4kJgJWAiMIbR/kGmlu9K5xNgLd8b8s8YuXLlY457Es8+pC1hPMi41BOqKoIkQFe932TpqOW5u16HZ5xr95FbeXVauRw+Dv6hwn3/Od2OLY/td6xzKoF8ZNOg2Kni8lxts6rxX5yLMmdhv1ERgqAx0WKeFRV6HW4Isby/Tq1QaRLdcbAmcJoGXNECDgCZOsMX8/tMGo97ZyVr+G7ZI/OuGF9Hzm/Pec0nnkhKBJ2We7JM//lWt3sRK/gapLxOxyX6tow+OniQ1ywMzJMuL9F7uMs5gT7Ca+71Eyz7fOZzCpfD25F/xY5pwEd1lk8q9JNeRfiLM5Io4NEIim9JFtWmvp/I+LCreT2UpsT+pfO7FLo6iwp0ZyMSWH/hUQuJWovcYF+RuFBf58S8ug/vx1+eRCuuVgJzg0v3ee2ukRbyWniURDU66Ptn9vueN6ZEWTtWBRF4fshrWlRzcn50oSPxRD2RSOYYIk1z8oQGQEyU2B0BdhkMfBu+R5Wi9CYfS7kEFzy+EqRStMdwqpouj/mDPi2M/zxiHb+3qnwyD/CPd8qAOqtc40OdzKxcPbsqdrW+fUr6mLuvaR4aJ7JyhQZLEDzMNnyvQivcUULi0h6aEWYcadWHndK20+NEf1M1ek17J8ntu2fEveCb4CxrfX89RJ3WmhMDZ4jMk80u1875x/qmWsA7P9LbPt8mmvVNFPuqR2vJrt+5zob6xi2XTbEP9c+iztBluduSkYWdSyhFC2jI9xqWy7En4pBChlZpSttZgl585BIJJI8km0WKc0CwkXqtFve0c51G5n/fru+Dq0ehjfOQO1bYFI717m8JZJCJi7FcUXJz87IkB8l8SIhIzlvaeCs9Pkk97An+zCpgkZRNCX7xPOO5/993rGsQhMAejWuyE+PtnM8X1JRVUi3ZFPZMBFGhRtF+JKFhw6jy8O024QnRER1LdxAFxqXSJCly1x+g0MriW2VPIi0BZeFt6+KrBZV24oJnr8ubr7JPcaJ3oN/wLNb4K7vxHFQlGOfD//lWKYPo9BzSedpEVtKBUQLmgSLMOH8F2HPH0ajz3Anxj//UGE4SovTysrUsDMAOdGNsS5A6FOw6tNP/jHUUs8M026Ho8vy8ik0fhkk+ko8L1Kopsdr5+z1pq6HQb/AkL9EqtZcSLWkg+xcx7XWhr3ng57QAMdQ14hc0kmWBKxGhzSTmYaVwogI8qV3Y/f0ie5pXZVPbg4iIqh06TtIo4NEIimdzLpbqJO3fVykyNPHcAddR+aS0Apw51fCmBFWCSo0LvwJTAGRkGYi3Y1VC0nx5VrKdXjxFDdqdYWnNzikkcyVDk/D8C3GsmYPGI+Lwl3d6u2gOnGZbf4ABJeHFw9oE9u40zaDZliAmOiULQ0iY5u+gU+qCWPDMicpBfU6Cecsf8ehC4THGhgMSkmqMDqkZObyu/XsFhGrnle8fSD2hEibXPsWOPCXKO873rFuvV4QWVMYJ3q8C/dNd6wT7SStoX1GJGcUpgZJacHHz+hFMvcxWKZbfDi3xbGNogivo5QYreyxlUbxSmfZI6zojVCDfoV+E8S+9Z5Oi4fTG+BX16LtLln9CVzZL/YXvSG2ly3HHYfnvb+ciKorsq24QZrlu3d3y6oO505+fDs+Xgrzd18gLiWTY1cchbdD/B2NOGVKwWQ72PK5Nh6/xvIDl6la5gYJa8wBaXSQSCSlkxOrxXbdOOGiq8fHQw+0xnfBfdNKRe70zKxsmr+/lPsmu6keLymWHLzoWrCrxHFmE5z20P3Y/2to/iB0fkGISkbWzK2F5wksI7Z/POLoHbXgZQiOEi75L+4Hv1DITLKldbSmuL6Wkuk0hrpEsec3bd/biRv1NTvdii+awrg68Pez4rc8w+IlUfNmkiyeDh/+m4sIZUCY8wwR7vDCXnj5CByxpGns/IIxXM8eRYGbXhYG6pyof7vY7p/reC4rw+gp0fzBPA1ZYmHYIs1YZY+rVKspV2D3z9rx+s+N58vUgJcOOm+rD5Py9oU2w4QxsUYXUWbVkzJnOjTNlY26z2H1DGrQT4T53Pph3vvzECkZwugQ5OfN8pe62gykvRpVQFEUvLwULiemM3TaFnp+vsbBKylL93v2WJeaLH3xZsKDSr6ng9Xo8OvWs6SZzFxJLEULAvmkVBodSpvap6T4Ie+xEsArR7V9q1Fg2GK3YhRLOkcuJ9Huo+XEp7r/YjP4x00A7D2fe3osSfFl8hqj/sEH/Rvb9v98umPJEuia2gf+8dAKnrePEH299X3Ppq/LC/rUn+m679lxi8idNXtDQJiW0WHBy2DShR4g8r6XaKzx9WBMKdniIW3/vE6YMcGSHvPYMviisRYff3It2ZbX2A3HdSvTniYiWhgQrh4SxxsmQGpexSR0PP0f3PoB3DVZK7N/pxhdXmgHRHcUBg9fo6CoxE28fUUYjDPc9aBy5p0SVhka3gk3vQKv6IxkzgxbiiJ0abKzdSLWbr5DntsGhxfB5QOQ4eTZ7BsgPl8RZjZJM4lFnUA/b+qUD7HpF/h6izE1qhRGSqaZ3efE+DceNwp8H7yYaNt/u18j6lXwoDZFEWLvwXElhxCTG4VSZ3Tw9vbGZCrhD2RJscdkMuHtLYWdii2/Pwzj6jqWV+/oVoyi2xxZCh9Xg0v7PNenB+j1xVquJGXw5ry9brfZeiou90qSYonJnG1b/fb1Nk6oH+5Yw7bfunokA1rmrJpdbMg2A6rjqndJRj8x0BsSZt4ltt3fdt7u6mHDYWwejIlWWu54Q8S1FxbmLDFRyg19msGur2n7y99zXj/5kvAisGDVK7mjeeX8jDJv6LMZJJzLfz8VGkPnESJEr/83Yl9vdNCH610+kLvHhCRnnBlseri4v0CkJwXwC4GH/oSGdzivd/9M6PGOSK1qxVkq7uTLcGqd0F+wfu+dhXgmXhT/rGRnw4894JcH4NuOxrq9P3Y9/kLm1TlCeyTIkq3h+FUhtr1gr/gs9iGbD/64mcOXhEfeteQMdp2NL6SRSoqaUmd0CA0NJTExMfeKEsl1kJiYSGho6bDGlkrsc2wXFF7ewtXXmiWjiMgyZ/Pv7gusOHjZoAR9Wbrz3RDUfWsRA78TYQgdapWlZXQEn97TlH+HdynikV0HaaXUCOZlmZSYHBXbDSuqiu71LMP4TrP/Qt7fccITDwph3VHhWjx4QbL8PTFR+utZIQjqjIAICNUZC1SzSD8JEH/Wdd86zQdfiyhqoYScDFsktkMXQqVmOdd1l5aDhdeD3iCl94IZOt8z17nRafM/4/5NL7muG2wJawkIh9o93Ov/7SvwTi7eNj7+mqfDgMmO5z9vIP5ZU19muvjeNL0POrqZ9tUDZJmzaTN6GfN2Oje0nbhqTCObZqevUi7UMYTqvskiFeeyA9q70+SH8iDyWkLo0aB8UQ+hWFHqjA6RkZHExcURExNDZmamdIOXeAxVVcnMzCQmJoa4uDgiI/MZHyopWEy6fM8tBsOT6wruWj6WFRSrfkQR0e+r9Tz3y07+99M2bhq7ylbuLN1SljmbLHPpyv0sge2n46jxxgLWHY0hLdPM/W2jaVo1vKiHlX+OrRBbZ6kkSzIVLOEu+tS71sw6IboX1MeWi3htsGV6+GpQSwA+WuCGB4Gec9uMx5u/dV4v9iRMvskoopdfTotJBbtmwaqPnNdJj4ekC9pxSAWRfvKdazlPts/vgP8tg1EJZFp+y6wK+nquJmVQ440FLNx70eFcvoiqA6MSoEZnz/QHkHAeVnwIMwaA2eKlazW4+QR6zrhxoxNt8RTwD4eeo3KuW6mF2DrLMuMKH3/nXg4A98+GIfOEYGhYFWFkirLzxEzQXcv6XpGVjlPMjt7cqqoW2HwnOSOLmORM3vlrf471Qi1aDj4Wb7sZlow7bao7visnpovvqzUEA6BPE/cyO5Qk7mmtiWs2rVKCn8ceouSrn9nh7+9PdHQ0sbGxnDp1CrO56JTY09PTCQiQcXilCW9vb0JDQ4mOjsbfv+TnES6VWFNI9R2fs9iXJ7C+EAaXy7leAXP8qvMVkZbVyjiUdfxkJVnmbHa+2wuAAxcS2X7aGJ+8eN9F+jSp5PmBSjzK3B3nOHzZUTjy0KUSLiaZGgvznhD7A38q2rF4mh7visw6VqNDZgqs/FCUl9Ol+azcQkxODs23eTr0a1aJ537ZyYAWeQiRiTslBDntSbrs6LY/626RqWHfn9D+yTx9LEd0E6Aku0m/VSTTygO/QIPbtePTG2DGnWK/fl+o1BzizwgDBoj/r7hTZD+/G5NZXCfVSfaK8/HClX3C8iPc3rSY/p5d3CXEjkEY2ur11owO904tsmGVOprcA6YUaD5IGAhyQv899IT+S62uEHNEGA/DKokQi3Xjof8krY7eW9KazeTfF5z3V80xfe493/7HvguJHBl92/WP1440NzNaNawksu5Yv4vWlJHDb6nDF8uPOG2TkSWMhiXaKy8HoiODbPt/PNUxh5o3BqXO6ADC8FCpUiUqVSrah8zq1atp2bJlkY5BIrnh8AkQSs7VnIg/eRq/EFC8jbmyiwDri7c9ZZyk19Pny07LNNP/6/UO7Z+atYOTH99uU8yXFE9e+n137pVKEslX4eu2xtCKsk60WUoy1gmFyWJ0SLoktmvHGbQKAOHeDUKEDpHBIsjP2/1QgoxkmNhcrJjbk57gaHSIPSG21yOSaOWKTt1//zwtfaSqOrqNB4QZj61x7z1HQYdnRbahbIt31q5ZcFJoK2TqPLbm7jjP5wNbGLoxW9qcjzMKcRYr9KlbozsI8dSzFiNRoKPRWJJPvLyg9VD36lrDGzzFhV3wUz+R9rVMTfF91j9brx4Rui7d3oTVY0SWlowkOLzA2E+l5nD3DxBVz+ESO87Ee3bMOqxGhOSMLP47FkOnOlpWFWfeFdXLBnH6WqrtI3p7uX6PiE8T+jR1K4R4cMTFh/BAzfslwFfqwJW68AqJROKcN+ft5cd1J4p6GAVPYAR0fh4qNin4aymKuF4hx5/Hp2ZyLVkYD3Jyqfx58xkHESc9Dd9d7NJgkW6SIRgllbJOjE0lgjP/Gb9LlVqIFJKliYrNoNdoTZfAOsHv4CRG298yGV83Dj4sB6c3Eujr7fbKI8eWi22Wk0l3OceJi804seYT9/p3xT/PGV3D9aJ5e37HQbnf304fySr8t3yUZtD18hIrxjoy7cLEaryxgEOXNL0Lqziufb1ihf73OyBcMziAeLZICp+aN3m2P6tnhSkd1n8BR5fA3d9r5/fPE/f56jHgGwy7fxEeTvZc3C28MAp5MSA1Q/u9mW8XquTst2jJCzcz8YEWtIrWjGYtqkU41FNVlfhUEwG+XqV2Qh4WUPJTf3oSaXSQSG4Qft58htELXOSWLk2kxYuVBCdxjwVCYBlxzUKkxQfLaD1aTCjO5bCKF5OcQYN3FufrGkkZMgtQSeWz+0poHLhqNznsUojZFgoLxQuWvg1zHhXHaRajQ30nbtE+OuOROROWvUuAr7f7BsE/LCr8LQYby99yIny79jPNONH4Lvf613PgHziyROzvmGE4lf3KcbKt3hlbfxBbP52hwd/O08FHF5aq1/TQl1drT2aW4//Dwr2XbPufLBIpLv28i/Grrp9uhXdKL+O50qZnUpJ4ZhM8tsIzfVmNDrEnoMWD0Ol5WDxSMziuHqPVNaU4trdquzS512n3ejHGguDZn7X0tb52XgvJFm2GF3tqRswAX2/6t6hi8JT846mOLHnhZqpFal5XmeZs4lIyKRNUQo3kbhDsXzqNKfmlGP8SSyQST3FDCaoeXgRftYKEHNTPPUlARJEq7afoBNR+f7IjfZtVomfD/KVYu08nevT9mhvAK6aUckuDEppiz17AsPGAIhlGgeIbAC/sg0f+FcfWiYc7rvTnthDg65Wj95KBdhZdjDMbOV7rEa38j0fg7FZj3ZWjxbZ2Dy0Uwl1SY+H3IfDzQGP5rR9ApRb8+V5/HphsEfQ9Z7lu8/u1evaeDlbjgl+I0fDiqwsTaXY/f+10FPrTh49FhYjJXk7u3UWOlxd0fV3sh9ml/ZSeDkVH+YZQtY1n+rJ6EC16VfRbpgZs+kYToM5NE+reqSIzxr1TnJ5+fIYmFGsqAK+eM7qMWBF2BgJrJp0aUUHkhK+3F/UrhrLutVt4745GgAjvjEs1GUIQShs+FoNnzajgIh5J8UAaHSSSG4AMJytCpY6ds0U6uORLIod1SCEpIfsGwolVudfzEAcvau7Du8/G88UyIdDUrkYk7WpG8vWDrfjxEePLktXoFJ+a6VCm557WVfluiEhb9eP6kx4fu6Tg6aKLty1x6GOp6/YuunEUNOZMWP2xcLe2ejoEuciG9F684TDQ14vF+y/xzOztuRuTrZOZ2BOUidujlR9ZDFcPGV37rRxfAXvnGNM25sbYmtr+F7qwtpo3g+LFfd5ruOXCd8Y+A3WfN9junrV6qUXWNJb7GIW51xy5CkDL6AhbWTNdxpYYSwhaYnqW+4aaoqD7m2J74C/x9374b+j7udHIIim5RERr+x9VFOEUAHOGie9gylXXbe/8CkaXh63ODQ726A0EBYGfj5fBw2jYdGFErBzh/r1qFZhMyTQTn1q6PR0AFjzfhblPdyrqYRQLpNFBIikEzNmqQ+7iwiQx7QZwlT/wl9guHwVLRoJfzpZ3j9FmGAzLXwhDfhg6bYttv//XG1iyX7hWjrqzsaHeB/21Y2vc5b7zmsEixcn9GBbgW7xdkSUGnP2tvn2oVRGM5DpIOAdHl4mJZorO6FClhH2OvPBVK/jvKxHbnRorQi78XaRTs4vfDvfNwpytsnDvpdy1HS5qQqP7moyE53bAYytFwT/DYfs0rW7XN8S2YjP4839a+Ede0XuYRdbCXE0otj/lMx/1z8dFeXQnsbpf4yao2taxj4pNoeGdcO80Y7mv5Te9Ugto8aAt7V5YgC+THxLGUr1TQ6i/ppX+6HQ7z47iyuKRMKM/bJ9e1COReArfAKjSWjvW6zVkaM9knlij7YdWghG7oel9EF5N04DJhcsJLtJseojPlhym3tuLHIx4jSuHuWjhSJCf+F6mZWYRl5pJmeDS6+kA0LhyuFNR7xsR+XYpkRQCtd9cSMN3FzNuyeEiuX5iumZ0SMlwzGdeKggpIpfyJvdA9cJLhXQ5McNpeaVw4yrgwx1r2PZjkoSHw0NTNuv6cXw5CQ3wKWyNKkk+eeHXnWSas7mzueaSXbtcMKElTbjq8CKYfa/QRdGHV+z/q6hGVHjsnycmHQHhws3eDdpm7bTt/7Y1lxCybG1iUOHyGihbG8K1ECoOW4ylGcmaF8Ili0eEVYTSFWc2w/GVhmsYePB3CAgnscXjtiL18j6x0+Ru8PaBwXOEor89vgFw/0yIsstcUtmSDSwoEnwDaWkRp3umW2061hJilX9uFyEX45ceJkn3rPvv+LWcP09RU66h2G7+VsTu9x6Tc31JyaKPC3FWL93vdbn68OJ+sV+xmQjD8A2EF/dB3Z4uu65fQQtPupLk/P3A01xNymDUP/ttx1ZDgjtYPR16fr6W41dTHEI2JKUXaXSQSAqQLHM2b83bazuetOpYkYzDuiIEsGDPxRxqllBSYkQ++qLg7BZYP8G5q3IhEhLg+qH/1l97een3XYayxfsuOdQLD/KlcWUXK66SYsVfuy4Awq31n+GdAdxPpVicsOanT7ooVgCtk696vVy3KS1c3C1S4/mF5lzvgV/E6j4wOGaCrXjymuOsOnTF9d/9wV9Fij2g/pGvRZmfLra4XH2xTYuFbVOgx3vCGwIg1E5fwJ6pvUSaP2faObeNhXoiPCbBK8JWrGZYUmVaNRx8AzSRPUT2iadmbnd9TS8vaNTf5h2hqiqKAu1qRhJq+f3bciqWv3ed56uV4llbPtTfZXfFimhdiueeozyfQUFStKwbbzzu8wm8fASshri6vYWBIbyqSI1p/W66QXJGFp1qC6PbFA+HRVpDuIZ3N3pavPjbLqb/dwqAp7rWzlOf9gaK0qzpIDEijQ4SSQFhzlap89YiZm8+U9RDYf1RbQVx6ykP5GAvTqTFwWe14dS6orn+iTWw/D3XK36FhK8TV/tXe4sXlxNXU5i7wyi6pvd+Afiwf2PCAnwpF+pPr0bOvUauJKVztoBjRiV547lb6mCdc+ZkeCq2WGOVv7NMsqLqwEsHxQS4tFOxmTA62Asp2tPgdnhSuF6XUzR37MuJGQybvpWvVh513Tbe+Pw5m6L7nbBmToiIhrevQOcXhDdE/dtFeUaS634b3w0+AZjXfQHAMrPOfXzRa7bdRJPmOuWdYfGmyOHzLt5vNIbuv5Bg1K4YOAO6v8l/x2P4aeNpVBUURcFLF1cx4tddtv1yOqNDQav8e4ywUpYmVgL1+mj7904Vxobx9bQQqC4viK0pTfz2tX/K7a4T00zUs3g7lA3xrNeANVNOsL/x2bLttCaerc9I4Q6hds8pZ+8uktKJ/EtLJAVEcrrzMIbjV5MLdRwX4tP43CI2CHkT/CnWpMYK4chPazie06chK2g6PQdvXgCvwkmNVKe8+59tUDshYOVMvf07XXaKF3vWY4guHGOp5eX8il0IRruPVnDT2MITzZQ4J8uiUP5Cz7oE+/tQMyoYP28vXu3doIhHlg/sxQIjawsV/0L6PhUJt34gtseWw/FVULZW7m1yMGr+s/uCY+G+ueL30SJalxZQgZSMLG4au4qP6/0q6mTqjAqKooV4BERA0gWY5ERvASDmKOyfC1npeO+YDsA7pqEce/oM9PrI0rcwTlpXQwHSfUWGjmQ1gAV7LnI+Xkv3O2OjVu9UjEgbuHjfJfp+ud7p5/t+rWN2HR8nv3N9m1Wy7e88E8fmE9dISi+GGkdWQw+4HWojKUG0GQZPrIZ3Y0VIZq3uIhXmwlcsFSz3blo8zLpbiL26YNfZeJsodFqmmaSMLMICfalTPsQWuuAprNmxgv29mTbU+e9BRGDeDB3lw4zeR37eMqbzRkH+skkkHsZkzqbZqCX8utW5h0OP8Wu4llw4cXcAP6zTXs58vRUmrTrmMJkskcTm4EZoL0BWkPgGiJjo9yPEi34BY85WqWyn3+AKfx/xE5+bonULnfo7QBWLYcq6yiEpXlhFQEMsq0/hgb4c+eg2utbLJfVaccTLzjuj5s1FM47CpPMI6PEuZCaDKSX38ArQMjo44cTVFGNBZqpQxgfx/ztgMpvbf2vT8/luT7YQqkuLF3XObIZ5T0GSxcsg1vLMSHIRimdtp6OskkSdb6PJTE2AV47ahHz1Hlb/pVcHYNCMAzz78w4Gfb/Jdu7dv7X48G7jVvPA9xvZc05c5/Q1x9+v1YeF4r9eLHLJi473Tqi/D7P+1x6As3Fp3P/9Jp6etcP55ypK6vWChnfAnZOKeiSSgqJyS82Y2vReYXSwEmAJawwpD4/Mh8Z3Oe1CVVUGfL2BB38Q+kzWsMmkdJF60pXmU35ZdUiI+wb6etO9QXlOfdKX7vWNz5kA37xNJaOCjUaHAN9SbGCWGJBGB4nEw8SnmkhMz+LjRYdc1pnnJL94QaGfOJrMKuZslXZjVjjU+3nzGdtLXonAukLa+QXHc4U5cTm3Db62rABcKPiX2bRMM+0tomm54efj3k+8r90K4Vt9RVx9qklMUrJLolZAKcY6ebR3eS2RnNXETYnuCHV6FN1YCpNAserPS4fgrm9zr+8bAN6uVxT3ntOlo1zxvrbf9D5oMQgUb7brXKJJugg7Z8KlffDfl7D7F8i2eOf1Gp3zWMyOE5vTanmWmNvwwt6avLXsMj/oPBF2ZtdhrrkLy7JFCEYywqh5JjaVPefimb7B0YC86UQs36w+Djh6aul/j+5ooRdSDTEIqwKcj0+nWTUxofvX4jGxu7g+5+6fBa2GFPUoJIVBegLMf1E7rtBIbL28hZ6HixS6VoPzgYuJjJy7h0UWbaYss8rZ2FS2n47zqLbPq3OEsOxSXWhSRbtFj9bVy+SpTy8vhRpltexi3eqXQGO5JF9Io4NE4mGysp2vDj/dTRPbOReX5rROQaD/cddjjemPS8nkyOUk3py3lzsnbSi0cV031rjgYyvgnWvgHyZSrfV4F9RC1Fe4ekhTfg8u+IdnamaWQ0ykK5y5G4NxdfCmulF0sDNi2PJoZ5g5H59GrTcX0n/Sett5aYQoWkqV0UFPIXx/ig3WlU19yrzcMGfadm9rUtFw6o5J66nxxgKRym7zZO1EQ2011cdZ7LRfsJbCLyBCbKvp3KhNTp5VVk8I62cAkgniSdNLLLwczuzNZ/ho4UGbFsNdmR8wM+tW2nod5sXMpzmran/nOydtYNS/B3L40OClKCSkmmxppzPN2jP2vTsaGerap+57tnttwuwyupRIwVVJ6SIjCbIs363/5ZIpRoc+VeUvWzQR1wBfL3o1FlpMf2zLJatNPrhDZ8zTGy8PfNA7X9kn3unXiBB/H/a935s65d3w9JKUCqTRQSLxMKmZzie8ehf36f+d4vS1FKf1PMXFhDSS0k0kudCWeNEitvXCb7vo9cXaAh1LgXDRktrt8l74fYgl9VwE3PSyUaG9oIk7re07e0H3ANM2nKTGGwt4fMY2EtOz3J5sKk7yXz53Sx3WvNZdd1zXIMIGmtBTUrqJExYNkt26lVRrnKekaEi2GB1C/Eu4W6p9yEBEdNGMoyjwt0zYv24H+/50r82QeZy5ZRLtakbycq96TqtstxcK1qUS1ovAbqnyMIRHa9lDgCd/O8irf1iE7ay6OBmuNYiyH5yT43Av6cL4JgRO4W7v9SzI7kAWeTOWeSnQ/IOl9PtKiAVnWLz3nri5Fv4+xu9AoC6mffObPZymkHX1jJZICg2dwc5g5MsFk9n5olb/FlVoYsk89cbcvZyL86zgcytdCGaXOprRMDCfoRE9GlZg3/u9bSGCkhsDaXSQSDzMoYvOFb/NZuPqytojVzl2JYnMLM/Hzf+z+wIdP15J01FLbRMUe1YcuoKqqqw5ctXj1y8UjutCRI6tgE7PCy+HwkafNSPpEiRf8Wj315IzeN+yEmhVX993PoEfH27DCz3r4qVoGgzO0Hu6TBvalpdurUdksB8zHm2Hl2LM8W0l3CIMlZBmcqos7cqQJSkcrJOm4DzkRi+WZFkmpdYX8NyyOJQm/HQeaD7uabQQVpXoU3P4vY9KnfKhHB9zO+Pva26o4m+2GgkUGJUg0vABKSaVD+ZrHgUDj/eBhDMwtbetbMmBK/yx/Zw4uH2c2CacEWmB9Vg8GDKCKtA2/RvapX/tdLgdP15p238z8nNmZN3KzYF5T+lnfXIet2hXZGSJ+z860tGLT/88rRDm5v+rRFLYuCF23XTUEgZ+t9FQZspy9NKJCPKlSZVwg8HtapJntB2aVw2nQpg/Vcto37W3LeGX4HxhQyJxhTQ6SCQe5tmfHeP6fbwUvhzU0pB54LdtZ+n5+VqenLnN42N4/pedtv2rFtHK1/s0oEMtY5ygM4NEQXtgeAw1W3PHNmdArw+hWrvCH8ctb2v726fBuLpC5yHVM6lJlzpJ89a1Xjl6NqrACz3rceCDPqx8pavL9vqMBt0blLe9JNxcrxwnPu5LeJDjSmCEpSwhzcSYhQcdzselZjqUSQqe7GwVkznb9r0t8eEVZpNID9jpeXFcQJ5CxRJfnaFQv+qZE4oXnFgNvz8MCK2Du1oa0yva0lL2+9xW9viMbTy7IueVz5+zbjEWWL3FfrgFptwKWbpJjGU/LduHq0TwQI/cf3fLxW7lYZ9l/KiOyrWuPRuOaSmfR/2znwyLYcHfiWbNQRdGf33qTNBClCSSIsGNyXpSehZbThrfIzKdeDpYvQ061Y6ylXkigijdZGb3uQRiko3Pey8vhXtaVb3+C0huOKTRQSIpYL4a1JIVL3fFz8eL74doucytug6rDhesp8GCPRdpVzOSp7vV5tcnOrL97Z62c/pcy1ZiU0rIhHL1x5Bi+b+r3KroxuHrRDPjxx4wtqZjeT5w5r5Yv6K2Ihzg6+3gYqwnPym0wgOF0SE+1cQevUCdBavAm6RwefvvfdR9axFXLKtYJd41NSgSXjoAN78CL+4vGk+lokL/u+Gu0aGsRReoUgtbkZeXwuzH2lPBkoZOSbNMUlZqYpDLnBgu7UnBziugfENo8ZB2vFwnTmnWjA4AVXNJw3xn88ocTROf0ZRLaEWEEyPouqOa0WH6f6dYbzFC+Dv5bXytT30AHr/J+Pv7ne7ZCyKLlERSpHQcDl3fyLWaVRsFsOma6LmYIDzGyoX6M32YCNU4fuX6UrPvOBNHg3dE2s465Ry9Msbd14wTY253KJdIckIaHSQSD+JMoKpv00pULytWjfSu6vGpBZMr3Fm4hv4BVDZEW/GZY3Wl1eHR9EWmdPj3BUi55rk+nVG7e+51CoqKTaH5oALr3tnKRpc6UU5qOmf/BUejQW74ensR7OdNQprxHn22u5j06FceJYXHz5tFGt7JFqNPWKDjBK3EEl5VSyd3I5Afo4OiiN+bU+s0TRugc50ovn1ITKozkizfzWznK/n6yXhmJ009f1zWQGPFqLrQRJe2b9PXkHgBfrwVEsRzI00VBoSAXAybD3esTjriXvUlZw+DT+5uxoLnu3Dqk76c+qQvFZ2ESIycuxeA804EmSuEBbDjnVt547aGhvJW0WXYOPIWm6DzpdKQNlpSsun9EXQfmWs1a8aKhFQTd+gEnZ1hFXV87c89OdbLje2ntAWpwR0ctXYURXHQgpJIckMaHSQSD2KNNdWj/2F2lsIw3MMTh3pvL3Ioe6Z7Had1F+xxzMO++YQHDQT7/hQhBytGXV8/qppzuEKVNtfX//Xg7Qt3Tc69Xj6xX7H49J6meYqjvMMuhZy7RAT5ORjGXu3dgFrlgulc232jh8TzXEgQk63I4Lyrhhcrrh2HWfeIcKQbDX2mDv8w1/XsubRXaGF8d5OhOCHVhB8mGm54QRQM+s12LsBXe+7c37YaLS2icJ/uEgboRDWQDOzupexs8bfR88sgOLcFNk/mqhpGapboN8iJoXrRCG18FcICuKNpedtx13rluKdVVTrV1rLmzPpfe1a+3JU+TSrSuLJmhGlYybXOh6tzkcF+Dmk2ASqFByLnSZKSgH4Bq8l7SwC4bWLugt/58Wx0xvy92rth1TI5ezJJJO5Swn0zJZLixdnYnGOSnYny5SQC6CmiQowvlCNva8DHiw45rZviSWVv6+TYXqU+O1usnLUcAoERufez/guRe/6lgxBWWRNrrNUNbh8PUc6NKoVKl5dg/ee518sj9uEu97fNm8K/XgAqL4QH+pKQpl17xzu3AnDiagonrqbgXDpOYk+6yUyDdxYz/r7m3NM6/3Gwy3Uu8qqKzZ2+RGPOFMZEF6vypRpf3Qp+XowOLri5XjmaK8cJw6LJE1XXdi7E35d0kwiJCA/0o33Nsuw8E8+GuAg2+zbgY9ODhr5SMrIINjmG3nFxl223nJLITwfE77CziU7DSmGsfLkrCWkmqkUGUbtRazgizv30qNCAMGerZGVnYzKrLkOFyuSQjq9b/fIuz7nix3V5F7KUSAobZxmiLiRo3jk/PdqOlIwsnplt1BDTp4cdt+QwN9WNor1dSuzciEvJZPfZeNtx2eBS8KyRFAukp4NE4kGm/3cqx/POPB0OXEw0pDIrCOzFiB7qUN1wfEfzylSJCMTHS/GswNbpDWKbZefK+uf/YOnbMPkmxzbOOPiP2F6xiBqetFj8488WD4MDQM/3hFq8Hn06zXySkpllECDNK9YVv5pReUsjGh7oS3yqiUrhAdzXuqrDqro+zlQCb/+1lxpvLHAo32TxHHr5j90cvJiY7/4fm2H0Bggq6ZkrQOgGPLEKojsU9UiKhu5vC4ODVx5exbq+7rTY20shC93kP1ATDdZ74IUH+toy2hxSo7k/8112qcbf0KHTtgi9jVyYtOoYIMIrnulWm7H3NGP3u73Y8mYPAGqVC6FldBkA+jaryoye20l7Q8vu4+2l4O/jnaM2SaCHVm6ttKlRxrYvf8MkxZWjl40ejmeupRoMzV3rlaNLXUePQ32dSauOcf/3m0jNY4prq/i4FWsKbYnkepFGB4nEg1SJMMafPt+jruHY19u5b+dNY1cxbslhj47l9qYVbfv9mhld7O1V778a1JINb9xCsL+PZ3OYXzshttl2fe6fC8DVhERWHrITOctMgZ/ugKtHtLIoS076WXeLvPHlG0Hd3jD4D8+NtSCY/2LudXIhOcNMsL8P/+tSkx8ezl8YyeIXbmLeM53y1CYiyJf4NBNpJrPTlczRCxyzWtzIzNok9BbsJzJDp2217d82cR2e4mJCKcj0kHBehFaYb0BPB4Cur8LIs3lrc2y5y1N+Fr2EEf7v89UqoftxNjbVkOLWz8eLgW2q5XiJuFST0Neo3sVlnfGme237QX7evNanAQPbViM8yJfyTnQYvLwUHu5Sh8CAvK2aWn97akYFM+6+5jaDSfnQ/K2+ThuqZdowmaXRQVL8SDeZuefb/wxlN3+2isuJRmOAs7AmRVF4rItRRNVV2nRXvPrHbsOx9HSQeAppdJBIPIhVn6G65cXoJjtLtJ+3F3XKh9CgomMsqnXV6HqpFRVM2xpl+GawptbdsbZ77nXBft4kZ2Sx/0KCZ/I8DxHGBRr118p0E4xyxPPm3H3GNjFHhSfDVd2k9rTuATxzAFRoBIN/19TciyOBkdBtJMSeuK5utp2KJTMrm3f6NeLWRhXy1UeDimE2gSl3CQvw5cTVZOJTTU6F4qZukG7Kzvhm9XH+2JbHiWQ+SDc5CoyWOPb+ITK92HtCSVzT33Vg0ydl/gZgeNr3jF92hK9XHeOmsasAaFbOmyOjbwOEAeC2JhUd2j9xcy1AlxUlqAz4BMJIo+BwjfTZfGW+23acU/ac68VqIO9Qqyz3tq7Kqle68Uqvesx/zrVBJCf8fLxsQrz5EdmVSAoadzOr+FjCdRtVMoZnvdXXKKLqTvYaPbV12Sq+G9LaaVptiSQ/SKODROJBkiwW5a8GtaRvs0o0rxphOK8oCstf6srtTSsV2BgysrKpFimMHs5eLHMiyN+H1Mws+n65nlu/8EBKsU3fiLRQZSyW92yzQyrJpHQ7vYeoelD7Fji8WCuLrKXtn9sKpjTh8VAc3WPvnQZDF8DLh2BKT/iyJWTlPw1paqb5utzy80uQv7ct17eXTrjyXosugbNVFgl8tuQwr865PuVwe/aci/dof0WOOUvovMSdEsd+eQv9uaEp31ALscg2Gp5qpor7rpoiQhg+03nPeWEM77P3dgN4tbdIN3lzPYvI5f2z4O1L4KdNQhY3+RwweuwVpDij9Tdo7RGRHllRFIbfUtepN4W7WH/OzjnJfiGRFDXn492/L1e83JXfn+poKFMUxeAJ9Na8ffbNciREF07Ru3He3iElkpyQRgeJxEN8ueIoYxcfxttLoWmVcL5+sJVTDQfIu7tbXsjIyralvfxmcCtOfuw8l/K4+5oD0LOhtnoe7O9DcoYIhfBISs8VH8DGSfDjLeLYyxu6v2moYk37t/tsvFBsPrsZjq80iJY5CM1tngwfVxHGh+JGk7uhalsYrRM5O58/df50k/hb2CYBhUiwTjMgRuf1Yp2Y9GlScIaz0kSzqm6mQ3RBTHIGd04S2ijDOtewlUeU5NWnsTXhwyiR2Qa0WaDEPaxGGpNRCyi5vsg20StzrEMTew1jZ4YCq9DxlyuOcvpainZCUaDJvVD7FnYFd3ZoFx2ZP7Fad3igbTXqVwjlz6fzFh6WE89asjnlJFIpkRQH2lQvk+P52uVCnGqiPNKpRr6veS0l/4skEklOSKODROIhPl8mNAi8vZRcUxoOv6UOtcoFs/gFo5CiJ4StMkxm/C3GDkVxPZa7W1Zhwv0t+PahVrayYD9vzwpJWun6uliVm9gCFr8BwGJzW57LHM76zPs4eOYy/b/ewOfLDovwCYArB7T2mSnG/iq3gls/AF/PZv5QVdUz4mJmu4f28VX56ibGIujUt2nhrzYE+WueDPFpmgGqQlgA3l4Khy4VvvdFSWLf+QTSTWZD6rPQHATzXHHTp9q9E6DzLrmpbuEbojxGhrx3rouWQ2DEHvA1Tvbjek+iRvrPnFEdw7A6Vzbee9ZQCoBP7m7K9GFtDee7frba2MG9U2DIPIOqPYhQjLyk8M0rlSMCWfLizVQMz79ngz1Wg+q1FA+EEEokHsT+/SO/v/PPdKvNtKFtc6/oBGsq9e1v98xXe4nEFVKSVCLxMJlZucdahwX4svLlbg7lJrOKn8/1vcDpPR1ywstLYUDLKoayID8friYZJ/j/7r5A7XIhNKqcj7RuIRWg5s2wfgLsmwtxmg5AvBrMG76/4K2ayUwUMYcbj18ztjebwNsXMo1KzlRuAbW65n08uVBz5EIANo3scX0vub527uKn8icgGJMsjBdRIYUv5JSYphmffOyWRc3ZKpcSZBx+TvT7aj29G1cw/D/5uBCSzYk0kybC6uftRYtqEew6G8/Ye5p5ZJxFTnTH3OtIjARFOmaXyEzB7+A8opVMB6PD6AFNqJpu1GCpUz6Uvs0q8XCH6m6n1FNVlY0njL/Rg9vnLYVvcSDbMrEb8esu+reokkttiaTwsE9ZHqlLd96mehm2nXaSytYJiqLQNR8ektk6I3nZInjvkJRupKeDROIBtp2Kzb2SC37UZSRIu87MEdnZKpnmbJunQ14J8ffm6BXjBP+5X3Zy+5f5mzRnZ6ZyNiMIzBlw7ajhXCuvo1RRxAusNa1jfKqdh8DJtSL+29sfGmvCZeyc7ZF0lHrWHb1q2+/w8Yrr68w+Bd6ZjVooyOKRsPYzt7oZPV94e1gFSguTHWe0l5v372xsODe4fTTm4qinUcxYsv+ywVX1esUfJ644ytShbZnzVEePpxIsNBwyVcjQijwTexLWjYfEC1rZT3dSYdmzrPU3ZszZ8MYtDimSrXz9YCu3DQ4A7/ztGBv+Wp8GbrcvLpQNkWEVkuKJvcaVt86LaM7TnZjxaDuWv+TegouXl8JQS5iFux6cqRYj92t96rtVXyLJC9LoIJF4gBd/35Xvtj0bVeDju5sC0PyDpZyKScmlhWsyLF4W7ng6OMM+lk8/8cwzqopXZhLrD5xxenpZtpZd45EZewFIT7NMzCMtWSn2/iHEKK/sh3p94K7vRPmSkfDzwPyPzQlH7PJie5zL+8WEa9M3sHK0W032nBfq6p50LXYX/QqmvWhb5YhA4lNNnslwUkI5diWJI5eTcqxTu5zR4yXTnHejgz5evkpEIJHBfrSpEZlDi2JOerzx2MMhUjcE8aeFXo4+M45FNyar5VB+fqw9APUrhFIlIm//v4tG3ORQduxKMov3XbKlhW1dvQx3Nq/Mjw+3sRmMSxJVy2jfKf3Kbm60+2g5364+XhBDkkgAzcOwRtkgTn58u4MWy831ylGnfIiTls6ZbwmVcPf9JtmSXjciUBrmJJ5HGh0kEg/wcIca19U+UGckmLvzfL77ycgSVur8ejp42cXm3v3Nfy5q5k7yFeHOW1ZxHr/9Wdb9tv1rCLG9ZLMCT2+Ejs+IE1cOwLJ3xH693lCru9aBj2cn4h6fQA/4Fu74EgbPEcdqNiSey7mNHVbhQP1LcmHRv0UVejeuwGSd5oeVTRYX6zELDzqcu1Ho+flaen2xFnA9cTl+1WhANGerLNx7MU/X8ffxsk0cZ1kmkyWaqb2Nx9bvusR9qneBty5DdZ2oY5RYmfSp38smzquSd2+khnbp97KzVXp+voanZm23lc38Xzu+HNSSnvlM4VucSDW57114JSmDTxcfKsDRSG50kjOEp8MH/ZugKAo+Fq/JjnnwSNLzVl/hibT3fO7pYVMysnjht52AMYOFROIppNFBIvEAAb7aV+k+S0rBvLXXjA5XEvMfK382VngKmPKxogpwTz7G7ooF28WK0L/mjqw1N7WVZzQdBEA5EhidPZS15qaEIlTYE9OzMZdrCA37i8oXd2sdBkYYV0X12S08QGSwh0MYWjwIrR/R0s1lJEFgzkrU9mRmZRNahA//74a0cZql4rXe4kWmcX50PkohszfnHOpzq25y9szsHaw4eJk4NxXC00xm2teM5NQnfakZVUJTS8af0dLbXjtmPBdaufDHU9Lx9oEvGsGqj4TujSkdsi1u2Q362rwP8hsB1a2+iAXPyDIbNEUAWlSLIMiv5E9I3rxd/Ia5K5ycF48IiSS/JFo8DayT/goWL8N2NfPn3VY2WOgyvPLH7lxqwqrDV9h0QoQK50f0WCLJDWl0kEg8gDWsYd1r3fnMkooyL/jrjBa/bj2b73FsPilWoPP7flQ22LlLXZibE99TMSnM2HiKHWfiUE3CeJKOH0NNr9vqpJ4XOgXVlUuEl4niZu+9fOr7vbgOKVxaOgHSE+DB36FKa+MFdGrtKgqrDl0hK58GFnumbTgFQJMqYVQv60HPAn+L0eHSXsjKgEb93W6amZV/fY6CpF5F8ZmuV4OkOGLKVh3ianPCnK0yZ3vOHiwf3dXEECP7v5+28aRu5dgZMckZ7DgTR7opG/98hksVC64dhwlNhQZBhi4cxdsiUnZpb9GMq6STlSmy+kztAx9VMIRaWFPo1SqXPyPVzRbF/Lk7zrN43yXDuaLQlykIrJM5d9NXZ0mjQ6li84lr1HhjAbHFLD2kNbzBOunvUjeK6cPa8twtdfLVn6u07c4IDdC+29LTQVIQFL+3WYmkBGI1OpQPy5/ab2pG7pO3jCwzFxPScqxjfSHs29RxddodXAlsuRuL3m3cat79ez/TJ3/GHQdeBiBODSEbL9So+tCoPyfD2gFwUK1OSv17Abjdewvv+fxEVeUqVTaNgku7IaQ8nLebmHn7kN7zYwAeynyDYdO3Mt6SqvR6uWjJMtCoUhjxqe5POnPFx+Kdsfw9GFcXDvwtjg/+m2vTjKxs/H2K34TT38cbfx8vdtmlzysNfLY1naajlrpd/615e3VaKl40rxZB+VDj70BYgC8JdvfUlpNG8dnDl5Lo9cUarlnSpN71zQbu/uY/YpIzDJ5UJY6UGLFd+SF8rPOkMlvCmaI7FP6YSgOZSUIfxqLlAEDT+wCoFhnEjw+3YVw+DOCged6NnLuXl+1WSNccueqsSYnD6q1hneTlht4j4rGftuVQU1ISGDptKwCPzyhef0urEUxvAOhWvzw+9uIObhIW4NpIqKoq5+O1d0q9N09RelhKSi8l+E1GIik+WCcdfvl8MOhjb1tGRzit88afe+n48UrOxaW6DMFISBMTm/Cg/K1GRbrwdNjs/T9Y+Jrb/YQpqQRniDSY3Xv2FYVxpyDbzJLsdrxmepyHbqrPK7211d9hPkvo6rWHFunfQf2+sEaX4eHhf2y7V8yhAFxWRajCyav5F950xu/bzpGQZvLcCoh9JgsrO2fl2jSjmHo6gBjbikNXbDoipYUjcXnznPl161nSLS7oN9Utx9/Pdubbh4weOv4+XsxzotWiVxSftOoYRy4ns/boVT5ZdMgWKgWO2hAliuxcJnVlnGdWkOSDClqWmZ6NKhgmLnkhJyNXSClxu7bqX/b/eoPLOqqq2r6jr/25x1a+/OBlnpqZs6eSpHhTpYxYDChOng4L915k5Fzh+eUpTwNrqvO2NRxDO//ZfYHOn6y0ZV87eEnT3yot33NJ8aJ4vs1KJCWMjCwz/j5eKEr+lLyt8Xp+Pl4OYo5W/t0t0qN1+XQV7caIlI5Z5mwW7LloezGKTzXhpUBIPmNuI4M0o8PANtqqZDgpcGK1y3bPzt5BnwlrbccrzS0B+NvciTLB4uEe3/JpTlW/h6vB9fjd3J03bm+Cj7cXG8zai3JF5RqPNPIC3wCo3FK7QC0tRZQ5pALxajBX1AhxrcNX8vVZ9Vg1MPQx85cS8q+tYcA/3Hn5kcVwdHmOTTNM5jy5RxYF+9wQqCqJ5KSLkm4X5x5seUFrZ8kq0bq68QVPURQqO8kisP+C9pJnXWXy8fJi8hqjQr7V+6FEMv12x7J7psATq+HuHwp9OKWalg97pJucsh+N6FHXI9coao5fzV3Nv+bIhdQcuRCATcevGc4t3n8Jswy5KLH0aFAe/s/eeYdHUXVx+N30npBACD2EHgi9995BEEQUBDsWVLBiR0E/FMVeEREQBUURadJ774ReA4QeQnrP7vfHbJvsbuqmn/d5eObOnTt3zpItM+ee8zvAxQJUC7M37y0/bmx72DGlrl1tfzRWShPvj1Cqkx2/FkdKeiYf/3faeMzbtWykUQkli5J9NysIpYCU9EyLvNe8EujtRsSMQXSrX8mqsNXVmGSrOaU/77jIs78d5O+DyipqbHI6vu7OOOSzjJmTowPvDgllyVMd+HhkM1a/0IVH2gYBoAuooxr76+5L7DyvhE6vDL/OqRumfO0ujoq3/rIuEE+9x37k6R50X+ZqrM5hcNBs1TY1njfeaR2TLzyhhGS3fMiqjQuvV6d56mziUHQF0jK0TFiwP9d1qK1xPUZxMFyMSjTeVCel5S7sNkc8A8CnmvVjC0fYPO30jXjWnrip+n8tiRiia8oaF6xEFyw5EEnr6evZdjbK2Bfk42Z0Hjzepbax/7X+ilDdPc0VocQ3BjaymM/ceaHVv3+t+Rz98hm5VKKo1Qm8gsDFGzwrKU7FpvYte1vu8cyfwn1WnLL5/SjVqT5m5KRNkdWhUNHbMnUyLcM+ekJC0ZOeWfIcRjfjTM7l/N7DWcPH3ZnoJCWiQ6vV8dCcPSw/cg0nR+Ua6Zlai5RST9eSl9YplH7Kxq+HIBQj32w6x6U7ScYUi4Lg5epkVdjqi/WWugVHI2P4dK3Sb8i7NTgdCsIjnWrTWr9i26iKD/3i/gJAc3qVcUxEbCZv/XOMB2fvsTrHR87KCqYL6Xjqoy5shYhPaGsZ9vfO34cY8IM+l7iGOuc70Yp44ZrjN7kWm5JvhXHD//kLveoZldvjcykwliuqNLfe711FLa5nRj+zyJGSiKFW+Kx1Zwrk8CmpWPv/f/nPI0QlpKrygG+YpTqZRzo91S2EM9MH8MVoJWKnbW1/1k7uqpovJd30nbFa77i0FmHhnM+0rRJDYCiMXwEvnoDXr6gil4R88uCf6v0hX9ptaj8P62l2ACeul2wnaG4Z3kKJ5Kvia730svnnMDE1g4ZB3hZjskY8CaUHw+JO70aBxWxJ4XPkSgznbiWw5vgNzt9OYNvZKJ77/ZAxHTgtU6t6v388smm+NSQEITvkXSUIBWTjqYKH9xvwdHW0GungaEUXYOjXO1SOjjM349kXEW13D76rxnIle+ou04NW8JSVxnZLzRki3B407lcgAQ+X7D3m/r0mW/TNP57GyagMeGQ1jP1LdSwlPZNqfu6EZCkf2GnGRjp/tJFvNmUpyZcLovTh661qVTAKKJ2/ZRl+u3jfZb7dnPf5Ob1Svd9wsLKNvw7xN7M91fBwX9L4d2InAI5djctVqHJJJiNTy624FLtGbWg0GovUmKziXOYPLc76VacTZikXBgwlSksdyTHK9tYJOLoI3veH9/yK06KyQ/2+ijPHgH+I3aZuXcvSEWygrJTJdXFy4IG2NaxGECalZfCnWUWa9SdvsvrYDUIqeTL3kTbG/tQMLUcjY7gSnVQkNgv24djVWG7GK/cwe7II+pZFbsUr9zcfrDypWkw5dk1Jjfx8/Vl+NSv7PKp1jaI1UCg3iNNBEPKBTqczrqoft/KQkF88XZ1ItFLJ4ve9l3M8t+9nW7kem6JSI7YHqe5mKwE5rGiPdNyi2nfSZOJhRZDo3hZm6QZegfD0Thj+I71TP6Zb6izjoZSq7UwlJ/Ukpmbg7ebE8uc6M31YE9Wxa7EpzFxzmrxiUCN30Gjw0ucyTl950mLca3+Fq/Iec03j4cq2Wiv9a/3edCxVrYmQkalVOXKyewAoTjzMdENKezm5j/47RdsPN7DrfFTOg80Y18Ekgvhin/o5js8q7JdiJsIZpF9xnb3torEvYsYgImYMMoqBlTrSzKKb6vc3tctgZEyxcEspP0ylRjkLduYBa6Hdyyd2plPdAMa2LzvCn95uzlbL485YfYq3/zlm3J+lr5B04XYiPRoEMmuUUhUkOjGNoV/v4N7vdhaNwUKBSUrLYPBX29l8WqnCEp/L6iVFyQNt7fvQbxCjvhydxDO/HjT27zin6JSkZWj5YYtScve+VtUtJxAEOyFOB0HIB7VfX0XIG6s4e9O+oabuzo6kZWrznSZgdzLTaX9iunE3Mir7VQGDzoKBDsG+NKhsGZZqIY5YuTE0u59zuupc0gUZu29mqdKRkall7YmbXItJxtPViTHtalq1Y8PJ7KMHzIlJSjOWBHXQFFJ96pFzoc80uH+h8lpdveGR/5RjKWqnQ1yWm6DSEMKbZCXlpTRheNA3z6kNrZLzg37LmiaHUDUrQpFZ8XJ14r9JXVinT7MwpFdE3k1SVasoM6TrV4CH/wge/qb+fAruClno+Jyy7f8h1OlRKJfwdHEkpJInYdV9Wfh42SpvevJ6HCnpWk7dUC8cZI3cMjy0vTtEiSw5dlUZ//YyxTFxO74UC72WM+7/YbdFX0lJDwz0diWkkidThzbOeXAe+Pz+5sb2DRuVzwxUr+Bh12sLgjnidBCEXBKTlMaHq06q1I77fGbfvHtXJyUVIc0sv+5uHks6PdujTs6Dcsv1o6rdez5dYxSPtMb8jD6q/SojPsLdSnpFbisymOe8A4TrKyUYHsxtVQt5LA911J80K33WsIqPTdXo2VsvmNmVx4dsjQY6PQ8+VUx9bvqqFlmcDlnnthYpUtJIshKdU1qINRPQWnn0urFt7T1a0Uud625eViw7xX9zGgb5GHVXDKlAnT/aZDHuncGhFn2ljjT9w5urpeNRsANNRkKVZrYr5BSAVc93YdurPTj0Tl/WTOqa8wmlEIMg7D+Hrqn6O9etpNo/c1N5Hw9oonx/GyKcGpjpPMQmlU1B3bJGuJVqSyVFDDk5LZNu9SsZ7wPtxYCwKjkP0vNkV/ulaQlCVsTpIAi55L3lJ/hx6wV6fLLZ6nFbq+55wbCicvhKjHGV/6GfTWKN345pmeMc4zoE5+2iyXdh80cQYaVe+bZPVLsemhQenL2HADf1w36dSoq+wl3zSIdndoOfEib4Sr8GqvG5XVjITQWJgj6cHbx019j293TBwUFDNT93i7KHH6wypVucvK5eGbsdn0q3mZu4kBdtAzf9SnqKeq6sr/mVvur/u5JIor0qfRQDR6/GGNt79fXKm1Tz4fztBK7HJvPNpnNs1z+cOGg0mEeem+uVuLvk/ufUVe+gyK5cmzXhulJHmj7SwUW/evbAYhizpPjsKWtUbQ4TtkL1VnafOrSqDzX8PXBxcij9QqY2+Ox+JU0iIsvncO4OJfIp6wOYQe2/VoDyfv5tjyntMSY5b4sDQsnhWoydymMXAJ1OR1J6Zo4aWPllyoCcdYEebFfT6iKRINiLsvlLIgiFQHar2y/3rc8Hw8PyPumBX+DrNpCuhFb3OvYKDzv+x+gfd9Puww2cu5VgDOX0dnViYFgVVr/QxWKa0W1MOYBeeV0ZXzAcNn8IvwyEmCzaEQF1AZiRPlqZG+XH+U6KTqX6bVgJG+RoVs0i0FQi8NkedYmYMci4b61CB0D/xkGq/axh+wbtgLcGmebu1kC9KmUgtw4Aa3oEQb5uHLh0l2NXY9l65rbF8eHf7uROgimkds3xG1y6k8RP2y9ajLWJm5+yTb6r6r5rtmI2a1QzKnjaVpIvbgzCiHYrL1qE6HQ6gqes5KE5ey2ONa/hR3xKBh3+t5GZa04zdo7yvk5Ky1SFn5pHJLnlYXXK2+wzeuCS9ZQlVzvWaS82EvRpToZIhwb9oV4f2+MFoQgZ1lzRFroYlUjwlJXcikth29nbRuG9rGVunfWCztYi7LrN3EycFX0IoeRzN6n4HUZpmVoytTqVVpI9MU//M79HnDKgIT763/H6JVS0Wig7iNNBEHJJdj8G+Vb79QiAqDNKFQOg1o11THWebzzce5ZJmPEJ/apLVV917viXD7RQ/Yjk2VN+7ZCpvXCU+pijM2gcOa4LBsATU975iJYmwSFDeSV/9Kv2LcZavdQXo5sDth9SnbOEtGet5GHYb2GWS5+1ioWBnp9usdqfGw7oox8Gf7WdcT/vtVqPvdX09ca2ofRUel7Kprp4gpMbJKnTVW7pdQWaVPNhSLOqeTW9SNnwklL6cP0J+1VwKSrSrJSmNBDkY1lGT6vVkZCaYYxGAuhW3+TwykuJMQcHDU90qQ3AwUsxxv4m1Uw6Em7OZeDn+a7eCRdo3xxlQbAHBufBab02U9sPNxjF9axhiHSwxVcbztrPOMHu/GVWkQSgtv7e4U4eU1gLg2T9Aot7ITmbHc1C9Cr7uBrbE7qGUE3vSM96/yUI9kbeYYKQS85kIxrp4+5s81i2eFRUtt91VnU7YhlVkaF/SHI1exj5aVxrhjariqeZ08GWzoFNRs41tUOHqo8l3wV3P/ZqG9Im5RsO6+oaD3m6Oql+IMe0q8nhmuOVB4wk9eq9AUP9d2sVOsBSjyI5S3TJZX1pMk9X03Xz/HptYBAJs8a6E8qKrb+NqAPDzeifWW5qskWjUf7+ieqbXEOqwndjWpX4sGZPvSNuZfj1HEaWPJKzEb+0JqZlyPsd0MQUjaPRaOiqdzxYE0zNDkMZXPO0nUBvk7PDobSLLcbfhA3vQ3AXcHLNebwglAB2XbDtdMjp+zg1L05nociZvc2kyzTtnsYseKwtkHfdrMLAENVZWOkN5pGZTav7GdsajcbohHC2UppdEOxJyVcoE4QSgjUBIgO5FZGzIPq8sk1PVAkdBBHNVdRpA4Y0APNrGcTu8u30iL4AhxaY9g0h/wbiroNXZVKjXYhHx2OOq/kpcyCZOOLoACenmcrgGdNLouaBi/UwPU/9D6otDYCGQT480LYGv++9oozL4pxYsEupJe3jZvv1ero4kpjLagqZZqkVj3SqbWzvf6s3rc0iGZ79TSkzNSisCgt2m+pZG8i3c8CzokWkwxK948KzFAhIGmw0aHqUJrJ7j1T0snxIvnhHyfuurE8rqqsPRZ3/aNt8XT+smqX438ZTpoiReqUx1DUtUYmW6jjR5FCN2CbVKoRSgyGabmCY4lxc+XxnBn25HQBns0gHX3dnCwFCbQmpgiBYx/Bg371BJR7qEExGphaNRil9WtwY0ncLK9LB/L7xf/eG8WKf+sbf78p6Z3dpL30tlHzErSUIuWDBroiCTfBNe/jJSi7zkUWm9v6fjc04LB/irDkWDKHeTvrQuTbBFSzGZMuXLeD8RtO+e5bz6/SA5mPwIolTbo/wuvPvzHCaDehTCq4egF3fwo89FKfJqldh51fqKg1mVNHnFTYz87RnZaRZneisaRid6ioPMlVtlCec0DWElc93YUCTIONDoTXuJKSSkaklQV8FwzPL6oK1h05QtB7MOXIlBlCHLqZmmB5mf9tzmZ/MVlcsGPkzDP1K1bX3opLjX1iCUvamWQ0/Y3hmaSJr6o6BMY1cSMu0dEgY6pt7uTqxdnJX/pzQoUDXz/r3PffBAGO7T2jlPKVrlBh2fg2XtsPvo+HgL8VtjSDkGcMD6KxRzQFoXNXkHDSPqvvn2U7GtkHbJpuMLaEEYLhPaltbKd/r5OiAr7tzgZ0Op2/E89CcPUQnpjHqh108MtdSJygnDFEyroWU4hCsTyV5Z3Aobs6O1PD3MEZuZuqdZU4O4hwWCpeSv5QmCCWAt5cdt+hrWt2Xo5G2ox9U3NaHUCdGKavbBq7of5xqtIfLuwAYnfYW8Vg+xD1qthJvIKy6ckPUJ7Qyq8Kv87978yFmCTB+BdS2FKik3QQA1tSNgm+VrsYOykp/a4+bMLufaezat+BGODjYfliu5ufOmkldjbmU1mhVy59Db/ehxbR1KiHJ6MQ0ftkZYfWckIqeXIhK5HW98JefhwsxVsShbsencuBSNE/9epAx7WrydHclnePdIZY5504OGgvPf5UsTod7vtnB0mc6km52txmXnEElb+X/4I2l4QA83sVGGaqAOjDVFzo+D32nAaZIjXxHzxQxrk4OpGXkLrKkJHFFn6pj4KU+9fl03Rl613TC39PS6WSob+7t5kT9PKZS5IRGo9wAP9C2Jr/vvWwhqFpq8Ao0tQ/9Wnx2CEI+iU5Mo1l1X9X3759PdTDq/BgI9DZ9R3i7OhGfkqFyOAsljyBfNy5EJTKhqymN09/TpUBOh7iUdPp9rpRObzltnbE/ITVDpbUVHhlLYloG7UMCrM5jiHQorN/9NsH+rH6hi9WqSAbNKteyoCMklGjkHSYIeWDuI22M7QWPtcvdSeY3305ZBOoy9Xl2sZEQ/icM+JiPnX6gg4Olk8PFzAO+9JmOTB0SahS3rOrnzuIJHQiplIeQbK3ZskzUGfWx/15XHobTlLSPaoEmR8mazNaMrOdME+8s1SF2fQ23jisCidnQIMhb9VqsYajYsMRMI2HdiRs2x//5VAeWPtPRdL6HMzFJ6eiyhLu2+WA9T+lXrBfuuUy8PtLBy83S//qQvha7OQFermx5pbuqb/i3Ozl53aT3EWuldFpWO4xcVG5W2PmlsSvI141BeairXdykZWiNdexLE4/N26/af65XPSJmDEKj0dCshp/N8zztpC5uHh1jeHt8OLwJG1/qxr0tq9nlGkWOearQQ0uhSnN4Nu+rfoJQVPz1tGXEUtaowjbB/jzVTa03ZJ7+Zvj9sBU9JRQ9x67GWjiWfdyc8XV3Vn33WkuTyQv3fbfLav8X688wadEhxv60B61Wx5CvtzP6x90250lJL/wH/0ZVfKxqYE0Z0JBhzavSr7Q6u4VSg0Q6CEIO3Io31XBOMVt599XfmOSYrrzsWWXb9wNwNXMKmD+Ixukfrvf+SE2H2/zu8gGbHzjLw3P3AbD+xW6qKVvUrKCq4JAvMsxqU7ccDz/3B9/qivPDwIdVof2z0P9DcPaA9CS6Dryf+HQX+PUeyzlTYuHMfwWzS09IRU9iktOJT0knJikd12xKEgZ4uRJglhJRwcOFDK2OqIQ0Knm7EjxlJR2srDCsOa44MgKsCES+1r8hscnp/H3wqqq/VoAno9vUYNG+K8a+77ecN7ZvxKZSN1C9mnA7IVUlEmjkxDKLruS0zFJVK/uwPsWktDKoaRXqWHHWTepdj8/XW6rRV6tgPbUnrzhaCWXVaDR5cxyWNLz0N633/QJ1eir/BKEE06qWPxEzBpGeqaXem6sB2HY2KoezTFTzc+erB1rS7/OtrDl+s9R9f5dVBn+l6HCYl+rO0OosUjMLml5x2obA+OpjN4i8q1T72nrWsux2Vh6YrTgkiiPCsaqfO5+PblHk1xXKHxLpIJR9zq1XNAcy8+fNjk0yndc7tDIAz/VUqjgcfLsPh9/pa/tkc8fC2jdhh2lFm/Qky/F3zgFw06MeddJO08HhOPc0r5qtPkG+cfGAd+7CO9Hg6ATXj6odDgaqNFW2L50CoNW6UXTfbMXhYGe6NwgkLUNL/8+30eXjTXnKdTx7S7kReP3vo8YoA2uq5IaHSmsaEW7Ojsa8XgMGwcSpQ22XAIzX12o3F6m8dMfK3xqgw7MWXcnpmYUmJlWY2CqDWtJ5tV8DXuxT36Lf8Od7uGOwqt9aZYv8EFrFVB5z+cTO2YwsRdxQ0on482ElUmrXN8VqjiDklvyIAe9/qzdrJnelgVnI+u341GzOEIqLBbsiWH/yJievx6n6fdwKFulgC/Oyy4Yy2LmhsDQdBKEkIO9uoezz6wi4dhCSovN1ukHg5+sHW+Ds6EDEjEG81LcBoOQD+mZXOSLhlnp/3dumdrL1spIAlZPOUuOvwfzu8gGf3988X3bnCgcHkwZDeqL1MYY8bTdfCKhrfUwhEJucTkJqBldjlNWCD1cruhhZdRWscW9LRYxy/clbxCTlfENR2cf2nC/0qsesUc24+L+BxgdON2dHejSoZHW8oczniqPXTH22KiVkWj6oJ6VllhoRSYAhzaoCEPrOmmK2JH942EiX0Oq9DgGeLoVSnaOCpwsRMwYRMWOQUZul1GNIF6vdVdmueaP4bBGEQqail6sqbx8gRXQdih3zdMbf914GrOtygRLpEGdHp8Pk3ooDe7+ZBkiqmeaTeVSkgQyz46VFy0kQ8oM4HYTyw6eWq5m5YbE+jD67Mo02OfCL7WO2nA4BdaGqKdRNc/di3q+bG+JvwL/Pw7VD2Y/zNBOH87chiOhllgv4zJ6C2waEX41R7V+JVpwPPzzUKsdzzcWaNp2+lc1Ihew0Jib3qc+9Latb5ELOfcR6qURDbubCPZeNfb+ZtVUYHD39ZwBKdERqhrZUheeGZCMKWpIxVCip5G29Uokh+yFTp2P9i914vHNtVj1vRWxVMJGRBr41oHr+yogKQklg1qhm+T7XpoNZKDLMBahf/zucx37ZZ3Osj7sTcSkZtnWXcqBjHXXapr+n5X3i0oMmbaoZq09ZHE/JEKeDUD4Qp4NQttFmqWGl0ykVJPLAgt1KtYY81+BOilZq1AM0H6tsnc1Cs32qwYg58NA/pr63bik37uaOgC9b5NnmXGHQX4i/mf04c0fD2bXWx5inCSTZx9avH2xptT+3YbDBAcr/9eVoG6kNdmDeo5YPVynpmWw+fctY+hLgv+M2RDCrtoDHN8Ll3XDzRKHX6i4MUjNKZ5241PRMi9QJcwzvs/RMLRqNhrcGhxJa1cfmeAEl0iH2Cmz7RNnPUg5WEEoDBalOY/gOF4qPhCyCnhtO2V548HV3JlOrIzGfzqKE1Ay6m0U9nrxhqfFw8HJMtnOcMkv58LEiai0IZYVCdzpoNJoIjUYTrtFoDms0mv36Pn+NRrNOo9Gc1W8LqIgnCDZwcIDBn5v2z6yBmXXg7Dqbp4By46DV6lQh8taE37Llz/Emp0PHiVC7Gzg6w0+9lVKZOp3SV9NMPdvJFWKtrIr/+XDerp0bKjWAl89Ag/7KflWzh/yQHnDfPHh2n6L9YKDBICx47RJ0mGjar97Gckw+qOhlfQU6t06HPyYo/693C1iDOzu61a/E0alqTY/k9EyjAKg5P2+3EbHi5KLkwqfEGFdoSlN6RZqZ0yG/q0VFTVqGlvjUDGOdcmsYKliEVSsjqQ9FQUaW3OVanYrHDkHIB/0aK5pNTfLxmb+nuZJmlixOh2LnRmyKzWPLnlV/JxkiWPOr65CQmqGqZFI3H0LATy88aGxnTdcRhLJEUUU69NDpdM11Ol1r/f4UYINOp6sHbNDvC4L9iToLK1807V/art/usHmKTqej4dv/0WHGBib+Zoo4aFfben1lmxjKIYIS4eDsrkQXRO6DOX1gZgh8UldxNPjVgjq9bM8VXUgpFuY8ssrUHvcPNB4GlbKkpHSepN6/fyG4+ynOHQNO1p0FecXWan9uI04M1S6iEhSnw5sDG/H24FAWP9leNW5CVxspI7nE29WJyb3rs/7Frni4OHInwbqT4/0VJ6yH3gaFwfMHoVZHowCmLZ2BkkjDKqZVwS4fbypGS2wzZ/tFgqesNKqUxyQp2+ycDl3rV2Lbqz3o36T0lC8tdjKzvPfdZT1BKD18O6YVp6b1z9e5T+p/RwzpdULxcd8P1stYNqvhZ1EO2aDJlV9dh4SUDLzNHAXDW1SzuWBijfRMrfHaD3cMtlrSUhDKCsWVXnEPME/fngcMKyY7hLLOsb9AZ3YTsFMf7ptNJQtDmaObZorDw1tUyzbv34KsD8Z+NcHJhlihRgOTjsJDfyv7w763HBMXadmXWzuuH7W0ByByP/x2P9zRCxs556IUoEOWh+EqZrmv45bBwyvzZ6cVbOka+HnkTlvDUO/6/O0EALo1qMRjnWvTzkzv4cT7/Xh9YKMC2anRaHihdz3qBnrj7ebEzzvUDqIdU0xlA20pm+tWvozuw2o8OFvRw7ClM1ASua9VddrW9gdMn52SRFqGlmkrTgDQcto6bsenEp0LpwNADX/7VKooN2SkQo12pn0P/+KzRRDyiKODJt859QYn+fOLctBIEgqdNBspfxduJVj0+bgXLNIhMTUDL1cn4/2hg4OGgWFB2Z5jsE+n01HvzdXGFMXciGQLQmmmKJbTdMBajUajA37Q6XQ/ApV1Ot11/fEbQGVrJ2o0mieBJwEqV67M5s2bi8Bc+5GQkFDqbC5rdN/8PwBSXCvhlmqqlXzz/FGcvuyJS9pdDrSapTz46zl713I1et/Za2zeHJPr62q06XQDYnxDOdr0PbRbttD9xD8W4zIcPdie5T3iFZ9Ea4uRsG/FPBK9auXaBoCal/4k5OKv3K7YnuNNXlcdq3RrB43P/Mc+nwEkeilimRUbTyHd2ZdYG+9bx4wkwnybcKzKSDKCWsDh84C5GnMGRFg/Nz94OkNiOtzfwIXFp5UHxRMHdnMiF+caIiJO6XMsTx7ezzVX5e88s6s7x6Iy2btzu91sBbWjysDZw3vQoHwRrt+2ixA/9U2tQ2YqXffNVvVdPh3O5mulR3LHV2t63es2bsI5r6lIhUhCmtrhNvbbjdxTV3E2XDpzgs13TgMQ/MsvAFRNSyNC3454+OGiMrNM0OLOLbQOTmj9W5HgFcJF+f0rMcj9SOFyJ1l5cEzL0DL5p7XU9nWgaSXlFnv71XR+Ck9jdl+PEvXdWFYwf29nFwkZn5ph8RmIiFXu96b/tY9jdzL5uqcHXi65+xtpdYoWxO3rkXzSxY1T0Zkc2rODBo5a6ldw4PkWbkzcaKkptXrDFnxdNVyOU99r1kq/zObNV3J1baHsUxa/s4vC6dBZp9Nd1Wg0gcA6jUajkm7V6XQ6vUPCAr2D4keA1q1b67p3717oxtqTzZs3U9psLnNsVjZugz6Ev58wdle+ZUp96N65AzgrHub0TC1rlh0D1F/8Yzo3oHv3Orm/bsJt0EzBr24vutbQiw16fQ4rJqmGOVVpbOU90h1iVsL5Dfp95ZG1zZ0lMHh57m0AmHoPAJWidtO9WzeVc4XD1+EEtOnQBQIMry2rLVboPZCMInpvf1f1NuN+3ssjA9rRs63y4929cfarCCrWmCIvBvTqpopWuc9uVprxn+l6j3aqTataFejetAp/h9xl+Lc7CW7YhO4NTT5WnU7HT1vOoC8wSB+H/biSzpBe7+Kby4iOksDOpJNw6QIAzVp3IDCbEqRFzdWYZNi40bh/+q6Wj/cpOb89O7WlQZA+PaRHD4tzDY4IIRdkpMJmpawtU2MJAPLmIhUKE7kfKVzuJqbBFkUrauk5ZdU8YkZvAF79YD0AjVq0M5ZdFuyH+Xv7SnQSrLGe5jekWVW6d2+h6rt8J4mpuzZx7I7iAJi4MYmIGVa0q7JwOz6V4d8qabphDesytEsIQ82OjxmMfj7L6M89SRX5sF8YU/46ivm9Zu8e3XDKpWaVUPYpi9/Zhf7u1ul0V/XbW8BSoC1wU6PRVAHQb3OuaScIBeHuJdvHzpseSJ5deJDf91p6mvOsWv9JXSW1o4ZZdYPWj8CkcPW49k9bP/+hv2HMX0rbUPHi4lbbZTZzw21lRZekaJjqC1tmqOcvgXStX4mL/xtIwyAf+jUOol9eHA5ZyFN6jB3wcnVkUFNFD8DHmDeqVtXece4OH/x3zrg/22UWX7t8hc9125ojJZGJPesa23cKUbgzPyRmUTI3p4KV8mZCPjFU2Gn2QPHaIQjFQHZljm/p0+pOXbesbCDYl6xpEn1DTU7+Jlbu47zyWS3i2NVYYzqhZy7EH98Y2JBfHlFEtn/bcxmtVseifaZ7zSq+buJwEMo8hfoO12g0nhqNxtvQBvoCx4B/gfH6YeOBZYVph1C6ye6hIUceW6c86NexXMU0ssh0k7z2hPXyka75eWC9cxbSEtV9fjWhrrL6wdtR0GSE7fNDukHrx6BWR1NfXqpYZGb5f/OsqGwz9MrOdyOUbQnPuy5NwkpLnzH9rVoHm/5fDYrUWUt5pWZYVzrXRJ+z2l9S8XFzZnSbGgCcs5I3W5xk63TwyF7TQcgDhu+VI78Xrx2CUAy4OTtaiBQb6FxX+e11kGfKfLPs8FWenL8/x3FxKSanw6In2/PDQ62M+9YqkFlbjLgao9Ym0mp1ZGSqdSIeN7MlQ2s7pePsBwM48X4/nuxah7qBpsoWWbWfrmdTcUMQygqF/RVYGdiu0WiOAHuBlTqd7j9gBtBHo9GcBXrr9wXBggOXomn87hq2nb2d8+CspMYrVSI2/Q+qt4YXjuZ4SmgVtSd826s9mNA1hDbBeXgwTzPL4TtpJR1i7F8wNVYpn5kdjs4weBakm80XeSD3dmSY/XB6VzVdL2tkg52qTQjQomYFAvUikF3rm2p3G1ZCsj4Ap2fauFnJrpJJCcWg3v7c74d4+c8jLD2UT/FTO5OUTf313JZfFXLBisnKttXDxWqGIBQX5iLFYCoh7K1fTY9PKcACSjnnhUWHbS4KmXP+trLQ88bAhrQPCVAtWliTe3Cx8hvQacZG1f4zCw9S983Vqr5MM0dDZLSlboMBZ0cHYzWqyvq0w4perkxfeTKHVyIIZY9CvePS6XQXdDpdM/2/xjqd7gN9/x2dTtdLp9PV0+l0vXU6XXRh2iGUXtafVDJvdl+4k4+T31O2LvqHbL+a0GmSlYEa46/Rietxxt5tr/aghr8Hrw9sZNVDbhOtWXjf7VO2x+WWmh1M7bQ8hGemm3nO46/BjJqwcTpcKz/q2i/0qgfAq/0bFNk1977Z2yIn1EOvbH4rPpX4lHRWh18nOS0TH/3NaJ2UBVzVmd2wuvsVlbl2I8CsTNiSA5FMXnykGK0xYaheElbNt5gtKcMk3IKLW5S2S97r1AtCWSQmSbkXWH3sBmAZ6SbknfgU21UmPlx1krf/OQZgNRVTh6XXwdnR+r3duVume63/jit/v0/XnrY6NjfpFcq1HKhf2Ys2wVJKWCifyDKPUKIx1C8O9M6HMJ2hIkAbvYCkRgN93jMd7/WOPtVBR/Kx5Yz+UV3bOd9lCzd9qGyDmkI7G5oNeaHDs/k7zxAh0WKsqW/rTFgwzLTf+z3KMpP71OfwO314ulseREALAQe902rO9ouETV3L0wsP0uid/9h0WnGqZeKIDmVMhnc1uLIXMkqWNkJO+FjJjb1bAvQd3ll2HIDpw5rwYLuaxvKejarkUadFsE3cVVPbza/YzBCEksS52wmcuWl6eH1z6THSM62XcxRyR9jUtTaP/bj1grHt7WYZSWot0kGj0TBXr7VgTu9ZWy36vtqopD1m/Rs+2K6mTZuy4u7sSHK6lQppb/bO9RyCUFoRp4NQotlzUQmCKdAPtVuWhwtD+G/cddAp885YtJ7dF9QBN/nScbh5AvZ8r7Tr9ARvq9Vg84aHP7Qcn/O4rBhyrEN6QGBj62NCh1rvL0P4ebiUWF2I2duUvM4nutTGFcXB5pSeCL+Ngvml62+j0WjwzCKmZn7DXRykmN3c1a/szYfDw/hjQgcWPNaWBY+1zebMfJCaYP2utjygM/t+bjys2MwQhOJm55SeRsfmk/P3c/hyjOr4xlO32HImH+miQrYcvhKj2vc2c4IPb1Et23N7NAjk/Xss75F0Oh3RVhznWZ0Gvu65FyR2c3YkOUvKX8SMQflf5BKEUoQ4HYQSy6gfdhlF6QwqwbnG/ObfNYvToUY7ZbtvtlLmDXDF8oclXw+qZ8288Besl23KF16Bpnam7fBCFen6/zNnd3XKhzn+IQWzSygQQ5pVBaBXo8pU0sQqncP1TqvLu2ycVXIZpReTNLAq/Hquz70Rm8LFqETVTd7q8OuM+Wm3xdjY5HTqvbmKdTnk+Laats7YNleX71KvEhW97HiTlxgF/6sG22fZb87ShFZ/Ez3mL6hYr3htEYRipKqfOzPuDQPgblI6r/6l1pKasOAA43/eWxymlVq02Qg1GjCPqntrUCOVXs/9+t+lbg0qWZxnYFyHYB7tVFvVtyr8BuFXYy3GpmRxOuRFG8jdxdGYdiMI5Q1xOggllr0XTZEHv+yMyPV5SWkZnDl+0NTh4qke0OwB6PYaPH8Yhv8AQAomFfsRLavnP/+7QrCp3WBg/uawxvF/lO3DKxWHyqGFoM0m+iM1AW4qYeU4uUHUGcsxUy1/TIXCw1A+05yrd5OoG+hFgKdZFYXfR5vapXzlvIZ/7suxtv/fBnp8spmWZo6CpxceZMe5OxZ5vJfuJJKeqWPWOivvaxSl87Cpa0jMRkTSrqx+VdkeXFA01ytpGJwOIs8vCHla+TbnxLU4lUChoJCQlrMWRoCX8hs6rkMtHu+iXkxpHxJAxIxBNAzKPqXunSGhnJ7eH3e9BtOzvx1k8b7LFuNS0kz3Xr0b5S2a1cPFkdNmEYC2Kp4IQllE7hCEMsekRYeZsFAvlhgUpmg5mKPRQI83wL82eCk/GO87z6MyipPjkU7BLH+uc/4ubtBReGAxdH0lf3NY485ZZZt0B6ZXgmXPwPG/lb6465AUrVS2iNOvLK95XRnTeTIE1IHRvwElM8WgvDCwiaXT4eDlGLzdnPD3dKFz6udMdXyhGCyzP13qKSXiVGXAoi/CwlGKQywLl+/YVv8GSExVOw8M9+VpNkqOvrDocNEqxR/7S9nevZj9uLKKVv9/7ZC/mveCUJbwyYXTQZfFoXzmZjwDv9zGF+utO1LLM9fMSljailAzlK3s2TDQ6vHc4urkyH+Tuhj3q1ewdJwb0iu+frAFP41vnaf5DZUsQKmWlrXiiSCUZcTpIJQarsfmLsXi4OUYPFDSJug2JfvBTqYV5s4OiupxvrQcDMTrH/odncDBMfuxeWHifkX48o9xpr4kfUWPWQ1hVij81FNpAxycr2wvbFaiLxoOgqkxpnMfM60mC0WDrfeVs6MD/p4ujOzViYeeelV9MOYynNtQBNbZB8Oqzyv9lGohc7YrD+HLj1zj+8/egbNrCD+0m7NZtB5O56D9kFX13RDeaiiPViRkZlhPbboRrt5PjoGdX2UfiVTWEKeDIBixFm7/Wv+Gqv04M6eoVqtj5Hc7ASy0pWyxPyKasT/tKYCVJR+dTsffByNZst9UflmbxVmTkp7Jw/8l8vl6ZWHGK5eVJLLD3NEQn5KBt5sTQ5tVpVaAh/GagDEiIi+Y6x79/UzHAloqCKULcToIJRJDDl81P3em6QV+zL3d2ZGanok7+hVWl9yHdz/utIovRjenXmXvvBlrjkFH4eTy/M9hjYr1oNUj6j7zB6AMs/+bjDS451ulfe2QugrClMvw5k2oYWcRPSFHKniaVr+2v9bD2N57MRqNRsOk3vWpUylLucGv28Cv9+Zex6OY6VS3Ihc+HEjT6n6AaVXqud8PcUWrRD88+s8N+ny21bjSl56pNZY5s8W3m86p9s1zai/cVkdOZFgRnX1ncGjeXog1vusAXzSz7DekPgH0ngr758Dat+D9CnD1oOX4sohBtNZJxNAEAeCT+5qpQuejE1NVx+ftjDDe50QlpBqdELnNUBr5/S62n4vKXznxUsKa4zd48Y8jxipPXepVJDE1Q5WCkqh3SG/Vi3PaQ6vH0UHDYH065O97L+Pr7oyXm5PxWoZIB7d8OB089E4RB03+zheE0ow4HYRiJzY5neApK3nlzyPGvhPX4wCo6OViLG237sStXM0Xn5pBHQd9xIGzZ/aDge+r/Q+ARg6Xuad59irHOWJQce8/o2DzWMPDX72vzVAE7LKyb7ZaeNIsmgM3X3DOR/lRocC0quXPg+1q8vWDLfA303BoUi2bPNNM/Y1qavFWgcgLhvKgoNxMg5LjXEWj3ByvdX0NgISUdLh5nA0nb3IjLsVyIjMOZVEmj002OWF6frpFdeyqFedkoI8dHoajzqhLQxrw05dLaz5WSWeq2cF0bHYPy/FlEaNobe6dvIJQlhnZqroqdH50W3VZxVnrzrBo3xVlxyzzMS+ihABf6Ff4yyJRCcqCyeVoJf2uZc0KpGZouRhlinDLWknC0w6RDqCOdvB1d+ZWXApRCWmkpGca7cmP06CS3iki0h1CeUScDkKx85Z+lfPPA0oI3aHLdxn81XYAmtXww1H/EPP9lvPE5lL19yPn2QCkp2afKw6w39myRnO+SU9WqmU4u9tvTlvU7AApVsQg17wBC0cW/vWFPPPh8DAGN62Km5PpZuX+1uqKD1SxsppeipwOWTl2NZbQKj5o9XfWFTQJaNDy6fSX4LuO3D21zeo501ecMO73bxKkNE6vhsu7Sbxy1OIcA2+ZRU0YHJYFKrlroMNE607Mfcp3jTHFwNO2QnqZxRjpIA5NQTBn0ZPtea5nXcsoNuBWvPK5ycg0PYGmZuTuu6pzXSVyzM257N7Ga43RcMo2uKLiCDh+zXTf8+oS9W+Bp6t9ogfMI+Z83Z0J0f/99kfctbhmXsiN3ocglFXK7reVkHsubIb4G8V2+VP6qAYDw7/daWz3Ca2s+hFu9v5alh22stqIkv+3eOazRLg9yJbMpgAM+vl0jtdP0+qY7PcVPPJffsw3cexvuH0afKoWbJ7saPukqV2jLRxfmv34EXMKzxYh35hHAxzKUsedCVvh1SyChDGWCtqlhcFfbcfLzQknTJ9jV9Lp6KBUV2l4brbVc37abvo/+G7zed747HulssfP/XjwwGgaa6yLNm47q0T/bHu1B42rKk6HtFzeyGeLixekJ5oqNRgwaDocXQR/PQFf501YrEzQcBA8sxt8ChgpJghljPYhAbzUt0G2Y8y/n7JzOnT5eCNT/1W+N7efU77n6gcVIB20hJO1koefhxIh+MKiwwRPWcn8XRHsPK9OL8mPzoI15u+6ZGxHJ6bxcMdgAC5FJ9Kyph+gCEHmFZeCaIYJQilH3v3lmSOL4MceMP8e+LQB7PrG8oa6CDh7y5STPc1sdROgVa0KqlUAgK1nrKQUoPxY35/4KwBtHU5xW+fLGV0Ngqes5NO1tp0PaRmZXHWvB7U6qA+kxMFU35wf7A0seQTOb4BnC1HcKclMZOqrlrBxmmm/+VhTu/dUmHIFwiTioaRjuJFS4ean3r+0o0hssSfmubVXzhymr8N+474HqdzRKTdsWk9FfPLlvvWznS/69nXVfqAmxthOvrhX+T4DHu+s1Fqv4e/BA22VKJIOIRXz+Sr0pMTBFn3KVPJd9bGgMGXbcjzEXinYdUorbr4Q2EidyiUIgoqIGYM4+X5/475GH/31w9bzxr4jV2IsKluAUt3iSnQyv+yMIMmshOQPWy5YlBQuK2R1Ovi4qVMn3ll23OIcTdZqZfkkzSzS4U5iGpV9lCiu2/GpVPBwoaKXC+4ueXdwODtIFTGh/CJOh/LM0glwzUzobM0bEP6naoi2kBPPktPUTo4529Wrl+7OjnSooy4pZO0HGdQrBLu0oXyVMcy4/9XGc1bOUEjL0BLEHfj7SfWK8kV9rvjBBdm9BAXzB5GLW3Men18aDDC1oy+Y2n2mweBZpv31U2HHF4Vnh2A3XrT2sO3gAHX7KO1H15rapYhX+5lW9/5zeom6DteM+w957OKSg+IQcEhPpJqfO42r+WY7XzrqGzyt2c+X+7w+sHQCKemZ/LH/inG1q1UtfyJmDKJmQEG1Bsy+c64eUB/yqAjV2yjOycu71McC6ilVL0ojt88oVThyw6VdsPt7sPHdLAiCgvmD6vZzivjh73vVzkpr0Q7mgrkxWdJMz+RQ/ackcO5WAi3eX0v9N1cz8rudjP95L19vPGvhWDAnOjFNtX8zLtXGSPvz40OtjO1eDQNxdNDg7epEVEIqG07dMupN5JWsGhSCUJ4Qp0N5pv2zln1mGgEbT90k5I1VhfaDdichlUNX7mY7RqPRGDUdDByOjLE6dvLiw8Z2mMNFdmvVivXBU1ay67yl0nNappaWaQfg6GL41qyEkYfe2dFxYrY2AnBlr6ntUIg5e/4h1vsbDbZUjr+8u/DsEArMlle6c+jtPrZLfNVoC7414ee+SjnUUsbwlkqofXONpcNvsnYedbQRAMToPPB2c6JHg0DGd6hlcz7z9AwAHyzLZYb/8ChxKRn2v7Fz84Vx/yptlyy6DhkpipZBqlmamGcgDP0a7pyFm9lX5iixrJikVOGI3J9z9ZQzq2H9u2CnVUZBKA/si7ireuh+sqvy+26+GHMtJpm/DkQaBSY1GlSRDgBJaSX/Qbb3rC3cTUonLVPL/kt32XLmNp+sPcO6EzetjtfpdHy7+byqLywHx/TeN3rZzd6+jYO4+L+BbHq5O1OHKhXUvN2c+HV3wVIdDRUwxrSrmcNIQSh7iNOhvHLnPOz+JtshP2xRVtLf+Ds823H5pd/n23hwtu1UhFo2Vicv3FYeNtIztZwzS83Ydsq0klpJE2tUyTdnwe4Ii760DC0XPJvrd8wcLBl6r/qxv23aaMRQn75ifcs0DXtStYVS8nKiKVSdvh+YnBF9p5v6e7xReHYIBaZWgCcVPLMJR+/2KkwunM9eUWC4Se7ueNjq8fuclIig5Q69jaGr4/R5swZq+nuw4aVuALijfB4/TVdShmpobvFFw5P4E4fWUfl/bBP1jz1fgom7EYoDAUyVGgykJ1sKx3afAoF6p2e8Oi2k1OCqzxX/qZeSOpYdPd6Cl04Vvk2CUAYwpH2B2oEQUlFxaJo7Tcf8tIeX/jzC7Xjl+0+ng0VZIiMMD7IllSNZqg+Zk2LDQZyYxZESUtGTGv62I9YiZgwi0Me+QrYajYbaFT2NVSrMRSCbVs/eAWKLhnodiG71y6HgsFDuEadDeeXQr9b7N34Amz4EMEYY7L90lzsJ9g9ri7Ixp4uTAxEzBrHlFVO5udPT+xOk/0Hx1uf1fb3xHL1nbeHYVSU6w53sy+4BrAq3FMxMy9CS5lrB1JGunydO78S4dtj6ZHt+hFsnlfav9yrbwoxyAGWZw9kNKtYz9Z34x9Tu+Jyp7See9DJBndIX5WBOIKZopvR+lqVk3459hwC98yWrwvvyiZ2pU8mLfyd2wkOjfF/8p20LwFN173JPxDSaOpwn1bkChcoXzWDlS9DsActoo4xUJcqoVidlv880aP2oSVB2+QuFa1thYZ5qdnJ59mNvhpdqsVNBKEr+d29TY/t1/aLOtHsaG1MvzCMXDOUhPzcrjflTljTUhNSSHelgLA1qhZ+2X7Dan2TmSHn/nsYsmtDe5hzf9CqaUr0+bqb7u5zEQW3RJtifQ2/3oW/jIHuZJQilBnE6lFcM4mdZSY2FLR8Rn5ikKjP3ilmJoE2nb9l0GNgDa0rzrk6O7H6jF/c0r4q//gHFkCrx5j/HCJ6yEg+y2FTD9o+UOXeT0nHx8jd1fKJ/oE+8pWwf1Ve1SIyCPx9WnBEnl8PqV+Db9hB9ESoo4nXcshQ2KjQMpflC71H3d9Cng3iotTCEUorh4fXzpqbom1LEg06bjG1nNx9oOFh13EuXiJ/ZCpJhta+r5xV8HZSogqbV/ZjcK4R9rT9l0vCuAPhcWgdAkOYuMclK+P9Rbe3CeyGgRBIF1FHahr/F7ZPK8qO73vFxZY/iHPQKVPYTbioVgrJGSJR0sn5/ZCcy/N8bsPbtwrVHEMoQXz7QAoAVR5VIKHcXJ6MWTWxyOh3+t4FvNplS027EWS6qPN1d+S6yR6RDbHI6P2+/aFMzK78kpmbw+17bDsljV+Os9t/V61bMGtWMcR2CCfRWRzGc+8Ckb+XpXDRpXT7uplTITnXyf3+VbYSjIJRhxOlQXrlhFrbd/lmLcpEvLNzDvgjTCuXGU7foNGMjUQmpPDJ3H/f/kEUwrYBMG9bE2J7Q1YZuAbD3YjSX7iQRPGWlMeLBELrnrski7PPof8x/tC3P9axrda4NJ29yzzc7iE1OV0IXXfXhcobc7MQocHI35XAnRilicV+1hsVmlSK+bA53rZfvK1R6vKls6/VV9/edDm9cA5ei8f4LhczFbco25hKcWVO8tuSRxU+2Z1Dqh6aOXV/DqRXG3YtujXHWZJKcbNJn+GJ0Cx5rX5X5ma/BjBrw2/1w7RCVtr5Jm/0vMaiV/vPsUx2AF5z+xg3ls+9FIT/Yp8Yr3wMXt8L/akCC3jF5agWMnKsIftbUp1c5OII+7YP598DG6dbnLIlotRCxTd2nyeZ2ISNZ0bUQBCFXRESpNWk8XBy5qXcsjPhuJ9djU5i5xlR1y8/DMopyUFgVABLs4HR4Z9kx3l9xgj0Xo3MenAfWHM++HLutNIVNp5Xv1uuxamfLiuc6s+Glbjg5Ohgj5IqKw/p7zaHNquLkKI9PgpBX5FNTXtmur3RQvQ1Ua6noEFRpZjzsFbHO4pSrMcnGUMDzty1F3NIztby77Bi3rHjkrWGuD9m8up+xvfn0bZvnmP8AbTh1S3VsrON6peGuj1rQaOhavxKPd1E7MQ5cUpwpj83bb3RYNK/hBy+fUV8s6Y5yM73+XeVhY7P+4Snd8rUrk4yFt2zbbncaDVGcRVnTKDQaS7E7ofTiaVbuUVu6SqO1CwnguC7Y1FG1JVRpbtzdm6BE6zgc/R32/ABAWHVf3g41+xw5OEFyjNLuNkXZ96gI7Z4EoIommgoaRdvFW5Nk/xdhWOGv00txMO6bozgeMlNNUVGDZinlIlNi1OlONc30XXZ9bX/bCouUGMu+tATLPoCbx+H6keJxvApCKWV8Fv2aC7cTaJKNUGJqupbuDSqp9CAqeLrg7KghITWDQV9u4+U/j+R43fDIWIvIA61Wx7LDSjppVpHKgmKuT3HWLDrBwLUY5Z4uIiqRy3eS2Hb2NseuxhodCn1DK6vGN6nma0zDW/diNzbqNX+KAkPFil0XLAXJBUHIGXE6lHci90GYIszGgI+N3Y5YpjgARqXhil5KpQSdTsfKo9c5djWW3RfuMG/XJV7766jVc7Pi4WIKVatewSTE9kLvetaGK8d62T72mNNqpTHiJ3g3xtjv665eIRjx3U4AXJ1Mb/9mNfwUrYSuryodmRmQpPf47/gCdn0LJ5Zl93Kg8fCirVPvWVFxFmUVsRPKFvf9YmprrX8uSzKnm/3BkWbvwJTLMOwbmLDFKLIYhxKN877zL0rJXgPmOginVsBfjyntxsMUp9qr5yHsPtV1Tmlr4KOPdOhvz3zZwwuV7aWdMOx75TPuEQDtnjaNaaO3r+urajHX0ur8s+ZA+F91Jboj3mzl8uI2+L6z0o46Y3mOIAhWyXpfMrhpVVrUtK1Nk5yeiZerk0r3xtPFEQeNhsi7yRy/FseSA5E5Og2GfL3duHhk4NQNk4D2o7/s525iGqvC7SOAm2SmN+FsFh2wZpKSJheVkEpiagbdP9lMt0828dCcvQz+arsxpdfbzbZOlr+nCyFZdIAKE4MDxCDqKQhC3hCnQ3kkw0Z9YTeTl/0zl+94yHGtzSlqV/RAp9PR97OtPPvbQQZ/td3442DwXGeHTqcjNSOTMe1qsvGlbqocNz932z8yjav6WO33NA+rDulhUbpt2bOdlGgGM8ydDsYwPYNie0YKNBxkGpyZi5rM/oWcTy6UT/xqwuMblbZB38GATqcqc1viOPonrqf/odmF2arvF4NeQLRO+Tw7ooWKZsJcA7IITibdUZ0HKHoqZuzTNsBVk07/hn58b1ZjvcBUbgI12sGo+RAXCeunwvyhsOc705gofe51/b5Q08yuGm3tZ0dRoc2EJY8q7QcWqzVjUuPgU7O/0/p3Qad3hDlmKdkrCEKueL5nXYIr5uyg3HjqlqrEsruLI6kZWpYfMVXuyhopevZmvJJGmqSOkjPXzsqantFi2jqeWXiQG7HW7+WiElKJvGs9quzApWiVFsUHqxSx7RY1/QCYM741n9/fnAZB3sYxLyw6BCg/Z1mp5F1yvleylm8XBCFviNOhPLLuHVP79avciktRKkB4V1ENm+b8C2BdVChDq2PtiZucNStZeV7fPn0z3uo55qRmaEnP1FHVz93CU123sm3PtfkPrjn3O2427ThYvq2b1fCjmp86IsBVL9oEUL2CXv/gsl6r4vwGWP682ZyO2MTw/+Zbw/YYQSgI1VvB1FgI7qTuP7oYZtSEWyW0XOHfjyvbrGUjR/7MW+mPcERnlvp06zhcPaC03fxg4CeW87n56ed90sLZEqFTVqG+G2k7Gipf7Pgcku8qDgVbugw6GyKL1Uuh0+HAXKVEaPtnoUF/xdliC/O/QetHC900QShLnJrWnyPv9uXFXFZCqOTtaqxwAeBiRVdg+ooTqv0+n23lyJUY1pxQayuYR0TcirfuXEi2Uc6y9fT1dP5ok9VjI77bxcw1p8nUqu8d5z7cBoBejSozrEU1QBGJBFh/Up0qa05JetC/r7WiI2TQ0hAEIW+I06EsEH1BKXVpyHvOjpQ40wpdcBdw9aL/F9sY/NV20l184Nl9quEBWFcWTkrNZMKCA6q+xDzkAn6o934bxCAB3JwdqOLrZqFSTFI0XN4DQOWr66hgxaaLupzDqbVZ3Ohuzqa3v/GHvHprZXtlr/rkxCxaDQ0HwzvRygr02L9h1IKiTa0QyifbP4NP6sNN/Y3laX1K0bftlAfFksTGD0ztScfUx7wC+TWzD4m6LJ/12T1hwzQlkmDVy+pjLl6mz5hBCHfATOPhy7rKXPFujsbO6uvEXrVwyKpofC9UsvHQYE0boaSTpBcQNv/O86lmfWz9/qZ299cKzyZBKIO4OTtapFm81Ke+zfHd61fC1cnkdNBoLB/I72lh/bPq4aJeOFlyINLYjku2fu+WYsXpYF7dwqCJZQ1D9MSIltUJ9HbFz8Py/sg/ByFIc/2KkkDPhpW5+L+BfP1gi+I2RRBKJeJ0KAt82QK2fgz/PJPz2FSzB/YRcwCITlRSB/p+thUq1WdpNdPNfkWnZJ7XV38wVxm25mA4e9OG0JgV5u+6BEB6pukH7MBbfdj0cnfLwT/1gp/7wlRf6mx6iqUu71oMaeGg1LC+6dXI5jXNnQ47z0epcg2NdHkJ3rkLwfo85e76PPO7l9TjTq1Qoh+qt4LKoRA61OZ1BaHApCXBly2V0P6Em/BdB9g7Wy1aeLMIy7Xmhu2fmdpZ00JQVvkm9rJyg73NSoQDqIUM7/9V2bqZ0q3WaVuzo8sC8K6MXUlLMKWGPPinWhwSoE4P2+c2HKREqHTTP5CXdE2OxCjYpI/mCP/D1N99iqldp6epfe2wqe1uOx9dEITc8Vw2ulXpWp1qscQaWRdXDCSlZqrKoM/bFcG0FSfo8clmzt+2fu9mLdJhznaT3kvkXdvVggyRFMnpGfjYSJm1FblaktFoNFadPYIg5Iw4HcoSp1fmPCZVSX042ekLi5vzi1GJZGp1vBbR2tj3XaNjPNOjLm8NasTSZ0yh3dZ+bBbsvmTRlxNJZrmEnq5OuDlbSWOIvqDaDXa4aWwvn6g4B553+geAv5p8b/NanetVMrYfnL2HO3pny5KnsjxEHJgLl3YobcMKpl9N6PQCvHYJvIKg93vZvi5BsCuOLhB7Rd236mVo9oBpf9GDRWtTTvR539S2kp7k5uxInx69c54nsLFln8EB4WrKC24b7M/9jT2VVAh7kpaoRFmAkmLR4iH1cX/bJX6NGOy0VQGipHDsb+v9QU2Vbf3+SvUQQ0WPQZ8o78H7FxaNfYJQDqhTyZNGVXx4pZ86gur5nvUsHnjNtak8XRxJTrOeEvHFhrPUe3O1cT+kohdztl/kYlSi0ZEwpp26ElaKlbnMIyQysnGiJuoXdVaF30Crte4IsVYG1JzHOotOliCUJcTpUNpJtFG6J2IH/P6g6ebQwL6fAFiyeR+z1io1oLvWVx7G+zWuzMI9l0jL1LI8UxFDC+n7NG7OjjzeJcRmbt0n9zWz2m+LM2aaDxO61cnTuQZcSMeHBIvQREcn29oLY9vV5Iku6h+x0W1q0DrYXz3wv9fhqH6VzxBWHNhIeYhy94OXT0PnSfmyWxDyhaOTMTJJRadJ6v2SJCppuDk2FyLMiqOzWmDSGvfNVbYVzD67u75Vtg7O7B25h2YpP/Ja00Q0M0Pgo+B8m2yBTqd3OniY+sLug84vwsT9MPhzqNkx53kCQ6Hp/SbRxZKKucNmsllueNXm8MoFJSXv7FrY9Y3SX6E2DP0aGg0uUjMFoSyz4aXurH6hC42qeKv6g3zdyNBHKxju2zzNogV83J1JMnMUmAtEXo1RLxRZS514Z0ioan/x/iuqdAqAGv6m70JrcxhISsswik1eiLJeZrySlym97uMRimNzUNMqvNKvAaen96duoLfV8wRBKJ2I06GkkZFmXcLXFrbKlP05Xol8iFeLB53Zvx6ASF1FvtyoKAyf1TsB1hy/yc04RVDo+fSJimZBJdv5hQY61gnAiyQcyWSEw1buc9xMeGSshZCQ0WSzckMuTrl4CzYZqd4PqMcZt/EcdXsSP09n9r7Ri3Q3f/7Q9GNQK9tODI1GQ70sP2Ke1sL7Wj+ihLAD+OhzuWOv5E4zQxAKi81mFR3q9IQpVxTxRXPOrS9am2yRlgT/6UPycyo12/8j6/3+Icp3kG8NRTflYbNILsPDsS6Ttk0asunt4bSqbvbZzrRTrfltn0BytNFZCyi6Er3fhYr1lO8KK8K1FtTtBff+qDgtSzL1+5ravllywz0DTOks695Wth9Uhpm5iPQQBCHPhFZRHLJvDmzEqWmKfkpYNaXvyS4h+jGmFLPrsSmqSARb1SecHTXsuRht0e/q5EhFL5POwrLD16j9+ireWXbM6GAwL2+eZCOqApS03YzM7O9lfc0iHUa0qk7EjEF882BLnu1RV6VdIQhC2UCcDiWJhFswvZKSq51LdIYb+06T1OHMBhGw3+5Xja+viwBgp7YJ3RsonvLrZj9Mhi96HQ6KkvzFrarz/5jQgXEdaqn6fG4f5Jjb43zt/CVTnecx0/lHhny9ncmLD1u1OS0zj6t9I7Os8N45a2x6uzoR6OOGc3oiozo2NFWhsEHW3MJ0a7bsMUvRcPWBh5YqJfG+yFtEhyDYFWd3qNpC+ZyP/Vt5ADTXTQBTqcPiIDkG5t+jiLDmRdSy2Wh4dI1lf/QFJS3DxUN5aDd/CG45TtlWbgLoBcmqtzEdt1dEgSGtwLGciMT+93r2x131DzhP7TD1laToGkEoQwT5unFqWn8e71LbmHoa6ONGxIxBdK5XEYCpQ62kn+nJWgrTQMualvorQ5opujtRCZblwefvukTDt/8D4G5iGlV8lQiF95afsBhr4OG5+2wes0ZJqlIhCELhIE6HksSd88r26OJcDX/gx92cuqr3Vu/4XCmFeTPLj8DNcNXuskwlFDgeD7acuW0M1TNQ2UepidyvcWVlZXX9VNXxtrX9ef+eJqo+90TFs35X54W3xhDCp+PfI9dItPKjZ6gP/dO41hbHLLh5QnnYr2e2AlfXlAeu0WggMx0yU8El51C8rGrJJ65Zr85hxNVbKXt3ZjWEdMvZXkEoLJzd4doh5eF+zZtw9E9TFQcDocOKwzLFrn8nwoXNMKePInRpYMK27M/VaBTNFABnM6fh4xtsn9NosCLQ6Gembm4ecWAv7YQ6PaFCsPXUlrwQeQCmB5WcSBRb+NWEdk8pESbWMGhTHF1siibp+krR2CYI5RA3Z8dshQvNU0wNKRcGcfCEFMv7r7qBXla1swzP/M2q2053C56ykn8OX7M6rzViktNzNU4QhPKBOB1KEhn6B/ar+2Hp00o7Kdoo/piVXRfuUFGTZZUpLUFJ0bDCptO3+CTjPu5JVSIidDpLdeLj+ofw6cPCQKOPdrBCcIDp4cDxkvJQ8a/WJDRZX6M4IqatsPSEx+l/sBoE5SJfz8lVWcHs9S54VoK6faBeP9PxhNum/x9Xrxyna1WrAk91q0OQj+Kp/3hkU9uD2zyuPBDt00eeZBG0FIQixfBA7uwBB+fD34+bjjUfAx0mQp8iFDhNSzI9eP7YHU4utxzz3EGoks1nzIAhkqDFQzD0K0WwtXounJK2uLxLvX9uff5KimakwBOboNGQ/NsCSppW28fBp3rB5ils7v0RBnxkVfgTMAlq7vxScTQBuPkViWmCIFjiblYKM6yaEonUcto6AOJT1A/99QK9WPRke2MFjNoVPY3HHPSOjYVPtMfTJfvUhngbERRZBSPP3VKcv59mo/u16Mn2vH+P7WgNQRDKDuJ0KEmYh6km3FCcBx/Xhv9Z3qgaIggqGZwOY5Yo2zl9lBQNc7SZxCalM29nBFd0lTmiq2s8lDUnz1DK0sXRAc4pP1zGm0sz1kzuyq7Xe7LnjV5waAEAi1ymo3VQvO5rXZUScYv2XWHXeZPY5YXbCZy8rjg2fNyyVy4GIKAOjPgJgprAffOgdldYbbaytvsbk9PBJWeng6ODhikDGrL9tR5se7UHIZWsnNNhorK9cUzZGqI9YiMtxwpCUeHsDgH1oNsrirCfgQrBMOxb6PeB0i4qPqwC0wJgTl/bYwJyKRTroNdWOfCLkjqRX+0DQ3SEIe0s/oYSCfXrCCViylZ1BlsaENs/g5l1rR/LCz5Voe90CGxY8LmKE3NnxMFflG1JK9UqCOUINzNdLD93dSTn9JUnARjcVNGmWv5cZyp6uRKTpDgjvN2c+H5sSwAC9FGgXq5OHH+/PzPuDcvV9c2jZbM6I17+8wgAnepWtHl++5AAxnUIztW1BEEo3YjToaSgzYQ/HzbtR+yAi1tM+5kmj/XNuBQav6vkQD+XNpFbfb815dpaI+kOzd5fy+bTt+njsJ8ODspNYvUK7kbnhbl4EICzk1k43+7vLKZ0dXKkiq87lX3cVP0OWstwOkO1ioTUDHp+usVYnsnLLRc1mu9GKFoXAMGdILiz+vj2z0ximbmIdDDg5OigUmFW0Wiosh08S9n21Ium2bsUnyDkBa/KiuNLp4MIs5QFX32KwYUtcH5j0dt1ZU/B53BS0rpUQob5oUpzZRvSHTJS4dMG8O/zpuNLHrF+Xmaq9f5tn4Iu01SJI7/odJASB6kluGSmTqdU/tj6ie0xfmZ6Puf077WEG9bHCoJQ6Dg5OlC/shfThzXBx910TxU8ZaWxYsWno5px/L1+xrSK23ox74xMHX1Dg5g6JJSX+qrLc45oVZ1HO1kvWVnBw5lhzRUNiCSzaNk4G+kUFTxzscAkCEKZR5wOJYUtH6v3M1PByeyBPmK7sWkoQwSwXNuR6JAhiqK6LZJj8COeD51+YrbLLCY4rgAgJV1rjHToE1pZdYqzowO0f0bZaTAwHy8IZjt/CsDK8OsAvLbkqOp4roSDvmgGn9QzM8zdyiB9SF8uNB1yRc12Sr54ZX3In+Hv0OUl+8wvCPnB3U9Jwfp9tLo/JUbZbp0JW2YWjS02UrhUNBmR+/mc3ZUSlPf+lPPY7HDU33QfnA+ZehuP/KYec2YNLJ8E6WYl5G6fKth1c0KnhRk14H/Vch5bXGSkKI5VTTa3BV6V4L5flLbBUVNQvQtBEArE2sndGNu+lnLfZgVXJ0dVpa5JfZSqZCeux+HgoOHhTrVVaRqg3AM+2jnYYq7mNfz486kOtK0dAEBSqsnpEG9D60EqUQiCAOJ0KDmYORWMzDOrfV6nh7GZkm4KZ6uhuUlm/C1wdLU8X58m8Nav6xjouJcHnZSVqbcyFIX71PRMo7px1qoOTg4a6P8/ZWfF5Oxtr9oCPCzD5/o4KnoQe/Wlmc7fNq3y+Xnk0/NtzelQsT6MWpC73PH8YIhwMEQ8CEJxEKAP86/VCV4+BwNmQtdX4cE/lP5h38LIn4vGlnTrdddVtHo4b3NWrAfObjmPyy1ZRXUN/DYKDsxVp7PFXLE+tlYnqNXZ+rG8YJ6WcGFzwecrDAwCxjlFdXgrK5y4eEKVZuDhX7h2CYKQK3KlkwV0rWc73cGcil6ueGcpK/7Ps52oG+iNp6vynZaUZnI0xKWIcKQgCLYRp0NJoZqSV0etzlCzo+VxnUmgx1D9AWCh84dU3j3dFJ5s4JHV0Ps9ePMGv96sRS2NKQR2uIMSmh2fmsHMNacB8HBW/7AY1ZID6ip16s1XBc1JilZWugbqIzWG/whvR0GdnhzUmnKhoxJScTVTTN74Unfr82XF2QMa36vez8qeHyB0KHgF5m7OvNLuKXh8Y8FDrAWhIITdBxO2QqfnlRXndk9CzzcVvQBQKg/4VCl8O26fUcLwszLkS3joH8XZWbe3or9SnPycQ6rGnfNKJNWaN03RIlmJvwGeAfa1a/499p3PXix/QdnmpNHgqX9gGfKF8n4UBKFEUCvAM+dBgJ+HEhl7X6vshW3dnB0Jf68fG1+yrNzl7mxwOlimV1QwW1T6+xkr97OCIJRLxOlQUnByVcJaxy+HR1eDe5bVo/A/jc1UvdNhlOMmajrcJkPjotZ0ePEk1OqohBo7u+NCBo84/mc8/JLzEmP7wCVlFd/gtQYI9DZzYNw5p2zXvmXd7mN/wVctFSV7gIp1FeHJ8xsJdbpqHLb3YjRHrsQAsOSpDhalK62y4F5IT4KEm6Y+Q6pD3+nQ70OlvWUGnF0P6Sk5z5kfvCpB9VaFM7cg5BaNRllZtsWFzYoDrrA5s9p6f9xVqN1NSUPq9U7h22GLJ7fYPmYQiQX4ZaCiGXPzuDrqwZzoC4p4Z3nAWf/A0uXl7McF1FF+n7Z+ColRhW+XIAi5wsvVUifrya4hVsdGzBjEzGyqSpgTUsmL9S92Y8sr3Y19hnQNc6fDS38owpGLJ3Rg7iNteGtQI1rWrJBb8wVBKOOI06GkkHxXKT1mqDWfVUch8baxmZqRSVvNST52Vko5ZuAIHgFK2bmOz5tWPtOTYfUU/nF5BxeN6Yfhts6yDnP/JkHG9ndjzR6wg7so230/wTftQKtVn+hfG3pPVUp1Alw/aqzy4KZN5mnHfwGYblY6s3VwLsNxz+uV6N3NfrQM6RVn1kCLsab+hSMgLRch34JQVjm1Ela/CsueVYRpC4u7lyz7/GrClo8Uh4SHf/bOkcKmanMl2srAG9dMTpBdX1uOv7DJttMBnSmtxV4Y0hOKg7hrkGiqJoQ2E34ZDEf/gK4vQdsnc1dho+dbcGm78n4TBKHEMijMPtFvdQO9VJEUBg2Ivw9GGgXJDdUrQip60qNBII93se7wEAShfCJOh+JGp1PU1Q//phLw+sprImc9WkKN9kqHXvU8I1PLxVOH+MN1mnFs9XO/Kc6KzDSI3GeaW+MIe74j1EH9kFChgj9vDw5V9VWvYEpbUHnLa3UytWMjTU4RA7+OUEpKNhsNTUZC42HQ5F4lFBx4zXkRANdiCxCFYL5q6qgP24vYBm5ZnCdZ9wWhPGGocHPoV8VJufZtuLzb/tfZb0U4sNmDynbD+/a/Xn5wNNOMcfFUoi/8rZTv1DhA5SaQHGN7rop2inQY8qXpmlmdt0XFt+3hz/GmfUMllL+fUP6PBuZSiLTNY+AZCK52Eu8VBMEuGEpgGsiVYHc+8NA7HRbtu8Kjv+xTHXOyIWgpCEL5Rr4ZipvEKDg4T0kjSDKtzp3Z+Cv1kg7C0C/ByR02f0jG1lks/XIyjsf+tD7XC0fg/l9N+zYqWjg1G0VnK3WTd73ek5f71qd+ZbPSk93MVrLSEuDWSdO+eTqDewUYOccUlRB9wXiosSbCur3ZYaZhYbHS6OKllMQzp1ork3K9IJRHzD8nyyfBzi/h9Cr7Xyd0mLKdfAKmXIF6fZUUJ7Ct/VLUTPVVt2f3NFVdMEenhZvHrDtSDAQ2so9N9fsp27hI5fu+qNHplIgO83Kr5t+ZaXmwKSkaEm+J00EQShj9m1ThwoemSNnCcjp4upi+O/ZcjCZ4ykoAHmhbo1CuJwhC6UecDsWNuV6BjyLqc+jyXdJwIkXnDD5V0erFE502vsd9sb/wnNM/qimO1hxHQmoGd5yrcDU9GyGhJzbBlMvQbQo1/C2rQFTxdWdiz3omEUlQVNdfNHM0LH5ISWNIT1FuOm3hZUrXWOn6Bp4oDyNTBuQidBfg7kVl2+tdtfI7wBtXYdwypW1YPSwpDzuCUFwEmK3kG3QX4m/A0qfh5Ar7XOPQQjjxjxJV5FsN3HwUwciaHZTjGYWkq5JfWupX9a8eUItFOuTSQfnCUSVSwh6Y6x8Y0tGKknMbLPv2m1U7+bAKbPwgd3Ot1JcPdpXoMkEoaTg4aBjfoRYAFTxyoZ+VD2r4WxH1zqZfEARBnA7FjVl0wyGf7gRPWcnE3w6xRtuGZqmz0bl44ZB8J5sJYNyZTjSduobOH22i04yNVsfs67dMqZDh5gsODniYeakfal8rexv/esLUvhuhKL7/OR4S9DoTDyyyPMe/tmrXG2UVrVv9Stlfy8DXbZWteWSFNaLOKNvCqlwhCKUFa+lFRxfDkd9g8Zj8zRl1FhaPhVP6iIllzyjbTi+YxnR8Dkb/prTzslpeFHR50dQ215kYn0snTIUcvhvzQmCo8g8gJc5+8+YWc4eQIZLMPDqm0wumKko5cWWPfp5iShMRBCFb3hocyvoXuxHka8cyxFnY/1Zviz4/98JxcgiCUPoRp0NxY7b69fo1RbTxakwyoCEVF9Iybd/UpQybQ7OUH4nBG60OktMV8bg7CakcuxrLiO92csVbudEOSL5ocf7T3evQrLov04Y1yd7G9k+b2l6B4OiqqJcbIh08rTzwNx6u2m3noDgPclW1AkCrz0+vHJr9OEO+dXY52YJQHsgu1N0n+9JoVkmNh69bw8nlsOgBpa+Zftt8rHqsmx9UqA1DPs/7dQoDw3dShWBTn5uvKSKjUoMiNwkHB6WMMUBqITgdtFpFG8ig7ZGVJL3zuslIk9OhdlcY+zf0eR96TYUGA3J3LYOT155OGUEQ7IazowN1A71yHlgAKnq50qqWujqFr7uzjdGCIJR3xOlQ3CTfNTZPJVk+NCSl2lahd3RyJhbLH5Xvt5xn4Z7LHLh0l553XuWZtOep0PZBi3Gv9W/Isomdc7bR0yw6oVpLJSfZzUcJ3QbrUQbVW8NUkyL8TPd57H29J5V9cuF111e/AKD9M9mPraCPqHAp3B9XQSjxBIXBIzbKWfabnvf5skYtXNhs+qx/Wl99zMEBXjgMYSPzfp3C4IUj8MZ1pd1oiLJNjVciHN66ZRkVYu6cKEzc9KWNzVM97MWJf+Cfp2Hbp9aPx10DNNDhGfg8TKkAdGmnoi+x7h14v4Jth0VWHvkPHluvCAgLglBu6dlQff9X2cfVxkhBEMo74nQobgyl2u6dbfVwUnomsf5NrR5zCmpstf9OQhpxycrNY7pWwypte7wL4n2+dVzZOjgpq54Ae75XKmW4eJtKdGYlM8PYdMlMJPCzIEXULT2HvG+D4n7oMHDK4Qesagvwqgw9Xs/5dQhCWadWR1OZW3NWT1G2yXfh9hm1UKstMrLopMy/x1SWdth3BbOzsHHxUP4B3DimbFNiFeFEJ1dFJ+aFo3D/QuXY3Yiiscvg7LBXekVqglL9KCnalD6xdzact5Jmd/eiIvS7cJTiOP5tFMwdoKTPGNjzfe6u6+wGNdoU3H5BEEo1LWuqIx2q+FnqhQmCIIA4HYqfjfrSl01HWT38xLz9zKwyi4/SR7NPW5+dHRXnRLpbAJqK1uvH/33oKivDlVU+Z0cN1fzcC1bCyLuKEk6tzVD31+4G3adYCj0auHrAen9OZfUM1zEX2bSFmw+8fAaCcxGxIQjlAfPqBAYSbiiOho+C4Zs2sPOr7OfQ6RTtlqykJYJvTWhuGTlVYhn5M7R9EryzOEcr1IJGg00Vd4oCV0OkQ2z243LLkd+V6kdbZ5qivZKiYMFwy7Etx0G311Q6QhY0vd8+dgmCUC5oV9tfte9fSMKVgiCUfsTpUEI4ed36yteJ63H8euAW32UOJeq+f+nYUMmhddYoWg/fj23FgCZBVs8FSM/U4eVawFKSDQbAsG8s+129oONE2+fZEiWr3lrZpsRaj3pw1EdleFfJm52CIMBT26337/nBlGpwxIr4qzkZqdb70xJNEQSlhWotYeBMJQXEGg0GWu8vDAzpFfbSdDBUGkq+a9LBAajVyXJscGdo9bBp30H/PVuvr6lPBHkFQcgDDg4apg4xaW+5OctjhSAI1pFvh+Jmaiy8G8P8XZdU3aNaWwq/9WwUaLrhd1H0H/o3CeK7sa2yvYSHq41IhIKy6EHY9a3t447OcI+V44aUiZl1YcmjlscN6RVdXy64jYJQ3ggKg4oNoN1TMGiWqf+/10zpUbeOw4ZpcP2I9TlS45VtpYYqbRaS76qrQJQFBn8Ozx0smmu5eIHGwT6RDqnxptKVTUeZoijAsqpEajycW6/oNxgwOCkC6kLF+qbyw4IgCHlgXIdgY1tVcl0QBMEMcToUJ6kJcHIFxF3jVpx6xb+qlbw4VydHRfCschgMsiEWZoVDl2MKaKiefv+z7Iu7mv05LcbAo2tN+56BcH4T3DkPji4Qf80yv3zvj8rWy3YEhyAI2TBxLwz4SNF4sMW2T2B2T+vHDCvxnSap+yO2lT2ng5MLBNQpmmtpNIoAY9snCz7XXTNHdWAo1OtjqlJyeZdSzcLAjWPw6whFODIsSypf6D0wcR+0Gl9wmwRBKHc4OGgY1bo6IZU8i9sUQRBKMOJ0KE7ir8PiMXB5F55ZUiBspkS4esPT26F+X+vHC5PAhsrWxazKRk5CjwA12kL/GfBaBLx0CgZ9otwApyXAtUOw9i31+DdvwpNbwDPAbqYLQrkksJES9QBQx4qDIatOC8CtU3B8qdI2CB++YBYRkZ5seY6Qe6q3UipH/PNM7gQ9bWHu8I06o++LtH48KAwe3wC1u8CI2WohUA/5nhUEoWB8PLIZG1/qXtxmCIJQghGnQ3FiuHl3cqV+ZXXJRzdndUrEd2Ns6CPoGdRU0T+w5mn++5lsVjvzgrN+bnNnQG7EHjUaaP+0IthmEJ28e9F0fNfXpnZmhqKMXrV5gc0VBAEYrE+xMFQ0yC6CSKuFb9uZBG4NTocKwUpkkmcl6PJSoZlaLji1EpY/D4cXworJtlNcciI5xtQ+tFCpDGTOP08rW20mfN8JVr9m+nual0EW7RxBEARBEAoZcToUJ5H7lK2jCwmpmapDm07d4o8JHYz7A8KyvzH89L5mbHq5O78+1s7imFZbgNU0c6q2gIaDYfRvpr4re/M2x86vYf176j7zfOpfBik3z2vfzr+dgiCYyFrZJeGGqe2TRTsmJUa972b2INtoqBJpJTm7BcM8suvAXDi9OvfnpsTBd53h+lElUsxAr3csxxqqmOybo5QEvbrfFFlRqYFpnKuXxamCIAiCIAj2RJwOxcmd88rWtwYJqemqlIrJferTvIZfrqdyc3akdkVPqvq5c/DtPhx8u4/xWLM8zJMtTi4weiFUbmzqGzgzb3Nc2AzbzcTtHlsPWz5S6syDkm4BsFNEzQTBbnR+0Xr/i8fV+1nTpcydDjePQ/QFiM1Bx0XInv4fqfc3W9HKscWVPXAzHH7oAiv1f9NKjeDMf0q751vwxnXTeK0WVr9i2jc4jPxqwqRweHxj3u0XBEEQBEHII+J0KE6iLyhb/9okpmZSwdPZeKhGBQ+cHfO3oujv6YK/pwsrn+/ML4+0wdmxEP7MhnruFRtkPy4rLlnSP+b0hqOLTeKRmfpSfX3eL5h9giCY6PEmdHxeabub1VVfPQUyzUotuniaKl5UbKCkRBkwpEQ5Sh32AqHTR7XdY6UMsdXxOjj6B+z4Ev59zvJ4cGeTA8LJXalw5FFRiUw78Y/tef1qKvoSgiAIgiAIhYwNtUKhSDijD6t1cuNIZAyJqZkceacvR6/G4OuhOCBa1vRjfMfgfE3fuKpvzoPyS9/pSn13nzzmA5uH8o5fDvOGKO29s6H7FNMxebARBPvh6AR9pyn/4m/Cpg+UEPs1byhh+PfNg4p1If4GXNyinOMfov683jcPdn8LnhWL5zWUFY4uVrbLnlW21dvAjXDY9KHyf+yU5bvv5nH4+wnrc/V6BzaYOWiT9RFjL58FBwf4wOz7uf2z9rFfEARBEAQhj4jToQRwOyGNC7cTAfD1cKZLPZPI19/PdCous7LHKxDCRub9vMQ7pnblJlC7m/KQ030KJN81HXNyK7iNgiBY4l0ZhurTl7yrwJJH4M+HoevL8KdZ2cTrh9XnNeiv/BMKRmq8Zd/+uXB6lfId6FlJcRgYsKah0fheOP43OLpC/f6m9IrG9ypbw/npScp2wMfQboL9XoMgCIIgCEIekPSK4mLTh8o2sDFtPlhfvLYUJWfMRNNcvMDZXWmvehk+CjYds1bKTxAE+xKrL7F4M1ztcABoOqro7SkP3DcPntph2o/cB/vnKO1jf8H7FSDhlul4xHbLOY7/rWzXvmmqgjTmLwhqYprn3+cUTQ5XH3E4CIIgCIJQrIjToTj4pp0ingjQ7VVj91uDGhWTQUVI5SamtpMLDP4cqre1HJebUpyCIOSfnV/BOhtVYpqPhbD7itae8oKrl8k5kJU1ryvbT+rBoV+Vdmqc7bleOAIZKUrb4MAFiL4IB+dDSqxUGxEEQRAEodgRp0NRc+xvuH3KuJt24Fdje3iLasVhUdEyeqF636eKOq3CgKOrZZ8gCPajSnPbx4Z9A0FhRWZKueSx9RDS3fbxZc8qVX0ys0R9VWutbCs1BL9apooj5iK9nSbBvbOVdkqsvSwWBEEQBEHIF+J0KGqWPKLa3eLU0dj29ywH4okVguHpXTBmianvzln1mDo9of1TRWqWIJQ7gjsXtwXlmxptoKeNSBMDe3+ELTOUtmHs1f3K9vYpVEeSTwAAxA5JREFUJYph2PfQ4y2o0sx03rn1tsUnBUEQBEEQihhxOhQj2g7P8cTR+gB8ODwMTXkJg60cCvX6WD8W1BRG/w6u3kVrkyCUN6x939TtA1NlZbzIqN46++PbPze1O9ioPuFbDbq9ov57uvkU2DRBEARBEAR7IU6HYuS9/c6AcqPYtrZ/8RpTnAyaZWo3GQHOUrlCEIqFZqOL24Lyx4g58OQW68cykk1tZ3d48SS8FgE+1WDwZ7bnNC853PlFu5gpCIIgCIKQX8TpUNQ8f8jYjEh0NrZdHMvxn6LNY/BujFJH3qcc6FoIQknh8Q0wYZtpPz9lcIWCETYSqjaH0b8p+56VLMe0e1rZ+lQF9wrw4glo/ajtOT0CTO0eb9rNVEEQBEEQhPzgVNwGlBvuRsDxf/RiXxpAx3atScHcxakcOx1ACQ2OvgBHF0FTUc0XhCLBEN7/7D519QOh6Kml1/cJvQf2/aQ+1u7JvM3lX9vUdpSfeUEQBEEQipdy/qRbhERfhPXvwqqXoedbdHFeTCaOxsNebnJjSM32phU9QRCKjkr1wa9GcVtRvnH2hC4vQ9goeO0SDPrUdGx7NqkUtqjSDCrUznmcIAiCIAhCISNPukXF7dOmdvMxXFl1UHXYy1X+FHSeVNwWCIIgFA9OLtDLrJpFm8fhwmY4uRx6v5f3+Z7cAjqd3cwTBEEQBEHILxLpUEQciY4gU9/u+M2JYrVFEARBKAXcOa9sM9Pzfq5GAw7yEy8IgiAIQvEjdyRFwMXYi4y9vZKVXp4AXItNUR0Pn9q3OMwSBEEQSjIPLIK+H4B35eK2RBAEQRAEId9ITH8hotXp0Gp1HLmcRNMEF6pmZKiO+7o7s+eNXrg5O9qYQRAEQSi3VKgFHScWtxWCIAiCIAgFQpwOhcizG5Kodmgr524lMN/ZnVCnNMIdKgA6QMOAJkHicBAEQRAEQRAEQRDKLOJ0KESSM+DcrQTQpPNh9UScHYKIcHGGU+mgc2FS7/rFbaIgCIIgCIIgCIIgFBridCgCgny3ctUtA3AGwMnzLG/2uI8gX7fiNUwQBEEQBEEQBEEQChERkiwCZmkWMiAhEWd9+TJn/+080knqpwuCIAiCIAiCIAhlG3E6FCLVuE1DzWU6JqfQLDWVdI0GAJ3WvZgtEwRBEARBEARBEITCR5wOhcgM59n85zpFaQf4G/udvU8Qfjvc5nmJ6YmkZKTYPC4IgiAIgiAIgiAIpQFxOhQi32beA8B3fj7GvoQzb+HvUpWXt7xs9ZzvDn9H+9/aM/6/8UVioyAIgiAIgiAIgiAUFuJ0KCQSUtIY5rADgOD0DEYHtGTPA4d4vV9LotOucS3xGknpSRbnVfSoCECnqp2MfeG3w3lx84tkajOLxnhBEARBEARBEARBsAPF5nTQaDT9NRrNaY1Gc06j0UwpLjsKi4vL3+WrkLP84uPNTUdH+rd6Bg8XJ57sWg9fV18A2v3Wjm8Of6M6LzY1lgC3AI5GHTX2LT69mHWX1pGUYemkEARBEARBEARBEISSSrE4HTQajSPwDTAACAUe0Gg0ocVhS2HxU9RyYh0d+TSgAp8GVOD3038Yjy0dupSu1bsCsOPqDmP/e7ve44uDX3An5Q57ru/h4M2DAHSs2pGZXWfi5exVtC9CEARBEARBEARBEApAcUU6tAXO6XS6CzqdLg1YBNxTTLYUCt2dG6v211xaa2zfTLrJ1situDq68tug34z9WcUl111aB8CPR3/kla2v0HR+U5aeXVqIVguCIAiCIAiCIAiC/XAqputWA66Y7UcC7bIO0mg0TwJPAlSuXJnNmzcXiXH24EDGCGrrjnDRxRkARxyN9mt1WgBSM1NVrylEG8JpThPsEkxEWgTrz62nXVI7nvF5hpdiXwLg7vm7bL66GUEoThISEkrV51EQcqK7lT55jwtlBfnOFsoq8t4WyiJl8X1dXE6HXKHT6X4EfgRo3bq1rnv37sVrUB6Ir3CNuM0juOjyLwBjQ8fSvU134/G5N+Yy7/g8Poz6kOuJ1/m538+sXrNaGdtiLNP3TOdG+g0MrzmccL48+CXV/KvRPbg7glCcbN68mdL0eRSE/CDvcaGsIN/ZQllF3ttCWaQsvq+LK73iKlDDbL+6vq/MMKRZVarX8TXuv9xGXSKzdVBropKjuJ54nUCPQBacWGA8duzOMcLHh3N03FGS0pP44cgPrI1Yy+zw2Ry/c7zIXoMgCIIgCIIgCIIgFITicjrsA+ppNJraGo3GBRgN/FtMthQarTxb4ahx5IWWL1g93sC/AQCDQwbzfsf3GVl/JI38G/FUs6cA0Gg0xKXF8fXhr3lpi5Je0aJSi6IxXhAEQRAEIY9suLSBI7ePFLcZgiAIQgmiWJwOOp0uA5gIrAFOAn/odLoyt4TvqHHk8LjDPB72uNXjDf0bAvDzsZ9xdnSmrl9dTkafJDUzlbnH5jJj7wwqe1TmwNgDzOw6k9q+tWke2Jy4tLiifBmCIAiCIAi5YtLmSTz838PFbYYgCIJQgiiuSAd0Ot0qnU5XX6fT1dHpdB8Ulx3Fyd9n/za22//WHmcHZ+YPmE+IbwhX4q+w6NQiAFwcXehfuz+TWk6i6+KuvLntzeIyWRAEQRAEwSpzwufwTa9vWDl8ZXGbIgiCIJQgis3pIMBXPb8iyDPIuP/H6T9oEaikT4RHhZOpy+SrQ1/x3eHvuBx3mctxlwHYHLmZ2NTYYrFZEARBEAQhK4npiXx+8HMWnlxIVa+qxW2OIAiCUIIQp0MxUtmzMutGrmPRoEUsGbKE+QPmG4+93vZ1AJwdnPn2yLdEJkTycJOH+anvTwBsjdwKwOqLqzl863CR2y4IgiAIgmDAzdGNr3t+zc5rOxnx74giu266Np0vD34pizGCIAglGHE6lABuJN1g5PKRLD692NjXsnJLwseH83Tzpzky7gjtq7QHYO+NvQB0rd4VgGm7pjF99/SiN1oQBEEQBEHPrAOzmLhxIgBn7p4psuvuub6H2eGzWXdpXZFdUxAEQcgbTsVtgACz9s8CwN3JXdWv1WlJy0zDzckNgNPRp/nx6I9UcK1gHPtux3fxdvYuWoMFQRAEQRD0pGamMv+EKVrzj8F/2P0aOp0OjUZj0d8mqA1LhiyRlA5BEIQSjEQ6lABCfEMAGF5vuKq/2fxmtFnYhkmbJnEn+Q53U+8CkJyRTGR8JADVvasbS28KgiAIgiAUNQbNKYCHQh+iUUAju1+j6fymhM0Ls+h3dXQF4FT0KbtfUxAEQbAP4nQoAbzX6T2WDVuGs4Oz1eMbLm8AoH2V9hwZd4SUzBRWR6wmPTOd0StG0/2P7uh0uqI0WRAEQRAEAYCkjCRqeNfg14G/MqLeCJacWUK6Nt1u82doM/By9uKeOvdYHDty+wgjl4/k0TWP2u16giAIgn0Rp0MJwFHjyEubX2LtpbWq/rUj1uKgceD9ju8T4B4AgIPGgcWDF3N/g/tVYYZX4q8Uqc2CIAiCIAgAh28dJjI+knp+9dh+dTvv7XqPlgta2mVunU7HkKVDSEhPYNn5ZWyL3EZqZqrx+NKzSwHY8cAOu1xPEARBsD/idCgBRCZEci7mHBrUuYp+bn48HvY49SvUV/UvP7+cFza+gJODE590+4S+tfpS0b1iUZosCIIgCIIAwP4b+9Ghw0HjQOdqnY399oh20Gg0RCZEGvef2fAMb25/07g/udVkVg1fhY+LT4GvJQiCIBQO4nQoARj0GQzaDgbcndwJdA9UVbUAqF+hPsmZydxIvEEVzypM7TgVD2ePIrNXEARBEAQBYMfVHWyO3AyAm5MbdfzqEOCmRGdeiLlQ4PljUmJwcnCikb9JJ8Kw0KLT6fjx6I/8e+FfXtz8IknpSQW+niAIgmB/xOlQAuhcrTOr7l1FsE+wxbHbybc5H3Ne1Tc4ZDCR8ZH0WdKHMavG8On+T6U+tSAIgiAINtHpdETERth9XkPViDq+dYx93/f5nlaVW/HU+qfYfX03WyO35lt76lbyLTK0GZyMPsnTzZ5m++jtTGk7hUxtJnOOzWH+ifl8f+R7LsRcsKuOhCAIgmA/xOlQAvB09qSGdw2cHS2FJDdc3kCgR6Cqz8nBieSMZOP+X2f/Yu+NvYVupyAIgiAIpZM/Tv/BkH+GcOT2EbvOW9u3NjO7zuTVtq8a+xr6N+RM9BmikqN4Yu0TPLvhWXZd35Wv+ev61eXBhg8C8ETYE/i6+gLw6YFP+eLgFwD83O9nvu/zvfGYIAiCULIQp0MJZ1zoOAbXGazqM/zIAjzX4jkAVpxfUaR2CYIgCIJQemhZuSWTWk6ySOUsKOdjzuPh7EGHKh2MfTqdjvj0eOP+42GPU8e3Du/teo+P932cp/kdNA681vY1Dow9gLOjM2NXjWXW/lnG6NB76tyDVqelz5I+7Ly20y6vSRAEQbAvTsVtgJA9w+sNt+h7POxx9lzfw7E7x0hMTwRg45WNRW2aIAiCIAilhHoV6lGvQj27z7v8/HLmnZjHwbEHjX0ajYY1I9Zw4OYBetTogZeLF7eSbrHkzBIAnmn2DF4uXrma/0r8FVZfXM3QOkMJ8gyiaaWmBPsGc2+9exnVYBQANxNvMqLeCFwdXdHpdKrqXoIgCELxI5EOpRAvFy/m9JtD26C23N/gfvoF9wMgU5tZzJYJgiAIglASiYyP5IPdHxB+O9yu845pNIZfB/5q8aBf1asqfYP78v2R7wmbF8b41eONx1IyU3I9/8XYi3x16CtuJd0CoJ5fPeYem6saU9mzMlPaTmHCugmsuCCRn4IgCCUNiXQopXg4ezCn3xwAHmvyGJ2qdipmiwRBEARBKKn8ePRHlp5bSmXPyoRVCrPLnKeiT/H6ttd5s92bVo+fvXuWeSfmATAoZBB3Uu4wsv5IKrhWyPU1ulTrwsGHDuKocQRg6bmlRMRFMGv/LK4mXOXT7p8CShpGamYqN5NuFvBVCYIgCPZGIh3KAI0CGjG83nAcHRyL2xRBEARBEEogDzR8gPc6vsfDjR+2y3xanZb7lt/HuZhzPL3+aatjanjXAODVNq/yw9EfiE2N5efwnzkVfSrX19FoNDg7OOOgUW5Zv+n1DSuHr8TH1YcKbibnRatfWwHw99m/8/uSBEEQhEJCnA5lgKT0JCJiI0jPlFJRgiAIgiBY0iigEVU8q7Dw5EK7zPfk2ieN7a96fWV1jKezJ4BRPHLdpXWsvbSWK/FXcn2d5eeX0/639kSnRAPKPc/+m/sZXnc4b7V/y2J8XuYWBEEQigZxOpQBNl3ZxJB/htBlcRc+2P1BcZsjCIIgCEIJ4ULsBZ679Bxh88J4ct2TzDs+zy7z9qzZE4Cnmj1F+yrtrY5xclBn8X7T6xsa+jfkRuINq+OPRx3nrzN/qTSqdOhITE80znUx7iLv7nyX17a9xtWEq8Zx4ePDeSLsCSY0nVCg1yUIgiDYH3E6lAGaBzYHIDE9kcvxl4vXGEEQBEEQSgzPrH9Gtf9Oh3fsMu99De7j0EOHeLb5s7kaPzhkMKEBoVT3qm5MlTh+5zidF3Vm6dmlAMw/MZ+pu6ay6com43kZ2gwmt5qMj4sPAM0rNWf5sOXsub6H/n/1V11jdvhsfjj6AxsubbDHSxQEQRDshDgdygBBHkE0r9RcaXsGFa8xgiAIgiCUCFIyUlTRAK+0foXnNj7HmJVj2HN9DwlpCfma92rCVVouaMm/5//NcWz4+HCmd5rOigsrOB19ms96fMa4xuMAGL1iNLGpsby/632eWv8USelJtKrcCn83f+P5e67vYdNlkxPCzcmNWj61GFZ3GI+HPa661qSWkwD4+fjP+XpdgiAIQuEg1SvKAI4OjswfMF/qUguCIAiCYCQ1M1URc0yFN7u+SVWvqszcP5OjUUd5b9d7XIm/wr/D/qW2b+08zevm6AbAuzvf5fCtw7zf6f1sxw+tM5R6FeoRGhBq9fgXPb/g2Q1KxESfWn2ISY0xHvuo60eqsemZ6fx99m9GNxhN44qNVccO3ToEwD117snT6xEEQRAKF4l0KCNoNBq6LupK2LwwLsZeLG5zBEEQBEEoZnxdfVl17yoerfgoEzdM5PCtwwBU86rG8LrD6VOrj1Hs0ZzPD3xO2Lwwzt09Z3XeI7ePGNvPt3w+Rzs0Go3R4fDd4e+MDoaJzScSVjGMal7VjGPXXVrHC5teMO5bRGNoYPqe6Tyx7gkuxV1SHXquxXMATNs9LUebBEEQhKJDnA5lCA9nDwCcNBLAIgiCIAiCgqejJ1q0+Lj6sHL4Sp5q9hQ6dMzqPotAj0DV2JSMFM7GnAUgU5dpbTrqVajHW+3eYvvo7VR0r5gnW+LS4tgauZUDNw9wMvok73Z4l5n7ZxqP/zvsX5YNWwbA7uu76fB7B744+IXxuLODM9/0+ob4tHjOx5xXzd3AvwFvtnuTx5o8liebBEEQhMJFnk7LEJNaTmLx6cVU8qhU3KYIgiAIglDMhM0LA+CNKm9wZJwSnfDv+X95e8fbAHx16Cs+6fYJ/YL7Gc/ZcHkDWyO38kOfH2jg38DqvDW8a3B/w/vzZdPgkMH8evJXnl7/NMkZyWy4rBZ9XHhyobEUpoN+bcwQoWHgesJ1xjQaQ+dqnS3mH91wdL7sEgRBEAoPiXQoQ/Sv3Z+f+/2Mi6NLcZsiCIIgCEIJIRNTxMKJOydUx7KW0DwWdQyAP0//CYBWp7WYb97xeTyw4gF0Ol2ebWlcsTGPNXmM5IxkAF5v+zqLBi1iwYAFgCJSOX71eLZFbqNtlbaEjw9nbv+5qjlO3T3F6ejTcr8jCIJQShCnQxnidPRpms1vplJ5FgRBEIqXPdf30GJBCw7ePFjcpggliE/2fcLaiLWcjj7N4lOLC+Uao+qPAqCqc1Vj38KTC43tiu4VmT9gPpHxkTy/8XmS0pOMzoD1l9cTNi+MZvObEX47XDVveFQ4x+4cy7eA9ZxjcwDwcPKgZ82ejF45moi4CEJ8QwjyDMLZwRmNRsO6S+t4cu2TJKYnqs5/KPQhOlfrTHRKtMXcXx/6mqH/DM2XXYIgCELhIE6HMkQlj0o82fRJavnUKm5TBEEQBD1BnkGMDx0vJY0FFRuvbOTEnRP8duo3vj/6vd3nPxZ1jD/O/MHP/X5Gg8k5MLnVZBoHKFUfGvo3ZOe1nTy9/ml2XdtFYnqihTCkm6ObKqIgNjWWNRFrCPENybdtq+5dxYh6I/h14K/surYLgN9O/sayYct4t8O7vNH+Db48+CV3U+6SlJGEo8ZRdf6pO6f4/ODnxKbGWsxdx68OHat2zLdtgiAIgv0RTYcyhL+bP4NCBhHgHlDcpgiCIAh67qbcZU3EGlpVbkVVr6o5nyCUC/oH92d2+OxCmz8yPhKAf879Qx9NH2P/o00e5dEmj3I+5jxvbX/LWElieqfp+Lr68tT6p/ih9w9cib/C9D3T+bb3typtB2cHZwAcNPlftzofc56/zv7FfQ3uo0+tPsSlxfFgwweNx/85+w8no0/SpGITRjUYZXH+gNoD6Fmzp9X0igG1B9C1etd82yYIgiDYH4l0KGMM/WconX7vxM/Hfi5uUwRBEATg+Y3PE5kQabMSgFD+iEqOUjkcvJ29ydTa9/3RqVonJjafqHqYB9hxdQeLTy2mjl8dnmr2FC0DWwLw1o63+GT/J+y7sY8FJxcQVkkRodx4eSOxqbFEp0QzccNEkjKS2D92PwsHLrS4Zm5pVqkZs/vOppZ3LbxcvBjfeDzOjs7G43OPKxoOjhpHTkeftjhfo9Hg5uRm1fFxMfYi7X9rzz/n/sm3fYIgCIJ9EadDGaORfyMAPjvwWTFbIgiCIADGlLeG/g2L2RKhqEnOSGbn1Z2siVjD42seJyEtQelPT1aNi0+PJzUz1a7X9nbxZkKzCTSu2FjV//nBz5m+ZzoA3Wp0o4JbBZMdafH0qNGDCU0ncP8KpTrFryd/ZcWFFey/sZ8tkVvo8UcPZuydgaODOuUhL1Rwq0D7Ku3xcvHKdtzI5SOZsm1KnuZeE7EGAF8XX0Bx8Gy5soW4tLj8GSsIgiAUGHE6lDGG1lHEk5w0TnRZ1MWq6rQgCIJQNCSmJ3L49mEAfFx8itcYocj568xfTFg/ge+PfM+eG3s4fuc4ADV8avBtr2+N477s8SVuTm52vfahW4eYvnu6he7B972/5++hfwOQnplOx6od6Vq9K+NCx7Hz2k6+6PEFwT7BANT0rknboLZ0qNqBvsF92XL/FgCWnFnC0dtH7WqvOUfHHcXL2Yt+wf14u/3beTq3TVAb7m9wP1sit3An+Q57ru9h4saJnIk+U0jWCoIgCDkhTocyxtjQsbzc+mUydBk0D2xOuja9uE0SBEEot5yKPmVsLzu/rBgtEYqDehXqAXAu5hzjQ8cbH+YBriVcM7Z71OxRII0Ea1yJv8KaiDUW9wEB7gFGu3Zd38W03dPYGrmVWj616FOrDxm6DPzc/Njz4B76BfcjKjmKBSeUcpYeTh681uY1nmz6ZIGEJHNCo9Gw84GdjGk0RhWJkRtaVW5Fq8qt+OvsXxy8dZC0zDQA7qbeVY1LSk+ym72CIAhC9ojToYxx5u4ZPtn/CQCbr2zG1dG1eA0SBEEox9TxrYOTRtFszqrAL5R92ga1ZUpbJT1g3ol5/HHmDwDWX1rPt0e+pU+tPrzc+mXmH5/Pq1tfZff13Xa79tA6Q9k2ehsV3SvaHNPIvxH+bv4MrzucUQ1GsSVyCy0XtDQenx0+mwuxF1hyZgm7r++mzcI2fLTvI55r8Vyhi1ZrNBpe2vwS847Py/O5r259FYAQ3xDe2fmOxfHl55fT7rd2bI3cWmA7BUEQhJwRp0MZY+PljQDU9asLwIk7J4rTHEEQhHLL1sit/HryVzJ0GdSrUM+qCr9Qtmk6vykz9s4w7reu3JpvD3/L5M2Tqe5Vnf91+R/+bv7M3D+T1RdX88TaJ4iIjSgy+yp5VCI6JZpLcZdIzUzlRuIN4zF3J3faBLUBIMAtgCfWPmE8NvLfkXYXvszKnPA5StpH43F5PvebXt/wSJNHuJpw1di35/oeY7tdlXaAkoIiCIIgFD7idChjPNz4YWb3nc25mHMA7LuxL883BpuvbOap9U9J6KEgCEI+uZV0i2c3PMsPR38AlO/m93a9xw9Hfihmy4Si4FrCNcLmhan6Fg1ahJODE98d+Q6Ao1FHcXV0pV9wP3Y+sJOpHaYCEJkQaRcbNlzawNSdU9HpdNmO2ztmLz/1+8n4AP5K61cAJdLg6WZPM7vvbIbUGaI65/Td0yRmJNrFTltsvrKZhPQEavvUzvO59SvUZ+6xuTy74VmjgOuqC6uMxwM9AmlVuVWh6lIIgiAIJsTpUMZwc3KjfZX2tK/SHoBP9n9C8wXN8zTHcxufY8fVHcY8SEEQBCF7vjr0FQ+seMC4b8jX71ClAy+0fIE3t7/JkjNL+Prw18VlolCEGKIMH2n8CK+3fV3p1CjVLLLi4uiCt4s3V+Kv4O3iTaeqnexiQ2xaLOsvr0ej0WQ7zt3JHWcHZ6p5VeOh0IfoWr2r8ViboDasvLCSX47/Yuyb1HISb7R7A08nT7vYaYuu1buyJmINF2Iv5PncPkv6GNunok8xtM5Q4tPjCZsXxr4b+zh86zBtgtrwbe9vs5lFEARBsBfidCijzO47m3c6WOYx5ob3O75Pr5q98HPzs69RgiAIZZBnNzzLj0d/5NidYxyPUqoTNA9sztx+c9l1fRe7r+3mgYaKQ+KFli9w7u45Cesu46y6qKyqzz0+l1aVWwEwesVo1kSsYXqn6TwU+hCHHzoMQGR8JGHzwphzbA7xafGcjTlrFxvmhM+hW/VuuR5fw7sGr7Z5lWDfYFX/tshtxvaPfX4kMT2R0Q1GF6hkZm5oHtgcMJXAzAuPNnmUloEmbYppnaYR6BEIwKJTi9h/cz/fH/metMw0wuaF8eqWV+1isyAIgmAdcTqUYQaHDKZFYAseafJIns5rW6UtqZmpHLh5oJAsEwRBKP2cuHOC6bunqwR7H1v7GNcTrvPGtjfYEqmUF2xaqamxasEXB79g+L/DGbc673nqQung5J2TrLu0zrhfxasKL7V6CYB/z//LWzveYsGJBcaHdkMZTQMj/h2RY0pEbrgcf5l/z/9b4HnGNBoDKKKYh24dYnb4bKsRG/amgX8DBtYeyJCQITkPzsLkVpOp5VMLgFXDV+GgcWBQ7UEArL20lhXnV/Bqm1fp/WdvAFZHrLaf4YIgCIIF4nQow0QlRzGx+UQC3AKYd3xerm5i0rXpzD8+nxuJN0jNSC0CKwVBEEonH+39iMWnFxMaEMo3vb4BoE3lNjhoHFh+YTkno09yZNwRnm/5PE0qNlGd+1XPr4rDZKEI2Hxls7F9+KHD+Lj48HCTh5nVfRbuTu4AjG001jimb62+dKjSgfoV6hv7/ov4TzXntYRraHXaXNug0+lYPHgx60auy3lwDgytM5SWgS35X5f/cU/de3ih5QvG11GY+Lj48FHXj6jhUyNf57s7uVPXry41fGqwJmINc4/PNR47H3uej/d9TFKGSbtq1PKSLfR6KvoU269uL24zBEEQ8oVTcRsgFB4j/h2hWo1oXbk1jSs2zvacjZc38tup36jhXYOO1ToWtomCIAilhvMx53FycDKuoB68dRBQohcMNApohA7Fwbvvxj4cNIpv38vZi2CfYCLiIni48cN0r9G9aI0XiowG/g2MbfMUhD61+vDi5hcBmNB0grFfo9HQu1ZvjkUdo65fXVZdXGWsGgFw7u45hv87nJdbv8z4xuMBuJl4k95LlFX6SS0n8VjYYyobNBoNoQGhdnk9lT0rM2+AqWzl42GP22Xewub1dq8bF1vcHN0ARSfCvEzmk02fZPXF1VyJv8LJ6JNciL1AiG9IsdibE/ctvw+A8PHhxWyJIAhC3pFIhzKMIZ9x8eDFTGo5KVfnNKjQgAC3ACY0ncD1hOuFaJ0gCELpYtzqcQxeOti4/37H9y3GXIi9wKJTiwB4o+0bxv4QvxCWD1/OzG4zSUxPJGxeGNEp0aRr01l8ajE7r+7k3N1zhf8ihEKnknslKrhWYNHgRap+g94HYKGZNKrBKN7v9D4dq3ZkXOg4KrpXNB57d+e7ADSr1MzYZ3BsAaoVfAOxqbGsvriaO8l3CvRaSjsGEc1uNboRPj6cSu6VACWKYnKryfx49Ed611ScNw4aB97b+V6x2ZoT4ePDOTpOqm0IglA6EadDGWZW91ksu2cZiemJfH7wc0avHJ3jOduvbmdqx6lM3z2dvn/1JSo5qggsFQRBKPn4uvoCpgoEw+sNx9/NHw0alg5dir+bPyfvnGRInSF82eNL7m94v8Ucp+6c4s8zfwKgQcPJOyeZvmc6E9ZPYPi/w4vuxQiFxk/hPzGqwSgaB6gjC31cfAD4qMtHNs8dGDKQoXWGcjflrrHvodCHlO3qh4wr90GeQczoMgNQHAwGDFWnrsRf4dWtr3Is6pgdXlHpJyk9iSO3jzCs7jA8nT1JSk9iWN1htAtqR3RKNJU9KqPVaXOs9FEcaHVaMrWZHL19lM8OfiblzAVBKJWI06EM4+HsQYhfCI+ueRRQwntz4qN9H7Hs3DIqe1YGkLKZgiAIehYNXsSmUZuModrXEq7xWJPH0KFj2fllPNrkUepXqE8dvzr0qNnD6hxNKzU1hm9vvrKZMavGGI81DmhMhjaj0F+HkDMrLqwgbF6Y6uE/t9TyrWW1skMNnxqEjw9nYMhAm+fGpMQwcvlIFp5caOzrX7s/40IV4dFMXSaxqbGcjj7N2bvqKhdh88Jo9atSKaOuX12WDl1qrJxR3tl1fRdjV43lZPRJJjSdQIYuAxcHF/bc2MOy88u4mXQTgBuJN4rZUkt+Cv+Jjr93ZMyqMcw9Npf4tPjiNkkQBCHPiKZDOcKQW5wds/vOxs/Vj4b+DUnXpheBVYIgCKWDs3fPUs2rGhqNBq1OS7+/+hm/V3vV7EXzwOaMbzyeCzEXyNRlUq9CPYs5etbsSZugNnT8vSPv7FSXNT5+5zhODvKzXNxodVpe3/Y6ALeTb1PBrUKezn+x1Yv5vravqy8eTh78cPQH2lVpx5IzS+gf3J/RDUbzSptX2Bq5lWc3PIu7k7tKs8lcV+SXY78w9/hcolOi2fPgnnzbUpboUaMHH3b+kAG1B+CgcWBwyGC8XLxYOXwlO67t4ODNg5yLOce40HEkZySj0+nwcPYobrMBJbLKIHjZMrClcVFIEAShNCF3N+WAQw8d4lbSLap6VTX2Td40maSMJH7o84NqbPsq7QGl8kWPP5SVOhEtEgShvHMh5gIP//cwAD/1/YnH1ypieq+0foVzMeeMIr0Z2gw+2f8JUclR/DHkD4t5dDodF2MvMi50HCfunOBW0i0ux18GlNKEOp2uRIZ4Fzef7PsEX1dfnmj6RKFf6/dTvxvbWyO3qqpKFDYuji4kZSRR0b0i0SnRHLl9hFUXVzEudBzPNH+GQI9AOlfrTGpmKjGpMcZoh5/Cf2JIyBCWX1jOpwc+Nc4niwcKDhoHhtQxld6s5KFoO9T0qUlNn5o80PABfgr/iYUnF/LFwS+4k3KnxNz7PN/ieZ5v8Tzx6fE4aeS2XRCE0omkV5QDnBycqOpVlTURaxjw1wDO3T2HRqPBUaMO/0xKT2JO+ByikqPwdvEGMG4FQRDKM+blCg0OB4CxoWOZ2nEqzg7ObIvcRosFLehRswevtHnF6jxLzy1lzKoxJGUk0SKwhdHhALDw5EIuxl4svBdRivnjzB/MOTanSK41sv5IqnoqTvrqXtXzdG5SehJh88JYdm5Zvq//aJNHeaX1K1yKu4SHswc/9vmRql5Vaf9be9Iy0wjyDGLfjX3odDo+7vox/41Qymsuv7CcdlXaqeYy6JAIORPkGURD/4Y83expY4WOkpBiOnHjRJrOb8o/Z//h68NfcyXuSnGbJAiCkGfEZVpOOH7nOC9veRmAH8N/ZFb3WQDsv7GfR9Y8QseqHWlSsQk/Hv0RNyc3xjQaU2K8/IIgCMWNQeRx1wO7eHnry+y4ugOAlIwU3JwUjYdg32Ceaf4Mnat2popXFavzNPRvSIMKDajtU5vlF5azePBivjr0Fduvbqdppabi6LXBmhFr+ObwN5yOPq0qSWkvfgr/iX039jEoZBBD6wxl6T1LmXdiHr1q9crTPJ8f/BxQizvmlaeaPcXtpNtsu7qNs3fPsuvaLu5veD/pmensvbGXJWeWUNevLnP7zbWogjG903T6LOkDQOdqnfNtQ3lkcMhgBocMJjY1lmXnlqHT6eizpA8Daw/ktbavFZtdhuiGX0/+yvXE6zhpnHixdf5TeARBEIoDiXQoJ6RnmkIs2wa1ZcOlDTy48kFi05Qbo9aVW+Pu5A4oucmCIAiCJWsvrVWVIDaPgKjhXYOnmz1NZEIkV+Ktr0aGBoSyZOgSZu6fyanoU7g4uDC20Vj6B/dnbr+5pGamFvZLKHXEpMTQdXFXFp9ezMjlIwvlGusurWPntZ28uf1N/jrzF1N3TaWeXz0ux13O+WQzHm78MNM7TWdk/fzbuf7SegYtHcSDDR8ElJKYiemJjG44mttJtwE4F3OOi3FKVMzCkwvpWr0rb7d/m0xdpnGee+rek28byjP9/+rPzP0z2RK5heiUaGr71s7xnMWnFvPfxf8KxZ4ven7B+NDxXE+8jouDi9USqYIgCCUdiXQoJzQPbE74+HB+OPID7+0y1aGetGkSAF8e+pI9D+4xhhQCLDq1iB+O/sCmUZuK2lxBEIQSxdFxR8nQZdByQUtjX6B7oEpsTqfTkaZN4/G1jzMudBwvtX7J5nwfdfmI17a9xvB/hxM+PpxO1TrxxrY3WH5hOfvH7sfV0bVQX09pYu2ltYV+jQUDFhgrP0zdNZUqnlVYG7GWsY3G8nKbl3M9zzeHv8HF0aVAD/wtAlvwXIvneHDVg8Y+DRp6/dmLuLQ4Xm79Mq0qtzJWQZmxVymd+XyL56nmVQ2ALtW60D+4f75tKI/svLqTt3a8RUJ6AgDPbXwOgGm7pzE4ZLBVYcm0zDSe2/gcO6/tBJToEi+XnCuF5ZVtV7dRr0I9OlbpaNSjMGfXtV3EpcXRL7if3a8tCIJgDyTSoZxhCAO2RtYyTFfir+Dn6icl3ARBKNdsubKFpvObcuLOCcaHjjf2Lxm6RDUuKjmK1r+2ZlDtQdxX/75s5zSUTTSkU6RkpLD8wnIAjtw6Yk/zc2TVhVWEzQszigeXJHQ6HdN2TwPg+97f83SzpwvlOrMOzFLtrxi+goUDF/JQ6EN5mmf3td2cjj5dIFuqe1cnJSNF1efs4ExcWhwAn+z/hEmbJhkfghcPXsyA4AHG/Wpe1UTLIR8EuAfQtXpXVgxfYXFs3aV1Vs9p9Wsro8MBYPf13Xa3a+KGiVyIvcDZu2eZd2IeVxOuWoz588yffHv4W+P+qOWjVGVXBUEQihuJdChnmNegntN3DkvPLWVUg1G0CGzB4lOLORtzlrfavwVgUwhNEAShPHEi+gQAx6OO0zywOfNOzGNQyCD8XP1U43xcfXih5Qt0qtqJmj41c5zXXDfHzckNFwcX0rRpPLb2MQ4+dBBnB+c82RmdEs3y88vpUaNHrq5vYMe1HXm6TlFiXn2hWaVmnIo+RaY2E0cHx2zOyjuGB7T3O77P+svrOXHnBM0Dm+dpjg2XNtC9Rnfjb2h+ydRmkpKpOB3aV2lPLZ9aBPsG80v/X/By9uLPM39yMvqkcXxoQCgfd/vYuL948GKpgJIPGvg3YGrHqYCpQs2IeiOY2nEqEbERfHbgM15o+YKxTO7NxJuq8+v61aV3rd52telG4g3Ox5w37r/Q8gWaV2pOWmYaLo4uxv5OVTvRN7ivcf9k9ElO7j2Jm6MbA2oPKDHlPwVBKL9IpEM5w1BeK8Q3hG1Xt5GckUxoQCgvb3mZ6Xums//G/mK2UBAEoWQxttFYFg5cyNA6Q5m8eTIAvWv2tniwc3V05YGGD3A7+TZRyVF5vs6Bhw4Y24tPLc7z+ZfjLvPJ/k8YtHQQkfGRuT5vVINRTOs0ja97fp3naxY2Tg5OfNb9Mx5o+AC/nvyVzw9+zl9n/1LpFNmDuf3m8nLrl2lbpS1bI7fy0OqH2HdjHwduHsj5ZD1Lzi7hjzN/cOR2wSJVkjOSWXBiAcPqDmN239lGJ0Yl90o4OzjzVvu3WDjQtIr95cEveWKtqZSor6svPi4+BbKhPJKckcwHuz8gbF4YXx36CjBFLiw8uZCfj/2sqmbx0b6PjO02QW34ud/P+frcW+Pf8//yx+k/+OP0H0QmRPJh5w8JDQilhncNHlnzCBFxEcax6y+tZ+quqay5uMZinqm7pnIn+Y5dbBIEQSgI4nQoZxhyjC/EXuCX47+w4fIGTkefNoaDNqnYxDh257Wd9P+rv8rLLgiCUN6YsXcGr2x5BS8XL15p/QqhAaG0CWpjdeyaiDU8u+HZfKdINPJvBJDnVXZQSv65OCirn4ZqRTmRnJHMz+E/8/aOtxm9cjTRKdF5vm5hsuPqDiZvnszvp36nY9WOgJJjP+fYHLum/rUOas34xuOp5lWNgbUHUse3Dp8f/JxvD3/LmJVj2Hxlc45zGKIytkRuKZAtns6eAMYKKQYGLR3EPcsstSJmh89m9/Xd8nBpBxadXgRgdByFVQxj9IrRxn7zNIu2QW1pXqk5ns6ePNrkUcatHscz65+xix1fHPyCabunMTt8NgAOGgcWD15Mi8AWzOw2k8oelY1jDY7QczHnjH31K9Q3tm1V0hEEQShKxOlQzmgU0IjQgFAeafwIH3VRvPS1fGoxs9tMAJadN9UWr+BagZaBLVUhfIIgCOWNFRdWcC3xGgDjGo9j8eDFNnPm3935LqA8xOaHP4b8Qfj4cBr6N8zzuY+tecz4YH78znEO3TpkddzJOyd5bM1jLDmzhLYL27LxykbjMYPToqRQzbsaT4Q9wcb7NtK0UlNj/zeHv+Hvs3/b5RrJGcmsv7TemH544OYBWlVuxQedPmByq8kcjTrK8TvH6flHT/44/YfNeRz0t1RhFcMKZI9Go+HPIX/yVc+vVP2PNnmUPrX6WIw36Fxkp9kk5IyboxvTOin6IYsGL2LBgAWMbzye43eOG8fU9atrbB+LOsbh24ep4lmFal7VGFl/JPUq1LOLLRObTzS2nRycaBvUFoBAj0D6B/c3fv/odDrjuIi4CHQ6HckZycSkxhj7bX0PCIIgFCWi6VAOWTzYFLZrEDPbfnU71byqsfSepcZjjQIa8WGXD4vcPkEQhJJETe+auXYiOGgc0Oq0eDnnX8F+2q5p7Lq+i1X3rsr1OUnpSVyOv8zleKXEYzWvalR0r2h17KgVowDYe2OvxbH9N/fTvUb3vBtdSIT4hvB8y+eN+4cfOkzzBc0BGBQyyC7XuJF4g8mbJzOjywwGhQxCp9Ph7eKt6Cgc+4Uf+vxAkGcQ3x/5nmm7pzGqwSirc+y6voupHabSs2bPAttkzek0udVkq2Ofaf4MzzS3zwp7eUaj0TCs7jCG1R2GVqel2fxmPNP8Gd5u/7ZRzLRRgBKJlKHNMC7StA1qS23f2rkqrZlbBoUMwtHBkW8Pf8ub7d40VqxIy0zjQuwFgjyC8HPz40biDfxc/Xiw0YN0qNKByIRIAtwCuJV0yzjX14e+Zt6AeXazTRAEIT+I00EAlB+lqwlXpUybIAhCFpYPX65aUcyOI+MKXnmifdX2eQ6JNggPGviu93fU8K5hdexn3T8zhmSD4lT5qOtHJKYnEhoQavWcjZc3Us2rGg38G+TJroKSnpmOg8bBKBzp6ODIjgd2sD1yO4dvHaZTtU4Fvoa7kzsj6o2gU1VlrtUjVuOocWTntZ18euBT47gFAxbg7uSuOjcqOYp5x+fxy/FfAKRqRCnn/+zddVyVd/vA8c+hpLtBRewAFQO7u7vFOXVuc725OafOlTHd5jrcdHZ3dwcGKoiYGKggHdJxnj/Ow61ngKKCB/R6/16/13Pu+t7XcSjnXPf3e10NlzQkNSuVoBFBeNl74WnlqXSYAei1vhfre63HQM+A1d1Xc+zuMfpU6QPA+qvrmXFiBpt7by4w4VdYS0KWcPjOYe7cv8Obe95Uis7eS75H/039aV22NT+1+YkOazTFI1+t9Sr1F2sSo0Ejgvi93e/surmL3pV6K4kSIYTQJUk6CAD+7fQvGdkZSlVm0Dw5813qy5u13+SNOsXTpkwIIUqqtKw0rsZfpZZ9refaDSC/KfSPY2tsy+ruq+m/qT8zW8zEw9KDHHWO1r/pudqVb8cYrzHMDZqLrbEt3St2p5Z9LWJSY7S6RTzs3X3vAtodN/7rUuwlTA1MKWuZf7LjafwR+Af/BP3DmeFnlP8GlkaW/BDwAxHJEYyvP55bSbcYUXMELmYuGOg9+cea9/a9R3BMMKNqjcLa2FpZUrjn5h6t82o71M7zc7D75m4l4WBTxqbIuxeI5ys1K1V5vbTrUkCzhCFgeAA+i3y4lnCNkJgQKttUpopNFa0knIelB70r9X7irjMPW3lpJTNOzAAe1Aj5o90fynF7U00yY1/YPi7GXlT2R6ZE0sS1Cc3dmtN/U38uxl7k6OCjqFBxP+M+ZUzkgZIQQrekpoMAwMnMKc8HxdxZD7+d+y2/S4QQ4oXWYEkDBm8ZzKDNg7gQc+G53TcuLY6Vl1YSlhT2RNdVta1K4IhAatnXwnuhN7UX1iYlMyXPeQH3AuhRsQdBI4Iw0DPg17O/cin2EgM2D2DO6Tn5ju1o6ghonubmZ9fNXfTb1I8u67o8UcyP4+vsy7g64/J82c+tdzDr1CxWXFpBl7VdaLy08RONvTB4IT3X91TW7Luau2odfzjZ/kWTL/Be6M26K+u0zmns2hgfRx8AJjSc8ET3FyVP0IigPIk1lUqFoZ6hMnNowYUFzD8/H++F3kSlRCnn1XGswycNP3mm2S4XYi6QmZNJZk4mw6oP48DAA1qzeXJn2lS0qsipiFPUdqjNki5LuBR7iaN3jzLz5EwlGZGcmczbe9/mwwMfPnU8QghRVCTpIAqkr6fP9ObT+a2tJB2EEC+v4Jjg59rVISY1hq+Of8UXx74o9DXno8/z+u7XCU0IxdbYVnni/3ALv4T0BDKyMxixfQTzg+fzyvZXlLXf6dnpfFjvQ3pU7JHv+LmF7SYfmZzn2NW4q8w/P1/ZHr1jNF4LvDgffb7Q8RekoUtDxniPybO/snXlPB1EylmWK/S4cWlxzDo1i9CEUGVf7hKOXPYm9so9cpedzAmYo31Pi3JKp4M79+8U+v6i9NnaZys9KvbApowNP535CdDMMHpYZk7mM7XNHFxtsPK6tkPtPOMDdPToyLWEa8w8OZMbiTfwdvCmbbm2VLSqqJzzVp23sDexZ3iN4fjV8HvqeIQQoqjI8grxSG7mbsw+ORtfF1/pYiGEeCm5mLnQzK3Zc7tfeavyuJu74+vsW+hr0rPTSUhLQIUKM0MzzgzXrlivVqtptryZ8hS2hXsL3tv3HgATfSdS066mVneIhyWkJ5CUkQTAkGpD8hxfFLKIoGjN0+F6TvWITdckaG4l3tJqw/ykRmwbgVUZK75r9V2eKes/n/mZkxEnAWhdtjUWRha0K1f4pQ0PF9pb3m05Ne1q5nvevI7zWH91Pf039Wd5t+XK/jv377D9+nZ6VurJ5EaTmXpsKqfvnWYMeRMk4sUQcC+Ajdc2MsZrDD+3+ZlsdbZWoupK3BX6bNTUd3jUMqRHcTF3YWStkcw/P59Ddw7RqUKnPOd42Xux48YOQPN3EzSzMcpbludawjWODj6q1KEoiqKmQghRFCTpIB5p9snZBEYHsu7KOgZWG6jrcIQocmq1mti0WOxM7HQdiihh3q/3PonpiQU+/S8uhnqGpGSl8Pu53/N9yp8fG2MbPvX9VKmg33tDb67GX2Vtj7VUtqmMSqWitkNt7E3sMdI3orxFed6o/QbVbavTulxrAGLTYknOTM5TgPJy3GVmnZqFm7kbHT065rn3tuvblNen751mWrNpzDs/Dxtjmyd+77+c+QUHEwcGVhtIYkYiAZEBjNk5hn87/at13rHwY8rr/lX68+aeN9l4bSMBwwMKtaa+ik0VAoYFkKXO4nLcZeLS4gqM99hdzb2uJ1xn3619vF77dcbtGUd4cjhX4q+wJXQLAD5OPk/8fkXp4WnlCcDcoLmYGZpxbPAxreNu5m4AdKnQBbVa/VR1YGaemMnxu8f5u8PflLcsn+859ZzqKa8f7kY2ru44ulXsRnx6PMYGxhjqGXI76TYzT85kVK1R1HGs88TxCCFEUZHlFeKRZrecDcCOmzt0HIkQxWPb9W20XtlaeWIkRK5Xa71KbYfa/Bv8L+nZ6c/13i3dW2JsYFzorhk91/dk6NahyvbV+KsASr2C8Pvh/Nj6R75r+R3dPLthYmjCm3XeVBIOANP9p/Pm7rytF2va1WRlt5WM9hrNzJMzycrJ0jqeW3yvZ8We/NnuT2acmEFaVhqNXZ+sxgLAn4F/8rX/1yRmJLKw80Jq2NWgjkOdPOf93eFv/u7wNyNrjcTOxI5qttXwsPTIE1tBVCoVhvqGbAndwrCtw1hxaUWB5471HgvAp4c+ZefNnfTZ2Ifw5HCG1xjOyJoj6ebZDeCZOxaIks3a2JpFnRcBmnoJ3/h/o3Xc1NCUoBFBzGwxEzXqAouyPkonj0580vATfF18cTZzzvec3H8TyluW12qtWsWmCh/s/4Aua7twJ0mz1EeNmojkCFKy8tZ2EUKI50mSDuKRctu25U5jFeJFk5CRgJmh2TNVHBcvplWXV/F30N+su7ruuf986Kn0SMpIKnQybFe/Xezp/6DbQtCIIL5t8S217DTLGzqs6UCrla0YvXM04/aMy9OZAWBQtUF8WD9v0TlTQ1Oq21XH3NAcKyOrPF/spzWbBsCGaxu4l3KPxIxEbt+/Xej3+rAJDSfgaqYp6Djx0EQuxFzgXsq9POdZGFlwNvIs88/PJzgmmIuxF/miyRd5WloW5Ojdo/xy5helbkYl60oFnutp7cmH9T6ksYt2EmXRhUVUta3K9ObTOTb4GL0r9S7s2xSlVB3HOhwdfBTIW3gUNMucXt/1OrUX1mb79e1PPH5z9+Z08OjwyHOq2FYB4GbiTT499KnWsfd83qND+Q5K4deyFmX5ruV31Hao/cSxCCFEUZKkg3isj+p/hIOJA4kZiboORYgiN7jaYI4OPoqpoamuQxElzJfHviQ9O53WZVvn23qyOL1f731WdV+FtbF1oc53NnNWvmjkmnVyFotDFpOdk02H8povMqfunQLA1yVvvYh6TvVoVbZVnv1BUUHsubWHThU68VeHvzA2MNY6nvu0tV25dkw5OkXZf/D2wcfGnZWTpczGAAhLCiMpMwlLI0v2394PwJu1886+ABjtNZpd/XbRs2JPjg4+Sl3Huo+9X65LsZdYdGERI2qMAHjstX8E/kFF64qs6r4KRxNHTA1MqeNQhyN3jnAz8SbmRubPta2q0J1TEaeoaFVRmeHysB03dnDk7hEAKlpXzHP8cW4n3X5sotFQz5DvW30PaGqzPGyU1yi+a/Wd8vtMrVbTdV1XGi1txJrLa544HiGEKCpS00E8VgWrCpSzLEdaVhqWRpa6DkeIInUl7grv7nuXKY2n0Milka7DESWI/xB/MnMydVJE16qM1RO13vsp4CccTB20qt//0PoHbI1tmR88n503dyr7y1uWp6pt1TxjxKXFEZkSmefYmitr2Be2j7bl2ua5Jjsnm/j0eFZ3X01F64p8d+o7PK09WXN5zWOXpJyPPs90/+kERgeyoecGylqUJfx+OB/U+4BDtw8BMLzG8DztnHPp6+krU9DPRp7l17O/Mq35NGVt/aPUdazLhIYTcDF34WrCVaXbR0GmNplKddvqjN01lshUTRHKs1FneX336zR0bsg/Hf957D3Fi8HYwBiVSkVyZnKeYw/PmCnsrJtcarWaIVuG0MGjA5MaTSrwPD2VHu3Lty9UscocdY7yOiwpjOCYYKrYVJGZfUKI506SDuKxDt4+yJnIM3meouUnOyebqNSoAtciClGS5KhzlGrjudW+hcily9kvwTHBvLbzNWa1mEUTtyaPPf989HncLdy19tV2qE1yZjI/BvwIQHfP7vSo1INyFvm3llxxaQW/nv1VKcZ4+t5p9FR6VLapTEPnhhy9e5QfAzR1IXLvlZKVwqs7XuWj+h9R1bYqnzT8BNAUd3ycPwP/5Hridb5v9T2u5q4kZCSwN2wve8P2Kud8UO+Dx44DmhoNBnoGWl+ych29e5SM7AytWRyGeoY0cG6Au4V7oZKNnTw6kZCeoLTFrG5bnZDYEADeqvtWoWIULwZnM2euxl8lOCZYKdyaK7e1KmgS2v89/iin7p0iLj0OBxOHIov14e4a9zPvM2jzIP7p8A8NXRoW2T2EEKIwZHmFeCw7Y7tCF8hac2UN7Ve3l6J8olTYH7ZfeV1Qyzzx8vr+1Pc6u7edsR3dPLux4tIKrZ/TgvzW7jemNJ6ite9kxEnmnZ+nbH/q+ymNXBrluxYdoH359vzQ6gdUaJYJvLL9Ffy2+THjxAwCowMx1jfG3sReaxmBsYExzdyaUdmmMqCZXj7+wPh8v/wDxKTG4LXAi3VX1jGgygCSMpL44fQPGBtoxg4YHqCc+57Pe4+dgZCrgXMD/un4j1bnjaCoIMbuGsvYXWN5e+/bWjG9vfdt/gz8s1Bj57IqY8XxIccB6F6xO4F+gQSNCHqiZR2i9LM3sefbFt/i45h/t5LcGQgfHviw0IVNQZPMGOs9lm4V8y7beBa5hVBzi6WO2jmqSMcXQojCkKSDeKw25drgZu7G+ejzjz03d63vqsurijssIYpEDbsa7O63W9dhiBJofvB8nd3b2cwZQz1D9obtZc7pOY8892biTeouqsvpe6e19m+/vp3Vl1cX+p52xnaMPzieDVc3ALCx10bsjDWtZI30jfBx8uHXtr8qyxeiUqIYvWM0ExpOoImrZjbGnlt7OHLnCBMPT+Szw5/lucfxcM2X9ilHpyj1H8KSwohIjgA0MxA8LD2U9xVwLyDPGAUJjAokIztD2R6ydQhH7x5VtmNSYzgffZ5+G/sRlRrFsOrDCj12LjNDM3b23cmQakMA8A/3Jywx7InHEaWXhZEFnSt0LjB5l5GdQQv3FgysOrDQSTPQFH18q+5bhVoe9CRG1hpZpOMJIcTTkKSDeCx9lT6xabFEpkTmOea1wAuvBV7KdnfP7lS3rf7EaxmF0IXUrFSiU6LpvaG3FNkSeSzotEC397+guX97j/aPPC93bfm5qHNa+9+t9y4be21kUedF/Nj6x8cuIbqVdIusnCymHptKcmYyKlTEpMUA2ssl1Go1cWlxzAmYQ0BkAN3WdVOKQc5oPoPt/bbjbu6uJA8e1sK9BV800XSMiE6NVvaHJoQSHB3Ml8e+5KumX9G6bGvWXV2X5z0V5Hj4cYZuHcpXx79S9n3e+HNA82R6fP3xGBsY8+mhT7kUdwkAOxO7Qo39Xy7mLujr6fON/zeM3jmaPwL/eKpxxItp9M7RHLx9kI4eHfP93FSQdVfWPVGSsLDMDM1Y3m05lawr0bpsa875Fe7vlBBCFCVJOojHqmRTiczsTHbfzPs0uG25trxe+3Vl+5ezv+Bo6sjQ6kPznCtESdPVsyvb+m4jKTOJqcem6jocUcIUdllZcXnN+zUA/jj3BxuvbSzwvG3XtwFoFZEEsDSyJCI5gmPhxwqcCv6wmnY16eTRCYBGSxvx7r53AZjoOxF3c3fi0uLou7Ev3gu9abGiBc3cmjHJdxIt3FtgbmgOaIrcWRpZ8lbdtxjjPSbPPSyMLKjnVE8pSulq5sqXTb5kYfBCLsVdYu+tvdgZ23E28iwALcu2fGzcAA2cGvBxg4+Z6DtR2deuXDtAk9zwq+mHhZEFNxJvKMfvJedtxfkk2pVvR/vy7fGr4fdM44gXy6wWs5joO5FXd7zKjhs7Cn3d/rD9rLuyrlhiqm5bnavxV9kXto/aC2tzK/FWsdxHCCEKIoUkRaF80vCTPE+F0rLS2HNrD1Vsqij7rIysdP5BXYgnYaRvRI+KPQpcgy5eXuUs8y+4+LyM9hrNnft32BK6hc8Of4ajqWO+RQ97V+5NA+cGeWaYXU+4zkcHPuJG4g16VuyJNdaPvJ++nj7Tm09n+43tgGb2AcA0/2n0rtQbI30jylqU5XLcZUDzJWlmi5kMrDYwz1gHbx8kJCaEsbXHau3fH7aft/e+jb5Kn7IWZQlLClOWWbxe+3X2D9wPwMLOCzkRcQInU6fH/TEpsQ+vMVxrX2pWKjv67sDM0Izp/tMB6FWpF3Ud69LcrTnWZR795/E4dR3rEpsa+0xjiBePk5kTA6oMwM3cTaubxeP82OZHsnOyiyWmS7GXtLZj0mJ0/u+bEOLlIkkHUShtyrXJs09PpcfQ6kMJTQjlbORZTAxM8Kvpx+yTs3ll+ytYGlkyudFkHEyLrhKzEEVpScgSgqODmdZ8mq5DESIPEwMTrSKSY3aOYX3P9VS0rqh1nqeVJ55WnnmuT8lK4UbiDb5r+R0uZi6FuueJ8BPK6wkNJ1DfqT5X4q8o9XrmtJ4DaJbWbb2+la3Xt9LRoyOzW87WGmfcnnEAWkmH5Mxk3t77NgDZ6mzCkjS1EGzK2DCr5Sxq2j8o5uph5YGHlUehYs419ehUvB286VNZ05Hmo4MfYWZgxgf1P2DpxaWAJlGw/up6Grk0Ym6HuU80/n/lqHP45NAnvFrr1XxbkIqXl76ePtfir3Ei/AQfNfioUNeo1epii6e6XXWsylgpRb79tvlxdvhZVCoVeiqZ9CyEKH7yL40olOjUaPpu7Jtn6p+xvjE7buxg+Lbh9NvUjwGbBnA3+S63k26zL2wfyy8t11HEQjzejBMz2BS6iYT0hDxPgoQoCf7u8LfWdm5hx1zZOdl4LfBiwKYBea6tYVuDc37n6ODRQavjxKMERQcpr1dcWkFV26p083xQTT89O50bCTeY02qOsm/HjR3EpMZojfNnO01niIfrNkw9OjXfe8alx7Hq8iqWhixl8pHJT/2091r8NaUgJcCbtd9kZK2RVLOtxpIuSwDNkhNA6bbxLEwMTHjX511lSYoQD9t7ay/7wvbl2b/t+ja8FniRmpWq7LuZeBPvhd5MPjK52OI5POgwgX6ByvaOGzuovbA2bVe1LbZ7CiFELpnpIAql9crWABy+c5jelXtzPPw4Y3Zq1uu2L9+eXTd34VfDj4UXFqJGTauyrbgSdyXPB2QhSpK+lftiY2zDqsur+DHgR04OPak80RWiJPhvJftRO0cxo/kM5Utzbo2CkNiQPNeqVCoO3T5EcHQwb9R5o1D3G1B1AO092vPN8W84EXGC+LR4rI2tleP1F9cH0KoR0d2ze56/N4kZiYDmy5SFkYVy3cNer/06F2IucPD2QXbc2MG+W/uwN7F/6ievi7os0tpu6tZUeZ1b6PLA7QP82e5Pmrg1eap7/Ndor9FFMo548ZyNOouhnmGe/bn1FO7ev6vMWppwcAIAfjWLtz6ISqXizPAz6Kv0lY5kT1LsUgghnlaxJR1UKtVUYAwQ9f9dE9Vq9db/H/sUGAVkA++o1erCV9oROtGrUi/WX12v9JzOTTiApviYWq2mi2cXFl5YyMXYi1yMvYi3gzdDqg/RVchCPNbUJlMBCI0PpbxlefRV+roNSIj/sDG2oaZdTeVL8+W4y8SnxyvHy1mUY0vvLdgY2+S5NisnS1nmUNikg42xDTbGNvSu3JsTESdIzkrOtxZEQGQAdR3rMqHhBGrY1chzvFOFTnx6+FPWX12v1PkxMzSjuVtzAqMCuZt8lxZuLRhXZ5zSASkjJ4Md/Z7+48DJiJOEJYUpyysux13GwcQBG2Mbpvk/WEJVwarCU99DiMJa1nWZUmD1YbmtNqNSo5Skw/gG44lOjdaqkVVcctt4ejl40adyH6XdrRBCFKfinunwg1qt1lroqVKpagCDgJqAK7BbpVJVUavVxVM9RxSJD+t9SH2n+rQrr6kGPqf1HMISw1Cj5mLsRXbf2k1QdBDTm0+nnmM9Jhya8ET9qYV43jJzMtlzcw+ty7XG09oTT+u8a+KFKAmWd1tOcHQwg7YMAjQFIhs4NwDAUN+wwIJw+ip9hlQbQqcKTz79v5tnN9qUbUMZ/TJa+1d3X02/Tf0AOBN5hlE7RlHTvmaeZSCZOZlk5WSx/up61l9dD2g6V9y5f4e5HeZyL+WeUsPh7PCz/Hr212cu5rrjxg5WXFrB50c/5zPfz5h1chZDqw/lg/of8FXTr5h8ZDJjvMbgYl64+hZCPIu79++y7uo6fmnzC/p6DxLad+7foZxFObztvZV9Pk6P7y5TVC7HXWZz6GYGVR3E5EaT5bOaEOK50EVNh57AcrVana5Wq68DV4GGOohDPAFrY2vCksL49eyvAFS0qkivSr2oYFWBrde3AnAv5R6rLq3C2cyZOo51OBFxAq8FXlyLvyadAUSJs/naZsYfHM9rO18jND4UrwVebA7d/NTjqdVqUjJTyMzOLMIohdCoZluNo4OPYlXGClNDU2X/b2d/Y+rRqcpyhoepVCo+9f2Uuo51n+qepoamWl+W4EFHj6ZuTSlnUY6M7Az8w/3zXJtfjZSI5AiCooMoZ1mOBs4NlGUU+nr6vOPzDvYm9nx78tunihXgjdoPZnPYmdgxq+Usunp2BaBHxR7KvYR4HjJzMolPi+d+5n2t/XoqPW4l3eJY+DF+CviJ8Pvh7L21lyN3jjyXuG4n3WZpyFLe2/cedRfV5eDtgwBcibuiVYNFCCGKUnGnN99SqVR+wCngQ7VaHQe4AccfOuf2//floVKpXgNeA3BycmL//v3FG20Ru3//fqmL+VGORh4lKDWIlPAU1sStAaC6cXXKGpUlLENThTw0JpQZm2ewNHYpDgYORGVF0WtDLzpZdeJI0hG+cf8GlUpFRGYETgZOhS5uJkqWF+Fn21xtTlmjslTMqsjZU2cB+P7Y95jfyjsdtjCO3z/Okpgl+Nn50cC8QRFGKp4HjxEjAAi+H4yrsSs2BjbcKGE/44eTDpOQnsCq06uUn9Pfb/4OQM3kmjgYPp9OQT+X/1nzwhaybbLJUmfl++9Bf9v+rIpdpbVviuuUfM/NVGey5t4aVKjYn5z3eGGEpD6oa3Ej5AaVjSsT/v//O5N8BgD9cH32xz/d+KXZi/Bvdmljhhljzcdy5tgZrf2V1Jo2mu/tew+A9Lvp7E/aj7meOZlOxZ+0VqvVpGenK3Vgxu0ZR2erzmxL2AbAj+V+LFUdLeRnW7yIXsSf62dKOqhUqt2Acz6HPgN+B74C1P//3++AV59kfLVa/RfwF0D9+vXVrVq1epZwn7v9+/dT2mJ+lJopNRm2dZiScACoXrY6a6+sxdbYFlczV0Z7j6aJaxNMA00ZWHUg7Ve3x9HUkcqeldl+ZjsnzE6QmpXKmptrmN1yNh09OurwHYmn9SL8bN9Ous13Gd9R3a46AEnBSXjZez31NNdrQdcgBlrUa4Gvi29Rhiqeh///PN/Yv5+6/3/tobNg8vfH5j8ACE4PVv7+1dhcgwsxF+jVtle+Ret0afJyTSV+SyNLpjefTkPnhgUWah20eRBX06/yVp23aFW71VPdrxWtuHf0HmuurKF/q/6EJYVR0boipoamXDx3EaLBr52f1kyRl8WL8G/2C2XBg5c5jjnUt61P23JtaeHeothvnZWTBf+vubqmxxr6buzLtoRtNHJpxPHw4zRo2gALI4tij6OoyM+2eBG9iD/Xz5R0UKvV7Qpznkqlmgvkzlu+A5R96LD7//eJEm5f2D7uJt9Vtnf23YkaNWuvrCU2LZbYtFgWBi+kbbm2vOvzLqfvnQbgq6Zf0cC5AVtDt1LZpjKfH/0cAOsy1rp4G0IA0HltZwAC/QJRqVSMqDnimcYbUXMEA6sOfCm/0LxIwjLCiE6NVoofliS5xSRdzB7UJPjM9zNSslJKXMIBYEj1Ieihx9jaYx977mver/HuvnefuXvM1CZTOR99nm7ru5GQnsCizouo41gHvxp+1HeqL38/xXMTlhTGF8e+4HXv16nv/KB7yxfHvsDb3pvA6EC87b3pW7kvAzYPoJ5TvecS18M1HEwNTOlbuS8XYi4wq8UskjKSMDWQvyNCiKJXnN0rXNRqdfj/N3sD5///eiOwVKVSfY+mkGRl4ERxxSGKzn/X+iVlJuWptHw57rLyupptNeZ2mIuhniEZ2RkkZyVz6PYh5biXvVfxBizEIyzvupzgmGBlic+95Ht8efxLRtQYQUOXJy8zY6BnQA45pGSmYG70dEs0itO95HuciTzzVEUFXwYHbx/kt7O/ERwTTPLlZF6v/bquQ8pjT/89GOoZKgnbtKw0zkefV4pKljQP11h4nDbl2rC0y1Kq2D579f5unt0w0DOgrEVZpTuAqaGp1hc/IYqboZ4h6VnpZObkXTIRkRwBQGB0IJEpkSzqsojqttWfW2wLOy/Eb5sfm0I30bpsa9ZcWUPzFc1Z1X1VnronwdHBuJm7abXOFUKIJ1Wci7a+ValUQSqVKhBoDbwPoFarg4GVwAVgOzBOOleUDm/UfoNlXZcx0XciAHbGdgC8VectPm34KYBWi0wzQzMMVAa8sv0VGi1tRERyBC3LtgRgauOpWr/YrsVfY8cN6Zwqnp+a9jUZUHWAst1udTsO3j7IsfBjTzXehqsbaLqsKY2XNSY7p+T9k/ZDwA+MPzielMwUXYdSIo3bM47gmGCqGFehg0cHXYeTL0dTR2yMbZREWWJGItNPTOdM5JnHXFk6eDl45emW8TT6V+1PXce61LCrUaqmiYsXi7OZM4u6LKKxa2Ot/Z83/px+Vfop22N3j2XQ5kHEpcU9t9jqOtZlfc/1jKo1Cltj2wex7BpLcHSwsq1Wqxm0ZRAfHfjoqe6To86R4spCCKAYkw5qtXq4Wq32UqvV3mq1usdDsx5Qq9XfqNXqimq1uqpard5WXDGIoqVSqahlX4vB1QYT6BeInYkm6TC29liGVB/CD61+oG/lvlrXVLKuxLctHlQjPxd1jmZuzZh6bKrSCQNg+43tfHTgI+lyIYrUjwE/8nfQ3/ke+yfoH5aGLFW2+1TuA+Rfdf9RtoRuwWuBF5OOTHqw7/qWp4i2eL1b913+6fCPTC//j9yuI2O8xuBg4sBrDq/haVVy26duDt3M50c/R61WY29iz4GBB+jm2U3XYZUo/wT9w6Atg+i5vqeuQxFCS2ZOJlfjrtK3Sl9+b/c7Po6aGkJGekbPPUFW0boiRvpG1LSvSSOXRtiUsSE2LZZ9YfuUc1QqFV82+ZJ3fN7Jd4z4tHiuxF0p8B5TjkzBZ/HzawcqhCi5pDmveCr5dZ1oVz5viQ9rY2uq2FRhd7/dhCWFMXLHSNqUbcNH9T/SmkpYz6keM5rPQIV0sxBF43bSbf4O+hsXMxdGe43Oc/zkvZNYGlkqs3O+aPIFnTw6FfjBLyM7g8+Pfs7bdd/G1dxV2T/h0ATl9dt13yY5M5mKVhWL+N08OxdzF1zMXR5/4ksgJTMF36XaxT43997M0OpD2XhwI6lZqZgYmOgoukc7FXGKtVfW8nnjz9FT6Wk9pRQauW2cK9tU1nEk4mX35u438XXxVWoG+SzSfAF/1+dd9oft51zUOV6p+Qpv1nkTI30jncSoQsXxcE1TuT3992j9Drxz/w5lLcpSw65Gvte+s+8dzkSe4cDAA3n+LVp/dT2Opo40dmmMWq2WbmVCvOQk6SCKXa8NvQCUhMLesL3MaT1H6xfQdP/phCaE0silkTKDQohnoa/Sp0P5DgyvMTzf43+0+yPPvv9Og33YtfhrbA7djIuZi9ZTnz3999B1bVfSstMYVG0QlkaWzx58MVhzeQ1Tj03Fx9GHBZ0XPP6CF9iaK2u0tlWo6LauG3Uc6nA26ixNEptQ1baqjqJ7tE99P2VY9WGkZ6dz4PYB5pyewz8d/8HNPN/O0y+lpV2X0nJFS63lfkLogrGBsVK48eGlbSYGJlSyrkR0ajQ+jj5kZGfoLNGpUqnY0GsDdsZ2WBpZkpqVqulwAQzfOpyo1CjW9FiTp4YXwPv13sdvmx8tV7Tk9LDTSuJErVYz+Yime83aHmsl4SCEKNaaDkJoUaNmcLXBNHJpRHp2OgnpCcqx3Grs4cnhBV0uxBNxMXfhu1bfUcexTp5juetM1Wq11v4bCTe0iqE+zNPak5XdVvJW3be09juaOmJuZE7fyn2xNLLkzd1v8taet/IdQ5eWXVwGoLOnaSWJf7g/AOt6rGOi70TUaH4O6jrWZaDtwHw/XJcUYYlh9N7Ym3VX1vH72d+5c/8ONxNv6jqsEsXW2JagEUHSklno3OeNP2fr9a14LfDi25Oapaa/tf2NodWHMrXJVGra1eSdfe/QbHkzncbpaeWJVRkrvBd647vUl7qL6hISE0JUahSgPaPvYXUd69LYpTEmBiYkZiQq+1UqFdOaTQNg2NZhDN06lLSstOJ/I0KIEkuSDqLY7ey7k8o2lfm66ddM9J3I3A5zGbdnHO/s1TwtvhZ/jSN3j9C6bOvnWr1ZvPgmH5mM1wKvPJ1XwpLC8Fnswxu7tavrzzw5k8+PfJ7vWH+e+5MBmwfk+eD09fGv6VyhMx83+BiApm5NaeLapAjfRdHwdvCmsUtjAqMCX/piktXtNP/O9N7Ym2n+05T9w2sMp5lFsxL9VM7T2pMadjWYfmI6NxJvUM22mnQCEqKECrgXQGBUIPBghpWHlYdyPLe4tru5+3OP7XFGbNcsCWnu1pz3fN7L95y1V9bSqmwrtvbZqtVmOLco5ogaI0jJSiEwKpBXd7xa7DELIUouSTqIYudi7sLaHmvpWelBUa/B1QYrU1/33NoDaJ5O/bdVkxBPq/7i+qy/uh6AlZdWah3LXQJxN/mu1v5xdcbxScNP8owVmxbL3KC5ABy6c0jrWHp2OnroKQUa25ZrS0hsCOejz+cZR1fUajWrLq/iWPgxUrJSGLp1qK5D0qlxdcbhZOqkbNd2qE3QiCAcTB10GFXh6Kn0eLWW5sN7jjqHjOwMHUckhChIfoWMH16C16NiDwL9AtnWt2TUVD8y+Ag/tPoBQGn1OajaIIKjg/Mt9P350c+ZfmI6WTlZWsns0IRQJh6eyIILD5by3bl/J997ht8P56eAn/LMPBRCvFgk6SB0oqV7S+o41CElMwUVKmzK2LDmyhqZJiyKTO46WoDfz/2udczG2IbV3VezoJN2bYNa9rXyXY7x+q7XlddbQ7dqHfuq6Vd81OBBO7GdN3ay/up6pZhdSaBSqZjcaLKyPcZrjA6jKRl299/NoYGH+LjBx5yLOqcsPykNHp7q3M2zm7SFFKKEal2uNV09uyrbQ6sPxaqMldY5JWlmlYWhBb4uvvgP8VdqTOy+uZvfzv1GalYqANuub6Pbum7surkLAB9HH9qvbs/+sP3KOMYGxnnGXt19db73fH//+8wNmktYUljRvhkhRIkihSSFTkw9NpWN1zbSyKURx8OPo6/SzHA4cucI5S3L6zg68SJY2mUpZ6PO8vnRvMslsnKyKGtRNs8Ho1uJt4hNi82TeOhSoQshsSG0dG+JhZEFUSlRRKZGUsO2Bluub6GjR0cM9QwBOBFxAoDh1fMvYKkLmdmZ/Bn4p7J9IuIEXTy76DAi3Xpj9xuYGpiy8+ZOZd9PAT8xuNpgHUZVePM7zmfZxWVsvb6VY+HHGOMtSSQhSqLRXqNRq9VsCdW0UT5+97iOI3q0zJxMmixrQiePTvze7nfe2P0Gn/p+yueNPydbnQ3A96e/JyI5gg/2fwDAtObTOHb3GLXsaynjnLl3BoCf2/xMalYqRnpGWssvQJPMMNI3wtzQHEApYPnwAwMhxItDZjoInQiODgZgou9EAOWX2b2UezqLSbxYem7oycHbBwGUegu5Au4F4LvUl9P3TmvtX3hhoVJr5GE9KvXAQGXAgdsH2HBtA21WtWHQ5kHcTrrNp4c+1Vq+0atSLwA6rOlAUFSQsj9HnaOz6aMXYi8QmRLJuz7vUsm6Up7uDS+bW4m3tOp8/Nr2Vzb22qjDiJ5MHcc6yswVe2P7x5wthNCV4+HHeX//+1SwqgCgVWyxJDLSN8Kvhh+eVp68sv0V3q77NiYGJrRZ1YZ6i+sRFBWEdRlrrWuCooLoV6UfsWmxynKSodWHcmLoCVq6t6Rzhc4kZyXz3anvlGvuZ9zn/f3vM27POMbWHsvUxlPpt6lfqZpxJoR4MpJOFDrxWaPPiEiOwMPSg6auTTly9wjVbKuRnJms69DEC0KFCjNDM7b03sLt+7e1jrlbuPNBvQ8oa1FWa/+Q6kPoXKFznrFG7RhFljpLa9+mXpswNTRlRI0RWjMj2pZri5mhGcmZyay8vBIvBy8S0hNotrwZ4+uPx6+mX9G9yUJyMXNhQsMJtC3XltFeows8b2nIUiJSIvig3gfPMbrnK0edw9s+b1PBsgILLyykR8Ue+Lr46jqsJ2ZmaMbkRpOp7VBb16EIIQrwd9Df+If7s2/APswNzcnIKfk1WMY3GK8k7PeH7aehc0Ni02IBGLJVU4vLy96LoGhNUt3cyJzbSbeV2VejvUajUqm0WoBejbuqzAI8F3WO6JQHSd+HC0x+e/LbAttcCyFKN0k6CJ2oblsdPZUezVc0JyE9gaARQY+/SIgn4D/UHwM9A34/+zvzzs/jzPAzytpZAz0DOlfojLOZs9Y1RnpGvLL9FXwcfVjQ+UG9h6vxVwHY3Hsz7+x9h9CEUCJTInE1d9Wq5wCa9blu5m5cjrusdBXQV+lTy64WjqaOxfmWC+Ro6sjQ6prikWq1mpknZ1LRuiL9q/TXOu9G4g1uJNzQQYTPT0pmCuMPjOej+h/xTbNvdB3OU1OpVAyoOkDXYQghHqF/lf5YGVlha2yLnkoPY/LWOiiJWri3UD6X7bu1T9lvZmhGLftafNfyO5IyksjKyaKcZTnqL66vtD5PSE9gQfACbiTe4PtW3wMwtvZYhlYfysHbBxm3Zxygabd5JvJMnnvfvX8XV3PX4n6LRe5M5BlqO9RGTyWTyIXIj/zNEDpxJf4Kr2x/BQOVJu81/sB4ZpyYwdt73ib8fjh37999zAiiOMWlxdF7Q+88RRPzc/reabwWeBX43ywlM4WPD3yMf7h/UYdZoNi0WN7e+zYnwk/Qt0pf/u30r1J5OygqiP6b+jN8W96nKblTX/87Bfac3zmODj5KecvyTGo0CYBRO0fx5bEviUqJyjPO6u6r8XH04avjX3Eh5gLmRuYs67aMThU65Rvvtuvb6L2hN2q1mojkCBotbcSl2EvP9Gfw3/cVlRJFjjqH7Te2syRkCV8e+zJPV49h1YcxqNqgIrtvSWSob8iM5jPo5tlN16EIIV5wHT068l2r70rdF9GM7Aw+2P8B229sp1XZVsxpNYdf2/5KcmYy/uH+XI67jLuFOx5WHuip9Piq6Veo0SwfPBt5lq3XtyqFJkHTpazd6nZaSwzzSzgApa6lc1ZOFl4LvPDb5lfia3YIoUul619B8cKoYKlZ3xiTFgOAp5UnS0KWsP/2foZvG86sk7N0Gd5L73rCda7GX2Xd1XWPPTd3bXxBHxQSMxIJjglW+nY/D5nZmWRkZ5CVk4WbuRu3km5RZ1EdLsZeZPi24cSmxTK6Vt5lBtVtq7Os6zKq2FQhOydb2a+n0lM6BPg4+uBXww8TAxOlvkPAvQCtcVQqlbKkIyM7g/EHxlN3UV1iUmPyjdc/3J+r8Ve5Gn+ViOQIkjOTuZ54/Zn+DNRqNRuubmDnjZ0M2jyINqvakJaVhpu5m3JObvFL0Ex57bquK+/ue5fM7MxnundJtvziciYcmiD1Y4QQogCGeobsurmLoKggVCoVbcu3xd3cHdB0H2vg3EDr/K6eXXE2c6aeUz1alm3J2h5rOTjwoHI893dKeHI4QSOCqGZbDYBAv0CCRgRp/W9F64rP6V0+uwXBC6i7qK6ybWJo8oizhXi5SdJB6IS1sTXN3ZoD8GWTL3mjzht81fQrfJ19iU+PL1W/dF5EVWyqsKDTAma3nP3Yczt6dCRoRBCVbCrle9zZzBknMyemn5iu9WV2+43txTajxcnMiYWdF9KybEsikiP47PBnAPTf1F8pWurl4JXnOpVKxZKQJWy9vpX7mfcBzYel0TtHs/OGptPBkbtHWHhhodI+LPc9/tfufrs553eOKjZV2H5jO1k5WQzYnP90+NyWan029qGOYx2CRgTRySP/WRGFFRAZwKQjk/jwwIdKKzITAxO8HbzZ3W83b9V5i+9Pf6/0Tg+/Hw5AZZvKpe6p3JNo7NqYz3w/w9PKU9ehCCFEiaRSqVjbYy2v137QLtrOxA6AwKjAPOeH3w/nnbrvMLP5TFIyU1gQvEDr93turaRN1zaRo86htkNtjPSMlCWPKpWK9Ox0ll5cyvno88X51oqMWq1m9qkHn5E+rPehkkwRQuT14n6yFCXeb+1+I2hEEL0r9wY0Vf9nt5xNenY61+Kv5TttXTwf5kbm+Dj55OknXpClIUvZeK3g6v8nI04SmxarFApVq9WMPzCevwL/KpJ4HyW3VRloepDncjXLf82oh6UHADNOzAAgPTud9Kx0MnM0CRNve2/almvLZ76aREYl60r5rj9VqVSEJYURnx5PPad6ALxV561873k76UGhy6txV0nNSn3mThfhyeFa2y5mLsoHPCczJ345+wvx6fFsvrYZgLbl2zLWeyyfNPgEfT39Z7q3Lg3fOpwhW4YUeHz2ydl8f/r7fPvICyGE0KhsU1mZ4QdgVcaKkbVGEpceR1aOdmHlSUcmMeHQBNqtbofvUl9+O/cbAZEPZgCaGprSv0p/LsRcoPbC2qy4tIJvmmvX1NFDjxknZnDk7pHifWNF5NuT3yqvX6n5Cj+e+ZE/z/35iCuEeLlJ0kHoTFZOFhdiLhCfFg9opuc3X6GZ/bD71m66ruuqw+hebuejz+O1wIvXdr722HOXhCxh+onp7Lm5B7VanWdq/vYb2wFwMHFQPsB8cugTANqUa1PEkWtsDd1K93XdiUmNoU/lPkxoOIHXvF8jKTNJOWfFpRX5Xnv07lHgwewDcyNzFnVZpGxbG1szp/UcvvHXfGB6v977+Y6TmJFIt3Xd6LSmE/92+pd9A/YV2Gng0J1Dyus/Av+g4ZKGyp/R01Cr1Xx66FMAunt2Byiw93kHjw6AZjrtgKoD+OjARywMXvjU99a1s1Fnlarq+fFy8KJ12dbPMSIhhHgxuJu742DigL5KOzE9uNpgZdYcgK+Lb55CxZ/6fqrVBSoxXbt2kqG+IQcHHuQ178d/7igJFocsVl63dG/Jez7v0dStqQ4jEqJkk+4VQmfCk8MZuHkgA6oMYHLjySSkJ2gdX9N9DR/s/4BOHp2UL0aieCRnJhMYFYiHpQcXYi7w3v73AKhhV+Ox19qb2AOwN2wvnx/9nHVX1xHoF6g8VZ98eDIWRhbs6b9H2bft+jblvsXB2tiaarbVMDYwxszQjCHVhuC90BuARi6NGF5jeJ52mbneq/ceNxNvPva9T/SdyDT/aYzbM47tfbdr1UoAlCKpLcu2ZPfN3by/X5OcaF++vVLRGzT1M+o41OGtOm+hp9IjW53Njhs78qyZfRLX4q8pr3OXveQusci1tsdaAKV//NzAufx05icAZp2axZKQJezot+OpY9CFkxEnMTUwpZZ9La7GXaWMfhnKWmr/d3677ts6ik4IIUq3AVUH5Ns1J3c5ope9FymZKXhYeuRJTOR2wfi66dfkqHOo71Q/zzjH7h7jXso9RtYaWQzRF61vmn3DZ4c/Y0mXJXg7eFPfOe/7EUI8IEkHoTPu5u585vsZHT06AuBi7kJTt6b43/WnXfl2AOy6uYuLsRcl6VDMeqzvQWRKJK/WepUlIUuU/fPOz6OyTWXlKf9/qdVqUjJTaOLahKN3jxIcE0xD54ZkqbMwVBkSHBNMWnYajqaO/H7udxo4N9Aq4PfxwY+VtZ5FqYlrE5q4NlG2VSoVv7X9jTf3vMkrNV955NOIuo518dvmB2i+oLZ0b8n0E9MZ32A8Ne1qKucNrjaYKjZVmHliJlZGeZehmBqa8l3L7/jwwIfsD9uv7N91cxfRqdFKsuaTg58QEhvCpbhLnIg4wc6+O5+5hWx0WjS2xrZMbTyVs1FnAZjSeIrWOQM2DSBLncW7PprCkbfv38bCyILJjSbz8cGPuZtc+jrILLywkJSsFEJiQ5h4eCKOpo780vYX5fj9jPv8evZX3vF5R6uHvBBCiKeX+yAhd5bZtYRrNHZtTNtybZVzPjzwIQDtyrfDzNAs33H+Pv83V+KulIikw5nIM1yNv5pnxkau3AcXF2Mv4u3gTUpmClnqLCyNLJ9nmEKUGpJ0EDqjUqnytOf7uunXpGSm0HVdV2VavpGekS7Ce6lUsKxAZEokx+4eIz07Xdn/aq1XH1lw73LcZaYcffBlVk+lR+cKnZUnHDXtavJHuz+ITo1m0pFJ/H7u9zzLETJzMrW6KBQXbwdvZrecTS37Wo8918fRh4DIAH4+8zPN3Zqjp9LL89Qmd8zf2v2GuZF5vuPkFt4C2NRrE7YmtkSnahICuT6o/wFjdo5RamJ8cewLPqj/ARaGFsrMkCeRlZPF18e/5uMGH9O6XGvKW5YnMiWSXpV6aZ03u+Vs3tv/Hj8G/Kjsa1++fb4JlNKiddnW7A/bT1JGEiGxIYTEhmgdP3r3KItDFnMr6Ra/tv1VN0EKIcQL5ptm33A++jyH7xxmxaUVeFp55pnJML/jfEITQjE1MC1wnHkd5imtN3Vt47WNhMaHFph0uHv/Lt80+0ZZwvjG7jcw0DPgn47/PM8whSg1pKaDKFHsTey5HHdZ2R7jNQa/mn46jOjl0KNSD/RUetxLuafMEHA3d+ef8/8oT8rz42zmTFWbqsr2xdiLfHHsC97e+zYHbx/k+9Pf8/ru17kaf5W/2muKRi4NWcrfHf6mS4UuAMXSnvG3s7/RZ2MfrX1WZazo6NGxUMUxHy6AZW9iz7yO8/KtSm2oZ6jMWMhPPad6TGs2jYWdF+Jh5aEUSH24O4SdsSYx4e3gzZt13iQkNoSmy5rSe0Pvx8aZn0O3D3Ez8SZrrqxBrVbjae3J9ObT8yR22pZvy69tf+XnNj8r+4ZUG0ITtyaMrDUSH0cf7iWXrraS/+0i0tlDexZN7pKZ8pbln1tMQgjxorM3sadV2VY4mzljU8aGZV2X5fldW9+5PgOqDnhkMt3a2BobY5viDrdQ6jrWxdfFV2tfWFIY9zPuk52TzYRDE7iTdEd5P0OrD83zIE0I8YAkHUSJ07psa96s/SYAc4PmyheE52Be0DwsjSxp7tacyY0mEzQiiA/ra6ZC/rfY08OsylixusdqgkYE8VH9j5T9B28fZNyeccw/Px/QFKa0LKOZcngv5R6v7XqNmS1mEugXiKlhwU89nlY5y3L4OPo89fUzm89UajKM3jma+ovrP3U3ie4Vu1PXUdPH22+bH6N3jiYo6sHyiVE7RuFu7s7fHf7mjdpvKF0xriVce6ov/bk1HE5GnNRaypKfFu4ttBIguUsOmro2JSAygNv3bxd0aYmjVqu5nnAd0HQmcTBx0Gr3BuBu4U7QiCA+bvCxLkIUQogX2miv0RwcdPCpf68HRgWy+MLix5/4HNR2qE0Z/TLEpsUSmxbLuahzdFnbhTd2v0FUahTTmk2jW8VuyvkdPDrQvnz7Yo8rOjVauruJUkmSDqLE0dfTl9kNz9nSrkuZ2XwmG65t4EbiDQClReSeW3uISY3hZMRJUjJTtK5LyUwhLCmMjOwMRtQckacWQZ/KfWjh3oKvm33N34F/M7DqQMpblidHnUNMagzH7h4r8mKSarWauo51GVdn3FOP4WntiZmRGR83+JjQhFDSs9OVQlnPopK1JiGw69YuQPPhQaVSMazGMOULf3Xb6vza9ldaurcs8INbdGo0Ew5N4PS90wAkpCcQGBXIkpAlrLm8hg/qfcAbtd/AydTpkfHcTrrNuD2aP6cGzg2wNLLkZuJNvj35Lf92+ldp9VkaJGcmM+PEDMZ6j+Vu8l2iUqP46vhXWuckpCcQnRr9zO1IhRBCFL0jd44w8+RMsnOydR0KNxNvMidgDneS7tByRUuGbR0GaDoktV/dnomHJxJw78GsyOTMZKJTo4s1pozsDFqvbE2bVcXT+UuI4iRJB1EiPbzmL/dLkSgeqVmpnIs6h7O5Zmr6G7vf4Hz0eaWWQ0hsCGuurOHVHa9y9752ccFT907RZW0XLsVeUvZ92eRL5bWbuRu9KvUiMiWS3bd2s+LSCpZ0WcL2vts5G3WWsbvH5umq8Kxy1Dl0WtOJ6f7Tn3oMMwMz2pVrpzxNcDFz0epX/rT+7fQvoCloCJoPKbFpscqX4MlHJuOzWDNDY4z3mAJnOuSoczgbeZbYtFgWX1jMoM2DGLp1KDNOzOCf8/9olrXUfv2xNSG+P/2gi8a8jvMoa1kWIz0jLsddJiI54lnf7nOlp9Ljw3of0rpsa75s8iWmBqaciTyjdc7aK2tpvbI1KVkpBYwihBBCV0bUHMGRwUe0ZuDpwror6xi3Zxz1neoz4+QMrWNjvccqr1OzUpXXM0/MZOCmgcWa1M5NpOfOBhaiNJGkgyiRcrsNeFp5PrLFnVqtJjg6uERkxUurb09+y2u7XqPn+p6AptWjnbEdVW2rsqTLEoz0jHA1d+Wj+h8xaucorS+jVWyq8HXTr7XaT/au3JuZzWcC8POZn9l1Yxe17GsxudFkAJotb4armSv1HOuxsPNCylmUK9L3czPxJgBtyj/9k4CylmWZ2mQq84M1y0NW91hdJLFZlbFidffVeDt447XAi4O3D9LQuaFS5LFV2VaAJtE2bOswem/sne+X/8iUSLpU6EJ0ajQzT87MdxnEwz3TC/JqrVf5ssmXLO2yVNnnYu7C6WGn+TPwT97cXXo+2OSoc+hcoTPVbKvRu3JvZrWcxZDqQ7Q+ADZxbcIk30kFVk4XQgihO6aGplgaWT5VEeX8hMaH8v3p7/k76O8nui63QPape6cIjArUOrb68mr+6fAPNexq0Mmjk7L/avxVIlMjteqSFbVTEacAeKPOG8V2DyGKiyQdRInV3L05G3ptYGj1oQWecz76PIO2DGLl5ZXPMbLSTa1Wc/TOUXLUOQC8VectAN7zeY+V3VYSMDwAF3MXQNNz+/Tw0ySkJzD71Gxi02KVL/WgKdzXs1JPrI2tte6R++UPICMnA0M9QwZUHcC/nf7lNe/XUKlUWBtbU9exbpHXdLhz/w6mBqZUsKzwzGO5mrkCmhoVRWXhhYVMPqJJwGy8tpGo1AeFJR9uL5Zr983defZdjL3IvPPzmOY/TWv/wwkcmzKPL8ZV064m5S3L5+noYahnSEZ2hlb3DYDFFxYrrdFKmk2hm2i3uh0JGQmApl7Fxw0+1vrweiLiBJVtKusqRCGEEI9wLf4av5z5hbi0uEJfk5idyLG7x/LsP33vNAduH2D++fn8GPAjaVlphR5zfsf5+e430jMiJi2Gq/FX+b3d71qffaY318yuPHD7QKHv8yTSs9PJVmsesF2Lv1Ys9xCiOEnSQZRoZyPP0ntDby7GXsz3eO4/wLkF5MTjrby0krG7x9JxTUeO3T2GnYkdQSOCGOU1imq21bS+pOW+3nB1g7LPQE9TYDEqJQqvBV7MDZybZzqhSqVSkhq5BSlB080hd+bK/Yz7HAg7UOQFkZq7N8d/qD9Vbas+/uTHmN1yNvBgOURRyO2gAFDLvhYbe21UEi9ZOVkcGXyEM8PPcHjQYb5s8iUdPDrkGaNflX509ezK4GqD+bbFt8r+2/dv802zb/io/kcFtvF82OKQxYzYPoK/Av/S2q9SqVjadSm9K2l30Jh3fl6eJQslRQOnBkxpPAULQ80ymNi0WAZtHsSW0C3KOd+e/JbxB8brKkQhhBCPcDnuMn8G/pmnHs+jrI5dzWu7XsuTVHhl+yvKEsJPGnyCkb5RoZc+1Heuz5HBR5TfgQOrDuSDeh+wqMsiylmUY/qJ6VyIuaB1TTmLcnTz7MaNhBvFsjwxOjWa8ORwAHpt6FXk4wtR3CTpIEo0M0MzyluWR1+ln+fYTwE/MXzbcACWXVz2vEMrtdZeXQtARHIE/wb/y/Hw4xy9exQA74Waaf+5CQOAP879QUhsiLK999Ze4EFC4qczP+U7FXJK4ymMqjWqwJaSd5Pv8tbet7TaU5Y0Xg5eHB18lAFVBxTZmI1dGyuvQ+NDtY7tubWHpsuacj3hOlZlrKhhV0Prv8XDwpLCWHZxGcsvLqepa1NAs8SgXbl2jKg5olCxpGenA9CzUs88xzqt6cSI7Q/GiU6NpkfFHlyLv0ZCekKhxn+eDtw+QGxqLIb6mtage2/tJTgmmPj0eOWcr5t+zRdNv9BRhEIIIR6lXbl2AOy6uYusnKxCXdPNuhtzWs9BX0/7c+LDdSFi0mLQU+lx6t4p6i6qy8mIk48cc+rRqSwMXsiXTb/k+1bfM6LGCHbc2MFPZ37iVtItQNPd4mEqlQpvB282hW567Pi5snKymOY/LU+9rPw4mjjya9tf8bL3AlBmTApRWkjSQZRolW0qM6f1nHynRM8Nmqu1XdCXM6FtdovZjKw1EoBGLo0Ys3MMY3dpCiPl/jk//Mt69WVNPYNf2vxClwpdlCJ8eio96jnVY0SN/L/gno8+zz/n/ymw5WY5i3Is6bKEJq5NiuaN/d+um7uYcWLG408sJAsjiyItapVboBMgIDIArwVeynZue9jcDiL9NvXj93O/5xlj07VNNHdrroxx5O4RqtpUxd3cXemCURidPDrxd4e/sTO2y3Ps+1bf08mjk1LMMvx+OP+c/4cTESfYen1roe/xvMwJmMMvZ39RtnP/LGecmMEXxzSJhp6VetLMrZlO4hNCCPFocekPllXk97ApP46Gjry37z0+PfQpmTmZymfB3CUSVWyq4GruSnxaPBZGFmTlZOW7HCNXUkYSa66sYeGFhQC0L9+espZl8avhx4AqA9BX6TPGa0y+xaXPRp4FoKlb00LFfi3+GssuLuPf4H+JTYt95BIQQ31DWri3YGqTqQBF3vlLiOImSQdR4rVY3kJpVZRrz609WtuBfoHPvdpxXFoc3dd1Z9O1Tc/1vk8jKSOJ6wnXyczOZMKhCQRHB/Nj6x+VugsDqmie5K/tsTZP28tmbs3wdfGlZdmWOJg4KF9qF19YzOl7p1kUsijfe7Yq24qBVQfmqQuQy9jAGG8H7yLpCvGwK3FX2B+2v0jHLGqruq/CqoxVnv32JvbYGttqLedYe2VtnvOO3j3KT2d+UrYN9AwYWWsk2/pue6ICXO4W7vi6+CqzA7SOmbuz/cZ2Pjn0CaCZ9ZGrTdmS167rvx/yGjg3UF6vvrwarwVeeC3w4tDtQ887NCGEEIXw8OyGwraf/CRM8ztqx40d+Czy4c09b5Kdk42ruSuHBx3WFEw+9iWX4i5xLvIcoPn8UZDEjESsylgxpfEUrf1dPLvQplwb/mz/J30q98n32tzlhwuDFxYq9qq2VQkaEcRE34m0XNGSBksaFHhu+P1wNlzdoNSY2nVzV6HuIURJIUkHUaKp1Wri0uM4F3VO2Rd+P5z39r0HgImBCcOqDyuySsdP4kLMBW4k3tBqF/mkVl1epVWYsShsDd2Kf7i/1r5ZJ2fRY30P7ibfJSg6iBMRJ5h9ajYmBibM7TCXT30/LXC8zJxMgqODAfB18cVIzwiA/lX6U9VG0+EiP27mbkxqNEmpAZGfo3ePavW5fhbrr67Ha4EXo7xGsb3v9iIZs7hUs63GhIYT8LTyZHe/B4Ui7U3sOTDwAL0ra9aRjq8/nuq21fOsQ80tWAXwQ6sfmNJoCq3Lti7SGCNSNGtSc5+8RCRH0L58ewDUFF9LsKc11nss/kMe/NwXNDXXxczleYUkhBDiCbiauzK8hmbZ7LcnH9Qr2ntrrzKL4L9ScrRbIMekxvBjwI+0X92eL459oSyDCIkJISYtBuCRyWcVKqY0mqIs9fgvXxdf3C3c8z02pNoQLIwsClVTCSA7JxuvBV5MPTpV2VdQ3YkLMReYdGQSFaw0RbI7V+hcqHsIUVIU/G1AiBJApVKxtsdanM2clX0Pf+H5sfWPOJk6MfPETIbVGIabudtzi628ZXnervs2PSr2KNT5v579lcYujfFx8gE0X+a/PPYl7/m8xyivUUUW189nfqa2Y218XXyVfeuurlNen/M7h/dCb8KSwpjmP42V3R/d+aNnxZ5svLaRFRdXEJUaxeKQxQQZBzE+Yzzft/peq13mk/ru1HfKf7Pdt3bzcYOPn3qsmFTNh4nSssxma+hWQhNCcTJzKvAcv5p++NX0A8A/3B8VKhq6NAQ09QlSslJoVz7/D0bPqqFzQ/YN2IelkSVDtw7lfPR5ctQ52JvYc/jOYfpV6Vcs930al2Iv4bfNDxMDE04MPQFQYLKrkk2l5xmaEEKIJ9DYpTGLLiyiUwVNO8qolCje3fcuQJ6ZmAA/l/+ZrApZvL//fUBTRNjHyYf5wfPpWqEr9ib2dPToSCWbSjRza4aDqQPJGQUvTTgZcZJJRyaxrc+2ApMLBXml1ivUdar7yIctD8tty73myhqauzUnJi0m34doKZkpNHFrwrY+23A0dWRH3x3sD9tPdGp0gXWzhChpZKaDKPEq21QmR53DL2d+ITMnE1dzV44OPoqtsS3XE64TlRrF+qvrCz0Vr6i4W7jzmvdrBEUH0WlNJ47ePUrTZU3ptKYTKZnamffmy5vzx7k/lDWCoPly3Ldy3zz1KgpbXTk/2TnZWBhZ4GjqqLW/pl1NAGafms3CCwuVisw17WvSYHED4tPiCxwzNEFT7NDCyIJxdcYxr+M8TiSfYMqRKXRd1/WZvuR/1/I7pjSewubQzSy6kP8yjcJ6tdarBAwLoPeG3sw6OeuZxnoeRtYaibOZc6FmuuSocxi9czTzzs8DYOaJmZTRL8PgaoOLLb7snGxar2zNTwE/ERgVSCXrSvzS5hfqOdXDybTgRIku5NZv+O9sj6+aPqiA3tC5Icu7LX+ucQkhhHgyjV0bc2rYKaraVKXB4gaM2TkGgN/a/qaco1arORN5hqUhS8lSZ9GufDvlAUi7cu04FXGKVd1X0bZ8W4wNjJndcjZNXZvSfV13zkWe45VarxR4/6nHpgI89e+5hcELmXBwQqHOfbXWq8rrQ3cOYaBnkKdWw4nwE/gu9eWPc3/gZu6Gkb4RoQmhTD8xndtJt58qRiF0QWY6iBLvyJ0jvL77dUDzy6ieUz1i02J5tdardKnQBWtja7b33f5MX9afRkZ2BmN2juF89HkycjL47PBnJGYkkpiRyJt73uTfTv8q5+ZW0N8Xto/kzGTMDM0oo1+G5u7NtQr/ZWRnUG9xPVqXbc1PbX7iSUWmRBISG0JIbAgf1PtA2b+s6zKm+U9j+aXl7A/bz65+u/iy6ZcE3AvAwtBCadmYn26e3Wjk0ghXc1dUKhVlLcoy3G44Tes2JTYtNk/F6CfhYeUBQN8qfannVO+pxwEIiQ1hScgSfBx98lSVLokysjOISI7gUuwl5Uvzf12KvcQPAT8oSwJCYkNotrwZlkaWWrN/ioubuRsLLiwAoLptdQ7cPqC0ES0pEtITWHpxKQHDAvLUpmjp3lJ5/Ue7P/KtXSGEEKLk0Ffps/vmbi7EXiAtO41rCddoX749zd2bK+cERQfht81P2f719q+EJYUBmhmyCy4sYMGFBcrMiGN3j2GoZ8iNxBvcSLyBZRlLxniNwcbYJs/9TfRNMDQyfOrfF7XsaxX69/NHBz7S2g6MCuRK3BXqONZR9h2+exjQtKy+kXCDH9v8SAPnBhwYeABLI8unilEIXZCZDqLES81KVV7XdqjNgbADdFvXjdmnZnMn+Q4Andd0pvmK5py+d/q5xDR6x2jqLa5HQGQAGTkZlNEvozXTortnd1IyUzhy5wigKXQ5q8UsctQ53Ll/Rzlvzuk5rLz0YHlDtjob0CQnnlRYYhj7b+9nou9EVnRbAWieBmTmZLI5dDOn7p1SznUydSI4Jpig6CDe9XkXI32jAsc1NzLHw8oDI30jrsRd4bezvxGVFcWUo1PYcWPHE8f5sOPhxxmyZQgGKgOiUqKeabbKpmub2HhtIyNqjqCDR4dniut5aOrWlC29tzwy1vTsdI7cOYKTqRMelh7EpsWSkJ5AQ+eGDKo2qFjjM9Q3ZEi1ITiZOjGn9RyuxV8rdBuw5+m3s7/x29nf8Fnsk+fnx8bYhqARQQSNCJKEgxBClBIfH/yY1ZdWK9u7bu5iSciD+lG5bb5zRaZEsrvfbv5s96dy3hivMcrx13a9xsgdIzHWN6ZHxR6subyG2LTYfO/tZuH2TDWS7E3sWXhhYYE1KB7232KQw6oPyzPD4uGlIHvDNC3LjfSM+CngJ46HH3/qOIV43mSmgyjxvB28ldfXE66TmZNJJetK/Nj6R8pZlgPgbZ+3meY/Df9w/2d+Yl4Y/hHahRrTs9MBzdPg3BoJw7cO52zUWfb034OjqSPtyrfjnN859FR65KhzCIkJ4UbiDcbVGaeMY2JgwoSGE7gSd+WJY/rk0CcERQfhaeXJoKqDGLplKC7mLozxGsPEwxOpbFOZClYV2NhrIwCnIk4x+9RsVKiUugGPE5UaxfJLD6aoR6ZEPnGcD4tIjiAoOohPDn7CtYRr1Has/dTrE7NysrApY5Nve9WSKvfntyBe9l60dG9JHcc6XIy9qLTS3HlzJ5MbFX+Pbr+aftib2CuFW4NGaJ4uVbauzOTGJaNH+LKLy5TXMakxsr5VCCFKMZVKxfqe64lMjVSWVoCm/fHQ6kMB8hTw7lmpJ4Z6hkqNBNB0fnrH5x1A82V+cchi0rLT8KvhxzfNvinw/qu6r3qm+BMzNG3CN13bpDVjIT8t3Ftw8PZBvmzyJbtu7uLD+h/mqQfxRp03MDM001o2m5iRyObQzbhbuEsbaFFqyEwHUeI5mjqyoecGAIZsGcLW61vpVamX1he2/lX683u73+nu2f25xPRT659o7tacjxt8rJU0CIkN4Xz0ee7cv8PZqLMA3M+4z8wTMzkXdU5p6znp8CQGbdE8qX641WeOOodDtw+x5soaEtITniim9+tpiiiFJoTyyvZXCIwOZMeNHfTb1A9vB28WdlqoJBwABlQdgIuZC7NOFb7+QRPXJoz1HvtEcT1KJ49O/NT6J64lXAOgjkMdreP7w/ZzNe5qocb6rNFnzGgxg3qL6hXqCUNpoFKpCLgXwO6bu/nM9zM29NxAoF8gRwcffaZlLYWVo85RWmaCJkl0Ne4qKy8/uvhoccnOyVbWu4YmhPLaztdo4tqEKY2ncHTwUSpZS5FIIYQo7TytPZWZopMbTebwoMPsG6CZAbri4gp233rQ9eldp3cx1NPMZPOr4Ucjl0Z4WHqwre825ZxPGn7Cdy2/A+Ba/LVijX1wtcGcHX72sYn57JxsstXZzGoxi16VejG75Ww+Pvgxe2/t1TrvStwV5gfPJz49nmE1NO3jLY0sqetYV3nfQpQGknQQpYKZoRmgmZKemJ5IeHK41vGUrBSCo4OVoofFzd3CnaZuTRleYzgZ2RmUsyiHvkrzJXCa/zTe3/c+DZw1/ZZ7bujJ4pDFnIk8w48BP/LB/g/YFLpJGevbk98q9SguxV7iyF3NL9pfzvzyRDE1cG7AnNZzAAiI1G5DGRgVqPwZ5jIxMMHFzOWJO350rtCZYXbD2DdgX76VpJ+EsYExLcu25KP6mnWNa66s0Tr+ycFPWHt1baHGikyJZOyusWSps3A1d32muEqSGS1msOLSCvps7IOntSebQzc/87KWwhq0WXsJR3hyOCNqjqC5W/MCriheM07MoNMaTUXzeUHzOBZ+jE4VOtG/Sn8sjCyeSyJGCCFE8fIP9+ff4H8B+Or4V8wJmKPMYguJDVHOa1W2FZWMHySbXc1dmdthLpt6b9Kql3U94TqTjkyib+W+NHRpyHT/6VrLcbNysohOjWb79e14LfBi542dTx27nkqPiJQI3tz9JpfjLhd43v6w/Ry5c4QfA35EpVJhoGfA9YTrykwJgMN3DvPartcA2HZ9mzK7VKVSoa/Sf6qluELoiiQdRKngZOZEY5fG7Lm1h9/b/86EhtqVgWf4z+CXs7/wV9BfxR7L3ft36bOxDzNOzODPc38SkRzBmh5rlGKM7/i8Q5tybfiw/ofKNdVtq9PNsxt/B/2trOHLzVDbGNsodStsjW3xsPQAUJIPhXEp9hLT/adjqGfI6WGnlUKKP7b+UTnnv22Y7ty/Q0BkAA2dGxb6PsmZyQzeMpjFMYtpvbI1W0O3Fvra/GRmZ1J7YW1mn9IUJzwffZ7rCdeZ5j+Nw3cOM7jaYGyNbQs1Vm7CwsIwb/eO0mzcHs1MmnIW5dhxYwcTD0/MU3yquOS2MF3UeRFBI4Ko61iX6nbVOXXvFCExIY+5uugFxwQTnx7PlCNT2HBNM/tp8pGSscxDCCFE0Ri9c7TW9urLq/Fa4MWSkCXUsq+l7J/ZfGahxtNX6ZOalcqaK2sw1DNkU+gmbiXeUo5PPjKZ1itbM/7geEDTSeJZdFrTiUN3DtF3Y1+2X9+e5/j1hOu8t/894EGhcSN9I9b1XEevSr2U8z47/Jny+lbSLa0lrT+3/VmrQ5MQJZ3UdBClxoCqAzgWfoywpDA8rTy1jtV2qM2m0E30rNiz2OMw1DOkq2dXjPWNsTexZ93VdaRnp7Oj7w6ycrLQ19NnzM4x/Hr2V+WakNiQPMslMnMy2dpnq9LmCUBfT59ZLWdx9O5ROnp0LHRM/Tb1AzTZ+hbuLVCjmTkx5egUTg07RVpWWp5r7t6/C2i6UxSWsb6xVmFPOxO7Ql+bn4eL+83rOA8vey8aLNHMELkSd0V5H6O9Rud7/cMuxlykrmNdFnZe+NhzSxNfZ1/8I/wpY1BGKXzVp3Kf53Lv+s7188xmqWhdkQFVBmg9RXpecmc4rbu6Tmv/n+f+ZGztolv2I4QQQnf8avix8MJCvO29SclKIT49nujUaGacmEFXz64AfFT/o0d23nrYw8txrcpYcXSwdiHKzaGbtbaLslDz+IPj6VShk9a+h5eAbu1T8MOb0V6j+Tvob5Z0WYJ1GWuMDYyVY3NOz2HhhYUcHHgQG2Mb0rPTMdIzyvOASYiSQmY6iFIjN9HQc31PtoRu0TrW2bMzTVyb0MK9RbHHkaPOYXj14XzW6DP6VumLt703i0MWY2FkgY2xjVaBo6o2VRlVaxSLOi/C09qTac2m0aZsG2zK2ChjPWz91fX039Sfs5FnGbur8F+iJvpOpE/lPrxb712SMpIIjAoENO0Efwr4CasyVnmuqetYl5NDTyrLQApDX0+fDb028Ir9KyzushhfF99CX1uQfQP2Maf1HJZdXKYkHAB8nHxIzEhkRvMZhRrnxzY/vnAJB4C5HebSuUJnpUCo/xB/pjaeqrN43Mzd8Hbw5uODH+f5+S1uE30nokJFm7JtAPiq6Ve0KtuK8lb5txwVQghR+jR3b049p3os6rKIdT3Xsa3PNmY2n8nyrssJS9S0xqzrWPeJxtzSewu7+u3K91ju8liAUbVGUcW6ytMHD5wdfpa36rwFwK9tf81z/ELMBeX1hqsblNefHf6MhcGazzGRKZF8e/JbYtNi6by2M42XNdYqMplbw2hxyGKSMpKov7g+Ew9PfKa4hShOknQQpYaHlYfyS+a/rY4sjSxpV74dvTb0euICjE9q2/VtDNoyiPQsTceK/be1ix16WnkyuNpgPK08uZdyj3/O/8PwbcMx1DOkg0cHTAxNlCfV66+u543db3Ai/AQA7cu357uW3zGs+jDeqftOoWPqUL4Da6+s5a9zf2FuaI67uTtv1n4TgIUX8v8ibqBngLGB8RNnxT2tPKlnVk9ZwvGs7E3saVuuLdZlrLEqY6V0n4hOjeZK3BWlY8PjqNVqvBZ4MXzr8CKJq6RQqVR82+JbJjWahEqlYs2VNRy8fVCnMQVEBhASG8L+sP1k52RrHUvJTCElM6XI73ku6hwf7P+A5d2WE5ESAWjqi/zc5mc6eXR6zNVCCCFKi0YujahpV5M9t/YAmvpPXTy7YG9iT2B0IM3cmml1NiuMcpblcDZzBsBrgRdeC7y4n3GfTms60dK9pXJeZErkM7dY/v3c76y9spZRtUbhbuGe5/hHDT7ilza/UN+pPo1dGyv7E9ITuJ95n+ycbOVz5bs+7/Jlky/zLCvu5tkNd3N3/grUfO4DTeFyIUoqSTqIUkNPpccvbX/hiyZf0L58+zzHPa086VO5T552Q0Wtg0cHfm7zM2aGZlyKvUQD5wZaHSzsTOxo5taMHhV7MLDqQABlOqC+Sp8toVvIzMkENC2d4tLilJab5S3L08GjAw1dGtLBo0Oee4cmhCpFJ3PlqHNotbIVoPkSplKp2NZ3G2/UeQN4suUTutS7Um98nX1xNHXEzNCMKjZVmNp4ap7WWAX55/w/OJo4atXSeBF9e/JbFocs1mkMB8IOAPDuvne5n/ngQ87C4IX4LvXl00OfFtu9/w76W3lKtPzicposbaIsFRJCCPFiWHhhIbtuPJiZsPryatqtbgfAGK8xBV32RD488CF37t9hb9hepjaeioHKAHMj82ceNzMnk7vJd/nn/D/0XN+T8Pvaxc9vJNygjmMd5neaT1Xbqsp+FSp+P/c7zZY3o65TXfYN2IdfDT96V+6ttAvNdSvpFjXsajCq1ihWXtJ0lNp/e/8zxy5EcZGaDqJUabqsKQDft/peyVjnqudUj3pO9Yo9BldzV6U7Qnx6PAdvH6RtubZUsnlQQXnHjR1svLaRgOEBvFX3LWW/gZ4BG3ttxNnMmfbl2+Ns5qy8j8zsTG4m3iSHHNzM3biXfI9yluWUJMrZyLMM3zaczh6d+bblt8qYcwPnKq+dzJyU12FJmimI5S1Lx9Tz9VfXs/PmTipaVSQ5M5kZJzTLKlzNXBlRc8Rjr993ax+NXBs9ti92afdn+z8pa1728ScWoz6V+/DTmZ9o6d4SU4MHa2pzf9b2hu0t6NKn5m3vjb5KXynEWsOuBq7mriRlJmm1nRVCCFH6Le6yGBczF2V7zeUH3a0qWFV4prG/avoVk49MppJ1JfzD/clWZ9OzUk/6Vun7TOPmGu01mobODXl99+sAHA8/Tu/KvZXj/Tb1w9bYlgMDD2hd52Kueb/3M+/z+7nf6ezRWena8V8xqTHsvKndZeNZO4oJUZwk6SBKpSddy1dU1Go1l+Muk6XOoqZdTeVL1n9nH7xT9x2Ohx/n0O1DtCnXRutY7i/L3C/HfTb24UrcFeW4p5UnQ6sP5avjX7Gn/x6lE0PuddtubNNKOjzcPnRL6BblC7pNGRs+qPeBztobPqnJjSdjbmTOmitr2DdgH58c/IQTESdY13NdgdekZKZwP/M+tsa2LOm65DlGqztNXJvoOgRG1hrJzcSbjKw1EkN9Q6JSoohNi2X6iel42XvxZZMvi/yeMWkxzO80H79tfnT17KrU+pAPWUII8eL57xLOSY0mMWjLICwMNfWznkWvSr2ULhG5S1CLcpashZEFTd2asm/APlZdWkUt+1qkZaVhpG+EnkqPWS1nKZ3KHvZwAn3++fksurCIM8PP5HuPhi4NqWhVkRxymNBwAmX0yxRZ/EIUB3k8JEqV39v9zs6+O/PN/B68fZB6i+pxMfZisd2/67qu9NvUj0GbNZWNnUyd8B/iT/eK3bXOU6MmMiWyUPUlHk44gOYXayOXRnzb4ltlnd6VuCt8c/wb5ZyHx23p3hJbY1vmdpiLXw0/Zb+5kTkja43UmoFRkoUlhjHv/DwS0hO4l3yPExEnaObWrMDq1JfjLrPl+hbarmrL1fir+Z4jioeBngGv136dP8/9SUhMCG1WtaHfpn7cuX+Hxq6Ni+VnbtjWYfht88PO2C5PIVkhhBAvtvDkcAz0DPi3879FMt7EQxPxWuCFmaEZczvMffwFT8HexB59PX36bOxDgyUNiE6NBqCTRyeq2VbLc/7Dn2XsjO0emcBXq9X4uviSnpWOqYEpl+MuM2Lb42eFCqErknQQpUozt2bK9LP/cjd3Z1iNYViXsS62++fWZhhcbTCgKfJnamiKkb6R1nnOZs4EDA/Q6rdckONDjjPWeyxzO8wlaEQQDZwbUM6yHJ0rdFa+cF9LuMa2G9uUax7OaF+MvUgZ/TJUtKpYqlslBccEA5rlFLkzSA7fOczsk7OJT4sHNL9kc9Q5fHXsK/pu7MuFmAtMbjQZV3NXZpyYoUy9F8UvLi2ObTe25Un42Brbsj9sf5Hf7879OwAs6rKIJV1ejlktQgghNNqUa0NWTpbWktJnkVuQODkzmUYujYpkzPz8fOZnAIZVH0YZ/TKcvnealitaci7qXJ5zu3s+eIAVkxaDl71XgeMmZiSy9OJS7ibfZc2VNSSkJ2BuZE5wdDDNljfjs8OfFf2bEeIZSNJBvDA8rT15v977eWo95Lp7/y6RKZFPNfbsk7OZ5j+N+k71mdthLhN9H9+WyFDPsFBJgNSsVOLT47mVeIuJhyZyPeE6GdkZXI67rMxoCI0PVc7fN2CfVq/mY+HHKGdRDgdTh6d4ZyWHhZEFXvZezO80H3Mjc35t+yvdPbuz4MICRmwfgVqtxnuhN7UX1mblZU3RJB9HHw7fOcyxu8fYH6bdRUQULy8HL5q7NWfO6Tla+0NiQvj00KekZ6dTb1E9loQUTYJgXY91bOq1ibIWZZ+4arkQQojSTU+lR32n+tSyr1Uk442uNRqAOa3nFMl4BdndbzeTfCcBMP3EdF7Z/grtyrXLd8Zuu/Lt2NN/j9Jm8/vT3xc4rlUZKxZ3WYz/EH/23tpLbFosXzT5gkFbBpGQnsDGaxuL5w0J8ZSkpoN4oeTWVvjvl/079+/Qc31P2pdvz/Tm059ozN/P/c6CCwuwNbYlND6UjJyMIs2KbwndwopLK9BT6ZGjziFbnc3rtV+n78a+TGk8BTczN34/9zugWeN4NvIsFa0rUsGqgmY6u0vjPHUjSqOmbk1p6tZU2W7h3oIadjXYFLqJ0IRQ3t77ttb5jV0aU8OuBt+d+o6W7i3Z3nf78w75pReVGkUz92Zci7/GuahzVLKuxFt13+KVmq9okmc5Gay6tCpP1e2nUVqWCQkhhCge8zvNL7Kxmrg1eS41gZzMnIhNi2VxyGLerqv5HGOkb4SbuVuec80MzTAzNMPR1JGmrk0fWwg8t+7FrBazsDG2Yfap2coxCyML+m3sxx/t/yiwGKUQz5PMdBAvjNCEUGovrM2269vyHOu0phPp2elsDt38RO38tt/Yzm9nf6O7Z3cODDzA2Npj+bzx50UZNu3Ka1pATWk0haVdljLKaxROpk581/I7DoYdZOzuscq5fSv35f397yvT17869hW/nfuNSUcmFWlMJcXDvygP3D7A1t5baeDcANDM8Oi1oRcxaTFMPTYVrwVenI08q6NIX06ruq/iiyZfKNNEEzMScTZzZs2VNfTf1J8RNUbwqe+Dv29nI8+SkplS6PHv3L/DiG0juJ10m7239uapfyKEEEI8jU5rOuG1oODlC0XlRsINfjv3G/BgqUVh2l7/0f6PQrUAb768OdNOTGPr9a1a9Y6SMpK4FHeJY3ePPWXkQhQtSTqIF4azqTOjvEZptVJKz07n86Of42rmquzLLeRTGOMPjAegqm1VZp+czas7XuWvwL+KLmjA3NCc93zew9HUkSvxV7AztsPU0JQOHh1o5tZMOW968+n0qtSL1d1X06dyHwCq2FahhXsLlnVdVqQxlSSzWs4CNN044tLjOBlxEoDqttWpaVdT69xsdfZzj+9ld/reaXpX0rQCa+DcgBsJN5QPVCfvneSPc38AmuKnw7cNZ3Po5kKPnZWTRUBkAEfuHGHCoQlsuLqh6N+AEEKIl86vbX/l66ZfF/t98usqUZSf2eLT47mZeFPrPp82fJDsb+jcsMjuJcSzkOUV4oVhamjKuz7vau27EneFtVfWau07Hn4crwVebOuzDXcL9wLHU6vVeNt7ExgdqDVlrYNHhyKN26qMFaO8RrH+6no+P/o5izovws7Ejt/P/o61sTWLuywmLi2OVmVbAZoESG58I2qMwMbYRqvN0oumY/mOjGc8celxDN36YJr+v53+xXepL41dGnMsXJPJ93H00VWYL6XWK1srSbzXvF+jiWsTjtw9ohy/EHOBv9prknSZOZlYGFoU2I3kv7JzsnE1c8V/iD+mhqb4OPlgaWRZ9G9CCCHES6eidUUqWlcs9vu4mLsQNCKIJSFL2HZ9G/92+rdI23NOazaNiYcnYmFkwc6+OwlLCmPUzlHKcXMj8yK7lxDP4sX9piJeSmlZaSRmJCrbVW2rKgV5AK16Do/78qNSqWjoop0hfqXmKzR2aVxE0WrrUL4DkxtNVtboBUQGcCHmAmq1mp/P/Myl2EsA7A/bz8mIkyRlJtFqZStqL6z91AUyS4OH24M2ddXUfPij3R/KE/M36rzBqWGnCPQLLNXdO0qjh2cNvV33beo51VOWv+Qqa1EWgK2hW0nKTOKLo18Uauz2q9vjs9iHTw5+wv2M+1S2qYyTmVPRBS+EEEI8J0OrD+WTBp9Qd1FdrRboz+p20m0A6jnVw8XchQbODRhYdaBy/EbijSK7lxDPQpIO4oXSYEkDmi57UIzwg/0fMG7POAAmN5rMrcRbAIysORJbY9vHjmdnbAfA1MZTGVVrFP8G/6v1JLcomRqaMqDqAOWL89wOc7E1tmX4tuG4mbspHSt+DPiRpSFLyczOVK5NzUotlphKAmtja44NPsbhQYcZ5TWKzh6dWXZxGRnZGQDUsKtBGf0yknDQgfU91zPaazS7+j1oVWphaIG9iT0dPTrySs1XlMREy7ItaejckPENxhdqbGtjawD2395P42WNabuqLTcSbhT1WxBCCCGei5r2NXmz9pu8UeeNIhvzNe/X2N1vt9LVQ6VSManRJA4POgzA9utSZFuUDLK8QrxQ3qzzJmgaWHAu6pxScBFgQNUBHLx9EEdTR815j3Er8RaLQxYzosYIunp2pcESzRPc9uXbF0Pk+Zt3fh4AP7X5Sdn3a9tfMTYwZtGFRYBmmcHjKhyXduZG5nx/6nvmB8/HztgOJzMnhtUYxrAaw3Qd2kutonXFPEuaXMxdsC5jTXZONgGRAfwb/C8bem3A08qTsd5jOXr3aL5jXYm7Qp+NfdjSewvlLMuxotsKLsdeZtCWQQBEpkRy5O4RPKw8ivttCSGEEEVOT6VXpAkHAH09/XxnAVoaWTKs+jA6lC/aJcFCPC2Z6SBeKAYqA3479xvZOdlUs63G4GqDtY63cG/BjOYzaLGiBWciz2gdS81KZdGFRYTEhACaInamhqY4mznrpEDhkpAlAHlafLqau2JrbEtT16aMrDWS6rbVn3tsz1uOOof5wZpWWYu6LGJR50U6jkg8ytX4qxjpG9HDswcAu2/u5nLcZX468xPzzs9TZqk8bMWlFQAM3zYcgHar2jFoyyCtdpsdPTo+h+iFEEKI0k2lUvFmnTcpZ1lO16EIAUjSQbxgPKw8aOLahLj0OMrol1ESCBN9JyrnOJk6UdWmKmuvrNValnAp9hLfnvyWWac03RI8rT15u87bzDw5kxPhJwgaEUSgX+DzfUOAqYF27Ym5gXPxWuBFQGQALdxaFLowX2mWWyjT1tiWshZlMdI30nFE4lF6VepFC/cWDKg6ANC0CVt5aSXnos5xdPDRfP/79ancB/8h/hwYeACA2LRY4EHyDUCFLKERQgghCqPJsiY0W97s8ScK8RxI0kG8UNqXb096djq/nf2N4Jhg4tPjmdViltaMh3KW5bh7/y7rr67XmurtYuZCz4o9+bDeg77IXg5etCnbBh8nTVeE51k3YEi1IQAcuH1Aa/+fgX8Cmi9yI3eMfG7x6NrrtV9nULVBug5DFMJXTb+iq2dXVCoVnT06A5oZOsu7LsfEwCTP+SmZKQzcPJAPD3yIWq1ZH+U/xJ8JDSdozXSQKtxCCCHEk7kYe1HXIQghNR3Ei6euY13+DvqbVZdXAQ9aTD4sd7nEe/veY2j1oZS1KIuHpQcf1f+I5iua832r77E0suT3c7/zddOvsSpj9VzfA2gSHKu6r8LFzEVr/6FBh2i4RNNVozC1KV4U4+qM03UI4il81ugzbE1sqe9UHxNDE747/R3Dqw/HxfzBz7W+nj5u5m4cvnOYOQFz2HxtMyu7r1QSDhMaTtBV+EIIIUSptLLbSgZsHsDOGzupZltN1+GIl5zMdBAvnIcL233e+HMqWFXIc07bcm2V10tCljDjxAze2vMWzVc0BzT1HYJjgtFT6RVpP+UnVc22Wp6Ex8NPigdXHfzfS4QoUazKWDGh4QSM9I1YcXEFay6vITJVu8VrGf0yzGqhWdY07/w8IlMjabWyFf7h/roIWQghhCj13CzcALAuY63bQIRAkg7iBRQcE6y87lelX77nTG48mcVdFivbJ4ee5M/2fyrbaVlp/HD6B0Z7jcbZzLn4gn1KA6oMoLptdaWtoBAl3cZrG9lwbQP+Q/2p7VBb61hyZjJrrqzJc429if3zCk8IIYR4oZgZmOFi5sKhO4d0HYoQsrxCvHgmHZ4EwIf1PuSTg5/wVdOv8i1cF58WD0BT16boqzQthxxNHIlMjSQqNYpWZVtRw7bG8wy90LpV7EZiRiLh98O1pqkLUdJk52RTZ1EdABZ2XpjvOeuurFOSDmX0y2BuaE6fyn2oaF3xeYUphBBCvFD09fQZWHUgFkYWug5FCJnpIF48uTMWvjv9HVuvb1U6H/xXblHII3eP4LPYh27rutG5gqbo3R/n/mB/2H4+OPDBc4n5SYXfD2f7je3cvn9b16EI8Uj6evrK60O3DzHNfxonI05qnbPjxg5A02Xm1LBTxKTFEJEc8VzjFEIIIV40o7xGKZ2khNAlSTqIF465oTkja43EzNCMQVUHFViToYZdDZq4NtHad/reaWzK2DCw6kCAPF+OSoounl3Y1W8XDZwb6DoUIR5rZ9+dAAREBrAldAvXE65rHb99/zbu5u7K37szw8/wTbNvnnucQgghhBCi6MnyCvHCMTU05YN6H7AldAvbb2zns0af5XteXFocR+8e5eMGH2NqYMrUY1M5H3OeoBFBfHHsi+cc9ZMribUmhMiPi7kLu/rtwtzQPN+2lz+2/hF9lb4yK0mXxVuFEEKIF8Ubu9/g8J3D+A/xx9TQVNfhiJeYfLITL6x5HeeRlZNV4PHKNpX5te2v+Lr40mhpI2X/9YTrnLl3BoBBVQcVe5xCvAweTpIFRgViZ2KHm7mmsra3g7euwhJCCCFeWKYGmkTDvZR7+XZzE+J5keUV4oVV3rL8YwvRtXBvwV+BfynJibbl2vLhgQ+5lnANvxp+Bc6SEEI8nR8DfmTo1qEM2TIEtVpNfFo8fwf9zaXYS7oOTQghhHihdPPsBkCP9T10HIl42clMB/HS61C+A0FRQbzj8w417Gqw4tIKpvlPo6xFWV2HJsQLZ++tvQDEpsXivfDBDIccdQ5VbavqKiwhhBDiheNq7qrrEIQAZKaDEFS1rcpfHf6iln0t9FR6tC/fnnd93sXXxVfXoQnxwsmvinaPij2UIpJCCCGEKBpVbKrgYekBaJY2CqErknQQ4j+SM5PxtPKUtW9CFAMfRx9ljSnAa96vsfHaxgJb2wohhBDi6ahUKma2mAlAYkaijqMRLzP5lCfEf0w8PJF3971Ldk62rkMR4oVzLuocXT27Ktt/Bf7FrJazMDfM29VCCCGEEM+mhl0NgkYE0cytma5DES8xSToI8R9fNvmSd+q+I09ehSgGt5JucSvpFj+1/knZZ13GGpVKpcOohBBCiJfHsbvHuJl4U9dhiJeIFJIU4j8qWld8bNcLIcTT+bjBx8rrU8NOUX9xfWJTY3UYkRBCCPFim3p0KtGp0fzS9hcAXtv1Gm7mbjRyacT1hOss6LxAxxGKF508yhVCCKETKjSzG1ZfWa3jSIQQQogXl6eVJxnZGQRHBwPwns973Ll/h8DoQKJSo3QcnXgZSNJBCCGEThjpG3Fg4AH+6fCPrkMRQgghXlh+Nf1Iy07jh4AfAKhlXwvQFHfe1GuTLkMTLwlJOgghhNAZW2NbqecghBBCFLPRXqNpX649AN/4fwPAiksr2Hp9qy7DEi8JSToIIYQQQgghxAtq542djNszjq/9vwbgesJ15djEwxOJTo3WVWjiJfFMSQeVStVfpVIFq1SqHJVKVf8/xz5VqVRXVSrVJZVK1fGh/Z3+v++qSqWa8Cz3F0IIIYQQQghRMBczF+W1Wq1maZel9KjYQ9nXemVrNodu1kVo4iXxrDMdzgN9gIMP71SpVDWAQUBNoBPwm0ql0lepVPrAr0BnoAYw+P/nCiGEEEIIIYQoYl4OXvi6+DKh4QRUKhVeDl7EpMbQ0Lkh/kP8AYhIjtBxlOJF9kwtM9VqdQiQ33rcnsBytVqdDlxXqVRXgYb/P3ZVrVaH/v+65f8/98KzxCGEEEIIIYQQIn9fNPmCnTd2MnTLUJq5N2NkrZE4mznz05mf+KLJF3Sv2F3XIYoX2DMlHR7BDTj+0Pbt/+8DCPvPft+CBlGpVK8BrwE4OTmxf//+oo2ymN2/f7/UxSxEYcjPtnhRyc+2eBHJz7V4UcnPduHtSdzD+rj1AARGB/KK/SvUM6vHkptLAEi5noK7kbsOIxS5XsSf68cmHVQq1W7AOZ9Dn6nV6g1FH9IDarX6L+AvgPr166tbtWpVnLcrcvv376e0xSxEYcjPtnhRyc+2eBHJz7V4UcnPduGl30hn/YH1yvbodqOxKmMFCzTbIaYhDGs2TDfBCS0v4s/1Y2s6qNXqdmq1ulY+//+ohMMdoOxD2+7/31fQfiGEEEIIIYQQxaCFewutbasyVgBs6rUJgDv373Ai/AReC7yYc3rO8w5PvOCKq2XmRmCQSqUqo1KpKgCVgRPASaCySqWqoFKpjNAUm9xYTDEIIYQQQgghxEvPxMCEbX22MbDqQDpX6ExiRiIAHlYeLOq8iNP3TrPwwkIA/jn/jy5DFS+gZ22Z2VulUt0GGgNbVCrVDgC1Wh0MrERTIHI7ME6tVmer1eos4C1gBxACrPz/uUIIIYQQQgghiom7hTvlLMqx7fo2biXeUvYHx2i+jpkbmfOez3vs7LtTORaVEvXc4xQvnmftXrEOWFfAsW+Ab/LZvxXY+iz3FUIIIYQQQgjxZPpV6YeJoQk17Woq+2acmAHAltAt9Knch6UXl+Jg4sCsU7MAWNh5IXUd6+okXvFiKK7lFUIIIYQQQgghShBTQ1P6V+mPSqVS9k1uNFl5vfbKWu5n3lcSDgAWhhbPNUbx4pGkgxBCCCGEEEK8pAZUHUCgX6Cy/Xnjz9k3YB9l9MvgYOKAk5kTOeocHUYoSjtJOgghhBBCCCHESyxbnY29iT0ja47kesJ1Wq9sTVmLskSlRtFkWRNqL6zNZ4c/03WYopSSpIMQQgghhBBCvMQM9AzYN2AfG69tpMf6HgBcjb9K+/LtGVBlAAAbr0nTQfF0JOkghBBCCCGEEC+5H07/QExajNY+exN7krOSlW21Wv28wxIvgGfqXiGEEEIIIYQQovQ7FXEKUwNTjA2MaenekgbODZhyZApZ6ix8HH1Y0HmBrkMUpZTMdBBCCCGEEEKIl9ziLovxH+pP+/LtuRBzge4Vu1PTXtNaMyAygLSstGK791+Bf/FjwI/FNr7QLUk6CCGEEEIIIcRLLreN5qRGk1jdYzWgSUTkGrxlMMHRwcVy778C/+Lf4H+LZWyhe7K8QgghhBBCCCFEvuZ2mMv1hOscvXtUSUwUtVPDThXLuKJkkKSDEEIIIYQQQoh8NXJpRCOXRgyuNrhYxk/JTME/3J9qttVwMXcplnsI3ZLlFUIIIYQQQgghntr+sP1MOTLlqa79/vT3vLPvHTqs6VC0QYkSQ5IOQgghhBBCCCEKlJmTSe8NvVl+cXm+x+efn8+6q+uou6guEw9NJCkjqdBjj6w1EoCadjWLJFZR8kjSQQghhBBCCCFEgQz1DKloXRFbY9t8j//W7jfczN3IysliU+gmzkSeKfTYbuZuBI0IYnm3/BMaRe1CzAWOhx9/LvcSGpJ0EEIIIYQQQgjxSHUd65KcmZzvsXNR57hz/46yvejCokKPGxwdzP6w/VxPuE5WTtazhvlYAzcPZMzOMcV+H/GAFJIUQgghhBBCCPFI269vJykjiU4VOmFiYKLsD7gXwNhdYwFNYmJ4jeEFzojIz99Bf7P71m4A9g3Yh72JfZHFnKPOYc7pOfSr0o9yluUAGFZ9GHYmdkV2D/F4knQQQgghhBBCCPFIZ6POAjBuzzjmdZyn7B+xfYTy+kzkGc5EnqG7Z3fqOdUr1LhfNP2C5u7NMdI3wtTAlPD74cSnx1PdrvozxxyRHMH84PncS7nHzBYzAfik4SfPPK54MrK8QgghhBBCCCHEI01tPBWAkxEnUavVeY67m7srr00NTQscJzYtlq+OfcXZyLMAWBpZ0qdyH7p5dsPU0JS/g/7m9d2vF0nMruauBI0IUhIOOeocLsZeZNfNXdzPuK+c9/2p7/Fa4EV8WnyR3Fdok5kOQgghhBBCCCEeqW+Vvkw9NhWAlKwUzAzNyMzJ5O26bxObFsuEhhMKNU5ofCgrL6/kXso9fmn7C3tu7sHB1AFTA1NSslJYeXklb9V5q0hiVqvVxKTFKEs2kjOT6b+pPwDLui6jln0tAFZeXgnA7fu3uZdyj6q2VYvk/kJDZjoIIYQQQgghhHikDVc3KK9PRZzSfKFPjeHnMz9T0boiarWawKhAbifdfuQ49Z3r065cOxo6NwTgi2NfsDhkMb039laSGmuvrC2SmOedn0frla15f9/7ABjoGfCez3s4mjoSnRqtnPdn+z8BmHR4En7b/MjMySyS+wsNSToIIYQQQgghhHikS3GXAGhfvj1/nPsD74XeGOkbsajzIlq5t+Jeyj2Gbh1K57WdGbl9pHJdjjqHX8/+qvUl/4fWP+BX0w+1Wk1Xz66MqjWKt+q8RVWbqnzc4GPerPMm2TnZBcZy5/4dRu8YTUxqzCNjHlh1IIBSqHL3zd38fu53IlMiCYoO4lr8NXLUOXx66FOM9Y25lnCNlKwUMrIznvrPSeQlyyuEEEIIIYQQQjzSqFqjqGlXE18XX1qvbA3AguAFvF9PM4sgLSsNH0cfctQ5OJo6KtdtuLqBP879gYOJAwOqDmBu4FyWX1qOhaEFI2uNZHHIYiyNLDkRcYJT906xOXQzAC3dW2JtbJ1vLDcTb+If4c+3J79V6jX8V3xaPKuvrKaFewvczN0A8LTyZFDVQZS3Ks+Xx77kr8C/eKXmK9R1rItNGRsWXFhAu3LtMDM0K6o/NoEkHYQQQgghhBBCPIadiR1dPbsSGh/KV02/YvKRycw7P4955+dxYugJTAxMWNB5AaCpnRAcHcwPAT/gH+4PQGPXxgD8dOYnACKJ5ELMBd6u+zZNXJvw27nftO731t63WNxlcb6x1LCtQSXrSmy9vpVpzaahr6ef55wJhyZw5O4RLIwsSMpIIjMnk2x1Ni3LtmTcnnHKef8G/6t1XUZOBjnqHPRUsiigqMifpBBCCCGEEEKIQum5oSeTj0ymbbm2yr6E9AStc/489yeDtgxSEg5fNf2KS7GX8FrgBcCQakMAWHpxKW3KtlEKNxqoDPAfornmXNS5fLtkAEw8PJGr8VcZ6z0234TDlbgrHLl7BICkjCQM9QxJyUxhbtBcvj35LalZqTiaOHLO7xwdPTpqXXvw9kGWXVzGpMOTmHVy1hP/+Yi8JOkghBBCCCGEEKJQBlQZAMCeW3uUfXYmdsrr20m3mR88X9kuo1+GyUcm8/7+95V9nzT8hP5V+mNVxoreG3tzL/ke2/tu5406bxCdGs3kRpMBlKUW/9W7cm8A5p+fn+/xb/y/AeA179fwH+LPPx3/Yd2VddRxqMOM5jNY1HkRUxpPYeLhifSp3AcAL3sv5nWcR9/KfeldqTcpWSnkqHOe+M9H5CXLK4QQQgghhBBCFIplGUutbQ9LDwz1DJVtG2MbrePp2el5xpgTMIezUWeVGRIOpg5cjL3Iz2d+5uczP7O3/16+Ov4VgVGBbLq2iT/a/6Esd9gcuplN1zYBmqUQYYlhlLUsqzX+/I7ziUmL4djdY8SkxWBqaMp3p78DIDUrlZDYEA7ePgjAltAtALxe+3UaODcgMzuTW0m3OH3vNO3KtXvqPyfxgCQdhBBCCCGEEEIUyrKLywDY1GsTSRlJuFu4ax03MzRjQacFjNg+Qtk3osYIdt/aTXRqNOnZ6Wy+tpmo1CjleBn9MtR2qI2Pow+dK3TGwdSBgwMP0mJFCwBqL6xN0IggQNPWMludza9tf2XcnnF0WdeFQwMPYW1sTVxaHGciz+Dj6ENWThYTD09kQJUBSucNgObuzaluW53jd4+TkaPpUjHGawwt3DX3Grt7rHJuA+cGRKZEahXGFE9OllcIIYQQQgghhCiUAwMPsG/APjysPPBy8MozswHAx8mHw4MOU922Og2dGzLaazR37t9RZj3M6zhPKRLZyr2Vct2CzgsYVG0QAAM2D9AaM7fl5vgG4wFYdGGRMvthw7UNAFyMvci7+96l+YrmtF/dnj6V+zDGewxG+kZYGFlgYWhBRnYGbcu35fTw07xT9x1Ak4jIZWtsq7wef3A8fTb2efo/LAFI0kEIIYQQQgghRCGV0S+DvYk99RbVw2uBF2ciz+Q5R61W02x5M0JiQ/in4z+YGZlhoKeZZN+5Qmc8rDyoZF2JQVUH8X3r7/O9T0RyhNZ2TGqMcn9HU0eGVBvC+p7rATgVcQqAzJxMvmzypXJN+/LtcTZz5jXv10jKSCIpM4nrCdeV42O8x3B62GnqOtZV9vnV8NO6r7mheWH/aEQBZHmFEEIIIYQQQogn0r9qf5aELMl36YFKpdLaNtQz5Mxw7eSEmaEZE30n5jk31x/t/sDF3AV7E3uaLmvK8fDjVLWtyhfHvgAgMSORHut7AA9mQTzcCnN51+VKV4zcgpCTfCfRv0p/rfsY6RtpbfvV9KO8ZXne3/8+FkYWrOu57tF/EOKxJOkghBBCCCGEEOKJTGg4gQkNJxR4fGffnUSkRBR4HPImJx5W17Eu7+17j8HVBrOuxzoczRy5lXiLzh6d2Ru2l2q21Wjh3oLRXqOpaVeT89Hnta6fdGSSkjBYfGExo71GM7DawMe+rw/3f8i+sH185vsZtR1qE54cjqeV52OvEwWT5RVCCCGEEEIIIYqUi7mL1rKFJ6VGzbHwY1yIvUAlm0rcSrzF8kvL2XZjmzKLYUqjKRy6fYgBmwaw5soa5Vo3czelMCSAs5mzVq2GR5ncaDLDqg9jQNUBLA5ZzBu73njq9yA0JOkghBBCCCGEEKJEMTM04+TQk7xZ+0123NjB4C2DWXRhETv77sTDygMAJzMnKlpXpLFrY6X95qu1XuXO/TtYlbFSxjoTeYZvT36rLLN4FAdTBz5p+Al6Kj3alGvD3eS7Ss0I8XQk6SCEEEIIIYQQosQxNjBGpVIx5cgUZV9cepxSlBLAy96LxSGLcTd3J2hEEPPOzwOghduDmQ5Dqw+ltkNtpdtFYVWyrgTA3eS7z/I2XnqSdBBCCCGEEEIIUWL1rNRTef3fbhmu5q4MrDqQflX6AdChfAd6V+pNJZtKyjn9qvRTWnQ+CSsjK5Z1XUaXCl2eMnIBknQQQgghhBBCCFGC9a7Um6auTTExMGFJyBKtYwZ6BrQp14Y397zJuivr+K7Vd3zZ9MsCRnoyq6+sZvCWwUp3DPF0JOkghBBCCCGEEKLEGrJ1CEfuHmFAlQF80eSLPMdXX17NzcSbXIm/UqT3beneEoClF5cW6bgvG2mZKYQQQgghhBCixPq66dckZyYz+9RsPK09aeDcQOt4/yr9uRx3mWauzYr0vpVtKjOw6kBq2dUq0nFfNpJ0EEIIIYQQQghRYnX17ArAgKoD8j3uZObEzcSbZKuzi/zekxpNKvIxXzaSdBBCCCGEEEIIUWp5Wnkyr+M86jnVK5bx1Wo1KpWqWMZ+GUhNByGEEEIIIYQQpVoD5wZP3BKzMGaemEmP9T2KfNyXicx0EEIIIYQQQggh8lHLvhZmhma6DqNUk6SDEEIIIYQQQgiRj9x6EuLpyfIKIYQQQgghhBBCFAtJOgghhBBCCCGEEPlYGrIUn0U+JGcm6zqUUkuSDkIIIYQQQgghRD6q2lZlWI1hqJDuFU9LajoIIYQQQgghhBD5qOdUT6sVZ0RyBA4mDujr6eswqtJFZjoIIYQQQgghhBD5yMrJ4q/AvwiKCiIpI4n2q9uzJGSJrsMqVSTpIIQQQgghhBBC5GP3zd38fOZnJhyaQFpWGtVtq2NrYqvrsEoVWV4hhBBCCCGEEELko6Z9TQBuJd3i9L3TrOy+UscRlT4y00EIIYQQQgghhMhHWYuyyuv07HT6b+rPmcgzOoyo9JGkgxBCCCGEEEIIUYBFnRfhaOLIpCOTuBh7Eb9tflyNu6rrsEoNSToIIYQQQgghhBAFqONYB8syllr7em/sraNoSh9JOgghhBBCCCGEEI9Qzbaa1vbrtV/XUSSljyQdhBBCCCGEEEKIR/i66dda21EpUTqKpPSRpIMQQgghhBBCCPEI+nr6rOz2oHNFTFoMarVahxGVHpJ0EEIIIYQQQgghHqO6XXWWdFlCY5fG7A/bz8XYi7oOqVSQpIMQQgghhBBCCFEI3g7evF/vfQDmBs3VcTSlg4GuAxBCCCGEEEIIIUqL6nbVWdV9FVVsqug6lFJBkg5CCCGEEEIIIcQT+G83C1EwWV4hhBBCCCGEEEI8gRknZvD9qe91HUapIDMdhBBCCCGEEEKIJ5CVk4UKla7DKBUk6SCEEEIIIYQQQjyBSY0m6TqEUkOWVwghhBBCCCGEEE/gUuwlPjv8GWFJYboOpcSTpIMQQgghhBBCCPEEkjKSOBVxivi0eF2HUuJJ0kEIIYQQQgghhHgC9Z3rY2JgwqILi3QdSoknNR2EEEIIIYQQQogn1L9qf+yM7XQdRoknMx2EEEIIIYQQQognEJ0azYwTMzh055CuQynxJOkghBBCCCGEEEI8AZsyNnT17MqAqgN0HUqJJ0kHIYQQQgghhBDiCejr6bPt+jaGbR2m61BKPKnpIIQQQgghhBBCPKHNvTYTkRKh6zBKPJnpIIQQQgghhBBCPKFLcZf489yfpGWl6TqUEk2SDkL8r717D7aqvg44/l1cBAXKw0hRwAcK1hCFKlTRpHohaVR0NEbTWgmajoNpEmswZjTWTsykGWMyUi0da8skabRSiYNJNOKjFMUWR1B5pPgOiCCIykuRh7xc/eNsbi8EVLx3n3Pv8fuZuXP3/v32Oawzs1hzZt3f/m1JkiRJ2kebtm9i9ebVNh0+gLdXSJIkSZK0jxoPbeS0/qfRo3OPWofSptl0kCRJkiRpH3Xv1L3WIbQL3l4hSZIkSdI+WvzWYs759TnMXjm71qG0aS1qOkTElyLi2Yh4LyKGNxs/IiI2R8SC4udfms0Ni4iFEbEoIiZGRLQkBkmSJEmSqq1Lxy4M6jmIrh271jqUNq2lt1c8A3wR+Nc9zC3OzD/ew/htwDhgDvAAcAbwYAvjkCRJkiSpag7pdggTGifUOow2r0UrHTLz+cx88cNeHxGHAN0zc3ZmJnAH8IWWxCBJkiRJUi08suwR7nj2jlqH0aaVuZHkgIiYD6wH/i4z/wfoByxvds3yYmyPIuIy4DKAPn36MHPmzPKiLcGGDRvaXczSh2Fuq16Z26pH5rXqlbmtWtuROxi/bDwAPV/vSfeGlm8sWY95/YFNh4j4L+DgPUxdl5n37uVlK4HDMnNNRAwDfh0Rn9rX4DJzEjAJYPjw4dnY2Livb1FTM2fOpL3FLH0Y5rbqlbmtemReq16Z22oTbq/8mt9lPteffH2L364e8/oDmw6Z+bl9fdPM3AJsKY7nRsRi4GhgBdC/2aX9izFJkiRJktqVMwecyYNLHmT7e9trHUqbVcojMyOid0Q0FMdHAoOAlzNzJbA+IkYUT624GNjbaglJkiRJktqsH5/6Yx4+/2EuHnwx35r5Lbbs2FLrkNqcFu3pEBHnAf8E9AamRcSCzDwdOBX4fkRsA94D/joz1xYv+zrwc+AAKk+t8MkVkiRJkqR2qW+3vjy+4nGmL51Oj849drnNYtO2TZz0HyfRq3MvduQO1m9dz1NjnmL/jvvXMOLqalHTITN/BfxqD+P3APfs5TVPA8e25N+VJEmSJKktmPnqTN7Y+AYAU1+ayvgTxtOjcw8AJj8/GYB1W9Y1Xb/8neUM7DWw6nHWSim3V0iSJEmS9HEw5YUp/GDOD5rOZ6+c3XQ8bsi4puNzjjqHcceNo3eX3sx9Yy6j7h7F068/XdVYa8GmgyRJkiRJH9GNf3rjLucDe+66iuGK468A4L7F93FK31Po0bkH67esZ9XmVdz/8v1Vi7NWWnR7hSRJkiRJH2evbXyt6fjaE6+lU4dOTef3vHQPE+dP5KRDTmLTtk10aujEms1rGHnYSCaOnMjRBx5di5CrypUOkiRJkiR9RKs2rQJg9IDR/PDJH/Lw0oeb5pa9swyAOSvnsHD1QsY8MKZpdcPIw0bSr1u/6gdcZa50kCRJkiTpIxrWZxgADyx5gDtH30nfrn2b5q4cdiUH7n8gL617iYuOuYil65cy+BODmbFsBuMfHc9Xh3yVy4+/vFahV4UrHSRJkiRJ+oi67NeFgT0H0q9bP4b2HkrvLr13mR/aeyiPLHuEjds2MvrI0RzR4wi2vbcNqOzzUO9c6SBJkiRJ0kfUITpw02k3sXn7ZmatmMVBBxzEMQcew4atG5i0cBKbt23miYueAODJlU/yyvpXOPvIs1kwdgENHRpY8OYCOkQHhvQeUuNPUg6bDpIkSZIktcBRPY8CoPEXjYw6bBTfPfm7nHzXyU3z1424DoBL//NSAG5dcCuP/cVjANw892bmvTkPgCv7XEkjjVWMvHzeXiFJkiRJUiuY0DiBh5Y8xHNrntvj/M7HZ659dy3H3X4cN8y5gTMGnEFj/0YAVm1fVa1Qq8aVDpIkSZIktYLfrvot72x7hydee4KFlyzkqdefYlDPQU3zXzn2K0ycP7Hp/DeLf8OGbRuazu9ccyfXcE1VYy6bKx0kSZIkSWoFj694HIBb5t3Ccbcfx7cf+zYNHRqa5vfrsB9jPjkGgL5d+zLjSzN2ef1VB19VvWCrxKaDJEmSJEmt4GtDv7bL+dp31/LWlrd2GRty0BA+0+8zTPviNO5dfC/TL5gOQL9u/Xhh8wts3bG1WuFWhU0HSZIkSZJawfCDh+/yFIovf/LLHPoHh+5yzYoNK5i1YhazV87mhjk38NCSh5j0Z5PITKa9PY1ODZ2qHXapbDpIkiRJktRKJo+ezNV/cjUA5w067/fmLzj6AiaOnMgJf3gCABPmTuDIHkfy2sbXqhpntbiRpCRJkiRJrWjs4LGMHTx2j3O99u/FyMNG7jL27o53ueusu5g3d141wqsqmw6SJEmSJNXAlLOmsHzDcg7vfjgAqzuvrnFErc/bKyRJkiRJqoELp13IrBWzah1GqVzpIEmSJElSDZw/6HyG9RlW6zBKZdNBkiRJkqQa+N4p36t1CKXz9gpJkiRJklQKmw6SJEmSJKkUNh0kSZIkSVIpbDpIkiRJkqRS2HSQJEmSJEmlsOkgSZIkSZJKYdNBkiRJkiSVwqaDJEmSJEkqhU0HSZIkSZJUCpsOkiRJkiSpFDYdJEmSJElSKWw6SJIkSZKkUth0kCRJkiRJpbDpIEmSJEmSSmHTQZIkSZIklcKmgyRJkiRJKoVNB0mSJEmSVAqbDpIkSZIkqRQ2HSRJkiRJUilsOkiSJEmSpFLYdJAkSZIkSaWw6SBJkiRJkkph00GSJEmSJJUiMrPWMXwoEbEKWFrrOPbRQcDqWgchlcDcVr0yt1WPzGvVK3Nb9ai95vXhmdl7TxPtpunQHkXE05k5vNZxSK3N3Fa9MrdVj8xr1StzW/WoHvPa2yskSZIkSVIpbDpIkiRJkqRS2HQo16RaByCVxNxWvTK3VY/Ma9Urc1v1qO7y2j0dJEmSJElSKVzpIEmSJEmSSmHTQZIkSZIklcKmQ0ki4oyIeDEiFkXEd2odj/R+IuLQiHg0Ip6LiGcj4pvF+IERMT0iflf87lWMR0RMLPL7fyPihGbvdUlx/e8i4pJafSZpp4hoiIj5EXF/cT4gIuYU+fuLiOhUjHcuzhcV80c0e49ri/EXI+L0Gn0UqUlE9IyIqRHxQkQ8HxEnW7NVDyLiyuK7yDMRcVdE7G/dVnsUET+LiDcj4plmY61WpyNiWEQsLF4zMSKiup/ww7PpUIKIaABuBc4EBgN/GRGDaxuV9L62A1dl5mBgBPCNIme/A8zIzEHAjOIcKrk9qPi5DLgNKoUUuB44CTgRuH5nMZVq6JvA883OfwTcnJkDgXXApcX4pcC6Yvzm4jqK/wsXAp8CzgD+uajzUi39I/BQZh4DDKWS49ZstWsR0Q+4AhiemccCDVTqr3Vb7dHPqeRfc61Zp28DxjV73e7/Vpth06EcJwKLMvPlzNwKTAHOrXFM0l5l5srMnFccv0Ply2s/Knl7e3HZ7cAXiuNzgTuyYjbQMyIOAU4Hpmfm2sxcB0ynDRdA1b+I6A+cBfykOA9gFDC1uGT3vN6Z71OBzxbXnwtMycwtmbkEWESlzks1ERE9gFOBnwJk5tbMfAtrtupDR+CAiOgIdAFWYt1WO5SZ/w2s3W24Vep0Mdc9M2dn5ckQdzR7rzbHpkM5+gGvNjtfXoxJbV6xNPF4YA7QJzNXFlOvA32K473luLmvtuYW4GrgveL8E8Bbmbm9OG+eo035W8y/XVxvXqutGQCsAv6tuHXoJxHRFWu22rnMXAHcBCyj0mx4G5iLdVv1o7XqdL/iePfxNsmmg6QmEdENuAcYn5nrm88VXVSfsat2IyLOBt7MzLm1jkVqZR2BE4DbMvN4YCP/v0QXsGarfSqWjZ9LpbHWF+iKq29Upz5OddqmQzlWAIc2O+9fjEltVkTsR6XhMDkzf1kMv1Es36L4/WYxvrccN/fVlnwaOCciXqFym9soKvfB9yyW7cKuOdqUv8V8D2AN5rXanuXA8sycU5xPpdKEsGarvfscsCQzV2XmNuCXVGq5dVv1orXq9IriePfxNsmmQzmeAgYVO+12orKRzX01jknaq+L+x58Cz2fmPzSbug/YuUvuJcC9zcYvLnbaHQG8XSwVexj4fET0Kv5a8fliTKq6zLw2M/tn5hFU6vAjmTkGeBS4oLhs97zeme8XFNdnMX5hsUv6ACqbNT1ZpY8h/Z7MfB14NSL+qBj6LPAc1my1f8uAERHRpfhusjO3rduqF61Sp4u59RExovi/cnGz92pzOn7wJdpXmbk9Ii6nkiQNwM8y89kahyW9n08DY4GFEbGgGPtb4Ebg7oi4FFgK/Hkx9wAwmsrGTJuAvwLIzLUR8fdUGm8A38/M3TfQkWrtGmBKRPwAmE+xGV/x+98jYhGVjZ8uBMjMZyPibipffLcD38jMHdUPW9rF3wCTiz9uvEylDnfAmq12LDPnRMRUYB6VejsfmARMw7qtdiYi7gIagYMiYjmVp1C05nfrr1N5QsYBwIPFT5sUlWagJEmSJElS6/L2CkmSJEmSVAqbDpIkSZIkqRQ2HSRJkiRJUilsOkiSJEmSpFLYdJAkSZIkSaWw6SBJkiRJkkph00GSJEmSJJXi/wAd+0Of6XftYQAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"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",
"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 és necessari\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"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"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Biblioteca Seaborn\n",
"\n",
"Seaborn es una biblioteca de visualización de datos para Python que se utiliza para crear gráficos estadísticos atractivos e informativos. Esta biblioteca simplifica la creación de gráficos como histogramas, diagramas de caja, gráficos de dispersión y muchos otros, y ofrece una interfaz fácil de usar que permite personalizar la apariencia de los gráficos.\n",
"\n",
"[Página web](https://seaborn.pydata.org/)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install seaborn"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[2mResolved \u001b[1m97 packages\u001b[0m \u001b[2min 10ms\u001b[0m\u001b[0m\n",
"\u001b[2mAudited \u001b[1m92 packages\u001b[0m \u001b[2min 0.31ms\u001b[0m\u001b[0m\n"
]
}
],
"source": [
"\n",
"!uv add seaborn"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" species \n",
" island \n",
" bill_length_mm \n",
" bill_depth_mm \n",
" flipper_length_mm \n",
" body_mass_g \n",
" sex \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" Adelie \n",
" Torgersen \n",
" 39.1 \n",
" 18.7 \n",
" 181.0 \n",
" 3750.0 \n",
" Male \n",
" \n",
" \n",
" 1 \n",
" Adelie \n",
" Torgersen \n",
" 39.5 \n",
" 17.4 \n",
" 186.0 \n",
" 3800.0 \n",
" Female \n",
" \n",
" \n",
" 2 \n",
" Adelie \n",
" Torgersen \n",
" 40.3 \n",
" 18.0 \n",
" 195.0 \n",
" 3250.0 \n",
" Female \n",
" \n",
" \n",
" 3 \n",
" Adelie \n",
" Torgersen \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" 4 \n",
" Adelie \n",
" Torgersen \n",
" 36.7 \n",
" 19.3 \n",
" 193.0 \n",
" 3450.0 \n",
" Female \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" species island bill_length_mm bill_depth_mm flipper_length_mm \\\n",
"0 Adelie Torgersen 39.1 18.7 181.0 \n",
"1 Adelie Torgersen 39.5 17.4 186.0 \n",
"2 Adelie Torgersen 40.3 18.0 195.0 \n",
"3 Adelie Torgersen NaN NaN NaN \n",
"4 Adelie Torgersen 36.7 19.3 193.0 \n",
"\n",
" body_mass_g sex \n",
"0 3750.0 Male \n",
"1 3800.0 Female \n",
"2 3250.0 Female \n",
"3 NaN NaN \n",
"4 3450.0 Female "
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import seaborn as sns\n",
"sns.set_theme(style=\"whitegrid\")\n",
"\n",
"penguins = sns.load_dataset(\"penguins\")\n",
"\n",
"penguins.head()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Draw a nested barplot by species and sex\n",
"g = sns.catplot(\n",
" data=penguins, kind=\"bar\",\n",
" x=\"species\", y=\"body_mass_g\", hue=\"sex\"\n",
")\n"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Country', 'CountryID', 'Continent', 'LiteracyRate', 'TotalExpenditureHealth', 'CO2_emissions']\n",
"Dimensions del dataframe: (202, 6)\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', '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",
"print(list(dfwho.columns))\n",
"print(\"Dimensions del dataframe:\", dfwho.shape)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Country \n",
" CountryID \n",
" Continent \n",
" LiteracyRate \n",
" TotalExpenditureHealth \n",
" CO2_emissions \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" Afghanistan \n",
" 1 \n",
" Africa \n",
" 28.0 \n",
" 5.4 \n",
" 0.02 \n",
" \n",
" \n",
" 1 \n",
" Albania \n",
" 2 \n",
" Europa \n",
" 98.7 \n",
" 6.2 \n",
" 0.98 \n",
" \n",
" \n",
" 2 \n",
" Algeria \n",
" 3 \n",
" Africa \n",
" 69.9 \n",
" 3.6 \n",
" 4.23 \n",
" \n",
" \n",
" 3 \n",
" Andorra \n",
" 4 \n",
" Europa \n",
" NaN \n",
" 6.3 \n",
" NaN \n",
" \n",
" \n",
" 4 \n",
" Angola \n",
" 5 \n",
" Africa \n",
" 67.4 \n",
" 2.7 \n",
" 0.76 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" 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 "
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfwho.head()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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+cdxxxx1veN2DDz4YgwcP7tlWAgAAVHtomjdvXlx00UXF47q6uiI0Laq+vj5WXHHF+MIXvtCzrQQAAKj20JSCUDkMbbzxxnH99dfHZptt1pttAwAA6D+haWF///vfe74lAAAAtRKakjvvvDN+97vfxdy5c6Ozs7PbujR87/TTT++J9gEAAPS/0JQmhTjzzDNjyJAhsdpqqxUhaWGLPgcAABhQoWnChAmx++67x2mnnWamPAAAoKYt03WaZsyYEZ/61KcEJgAAoOYtU2hqbW2Nxx9/vOdbAwAAUAvD877xjW/El7/85WhpaYnNN988mpub3/Cat73tbT3RPgAAgP4XmvbZZ59ixrwUnt5s0ocpU6Ysb9sAAAD6Z2g69dRTzZAHAAAMCMsUmvbcc8+ebwkAAECthKb77rtvia8ZNWrUsrw1AABA/w9N+++/fzE8r1QqdS1b9Nwm5zQBAAADNjRdffXVb1jW1tYWkydPjptvvjkuvPDCnmgbAABA/wxN22677WKX77zzzsU05Jdccklceumly9s2AACA/nlx25xtttkm7r333p5+WwAAgNoITb/97W9j6NChPf22AAAA/Wd43gEHHPCGZelit9OmTYvnnnsuDj300J5oGwAAQP8MTQvPmldWX18fI0eOjLFjx8aYMWN6om0AAAD9MzT96Ec/6vmWAAAA1EpoKrvjjjuKSR9mzZoVq622Wmy99daxww479FzrAAAA+mNomj9/fhx++OHxv//7v9HQ0BCrrrpqzJw5s5hmfPTo0cX94MGDe761AAAA/WH2vHTx2vvvvz/OPPPMePjhh4vw9NBDD8UZZ5wRf/7zn4vrNAEAAAzY0PSzn/0svvjFL8bHP/7xoqcpaWxsjE9+8pPF8ltuuaWn2wkAANB/QtMrr7wSra2ti12Xlr/44ovL2y4AAID+G5qGDx9eDM9bnPvuuy/WWWed5W0XAABA/50I4r/+679i3Lhx0dTUFB/96EdjjTXWiBkzZhTD9r7//e8XQ/QAAAAGbGjaZ5994pFHHonx48fH2Wef3e2it3vssUccdthhPdlGAACA/jfl+GmnnRaf+9znius0vfbaa1FXVxcf/OAHY8SIET3fSgAAgP5wTtOjjz4aY8aMiR/84AfF8xSQUq/TZz7zmTj//PPjqKOOiqlTp/ZWWwEAAKo3NP3jH/+IAw44oDh3aYMNNui2btCgQXHMMcfEq6++WgQos+cBAAADLjRddtllscoqq8RPfvKT2G233bqta25ujgMPPDBuuOGGGDJkSFx66aW90VYAAIDqDU133XVXHHLIIbHaaqu96WvWXHPN4jynO++8s6faBwAA0D9C0/Tp02P99ddf4utGjhwZ06ZNW952AQAA9K/QlHqYUnBakpkzZ8bKK6+8vO0CAADoX6Fp1KhRMWnSpCW+7qabborW1tblbRcAAED/Ck37779/3HPPPTFu3LiYN2/eYq/ddOaZZ8Ydd9wR++67b0+3EwAAoLovbrvpppvGcccdF6effnrcfPPNsd1228Xb3/726OjoiOeff74IVGlo3n//93/HDjvs0LutBgAAqLbQlKQepI033jiuuOKK+M1vftPV4zR06NDYfvvti5nzNt98895qKwAAQHWHpmTrrbcubskrr7wSjY2NsdJKK/VG2wAAAPpfaFpY7ppNAAAAA2oiCAAAgIFIaAIAAMgQmgAAADKEJgAAgAyhCQAAIENoAgAAyBCaAAAAMoQmAACADKEJAAAgQ2gCAADIEJoAAAAyhCYAAIAMoQkAACBDaAIAAMgQmgAAADKEJgAAgAyhCQAAIENoAgAAyBCaAAAAMoQmAACADKEJAAAgQ2gCAADIEJoAAACqOTS9+uqr8c1vfjN23HHH2GqrrWKfffaJyZMnd62/6667Ys8994zNN988dtttt/j5z39e0fYCAAADS8VD01FHHRUPPvhgnHPOOXHjjTfGJptsEgcffHA89dRT8eSTT8bYsWNjhx12iEmTJsVee+0VxxxzTBGkAAAA+kJjVNAzzzwTd955Z1x77bWx9dZbF8tOPPHE+OMf/xi33HJLvPzyy7HRRhvFV77ylWLdiBEj4pFHHonLL788tttuu0o2HQAAGCAq2tO06qqrxmWXXRabbrpp17K6urriNmvWrGKY3qLhaPTo0XH//fdHqVSqQIsBAICBpqI9TSuttFLstNNO3ZbdeuutRQ/UN77xjfjJT34Sw4YN67Z+rbXWirlz58bMmTNjtdVWW6avmwJXeo+kfE/vUu++p+bqXets4+pdy/py+04fVjc3N0dHqTM6OjtioOrs6Ox2vyQd8e/XD/C6LYu0rZVV+lg85YL0O1DVoWlRDzzwQBx33HGx6667xs477xzt7e0xePDgbq8pP58/f/4yf50FCxbE008/XTwu39M31Lvvqbl61zrbuHrXsr7YvlNgam1tjfa57dE2py0GunT8uTTmt//rWHTevHnq9ha1r9BYVfvwRfNGVYem22+/PY4++uhiBr3x48cXy4YMGfKGcFR+nn7Bl9WgQYNi3XXXLX5I66+//nK9F0snfYqg3n1LzdW71tnG1buW9eX2Xf6Uvam5KVqGvh4DVephSoGpqakp6huWfAbL4KbBXcerLUNb+qCFtaOpuanrcaWPxZ944omlel1VhKYJEybEaaedVkwp/p3vfKcr7a2zzjoxffr0bq9Nz1taWmLFFVdc7m7oJN2n96NvqHffU3P1rnW2cfWuZX25fTfU1UdDfUMMdCkwLU0dGv49NUC9ui3TtlYt+/ClGZpXFVOOp5nzTj311Nh3332LaccX7h7bZptt4t577+32+rvvvrvojaqvr3jTAQCAAaCiPU1Tp06N008/PT70oQ8V12OaMWNG17rUNbr//vvHHnvsUQzXS/d/+MMf4le/+lUx5TgAAEDNh6Y0U16alOG2224rbgtLIWncuHFx8cUXx1lnnRU//OEP4+1vf3vx2DWaAACAARGaPv/5zxe3nB133LG4AQAAVIITgwAAADKEJgAAgAyhCQAAIENoAgAAyBCaAAAAMoQmAACADKEJAAAgQ2gCAADIEJoAAAAyhCYAAIAMoQkAACBDaAIAAMgQmgAAADKEJgAAgAyhCQAAIENoAgAAyBCaAAAAMoQmAACADKEJAFiiurq6aG5uLu4BBprGSjcAAOius7MU9fXVFU5SYGptbY1qV421A/o/oQkAqkw66J9422Px0sy2qBYdpc5on9seTc1N0VBXnQNV1ly1Jfb+0MhKNwOoQUITAFShFJienzEnqkVHZ0e0zWmLlqGvR0N9Q6WbA9CnqvOjIgAAgCohNAEAAGQITQAAABlCEwAAQIbQBAAAkCE0AQAAZAhNAAAAGUITAACA0AQAALBs9DQBAABkCE0AAAAZQhMAAECG0AQAAJAhNAEAAGQITQAAABlCEwAAQIbQBAAAkCE0AQAAZAhNAAAAGUITAABAhtAEAACQITQBAABkCE0AAAAZQhMAAECG0AQAAJAhNAEAAGQITQAAABlCEwAAQIbQBAAAkCE0AQAAZAhNAAAAGUITAABAhtAEAACQITQBAABkCE0AAAAZQhMAAECG0AQAAJAhNAEAAGQITQAAABlCEwAAQIbQBAAAkCE0AQAAZAhNAAAAGUITAABAhtAEAACQITQBAABkCE0AAAAZQhMAAECG0AQAAJAhNAEAAGQITQAAABlCEwAAQIbQBAAAkCE0AQAAZAhNAAAAGUITAABAhtAEAACQITQBAABkCE0AAAAZQhMAAECG0AQAAJAhNAEAAGQITQAAABlCEwAAQIbQBAAAkCE0AQAAZAhNAAAAGUITAABAhtAEAACQITQBAABkCE0AAAAZQhMAAECG0AQAUGXq6uqiubm5uAcqr7HSDQAA6AkrtAyKzs5S1Nf3/6CRAlNra2ulmwH8m9AEANSE5sGNRWCaeNtj8dLMtujPOkqd0T63PZqam6KhrncHBo0cvmrsOnq9Xv0a0N8JTQBATUmB6fkZc6I/6+jsiLY5bdEy9PVoqG/o1a+15irNvfr+UAuc0wQAAJAhNAEAAGQITQAAABlCEwAAQIbQBAAAkCE0AQAAZAhNAAAAGUITAABAhtAEAACQITQBAABkCE0AAAAZQhMAAECG0AQAAJAhNAEAAGQITQAAABlCEwAAQIbQBAAAkCE0AQAA9JfQdOmll8b+++/fbdmUKVNiv/32iy222CJ22WWXuPrqqyvWPgAAYOCpmtB0zTXXxHnnnddt2cyZM+Oggw6K4cOHx4033hhHHHFEjB8/vngMAADQFxqjwl588cU46aST4p577on111+/27rrr78+Bg0aFKeccko0NjbGiBEj4plnnonLLrssxowZU7E2AwAAA0fFe5r+9re/FcHopz/9aWy++ebd1k2ePDm23XbbIjCVjR49Op5++umYMWNGBVoLAAAMNBXvaUrnKaXb4kybNi1GjhzZbdlaa61V3L/wwguxxhprLNPXLJVKMXfu3OJx+Z7epd59T83Vu9bV6jZeV1cXzc3N0VHqjI7OjqgWnR2d3e6rUUf8u41VVrtqr3ct1a0va65uyy7t38oqvQ9PuSDtd6s+NOW0t7fH4MGDuy0bMmRIcT9v3rxlft8FCxYUvVVJ+Z6+od59T83Vu9bV2jaeAlNra2u0z22PtjltUY1/m6vV/Pb5XccI1Vi7aq13LdatL2qubsuufYXGqtqHL5o3+l1oampqivnz//WLXFYOSy0tLcv8vmk44Lrrrlv8kNJ5VOkPFL0rfYqg3n1LzdW71tXqNl7+xLOpuSlahr4e1SJ9+p4OJtPf5vqGio/uX6zBTYO7PmBtGbrsxwkDrd61VLe+rLm6Lbu0fyur9D78iSeeWKrXVXVoGjZsWEyfPr3bsvLztddee7mHPiTpfnkCGG+Nevc9NVfvWler23hDXX001DdEtUkHk9XYrqTh36dq11dp7aq13rVYt76oubot3/6tWvbhSzM0L6nOj4r+bdSoUXH//fdHR8f/ja+9++67Y4MNNojVV1+9om0DAAAGhqoOTWla8dmzZ8fxxx9fdJ1NmjQprrrqqhg7dmylmwYAAAwQVR2aUm/S5ZdfHlOnTo099tgjLrroojjmmGOKxwAAAH2hqs5pGjdu3BuWbbbZZjFx4sSKtAcAAKCqe5oAAAAqTWgCAADIEJoAAAAyhCYAAIAMoQkAACBDaAIAAMgQmgAAADKEJgAAgAyhCQAAIENoAgAAyBCaAAAAMoQmAACADKEJAAAgQ2gCAADIEJoAAAAyhCYAAIAMoQkAACBDaAIAAMgQmgAAADKEJgAAgAyhCQAAIENoAgAAyBCaAAAAMoQmAACADKEJAAAgQ2gCAADIEJoAAAAyhCYAAAChCQAAYNnoaQIAAMgQmgDol+rq6qK5ubm4B4De1Nir7w7AgNbZWYr6+t4JNSkwtba29sp7A8DChCYAek0KTBNveyxemtnW4+/dUeqM9rnt0dTcFA11tTNwYuTwVWPX0etVuhkALERoAqBXpcD0/Iw5Pf6+HZ0d0TanLVqGvh4N9Q1RK9ZcpbnSTQBgEbXz0RwAAEAvEJoAAAAyhCYAAIAMoQkAACBDaAIAAMgQmgAAADKEJgAAgAyhCQAAIENoAgAAyBCa6BN1dXXR3Nxc3EMtso0DQO1qrHQDBrrOzlLU19d+kEiBqbW1tcfeb6DUjeqxpG2up7dxAKB6CE0Vlg7CJt72WLw0sy1qWUepM9rntkdTc1M01C1fB+eaq7bE3h8a2WNtg574Xe3JbbxWjBy+auw6er1KNwMAlpvQVAXSQdjzM+ZELevo7Ii2OW3RMvT1aKhvqHRzoMd/V23jb7TmKs22NABqgo9DAQAAMoQmAACADKEJAAAgQ2gCAADIEJoAAAAyhCYAAIAMoQkAACBDaAIAAMgQmqBG1dXVRXNzc3EPAMCya1yO/wsVsULLoOjsLEV9vTCQkwJTa2vrG5arHQDAWyM00e80D24sAtPE2x6Ll2a2Vbo5Vauj1Bntc9ujqbkpGur+1am85qotsfeHRla6aQAA/YrQRL+VAtPzM+ZUuhlVq6OzI9rmtEXL0Nejob6h0s0BAOi3nNMEAACQITQBAABkCE0AAAAZQhMAAECG0AQAAJAhNAEAAGQITQAAABlCEwAAQIbQBAAAkCE0AQAAZAhNMICs0DIoOjtLlW4GAEC/0ljpBgB9p3lwY9TX18XE2x6Ll2a2Kf1SGjl81dh19HrqBQADlNAEA1AKTM/PmFPpZvQba67SXOkmAAAVZHgeAABAhtAEAACQITQBAABkCE0AAAAZQhMAAECG0AQAAJAhNAEAAGQITQAAABlCEwAAQIbQBAAAkCE0AQAAZAhNAAAAGUITAABAhtAEAACQITQBAABkCE0AAAAZQhMAAECG0AQAAJAhNAEAAGQITQAAABlCEwAAQIbQBAAAkCE0AQAAZAhNAAAAGUITAABAhtAEAACQITQBAABkCE0AAAAZQhMAAECG0AQAAJAhNAEAAGQITQAAABlCEwAAQIbQBAAAkCE0AQAAZAhNAAAAGUITAABAhtAEAACQITQBAABkCE0AAAAZQhMAAECG0AQAAJAhNAEAAGQITQAAAP09NHV2dsYFF1wQO+ywQ2yxxRZx6KGHxrPPPlvpZgEAAANAvwhNF198cVx77bVx6qmnxnXXXVeEqEMOOSTmz59f6aYBAAA1rupDUwpGV155ZRx55JGx8847x8YbbxznnntuTJs2LX79619XunkAAECNqyuVSqWoYg8//HDstdde8atf/So22GCDruX77LNPjBw5Mr71rW+9pfd74IEHIn3LjY2N8frrrxf3dXV1USnpa8+euyA6O6v6x7DcUs3Td5gqvbz1HtRYH81DGmPO3AXRUeN16+maq92yWZq69eQ2Xit6e3ur1ZpX6+9pf6h3tdau2utdS3Xry5qr27Krr6+LFZoHxYIFC6KhoaGi+5TUhvT1t9pqq+zrGqPKpR6lZJ111um2fK211upa91aUfyj19fUxePDgqAZpo+GtG6puy0zt1K0v2d7Ura/Z5tTN9tY/DBpU+WPglA2WJrRVfWiaO3ducb9owBkyZEi89tprb/n9ttxyyx5rGwAAUPuq/pympqam4n7RSR/mzZsXzc3NFWoVAAAwUFR9aCoPy5s+fXq35en52muvXaFWAQAAA0XVh6Y0W94KK6wQ99xzT9eyWbNmxSOPPBKjRo2qaNsAAIDaV/XnNKVzmfbbb78YP358rLbaarHuuuvGWWedFcOGDYtdd9210s0DAABqXNWHpiRdoylND37CCSdEe3t70cN0xRVXVMWMGwAAQG2r+us0AQAAVFLVn9MEAABQSUITAABAhtAEAACQITQBAABkCE0AAAAZQhMAAMBADk2vvvpqfPOb34wdd9wxttpqq9hnn31i8uTJXevvuuuu2HPPPWPzzTeP3XbbLX7+859XtL393csvvxxf+9rXYvTo0bHlllvGYYcdFk8++WTX+ilTphQXK95iiy1il112iauvvrqi7a0lU6dOLWo+adKkrmXq3fNefPHF2Gijjd5wK9ddzXvHTTfdFB/5yEdi0003jY9+9KPxy1/+smvdP/7xjxg7dmyxj99+++3jvPPOi46Ojl5qSW275557Frt9p9t//Md/FK9R756XrkV5/vnnxwc+8IFiP77vvvvGn//856719is9a/bs2XHSSScV+4ttt902jj766OL4pcyxYc+59NJLY//99++2bEnbc2dnZ1xwwQWxww47FK859NBD49lnn42KK9W4gw46qPSxj32sdN9995Weeuqp0re+9a3SZpttVnryySdLTzzxRGnTTTctnXPOOcXjyy+/vNTa2lr605/+VOlm91t77713aa+99io99NBDRU2/9KUvlbbffvtSW1tb6ZVXXim9973vLR133HHFuhtuuKGof7pn+cyfP7+05557lkaOHFm68cYbi2Xq3Tt+//vfF9vtiy++WJo+fXrXbe7cuWreS2666aZi3zxhwoTSM888U7r44otLG2+8cemBBx4otv1dd921dNhhh5UeffTR0m233VbadtttS+eff35vNaemzZs3r9t2nW6//vWvSxtttFGxr1bv3nHBBReU3v/+95f++Mc/lp5++unS8ccfX9p6662L/Yx9ec/73Oc+V9ppp52K/fljjz1WOvzww0sf+chHiu3fsWHPmTBhQrGv3m+//bqWLc32fOGFFxav+d3vfleaMmVK8fNK+/n086mkmg5NaceTDiInT57ctayzs7P0wQ9+sHTeeeeVTjzxxNKnPvWpbv/nqKOOKn44vHWvvvpqUb904FKWNvb0M0gh6nvf+14RoBYsWNC1/uyzzy5+EVg+qY4HHHBAt9Ck3r3jsssuK+2+++6LXafmPS/tsz/wgQ+Uxo0b12152k+net9yyy2l97znPcX+p+y6664rbbXVVhX/A1sL5syZU9T/61//evFcvXvHxz/+8dIZZ5zR9fyf//xnsT+/9dZb7Vd62COPPFLU9g9/+EPXstmzZ5e22Wab0qRJkxwb9oBp06aVxo4dW9piiy1Ku+22W7fQtKS/k2m/veWWW5auueaarvWvvfZa0eGR9j+VVNPD81ZdddW47LLLiuEcZXV1dcVt1qxZxTC97bbbrtv/ScPK7r///hQmK9Di/m3llVeOs88+O0aOHFk8f+WVV+Kqq66KYcOGxYYbbljUO3WDNzY2dqv3008/HTNmzKhgy/u3++67LyZOnBjjxo3rtly9e8ejjz4aI0aMWOw6Ne+dYafPPfdc7L777t2WX3HFFcWQvFTzd7/73cX+Z+H9Shp+k4aAsHy+973vxdy5c+PYY48tnqt371h99dXjd7/7XTH0MQ0tTfv0wYMHx8Ybb2y/0sPSMUeyzTbbdC0bOnRorLfeenHvvfc6NuwBf/vb32LQoEHx05/+tDj95a38nfz73/8ec+bM6XZ8vtJKK0Vra2txvFNJNR2aUpF32mmnYsdTduutt8YzzzxTjJOcNm1acUC/sLXWWqv4AzFz5swKtLh2nHjiicUGn84RO+2006KlpeVN65288MILFWpp/5bC/zHHHBMnnHBCrLPOOt3WqXfveOyxx4oPBNI5B+973/uK8yTvuOMONe/F0JS0tbXFwQcfXOxX9tprr/jtb3+r5r2s/MHX5z//+VhllVXUuxcdf/zxxUFmOm8sfdB77rnnFud0DB8+3L68hy3uuCMF1fQ3M23zjg2X3y677BIXXnhhvOMd73jDuiUdm6T1yaLHNOk15XWVUtOhaVEPPPBAHHfccbHrrrvGzjvvHO3t7d0CVVJ+Pn/+/Aq1sjZ89rOfjRtvvDE+9rGPxRFHHFF86rC4eg8ZMqS4nzdvXoVa2r+dfPLJxUnDi34Kn6h375ys/dRTT8Vrr70WX/rSl4qe7HSSaprwJJ04rOY9L/UYJamnI+1Prrzyynj/+98fhx9+uJr3smuvvTZWXHHF2HvvvbuW2cZ7xxNPPFHU+rvf/W7Ry5QmqEqTE6TeUjXvWSmUvvOd7ywmgkgT+6T6plEy6cPyBQsWODbsZe1LOBZMHRfJ4l5T6WPF/+sbq3G33357sQNKsyuNHz++6wewaDgqP29ubq5IO2tFGo6XpF6mhx56KCZMmBBNTU1vqHf5FyD1RPHWZxNL3dy33HLLYterd89LwwnS7GINDQ1FfZP3vOc98fjjjxfDxdS856VP35PUy7THHnsUjzfZZJN45JFH4gc/+IGa9/I+5pOf/GTXtp7Yxnte+nT9q1/9atGrVx4ylg7sU5BKn9arec9KB+MXXXRRMUojzayc9jHpg8c0c2F9fb1jw17WtIRjwfL+Jr1m4X1Pek2lj80HRE9TOmBPnwqnX4g0PrucaFPX3/Tp07u9Nj1PP7T0iQ9vTerWTsPx0qfxZWkHlAJUqmvqjl1cvZO1115bud+i1JOXpkhNvaaptyndkvTp2SGHHKLevSSNfV94R568613vKj6xtI33vPK+oXyuZFnar6TzP9S8d6TzCtIUv4v2Yqt3z0sfLKYejoXPv07SuSDpdAI173npvNT0NzR9CHb33XfHGWecUQz9SsMhHRv2rmFLOBYsD8tb3GsqfaxYPxCGF5x66qnF+QfnnHNOt+6+9IlOOulvYemXJ/VGpYN93pp0At9RRx1VDJkpS38I0ifCaQc1atSoYpKNha+fkuq9wQYbFCfB8takHtNf/OIXxafB5Vty5JFHFj186t3zUo9S2j+kP7QL++tf/1ocxKt5z0uTPKSgmg4sFz23LB3gpJqnfUx5GF95v5L+TzqJnmWTerHTfnnRGqp3zyuf35EmmVl0G19//fXtV3pY2lekawSlDwbSuXorrLBC8QFM2o+kob+ODXvXqCUcC6Z9TvqZLPx3Np2/nX4+6f9WVKmGpesyvfvd7y4dccQRb7juxKxZs4q5+dP6s846q5gr/oorrnCdpuV0yCGHFNNG3nvvvcXU42kK8lGjRpWee+650owZM4rHxx57bOnxxx8vpsZOc/OnKT7pGQtPOa7ePa+jo6M0ZsyY4noe6dpvab9x+umnF1Nep+1dzXvHd7/73WIK2jTd7MLXabr77rtL7e3txWUkDj744OISB+XrNKXrfLDs0jVUDjzwwDcsV+/e2a/ss88+xdTMd911V2nq1Kmlc889t7TJJpuU/vznP9uv9ILPfOYzxTTY6Tjw4YcfLq7nma7rmTg27FnHHntstynHl+bvZLp+atqP33777d2u05SuE1dJNR2aLrnkkuIgcnG39MNK0jz96ZclHfSkHdbPf/7zSje7X0th9KSTTiou0pfm1E8betoBlaXrNX36058u6p2u/fGjH/2oou2tNQuHpkS9e95LL71UXLMmbeNpR58u6JwClJr3riuvvLK0yy67FB90pWvapHC08DX50gFP+nmk63+k6/ClA1GW7wOwL3/5y4tdp949L11n7OSTTy7tvPPOxQcEab9yzz33dK23L+/56wilD9TTBYS322674rglXaupzLFh74WmpdmeX3/99dKZZ55ZGj16dHGtp0MPPbT07LPPliqtLv1T2b4uAACA6uXEHQAAgAyhCQAAIENoAgAAyBCaAAAAMoQmAACADKEJAAAgQ2gCAADIEJoAqAiXCVQLgP5CaAJgue2///7F7c18/etfj1122aXr+W9+85s49thj+1XlJ02aFBtttNEbbptttlnxvZ1yyikxe/bst/Ses2bNimOOOSYmT57ca+0GYPk19sB7AEDW4YcfHgcccEDX86uuuqrfVuyiiy6KNddcs+v5a6+9Fn/84x/jRz/6Ubzyyitx3nnnLfV7TZkyJW6++eYYM2ZML7UWgJ4gNAHQ64YPH14zVd5kk03i7W9/e7dlO+20U7z88svxy1/+MubMmRNDhw6tWPsA6HmG5wHQ6xYenpeG8d17773FLQ1vu+eee4rlr776anzzm9+M973vfbHpppvGpz/96bjrrru6vU96ferp2XPPPYthcelxct9998XBBx8co0aNive85z3F17rwwgujs7Oz6/+moXOnnnpq7LDDDrHFFlsUvTu///3vi3Xf+c53ivf75z//2e3rXXzxxbH11lvH3Llzl/g9rrjiilFXV1fcyn784x8XbU1fL73/Jz7xiSJYJen7Lve+pfuFhzfefvvtxf9LdXj/+98f3/72t6OtrW0ZKg9ATxCaAOhTJ510UrS2tha3iRMnxrvf/e6YN29efPazny3OdfrKV75ShKFhw4bFIYcc8obg9L3vfS923333uOCCC+LDH/5w/P3vf48DDzwwVllllTj33HPjkksuiW222aZ4j3JA6ejoiM997nNxyy23xNixY4sw9M53vjOOOOKI4nyiT33qU0UbfvWrX3X7Wmno3Ec+8pFobm7uWpaC2Ouvv17cFixYUPQw3XDDDfGTn/wkPvShD0VLS0vxumuuuaYIgR/84Afj0ksvjfHjx8fgwYPj6KOPjmnTphXfd1qfpPtUlyS1MbUrte+73/1ufPGLX4yf/vSnxRBHk2cAVIbheQD0qQ033DBWWGGF4nHqgUmuv/76Ivyk+80337xYtuOOOxa9Lyls3HjjjV3/PwWigw46qOv5TTfdVPROnXXWWVFf/6/PAlPvzG9/+9uiN+ejH/1o3HHHHfHQQw8VISSFmGT06NHx7LPPxt13310Eky233LIISXvttVex/oEHHoinn346xo0b1639KRgtao011ojPfOYzceSRR3YtS++der9S2Clbd911ix6k+++/v2hXqkW5JumWQlH6flNvWLovW3/99Ytg+Ic//CF23nnn5fwJAPBWCU0AVFzqTUqTK6Tel9SDU/aBD3wgzjzzzGKyhZVXXrnrnKKFffKTnyxuqado6tSp8cwzzxQTLKTepdQTlKSQMmjQoG4z+KWAdd1113U9T8P1TjzxxHjuueeKcJN6jjbYYIMiTC0s9WSltqb3TjPqpdCWwtLee+/9hiGJ5RnynnrqqaJd5aGI8+fPX2wd0utSL1TqDVu4DmnYYQqad955p9AEUAFCEwAVl85neumll4rQtDhpXTk0lYe/lbW3txfnKqVeohQ00iQNKeg0NjZ2DWdL75+G75V7ohYnDcM7/fTTi/dJPURpaN9hhx32hteNHDmyayKIrbbaqviaaXhdCjWp96js//2//1csT4EwBbY03G7jjTcu1r3ZMLvUzuRb3/pWcVvU9OnT37T9APQeoQmAikuTKKQhaAsPSVvYorPVLey0006LW2+9tZjqOw3TK4eq7bbbrtv7p0CSwsrCEzU88sgjxbIU1tKMd7vttlsRllIwShMvpIkbluSEE04oeoBOPvnkeO9731sM1UvnPaXAlcJSOt8p9Y6lEPfEE08UoezNrLTSSsV9unbTtttu+4b15eAIQN8yEQQAfW7RHp8UEF544YVYffXVixnjyrcURi6//PJoaGh40/dKQ+9SWEnnKpUD01//+tfimknl2fPSeVBpOF06t6kshaXjjjuumKShLE0I8dhjj8UPf/jDIoCtvfbaS/xeUg9Tep80DO/ss88uls2cObMYKpjeL30fKTAl5a9fbtei31fqjUo1+Mc//tGtDqkd6b1TyAOg7+lpAqBHpHNxFnfR2tRrs7gelQcffLAYupZm0UuTI0yYMKGY4OHzn/98rLPOOvGnP/0pvv/978d+++1X9Ni8mTSVd+od+p//+Z8YMWJEMaFEOu8o9SiVpwpPkyekIXvpPKMvf/nL8Y53vKPo8XnyySeLoX1laXrxdB5Tmg49zcS3tNLQvmuvvbY4D2qfffYp2pTOi0oz6KVZANP3my6Ae/XVVxevL7cr9YAlaerz1IuUhu+l2QPTsL4UqNI5XSmMpdn+XnzxxTcdvghA7xKaAOgR6RyeM8444w3LU2/Lovbdd9+iN+jQQw8t/k+aQjwFjNSbkmbBS9dLSqHjq1/9ajFVeE4KQqkXKQ3PSxMspKF8X/jCF4qhcGkGvTQhRAogKYCl4X/nn39+EVrSNZ+uvPLKIuAsLAWs1EtVnmVvaaVhein8nXLKKcX1mVLQSUMHU/vSVONpdrwU5tJ5U2ma8zQz4Lve9a742Mc+VnzvKVT97Gc/K2bvS0MFUw9bmpI99Z6lc6dS21PYA6Dv1ZVc9AEACulPYprMYfvtt49vfOMbqgJAQU8TAAPe7Nmzi6GFf/nLX4rrK6VeIAAoE5oAGPCampqKazalCRrS8DnD4ABYmOF5AAAAGaYcBwAAyBCaAAAAMoQmAACADKEJAAAgQ2gCAADIEJoAAAAyhCYAAIAMoQkAACDe3P8H6Ij/EwsdK4kAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# https://seaborn.pydata.org/generated/seaborn.histplot.html\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 8)) # Establim el marc de dibuix\n",
"sns.histplot(dfwho, x=\"LiteracyRate\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"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": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#matplotlib\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"\n",
"#seaborn\n",
"sns.histplot(dfwho,x=\"TotalExpenditureHealth\", hue=\"Continent\", multiple=\"stack\")\n",
"\n",
"\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"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()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"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()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Otro escenario\n",
"x = np.random.normal(size=1000)\n",
"y = np.random.normal(size=1000)\n",
"\n",
"plt.scatter(x, y, c='firebrick', alpha=0.2)\n",
"plt.title(\"Ejemplo de scatter\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Usamos la libreria seaborn\n",
"sns.jointplot(x=x, y=y)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"pycharm": {
"name": "#%% md\n"
},
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Ejercicios"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"**A) Utilizando el archivo \"who.csv\",**\n",
"- ¿Podrías mostrar un gráfico con los 10 países más poblados (\"Población (en miles) total\")?\n",
"- ¿Y otro con los 10 menos poblados?\n",
"\n",
"Nota: Ten en cuenta que los valores \"NaN\" pueden afectar la visualización."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**B) Representa en un gráfico de barras el crecimiento de población (*Population annual growth rate (%))* de los paises del top 10 más poblados.**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**C) Representa con un boxplot la contaminació (CO2) (`CO2_emissions`) de Europa (codi continent: 2)**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**D) Con el fichero `data_groups.csv`, visualiza la distribución de ciudades y puntos de candidatos.**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[](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"
]
}
],
"metadata": {
"celltoolbar": "Slideshow",
"kernelspec": {
"display_name": ".venv",
"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": "3.12.10"
}
},
"nbformat": 4,
"nbformat_minor": 1
}