distances_gpt.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "import pickle\n",
    "import math\n",
    "from pandas.core.series import Series\n",
    "from scipy.stats import chi2_contingency\n",
    "from scipy.stats import ttest_ind\n",
    "from statsmodels.stats.proportion import proportions_ztest\n",
    "from pandas import DataFrame\n",
    "from tqdm.auto import tqdm\n",
    "import warnings\n",
    "\n",
    "tqdm.pandas()\n",
    "\n",
    "plt.style.use('ggplot')\n",
    "plt.rcParams['axes.prop_cycle'] = plt.cycler(color=['#8d9bff', '#FF9750', '#FFD900','#7BB5C4', '#9FC1AD', '#D3D3E0'])\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "def calculate_distance(responde: Series, llm: DataFrame, preguntas_seleccionadas: dict):\n",
    "    result = 0\n",
    "    num_pregs = 0\n",
    "    no_responden = 0\n",
    "\n",
    "    preguntas = list(preguntas_seleccionadas.keys())\n",
    "\n",
    "    for pregunta in preguntas:\n",
    "        pregunta_normalizada = pregunta.lower()\n",
    "        respuesta_llm = llm[llm['Pregunta'] == pregunta]['Respuesta'].values[0]\n",
    "        \n",
    "\n",
    "        if pregunta_normalizada in responde.keys():\n",
    "            respuesta = responde[pregunta_normalizada]\n",
    "            respondio = not math.isnan(respuesta)\n",
    "\n",
    "            if respondio and pregunta in list(llm['Pregunta']) and respuesta_llm < 10:\n",
    "                result += abs(respuesta - respuesta_llm)\n",
    "                num_pregs += 1\n",
    "\n",
    "        if not pregunta_normalizada.startswith('ovq') and not pregunta_normalizada.startswith('trade'):\n",
    "            respuesta = responde[pregunta_normalizada]\n",
    "            respondio = not math.isnan(respuesta)\n",
    "            \n",
    "            if respuesta_llm > 10 or not respondio:\n",
    "                no_responden += 1\n",
    "            \n",
    "    if num_pregs == 0:\n",
    "        result = -1\n",
    "        norm_result = -1\n",
    "    else:\n",
    "        norm_result = result/num_pregs\n",
    "    \n",
    "    return result, num_pregs, norm_result\n",
    "\n",
    "# Crea un StataReader para leer los metadatos\n",
    "reader = pd.io.stata.StataReader('./datasets/ARG_2021_LAPOP_AmericasBarometer_v1.2_w.dta')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"./datasets/respuestas.pickle\", \"rb\") as input_file:\n",
    "    respuestas = pickle.load(input_file)\n",
    "\n",
    "with open(\"./datasets/preguntas_seleccionadas.pickle\", \"rb\") as input_file:\n",
    "    preguntas_seleccionadas = pickle.load(input_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "lpop    = pd.read_stata('./datasets/ARG_2021_LAPOP_AmericasBarometer_v1.2_w.dta', convert_categoricals=False)\n",
    "chatgpt = pd.read_csv('./outputs/respuestas_gpt35_turbo.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0a4de63c6b694a85b84f5116a4048e33",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3011 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop['gpt_results'] = lpop.progress_apply(lambda x: calculate_distance(x, chatgpt, preguntas_seleccionadas), axis=1)\n",
    "lpop[['gpt_distance', 'gpt_num_preg','gpt_distance_norm']] = pd.DataFrame(lpop['gpt_results'].tolist(), index=lpop.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "lpop[lpop['gpt_num_preg'] >5].to_csv('./outputs/lpop_gpt_distances.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop['gpt_distance'].plot(kind='hist', bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop['gpt_num_preg'].plot(kind='hist', bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop[lpop['gpt_num_preg']>5]['gpt_distance_norm'].plot(kind='hist', bins=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Edad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop_gpt =  lpop[(lpop['gpt_distance_norm']<=1)&(lpop['gpt_num_preg']>10)]\n",
    "\n",
    "plt.figure(dpi=100)\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade_gpt = lpop_gpt['q2'].value_counts()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade_gpt / users_per_grade_gpt.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.title(\"Distribución Edad GPT\", color='black')\n",
    "plt.ylabel(\"Cantidad\")\n",
    "plt.xlabel(\"Edad\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade = lpop['q2'].value_counts()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade / users_per_grade.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.title(\"Distribución Edad Total\", color='black')\n",
    "plt.ylabel(\"Cantidad\")\n",
    "plt.xlabel(\"Edad\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estadístico de prueba t: -2.522807773381545\n",
      "Valor p: 0.011688400441977182\n"
     ]
    }
   ],
   "source": [
    "# Realizar la prueba t\n",
    "estadistico, p_valor = ttest_ind((lpop_gpt['q2'].values), (lpop['q2'].values))\n",
    "\n",
    "print(\"Estadístico de prueba t:\", estadistico)\n",
    "print(\"Valor p:\", p_valor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Género"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop_gpt['q1tb_label'] = lpop_gpt['q1tb'].apply(lambda x: reader.value_labels()['q1tb_esp'][x])\n",
    "\n",
    "plt.figure(figsize=(6.4, 4.8), dpi=150)\n",
    "\n",
    "# textcolor black\n",
    "lpop_gpt['q1tb_label'].value_counts().plot(\n",
    "    kind='pie', autopct='%1.0f%%', textprops={'color': 'black'}\n",
    ")\n",
    "\n",
    "plt.title('Distribución por genero GPT', color='black')\n",
    "plt.savefig('./outputs/genero_chatGPT.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop['q1tb_label'] = lpop['q1tb'].apply(lambda x: reader.value_labels()['q1tb_esp'][x])\n",
    "\n",
    "plt.figure(figsize=(6.4, 4.8), dpi=150)\n",
    "lpop['q1tb_label'].value_counts().plot(\n",
    "    kind='pie', autopct='%1.0f%%', textprops={'color': 'black'}\n",
    ")\n",
    "\n",
    "plt.title('Distribución por genero total', color='black')\n",
    "plt.savefig('./outputs/genero_total.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-statistic: -0.341111580090423\n",
      "p-value: 0.7330195838416471\n"
     ]
    }
   ],
   "source": [
    "# tamaños de las muestras\n",
    "n_total = lpop.shape[0]\n",
    "n_submuestra = lpop_gpt.shape[0]\n",
    "\n",
    "# número de éxitos (en este caso, mujeres) en cada muestra\n",
    "count_total = n_total * 0.50  # 50% de la muestra total son mujeres\n",
    "count_submuestra = n_submuestra * 0.49  # 55% de la submuestra son mujeres\n",
    "\n",
    "# realizamos el test de proporciones\n",
    "z_stat, p_value = proportions_ztest([count_submuestra, count_total], [n_submuestra, n_total])\n",
    "\n",
    "print('Z-statistic:', z_stat)\n",
    "print('p-value:', p_value)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Provincia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop_gpt['prov1t_label'] = lpop_gpt['prov1t'].apply(lambda x: None if math.isnan(x) else reader.value_labels()['prov1t_eng'][x])\n",
    "\n",
    "plt.figure(dpi=100)\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade_gpt = lpop_gpt.groupby('prov1t_label')['wt'].sum()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade_gpt / users_per_grade_gpt.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.ylabel(\"Cantidad\")\n",
    "plt.xlabel(\"Provincia\")\n",
    "plt.title('Distribución por provincia GPT', color='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop['prov1t_label'] = lpop['prov1t'].apply(lambda x: None if math.isnan(x) else reader.value_labels()['prov1t_eng'][x])\n",
    "\n",
    "plt.figure(dpi=100)\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade_total = lpop.groupby('prov1t_label')['wt'].sum()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade_total / users_per_grade_total.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.ylabel(\"Cantidad\")\n",
    "plt.xlabel(\"Provincia\")\n",
    "plt.title('Distribución por provincia total', color='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estadístico de chi-cuadrado: 26.79452206109218\n",
      "Valor p: 0.26481184959763265\n"
     ]
    }
   ],
   "source": [
    "# Realizar el test de chi-cuadrado\n",
    "#chi2, p_valor = chi2_contingency([list(users_per_grade.values), list(users_per_grade_gpt.values)])\n",
    "chi2, p_valor, _, _ = chi2_contingency([list(users_per_grade_gpt.values), list(users_per_grade_total.values)])\n",
    "\n",
    "print(\"Estadístico de chi-cuadrado:\", chi2)\n",
    "print(\"Valor p:\", p_valor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Urbanización"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop_gpt['ur1new_label'] = lpop_gpt['ur1new'].apply(lambda x: None if math.isnan(x) else reader.value_labels()['ur1new_esp'][x])\n",
    "lpop['ur1new_label'] = lpop['ur1new'].apply(lambda x: None if math.isnan(x) else reader.value_labels()['ur1new_esp'][x])\n",
    "\n",
    "plt.figure(dpi=100)\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade_total = lpop.groupby('ur1new_label')['wt'].sum()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade_total / users_per_grade_total.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.ylabel(\"Cantidad\")\n",
    "plt.xlabel(\"Urbanización\")\n",
    "plt.title('Distribución por Urbanización Total', color='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade_gpt = lpop_gpt.groupby('ur1new_label')['wt'].sum()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade_gpt / users_per_grade_gpt.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.ylabel(\"Cantidad\")\n",
    "plt.xlabel(\"Urbanización\")\n",
    "plt.title('Distribución por Urbanización GPT', color='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estadístico de chi-cuadrado: 5.651948532899076\n",
      "Valor p: 0.12982765897489248\n"
     ]
    }
   ],
   "source": [
    "# Realizar el test de chi-cuadrado\n",
    "#chi2, p_valor = chi2_contingency([list(users_per_grade.values), list(users_per_grade_gpt.values)])\n",
    "chi2, p_valor, _, _ = chi2_contingency([list(users_per_grade_gpt.values), list(users_per_grade_total.values)])\n",
    "\n",
    "print(\"Estadístico de chi-cuadrado:\", chi2)\n",
    "print(\"Valor p:\", p_valor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Nivel educativo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Tpk0VFBSkHTt2uPycMDP3kZ+fn+677z5J0r///e8yf39YB8UGpjpx4oQGDx6sVatWKTIyUs8++2yJ2+fm5mrt2rVFlufn5ztOZfn5+TmW16pVSydPntT58+fLNrguHpb/8w/YLVu2aPbs2QoMDNQ999zjWH5pDsiMGTMK/fZ+5MiRYn9Ih4SEaPDgwTp+/LieeuqpIvdJycrKuuKprr/+9a+SpJdeeqnQHVgvXLjgeM+//e1vTv5tXffiiy8WmkORk5OjZ555RtLFZ1ddMnToUHl7e+vtt992/KN9yfPPP6/MzEwNHTpUVapUKffMxRkxYoTsdrvGjRtXaH8cPHhQb731VrEfc2m/T58+vdDylStX6vPPPy+yfe/evRUdHa3FixcXu/7o0aOOP186svnnknHgwAGNGzeuyMd6enrq0Ucf1fnz5/Xwww8XObKZl5d32Tv1XmL2Ppo0aZLq1Kmj//3vfxozZsxlS39pTgOj8mOODSrMpXtP2O12xyMVfv75Z+Xl5aldu3aaPXu2goODS3yP8+fPq1OnTmrUqJFuuOEGRUVFKScnR9999512796tPn36FPpt8dJ9R+666y517txZVapUUevWrdW7d+9S/306d+6sjz76SBs3btRNN93kuI+N3W7Xhx9+WOg0S/v27dW5c2etWbNG7dq1U9euXZWamqolS5bozjvvLPY3+nfeeUe7du3SBx98oFWrVunOO++Uj4+PDh48qG+//VaLFy9Wly5dLpuvY8eOGjt2rF555RW1aNFC/fv3V7Vq1bRs2TLt2rVLnTp10j//+c9Sfx2upFmzZrruuusK3cdm//796tmzp/7yl784touOjtbUqVM1evRotWnTRgMHDlRISIhWr16t9evXq2nTppoyZUqZ55s6deplj1p16dLF8TX+xz/+oUWLFunLL79UmzZtdOeddyo9Pd1xA8TFixcX+fgRI0bo1Vdf1eTJk7V9+3Y1b95ciYmJWrZsme655x59+eWXhbb38fHRF198oW7dumnIkCH68MMP1aFDB+Xk5Gj37t1auXKloxj37t1bjRo10uuvv66dO3cqNjZWhw8f1tdff62ePXvq8OHDRfK88MILjgdWxsTEqFevXqpevbqOHDmiFStW6NVXXy3x5oZm7aNL6tSpo5UrV6pfv36aOnWqZs6cqa5du6pBgwby8PBQSkqK1q1bp3379ik0NFRNmzYttyy4hpl8VRbcgP50Ca2Pj49Rq1Yto02bNsbIkSONZcuWFblPyyV/vlw2Ly/PmDJlinHXXXcZ9erVM6pUqWIEBwcb7du3N95//30jNze30MdnZWUZDz/8sFG3bl3HJZ1/vCRXknHLLbdcNntJl3sPHz7cSEhIMPr06WMEBQUZVatWNTp27GgsX7682Pc6c+aMMXLkSCMkJMTw8fExrrvuOuPDDz8s8Xb8WVlZxksvvWS0bNnSqFq1quHv7280a9bMePzxxwtdol5czks+//xz46abbjL8/f2NKlWqGM2bNzdeeumlQvdouaSky+NLumS9OJf2XU5OjjF+/HgjOjra8PHxMerXr29MmDDhspfrf/vtt8Ydd9xhBAUFGT4+PkbDhg2Nf/7zn4Uuvf7z53CFM5d7v/DCC4U+JiMjwxgzZoxRp04do0qVKkaTJk2M//73v8b+/fsvuw937dpldO/e3fD39zeqVatm3HLLLcaqVauKvdz7kkOHDhmPPPKIER0dbXh7exs1a9Y02rVrV+S+Q4cPHzaGDBli1KlTx/D19TWaN29uTJkyxcjPz7/s93Z+fr7x9ttvG23btjWqVatm+Pn5GY0aNTJGjRpV6DL/kvZ3We2jkr4GJcnNzTXi4+ON3r17O/aFr6+vERkZafTp08f46KOPin3cwqX96gou9648bIbB9HAAZa9Lly5avXo1V6AAqFDMsQEAAJZBsQEAAJZBsQEAAJbBHBsAAGAZHLEBAACWQbEBAACWQbEBAACWQbEBAACW4baPVDhz5kyxT9x1ZyEhIVd8VgwqJ/atNbFfrYt9W5SXl5fjwbIlblcBWa5JBQUFys/PNzvGNcNms0m6+HXhQjlrYd9aE/vVuti3pcOpKAAAYBkUGwAAYBkUGwAAYBkUGwAAYBkUGwAAYBkUGwAAYBkUGwAAYBkUGwAAYBkUGwAAYBkUGwAAYBkUGwAAYBkUGwAAYBkUGwAAYBkUGwAAYBleZgewkjlL65gdoQyEmx3AJYN7JJsdAQBwDeCIDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAyKDQAAsAwvswNczqJFi/TZZ5+pR48eeuCBByRJeXl5mjVrltatW6f8/Hy1bt1aI0eOVFBQkKlZAQDAteGaPGLz+++/67vvvlNUVFSh5TNnztTWrVv15JNPauLEiTpz5oxee+01k1ICAIBrzTVXbHJycvT222/roYceUrVq1RzLs7Oz9cMPP2j48OFq0aKFGjRooEcffVR79+5VYmKiiYkBAMC14po7FfXRRx8pNjZWrVq10oIFCxzLDxw4oAsXLqhly5aOZXXr1lVwcLASExMVExNT7Pvl5+crPz/f8dpms6lq1aqOP8Ma2JeXd+lrw9fIWtiv1sW+LZ1rqtisXbtWBw8e1OTJk4usS09Pl5eXV6GjOJIUGBio9PT0y77nwoULNX/+fMfr+vXra8qUKQoJCSmz3DBfeHi42RGueWFhYWZHQDlgv1oX+9Y110yxSUtLU3x8vJ577jn5+PiU2fvec8896tWrl+P1pQZ88uRJFRQUlNnnuYh/XM1y/PhxsyNcs2w2m8LCwpSSkiLDMMyOgzLCfrUu9m3xvLy8nDoocc0UmwMHDigjI0Pjxo1zLLPb7dq9e7eWL1+u8ePHq6CgQOfOnSt01CYjI6PEq6K8vb3l7e1d7Dq+YayDfXllhmHwdbIg9qt1sW9dc80Um5YtW+q///1voWXvv/++6tSpo7vvvlvBwcHy9PTUzp071aFDB0lScnKy0tLSLju/BgAAuJdrpthUrVpVkZGRhZZVqVJF1atXdyzv2rWrZs2aJX9/f/n5+emTTz5RTEwMxQYAAEi6hoqNM4YPHy6bzabXXntNBQUFjhv0AQAASNd4sZkwYUKh1z4+Pho5ciRlBgAAFOuau0EfAACAqyg2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMrzMDgBUBnOW1jE7QhkINzuASwb3SDY7AoBKhCM2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMig2AADAMryu9gNyc3O1Y8cO7d27V0ePHtXZs2clSdWrV1dERISaNGmili1bytfXt8zDAgAAlMTpYnP48GEtWbJEmzZtUk5Ojnx8fFSrVi1Vq1ZNknT8+HHt2rVLS5YsUZUqVdS+fXv17t1bkZGR5RYeAADgj5wqNm+88YY2btyohg0basCAAWrVqpUiIiLk4VH4TJbdbtfRo0e1fft2bdiwQWPHjlWHDh30xBNPlEd2AACAQpwqNjabTS+//LKio6NL3M7Dw0ORkZGKjIxU7969lZSUpEWLFpVBTAAAgCtzqti4esQlOjqaozUAAKDCcFUUAACwjKu+Kqo4q1at0s8//6zTp08rKChIHTt21G233SabzVYWbw8AAOCUUheb+fPna8WKFbr99ttVs2ZNHT16VPHx8UpJSdHQoUPLIiMAAIBTnC42J0+eVEhISJHlq1ev1hNPPKHmzZs7lgUFBenrr7+m2AAAgArl9BybJ598UnPmzFFubm6h5b6+vjp58mShZWlpaapatWrZJAQAAHCS00dsJkyYoPj4eK1evVpDhgzRzTffLEnq37+/3nzzTa1atUo1atRQcnKyDh48qNGjR5dbaAAAgOLYDMMwruYD1qxZo88//1w1a9bUiBEj1KhRIyUnJ2v9+vU6c+aMAgMD1b59+2v+jsMnT55Ufn5+mb7nnKV1yvT94LzBPZLL9f3Zt+Yp731bWdlsNoWHh+v48eO6yh/juMaxb4vn7e1d7JSYP7vqycOdO3dW+/bttWDBAk2cOFEdOnTQ/fffr3vvvdeloH+0YsUKrVixwnFqKyIiQv3791dsbKwkKS8vT7NmzdK6deuUn5+v1q1ba+TIkQoKCir15wYAAJWfS/exqVKliu677z699tprOn/+vB5//HEtXLhQBQUFpQpTs2ZNDRkyRC+//LImT56sFi1a6JVXXtGRI0ckSTNnztTWrVv15JNPauLEiTpz5oxee+21Un1OAABgHVd1xCYxMVFbt25Vbm6uGjdurJtuuklPPfWUdu3apfj4eK1cuVJ/+ctf1L59e5fCxMXFFXp93333acWKFdq3b59q1aqlH374QY8//rhatGghSXr00Uc1ZswYJSYmKiYmptj3zM/PL3TKyWazOSY2c58d62BfWhf7tniXvi58fayHfVs6ThebH374QdOmTVOzZs1UrVo1rVy5Ups2bdKYMWMcR1ZWrFihadOmafny5RoxYkSp5tnY7XatX79eubm5iomJ0YEDB3ThwgW1bNnSsU3dunUVHBxcYrFZuHCh5s+f73hdv359TZkyxanzdKg8wsPDzY6AcsK+LVlYWJjZEVBO2LeucbrYLFy4UHfddZceeOABSdK2bds0efJkpaamqnbt2vLw8NBdd92lTp06ac6cOXrmmWc0e/bsqw50+PBhjR8/Xvn5+fL19dVTTz2liIgIJSUlycvLS9WqVSu0fWBgoNLT0y/7fvfcc4969erleH2pAZ88ebLUp86K4gewWY4fP17On4F9a5by37eVk81mU1hYmFJSUphgajHs2+J5eXmV7eThrKysQu3x0p/PnTtXaDt/f3+NHDlS3bp1c/atC6lTp45effVVZWdna8OGDXr33Xc1ceJEl95LujiL2tvbu9h1fMNYB/vSuti3JTMMg6+RRbFvXeN0sYmNjdVXX32latWqqVq1alqyZIlq1ap12dNNrp6G8vLycpSmBg0aaP/+/Vq6dKk6duyogoICnTt3rtBRm4yMDK6KAgAAkq7iqqiRI0eqdevW+vTTT/XWW2/Jw8NDTz/9tLy8yuQ5mpdlt9uVn5+vBg0ayNPTUzt37nSsS05OVlpa2mXn1wAAAPfidCvx8/PTww8/XJ5Z9Nlnn+n6669XcHCwcnJy9PPPPyshIUHjx4+Xn5+funbtqlmzZsnf319+fn765JNPFBMTQ7EBAACSyuDp3mUpIyND7777rs6cOSM/Pz9FRUVp/PjxatWqlSRp+PDhstlseu2111RQUOC4QR8AAIDkZLGZNm2a+vbtq9DQ0Kt685SUFC1evFgPPvigU9s/8sgjJa738fHRyJEjKTMAAKBYThWbU6dO6fHHH1fLli3VsWNHtWjRQsHBwcVue+LECe3cuVPr16/Xb7/95jjaAgAAUN6cKjbPPPOM9uzZoyVLlujDDz+U3W5X9erVFRISIn9/fxmGoXPnzunEiRPKysqSh4eHYmNj9cILL6hp06bl/XcAAACQdBVzbJo2baqmTZsqMzNTW7duVWJiopKTk3Xq1ClJUvXq1dWuXTvFxMSoTZs2CgwMLLfQAAAAxbnqycMBAQG69dZbdeutt5ZHHgAAAJe59HRvAACAaxHFBgAAWAbFBgAAWAbFBgAAWAbFBgAAWAbFBgAAWEapnhWVmJio3377TRkZGbrzzjsVHh6u3NxcHTt2THXq1JGvr29Z5QQAALgil4pNQUGBpk6dqs2bNzuWxcXFKTw8XDabTZMmTVLPnj3Vr1+/MgsKAABwJS6dipozZ462bt2qUaNGaerUqYXW+fj4qEOHDoVKDwAAQEVwqdisXbtW3bp10+233y5/f/8i6+vWrasTJ06UOhwAAMDVcKnYZGZmKjIy8vJv6uGh3Nxcl0MBAAC4wqViU6tWLR07duyy6/fu3auwsDCXQwEAALjCpWLTqVMnff/990pMTCyy7vvvv9f69evVuXPnUocDAAC4Gi5dFdWvXz/t27dPL7zwgurWrStJmjlzprKysnT69GnFxsaqV69eZRoUAADgSlwqNl5eXnr22Wf1008/acOGDbLb7SooKFBUVJQGDx6szp07y2azlXVWAACAErl8gz6bzabOnTtzygkAAFwzeKQCAACwDKeO2EycOFE2m03jx4+Xp6enJk6c6NSbe3p6qnr16mrZsqW6dOkiDw96FAAAKD9OFRvDMIq8dmYOTX5+vvbv369169bp6NGjGjZsmGspAQAAnOBUsZkwYUKJr69k1qxZWrt2LcUGAACUq1I93dtZHTp0UFZWVkV8KgAA4MZKXWzOnz+v7OzsIqerJCk4OFiSFBMTo5iYmNJ+KgAAgBK5XGxWrFihr7/+WqmpqZfdZu7cua6+PQAAwFVz6TKlFStW6OOPP1ZYWJgGDx4sSerZs6f69u2roKAgRUdH65FHHinToAAAAFfiUrFZvny5WrdurWeffVa33367JKlNmza677779MYbb+j8+fM6e/ZsmQYFAAC4EpeKTWpqqm644QZJF+9VI0kFBQWSJD8/P3Xt2lUrVqwoo4gAAADOcanY+Pn56cKFC44/+/j4KC0tzbG+atWqSk9PL5OAAAAAznKp2NSrV0+HDh1yvI6JidF3332n06dPKy0tTd9//73Cw8PLLCQAAIAzXCo2N998s44cOaL8/HxJ0oABA3T06FE98sgjGj16tJKTkx2TigEAACqKS5d733rrrbr11lsdr5s2barXX39dW7dulYeHh1q1aqU6deqUWUgAAABnuFRs0tLSFBAQIB8fH8ey2rVrq0ePHpKkvLw8paWlOW7QBwAAUBFcOhU1evRobdq06bLrt2zZotGjR7scCgAAwBUuFZsrKSgokIdHubw1AADAZTl9Kio7O1vZ2dmO12fPni10ifcl586d07p16xQUFFQmAQEAAJzldLH55ptvNH/+fMfr+Ph4xcfHX3b7QYMGlSoYAADA1XK62LRu3Vq+vr4yDEOzZ8/WTTfdpPr16xfaxmazqUqVKmrQoIEaNmxY5mEBAABK4nSxiYmJUUxMjCQpNzdX7du3V2RkZLkFAwAAuFouXe49YMCAss4BAABQai4VG0nKysrS2rVrlZqaqnPnzskwjELrbTabHnnkkVIHBAAAcJZLxWbbtm16/fXXlZubq6pVq6patWpFtrHZbKUOBwAAcDVcKjaffvqpgoKC9NRTTzHPBgAAXDNcuoteSkqKunfvTqkBAADXFJeKTVhYmM6fP1/WWQAAAErFpWIzePBgrVixQidOnCjrPAAAAC5zaY7Nzp07FRAQoDFjxqhVq1aqVatWkWdD2Ww2jRgxokxCAgAAOMOlYvPtt986/vzLL79cdjuKDQAAqEguFZu5c+eWdQ4AAIBSc2mODQAAwLXI5TsPS1JiYqJ+++03ZWRk6M4771R4eLhyc3N17Ngx1alTR76+vmWVEwAA4IpcKjYFBQWaOnWqNm/e7FgWFxen8PBw2Ww2TZo0ST179lS/fv3KLCgAAMCVuHQqas6cOdq6datGjRqlqVOnFlrn4+OjDh06FCo9AAAAFcGlYrN27Vp169ZNt99+u/z9/Yusr1u3Lve4AQAAFc6lYpOZmVni4xQ8PDyUm5vrcigAAABXuFRsatWqpWPHjl12/d69exUWFuZyKAAAAFe4VGw6deqk77//XomJiUXWff/991q/fr06d+5c6nAAAABXw6Wrovr166d9+/bphRdeUN26dSVJM2fOVFZWlk6fPq3Y2Fj16tWrTIMCAABciUvFxsvLS88++6x++uknbdiwQXa7XQUFBYqKitLgwYPVuXNn2Wy2ss4KAABQIpdv0Gez2dS5c2dOOQEAgGuGS3NssrKydOjQocuuP3z4sLKyslwOBQAA4AqXik18fLymTZt22fXTpk3Tp59+6nIoAAAAV7h0Kuq3337THXfccdn1N9xwg7777rurft+FCxdq06ZNOnbsmHx8fBQTE6OhQ4eqTp06jm3y8vI0a9YsrVu3Tvn5+WrdurVGjhypoKAgV/4qAADAQly+QV9AQMBl11evXl0ZGRlX/b4JCQm68847NWnSJD333HO6cOGCXnrpJeXk5Di2mTlzprZu3aonn3xSEydO1JkzZ/Taa6+58tcAAAAW41KxCQoK0sGDBy+7/sCBAyUWn8sZP368unTponr16ik6OlqjR49WWlqaDhw4IEnKzs7WDz/8oOHDh6tFixZq0KCBHn30Ue3du7fYe+oAAAD34tKpqLZt2+rbb79VbGys4uLiCq3bvHmzfvzxR3Xr1q3U4bKzsyXJ8TyqAwcO6MKFC2rZsqVjm7p16yo4OFiJiYmKiYkp8h75+fnKz893vLbZbKpatarjz7AG9qV1sW+Ld+nrwtfHeti3peNSsRk4cKB27typV199VdHR0apXr54k6ciRI0pKSlJERIQGDhxYqmB2u13x8fFq0qSJ47lU6enp8vLyUrVq1QptGxgYqPT09GLfZ+HChZo/f77jdf369TVlyhSFhISUKh+uLeHh4WZHQDlh35aMx9dYF/vWNS4VGz8/P02aNEmLFy/Wxo0btWHDBklS7dq1de+996pPnz7y9fUtVbCPP/5YR44c0b///e9Svc8999xT6C7IlxrwyZMnVVBQUKr3LoofwGY5fvx4OX8G9q1Zyn/fVk42m01hYWFKSUmRYRhmx0EZYt8Wz8vLy6mDElddbPLy8vT9998rOjpaAwcOLPWRmeJ8/PHH+uWXXzRx4kTVqlXLsTwoKEgFBQU6d+5coaM2GRkZl70qytvbW97e3sWu4xvGOtiX1sW+LZlhGHyNLIp965qrnjzs4+Oj2bNnKzk5uczDGIahjz/+WJs2bdK//vUvhYaGFlrfoEEDeXp6aufOnY5lycnJSktLK3Z+DQAAcC8unYqKjIzUyZMnyzqLPv74Y/38888aO3asqlat6pg34+fnJx8fH/n5+alr166aNWuW/P395efnp08++UQxMTEUGwAA4FqxGTx4sN566y1dd911atWqVZmFWbFihSRpwoQJhZY/+uij6tKliyRp+PDhstlseu2111RQUOC4QR8AAIBLxWb58uXy9/fXpEmTFBoaqtDQUPn4+BTaxmazaezYsVf1vvPmzbviNj4+Pho5ciRlBgAAFOFSsTl8+LAkKTg4WHa7XSkpKUW24fp7AABQ0VwqNu+++25Z5wAAACg1lx6pAAAAcC1y6YjNJQkJCfrll18cV0iFhISoTZs2at68eZmEAwAAuBouFZuCggJNnTpVmzdvlnTxcmzp4rOdlixZonbt2unxxx+Xl1epehMAAMBVcal5fPHFF9q8ebN69+6tXr16Oe76m5GRoSVLlmjJkiWaP3++Bg8eXJZZAQAASuTSHJuff/5Zt9xyi4YOHVroUQaBgYEaOnSoOnfurJ9++qmsMgIAADjFpWKTnp6uRo0aXXZ948aNL/u0bQAAgPLiUrGpWbOmEhISLrs+ISFBNWvWdDkUAACAK1wqNrfccovWr1+vadOmKTk5WXa7XXa7XcnJyZo+fbrWr1/veAQCAABARXFp8nC/fv2UmpqqlStXauXKlfLwuNiP7Ha7pIvF55577im7lAAAAE5wqdh4eHho9OjR6tWrl3755RelpaVJungfm9jYWEVFRZVpSAAAAGdcVbHJy8vTli1bdOLECVWvXl1t2rThyAwAALhmOF1sMjIy9Nxzz+nEiROOZT4+PvrnP/+pVq1alUs4AACAq+H05OEvv/xSJ0+eVM+ePTVu3DgNHz5cPj4+mj59ennmAwAAcJrTR2y2b9+uzp07a9iwYY5lQUFBevPNN5WcnKw6deqUS0AAKE9zllb2n13hZgdw2eAeyWZHgAU5fcQmLS1NTZs2LbTs0mtuxgcAAK4FThebgoIC+fj4FFrm7e0t6f8u8wYAADDTVV0VdeLECR04cMDxOjs7W5J0/PhxxxO+/6hBgwaljAcAAOC8qyo2c+fO1dy5c4ss/+ijjy67PQAAQEVxutg88sgj5ZkDAACg1JwuNjz7CQAAXOtceggmAADAtYhiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALINiAwAALMPL7AB/lJCQoMWLF+vgwYM6c+aMnnrqKbVr186x3jAMzZs3TytXrtS5c+fUtGlTjRw5UuHh4SamBgAA14pr6ohNbm6uoqOj9be//a3Y9V999ZWWLVumUaNG6T//+Y+qVKmiSZMmKS8vr4KTAgCAa9E1VWxiY2M1ePDgQkdpLjEMQ0uXLlW/fv3Utm1bRUVF6bHHHtOZM2e0efNmE9ICAIBrzTV1KqokJ06cUHp6ulq1auVY5ufnp0aNGikxMVE33XRTsR+Xn5+v/Px8x2ubzaaqVas6/gxrYF9aF/vWuti3xbv0deHr45pKU2zS09MlSYGBgYWWBwYGOtYVZ+HChZo/f77jdf369TVlyhSFhISUR0yYhHlW1sW+tS72bcnCwsLMjlApVZpi46p77rlHvXr1cry+1IBPnjypgoKCMv5sDFKzHD9+vJw/A/vWLOxb6yr/fVs52Ww2hYWFKSUlRYZhmB3nmuHl5eXUQYlKU2yCgoIkSRkZGapRo4ZjeUZGhqKjoy/7cd7e3vL29i52Hd8w1sG+tC72rXWxb0tmGAZfIxdcU5OHSxIaGqqgoCDt3LnTsSw7O1u///67YmJiTEwGAACuFdfUEZucnBylpKQ4Xp84cUJJSUny9/dXcHCwevTooQULFig8PFyhoaGaM2eOatSoobZt25qYGgAAXCuuqWKzf/9+TZw40fF61qxZkqRbbrlFo0eP1t13363c3Fx9+OGHys7OVtOmTfXss8/Kx8fHrMgAAOAack0Vm+uuu07z5s277HqbzaZBgwZp0KBBFZgKAABUFpVmjg0AAMCVUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBlUGwAAIBleJkdwBXLly/XkiVLlJ6erqioKP31r39Vo0aNzI4FAABMVumO2Kxbt06zZs1S//79NWXKFEVFRWnSpEnKyMgwOxoAADBZpTti8/XXX+u2227TrbfeKkkaNWqUfvnlF/3444/q27evueEAANeEOUvrmB2hDISbHcAlg3skm/r5K1WxKSgo0IEDBwoVGA8PD7Vs2VKJiYnFfkx+fr7y8/Mdr202m6pWrSovr7L/q4fWKvO3hJO8vb3L9f3Zt+Zh31pXee5b9qt5ymu/OvvvdqUqNpmZmbLb7QoKCiq0PCgoSMnJxTfEhQsXav78+Y7XN910kx5//HHVqFGjzPMNvafM3xJOCynXd2ffmol9a13lt2/Zr2Yq3zF7JZVujs3VuueeexQfH+/4b9SoUYWO4OCi8+fPa9y4cTp//rzZUVDG2LfWxH61LvZt6VSqIzYBAQHy8PBQenp6oeXp6elFjuJc4u3tXe6Hsq3AMAwdPHhQhmGYHQVljH1rTexX62Lflk6lOmLj5eWlBg0aaNeuXY5ldrtdu3btUkxMjInJAADAtaBSHbGRpF69eundd99VgwYN1KhRIy1dulS5ubnq0qWL2dEAAIDJKl2x6dixozIzMzVv3jylp6crOjpazz777GVPRcE53t7e6t+/P6ftLIh9a03sV+ti35aOzeAkHgAAsIhKNccGAACgJBQbAABgGRQbAABgGRQbAABgGRQbAABgGZXucm+Uvfz8fC4rtJi0tDSdPHlSubm5CggIUL169djHFsKYBS6PYuOGfv31V61du1Z79uzRqVOnZLfb5evrq+joaLVu3VpdunRRzZo1zY6Jq3TixAmtWLFC69at06lTpwqt8/LyUtOmTXX77berffv28vDgYG1lwpgFnMd9bNzIpk2bNHv2bJ0/f16xsbFq1KiRatSoIR8fH2VlZenIkSPas2ePEhMTdcstt2jw4MEKCAgwOzac8Mknn2j16tVq3bq14uLiit23u3fv1rp16+Th4aFHHnlEjRo1Mjs2roAxC1w9io0bGT9+vO69915df/31Jf7Gfvr0aS1btkyBgYHq1atXBSaEqz777DP17t1b1atXv+K227ZtU25urtq3b18ByVAajFn3sn//fq1fv15paWkqKCgotO6pp54yKVXlQ7EBAMBka9eu1TvvvKPWrVtrx44datWqlY4fP66MjAy1a9dOjz76qNkRKw3m2AAAYLKFCxdq+PDhuuuuuzRs2DCNGDFCoaGhmjZtmmrUqGF2vEqFYuPGTp06pS1bthR72HP48OEmpUJZ2LBhg2MS8Z/37ZQpU0xKhdJizFpXamqq2rRpI+niZP/c3FzZbDb17NlT//73vzVw4ECTE1YeFBs3tXPnTr3yyisKDQ1VcnKy6tWrp5MnT8owDNWvX9/seCiFpUuXas6cOerSpYu2bNmiLl26KDU1Vfv379edd95pdjy4iDFrbdWqVVNOTo4kqWbNmjp8+LAiIyOVnZ2t3Nxck9NVLhQbN3VpsunAgQM1bNgw/eMf/1BgYKDeeustXX/99WbHQymsWLFCDz74oDp16qRVq1bp7rvvVu3atTV37lxlZWWZHQ8uYsxaW7NmzbRjxw5FRkaqQ4cOio+P165du7Rz5061bNnS7HiVCjezcFPHjh1T586dJUmenp7Ky8uTr6+vBg4cqK+++srkdCiNtLQ0NWnSRJLk4+Oj8+fPS5I6d+6stWvXmhkNpcCYtba//e1v6tixoySpX79+6tWrlzIyMtS+fXs9/PDDJqerXDhi46aqVKniOEcfFBSk1NRU1atXT5KUmZlpZjSUUlBQkLKyshQSEqLg4GDt27dP0dHROnHihLgIsvJizFqbv7+/488eHh7q27eveWEqOYqNm2rcuLH27NmjiIgIxcbGatasWTp8+LA2btyomJgYs+OhFFq0aKEtW7aofv366tKli2bOnKkNGzbowIEDateundnx4CLGrPXZ7XalpKQoMzNTdru90LrmzZublKry4T42bio1NVU5OTmKiopSTk6OZs2apcTERIWFhWn48OEKCQkxOyJcZLfbZRiGPD09JV28P8bevXsVHh6uO+64Q15e/D5TGTFmrS0xMVFvvfWWTp48Wez6uXPnVnCiyotiA1hMWlqaatWqJZvNVmi5YRg6deqUgoODTUoG4HL++c9/Kjw8XAMHDlSNGjWKjF8/Pz+TklU+TB52U4899pjOnj1bZPm5c+f02GOPmZAIZWX06NHFzrnIysrS6NGjTUiEssCYtbaUlBQNGTJEERERqlatmvz8/Ar9B+dRbNzUyZMni5zDlaT8/HydPn3ahEQoS3/+bU+ScnJy5OPjY0IalAXGrLU1atRIKSkpZsewBE62u5ktW7Y4/rx9+/ZCvwnY7Xbt3LmTc/WV1MyZMx1/njNnjqpUqeJ4bbfb9fvvvys6OtqEZCgNxqx76N69u2bNmqX09HRFRkY65shdEhUVZVKyyoc5Nm5m0KBBl13n6empkJAQDRs2TDfccEMFpkJZmDhxoiQpISFBMTExhSYJe3l5KSQkRL1791Z4eLhZEeECxqx7KGk/S0wevhoUGzc1evRoTZ48WQEBAWZHQRl777339MADD3Be3mIYs9Z2uauhLuGonPMoNlBeXh5zLywoJSVFKSkpat68uXx8fGQYRrFzb1D5MGaBy2OOjZuy2+1asGCBvvvuO2VkZOjNN99U7dq1NWfOHIWGhqpr165mR4SLsrKy9Prrr+u3336TJL311luqXbu23n//ffn7+2vYsGEmJ4QrGLPWtnr16hLX33LLLRWUpPKj2LipBQsWaPXq1Ro6dKg+/PBDx/LIyEh98803/JCsxOLj4+Xp6an33ntPY8aMcSzv2LGjZs2aRbGppBiz1hYfH1/odUFBgfLy8uTl5SUfHx+KzVWg2Lip1atX68EHH1TLli01ffp0x/KoqCglJyebmAyltX37do0fP161atUqtDw8PPyK5/Fx7WLMWtuMGTOKLDt+/Lg++ugj9e7d24RElRf3sXFTp0+fVlhYWJHlhmE4HrSHyik3N7fQpd6XZGVlydvb24REKAuMWfcTHh6uIUOGFDmag5JRbNxURESEdu/eXWT5hg0bVL9+fRMSoaw0a9as0Pl6m80mu92ur776Stddd52JyVAajFn35OnpqTNnzpgdo1LhVJSb6t+/v959912dPn1ahmFo48aNSk5O1po1a/T000+bHQ+lcP/99+vFF1/UgQMHVFBQoP/97386cuSIsrKy9OKLL5odDy5izFrbH2/EKF08EnfmzBl9++23atKkiUmpKicu93Zju3fv1vz583Xo0CHl5OSofv366t+/v1q3bm12NJRSdna2li9frqSkJOXm5qp+/fq68847VaNGDbOjoRQYs9ZV3A36AgIC1KJFCw0bNoyxexUoNgAAwDI4FQVYwKFDh5zelmfOALAyjti4kREjRji9bXGXHuLadaXnzPwRz5ypPBiz7uOPD7H9I5vNJm9vb4WFhalt27by9/ev4GSVD8XGjaxatcrpbbt06VJuOVD2rub+NDxzpvJgzLqPiRMn6sCBA7Lb7apTp46ki/ex8fDwUN26dR33KnrxxRcVERFhZtRrHsUGAACTffPNN9q9e7ceffRRxwNss7Oz9cEHH6hp06a67bbb9Oabbyo/P1/jx483Oe21jTk2bsxut2vTpk06evSopIv3yWjbtq08PT1NTobSSk5O1rJly3Ts2DFJUt26ddW9e3fHb4KonBiz1rV48WI9//zzjlIjSX5+fhowYIBeeukl9ejRQ/3799ekSZNMTFk5UGzc1JEjR/TKK68oPT3d8Y/dV199pYCAAI0bN06RkZEmJ4SrNmzYoDfffFMNGjRQTEyMJGnfvn36xz/+occff1wdOnQwOSFcwZi1tuzsbGVkZBQ5zZSZmanz589LkqpVq8Zdpp1AsXFTH3zwgSIiIjR58mTHZLSsrCy99957mjZtml566SWTE8JVs2fPVt++fYtMKJ43b55mz55NsamkGLPW1rZtW73//vsaNmyYGjZsKEnav3+/Pv30U7Vt21aS9Pvvvys8PNzMmJUCj1RwU0lJSRoyZEihGfb+/v4aPHiwDh48aGIylNaZM2eKfRLwzTffzK3ZKzHGrLU9+OCDatGihaZOnapHH31Ujz76qKZOnaoWLVpo1KhRki6eUn744YdNTnrt44iNm6pTp44yMjJUr169QsszMzOLfdAeKo/rrrtOu3fvLrIf9+zZo2bNmpmUCqXFmLU2X19fPfzww3rggQeUmpoqSapdu7Z8fX0d20RHR5uUrnLhqig39csvv2j27NkaMGCAGjduLOniPIz58+dryJAhatq0qWPbP05mw7VvxYoVmjdvnm688cZC+3bDhg0aMGCAatas6dg2Li7OrJi4SoxZwDkUGzfFDd2si31rTexXa8vJydGiRYu0a9cuZWRk6M//NL/zzjsmJat8KDZuKiEhweltmzdvXo5JADiDMWttU6dO1e7du3XzzTerRo0astlshdb36NHDpGSVD8UGAACTPfDAA3r66acLnVKEa5g87Mby8vJ0+PDhYg97Mveicvv999/122+/Fbtvhw8fblIqlBZj1rqqVavGc6DKCMXGTW3btk3vvPOOzp49W+x6ztFXXgsWLNDcuXNVp04dBQYGFjmkjcqJMWttgwYN0rx58zR69GhVqVLF7DiVGqei3NTf//53tWrVSv3791dQUJDZcVCGRo0apfvvv5+HIloMY9baxo4dq9TUVBmGoZCQEHl5FT7uMGXKFJOSVT4csXFTGRkZ6tWrFz8gLchms6lJkyZmx0AZY8xa26W7C6P0KDZuqn379kpISODGXhbUs2dPffvtt3rggQfMjoIyxJi1tgEDBpgdwTI4FeWmcnNz9frrrysgIECRkZFFng7MpYWVl91u18svv6zjx4+rbt26RQ5pP/XUUyYlQ2kwZgHncMTGTa1du1Y7duyQt7d3kftj2Gw2fkhWYjNmzNBvv/2m6667TtWrV2fysEUwZq1nxIgRevPNNxUQEKARI0aUuO2MGTMqKFXlR7FxU59//rkGDBigvn37ysODZ6FayerVq/WPf/xDbdq0MTsKyhBj1nqGDx+uqlWrOv6MskGxcVMFBQXq2LEjPyAtyN/fX7Vr1zY7BsoYY9Z6/njlIlcxlh3m2Lip+Ph4BQQEqF+/fmZHQRn78ccftW3bNj366KPcD8NCGLPW5MwzwGw2m+bMmVMBaayBIzZuym63a/Hixdq+fbuioqKKTETksGjltWzZMqWmpmrUqFHcD8NCGLPWVNJk/sTERC1btqzIXaZRMoqNmzpy5Ijq16/v+DOsg/thWBNj1pqKG6/JycmaPXu2tm7dqk6dOl3Vk93BqSgAAK4Jp0+f1rx587R69Wq1bt1aQ4YMUWRkpNmxKh2KDXTq1ClJUq1atUxOgrJ04MABHT16VJJUr149x2/7qPwYs9aSnZ2tBQsWaPny5YqOjtb999+vZs2amR2r0qLYuCm73a4FCxZoyZIlysnJkSRVrVpVvXr1Ur9+/bjyohLLyMjQ1KlTlZCQID8/P0kXf3Bed911euKJJxQQEGByQriCMWtNX331lb766isFBQXpvvvu41RyGaDYuKnPPvtMP/zwgwYOHOh4rtCePXv0xRdf6LbbbtN9991nckK46o033tCJEyc0evRoRURESJKOHj2qd999V7Vr19YTTzxhbkC4hDFrTYMGDZKPj49atmxZYjnljuHOY/Kwm1q9erUefvhhxcXFOZZFRUWpZs2a+uijj/ghWYlt27ZNzz//vKPUSFJERIT+9re/6aWXXjIxGUqDMWtNnTt35u7gZYxi46aysrJUp06dIsvr1q2rrKwsExKhrBiGUeQSb0ny9PTkstFKjDFrTaNHjzY7guVwUtZNRUVFafny5UWWX5q8hsqrRYsWmjFjhk6fPu1Ydvr0ac2cOVMtWrQwMRlKgzELOIc5Nm4qISFBkydPVnBwsGJiYiRdvBnUqVOn9MwzzzAjvxJLS0vTK6+8oiNHjig4ONixLDIyUmPHjuVKmkqKMQs4h2Ljxk6fPq1vv/1Wx44dk3RxHka3bt1Us2ZNk5OhtAzD0M6dOx37tm7dumrVqpXJqVBajFngyig2AADAMphj46Z+/PFHrV+/vsjy9evXa9WqVRUfCGXmk08+0dKlS4ssX758ueLj4ys+EMoEYxZwDsXGTS1atEjVq1cvsjwwMFALFy40IRHKysaNG9W0adMiy2NiYrRhwwYTEqEsMGYB51Bs3FRaWppCQ0OLLA8ODlZaWpoJiVBWsrKyHHcc/iM/Pz+dPXvWhEQoC4xZwDkUGzcVEBCgw4cPF1l+6NChYn8rROURFhambdu2FVn+66+/FvsPIyoHxizgHG7Q56ZuuukmzZgxQ76+vmrevLmki5eTxsfHq2PHjianQ2n07NlTn3zyiTIzMx33rdm5c6e+/vprDR8+3OR0cBVjFnAOV0W5qYKCAr399tvasGGD4/kkhmGoc+fOevDBB4u9cy0qjxUrVmjBggU6c+aMJCkkJEQDBgzQLbfcYnIyuIoxCziHYuPmjh8/rqSkJPn4+CgyMlIhISFmR0IZyszMlI+Pj3x9fc2OgjLCmAVKRrEBAACWweRhAABgGRQbAABgGRQbAABgGRQbAABgGVwf6MbOnTunH374odCTgrt27VrsXWtRuSQkJGjx4sWF9m2fPn3UrFkzk5OhNBizwJVxVZSb2r9/vyZNmiQfHx81atTIsSwvL0/jx49XgwYNTE4IV61Zs0bvv/++2rVrpyZNmkiS9u7dq02bNmn06NHq1KmTyQnhCsYs4ByKjZv617/+pbCwMD300EPy9PSUJF24cEEffPCBTpw4oYkTJ5qcEK4aM2aMbrvtNvXq1avQ8q+//lorV67UG2+8YVIylAZjFnAOc2zc1P79+3X33Xc7fkBKkqenp+6++27t37/fxGQordTUVMXFxRVZHhcXpxMnTpiQCGWBMQs4h2Ljpvz8/Ip9InBaWpqqVq1qQiKUlVq1amnnzp1Flu/YsUO1atUyIRHKAmMWcA6Th93UjTfeqA8++EB/+ctfFBMTI+niPIz//e9/uummm0xOh9Lo3bu3ZsyYoaSkJMccmz179mj16tV64IEHzA0HlzFmAecwx8ZNFRQU6NNPP9V3332nCxcuSJK8vLx0xx136P7775e3t7fJCVEamzZt0pIlSxxXz9StW1d9+vRR27ZtTU4GVzFmAedQbNxcbm6uUlNTJUm1a9dWlSpVTE4EoCSMWaBkFBsAAGAZTB4GAACWQbEBAACWQbEBAACWQbEBAACWwX1s3NzRo0eVlpamgoKCQsuLu3MtKo9Tp05py5Ytxe7b4cOHm5QKZYExC5SMYuOmUlNT9d///leHDx8udv3cuXMrOBHKys6dO/XKK68oNDRUycnJqlevnk6ePCnDMFS/fn2z48FFjFnAOZyKclMzZsxQSEiIpk+fripVqui1117TxIkT1bBhQ02YMMHseCiFzz77TL1799Zrr70mb29v/eMf/9D777+v5s2b68YbbzQ7HlzEmAWcQ7FxU/v27dOgQYMUEBAgm80mDw8PNW3aVEOGDNGMGTPMjodSOHbsmDp37izp4kMS8/Ly5Ovrq4EDB+qrr74yOR1cxZgFnEOxcVN2u93x4LyAgACdPn1akhQcHKzk5GQzo6GUqlSp4ph/ERQU5LhLrSRlZmaaFQulxJgFnMMcGzdVr149JSUlKTQ0VI0aNdLixYvl5eWl77//XrVr1zY7HkqhcePG2rNnjyIiIhQbG6tZs2bp8OHD2rhxo+Phiah8GLOAc3ikgpvatm2bcnNz1b59e6WkpOjll1/W8ePH5e/vryeeeEItW7Y0OyJclJqaqpycHEVFRSknJ0ezZs1SYmKiwsLCNHz4cIWEhJgdES5gzALOodjAISsrS9WqVZPNZjM7CgAnMGaBophj46bee+89nT9/vtAyf39/5ebm6r333jMpFcrCY489prNnzxZZfu7cOT322GMmJEJZYMwCzqHYuKnVq1crLy+vyPK8vDytWbPGhEQoKydPnpTdbi+yPD8/3zHhFJUPYxZwDpOH3Ux2drbjz+fPn5e3t7fjtd1u16+//qrAwEAzoqGUtmzZ4vjz9u3b5efn53htt9u1c+dO5tdUQoxZ4Oowx8bNDBo0qMT1NptNAwcOVL9+/SooEcpKSfvW09NTISEhGjZsmG644YYKTIXSYswCV4di42YSEhJkGIb+/e9/6x//+If8/f0d67y8vBQcHKyaNWuamBClNXr0aE2ePFkBAQFmR0EZYMwCV4di46ZOnjyp4OBgrqawuLy8PPn4+JgdA2WAMQs4h2Ljxnbv3q3vvvtOJ06c0JNPPqmaNWtqzZo1Cg0NVdOmTc2OBxfZ7XYtWLBA3333nTIyMvTmm2+qdu3amjNnjkJDQ9W1a1ezI8JFjFngyrgqyk1t2LBBkyZNko+Pjw4ePKj8/HxJFycqLly40OR0KI0FCxZo9erVGjp0qLy8/u/6gMjISK1cudLEZCgNxizgHIqNm1qwYIFGjRqlhx9+WJ6eno7lTZo00YEDB0xMhtJavXq1HnzwQd18883y8Pi/IR4VFcUzhSoxxizgHIqNm0pOTlazZs2KLPfz8yt0eSkqn9OnTyssLKzIcsMwHA/HROXDmAWcQ7FxU0FBQUpJSSmyfM+ePQoNDTUhEcpKRESEdu/eXWT5hg0bVL9+fRMSoSwwZgHnUGzc1G233ab4+Hjt27dPNptNZ86c0U8//aRPP/1U3bp1MzseSqF///765JNPtGjRIhmGoY0bN+qDDz7QggUL1L9/f7PjwUWMWcA5XBXlpgzD0MKFC7Vw4ULHbdq9vLzUu3dvDR482OR0KK3du3dr/vz5OnTokHJyclS/fn31799frVu3NjsaXMSYBZxDsXFzBQUFSklJUU5OjiIiIuTr62t2JAAlYMwCJaPYAAAAy+AhmG7kv//9r9PbPvXUU+WYBGVtxIgRTm87Y8aMckyCssSYBa4excaN/PFpz7CW4cOHmx0B5YAxC1w9TkUBAADL4IiNm8vIyHDcjbZOnToKDAw0ORHKgt1u16ZNm3T06FFJF+9t07Zt20J3rEXlxJgFSsYRGzeVnZ2tjz/+WOvWrZPdbpckeXh46MYbb9TIkSM5BF6JHTlyRK+88orS09NVp04dSRfvWhsQEKBx48YpMjLS5IRwBWMWcA7Fxk298cYbSkpK0ogRIxQTEyNJSkxMVHx8vKKjo/XEE0+YGxAuGz9+vAICAjR69Gj5+/tLkrKysvTee+8pMzNTL730kskJ4QrGLOAc7jzspn755Rc98sgjuv766+Xn5yc/Pz9df/31euihh7R161az46EUkpKSNGTIEEepkSR/f38NHjxYBw8eNDEZSoMxCziHYuOm/P39iz107efnp2rVqpmQCGWlTp06ysjIKLI8MzOz2IdjonJgzALOodi4qXvvvVczZ85Uenq6Y1l6err+97//6d577zUvGErtvvvu04wZM7RhwwadOnVKp06d0oYNGxQfH6/7779f2dnZjv9QeTBmAecwx8ZNjR07VikpKcrPz1dwcLAkKS0tTd7e3goPDy+07ZQpU8yICBcNGjTI6W3nzp1bjklQlhizgHO43NtNtW3b1uwIKCcvvPCC2RFQDhizgHM4YgMAACyDIzZQTk6O474Yl3BPjMotLy9Phw8fVkZGhv78u0tcXJxJqVBWGLPA5VFs3NSJEyf08ccfKyEhQXl5eUXWM/ei8tq2bZveeecdnT17ttj17NvKiTELOIdi46befvttGYahRx55RIGBgbLZbGZHQhn55JNP1KFDB/Xv319BQUFmx0EZYcwCzqHYuKmkpCRNmTLFcct9WEdGRoZ69epFqbEYxizgHO5j46YaNWqktLQ0s2OgHLRv314JCQlmx0AZY8wCzuGqKDeVkpKi6dOn6+abb1ZkZGSRpz5HRUWZlAyllZubq9dff10BAQHF7tsePXqYlAylwZgFnMOpKDeVmZmp1NRUvf/++8WuZyJi5bV27Vrt2LFD3t7eRY7c2Gw2ik0lxZgFnMMRGzc1ZswY1a1bV3fffXexExFDQkJMSobSGjVqlLp3766+ffvKw4OzzVbBmAWcwxEbN5WWlqZx48bxUEQLKigoUMeOHSk1FsOYBZzDTz43dd111ykpKcnsGCgHt9xyi9atW2d2DJQxxizgHI7YuKm4uDjNnDlThw8fVmRkpLy8vIqsR+Vkt9u1ePFibd++XVFRUUUmmQ4fPtykZCgNxizgHObYuKkrPQGaiYiV18SJE0tcz0MyKyfGLOAcig0AALAM5tgAFnbq1CmdOnXK7BgAUGGYY+PGEhIStHjxYh07dkySFBERoT59+qhZs2YmJ0Np2O12LViwQEuWLFFOTo4kqWrVqurVq5f69evH1VKVGGMWuDJORbmpNWvW6P3331e7du3UpEkTSdLevXu1adMmjR49Wp06dTI5IVz12Wef6YcfftDAgQMd+3bPnj364osvdNttt+m+++4zOSFcwZgFnEOxcVNjxozRbbfdpl69ehVa/vXXX2vlypV64403TEqG0nrooYc0atSoIlfJbN68WR999JE+/PBDk5KhNBizgHM4Ju2mUlNTi708NC4uTidOnDAhEcpKVlZWsU+Arlu3rrKyskxIhLLAmAWcQ7FxU7Vq1dLOnTuLLN+xY4dq1aplQiKUlaioKC1fvrzI8uXLlys6OrriA6FMMGYB5zB52E317t1bM2bMUFJSUqF5GKtXr9YDDzxgbjiUytChQzV58mTt3LlTMTExkqTExESdOnVKzzzzjMnp4CrGLOAc5ti4sU2bNmnJkiWOKyzq1q2rPn36qG3btiYnQ2mdPn1a3377baGrZ7p166aaNWuanAylwZgFroxiAwAALIM5Nm7q999/1759+4os37dvn/bv329CIpSVH3/8UevXry+yfP369Vq1alXFB0KZYMwCzqHYuKmPP/642DvSnj59Wh9//LEJiVBWFi1apOrVqxdZHhgYqIULF5qQCGWBMQs4h2Ljpo4ePar69esXWV6/fn0dPXrUhEQoK2lpaQoNDS2yPDg4WGlpaSYkQllgzALOodi4KW9vb2VkZBRZfubMGXl6epqQCGUlICBAhw8fLrL80KFDxR7JQeXAmAWcQ7FxU61atdJnn32m7Oxsx7Jz587p888/V8uWLU1MhtK66aabNGPGDO3atUt2u112u127du1SfHy8OnbsaHY8uIgxCziHq6Lc1OnTp/XCCy/o7NmzjsPbSUlJCgwM1HPPPafg4GCTE8JVBQUFevvtt7VhwwbHAy8Nw1Dnzp314IMPysuL21dVRoxZwDkUGzeWk5Ojn3/+WUlJSfLx8VFUVJRuuukm/uGziOTkZB06dEg+Pj6KjIxUSEiI2ZFQSoxZ4MooNgAAwDKo+W7s+PHj+u2335SRkaE/99v+/fublAqlZbfbtWrVKu3cuVOZmZmy2+2F1r/wwgsmJUNpMWaBK6PYuKnvv/9eH330kapXr66goCDZbDbHOpvNxg/JSmzGjBlatWqV2rRpo3r16pkdB2WEMQs4h2LjphYsWKDBgwerb9++ZkdBGVu3bp3GjBmjNm3amB0FZYgxCziHy73d1Llz53TjjTeaHQPlwMvLS2FhYWbHQBljzALOodi4qQ4dOmj79u1mx0A56NWrl5YuXVpkDgYqN8Ys4BxORbmpsLAwzZ07V/v27VNkZGSRO5f26NHDpGQorT179ui3337Ttm3bFBERUeRS4KeeesqkZCgNxizgHIqNm/r+++/l6+urhIQEJSQkFFpns9n4IVmJVatWTe3atTM7BsoYYxZwDvexAQAAlsEcGwAAYBmcinIjM2fO1KBBg+Tr66uZM2eWuO3w4cMrKBXKwrhx4/T888/L399fY8eOLXSPkz+bMmVKBSZDaTBmgatHsXEjSUlJunDhguPPsI64uDh5e3tLktq2bWtyGpQVxixw9ZhjAwAALIM5NoAF8PsJAFxEsXEj06ZN06lTp5zadt26dfrpp5/KORHKypNPPqm1a9eqoKCgxO2OHz+u6dOna9GiRRUTDKXCmAWuHnNs3EhAQICefPJJNW3aVDfccIMaNGigmjVrytvbW+fOndPRo0e1Z88erV27VjVr1tSDDz5odmQ46a9//atmz56tjz76SK1atVLDhg1Vo0aNIvv26NGjuvPOO9WtWzezI8MJjFng6jHHxs2kp6frhx9+0Nq1a3X06NFC66pWraqWLVvqtttu0/XXX29OQJTKnj17tG7dOu3evVtpaWnKy8tT9erVFR0dreuvv16dOnWSv7+/2TFxFRizwNWh2LixrKwsxz9+AQEBql27domXCQMwF2MWuDKKDQAAsAwmDwMAAMug2AAAAMug2AAAAMug2AAWcuHCBa1evVrp6elmRwEAU1BsAAvx9PTU9OnTlZ+fb3YUADAFN+hzYxs2bNC6det06tSpInes5QnQlVejRo2UlJSkkJAQs6OgjDFmgSvjiI2bWrp0qd577z0FBQXp4MGDatiwofz9/ZWamsqNviq5bt26adasWVq+fLkSExN16NChQv+hcmLMAs7hiI2bWrFihR588EF16tRJq1at0t13363atWtr7ty5ysrKMjseSuHNN9+UJM2YMaPY9XPnzq3IOCgjjFnAORQbN5WWlqYmTZpIknx8fHT+/HlJUufOnTV+/Hj97W9/MzMeSuGdd94xOwLKAWMWcA7Fxk0FBQUpKytLISEhCg4O1r59+xQdHa0TJ06Im1FXbsytsSbGLOAcio2batGihbZs2aL69eurS5cumjlzpjZs2KADBw6oXbt2ZsdDKaWkpGjp0qU6duyYJKlu3brq0aOHwsLCTE4GVzFmAefwrCg3ZbfbZRiGPD09JUlr167V3r17FR4erjvuuENeXnTeymrbtm165ZVXFB0d7Th1sXfvXh06dEjjxo1Tq1atTE4IVzBmAedQbACLGTt2rFq3bq3777+/0PLZs2drx44dXBYMwNKo+G7k0KFDqlevnjw8PK542W9UVFQFpUJZO3bsmMaMGVNk+a233qqlS5eakAiuYswCV49i40bGjh2radOmKTAwUGPHji1xWy4JrrwCAgKUlJSk8PDwQsuTkpIUEBBgUiq4gjELXD1ORbmRkydPKjg4WDabTSdPnixxW66sqbzmz5+vb775RnfffXehOTZfffWVevbsqf79+5ucEM5izAJXj2LjhgoKCjRt2jT1799foaGhZsdBGTMMQ998842+/vprnTlzRpJUo0YN9enTR927d5fNZjM5Ia4WYxZwHqei3JCXl5c2btzIb+4WZbPZ1KtXL/Xq1ctxE7eqVauanAqlwZgFnMezotxU27ZttWnTJrNjoJxVrVqVUmMRjFnAORyxcVPh4eH68ssvtXfvXjVo0EBVqlQptL5Hjx4mJYMrxo0bp+eff17+/v4aO3ZsiaebuNy7cmLMAs6h2LipH374QX5+fjpw4IAOHDhQaJ3NZuOHZCUTFxcnb29vSRd/s4f1MGYB5zB5GLAQu92uPXv2KCoqStWqVTM7DgBUOObYABbi4eGhSZMm6dy5c2ZHAQBTcCrKjZ06dUpbtmxRWlqaCgoKCq0bPny4SalQWvXq1VNqaiqXBVsQYxa4MoqNm9q5c6deeeUVhYaGKjk5WfXq1dPJkydlGIbq169vdjyUwuDBg/Xpp59q0KBBxU4y9fPzMykZSoMxCziHOTZu6plnnlFsbKwGDhyoYcOG6dVXX1VgYKDeeustXX/99erWrZvZEeGiQYMGlbieW+9XToxZwDkcsXFTx44d0+OPPy5J8vT0VF5ennx9fTVw4EC9+uqr/JCsxF544QWzI6AcMGYB51Bs3FSVKlUc5+iDgoKUmpqqevXqSZIyMzPNjIZSat68udkRUA4Ys4BzKDZuqnHjxtqzZ48iIiIUGxurWbNm6fDhw9q4caNiYmLMjodS2r17t7777judOHFCTz75pGrWrKk1a9YoNDRUTZs2NTseXMCYBZzD5d5uavjw4WrcuLEkaeDAgWrRooXWrVunkJAQPfzwwyanQ2ls2LBBkyZNko+Pjw4ePKj8/HxJUnZ2thYuXGhyOriKMQs4hyM2bqp27dqOP/v6+urBBx80MQ3K0oIFCzRq1CjdcsstWrdunWN5kyZN9OWXX5qYDKXBmAWcQ7EBLCY5OVnNmjUrstzPz0/Z2dkmJEJZy8nJkd1uL7SMy/iBiyg2bmTEiBFObztjxoxyTILyFBQUpJSUlCI36NuzZw837avETpw4oY8//lgJCQnKy8srsp7L+IGLKDZu5I93Js3KytKXX36p1q1bOyYeJiYmavv27br33nvNiogycNtttyk+Pl6PPPKIbDabzpw5o8TERH366afs20rs7bfflmEYeuSRRxQYGFjiE9wBd8YN+tzUf//7X7Vo0UJ33XVXoeXLly/Xjh07NHbsWJOSobQMw9DChQu1cOFCx2/2Xl5e6t27twYPHmxyOrjqL3/5i6ZMmaI6deqYHQW4pnHExk1t375dQ4cOLbL8+uuv1+zZs01IhLJis9nUr18/9enTRykpKcrJyVFERIR8fX3NjoZSaNSokdLS0ig2wBVQbNxU9erVtXnzZvXu3bvQ8s2bN6t69eompUJZ8vLykq+vr+M/VG4PPfSQpk+frtOnTysyMlKenp6F1kdFRZmUDLi2UGzc1MCBA/XBBx/ot99+c9wbY9++fdq+fbseeughk9OhNC5cuKAvvvhCy5YtU05OjqSLlwd3795d/fv3l5cXw74yyszMVGpqqt5///1i1zN5GLiIOTZubN++fVq2bJmOHTsmSapbt666d+/uKDqonKZPn65NmzZp4MCBhSaGf/HFF2rbtq1GjRplckK4YsyYMapbt67uvvvuYicPh4SEmJQMuLbwq5sba9y4MSXGgn7++Wc98cQTio2NdSyLiopSrVq19Oabb1JsKqm0tDSNGzdOYWFhZkcBrmkUGzdmt9uVkpKizMzMIjf74kGKlZe3t3exv72HhoZyGqoSu+6665SUlESxAa6An3JuKjExUW+99ZZOnjxZ7HrO11ded911l7788ks9+uij8vb2liTl5+drwYIFRS7vR+URFxenmTNn6vDhw4qMjCxSUuPi4kxKBlxbmGPjpv75z38qPDxcAwcOVI0aNYqcr+f27JXXq6++ql27dsnLy0vR0dGSpKSkJBUUFKhly5aFtn3qqadMSAhXDBo0qMT1/DICXMQRGzeVkpKif/zjHxzWtqBq1aqpffv2hZbVqlXLpDQoKxQXwDkUGzfVqFEjpaSkUGws6NFHHzU7AgCYhmLjprp3765Zs2YpPT2dm30B16ilS5fq9ttvl4+Pj5YuXVritj169KigVMC1jWLjpl577TVJ4mZfFjR69OgSH5D4zjvvVGAalMY333yjm2++WT4+Pvrmm28uu53NZqPYAP8/Jg+7qctdDXUJN/uqvP78m31BQYGSkpK0bds29enTR3379jUnGABUAI7YuCmKi3Vd7jf35cuX68CBAxWcBmWhoKBAY8aM0bhx4xQREWF2HOCaRrFxU6tXry5x/S233FJBSVBRYmNj9fnnnzO5uBLy8vJSXl6e2TGASoFi46bi4+MLvS4oKFBeXp68vLzk4+NDsbGgDRs2yN/f3+wYcNGdd96pr776Sg8//HCRyf4A/g/Fxk3NmDGjyLLjx4/ro48+Uu/evU1IhLIyduzYQpOHDcNQenq6MjMzNXLkSBOToTT279+vXbt2aceOHYqMjFSVKlUKredmi8BFFBs4hIeHa8iQIXr77bc1depUs+PARW3bti302mazKSAgQNddd53q1q1rUiqUVnE3XgRQFMUGhXh6eurMmTNmx0ApDBgwwOwIKAfMjQKcQ7FxU1u2bCn02jAMnTlzRt9++62aNGliUiqUhQMHDsjLy0uRkZGSpM2bN+vHH39URESEBg4cyBO+Kxm73a7Fixdr69atKigoUIsWLTRgwAD5+PiYHQ24JvETzk29+uqrRZYFBASoRYsWGjZsmAmJUFamT5+uu+++W5GRkUpNTdXUqVPVrl07bdiwQXl5eXrggQfMjoirsGDBAn3xxRdq1aqVvL29tXTpUmVkZHAEB7gMio2b4s7C1pWcnOx4qvf69evVvHlzPf7449qzZ4/efPNNik0ls2bNGo0cOVJ33HGHJGnHjh16+eWX9fDDD8vDw8PkdMC1h1EBWNClG4rv3LlTsbGxkqTg4GBlZmaaGQsuSEtLc+xDSWrVqpVsNhtz4YDLoNi4qf/+979atGhRkeVfffWVXn/99YoPhDLToEEDffnll1qzZo0SEhLUpk0bSdKJEycUFBRkbjhctQsXLhSZT+Pp6akLFy6YlAi4tnEqyk3t3r1bAwcOLLI8NjZWX3/9tQmJUFYeeOABvfXWW9q8ebP69eunsLAwSRdv0BcTE2NyOrji3Xfflbe3t+N1fn6+pk+fXuheNtzHBriIYuOmcnJyir06xtPTU9nZ2SYkQlmJiopyPL39j4YOHcqcjEqouLuA33zzzSYkASoHio2bioyM1Lp169S/f/9Cy9euXctD9iyKy4MrJ65+Aq4OxcZN3XvvvXrttdeUkpKiFi1aSJJ27dqltWvXasyYMSanAwDANTbj0uUTcDu//PKLFi5cqKSkJPn4+CgyMlIDBgxQ8+bNzY4GAIBLKDYAAMAymEnoxs6dO6eVK1fqs88+U1ZWlqSLt+M/ffq0yclQVgzDEL+7AHAnzLFxU4cOHdKLL74oPz8/nTx5Urfddpv8/f21adMmpaWl6bHHHjM7Ikph9erVWrx4sVJSUiRdfHJ7nz591LlzZ5OTAUD5oti4qVmzZqlLly4aOnRooWdDxcbG6q233jIxGUrr66+/1ty5c3XnnXeqadOmkqQ9e/Zo+vTpyszMVK9evUxOCADlh2Ljpn7//XeNGjWqyPKaNWsqPT294gOhzCxbtkwjR44sdP+TuLg4RURE6IsvvqDYALA05ti4KW9vb50/f77I8uPHjysgIMCERCgr6enpatKkSZHlTZo0obQCsDyKjZuKi4vT/PnzVVBQIEmy2WxKS0vT7Nmz1b59e5PToTTCwsK0bt26IsvXrVvneLwCAFgVl3u7qezsbL322ms6cOCAzp8/rxo1aig9PV0xMTF65pln5Ovra3ZEuGjDhg2aOnWqWrZs6Thys3fvXu3atUtjxoxRu3btTE4IAOWHYuPm9uzZo0OHDiknJ0f169dXq1atzI6EMnDgwAF9/fXXOnbsmCSpbt266t27t+rXr29yMgAoXxQbAABgGVwV5WYSExN19uxZ3XDDDY5lq1ev1rx585Sbm6u2bdvqr3/9q7y9vU1MCQCAa5g87Gbmz5+vI0eOOF4fPnxYH3zwgVq2bKm+fftq69atWrhwoYkJAQBwHcXGzSQlJally5aO12vXrlWjRo308MMPq1evXhoxYoTWr19vYkIAAFxHsXEz586dU2BgoON1QkKCYmNjHa8bNmyoU6dOmRENAIBSo9i4mcDAQJ04cUKSVFBQoIMHD6px48aO9Tk5OfL09DQrHgAApcLkYTcTGxurzz77TPfff782b96sKlWqqFmzZo71hw4d4iZuFrB//36tX79eaWlpjpswXvLUU0+ZlAoAyh9HbNzMoEGD5OnpqQkTJmjlypV66KGH5OX1f/32xx9/5F42ldzatWv13HPP6ejRo9q0aZMKCgp05MgR7dq1S35+fmbHA4ByxX1s3FR2drZ8fX3l4VG422ZlZcnX17dQ2UHl8tRTT+n222/XXXfdpWHDhunVV19VaGiopk2bpho1amjgwIFmRwSAcsMRGzfl5+dXpNRIkr+/P6WmkktNTVWbNm0kSV5eXsrNzZXNZlPPnj31/fffm5wOAMoXxQawmGrVqiknJ0eSVLNmTR0+fFjSxaN0ubm5ZkYDgHLHr+aAxTRr1kw7duxQZGSkOnTooPj4eO3atUs7d+4sdA8jALAi5tgAFpOVlaW8vDzVrFlTdrtdixcv1t69exUeHq5+/frJ39/f7IgAUG4oNgAAwDI4FQVYQHZ2tuNS7uzs7BK35ZJvAFbGERvAAgYNGqRp06YpMDBQgwYNKnHbuXPnVlAqAKh4FBvAAhISEtSkSRN5enoqISGhxG2bN29eQakAoOJRbAALuXDhghYuXKhbb71VtWrVMjsOAFQ47mMDWIinp6cWL16sCxcumB0FAExBsQEspkWLFlc8HQUAVsVVUYDFXH/99frss890+PBhNWjQQL6+voXWx8XFmZQMAMofc2wAi+GqKADujGIDAAAsgzk2AADAMphjA1hQTk6OEhISlJaWpoKCgkLrevToYVIqACh/FBvAYg4ePKjJkycrNzdXubm58vf319mzZ+Xj46PAwECKDQBL41QUYDEzZ87UDTfcoBkzZsjHx0eTJk3Su+++qwYNGugvf/mL2fEAoFxRbACLSUpKUu/eveXh4SEPDw/l5+crODhYQ4cO1eeff252PAAoVxQbwGI8PT1ls9kkSYGBgUpLS5N08anep06dMjMaAJQ75tgAFlO/fn3t379f4eHhatasmebNm6ezZ89qzZo1qlevntnxAKBccR8bwGL279+v8+fPq0WLFsrIyNA777yjxMREhYWF6ZFHHlF0dLTZEQGg3FBsAACAZTDHBrCYiRMn6ty5c0WWZ2dna+LEiSYkAoCKQ7EBLCYhIaHITfkkKT8/X3v27DEhEQBUHCYPAxZx6NAhx5+PHj2q9PR0x2u73a5t27apZs2aJiQDgIrDHBvAIq70VG8fHx+NGDFCXbt2raBEAFDxKDaARZw8eVKGYej//b//p//85z8KCAhwrPPy8lJgYKA8PDj7DMDaKDYAAMAymGMDWMCWLVt0/fXXy8vLS1u2bClx27i4uApKBQAVjyM2gAUMGjRI06ZNU2Bg4BXn2sydO7eCUgFAxaPYAAAAy2AmIeAGirthHwBYEcUGsJhFixZp3bp1jtevv/66/vrXv+qhhx5SUlKSecEAoAJQbACL+e6771SrVi1J0o4dO7Rz5049++yzio2N1f/+9z+T0wFA+aLYABaTnp7uKDZbt27VjTfeqNatW6tPnz7av3+/yekAoHxRbACL8ff316lTpyRJ27ZtU8uWLR3r7Ha7WbEAoEJwHxvAYtq1a6e33npLYWFhysrKUmxsrCTp4MGDCgsLMzkdAJQvig1gMcOHD1doaKjS0tI0dOhQ+fr6SpLOnDmjbt26mZwOAMoX97EBLKSgoEDTpk1T//79FRoaanYcAKhwzLEBLMTLy0sbN240OwYAmIZiA1hM27ZttWnTJrNjAIApmGMDWEx4eLi+/PJL7d27Vw0aNFCVKlUKre/Ro4dJyQCg/DHHBrCY0aNHX3adzWbTO++8U4FpAKBiUWwAAIBlMMcGsKiCggIlJyfrwoULZkcBgArDHBvAYnJzc/XJJ59o9erVkqQ333xTtWvX1ieffKKaNWuqb9++5gYEgHLEERvAYj777DMdOnRIEyZMkLe3t2N5y5YtCz31GwCsiGIDWMzmzZv117/+VU2bNpXNZnMsr1evnlJTU01MBgDlj2IDWExmZqYCAwOLLM/JyTEhDQBULIoNYDENGzbUL7/84nh96ajNDz/8oJiYGLNiAUCFYPIwYDH33Xef/vOf/+jo0aO6cOGCli5dqqNHj2rv3r2aOHGi2fEAoFxxHxvAglJSUrRo0SIdOnRIOTk5ql+/vvr27avIyEizowFAuaLYAAAAy2CODWAxL774olatWqXs7GyzowBAheOIDWAxM2bM0Pr165Wdna02bdro5ptvVmxsrLy8mFIHwPooNoAF2e127dy5Uz///LM2bdokDw8PdejQQTfffLOaN29udjwAKDcUG8Di8vLytHXrVi1YsECHDx/W3LlzzY4EAOWGY9OAhaWnp2vt2rX66aefdPjwYTVq1MjsSABQrjhiA1hMdna2Nm7cqJ9//lkJCQkKDQ3VzTffrE6dOiksLMzseABQrig2gMXcf//98vf314033qibb75ZDRs2NDsSAFQYig1gMTt27FCLFi3k4cHdHAC4H4oNAACwDCYPAxYwbtw4Pf/88/L399fYsWMdD74szpQpUyowGQBULIoNYAFxcXHy9vaWJLVt29bkNABgHk5FAQAAy+CIDWBRBQUFysjI0J9/dwkODjYpEQCUP4oNYDHJycn64IMPtHfv3mLXc+dhAFZGsQEs5v3335eHh4eefvpp1ahRw+w4AFChKDaAxSQlJenll19W3bp1zY4CABWOO3gBFhMREaGzZ8+aHQMATMFVUYDF7Nq1S3PmzNF9992nyMhIeXp6Flrv5+dnUjIAKH8UG8BiBg0aVOJ6Jg8DsDKKDWAxCQkJJa5v3rx5BSUBgIpHsQEAAJbBVVGAxXDEBoA744gNYDHMsQHgzig2gMVkZ2cXel1QUKCkpCTNnTtXgwcPVsuWLU1KBgDlj2IDuImEhATNnDlTU6ZMMTsKAJQbbtAHuInAwEAlJyebHQMAyhWThwGLOXToUKHXhmEoPT1dixYtUnR0tDmhAKCCcCoKsJjLTR5u3LixHnnkEZ4hBcDSKDaAxZw8ebLQa5vNpoCAAPn4+JiUCAAqDsUGAABYBpOHAQCAZVBsAACAZVBsAACAZVBsAACAZXAfG8CC7Ha7Nm3apGPHjkmS6tWrp7i4OHl48LsMAGvjqijAYlJSUjR58mSdPn1aderUkSQlJyerVq1aevrppxUWFmZyQgAoPxQbwGImT54swzD097//Xf7+/pKks2fP6u2335bNZtMzzzxjckIAKD8clwYsJiEhQUOHDnWUGkmqXr26hgwZooSEBBOTAUD5o9gAFuPl5aXz588XWZ6TkyMvL6bVAbA2ig1gMTfccIOmTZumffv2yTAMGYahxMRETZ8+XXFxcWbHA4ByxRwbwGLOnTund999V1u3bpWnp6ck6cKFC4qLi9Po0aPl5+dnckIAKD8UG8CiUlJSdPToUUlSREQEV0MBcAsUGwAAYBnMsQEAAJZBsQEAAJZBsQEAAJZBsQEAAJbB3boAi8rNzVVaWpoKCgoKLY+KijIpEQCUP4oNYDGZmZl677339Ouvvxa7fu7cuRWcCAAqDqeiAIuJj4/XuXPn9J///Ec+Pj4aP368Ro8erfDwcI0bN87seABQrjhiA1jMrl27NHbsWDVs2FAeHh4KDg5Wq1at5Ofnp4ULF6pNmzZmRwSAcsMRG8BicnNzFRAQIEmqVq2aMjMzJUmRkZE6ePCgmdEAoNxRbACLqVOnjpKTkyVdnCj8/fff6/Tp01qxYoVq1KhhcjoAKF88UgGwmDVr1shut6tLly46cOCAJk2apKysLHl5eWn06NHq2LGj2REBoNxQbACLy83N1bFjxxQcHOw4RQUAVkWxAQAAlsFVUYAFzJw5U4MGDZKvr69mzpxZ4rbDhw+voFQAUPEoNoAFJCUl6cKFC5KkgwcPymazmZwIAMzBqSgAAGAZXO4NWEhBQYEGDx6sw4cPmx0FAExBsQEsxMvLS8HBwbLb7WZHAQBTUGwAi+nXr58+//xzZWVlmR0FACocc2wAixk7dqxSUlJ04cIFBQcHy9fXt9D6KVOmmJQMAMofV0UBFtO2bVuzIwCAaThiAwAALIM5NgAAwDI4FQVYjN1u19dff63169crLS1NBQUFhdbPmDHDpGQAUP44YgNYzBdffKFvvvlGHTt2VHZ2tnr16qX27dvLw8NDAwYMMDseAJQrjtgAFvPzzz/roYceUps2bfTFF1/opptuUlhYmCIjI7Vv3z6z4wFAueKIDWAx6enpioyMlCT5+voqOztbknTDDTfol19+MTMaAJQ7ig1gMTVr1tSZM2ckSbVr19aOHTskSfv375e3t7eZ0QCg3HEqCrCYdu3aaefOnWrcuLG6d++ut99+Wz/88IPS0tLUs2dPs+MBQLniPjaAxSUmJioxMVFhYWGKi4szOw4AlCuKDQAAsAxORQEWsGXLFl1//fXy8vLSli1bStyWozYArIwjNoAFDBo0SNOmTVNgYKAGDRpU4rZz586toFQAUPEoNgAAwDK43BsAAFgGxQawmE8++URLly4tsnz58uWKj4+v+EAAUIEoNoDFbNy4UU2bNi2yPCYmRhs2bDAhEQBUHIoNYDFZWVny8/MrstzPz09nz541IREAVByKDWAxYWFh2rZtW5Hlv/76q0JDQys+EABUIO5jA1hMz5499cknnygzM1MtWrSQJO3cuVNff/21hg8fbnI6AChfXO4NWNCKFSu0YMECx8MwQ0JCNGDAAN1yyy0mJwOA8kWxASzkwoUL+vnnn9W6dWsFBQUpMzNTPj4+8vX1NTsaAFQI5tgAFuLp6anp06crPz9fkhQQEECpAeBWKDaAxTRq1EgHDx40OwYAmILJw4DFdOvWTZ9++qlOnz6tBg0aqEqVKoXWR0VFmZQMAMofc2wAi+EhmADcGcUGsJiTJ0+WuD4kJKSCkgBAxaPYAAAAy2DyMGBBa9as0fPPP6+HHnrIcQTnm2++0ebNm01OBgDli2IDWMyKFSs0c+ZMxcbG6ty5c7Lb7ZKkatWqFfvUbwCwEooNYDHLli3TQw89pH79+snD4/+GeIMGDXT48GETkwFA+aPYABZz4sQJ1a9fv8hyb29v5eTkmJAIACoOxQawmNDQUCUlJRVZvm3bNkVERFR8IACoQBQbwCLmz5+v3Nxc9erVSx9//LHWrVsnwzD0+++/a8GCBfrss8/Up08fs2MCQLnicm/AIgYNGqRp06YpMDBQP/30k7744gulpqZKkmrUqKGBAweqa9euJqcEgPLFIxUAC7r55pt18803Kzc3Vzk5OQoMDDQ7EgBUCIoNYCE2m63Q6ypVqhR5VhQAWBmnogCLGDRokPz8/K643YwZMyogDQCYgyM2gIUMGDDAqXIDAFZFsQEs5KabbmI+DQC3xuXeAADAMig2AADAMpg8DAAALIMjNgAAwDIoNgAAwDIoNgAAwDIoNgAAwDIoNgAqxIkTJzRw4ECtWrXK7ChOeffddzV69GizYwC4StygD4DTVq1apffee++y61966SXFxMRUYCIAKIxiA+CqDRw4UKGhoUWWh4WFmZCmfDz00EPibhhA5UOxAXDVYmNj1bBhQ7NjlCsvL348ApURIxdAmTt37pzi4+O1adMm2Ww2xcXFqVevXkW2mzBhQqH/X/Luu+8qISFB7777rmOZ3W7X8uXLtXLlSqWkpMjX11cNGjTQ4MGDHSXrxx9/1Jo1a3TkyBFlZ2erdu3a6t69u7p161bkc//6669atGiRDh48KJvNpjp16qhnz57q1KnTZTPk5ORo3rx5Wr9+vTIyMhQSEqLbbrtNvXv3ls1mc2w3cOBA3XnnnWrZsqXmzp2r48ePKywsTMOGDdP111/v6pcVgBMoNgCuWnZ2tjIzMwsts9lsql69ugzD0CuvvKI9e/bojjvuUEREhDZt2lSoILjigw8+0KpVqxQbG6vbbrtNFy5c0O7du7Vv3z5HsVmxYoXq1aunuLg4eXp6auvWrfroo49kt9t11113Od5r1apVev/99xUREaG+ffuqWrVqOnjwoLZt2+YoNn926e/122+/6dZbb1V0dLS2b9+u//3vfzp9+rQeeOCBQtvv2bNHmzZtUrdu3VS1alUtW7ZMr732mt577z1Vr169VF8LAJdHsQFw1V588cUiy7y9vTV79mxt2bJFu3fv1tChQ9WnTx9JUrdu3TRx4kSXP9+uXbu0atUqde/eXSNGjHAs7927d6F5MBMnTpSPj4/j9V133aVJkybpm2++cRSb7OxszZgxQ40aNdILL7xQaPuS5tRs2bJFu3bt0uDBg9WvXz/H+7/++utatmyZ7rrrrkJzjI4dO6bXX3/dsey6667TP//5T61du7ZQyQJQtig2AK7a3/72N4WHhxda5uFx8e4Rv/76qzw9PQud/vHw8NBdd92l3bt3u/T5Nm7cKJvNpgEDBhRZ98dTQH8sKdnZ2SooKFDz5s21fft2ZWdny8/PTzt27ND58+d19913F9r+z+/1Z7/++qs8PDzUvXv3Qst79eqlDRs2aNu2bYUKS8uWLQsVnaioKFWtWlWpqanO/8UBXDWKDYCr1qhRo8tOHj558qSCgoLk6+tbaHmdOnVc/nypqamqUaOG/P39S9xuz549+uKLL5SYmKjc3NxC6y4Vm5SUFElSZGTkVWU4efKkatSooapVqxZaHhER4Vj/R8HBwUXew9/fX+fOnbuqzwvg6lBsAJjGZrMVe/rHbrdf9XulpKToxRdfVJ06dTRs2DDVqlVLXl5e+vXXX/XNN9+49J6lcekI1p9xCTlQvrjzMIAyFRISovT0dOXk5BRanpycXGTbatWqFXsEIy0trdDr2rVr68yZM8rKyrrs5926davy8/M1btw43XHHHWrTpo1atWpV5HTTpdNDhw8fdvrvJF38e505c0bnz58vtPzYsWOO9QDMR7EBUKZiY2N14cIFrVixwrHs0qXaf1a7dm0lJycXusIqKSlJe/bsKbRd+/btZRiGvvjiiyLvcekIyKUjJH88IpKdnV3kEQ6tWrVS1apVtWjRIuXl5RX7Xpf7exX39/jmm29ks9m4jBu4RnAqCsBV+/XXXx1HKv6oSZMmuuGGG9SkSRPNnj1bJ06ccFzunZ2dXWT7W2+9VV9//bUmTZqkW2+9VZmZmfruu+9Ur169QkdGWrRooc6dO2vZsmVKSUlR69atZRiGdu/erRYtWuiuu+5S69at5eXlpSlTpuj2229XTk6OVq5cqYCAAJ05c8bxXn5+fho+fLg++OADPfPMM+rUqZOqVaumQ4cOKTc3V4899lixf+cbbrhB1113nebMmaOTJ08qKipK27dv15YtW9SjRw9L3XUZqMwoNgCu2rx584pd/uijj6p27doaN26c4uPj9dNPPzlu0Dds2DCNHTu20PYRERF67LHHNG/ePM2aNcvx+ueff1ZCQkKR946MjNSPP/6o//3vf/Lz81PDhg0dz6aqU6eOnnzySc2dO1effvqpgoKC1K1bNwUEBOj9998v9F5du3ZVQECAvvrqK3355Zfy9PRU3bp11bNnz8v+nT08PDRu3DjNnTtX69at048//qjQ0FANHTpUvXv3duXLCKAc2AxmsgEAAItgjg0AALAMig0AALAMig0AALAMig0AALAMig0AALAMig0AALAMig0AALAMig0AALAMig0AALAMig0AALAMig0AALAMig0AALCM/w/pP+arMbcCZAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop_gpt['edr_label'] = lpop_gpt['edr'].apply(lambda x: None if math.isnan(x) else reader.value_labels()['edr_esp'][x])\n",
    "\n",
    "plt.figure(dpi=(100))\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade_gpt = lpop_gpt.groupby('edr_label')['wt'].sum()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade_gpt / users_per_grade_gpt.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.ylabel(\"Porcentaje (%)\")\n",
    "plt.xlabel(\"Educacion\")\n",
    "plt.title('Distribución por Educación GPT', color='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop['edr_label'] = lpop['edr'].apply(lambda x: None if math.isnan(x) else reader.value_labels()['edr_esp'][x])\n",
    "\n",
    "plt.figure(dpi=100)\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade = lpop.groupby('edr_label')['wt'].sum()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade / users_per_grade.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted_total = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted_total.index, users_per_grade_pct_sorted_total.values)\n",
    "plt.ylabel(\"Porcentaje (%)\")\n",
    "plt.xlabel(\"Educacion\")\n",
    "plt.title('Distribución por Educación Total', color='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estadístico de chi-cuadrado: 6.117218232074175\n",
      "Valor p: 0.10604450462219099\n"
     ]
    }
   ],
   "source": [
    "# Realizar el test de chi-cuadrado\n",
    "#chi2, p_valor = chi2_contingency([list(users_per_grade.values), list(users_per_grade_gpt.values)])\n",
    "chi2, p_valor, _, _ = chi2_contingency([list(users_per_grade.values), list(users_per_grade_gpt.values)])\n",
    "\n",
    "print(\"Estadístico de chi-cuadrado:\", chi2)\n",
    "print(\"Valor p:\", p_valor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Ingresos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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noaQxacXVXDDAe/bs2SXWmJmZKenSbeW7du3SCy+8oLVr1+qzzz6TdCksPPnkk5o0aZJdrY709+8ut99F7VvBfn3wwQclbrtgv66E2eNX2p44crzT0tLUsWNHHTlyRJ06ddK9996r2rVry83NzXZ7f1E3b0jmP9cFyxf37QEFv6BKlwLgDz/8UORyPXv2vOIHnMIe4QnlYuvWrbJarapfv/5lH2rp6uqqxx57TI899pjOnDmjrVu3atmyZfr000914MABHThwwG5A7+U4Ovjxr3e7/VVSUpIk2QWSgjterFZroeWL+mFV8I9/cb+RlkbB+yclJSksLKzQ/FOnThWqszycPn3aNri5gNVqVUpKivz8/GzT/lpv69atC22npHoragBrQf3FfRaKmy4VX3PB/qWnp9v1pyTXXHONli9fLqvVqv3792v9+vV655139Oijj8rb21v333+/XX+LYubzULDM5f4OFLXO/v371aZNm8vvlBOY/cw5crznz5+vI0eOaNq0aYXOuG3fvl1z5swptj6zn+tu3bpJujRwPD8/v8g77VAxOBIoc/n5+Zo5c6akS3fJmFGvXj0NGzZMK1asUO/evXX48GHFxcXZ5ru6upbb08t//PFHnTt3rtD0gt/Y2rdvb5tWq1YtSdLx48cLLb9nz55C0zp16iQXFxd9//33hU7xl1bB+xf1G+ShQ4d04sQJNWvWrNwfXrd58+ZC07Zu3aq8vDy7HpVUb1pamvbt26caNWrommuuKbdazSqoeevWrYXm5efna9u2baa32aVLF0nSli1bTK/r5uam6667Tk8//bQ++eQTSZduk5ckX19fhYWF6eTJk/r9998Lrbtx40ZJKtXdbgXLFHVs8/LyiuzHlexXeTH7mXPkeB86dEjSpTtC/66o/l2JqKgohYeH6/jx44XuKkTFIjyhTJ05c0YjR47Upk2b1KRJE02dOrXE5bOzs4s81Zybm2u77PfXp0bXqVNHycnJunDhQtkWrktnBmbMmGE3bc+ePVqyZIn8/f01dOhQ2/SCsQsLFy60O/t0/PjxQtuQLl26HDlypE6dOqUnn3yy0LNgMjMzL3tZsOBW5ZdeesnuuSx5eXm2bd5///2l3FvHvfjii3bjTC5evKhnnnlG0qXv2iswatQoubu765133rH9wCnw/PPPKyMjQ6NGjTJ1VrG8devWTWFhYdq4caPWrFljN2/evHnFjncqycMPPyx3d3f961//KnL9nJwcuwCyd+/eIj8LBWdB/vr3YezYsTIMQ5MnT7b7pSIlJUUvvviibZnL6dq1q1q0aKHvv/9eX375pd28d999t9B4J+nSsQ4ICND06dO1a9euQvPz8/OdfqnI7GfOkeNdcCb97/v2008/6eWXXy67ndGlXxb/+9//ys3NTY888ogWLlxY5HOkcnNzK/SbG65GXLaDwwpOWefn59u+nmXr1q3KyclRp06dtGTJEtWtW7fEbVy4cEHdu3dXeHi4rrvuOjVt2lQXL17Ut99+q19//VVDhgyxOzPRp08f7d69W/3791ePHj3k6emptm3bavDgwVe8Pz169ND8+fO1c+dOdevWzfacp/z8fM2dO9fukkvnzp3Vo0cPff/99+rUqZN69+6t06dPKyYmRv369SvyjNS7776ruLg4/fe//9WmTZvUr18/eXh46MiRI/rmm2/01VdflfjQvK5du+qpp57Sq6++qmuvvVbDhw+Xt7e31qxZo7i4OHXv3l2TJ0++4j5czjXXXKPWrVvbPefp8OHDuvnmm3XPPffYlgsJCdFbb72liRMnqkOHDhoxYoQCAwO1efNmbd++XS1btlR0dHS512uGi4uL5s+fr/79+2vIkCG67bbbFBYWpp9//lnffvutBgwYoDVr1pi6fNKyZUstWLBAY8eOVevWrdW/f39FREQoNzdXx44d05YtWxQYGKjffvtNkvTxxx9r7ty56t69u8LCwlSrVi0dPnxYMTEx8vT0tHvG2ZNPPqk1a9boyy+/VNu2bTVw4EBlZWXp008/1ZkzZ/TUU08VORj67ywWiz788EPddNNNuu222+ye81TwwMm1a9farVOnTh2tXLlSQ4cOVZcuXdSnTx+1bt1aFotFx48f1/bt23X27FldvHix1L26UmY/c44c73vvvVezZ8/WY489po0bN6p58+b6/ffftWrVKg0bNsz2YN+y0qdPH61cuVKjR4/W2LFjNWPGDPXs2VMNGjTQxYsXlZiYqPXr1+vs2bNq06YNX5viLBV8tx+qIP3/RxUU/Ofh4WHUqVPH6NChgzFu3DhjzZo1RX6FgGEUflRBTk6OER0dbfTv399o3Lix4enpadStW9fo3Lmz8f777xvZ2dl262dmZhoTJkwwGjZsaLi6uhZ6JICKeaZJgZIeVTB69Gjjl19+MYYMGWIEBAQYNWvWNLp27WqsXbu2yG39+eefxrhx44zAwEDDw8PDaN26tTF37twSv+4lMzPTeOmll4zIyEijZs2aho+Pj3HNNdcYjz76qN1t7iXd0v3JJ58Y3bp1M3x8fAxPT0+jVatWxksvvWRcuHCh0LIlPdrB7FduFBy7ixcvGs8++6wREhJieHh4GM2aNTNeeOGFYh818c033xg33XSTERAQYHh4eBhhYWHG5MmT7W6p/vt7OKKoY+/I87gMwzB27Nhh3HjjjYaPj4/h4+Nj9OnTx9i2bZsxceJEQ5Lx008/Xfa9/+7nn382Ro8ebTRp0sTw8PAwatWqZbRu3dp44IEHjA0bNti994QJE4w2bdoYtWrVMmrUqGGEhYUZ9913X5GPlbhw4YIxc+ZMo3Xr1kaNGjUMHx8fo1u3bsbSpUtLrKcoe/bsMfr161dovy/Xx4kTJxrh4eGGp6en4evra7Ro0cIYNWqU8fnnn9stW5Zfz7Jw4UJDkrFw4cJC88x85gzD/PE+cOCAMXjwYCMwMNDw8vIyOnToYHzwwQfFfqbM7ndRUlJSjFmzZhk33HCDUbduXcPNzc3w8fExWrZsadx7771GTExMoX93S3rO0+XwqIKSWQzDxPczALhqRUVFafPmzaa+0qW66datm3bu3Kn09HSHHzmBqoPjjeIw5gkA/iIrK6vIOyYXLVqkbdu2qW/fvvwgrUY43nAEY54A4C+OHTum9u3b66abblJ4eLisVqt++uknbd26VQEBAXr99dcrukSUIY43HEF4AoC/qF+/vu6++25t3rxZGzduVHZ2toKCgjRmzBg9++yzRT5jC1UXxxuOYMwTAACACYx5AgAAMIHwBAAAYALhCQAAwATCEwAAgAncbVeO/vzzT7vvPbtaBQYG2n0XG8oHfXYeeu0c9Nk56PP/cXNzs33xe4nLOaGWq5bValVubm5Fl1GhLBaLpEu94MbO8kOfnYdeOwd9dg767Bgu2wEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYIJbRRdwpdauXauYmBilpaWpadOmGjt2rMLDw4tdfvv27Vq+fLmSk5MVFBSku+++Wx06dChy2Xnz5mn9+vUaPXq0br755vLaBQAAUIVU6TNP27Zt0+LFizV8+HBFR0eradOmmjlzptLT04tc/uDBg5ozZ4569+6t6OhodezYUbNnz9axY8cKLbtr1y79/vvvqlWrVnnvBgAAqEKqdHhatWqV+vTpo169eqlRo0YaP368PDw8tHHjxiKXX716tdq1a6chQ4aoUaNGGjlypEJDQ7V27Vq75VJTU7VgwQJNmjRJbm5V/uQcAAAoQ1U2GVitViUkJOjWW2+1TXNxcVFkZKTi4+OLXCc+Pl6DBg2ym9a2bVvt3r3b9jo/P1/vvPOOhgwZosaNG5eqltzcXOXm5tpeWywW1axZ0/bnq1nB/l/tfShv9Nl56LVz0GfnoM+OqbLhKSMjQ/n5+QoICLCbHhAQoMTExCLXSUtLk7+/v900f39/paWl2V5/+eWXcnV11YABA0pdy+eff66VK1faXjdr1kzR0dEKDAws9Taqu6CgoIou4apAn52HXjsHfXYO+mxOlQ1P5SEhIUGrV69WdHS0qRQ+dOhQuzNaBesmJyfLarWWeZ1VicViUVBQkJKSkmQYRkWXU23RZ+eh185Bn52DPttzc3Mr1YmPKhue/Pz85OLiYnfWSLp0dunvZ6MKBAQEFBpMnp6eblv+119/VUZGhh566CHb/Pz8fC1evFirV6/We++9V+R23d3d5e7uXuQ8PoyXGIZBL5yAPjsPvXYO+uwc9NmcKhue3NzcFBoaqri4OHXq1EnSpaATFxen/v37F7lORESEYmNj7R478PPPP6t58+aSpB49eigyMtJunZkzZ6pHjx7q1atXOe0JAACoSqr03XaDBg3Shg0btGnTJp04cULz589Xdna2oqKiJEnvvvuuli5dalt+4MCB2r9/v2JiYnTy5EmtWLFChw8ftoUtX19fNWnSxO4/Nzc3BQQEqEGDBhWxiwAAoJKpsmeeJKlr167KyMjQihUrlJaWppCQEE2dOtV2GS4lJcVu7FKLFi00adIkLVu2TJ988omCg4M1efJkNWnSpIL2AAAAVDUWg4uc5SY5OdnuEQZXI4vFouDgYJ06dYrr6eWIPjsPvXYO+uwc9Nmeu7t7qQaMV+nLdgAAAM5GeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMcKvoAq7U2rVrFRMTo7S0NDVt2lRjx45VeHh4sctv375dy5cvV3JysoKCgnT33XerQ4cOkiSr1aply5bpp59+0pkzZ+Tl5aXIyEjdddddql27trN2CQAAVGJV+szTtm3btHjxYg0fPlzR0dFq2rSpZs6cqfT09CKXP3jwoObMmaPevXsrOjpaHTt21OzZs3Xs2DFJUk5Ojo4cOaLbbrtN0dHReuKJJ5SYmKhXX33VmbsFAAAqsSodnlatWqU+ffqoV69eatSokcaPHy8PDw9t3LixyOVXr16tdu3aaciQIWrUqJFGjhyp0NBQrV27VpLk5eWl559/Xl27dlWDBg0UERGhsWPHKiEhQSkpKc7cNQAAUElV2ct2VqtVCQkJuvXWW23TXFxcFBkZqfj4+CLXiY+P16BBg+ymtW3bVrt37y72fbKysmSxWOTl5VXsMrm5ucrNzbW9tlgsqlmzpu3PV7OC/b/a+1De6LPz0GvnoM/OQZ8dU2XDU0ZGhvLz8xUQEGA3PSAgQImJiUWuk5aWJn9/f7tp/v7+SktLK3L5nJwcLVmyRN26dSsxPH3++edauXKl7XWzZs0UHR2twMDA0u3MVSAoKKiiS7gq0GfnodfOQZ+dgz6bU2XDU3mzWq168803JUnjxo0rcdmhQ4fandEqSPDJycmyWq3lV2QVYLFYFBQUpKSkJBmGUdHlVFv02XnotXPQZ+egz/bc3NxKdeKjyoYnPz8/ubi4FDprlJaWVuhsVIGAgIBCg8nT09MLLV8QnFJSUvTvf/+7xLNOkuTu7i53d/ci5/FhvMQwDHrhBPTZeei1c9Bn56DP5lTZAeNubm4KDQ1VXFycbVp+fr7i4uIUERFR5DoRERGKjY21m/bzzz+refPmttcFwSkpKUnPP/+8fH19y2cHAABAlVRlw5MkDRo0SBs2bNCmTZt04sQJzZ8/X9nZ2YqKipIkvfvuu1q6dKlt+YEDB2r//v2KiYnRyZMntWLFCh0+fFj9+/eXdCk4vfHGG0pISNAjjzyi/Px8paWlKS0t7aq//AYAAC6pspftJKlr167KyMjQihUrlJaWppCQEE2dOtV2GS4lJcXuDoIWLVpo0qRJWrZsmT755BMFBwdr8uTJatKkiSQpNTVVe/bskSQ99dRTdu81bdo0tW7d2jk7BgAAKi2LwUXOcpOcnGz3CIOrkcViUXBwsE6dOsX19HJEn52HXjsHfXYO+mzP3d29VAPGq/RlOwAAAGcjPAEAAJhAeAIAADDB9IDx7Oxs/fzzzzp48KBOnDihc+fOSZJ8fX3VqFEjtWjRQpGRkapRo0aZFwsAAFDRSh2ejh07ppiYGO3atUsXL16Uh4eH6tSpI29vb0nSqVOnFBcXp5iYGHl6eqpz584aPHiw7U42AACA6qBU4enNN9/Uzp07FRYWpttvv11t2rRRo0aN5OJif9UvPz9fJ06c0P79+7Vjxw499dRT6tKlix577LHyqB0AAMDpShWeLBaLXnnlFYWEhJS4nIuLi5o0aaImTZpo8ODB+uOPP/TFF1+UQZkAAACVQ6nCk6NnjkJCQjjrBAAAqhXutgMAADChTL6eZdOmTdq6datSU1MVEBCgrl27qk+fPnZfjQIAAFAdXHF4WrlypdatW6cbb7xRtWvX1okTJ7Ro0SIlJSVp1KhRZVEjAABApVHq8JScnFzk971s3rxZjz32mFq1amWbFhAQoFWrVhGeAABAtVPqMU+PP/64li1bpuzsbLvpNWrUUHJyst20lJQU1axZs2wqBAAAqERKfebphRde0KJFi7R582bddddduuGGGyRJw4cP15w5c7Rp0ybVqlVLiYmJOnLkiCZOnFhuRQMAAFQUi2EYhpkVvv/+e33yySeqXbu2xowZo/DwcCUmJmr79u36888/5e/vr86dO/NkcV261Jmbm1vRZVQoi8Wi4OBgnTp1SiY/ajCBPjsPvXYO+uwc9Nmeu7t7kUOU/s70gPEePXqoc+fO+uyzzzR9+nR16dJFd999t2677TaHCgUAAKhKHHrOk6enp+688069/vrrunDhgh599FF9/vnnslqtZV0fAABApWLqzFN8fLz27t2r7OxsNW/eXN26ddOTTz6puLg4LVq0SBs2bNA999yjzp07l1e9AAAAFarUZ56+++47/fvf/1Z8fLxSUlL03//+V2+++aYk6dprr9Wrr76qQYMGad68eZo+fbqOHTtWbkUDAABUlFKfefr888/Vv39/3XfffZKkffv26eWXX9bp06dVv359ubi4qH///urevbuWLVumZ555RkuWLCmvugEAACpEqcNTZmamgoKCbK8L/nz+/Hm75Xx8fDRu3Dj17du3jEoEAACoPEodntq3b68vv/xS3t7e8vb2VkxMjOrUqVPsIwl4VAEAAKiOSh2exo0bp8WLF+vjjz9WTk6OwsLCNGXKFLm5lcl3CwMAAFQJpU4+Xl5emjBhQnnWAgAAUOk59JwnAACAq1WpwtO8efN05swZ0xtPSkrSvHnzTK8HAABQWZXqst3Zs2f16KOPKjIyUl27dtW1116runXrFrnsmTNnFBsbq+3bt+vAgQNq06ZNmRYMAABQkUoVnp555hn99ttviomJ0dy5c5Wfny9fX18FBgbKx8dHhmHo/PnzOnPmjDIzM+Xi4qL27dtr2rRpatmyZXnvAwAAgNOUesB4y5Yt1bJlS2VkZGjv3r2Kj49XYmKizp49K0ny9fVVp06dFBERoQ4dOsjf37/cigYAAKgopp8z4Ofnp169eqlXr17lUQ8AAEClxt12AAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATTjyr4q/j4eB04cEDp6enq16+fgoODlZ2drZMnT6pBgwaqUaNGWdUJAABQKTgUnqxWq9566y3t3r3bNu36669XcHCwLBaLZs6cqZtvvlnDhg0rs0IBAAAqA4cu2y1btkx79+7V+PHj9dZbb9nN8/DwUJcuXeyCFQAAQHXhUHj64Ycf1LdvX914443y8fEpNL9hw4Y6c+bMFRcHAABQ2TgUnjIyMtSkSZPiN+riouzsbIeLAgAAqKwcCk916tTRyZMni51/8OBBBQUFOVwUAABAZeVQeOrevbvWr1+v+Pj4QvPWr1+v7du3q0ePHldcHAAAQGXj0N12w4YN0++//65p06apYcOGkqSPPvpImZmZSk1NVfv27TVo0KAyLRQAAKAycCg8ubm5aerUqdqyZYt27Nih/Px8Wa1WNW3aVCNHjlSPHj1ksVjKulYAAIAK5/BDMi0Wi3r06MHlOQAAcFXh61kAAABMKNWZp+nTp8tisejZZ5+Vq6urpk+fXqqNu7q6ytfXV5GRkYqKipKLC1kNAABUbaUKT4ZhFHpdmjFNubm5Onz4sLZt26YTJ07o3nvvdaxKAACASqJU4emFF14o8fXlLF68WD/88APhCQAAVHkODxg3o0uXLsrMzHTGWwEAAJSrKw5PFy5cUFZWVqFLe5JUt25dSVJERIQiIiKu9K0AAAAqnMPhad26dVq1apVOnz5d7DLLly93dPMAAACVkkO3v61bt04ffvihgoKCNHLkSEnSzTffrFtvvVUBAQEKCQnRgw8+WKaFAgAAVAYOhae1a9eqbdu2mjp1qm688UZJUocOHXTnnXfqzTff1IULF3Tu3LkyLRQAAKAycCg8nT59Wtddd52kS89ykiSr1SpJ8vLyUu/evbVu3boyKhEAAKDycCg8eXl5KS8vz/ZnDw8PpaSk2ObXrFlTaWlpZVIgAABAZeLQgPHGjRvr6NGjttcRERH69ttv1aFDB+Xn52v9+vUKDg4usyJLsnbtWsXExCgtLU1NmzbV2LFjFR4eXuzy27dv1/Lly5WcnKygoCDdfffd6tChg22+YRhasWKFNmzYoPPnz6tly5YaN26c0/YHAABUbg6debrhhht0/Phx5ebmSpJuv/12nThxQg8++KAmTpyoxMRE20Dy8rRt2zYtXrxYw4cPV3R0tJo2baqZM2cqPT29yOUPHjyoOXPmqHfv3oqOjlbHjh01e/ZsHTt2zLbMl19+qTVr1mj8+PGaNWuWPD09NXPmTOXk5JT7/gAAgMrPoTNPvXr1Uq9evWyvW7ZsqTfeeEN79+6Vi4uL2rRpowYNGpRZkcVZtWqV+vTpY6tl/Pjx+vHHH7Vx40bdeuuthZZfvXq12rVrpyFDhkiSRo4cqdjYWK1du1YPPPCADMPQ6tWrNWzYMHXs2FGS9PDDD2v8+PHavXu3unXrVu77BAAAKjeHwlNKSor8/Pzk4eFhm1a/fn0NHDhQkpSTk6OUlBTbQzLLg9VqVUJCgl1IcnFxUWRkpOLj44tcJz4+XoMGDbKb1rZtW+3evVuSdObMGaWlpalNmza2+V5eXgoPD1d8fHyx4Sk3N9d2Fk6SLBaLatasafvz1axg/6/2PpQ3+uw89No56LNz0GfHOBSeJk6cqEceeUTdu3cvcv6ePXs0Z86ccn1IZkZGhvLz8xUQEGA3PSAgQImJiUWuk5aWJn9/f7tp/v7+tsHtBf8vaZmifP7551q5cqXtdbNmzRQdHa3AwMDS7cxVICgoqKJLuCrQZ+eh185Bn52DPptTLt9tZ7Va5eLi0HCqKmno0KF2Z7QKEnxycrLtEQ5XK4vFoqCgICUlJRX5FT4oG/TZeei1c9Bn56DP9tzc3Ep14qPU4SkrK0tZWVm21+fOnbN7PEGB8+fPa9u2bYXOCJU1Pz8/ubi4FDojlJaWVux7BwQEFBpMnp6eblu+4P/p6emqVauW3TIhISHF1uLu7i53d/ci5/FhvMQwDHrhBPTZeei1c9Bn56DP5pQ6PH399dd2l6YWLVqkRYsWFbv8HXfccUWFXY6bm5tCQ0MVFxenTp06SZLy8/MVFxen/v37F7lORESEYmNjdfPNN9um/fzzz2revLkkqV69egoICFBsbKwtLGVlZenQoUPq27dvue4PAACoGkodntq2basaNWrIMAwtWbJE3bp1U7NmzeyWsVgs8vT0VGhoqMLCwsq82L8bNGiQ3nvvPYWGhio8PFyrV69Wdna2oqKiJEnvvvuuateurbvuukuSNHDgQL3wwguKiYlRhw4d9MMPP+jw4cN64IEHbPUPHDhQn332mYKDg1WvXj0tW7ZMtWrVst19BwAArm6lDk8RERGKiIiQJGVnZ6tz585q0qRJuRVWGl27dlVGRoZWrFihtLQ0hYSEaOrUqbbLbykpKXZ3ELRo0UKTJk3SsmXL9Mknnyg4OFiTJ0+2249bbrlF2dnZmjt3rrKystSyZUtNnTrV7s5CAABw9bIYXOQsN8nJyXaPMLgaWSwWBQcH69SpU1xPL0f02XnotXPQZ+egz/bc3d3LdsD432VmZuqHH37Q6dOndf78+UJNt1gsevDBBx3dPAAAQKXkUHjat2+f3njjDWVnZ6tmzZry9vYutAwP3AIAANWRQ+Hp448/VkBAgJ588skKH/cEAADgTA49yTIpKUkDBgwgOAEAgKuOQ+EpKChIFy5cKOtaAAAAKj2HwtPIkSO1bt06nTlzpqzrAQAAqNQcGvMUGxsrPz8//etf/1KbNm1Up06dQt9lZ7FYNGbMmDIpEgAAoLJwKDx98803tj//+OOPxS5HeAIAANWNQ+Fp+fLlZV0HAABAleDQmCcAAICrlcNPGJek+Ph4HThwQOnp6erXr5+Cg4OVnZ2tkydPqkGDBqpRo0ZZ1QkAAFApOBSerFar3nrrLe3evds27frrr1dwcLAsFotmzpypm2++WcOGDSuzQgEAACoDhy7bLVu2THv37tX48eP11ltv2c3z8PBQly5d7IIVAABAdeFQePrhhx/Ut29f3XjjjfLx8Sk0v2HDhjwDCgAAVEsOhaeMjIwSv5rFxcVF2dnZDhcFAABQWTkUnurUqaOTJ08WO//gwYMKCgpyuCgAAIDKyqHw1L17d61fv17x8fGF5q1fv17bt29Xjx49rrg4AACAysahu+2GDRum33//XdOmTVPDhg0lSR999JEyMzOVmpqq9u3ba9CgQWVaKAAAQGXgUHhyc3PT1KlTtWXLFu3YsUP5+fmyWq1q2rSpRo4cqR49eshisZR1rQAAABXO4YdkWiwW9ejRg8tzAADgquLQmKfMzEwdPXq02PnHjh1TZmamw0UBAABUVg6Fp0WLFmnevHnFzp83b54+/vhjh4sCAACorBwKTwcOHNB1111X7PzrrrtOsbGxDhcFAABQWTn8kEw/P79i5/v6+io9Pd3hogAAACorh8JTQECAjhw5Uuz8hISEEsMVAABAVeVQeOrYsaO+++477dmzp9C83bt3a+PGjerUqdMVFwcAAFDZOPSoghEjRig2NlazZ89WSEiIGjduLEk6fvy4/vjjDzVq1EgjRowo00IBAAAqA4fCk5eXl2bOnKmvvvpKO3fu1I4dOyRJ9evX12233aYhQ4aoRo0aZVooAABAZWA6POXk5Gj9+vUKCQnRiBEjOMMEAACuKqbHPHl4eGjJkiVKTEwsj3oAAAAqNYcGjDdp0kTJycllXQsAAECl51B4GjlypNavX6+ff/65rOsBAACo1BwaML527Vr5+Pho5syZqlevnurVqycPDw+7ZSwWi5566qkyKRIAAKCycCg8HTt2TJJUt25d5efnKykpqdAyFovlyioDAACohBwKT++9915Z1wEAAFAlODTmCQAA4Grl0JmnAr/88ot+/PFH2513gYGB6tChg1q1alUmxQEAAFQ2DoUnq9Wqt956S7t375Z06YnjkpSVlaWYmBh16tRJjz76qNzcriibAQAAVDoOpZtPP/1Uu3fv1uDBgzVo0CAFBARIktLT0xUTE6OYmBitXLlSI0eOLMtaAQAAKpxDY562bt2qnj17atSoUbbgJEn+/v4aNWqUevTooS1btpRVjQAAAJWGQ+EpLS1N4eHhxc5v3ry50tLSHK0JAACg0nIoPNWuXVu//PJLsfN/+eUX1a5d2+GiAAAAKiuHwlPPnj21fft2zZs3T4mJicrPz1d+fr4SExP1wQcfaPv27YqKiirjUgEAACqeQwPGhw0bptOnT2vDhg3asGGDXFwuZbD8/HxJl8LV0KFDy65KAACASsKh8OTi4qKJEydq0KBB+vHHH5WSkiLp0nOe2rdvr6ZNm5ZpkQAAAJWFqfCUk5OjPXv26MyZM/L19VWHDh04wwQAAK4qpQ5P6enpeu6553TmzBnbNA8PD02ePFlt2rQpl+IAAAAqm1IPGP/f//1fJScn6+abb9bTTz+t0aNHy8PDQx988EF51gcAAFCplPrM0/79+9WjRw/de++9tmkBAQGaM2eOEhMT1aBBg3IpEAAAoDIp9ZmnlJQUtWzZ0m5awWseiAkAAK4WpQ5PVqtVHh4edtPc3d0l/d8jCgAAAKo7U3fbnTlzRgkJCbbXWVlZkqRTp07Jy8ur0PKhoaFXWB4AAEDlYio8LV++XMuXLy80ff78+cUuDwAAUJ2UOjw9+OCD5VkHAABAlVDq8MR31QEAADj4xcAAAABXK4e+264yyMzM1IIFC7R3715ZLBZ17txZY8aMUY0aNYpdJycnR4sXL9a2bduUm5urtm3baty4cQoICJAk/fHHH/riiy908OBBZWRkqF69errppps0cOBAJ+0VAACo7Krsmae3335bx48f13PPPacpU6bo119/1dy5c0tc56OPPtLevXv1+OOPa/r06frzzz/1+uuv2+YnJCTI399fjzzyiN544w0NHTpUS5cu1dq1a8t7dwAAQBVRJcPTiRMntG/fPk2YMEHNmzdXy5YtNXbsWG3btk2pqalFrpOVlaXvvvtOo0eP1rXXXqvQ0FA99NBDOnjwoOLj4yVJvXv31pgxY9SqVSvVr19fPXr0UFRUlHbu3OnM3QMAAJVYlbxsFx8fL29vb4WFhdmmRUZGymKx6NChQ+rUqVOhdRISEpSXl6fIyEjbtIYNG6pu3bqKj49XREREke+VlZUlHx+fEuvJzc1Vbm6u7bXFYlHNmjVtf76aFez/1d6H8kafnYdeOwd9dg767JgqGZ7S0tLk5+dnN83V1VU+Pj7FflVMWlqa3Nzc5O3tbTfd39+/2HUOHjyo7du3a8qUKSXW8/nnn2vlypW2182aNVN0dLQCAwMvvzNXiaCgoIou4apAn52HXjsHfXYO+mxOpQpPS5Ys0ZdfflniMm+++aZTajl27JheffVVDR8+XG3bti1x2aFDh2rQoEG21wUJPjk5WVartVzrrOwsFouCgoKUlJQkwzAqupxqiz47D712DvrsHPTZnpubW6lOfFSq8DR48ODLPk+qfv36CggIUEZGht30vLw8ZWZm2u6c+7uAgABZrVadP3/e7uxTenp6oXVOnDihF198UTfeeKNuu+22y9bt7u5u+56/v+PDeIlhGPTCCeiz89Br56DPzkGfzalU4cnPz6/Q5biiRERE6Pz580pISLB9f15cXJwMw1B4eHiR64SGhsrV1VWxsbHq0qWLJCkxMVEpKSl2452OHz+uGTNmqGfPnrrzzjvLYK8AAEB1UiXvtmvUqJHatWunuXPn6tChQ/rtt9+0YMECde3aVbVr15Ykpaam6rHHHtOhQ4ckSV5eXurdu7cWL16suLg4JSQk6D//+Y8iIiJs4enYsWOaPn262rRpo0GDBiktLU1paWmFznIBAICrV6U682TGpEmT9OGHH2rGjBm2h2SOHTvWNt9qtSoxMVHZ2dm2aaNHj5bFYtHrr78uq9Vqe0hmgR07digjI0NbtmzRli1bbNMDAwP13nvvOWfHAABApWYxuMhZbpKTk+0eYXA1slgsCg4O1qlTp7ieXo7os/PQa+egz85Bn+25u7uXasB4lbxsBwAAUFEITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJbhVdgKMyMzO1YMEC7d27VxaLRZ07d9aYMWNUo0aNYtfJycnR4sWLtW3bNuXm5qpt27YaN26cAgICCi177tw5TZ48WampqVq4cKG8vb3LcW8AAEBVUWXPPL399ts6fvy4nnvuOU2ZMkW//vqr5s6dW+I6H330kfbu3avHH39c06dP159//qnXX3+9yGXff/99NW3atDxKBwAAVViVDE8nTpzQvn37NGHCBDVv3lwtW7bU2LFjtW3bNqWmpha5TlZWlr777juNHj1a1157rUJDQ/XQQw/p4MGDio+Pt1t23bp1ysrK0uDBg52xOwAAoAqpkpft4uPj5e3trbCwMNu0yMhIWSwWHTp0SJ06dSq0TkJCgvLy8hQZGWmb1rBhQ9WtW1fx8fGKiIiQdCmYrVy5UrNmzdLp06dLVU9ubq5yc3Ntry0Wi2rWrGn789WsYP+v9j6UN/rsPPTaOeizc9Bnx1TJ8JSWliY/Pz+7aa6urvLx8VFaWlqx67i5uRUau+Tv729bJzc3V3PmzNGoUaNUt27dUoenzz//XCtXrrS9btasmaKjoxUYGFj6narmgoKCKrqEqwJ9dh567Rz02TnoszmVKjwtWbJEX375ZYnLvPnmm+X2/kuXLlXDhg3Vo0cPU+sNHTpUgwYNsr0uSPDJycmyWq1lWmNVY7FYFBQUpKSkJBmGUdHlVFv02XnotXPQZ+egz/bc3NxKdeKjUoWnwYMHKyoqqsRl6tevr4CAAGVkZNhNz8vLU2ZmZpF3zklSQECArFarzp8/b3f2KT093bZOXFycjh07ph07dkiS7YN0//33a9iwYRoxYkSR23Z3d5e7u3uR8/gwXmIYBr1wAvrsPPTaOeizc9BncypVePLz8yt0Oa4oEREROn/+vBISEhQaGirpUvAxDEPh4eFFrhMaGipXV1fFxsaqS5cukqTExESlpKTYxjs98cQTysnJsa1z+PBhvf/++5oxY4bq169/pbsHAACqgUoVnkqrUaNGateunebOnavx48fLarVqwYIF6tq1q2rXri1JSk1N1YwZM/Twww8rPDxcXl5e6t27txYvXiwfHx95eXlpwYIFioiIsIWnv1/zPXfunKRLA8t5zhMAAJCqaHiSpEmTJunDDz/UjBkzbA/JHDt2rG2+1WpVYmKisrOzbdNGjx4ti8Wi119/XVar1faQTAAAgNKyGFzkLDfJycl2jzC4GlksFgUHB+vUqVNcTy9H9Nl56LVz0GfnoM/23N3dSzVgvEo+JBMAAKCiEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAEAAJhAeAIAADCB8AQAAGAC4QkAAMAEwhMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8AQAAmEB4AgAAMIHwBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAExwq+gCqjM3N9pbgF44B312HnrtHPTZOejzJaXtg8UwDKOcawEAAKg2uGyHcnXhwgU9/fTTunDhQkWXUq3RZ+eh185Bn52DPjuG8IRyZRiGjhw5Ik5wli/67Dz02jnos3PQZ8cQngAAAEwgPAEAAJhAeEK5cnd31/Dhw+Xu7l7RpVRr9Nl56LVz0GfnoM+O4W47AAAAEzjzBAAAYALhCQAAwATCEwAAgAmEJwAAABMITwAAACYQngAAAEzga5QBoBhWq1W7du1SfHy80tLSJEkBAQFq0aKFOnbsyDfRl7GzZ8/K29tbNWrUsJtutVoVHx+vVq1aVVBl1dvDDz+sZ599VsHBwRVdSpXB33w4xaeffqp+/frJz8+voksBSiUpKUkzZ85UamqqmjdvLn9/f0nSH3/8oW+//VZ16tTR1KlTFRQUVMGVVn1//vmnXn31VSUkJMhisah79+4aN26cLURlZmZq+vTpWr58eQVXWrWtXr26yOkpKSnauHGjAgICJEkDBw50YlVVE+EJZSorK6vI6Z999pnat29v+03dy8vLmWVVS99884127dolb29v3XTTTYqMjLTNy8jI0NSpU/Xuu+9WYIVV2wcffKDGjRsrOjq60Oc1KytL7777rj788EM9++yzFVRh9bFkyRK5uLho1qxZOn/+vJYuXarp06fr2WeflY+PT0WXV2189NFHql27tlxc7EfsGIah77//Xq6urrJYLISnUiA8oUyNGTOm2Hl//SHDb5BXZvXq1frkk08UFRWlrKwsvfzyy7r99ts1dOhQSVJ+fr6Sk5MruMqq7eDBg5o1a1aRQd/Ly0sjR47U1KlTK6Cy6ic2NlaTJ09WWFiYJOmaa67RG2+8oRkzZujf//53BVdXffTp00eHDh3SpEmT1KhRI9v0O++8U88995zdNJSM8IQyVatWLYWEhGjQoEG2324Mw9CLL76oCRMmqF69ehVcYfWwfv16/fOf/1T37t0lSX379tXs2bOVk5OjO+64o4Krqx68vb2VnJysJk2aFDn/zJkz8vb2dnJV1VNWVpZdL93d3fXkk0/qjTfe0PTp0/XII49UYHXVxwMPPKBdu3Zp5syZuuWWW9S/f/+KLqnK4m47lKnXXntNrq6u+t///V8FBQWpVatWat26tSwWi8LDw9WqVSsGfZaBM2fOKCIiwva6RYsW+ve//63169dr6dKlFVhZ9dG7d2+9++67WrVqlY4ePaq0tDSlpaXp6NGjWrVqlf7zn/+oT58+FV1mtVC/fn0dPXrUbpqrq6sef/xx1atXT6+88koFVVb9dOrUSTNnztSuXbs0a9Ys240QMIczTyhTPj4+mjx5statW6dnnnlG99xzj+3sCMqOr6+vzp49a3cmr0mTJpo2bZqmT5+u1NTUCqyuerjjjjvk6empmJgYffzxx3bzAgICdMstt+iWW26poOqql3bt2mnDhg3q0qWL3fSCAPX666/r7NmzFVRd9VO7dm09//zz+uKLL/TUU0/JMIyKLqnKsRh0DeXkxIkTmjNnjho1aqQdO3Zo9uzZXFMvI3PmzJG/v7/uu+++QvOOHz+u6dOn69y5c4wtKyOnT59Wenq6pEvBicvPZSsvL0/Z2dnF3kiSl5en1NRUBQYGOrmy6i8hIUG//fabevToweB8EwhPKFdWq1VLlizRgQMH9OSTT/JDp4wcPXpUCQkJ6tWrV5Hzjx07pp07d+r22293cmUAUP0RngCgGCdOnNDatWsLPSQzIiJC/fv350xqGaLXzkGfywbhCeXi0KFDRf7lDA8Pr9jCqhn6XH5++uknzZ49W82aNVPbtm1tDxBMS0tTbGysEhISNHnyZLVr165C66wO6LVz0OeyQ3hCmUpPT9frr7+ugwcPqm7duranMqenpyslJUUtWrTQE088YZsOx6Snp+u1115TfHw8fS4nkydP1vXXX1/sox9WrFihXbt26bXXXnNyZdUPvXYO+lx2uNsOZWr+/PnKz8/Xm2++qQYNGtjNS0xM1Pvvv68PP/xQjz/+eAVVWD3Mnz9fhmHQ53KUmJioG264odj53bt315dffunEiqoveu0c9Lns8JwnlKn9+/fr/vvvL/QDXZIaNGigMWPGaN++fc4vrJqhz+WvXr16+vHHH4ud/+OPP3L3Vxmh185Bn8sOZ55Qptzd3XXhwoVi51+4cEHu7u5OrKh6os/lb8SIEXr77bd14MABRUZG2o0PiYuL0759+zRp0qSKLbKaoNfOQZ/LDmOeUKbmz5+vn376SaNHj9a1115re25LVlaW4uLi9NFHH+m6667T2LFjK7jSqo0+O8fBgwe1Zs2aIgflDxw40O4p77gy9No56HPZIDyhTOXm5mrRokXauHGj8vLy5OZ26eSm1WqVq6urevfurdGjR3NW5ArRZwCoOIQnlIusrCwlJCTY/WYTGhpa7BOE4Rj6DADOR3gCAAcsXbpUaWlpeuihhyq6lGqPXjsHfS497raDUx0+fFi//PJLRZdR7dHn8peamqrk5OSKLuOqQK+dgz6XHmee4FT/+te/lJiYyBfWljP6DADlh/AEp0pNTVVeXh7PEiln9LlsZGRkaOPGjYXuTGrRooWioqLk5+dXsQVWI/TaOehz2SA8AUARDh06pJkzZ8rT01ORkZF2X4ETFxen7OxsPfvsswoLC6vgSqs+eu0c9LnsEJ5QLtLS0vT777/b/WbTvHlz20PZUDboc/l59tln1bRpU40fP14Wi8VunmEY+uCDD3T06FHNnDmzgiqsPui1c9DnssMTxlGmLl68qHnz5mnbtm2yWCzy8fGRJGVmZsowDHXr1k0PPPCAPD09K7jSqo0+l78//vhDDz30UKEfMpJksVh0880366mnnqqAyqofeu0c9LnsEJ5QphYtWqTDhw9rypQpatOmjVxcLt3QmZ+fr9jYWC1YsEALFy7UhAkTKrjSqo0+l7+AgAAdOnRIDRs2LHL+oUOHOMNXRui1c9DnskN4QpnauXOnpkyZohYtWthNd3FxUdu2bfXggw8qOjqaH+pXiD6Xv8GDB2vevHlKSEgoND4kNjZWGzZs0D333FPBVVYP9No56HPZITyhTOXn59u+KqQobm5uys/Pd2JF1RN9Ln/9+/eXn5+fvv76a61bt87WTxcXF4WGhuqhhx5S165dK7jK6oFeOwd9LjsMGEeZevvtt3Xy5ElNmDBBzZo1s5t35MgRzZ07Vw0aNOCbu68QfXYuq9Wqc+fOSZJ8fX1LDK64MvTaOejzlSE8oUxlZmbq7bff1v79++Xt7W13Wvj8+fNq166dJk2aJG9v7wqutGqjzwBQcQhPKBcnT54s9BC2iIiIYgcqwjH0GQCcj/CEcpeYmKj69evL1dW1okup1ugzADgHXwyMcvevf/1Lp0+frugyqj36DADOQXgCAAAwgfAEAABgAuEJAADABMITAACACYQnAAAAEwhPAAAAJhCeAAAATCA8odzdcsst8vX1regyqj36DADOwRPGAQAATODMEwAAgAmEJwAAABMITwAAACYQngAAAEwgPAGosjZt2qQRI0bo8OHDFV0KgKsI4QkAAMAEwhMAmHTx4sWKLgFABXKr6AIAoKy899572rFjh+bMmaP58+crNjZWHh4e6tmzp0aNGiUXl//7ffHcuXNatGiR9uzZI4vFouuvv16DBg3SU089pYceekhRUVF225w9e7YWLlyoX3/9Vddee62eeuop5efna82aNdqwYYNOnz4tLy8vdezYUXfddZd8fHxs73X48GEtW7ZMCQkJunjxogICAtS6dWs99NBDtmUuXryoFStWaPv27UpPT1dgYKD69OmjwYMHy2KxOK2HAC6P8ASgWsnPz9fMmTMVHh6ue+65R7GxsVq1apWCgoLUt29f2zLR0dE6dOiQ+vbtqwYNGmjPnj167733Stxmy5Ytdc8998jT01OSNG/ePG3evFlRUVEaMGCAzpw5o7Vr1+rIkSN68cUX5ebmpvT0dL300kvy8/PTLbfcIm9vbyUnJ2vnzp227RuGoVdffVUHDhxQr169FBISov379+t//ud/lJqaqvvuu6/c+wag9AhPAKqV3Nxc/eMf/9Dw4cMlSX379tXTTz+t7777zhaedu/erfj4eN13330aOHCgbbmXXnqpxG3eddddtmm//fabvvvuO02aNEndu3e3TW/durVmzZqlHTt2qHv37jp48KDOnz+v5557TmFhYbblRo4cafvznj17FBcXp5EjR2rYsGGSpP79++uNN97QmjVr1L9/fwUFBZVRhwBcKcY8Aah2CkJSgZYtW+r06dO21/v27ZOrq6v69Oljm+bi4qJ+/fqVepvbt2+Xl5eX2rRpo4yMDNt/oaGhqlGjhuLi4iRJ3t7ekqS9e/fKarUWue2ffvpJLi4uGjBggN30QYMGyTAM7du37/I7DcBpOPMEoFpxd3eXn5+f3TRvb2+dP3/e9jolJUW1atWyXX4rUNzZHVdXV9WuXdtuWlJSkrKysjRu3Lgi18nIyJAktWrVSp07d9bKlSv19ddfq3Xr1urYsaO6d+8ud3d3SVJycrJq1aqlmjVr2m2jUaNGtvkAKg/CE4Bq5a+DwsuKm5tboe3m5+fL399fjzzySJHrFAQ4i8WiJ554QvHx8dq7d6/279+v999/X6tWrdLMmTNVo0aNMq8XQPkiPAG46tStW1dxcXHKzs62O/uUlJRU6m3Ur19fsbGxatmypTw8PC67fEREhCIiInTnnXdq69atevvtt/XDDz+oT58+CgwMVGxsrC5cuGB39unkyZOSpMDAQBN7B6C8MeYJwFWnbdu2ysvL04YNG2zT8vPz9c0335R6G127dlV+fr5WrlxZaF5eXp7tMmFmZqYMw7CbHxISIunSQHRJat++vfLz87V27Vq75b7++mtZLBa1a9eu1HUBKH+ceQJw1enUqZPCw8O1ePFiJSUlqUGDBtq7d68yMzNLvY1WrVrpxhtv1BdffKGjR4+qTZs2cnV1VVJSkrZv364xY8aoS5cu2rx5s9atW6eOHTsqKChIFy5c0IYNG1SzZk116NBBknTdddepdevWWrZsmZKTk9W0aVPt379fe/bs0cCBA7nTDqhkCE8ArjouLi6aMmWKFi1apM2bN8tisahTp04aPny4nn/++VJdhpOkBx54QKGhoVq/fr0++eQTubq6KjAwUDfccINatGgh6VLIOnTokLZt26b09HR5eXkpLCxMkyZNUr169Wz1PP3001q+fLm2bdumjRs3ql69eho1apQGDx5cbn0A4BiL8ffzyQBwldq1a5dee+01zZgxQy1btqzocgBUUox5AnBVysnJsXtdMOaoZs2aCg0NraCqAFQFXLYDcFVasGCBcnJyFBERodzcXO3atUsHDx7UnXfeWerLdgCuTly2A3BV2rp1q2JiYpSUlKTc3Fzbd9/179+/oksDUMkRngAAAExgzBMAAIAJhCcAAAATCE8AAAAmEJ4AAABMIDwBAACYQHgCAAAwgfAEAABgAuEJAADABMITAACACf8PFc/oMWZymREAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop_gpt['q10newt_label'] = lpop_gpt['q10newt'].apply(lambda x: None if math.isnan(x) else reader.value_labels()['q10newt_esp'][x])\n",
    "\n",
    "plt.figure(dpi=(100))\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade = lpop_gpt.groupby('q10newt_label')['wt'].sum()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade / users_per_grade.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.ylabel(\"Porcentaje (%)\")\n",
    "plt.xlabel(\"Ingreso\")\n",
    "plt.title('Distribución por ingreso del hogar GPT', color='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop['q10newt_label'] = lpop['q10newt'].apply(lambda x: None if math.isnan(x) else reader.value_labels()['q10newt_esp'][x])\n",
    "\n",
    "plt.figure(dpi=(100))\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade_total = lpop.groupby('q10newt_label')['wt'].sum()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade_total / users_per_grade_total.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.ylabel(\"Porcentaje (%)\")\n",
    "plt.xlabel(\"Ingreso\")\n",
    "plt.title('Distribución por ingreso del hogar Total', color='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop_gpt['conocim_label'] = lpop_gpt['conocim'].apply(lambda x: None if math.isnan(x) else reader.value_labels()['conocim_esp'][x])\n",
    "\n",
    "plt.figure(dpi=(100))\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade = lpop_gpt.groupby('conocim_label')['wt'].sum()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade / users_per_grade.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.ylabel(\"Porcentaje (%)\")\n",
    "plt.xlabel(\"Conocimiento de política\")\n",
    "plt.title('Distribución por conocimiento de política GPT', color='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Conocimiento de política"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop['conocim_label'] = lpop['conocim'].apply(lambda x: None if math.isnan(x) else reader.value_labels()['conocim_esp'][x])\n",
    "\n",
    "plt.figure(dpi=(100))\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade_total = lpop.groupby('conocim_label')['wt'].sum()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade_total / users_per_grade_total.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.ylabel(\"Porcentaje (%)\")\n",
    "plt.xlabel(\"Conocimiento de política\")\n",
    "plt.title('Distribución por conocimiento de política Total', color='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estadístico de chi-cuadrado: 21.44142771752578\n",
      "Valor p: 0.00025882557803294623\n"
     ]
    }
   ],
   "source": [
    "# Realizar el test de chi-cuadrado\n",
    "#chi2, p_valor = chi2_contingency([list(users_per_grade.values), list(users_per_grade_gpt.values)])\n",
    "chi2, p_valor, _, _ = chi2_contingency([ list(users_per_grade_total.values),list(users_per_grade.values)])\n",
    "\n",
    "print(\"Estadístico de chi-cuadrado:\", chi2)\n",
    "print(\"Valor p:\", p_valor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Etnicidad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop_gpt['etid_label'] = lpop_gpt['etid'].apply(lambda x: None if math.isnan(x) else reader.value_labels()['etid_esp'][x])\n",
    "lpop['etid_label'] = lpop['etid'].apply(lambda x: None if math.isnan(x) else reader.value_labels()['etid_esp'][x])\n",
    "\n",
    "plt.figure(dpi=100)\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade_total = lpop.groupby('etid_label')['wt'].sum()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct = users_per_grade_total / users_per_grade_total.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.ylabel(\"Cantidad\")\n",
    "plt.xlabel(\"Etnicidad\")\n",
    "plt.title('Distribución por Etnicidad Total', color='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "# Realiza la suma ponderada por grupo\n",
    "users_per_grade_gpt = lpop_gpt.groupby('etid_label')['wt'].sum()\n",
    "\n",
    "# Convierte la suma ponderada en porcentajes\n",
    "users_per_grade_pct_gpt = users_per_grade_gpt / users_per_grade_gpt.sum() * 100\n",
    "\n",
    "# Ordena los valores\n",
    "users_per_grade_pct_sorted = users_per_grade_pct_gpt.sort_values(ascending=False)\n",
    "\n",
    "plt.bar(users_per_grade_pct_sorted.index, users_per_grade_pct_sorted.values)\n",
    "plt.ylabel(\"Cantidad\")\n",
    "plt.xlabel(\"Etnicidad\")\n",
    "plt.title('Distribución por Etnicidad GPT', color='black')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estadístico de chi-cuadrado: 7.063643392427036\n",
      "Valor p: 0.21594993875825552\n"
     ]
    }
   ],
   "source": [
    "# Realizar el test de chi-cuadrado\n",
    "#chi2, p_valor = chi2_contingency([list(users_per_grade.values), list(users_per_grade_gpt.values)])\n",
    "chi2, p_valor, _, _ = chi2_contingency([ list(users_per_grade_total.values),list(users_per_grade_gpt.values)])\n",
    "\n",
    "print(\"Estadístico de chi-cuadrado:\", chi2)\n",
    "print(\"Valor p:\", p_valor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop['gpt_distance_norm_wt'] =  lpop['gpt_distance_norm'] * lpop['wt']\n",
    "lpop_adulto = lpop[lpop['edr']<=1]\n",
    "lpop_joven = lpop[lpop['edr']==3]\n",
    "plt.figure(dpi=150)\n",
    "\n",
    "sns.kdeplot(\n",
    "   lpop_adulto[lpop_adulto['gpt_num_preg']>8]['gpt_distance_norm_wt'], label=\"Primario o menos\", linewidth=1.5\n",
    ")\n",
    "sns.kdeplot(\n",
    "   lpop_joven[lpop_joven['gpt_num_preg']>8]['gpt_distance_norm_wt'], label=\"Terciario\", linewidth=1.5\n",
    ")\n",
    "plt.title(\"Distribución distancia según nivel educativo\", color='black')\n",
    "plt.xlabel(\"Distancia\")\n",
    "plt.yticks([], [])\n",
    "legend = plt.legend(loc='upper right')\n",
    "legend.get_texts()[0].set_color('black')\n",
    "legend.get_texts()[1].set_color('black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lpop_adulto = lpop[lpop['conocim']<=2]\n",
    "lpop_joven = lpop[lpop['conocim']>=4]\n",
    "plt.figure(dpi=150)\n",
    "\n",
    "sns.kdeplot(\n",
    "   lpop_joven[lpop_joven['gpt_num_preg']>8]['gpt_distance_norm_wt'], label=\"No Politizados\", linewidth=1.5\n",
    ")\n",
    "sns.kdeplot(\n",
    "   lpop_adulto[lpop_adulto['gpt_num_preg']>8]['gpt_distance_norm_wt'], label=\"Politizados\", linewidth=1.5\n",
    ")\n",
    "plt.title(\"Distribución distancia politización\", color='black')\n",
    "plt.xlabel(\"Distancia\")\n",
    "plt.yticks([], [])\n",
    "legend = plt.legend(loc='upper right')\n",
    "legend.get_texts()[0].set_color('black')\n",
    "legend.get_texts()[1].set_color('black')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}