{"cells":[{"cell_type":"markdown","id":"d73eeb8e","metadata":{"id":"d73eeb8e"},"source":["# Unidad 2 — Actividad 3 | NutriFresh S.A.S. — Grupo 16\n","**Visualización de correlaciones y relaciones entre variables.** Cuaderno complementario al informe final: 21 figuras, estadísticas e indicadores verificados. El archivo original cubre del 1 de octubre al 14 de diciembre de 2023. Los datos son del ejercicio académico.\n","\n","Integrantes: Catalina Herrera Gómez, Karolain Yadixa Huérfano Reyes, Sara Lucía Lozano Rueda. Docente: José Luis González Serrano.\n","\n","**Importante:** La variable `incidencia` reúne Retrasado + Devuelto. No se estiman minutos reales de retraso ni se infiere causalidad."]},{"cell_type":"markdown","id":"8744ccc1","metadata":{"id":"8744ccc1"},"source":["## 1. Importar y depurar el CSV original"]},{"cell_type":"code","execution_count":1,"id":"f82a44aa","metadata":{"execution":{"iopub.execute_input":"2026-10-25T23:36:46.149443Z","iopub.status.busy":"2026-10-25T23:36:46.148591Z","iopub.status.idle":"2026-10-25T23:36:47.431134Z","shell.execute_reply":"2026-10-25T23:36:47.428959Z"},"colab":{"base_uri":"https://localhost:8080/","height":370},"id":"f82a44aa","executionInfo":{"status":"ok","timestamp":1792973744308,"user_tz":300,"elapsed":921,"user":{"displayName":"Karolain Reyes","userId":"07798093042579639386"}},"outputId":"9b658a70-9282-4db7-dac0-90d40bdd840f"},"outputs":[{"output_type":"stream","name":"stdout","text":["Registros originales: 228 · Duplicados exactos: 8 · Pedidos analizados: 220\n","Estados de entrega:\n"]},{"output_type":"display_data","data":{"text/plain":["                    Pedidos\n","estado_entrega             \n","Entregado a tiempo      168\n","Retrasado                49\n","Devuelto                  3"],"text/html":["\n","  <div id=\"df-666649c4-2356-4dde-909b-e079c9ccdd50\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Pedidos</th>\n","    </tr>\n","    <tr>\n","      <th>estado_entrega</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Entregado a tiempo</th>\n","      <td>168</td>\n","    </tr>\n","    <tr>\n","      <th>Retrasado</th>\n","      <td>49</td>\n","    </tr>\n","    <tr>\n","      <th>Devuelto</th>\n","      <td>3</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-666649c4-2356-4dde-909b-e079c9ccdd50')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-666649c4-2356-4dde-909b-e079c9ccdd50 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      async function convertToInteractive(key) {\n","        const element = document.querySelector('#df-666649c4-2356-4dde-909b-e079c9ccdd50');\n","        const dataTable =\n","          await google.colab.kernel.invokeFunction('convertToInteractive',\n","                                                    [key], {});\n","        if (!dataTable) return;\n","\n","        const docLinkHtml = 'Like what you see? Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"print('Tiempos que deben validarse:',int((D\",\n  \"rows\": 3,\n  \"fields\": [\n    {\n      \"column\": \"estado_entrega\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Entregado a tiempo\",\n          \"Retrasado\",\n          \"Devuelto\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Pedidos\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 85,\n        \"min\": 3,\n        \"max\": 168,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          168,\n          49,\n          3\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Faltantes:\n"]},{"output_type":"display_data","data":{"text/plain":["                Nulos\n","peso_kg             6\n","km_recorridos       6\n","nivel_transito      6"],"text/html":["\n","  <div id=\"df-818a7ec7-0dbc-43d7-adb9-220fa7f74e35\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Nulos</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>peso_kg</th>\n","      <td>6</td>\n","    </tr>\n","    <tr>\n","      <th>km_recorridos</th>\n","      <td>6</td>\n","    </tr>\n","    <tr>\n","      <th>nivel_transito</th>\n","      <td>6</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-818a7ec7-0dbc-43d7-adb9-220fa7f74e35')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-818a7ec7-0dbc-43d7-adb9-220fa7f74e35 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","      async function convertToInteractive(key) {\n","        const element = document.querySelector('#df-818a7ec7-0dbc-43d7-adb9-220fa7f74e35');\n","        const dataTable =\n","          await google.colab.kernel.invokeFunction('convertToInteractive',\n","                                                    [key], {});\n","        if (!dataTable) return;\n","\n","        const docLinkHtml = 'Like what you see? Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","summary":"{\n  \"name\": \"print('Tiempos que deben validarse:',int((D\",\n  \"rows\": 3,\n  \"fields\": [\n    {\n      \"column\": \"Nulos\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 6,\n        \"max\": 6,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          6\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Tiempos que deben validarse: 65\n"]}],"source":["from pathlib import Path\n","import pandas as pd, numpy as np, matplotlib\n","import matplotlib.pyplot as plt\n","from matplotlib.ticker import FuncFormatter\n","from IPython.display import display\n","\n","# En Colab selecciona el CSV original al solicitarlo.\n","ORIGEN=Path('nutrifresh_pedidos_dataset.csv')\n","if not ORIGEN.exists():\n","    try:\n","        from google.colab import files\n","        files.upload()\n","    except ImportError:\n","        raise FileNotFoundError('Coloca nutrifresh_pedidos_dataset.csv junto al cuaderno.')\n","if not ORIGEN.exists():\n","    raise FileNotFoundError('No se recibió nutrifresh_pedidos_dataset.csv')\n","RAW=pd.read_csv(ORIGEN)\n","D=RAW.drop_duplicates().copy().reset_index(drop=True)\n","D['ciudad_destino']=D.ciudad_destino.str.strip().str.title()\n","D['peso_kg']=pd.to_numeric(D.peso_kg.astype('string').str.replace(r'\\s*kg\\s*$','',regex=True,case=False).str.strip(),errors='coerce')\n","D['fecha_registro']=pd.to_datetime(D.fecha_registro)\n","D['incidencia']=D.estado_entrega.isin(['Retrasado','Devuelto']).astype(int)\n","D['retraso_confirmado']=(D.estado_entrega=='Retrasado').astype(int)\n","D['costo_por_km']=D.costo_trayecto_cop/D.km_recorridos.where(D.km_recorridos>0)\n","D['galones_por_km']=D.consumo_combustible_gal/D.km_recorridos.where(D.km_recorridos>0)\n","assert len(D)==220 and len(RAW)==228, 'La base no coincide con el archivo analizado para el informe.'\n","print('Registros originales:',len(RAW),'· Duplicados exactos:', RAW.duplicated().sum(),'· Pedidos analizados:',len(D))\n","print('Estados de entrega:')\n","display(D.estado_entrega.value_counts().to_frame('Pedidos'))\n","print('Faltantes:')\n","display(D[['peso_kg','km_recorridos','nivel_transito']].isna().sum().to_frame('Nulos'))\n","print('Tiempos que deben validarse:',int((D.tiempo_entrega_min<D.tiempo_recorrido_min).sum()))\n"]},{"cell_type":"markdown","id":"fbac0dfa","metadata":{"id":"fbac0dfa"},"source":["## 2. Funciones y formato de gráficos"]},{"cell_type":"code","execution_count":2,"id":"2ee9a6af","metadata":{"execution":{"iopub.execute_input":"2026-10-25T23:36:47.438025Z","iopub.status.busy":"2026-10-25T23:36:47.437101Z","iopub.status.idle":"2026-10-25T23:36:47.456250Z","shell.execute_reply":"2026-10-25T23:36:47.452272Z"},"id":"2ee9a6af","executionInfo":{"status":"ok","timestamp":1792973744324,"user_tz":300,"elapsed":10,"user":{"displayName":"Karolain Reyes","userId":"07798093042579639386"}}},"outputs":[],"source":["ROOT=Path('salidas_nutrifresh')\n","FIG=ROOT/'figuras'\n","FIG.mkdir(parents=True,exist_ok=True)\n","PURPLE='#5F2678'; PALE='#EDE2F1'; ROSE='#B5658C'; LIME='#A8BE24'; INK='#28313B'; GREY='#687786'; GRID='#E0E5E9';\n","plt.rcParams.update({'font.family':'DejaVu Sans','font.size':10,'axes.titlesize':12,'axes.titleweight':'bold','axes.spines.top':False,'axes.spines.right':False,'savefig.facecolor':'white'})\n","\n","def plot_start(title,ratio=(8.5,3.35)):\n"," fig,ax=plt.subplots(figsize=ratio);fig.patch.set_facecolor('white');ax.set_facecolor('white');ax.set_title(title,color=INK,loc='left',pad=13);ax.tick_params(colors=GREY,labelsize=9);ax.yaxis.grid(True,color=GRID,alpha=.8,lw=.7);ax.set_axisbelow(True);return fig,ax\n","\n","def save(fig,name):\n"," fig.tight_layout(pad=1.25);fig.savefig(FIG/name,dpi=160,bbox_inches='tight',facecolor='white');display(fig);plt.close(fig);return str(FIG/name)\n","\n","def fmt(n,dp=1):return f'{n:,.{dp}f}'.replace(',','X').replace('.',',').replace('X','.')\n","def cop(n):return '$'+f'{n:,.0f}'.replace(',','.')\n","def pct(n):return fmt(n*100,1)+' %'\n","\n","def iqr(s):\n"," s=s.dropna();q1,q3=s.quantile([.25,.75]);v=q3-q1;return int(((s<q1-1.5*v)|(s>q3+1.5*v)).sum())\n","\n"]},{"cell_type":"markdown","id":"7161f492","metadata":{"id":"7161f492"},"source":["## 3. Histogramas: distribución de cinco variables\n","\n","**Lectura:** Los gráficos deben interpretarse junto con el informe para considerar tamaños de muestra y limitaciones de calidad."]},{"cell_type":"code","execution_count":3,"id":"e06a12f5","metadata":{"execution":{"iopub.execute_input":"2026-10-25T23:36:47.460170Z","iopub.status.busy":"2026-10-25T23:36:47.459475Z","iopub.status.idle":"2026-10-25T23:36:51.101087Z","shell.execute_reply":"2026-10-25T23:36:51.099245Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"e06a12f5","executionInfo":{"status":"ok","timestamp":1792973745864,"user_tz":300,"elapsed":1534,"user":{"displayName":"Karolain Reyes","userId":"07798093042579639386"}},"outputId":"a08848e2-8b4f-451b-dc33-723981bba5ca"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 850x335 with 1 Axes>"],"image/png":"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Tde+uKenylJxvZnyv0WM+U3JKitZu2KQ+jzwk6fIfPHa7PcM/ZK/l6iN4dv61x3idkJDo8J/uiDKlJTk+o+jsuXMqF1FGNptNGzb9ccPxKpSPMF5v3LxFaenpGS52kJkK5SKMBR12/rVHLZs1liTt+P97qa60yav+3r1XP19zL4cz18KdlSvpPy+ONOqWrVitES++JpvNpuWr1hpTmry8rn6TbTabw2pvp2Ovjky++tJIFS5USDabzWHE0lUVykUY9z6tXrtBjzz0gNP7nrlmlKzPIw8Z78fW7TtdiiWjBODaZ/JktmrilaXmJef6U7RIqIKDAhWfkKik5GTtP3hId1a+PDq089prsfyN16Izz8Ny9plZZf//Z1CS/t6z13httVr11+69N7Q/c833+4nHHjWmmS5YtMyp8wEAgOwrcMnQubjz+nPbDl2MT9CG3//Q99fcdN2qeZObTpF576Nxij17To0bNVDJkuHyNpu1ZdsOY3taWrrxOjg4SBcvxutM7DktWLRMpUuFKyysqNsSgkVLl6tShXKqdlcVRc2eq6T//+95tbuqGFPkykWUMdq/+9E4de96v1av3ZDhFKEm9zZUWNEiOhd3XsdPnNKQp55V354Py9fXV1u371RoSIjDf6mv17njfUYy9M6HY3QpKUkmmTTm0y+NNp06tHVL390hMfGS/ty2Q5eSkvTn1p2K+n6uca9OjWpV1bVLxyz3nzw9Sn9s2aYWTRurVKlwBfj7a92GTcb29PSr99cEBwVJunwf2Hez5qhGtaoKCgxUlTsrq3Spksb349OJU9Q0suHlZaOzuDnfWV06tTOSh9GffKq4uPOqVaOaTp+J1fc//qxZ07/KdN/Spa5Os5z78y8qW7a0jh47ri8nf5PjuK64q8oduvOOStp/4JD++HO7Xnr9HXVo20re3t46cSpGu/7areWrftOmNUuc7o+Xl5c6tm9rrND371ff1lNPDFJ8fII+/erqggad2ufutdj43nvk5+er1NQ07fxrj97/73g1bdxQi5auyPB+oWvvM/xu1hz5+vhox1+7NXf+wlyNEwCAgqzAJUNr1/+utet/v6G+RdPG+u97o266f0pqqpatWK1lK1bfsM3f309tWl5daKBRg3patmK1rFar/v3a5dXkunbpqA/eyvr+EGeVLVNK47+Y5FDn7W3Wy889bZQffvB+TY/6XjabTXv2/qN3Phwj6fK0p+uXHQ4I8Nf7b/1Hzzz/qtLS0vTHn9uNZ6tIynB552sN6POI1qzdqD+37dDJUzF64ZU3HbY3qFdHA/r2dKGnuSOze1Rq16yuTz95/6ajYhaLRWs3bNLaaxKgK7y8vNThvtZGudE99bT7/+/n+uDjy8sjXxkJeeShB7Th98sjddOjZmt61Gz5+fmqRrWq+nvPPpf7J0mP9n5E6zZu1sZNW5SUnHzD9ZKVVs2bqnixMMWePac9e//Rv4a/KEmqV6eWtm53bgrgzZhMJn3w1qvG0to//7LUYZGE6znbn5HDntAfW7bpUPQR7f3ngIa/4Pgz16l9G3Vs1zrDfd0lJDhYw4Y+pjETLv8z4NuZP+jbmT/Iy8tLEWVL37A8d5dO7fTVlG+UnJKiDb//YVwT7ny/AQCAowKXDEmX/1ANCPBX8WJhuqvKHXqgcwe1bNbYqekvXTq2k9Vq1Y5df+vs2TglJScrNCRYde6uqScHD1BE2asjMa+99Ky8vLy0ectWxZ2/4PZ+PDHoUZ2/cFEzf/hJZ2LP6o7KFfXc00PVsEE9o03lShX00XtvaMIXk3Uq5rQqlI/QU48P1IGDhx0eDHtF8yaRmhM1WZOnRWnzlm06dy5OhQMvP3Q1qxXxJMnX11dTJ47V9Bnf65fFv+rIseOy2+0qHxGh+zu21YC+PbM17e5W8PLykr+fn8LCiuiOShXVqX0bdbivtVMLWjRvEqnTp2O1dccunTkTq8RLSQoMLKya1e7SYwN6q16d2kbbYU88pkuXkrR67QbFnj0n+zX32rRv20pvvfqipn47UzGnz6jKHZX1wsin9NPPi3KcDPn4eOt/n36sWXPmacGipTpwKFpWq1XhJUqoUYO6We5buHAhTZk4Vu9/NF47/96toMBAPfLwg6p3dy0N+teIHMV1rRrVqurHmdM0adp32vD7ZsWcjlWAv5/Cw0uoXp3a6tC2Vbb7ExoSrFnTv9LkaVH6ddUanTgZI2+zWZUrVdBDD3ZWz+seuppbHh/YT/5+fpoe9b1iz55T5Yrl9cyTQ7RsxeobkqHSpUpq8hdjNHrMp/rnwCGVKFZMAx/tJX8/P5IhAAByicluv8V3qANu9sqo9zRvwWJN/98Eh0QQAAAAyAqryQEAAAAokEiGAAAAABRIJEMAAAAACiTuGQIAAABQIDEyBAAAAKBAIhkCAAAAUCCRDAEAAAAokEiGAAAAABRIJEMAAAAACiSSIQAAAAAFEskQAAAAgAKJZAgAAABAgUQyBAAAAKBAIhkCAAAAUCCRDAEAAAAokEiGAAAAABRIt3UyZLfbFR8fL7vd7ulQAAAAAOQx3p4OIDclJCQoJCREFy9eVHBwsKfDAQDkgNWaqj1HvzLK1coNldns58GIAAD53W2dDAEAbh9WW6r+jv7UKFcpO5BkCACQI7f1NDkAAAAAyAzJEAAAAIACiWQIAAAAQIFEMgQAAACgQCIZAgAAAFAgeXw1udnzl2nH7n+UnJIqPz9f1at1lx7q2Fre3mYlp6Rqxk9L9NfeA/Lx8VbLyPrq1Kapp0MGAAAAcBvweDLUPLKeunZsKT9fXyVeStKkqJ+0bM3v6tSmiWb/vExJycl67+VhSki8pPGTZ6loaIjurV/L02EDAAAAyOc8Pk2uVIli8vP1lSTZ7ZLJZNKZc3FKS0vXnzv26IF2LVQowF/hxcPUsnF9bdiyw8MRAwAAALgdeHxkSJKWrt6oxSvXKzUtXYULBahbx1Y6HXtOFqtVZUuFG+0iSodryaqNmR4n3WKRxWI1yskpqbkaNwAAAID8K08kQ+1bRqp9y0idOnNWm7f9reCgwjobd1F+vj4ym68OXgX4+yk1LfMEZ+mqjfplxTqjnJaaIkk6fTZOSamW3OsAACDX2e1W1a/8rVE+dz5VJlNc5u1TbEqOT7kVoeWqgMJ+Sr6U//+5FxDsL5O/xyekAPnGnB++14yo7/TjvJ8lSZUrlNP63zepZMlSHo4sfyhZvKhT7fJEMnRFqRLFVLZUCU3/4Rc93LGV0tLTZbXajIQoOSVVfr5+me7fvlWk2jRraJTj4+M1ddzbCi9WVMHBwbkePwAgtxV3uuWxfTH633OzczGWW+Px0T006aUfPB1Gjg2b0FcRESU9HQaQKypUqKDTp0/r9OnTxt+cNptN5cqVU0xMjCyW7P9TPjQ4UL4+3sYf9ZcuJbo1Zld89tlnmjJlinbt2qXXXntNb775Zobthg4dqv/97386duyYypYtq9TUVD355JNavny5Lly4oOrVq2vs2LGKjIzM9FybNm3SyJEjtWvXLoWGhmrMmDF65JFH3N6nPPcvGqvNptizcQovHiazl1nHT502th0/dUZlSmb+i9DH21sB/n4OXwAAAEBui4iI0Jw5c4zyqlWrVLhwYQ9G5H5lypTR22+/rW7dumXaZvPmzdq7d69DncViUYUKFbRu3TpduHBBTz75pLp06aKkpKQMjxETE6POnTtr5MiROn/+vHbu3Kn69eu7tS9XeDQZSklN04YtO5WUnCK73a4TMWe0eOV6Va9SSb6+Pqpfu5oW/PqbklNSdOZsnFZv2KIm99ztyZABAACAG/Tr10/ffnt1Ku+3336rfv36ObQ5f/68+vfvr5IlS6pcuXIaN26cse3SpUvq27evQkNDVa9ePe3bt89hX5PJpOPHj0uSFi5cqLvvvltBQUGqWLGiJk6caLSbNm2aWrduraefflohISGqVq2a/vjjD2P7Bx98oIoVKyooKEh169bV2rVrne5jt27d1KVLF4WEhGS43Waz6ZlnntH48eMd6gsXLqw33nhD5cqVk5eXlwYMGCC73a79+/dneJyxY8eqc+fO6tmzp3x8fFS0aFFVrlzZ6Tizw6PJkMkk/bH9b73x34l6dtQnmvjNXNW86w71uL+tJKnng+0U4O+nV97/XP+d+K0aN7ibZbUBAAAgSbJaU5WWHu/0l91uv+EYaZaEDNtardm7V69ly5Y6dOiQjh07puTkZC1dulQPPfSQQ5sBAwaoaNGiOnz4sNauXavPPvtMy5YtkyS99dZbOn36tI4cOaIZM2Zo2rRpmZ4rMDBQM2bM0MWLF/Xtt9/qhRde0K5du4zta9euVePGjRUXF6eePXtq5MiRxrY777xTGzdu1IULFzRw4ED17NlTaWlpkqQZM2aodu3a2er3tb788kvVr19fderUybLd3r17lZSUpEqVKmW4ffPmzQoJCVGjRo0UHh6uXr16KS4u83tEc8Kj9wz5+fpqxJDemW4P8PfT4N5db11AAIA8K92SqJXbrv7OaF13pny8Az0YEQBP23P0K/0d/anT7bs1/VO+Po73kS/c2ELploQb2tao8IxqVhzu9LG9vLzUu3dvRUVFqXz58mrbtq3DNLnTp09rxYoVmjt3rnx8fFS+fHkNHTpUP/zwg9q1a6cffvhBX3/9tUJCQhQSEqJBgwbpt99+y/BcLVu2NF43bdpU7dq10/r161Wr1uVBg7vuukt9+vSRJPXp00cff/yx0b579+7G6xEjRujNN9/UoUOHjH2u7JddsbGxGjt2rDZt2pRlu6SkJD366KN67bXXFBQUlGGbEydOaPv27Vq5cqWqVq2qwYMHa8SIEQ4jb+6SpxZQAAAgM3a7TRcS9zqUASAv6devn3r27Kny5ctrxIgRDtuOHDmilJQUFS9+9f53q9VqJDanTp1SRESEsa18+fKZnmf9+vV65ZVX9Pfff8tisSg5OVkNGjQwtoeHX300TaFChXTp0iWjPHXqVI0ZM0bHjh2TyWRSfHy8zp0753Kfr3jppZf03HPPqWjRzFdxS0tL08MPP6zq1avrP//5T6btAgIC1K1bN9WtW1eS9Morr6h169Y5jjEjeW4BBQAAACA/qlmzpnx9fbVjxw61bdvWYVvZsmUVGBio8+fP68KFC7pw4YISEhK0YMECSVKpUqV07Ngxo/3Ro0czPU+/fv3Up08fnTx5UhcvXlTnzp0znAJ4vejoaD3zzDOaOnWqEUdISIhT+97MypUrNWrUKJUsWVIlS15eObJevXqaP3++pMuJX9++feXr66spU6bIZDJleqyaNWveUJdV+5xgZAgAAAD5UrVyQ1Wl7ECn2/t43zgt6/7INVIGyYDZy7VViWfNmqXU1FSZzWaH+tKlS6tJkyZ65ZVX9NprrykgIEB79+41RnW6d++u999/X/Xq1VNMTIy+/vrrTO+pSUxMVFhYmHx9ffXrr79q2bJlTq22dunSJZlMJhUvXlxWq1Uffvih4uPjne6bxWKRxWKR1WqVxWJRSkqKfHx8ZDab9ccff8hqtRptS5UqpaVLl6patWqSpCeeeEKxsbFasmSJvL0dU5Do6GhVrFhRhw8fVoUKFYx7mZ599lndeeed+uijj9S5c2en48wORoYAAACQL5nNfvL1CXb6K6PRBV/voAzbms2uJUNVq1bNdBGC7777TrGxsapSpYrCwsL02GOP6cKFC5KkUaNGKSwsTBEREerVq5cGDBiQ6Tk+//xzPfvsswoJCdHUqVN1//33OxVbjRo1NGzYMNWtW9eYknft1LyoqCjVqFEj0/3fffddBQQEaNq0aXrvvfcUEBBg3MdTvHhxY1ToyshQ8eLF5e/vryNHjmjq1KnatGmTihUrpsDAQAUGBioqKkqSdPz4cZUvX15lypSRJN13331688031a5dO5UpU0Y2m01jx451qo/ZZbK7Y1wsj4qPj1dISIguXrzIQ1cBIJ9LS4/XT+uu/uczoxuhr3VsX4w+Hx51K0LLVbfVQ1er8tBVADf64IMPVLRoUQ0dOvSWn5tpcgAAAAA85pVXXvHYuZkmBwAAAKBAIhkCAAAAUCCRDAEAAAAokEiGAAAAABRILKAAAMgXTCazioc2dCgDAJATJEMAgHzBx7uwWtfN/0tlAwDyDqbJAQAAACiQSIYAAAAAFEgkQwAAAAAKJO4ZAgA4uBAbr4S4JE+HcQO73aL4tF1GOdi3lkymzH+NWS2WWxEWACAfIxkCADhIiEvS58Pz3kIFZr9U1X72a6O8c+wgWVP9Mm3/+OgetyIsAEA+xjQ5AAAAAAUSyRAAAACAAolkCAAAAECBRDIEAAAAoEAiGQIAAABQIJEMAQAAACiQWFobANworz6jJzt4Pg8AoKAgGQIAN8qrz+jJDp7PAwAoKJgmBwAAAKBA8ujIULrFotnzl2nvgWglXkpWaEig2jW/V43vuVuSNOarKB0+ekJm89Wc7c0Xhio0OMhTIQMAAAC4TXg0GbLZbAoJCtSIIb1VrGioDh87qc+mfq/QkCBVr1JJktS1Y0u1adrQk2ECAPIAa7q3Ds1t71AGACAnPPqbxM/XV13aNTfKlcqVUdXK5XQw+riRDAEAIEmymXVxf0VPRwEAuI24JRmyWq3atWuXypcvryJFirh8nPR0i6KPndI9dWoYdYtXbtCiFetVNDREbZreo3vr18p8f4tFFovVKCenpLocCwAAAIDbm0vJ0MiRI1WrVi0NHjxYVqtVLVq00IYNG1SoUCEtXLhQLVu2zPYx7Xa7vpu7SCWKFVGdGlUlSV07tFCp8GLy9fHRvoNHNClqnvz9fFWnZtUMj7F01Ub9smKdUU5LTZEknT4bp6RUlooFkPvSLRZZrNabN8zDbHZ7vu+DRD/ymnSLRTGxcZ4OA0ABUbJ4UafauZQMzZkzR/369ZMkLViwQIcPH9bevXv17bff6tVXX9X69euzdTy73a6Z85bq9NlzGjGkt7y8TJKkSuXLGm2qV6mkZo3qaMvOPZkmQ+1bRapNs6v3F8XHx2vquLcVXqyogoODs9tNAMi2Y3Fp8jabPR1GjniZTPm+DxL9yGt8vL2d/uMEAG4Vl5Khs2fPqmTJkpKkRYsWqUePHqpSpYoee+wxjR8/PlvHstvtmjV/qaKPndSIIb0V4O+faVuTyZTlsXy8veXjfbVL6Wl+2YoFAJB3efmkq3yXFUb5yII2sqX7eDAiAEB+59JzhsLDw7V7925ZrVYtWbJE9913nyQpKSlJ5mz+92rW/GU6GH1Cwwf3UuFCAUZ9UnKK/tp7QGlp6bLZbNp7IFprN21T3UxGhQAAtzeTl02hVaKNL5OXzdMhAQDyOZdGhgYNGqRHHnlEpUqVkslkUtu2bSVJmzZt0l133eX0cc6dv6jfft8qb2+zXhv9hVHfsG5NdbmvuX5ZsU5TZs6XJIUVCVH3zm1Uv3Y1V0IGAAAAAAcuJUNvvvmmatasqWPHjqlHjx7y87s8Hc1sNuvll192+jhhRUI08cNXMt3+0rCBroQHAAAAADfl8tLa3bt3v6FuwIABOQoGAAAAAG4Vl+4ZkqQ1a9aoS5cuuuOOO3THHXfogQce0Nq1a90ZGwAAAADkGpeSoe+++05t27ZVoUKFNHz4cA0fPlwBAQFq06aNZsyY4e4YAQAAAMDtXJom99577+mjjz7Ss88+a9QNHz5cY8aM0TvvvKM+ffq4LUAAAAAAyA0ujQwdOnRIXbp0uaH+gQce0OHDh3McFAAAAADkNpeSoYiICK1YseKG+uXLlysiIiLHQQEAAABAbnNpmtzzzz+v4cOHa/v27WrcuLEkaf369Zo2bZrGjx/v1gABAAAAIDe4lAw9+eSTKlmypD755BN9//33kqRq1app9uzZevDBB90aIAAAkmS3m5R6MdChDABATrj8nKFu3bqpW7du7owFAIBM2dJ8tXtiP0+HAQC4jbj8nCEAAAAAyM+cHhkqUqSITCbnpiTExcW5HBAAAAAA3ApOJ0Pjxo0zXp87d07vvvuu2rdvr8jISEnSxo0btXTpUr3++utuDxIAAAAA3M3pZGjAgAHG64cfflhvv/22nn76aaNu+PDh+uyzz7R8+XKHh7ECAOAedvmGJBiltItBklhEAQDgOpfuGVq6dKk6dOhwQ32HDh20fPnyHAcFAMD1zH5pqvHkDOPL7Jfm6ZAAAPmcS8lQWFiY5s+ff0P9/PnzFRYWluOgAAAAACC3ubS09ltvvaUhQ4Zo9erVatSokSRp06ZNWrJkiSZNmuTWAAEAAAAgN7iUDA0cOFDVqlXThAkT9OOPP0q6/NDVdevWGckRAAAAAORlLj90tVGjRoqKinJnLAAAAABwyzidDMXHxys4ONh4nZUr7QAAAAAgr8rWQ1dPnTqlEiVKKDQ0NMMHsNrtdplMJlmtVrcGCQAAAADu5nQytHLlShUtWlSStGrVqlwLCAAAAABuBaeToRYtWmT4GgAAAADyI6eToZ07dzp90Nq1a7sUDICC60JsvBLikjwdRo5ZLRZPhwAAAJzkdDJUp04dmUwm476grHDPEIDsSohL0ufD8/8KlY+P7uHpEAAAgJOcToYOHz5svN62bZteeOEFvfjii4qMjJQkbdy4UZ988ok++ugj90cJACjwbBZvHV/e2KEMAEBOOP2bpHz58sbrHj16aMKECerUqZNRV7t2bUVEROj1119X165d3RokAAB2q1mxW5iGDQBwH5f+rbZr1y5VrFjxhvqKFStq9+7dTh8n3WLR7PnLtPdAtBIvJSs0JFDtmt+rxvfcLUlKTknVjJ+W6K+9B+Tj462WkfXVqU1TV0IGAAAAAAcuJUPVqlXTBx98oMmTJ8vX11eSlJaWpg8++EDVqlVz+jg2m00hQYEaMaS3ihUN1eFjJ/XZ1O8VGhKk6lUqafbPy5SUnKz3Xh6mhMRLGj95loqGhuje+rVcCRsAAAAADC4lQ19++aW6dOmismXLGivH7dy5UyaTSQsWLHD6OH6+vurSrrlRrlSujKpWLqeD0cd1R4UI/bljj1548lEVCvBXoQB/tWxcXxu27CAZAgAAAJBjLiVDDRs21KFDhxQVFaW9e/dKknr27Kk+ffqocOHCLgeTnm5R9LFTuqdODZ2OPSeL1aqypcKN7RGlw7Vk1cbM97dYZLFcXckuOSXV5VgAAHmLydui0i02GeWTaxrJziIKAIAccPm3SOHChfXEE0+4LRC73a7v5i5SiWJFVKdGVR08clx+vj4ym72MNgH+fkpNyzzBWbpqo35Zsc4op6WmSJJOn41TUirP/gDysnSLRZbbYFl+m92e7/uRV/tg9k5TiXt2GeXja+rKas38UQ95tR/Zdbv0I91iUUxsnKfDAFBAlCxe1Kl2LidD3377rb766isdOnRIGzduVPny5TV27FhVqlRJDz74YLaOZbfbNXPeUp0+e04jhvSWl5dJ/r4+SktPl9VqMxKi5JRU+fn6ZXqc9q0i1aZZQ6McHx+vqePeVnixogoODnatowBuiWNxafI2mz0dRo55mUz5vh95tQ/m62LyNptlyiLOvNqP7Lpd+uHj7e30HycAcKt43bzJjSZOnKjnnntOHTt21Pnz542HrBYpUkTjxo3L1rHsdrtmzV+q6GMn9cxjvRTg7y9JCi8eJrOXWcdPnTbaHj91RmVKFs/0WD7e3grw93P4AgAAAICMuJQMffrpp5o0aZJeffVVeXtfHVxq0KCBdu3alcWeN5o1f5kORp/Q8MG9VLhQgFHv6+uj+rWracGvvyk5JUVnzsZp9YYtavL/y24DAAAAQE64NE3u8OHDqlu37g31fn5+unTpktPHOXf+on77fau8vc16bfQXRn3DujXVp1sH9XywnWb8tFivvP+58ZwhVpIDAAAA4A4uJUMVK1bU9u3bVb58eYf6JUuWZOs5Q2FFQjTxw1cy3R7g76fBvbu6EiIAAAAAZMmlZOi5557TsGHDlJKSIrvdrs2bN2vmzJnGg1gBAAAAIK9zKRkaMmSIAgIC9NprrykpKUl9+vRR6dKlNX78ePXq1cvdMQIAAACA27m8tHbfvn3Vt29fJSUlKTExUSVKlHBnXAAAAACQq3L06O4zZ85o3759kiSTyaTixTNf9hoAAAAA8hKXltZOSEjQo48+qtKlS6tFixZq0aKFSpcurX79+unixYvujhEAAAAA3M7le4a2bdumX375RZGRkZKkjRs3asSIERo6dKhmzZrl1iABALCm+mnbh//ydBgAgNuIS8nQwoULtXTpUjVt2tSoa9++vSZNmqQOHTq4LTgAAAAAyC0uTZMLCwtTSEjIDfUhISEqUqRIjoMCAAAAgNzmUjL02muv6bnnnlNMTIxRFxMToxdffFGvv/6624IDAAAAgNzi0jS5iRMn6sCBAypXrpzKlSsnSTp69Kj8/PwUGxurr776ymi7detW90QKAAAAAG7kUjLUtWtXN4cBAEDWzH6pqv3s10Z559hBsqb6eTAiAEB+51IyNGrUKHfHAQAAAAC3lEv3DAEAAABAfkcyBAAAAKBAIhkCAAAAUCCRDAEAAAAokHKUDKWlpWnfvn2yWCzuigcAAAAAbgmXkqGkpCQNHjxYhQoVUo0aNXT06FFJ0jPPPKMPP/zQrQECAAAAQG5wKRl65ZVXtGPHDq1evVr+/v5Gfdu2bTV79my3BQcAAAAAucWl5wzNmzdPs2fP1r333iuTyWTU16hRQwcPHnRbcAAAAACQW1waGYqNjVWJEiVuqL906ZJDcgQAAAAAeZVLyVCDBg30yy+/GOUrCdDkyZMVGRnpnsgAALiGzWrWmT9qGV82q9nTIQEA8jmXpsm9//776tixo3bv3i2LxaLx48dr9+7d2rBhg9asWePuGAFk4UJsvBLikjwdRo5ZWZUSN2G3eOvEiiaeDgMAcBtxKRlq2rSptm/frg8//FC1atXSsmXLVK9ePW3cuFG1atVyd4wAspAQl6TPh0d5Oowce3x0D0+HAAAAChiXkiFJqly5siZNmuTOWAAAAADglnE6GYqPj3f6oMHBwS4FAwAAAAC3itPJUGhoqNMrxVmtVqfard6wRRv/3KWTMbGqUbWS/tW/u7FtzFdROnz0hMzmq2s8vPnCUIUGBzkbMgDgNmIyW1Ws7t9G+ey2GrKziAIAIAecToZWrVplvI6OjtbLL7+sgQMHGqvHbdy4UdOnT9cHH3zg9MlDgoPUsXUT7T1wWBcuJtywvWvHlmrTtKHTxwMA3L68vC0q23aDUY7bVVVWkiEAQA44nQy1aNHCeP32229rzJgx6t27t1H3wAMPqFatWvrf//6nAQMGOHXMujWrSpKOnzydYTKUXekWiyyWq6NSySmpOT4mAAAAgNuTSwsobNy4UV9++eUN9Q0aNNCQIUNyHNQVi1du0KIV61U0NERtmt6je+tnvVLd0lUb9cuKdUY5LTVFknT6bJySUlm2F7endItFFienpuZlNrudfuQRebUP9utislitWU7Lzqv9yK7bpR8mL+nQ38c9HUaOBQT7y+Tv0mMaAdxCJYsXdaqdS8lQRESEJk2apI8++sihfvLkyYqIiHDlkDfo2qGFSoUXk6+Pj/YdPKJJUfPk7+erOv8/mpSR9q0i1abZ1Wl18fHxmjrubYUXK8qiDrhtHYtLk7c5/08V8jKZ6EcekVf7YL4uJm+zWaYs4syr/ciu26UfqZfSNOmlHzwdRo4Nm9BXERElPR0GADdxKRkaO3asHn74YS1evFiNGjWSJG3evFn79+/X3Llz3RJYpfJljdfVq1RSs0Z1tGXnniyTIR9vb/l4X+1SepqfW2IBAAAAcPtxaZy3U6dO2r9/vx544AHFxcUpLi5OXbp00T///KNOnTq5O0ZJcnolOwAAAABwhssPXS1btqzee++9HJ3carXJZrPJarPJZrcrPd0ik8mktPR0HTpyXFUqlZe3t1n/HDqqtZu2qe9DHXN0PgAAAAC4wuVkyB0Wr1zvsODB8Nf/qzsrltPjfbvplxXrNGXmfElSWJEQde/cRvVrV/NUqAAAAABuMx5Nhu6/r5nuv69ZhtteGjbw1gYDAAAAoEBhbUgAAAAABZJHR4YAAADyE7PZS8f2xXg6jBwLKlpIocV57AiQo2QoNjZW+/btkyRVrVpVxYsXd0tQAABcz5rqq78n9nEoA7dacmLKbfO8JJIhwMVpcpcuXdJjjz2m0qVLq3nz5mrevLlKly6twYMHKykpyd0xAgAgyaS0i8HGl8QjFwAAOeNSMvTcc89pzZo1+vnnn3XhwgVduHBB8+fP15o1a/T888+7O0YAAAAAcDuXpsnNnTtXc+bMUcuWLY26Tp06KSAgQI888ogmTpzorvgAAAAAIFe4NDKUlJSk8PDwG+pLlCjBNDkAAAAA+YJLyVBkZKRGjRqllJQUoy45OVlvvfWWIiMj3RYcAABXePmmqfqT3xlfXr5png4JAJDPuTRNbty4cerQoYPKli2ru+++W5K0Y8cO+fv7a+nSpW4NEAAASTKZ7PILSXQoAwCQEy4lQ7Vq1dL+/fsVFRWlvXv3SpJ69+6tvn37KiAgwK0BAgAAAEBuyHYylJ6errvuuksLFy7U448/nhsxAQAAAECuy/Y9Qz4+Pg73CgEAAABAfuTSAgrDhg3T6NGjZbFY3B0PAAAAANwSLt0z9Mcff2jFihVatmyZatWqpcKFCzts//HHH90SHAAAAADkFpeSodDQUD388MPujgUAAAAAbhmXkqGvv/7a3XEAAAAAwC3l0j1DkmSxWLR8+XJ99dVXSkhIkCSdPHlSiYmJN9kTAAAAADzPpZGhI0eOqEOHDjp69KhSU1N13333KSgoSKNHj1Zqaqq+/PJLd8cJAAAAAG7l0sjQiBEj1KBBA50/f97hIavdunXTihUr3BYcAABX2G1euvBPBePLbnN5cgMAAJJcHBlau3atNmzYIF9fX4f6ChUq6MSJE24JDACAa9nSfXT4xw6eDgMAcBtx6d9qNptNVqv1hvrjx48rKCgox0EBAAAAQG5zKRlq166dxo0bZ5RNJpMSExM1atQoderUyV2xAQAAAECucWma3CeffKL27durevXqSklJUZ8+fbR//34VK1ZMM2fOdHeMAAAAAOB2LiVDZcuW1Y4dOzRr1izt3LlTiYmJGjx4sPr27euwoAIAAG7jZVVI5aNG8eLBcpLN7MGAAAD5nUvJkCR5e3urX79+7owFAIBMmX0sqvTwUqO8c+wgWVNJhgAArnM5GTp58qTWrVunM2fOyGazOWwbPny4U8dYvWGLNv65SydjYlWjaiX9q393Y1tySqpm/LREf+09IB8fb7WMrK9ObZq6Gi4AAAAAOHApGZo2bZqGDh0qX19fhYWFyWQyGdtMJpPTyVBIcJA6tm6ivQcO68LFBIdts39epqTkZL338jAlJF7S+MmzVDQ0RPfWr+VKyAAAAADgwKXV5F5//XW98cYbunjxoqKjo3X48GHj69ChQ04fp27NqqpTo4oCCxVyqE9LS9efO/bogXYtVCjAX+HFw9SycX1t2LLDlXABAAAA4AYuJUNJSUnq1auXvLxy5+nfp2PPyWK1qmypcKMuonS4jp+KzXK/dItFySmpDl8AAAAAkBGXpskNHjxYP/zwg15++WV3xyNJSklLl5+vj8zmq8lWgL+fUtOyTm6WrtqoX1asM8ppqSmSpNNn45SUasmVWAFPS7dYZMngIcj5jc1upx95RF7tg/26mCxWa4YPAL8ir/Yju+hH3nK79CPdYlFMbJynwwByTcniRZ1q51Iy9MEHH+j+++/XkiVLVKtWLfn4+DhsHzNmjCuHNfj7+igtPV1Wq81IiJJTUuXn65flfu1bRapNs4ZGOT4+XlPHva3wYkUVHByco5iAvOpYXJq8zfl/RS0vk4l+5BF5tQ/m62LyNptlyiLOvNqP7KIfecvt0g8fb2+n/1gEbmcuJ0NLly5V1apVJemGBRRyKrx4mMxeZh0/dVrly5aSJB0/dUZlShbPcj8fb2/5eF/tUnpa1skTAAAAgILLpWTok08+0dSpUzVw4MAcndxqtclms8lqs8lmtys93SKTySRfXx/Vr11NC379TYN7P6iExCSt3rBFXe5rnqPzAQAAAMAVLiVDfn5+atKkSY5Pvnjleod7fIa//l/dWbGcnhvaVz0fbKcZPy3WK+9/bjxniGW1AQAAALiLS8nQiBEj9Omnn2rChAk5Ovn99zXT/fc1y3BbgL+fBvfumqPjAwAAAEBmXEqGNm/erJUrV2rhwoWqUaPGDQso/Pjjj24JDgCAK6xpPto/o4tDGQCAnHApGQoNDdVDDz3k7liAW+pCbLwS4pI8HUaOWS0sG48Cwu6lxKNlPB0FcFswm710bF+Mp8PIsaCihRRanBWD4TqXkqGvv/7a3XEAt1xCXJI+Hx7l6TBy7PHRPTwdAgAgn0lOTNGkl37wdBg5NmxCX5Ih5IjXzZsAAAAAwO3HpZGhihUrZvk8oUOHDrkcEAAAAADcCk4lQ3PmzNG9996rsmXLSpJGjhzpsD09PV3btm3TkiVL9OKLL7o9SAAAvHzSVanHIqN86IdOsqWziAIAwHVOJUPe3t5q1qyZ5s2bp7vvvlsjRozIsN3nn3+uLVu2uDVAAAAkyeRlU1C5Uw5lAABywql7hrp27arZs2drwIABWbbr2LGj5s6d65bAAAAAACA3Ob2AQsOGDfXbb79l2WbOnDkqWrRojoMCAAAAgNyWrQUUgoMvL11Yt25dhwUU7Ha7YmJiFBsbqy+++MK9EQIAAABALnBpNbmuXbs6lL28vFS8eHG1bNlSd911lzviAgAAAIBc5VIyNGrUKHfHAQAAAAC3FA9dBQAAAFAgZWtkyMvLK8uHrUqSyWSSxWLJUVAAAAAAkNuylQz99NNPmW7buHGjJkyYIJuN5z4AAAAAyPuylQw9+OCDN9Tt27dPL7/8shYsWKC+ffvq7bffdltwAAAAAJBbXFpAQZJOnjypUaNGafr06Wrfvr22b9+umjVrujM25FEXYuOVEJfk6TByzMp0TiBfsdtNSjod5lAGACAnsp0MXbx4Ue+//74+/fRT1alTRytWrFCzZs1yIzbkUQlxSfp8eJSnw8ixx0f38HQIALLBluarfV/zcwsAcJ9sJUMfffSRRo8erZIlS2rmzJkZTpsDAAAAgPwgW8nQyy+/rICAAN1xxx2aPn26pk+fnmG7H3/80S3BAQAAAEBuyVYy1L9//5surQ0AAAAA+UG2kqFp06blUhgAANyEyaaA4nFGMTm2qGTn2eEAANe5vJocAAC3ktk3XXc9Nsco7xw7SNZUPw9GBADI70iGbiGWpAYAAADyDpKhW4glqQEAAIC8g8nWAAAAAAqkPD0yNP37hfpjx9/yNpuNuuGDe6lS+bIejAoAAADA7SBPJ0OS1Pzeenqky32eDgMAAADAbYZpcgAAAAAKpDw/MrRp61/atPUvhQQFqnGD2mrdtKG8vDJ+8Gu6xSKLxWqUk1NSb1WYAAAAAPKZPJ0MtWrSQA91aq3ChfwVffyUJkfNk8lkUptmDTNsv3TVRv2yYp1RTktNkSSdPhunpFTPLwedbrHIYrXevGEeZ7Pb6UceQj/yltuhH3m1D/brYrJYrbJmEWde7Ud20Y+8hX7kLekWi2Ji427eEAVOyeJFnWqXp5OhcmVKGq8rlSuj9i3v1e9b/8o0GWrfKtJhW3x8vKaOe1vhxYoqODg41+O9mWNxaQ6LQeRXXiYT/chD6Efecjv0I6/2wXxdTN5ms0xZxJlX+5Fd9CNvoR95i4+3t9N/9AIZydPJ0PVMpoynx13h4+0tH++rXUpP48nkAAAAADKWp5OhP3fuUfUqleTv56ujJ2K0dPXvahFZz9NhAQA8wJburSO/tHQoAwCQE3n6N8nqDX8q6sfFstlsCgkOUovIemrbrJGnwwIAeIDdZlbcrrs8HQYA4DaSp5Oh5//Vz9MhAAAAALhN8ZwhAAAAAAUSyRAAAACAAilPT5MDAOAKk3e6ItqvNcrHljaT3eLjwYgAAPkdyRAAIF/wMtsUVusfo3xieRNZPf88bQBAPsY0OQAAAAAFEskQAAAAgAKJZAgAAABAgUQyBAAAAKBAYgEFAAAA5Etms5eO7YvxdBg5FlS0kEKLB3s6jAKJZAgAAAD5UnJiiia99IOnw8ixYRP6kgx5CNPkAAAAABRIJEMAAAAACiSSIQAAAAAFEvcMAQDyBbskS4qvQxkAgJwgGQIA5Au2VD/tGveYp8MAANxGmCYHAAAAoEAiGQIAAABQIJEMAQAAACiQuGcIAJBP2GX2SzNK1lRfSSbPhQMAyPdIhgAA+YLZL021n/3aKO8cO0jWVD8PRgQAyO+YJgcAAACgQCIZAgAAAFAgkQwBAAAAKJC4ZwgAAADwILPZS8f2xXg6jBwLKlpIocWDPR1GtpAMAQAAAB6UnJiiSS/94OkwcmzYhL75LhlimhwAAACAAinPjwxZrVb9sHC5Nm/bLZNJalinhrrf31ZmM3kcAAAAANfl+Yxi0cr1Ohh9XKOee1xvPPu4DkQf05JVGzwdFgAAAIB8Ls8nQxu37FTH1k0UEhyokOBAdWjVWBu27PB0WAAAAADyuTw9Te5SUrLOX0xQ2VIljLqI0uGKuxCv5JQUBfj7O7RPt1hksViNclJyiiQpPj7+1gR8EwmJCUq1pHg6jByjH3kL/chbbod+5NU+mL1SlXTJZpRT01NktdgzbZ9X+5Fd9CNvoR95C/3IWxISExQfX8jTYRiCgoJkMpmybGOy2+2Z/ybxsLgL8Xr1w8/139dHKLDw5Tc2ITFJ/353vN5/ZZiKhDiuVrHw17X6ZcU6o5wYf1HfTRx9S2MGAAAA4HkXL15UcHDWq9vl6ZEhP18fSVJySqqRDCWnXM6a/f18b2jfvlWk2jRraJRtNpve+fe/VKRIkZtmhXCv5JRU/eeDz/T+K08rwN/P0+HgNsK1hdzCtYXcwHWF3MK1dXNBQUE3bZOnk6HChQJUJCRIx06eVvGwIpKk46fOqEhI8A1T5CTJx9tbPt6OXSpcocKtCBXX8fFNla+fv4KDg/kBhVtxbSG3cG0hN3BdIbdwbblHnl9AIbJ+bS1ZtUEXExJ1MSFRS1ZtUJN77vZ0WAAAAADyuTw9MiRJndo0UWJSst76ZJIkqVHdGurQqrGHowIAAACQ3+X5ZMhsNqt31/bq3bW9p0NBNnh7m9W5TVN5e5s9HQpuM1xbyC1cW8gNXFfILVxb7pGnV5MDAAAAgNyS5+8ZAgAAAIDcQDIEAAAAoEAiGQIAAABQIJEMAQAAACiQ8vxqcsjbpn+/UH/s+Fve5qsrmQwf3EuVypeVJFmtVv2wcLk2b9stk0lqWKeGut/fVmYzeTgcrd6wRRv/3KWTMbGqUbWS/tW/u7EtOSVVM35aor/2HpCPj7daRtZXpzZNnd6Ogi2ra2vMV1E6fPSEw2fSmy8MVWjw5aeWc20hM+kWi2bPX6a9B6KVeClZoSGBatf8XjX+/2ch8rkFV93s2uJzy71IhpBjze+tp0e63JfhtkUr1+tg9HGNeu5xSdJnX8/WklUb1LktP5RwFBIcpI6tm2jvgcO6cDHBYdvsn5cpKTlZ7708TAmJlzR+8iwVDQ3RvfVrObUdBVtW15Ykde3YUm2aNsxwX64tZMZmsykkKFAjhvRWsaKhOnzspD6b+r1CQ4JUvUolPrfgsptdWxKfW+7Ev+eRqzZu2amOrZsoJDhQIcGB6tCqsTZs2eHpsJAH1a1ZVXVqVFFgoUIO9Wlp6fpzxx490K6FCgX4K7x4mFo2rm9cRzfbDmR2bd0M1xay4ufrqy7tmqt4WBGZTCZVKldGVSuX08Ho43xuIUeyurZuhmsr+0iGkGObtv6l598aq7fHTNLy3zbJZrv86KpLSck6fzFBZUuVMNpGlA5X3IV4JaekeCpc5DOnY8/JYrWqbKlwoy6idLiOn4p1ajtwM4tXbtDzb43Ve+On6vc/dxn1XFvIjvR0i6KPnVKZUiX43IJbXXttXcHnlvswTQ450qpJAz3UqbUKF/JX9PFTmhw1TyaTSW2aNVRqWrokqVCAv9E+wP/y65TUNOM1kJWUtHT5+fo4zI0O8PdTalqqU9uBrHTt0EKlwovJ18dH+w4e0aSoefL381WdmlW5tuA0u92u7+YuUoliRVSnRlUdPHKczy24xfXXlsTnlrsxMoQcKVempIICC8nLy0uVypVR+5b3asvOPZIkP18fSZdv5LviyoiQv5/vrQ8W+ZK/r4/S0tNltdqMuuSUVPn5+jm1HchKpfJlFeDvL7PZrOpVKqlZozrGZxjXFpxht9s1c95SnT57Tv/q/7C8vEx8bsEtMrq2JD633I1kCG5lMpmM14ULBahISJCOnTxt1B0/dUZFQoIZFYLTwouHyexl1vFTjtdRmZLFndoOZMe1n2FcW7gZu92uWfOXKvrYST3zWC/jdxufW8ipzK6tjPC5lTMkQ8iRP3fuUXJKqux2u44cP6Wlq39X3ZpVje2R9WtryaoNupiQqIsJiVqyaoOa/P/SkMC1rFab0tMtstpsstntSk+3yGKxytfXR/VrV9OCX39TckqKzpyN0+oNW4zr6GbbgcyuraTkFP2194DS0tJls9m090C01m7aZnyGcW3hZmbNX6aD0Sc0fHAvFS4UYNTzuYWcyuza4nPL/Ux2u93u6SCQf33y5Xc6EXPm8jKQwUFqcs/datuskTGUa7Va9f2C5fpj+25JUqO6PGcIGVv461r9smKdQ92dFcvpuaF9//+ZCYu1a89B45kJ1y7PfrPtKNgyu7Ye79tNX0z/XjFnzkmSwoqEqHWTe4xneUhcW8jcufMX9droL+TtbZbZ6+rvtIZ1a6pPtw58bsFlWV1bXe5rzueWm5EMAQAAACiQ+Pc8AAAAgAKJZAgAAABAgUQyBAAAAKBAIhkCAAAAUCCRDAEAAAAokEiGAAAAABRIJEMAALc6cOCA3n//fSUnJ3s6FAAAskQyBAC4qZYtW2rkyJFGuUKFCho3btwN7VJSUtS9e3eVLl1aAQEBN2y/HTVv3lwzZswwyiaTSfPmzXPrOZYsWaI6derIZrO59bgAUNCRDAFAATdw4EB17drVoW7OnDny9/fXJ598Ikn68ccf9c4779z0WM8884y6du2qgQMH5kKkN3rzzTdVp06dW3KujPz88886ffq0evXqlavn6dChg3x8fBQVFZWr5wGAgsbb0wEAAPKWyZMna9iwYfryyy81aNAgSVLRokWd2nfSpEm5GZrL0tPT5ePj4/bjTpgwQYMGDZKXV+7/b3HgwIGaMGGCHn300Vw/FwAUFIwMAQAMH330kZ555hnNmjXLSISkG6fJXe/o0aN68MEHFRgYqODgYD3yyCM6ffq0sf3KCM7UqVNVrlw5BQYG6qmnnpLVatVHH32kkiVLqkSJEnrvvfccjnvhwgUNGTJExYsXV3BwsFq3bq0dO3ZIkqZNm6a33npLO3bskMlkkslk0rRp0yRdnqo2ceJEPfDAAypcuLBx3IkTJ6py5cry9fVV1apV9e233xrnstvtevPNN1WuXDn5+fmpdOnSGj58eKZ9jo2N1cqVK9WlS5cs39NRo0apVKlS2rlzp6TLUwzfffdd9e/fX4GBgSpfvrx+/vlnxcbGGu9h7dq1tWXLFofjdOnSRVu2bNHBgwezPB8AwHkkQwAASdJLL72kd955RwsXLlS3bt2c3s9ms+nBBx9UXFyc1qxZo19//VWHDh1Sz549HdodPHhQixcv1pIlSzRz5kxNmTJFnTt31vHjx7VmzRqNHj1ar732mjZt2mTs06NHD505c0aLFy/Wn3/+qXr16qlNmzaKi4tTz5499fzzz6tGjRo6deqUTp065XDON998U926ddOuXbv02GOP6aefftKIESP0/PPP66+//tLQoUM1aNAgrVq1SpI0d+5cjR07Vl999ZX279+vefPmqVatWpn2e926dSpUqJCqVauW4Xa73a5nnnlG33zzjdauXavatWsb28aOHasmTZpo27Zt6ty5sx599FH1799f/fr109atW1W5cmX1799fdrvd2KdcuXIKDw/X2rVrnf7eAACyxjQ5AIAWL16s+fPna8WKFWrdunW29l2xYoV27dqlw4cPKyIiQpL0zTffqEaNGvrjjz90zz33SLqcNE2dOlVBQUGqXr26WrVqpX379mnRokXy8vJS1apVNXr0aK1atUqNGjXSunXrtHnzZp05c0Z+fn6SpI8//ljz5s3TnDlz9MQTTygwMFDe3t4qWbLkDXH16dPHYXSrd+/eGjhwoJ566ilJ0nPPPafff/9dH3/8sVq1aqWjR4+qZMmSatu2rXx8fFSuXDk1bNgw034fOXJE4eHhGU6Rs1gs6tevn7Zt26Z169apTJkyDts7deqkoUOHSpLeeOMNTZw4Uffcc4969Ogh6XJiGhkZqdOnTzv0rXTp0jpy5MjNvykAAKcwMgQAUO3atVWhQgWNGjVKiYmJ2dp3z549ioiIMBIhSapevbpCQ0O1Z88eo65ChQoKCgoyyuHh4apevbpDMhEeHq4zZ85Iknbs2KHExESFhYUpMDDQ+Dp8+LBTU8UaNGhwQ5xNmjRxqGvSpIkRY48ePZScnKxKlSrp8ccf108//SSLxZLp8ZOTk+Xv75/htmeffVabNm3Sb7/9dkMiJMlhlCg8PFySHEahrtRdeS+uCAgIUFJSUqYxAQCyh2QIAKAyZcpo9erVOnHihDp06KCEhAS3n+P6BQxMJlOGdVeWj05MTFSpUqW0fft2h699+/bpxRdfvOn5ChcunK34IiIitG/fPn3xxRcKCAjQU089pebNmys9PT3D9sWKFdP58+cz3HbffffpxIkTWrp0aYbbr+23yWTKtO76pbTj4uJUvHhx5zsFAMgSyRAAQJJUvnx5rVmzRjExMdlKiKpVq6Zjx47p2LFjRt3u3bt14cIFVa9e3eV46tWrp5iYGHl7e+uOO+5w+CpWrJgkydfXV1ar1ek4169f71C3fv16hxgDAgLUpUsXTZgwQatXr9bGjRu1a9euDI9Xt25dxcTEZJgQPfDAA5oxY4aGDBmiWbNmOdvlLKWkpOjgwYOqW7euW44HACAZAgBcIyIiQqtXr9aZM2fUvn17xcfH33Sftm3bqlatWurbt6+2bt2qzZs3q3///mrRosUNU9Wyo23btoqMjFTXrl21bNkyRUdHa8OGDXr11VeNldYqVKigw4cPa/v27Tp79qxSU1MzPd6LL76oadOmaeLEidq/f7/GjBmjH3/8US+88IKky6vTTZkyRX/99ZcOHTqk7777TgEBASpfvnyGx6tbt66KFSt2Q4J1Rbdu3fTtt99q0KBBmjNnjsvvwxW///67/Pz8FBkZmeNjAQAuIxkCADgoW7asVq9erbNnzzqVEJlMJs2fP19FihRR8+bN1bZtW1WqVEmzZ8/OURwmk0mLFi1S8+bNNWjQIFWpUkW9evUyFi6QpIcfflgdOnRQq1atVLx4cc2cOTPT43Xt2lXjx4/Xxx9/rBo1auirr77S119/rZYtW0qSQkNDNWnSJDVp0kS1a9fW8uXLtWDBAoWFhWV4PLPZrEGDBmX5INTu3btr+vTpevTRR/Xjjz+6/mZImjlzpvr27atChQrl6DgAgKtM9mvX7QQAAE6LiYlRjRo1tHXr1kxHkNzh7Nmzqlq1qrZs2aKKFSvm2nkAoKBhZAgAABeVLFlSU6ZM0dGjR3P1PNHR0friiy9IhADAzRgZAgAAAFAgMTIEAAAAoEAiGQIAAABQIJEMAQAAACiQSIYAAAAAFEgkQwAAAAAKJJIhAAAAAAUSyRAAAACAAolkCAAAAECBRDIEAAAAoEAiGQIAAABQIP0f+xgvmFndRWgAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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CSINZa3pdu27vaVa2tjZCEHqzhoinhb9kFgD69uqO4Bu3EP08BgOHjIJIJIJbhfJo1sQLQz4ZgMrFODJc/Tqvw0q9LO9HeD61Z33fx3+T8yWwDx6FFa04IiKiQuBDVwFcDX79paxmLl/sXvHxbgK/tavQr3cPeNasDgtzc0RFP8fegwH4dMRXCM9yL0FBOTo4FHqdnOR0sVLWsxUqlVp4/fK/QPA2FORqr6z33IiznDFBlvtVikPNalWF11eCb+TRsuhsbWTCa4n4dZ9eXTbmVMYRO/7+EyOG+MKrQT3Y2dkiITEJp86ex/hvvsf+Q0cyV8jtM/zvLEpesoZ7kyzbsbbKJfQX4P0ujsv3irKJtLT0Iu8/L6Ic/yW9ViLvaY4zC/e59+vdA3+s+BkfvN8Z1ap6wNTUFE8inmLbrn/x6civkZiUlG8duijuYfNL+vMlIiLKyujPDB05dhIXLl0Vprt2ap9H68wvsg3r10HD+nUAZI7g9NembViw+Bfhmv9BH/UBkPklQaPRQKNR57VJnb8YXr95R3idlJSs9Vdst/9uMs96H0Dsixdwd6sAtVqNs+cvZttepYqvRwcLunAJcoUix8EOclPJ3U24qfr6zTto07I5ACD4v3upXrXRp66d2uHcxcx7Fv7d749PB/ZDjepVtdqkpKQiKTkZLs5lUamiGx6GPQYAXL95WzgrcPf+Q6SlZ35ps7WRwSGXMxV50Wg0qFDeJfPeqv/cvB2Cfh+PAAAcOXoC73fukO0zfOXU2fOF3mdBZf2cbtx6/fkpFErh7COQ93No3LIMdBASeg8qlQri/0Lh9Zu3s7XPevy9OXraK6+Gnc+17iz13Lh5J9dL6rT7d0drWdbprDUVp4SERDx+EiGcHQrO8n645vJv95XcPneNRoOWPs2EB0grlUr8tPRX/LVpG2JjX+Bq8E20buGtFV7Uat3+2HD95m1hMJWstbvlM7hFJXc3hNzNvG/v8N5tOQ6GwTBERERvk9GFoRdxL3H5ajASEpNw9txFbNv1r7CsbSsfrWGpczJ34VLExL5A86aN4eLiDIlYjEtXg4XlcrlCeG1jI0NCQiKex7zA3gMBKF/OGY6ODsUWCA4cOgKPSu7wrFkdflt3IjUtDQDgWbO6cImcu1sFof2chUvxYa/uOH7qbI6X//g0awJHB3u8iHuJiKeRGPHlePj27wupVIor167DztYWwwcPyrWe97t2FMLQD/MXIyU1FSKIsHjFb0Kbbl06FEvfddXrg27YsnMP7oTchVKpwuDPvsbQTwaibh1PrecMzZg6ES7OZfF+l47CoBkrfvsTUqkU9na2+DXL0OldOrXX6a/j+/0PY8uOPejQtiUqlC8HmbW1ENSA18eSa/lyMDExgVqtxvmLV7Bkxe+wsrLE6vV/F/HdyF3nDm2wePkqKJRKHD56EitW/Yn69Wph915/xPx3iVwVj0qo+UaQzKq2Zw04l3VC9PMYPI+JxZTv56BHt044d+FytkvkAKB5s/fgYG+HuJfx2LPPH7Y2NmjerDFUKjWePYvCleDrCL37APt25t7vmtWrolpVD9y7/xBJyckYOmoshg/2ha2tDLfuhCIxMQnfTPgaPt5NYGdni/j4BNy8HYIf5i9G65beOHn6HG7eDgEA2NvZoXk+vw+KYvJ3szBqxGBERT/Hxk3bhfnt27QEUPjPfezkabCysoRXw/pwKesEpUqFW//1BYAwQl/Ws7D37j/AkWMnYW9ni3IuzgV+vtDMuT9h/NefIyNDjmUr/xDmt2uT971O3bt2EsLQqLH/w4jBvnAu64SY2Bd4GPYYR0+cxtCPB+Q4nDcREVFJMLowlNu9CK1bNMdPc2fku356RgYCAo8jIPB4tmXm5mZon+XLQNPGjRAQeBwqlQr/m5Y5mlxuf/HWhWuFclj262qteRKJGFMmfCVM9+3ZHRv8tkGtVuNOyF38MH8xAMCjUkXhjMcrFhbm+HHWt8LQxhcvXxOemQNkPl8lL4MHfYQTp4Jw+WownkVGYdLUmVrLGzdqgMG+/XXoafGRmppi1dIFwoNXExKTsDTLl7k3de3UDkeOncTBgEAkJCQKN4q/4lGpIsZ/9ZlOtajVGly+GozLWcJ0Vq+Co0xmja6d2mG//5HMZ8ms2wgAqFK5EpLzGfBDV+VcnDFl0hjMWbAEarUav65ep7XcysoS82Z9l2cIFIvFmDx+tHAc7Dt4GPv+G2TD3c0VT8IjtNpbWljgx1nfYcykzONvg9/WbKPO5fdlXSQSYd6s7zBs1FgkJiUj9N4D4d8ekPnv79W+5nw/BeP/Nx0KpRKbtu0SBkIAAFOJBHNmTMk2klxxkVlb4+mzSIweP0VrfvNm7wkDjxT2c09KTsbhoye0niP0ShlHBzR7zwtA5mdX27NGZjhMSsbXE78FkPnv+6tRwwtUv8hElO2en2pVPYQBRnLzyaB+OB10HucuXMaDh2GYOmNugfZHRERUUowuDAGAiYkJLCzM4VTGETWrV8UH73dBm5bNC/TX/R5dO0GlUiH4xi3ExsYhNS0NdrY2aFC/Dr4YPhhurq/PxEz7ZjxMTExw4dIVYZSs4vTZ0E/wMj4Bm7f/g+cxsahapTImfPU5mjRuJLSp4lEJC+d+j+W/rkFkVDQqVXTDlyOH4P6DR1oPhn2llY83dvitwZr1frhw6SpevIiDlXXmQ1fzG3VKKpVi7aol2LBpG/YfPIzH4RHQaDSo6OaG7l07YLBv/0JddldSnMs6YcuGP7Bnvz8OHDqCkND7SE5Ohr29HSq6u6JLx3bwbpJ5CZBIJMLPP85A08YNsevf/bj/IAxKlQrlyzmjY7vWGDnkY52H/m5Qrw4+GdgPl68GIzLqORKTkmBpYYHq1arAt38frUs2v/vfeKhUKpw8fQ5isRjt2rTAN+O/QvP2xffsmDcN+qgPKld0f/3Q1ZQUONjbw7tpY4waMbhAZzjf75wZ6Fb9sR5PIp7CtUI5jBjsi2eRUTkef61beGP732vw54bXx5+1tTVcnJ3Q9L1G6NY5/zOLtT1r4J8t67F6/d84E3QBUdExsDA3Q+VKFdGyeTOhXfs2LbF5/W9Yvf5vXLoSjITERNjIZPBqWB+fDftEp8FQCkoms8aalYsx7+dluHz1OkylpujSsR0mj/tS6/dQYT73gf36wN7ODrduhyA2Lg5yuRyODg5o4tUQoz8fpnWc/jxvJn5cuBTXb95GQmLh7yX6a/UvmPfzcpwOOg+NRoPWLbwxddLYHB8dkJXU1BSrf1mELTt2Y++BQ3jw6DGUSiWcyjiiSuXK6NiuVbbR+4iIiEqSSKMp5jvUid6yqTPmYvfeg9jwx3KtIEhERERElBeOJkdEREREREaJYYiIiIiIiIwSwxARERERERkl3jNERERERERGiWeGiIiIiIjIKDEMERERERGRUWIYIiIiIiIio8QwRERERERERolhiIiIiIiIjBLDEBERERERGSWGISIiIiIiMkoMQ0REREREZJQYhoiIiIiIyCgxDBERERERkVFiGCIiIiIiIqPEMEREREREREbpnQ5DGo0GiYmJ0Gg0+i6FiIiIiIgMjETfBZSkpKQk2NraIiEhATY2Nvouh4jonaBSZeDOk9+FaU/3zyEWm+mxIiIiIt2802GIiIiKn0qdgVthK4Tp6q5DGIaIiKhUeqcvkyMiIiIiIsoNwxARERERERklhiEiIiIiIjJKDENERERERGSUGIaIiIiIiMgoMQwREREREZFRYhgiIiIiIiKjxDBERERERERGiWGIiIiIiIiMkkTfBRARAUB8TCKS4lL1XUaRyRwsYedko+8ySpREYoVOjfdoTRMR0dv1999/Y82aNTh+/DgAwNraGnfv3kX58uX1W1gpwzBERAYhKS4VK8f46buMIhu93PedD0MmIjHsZbX0XQYRUalRqVIlREdHIzo6GjY2mf9HqNVquLu7IyoqCkqlssj7SE5OLvI2iiIjIwNffPEFjhw5gvj4eNSqVQtLliyBt7e30CYqKgpfffUVAgICIJVKMWzYMCxcuDDbtp49e4Y+ffrg7t270Gg08PLywi+//IKaNWsWe928TI6IiIiIqIS5ublhx44dwvSxY8dgZfXunFlXKpWoVKkSTp8+jfj4eHzxxRfo0aMHUlNfX/XxwQcfoEqVKnj69CmePn2KTz75JMdt2dnZYePGjYiNjUVsbCx69eqVa9uiYhgiIiIiIiphH3/8MTZu3ChMb9y4ER9//LFWm5cvX+LTTz+Fi4sL3N3dsXTpUmFZSkoKfH19YWdnh0aNGiE0NFRrXZFIhIiICADAvn37UL9+fchkMlSuXBmrVq0S2q1fvx7t2rXDV199BVtbW3h6euLixYvC8nnz5qFy5cqQyWRo2LAhTp06VaD+WVlZ4fvvv4e7uztMTEwwePBgaDQa3Lt3DwBw8OBBxMTEYN68eZDJZDAzM0PdunVz3JalpSWqVasGE5PMqCIWi/HgwYMC1VFYDENERERE9M5RqTIgVyQW+Eej0WTbhlyZlGt7lSqjUPW0adMGDx8+RHh4ONLS0nDo0CH06dNHq83gwYPh4OCAR48e4dSpU/jll18QEBAAAJg1axaio6Px+PFjbNq0CevXr891X9bW1ti0aRMSEhKwceNGTJo0CTdu3BCWnzp1Cs2bN0dcXBz69++PcePGCcuqVauGoKAgxMfHY8iQIejfvz/kcjkAYNOmTahXr16B+hsSEoLU1FR4eHgAAC5cuIDq1avD19cXZcqUQcuWLXH9+vU8t1GxYkWYmZlh9OjR+N///leg/RYW7xkiIqJCUSiTcfTqQGG6XcPNMJVY67EiIqLs7jz5HbfCVhS4fe8WlyE11b7nc19QayiUSTm2r13pa9SpPKbA2zcxMcHAgQPh5+eHihUrokOHDlqXyUVHRyMwMBA7d+6EqakpKlasiM8//xzbt29Hp06dsH37dqxbtw62trawtbXF0KFDcfLkyRz31aZNG+F1ixYt0KlTJ5w5c0Y4E1OzZk0MGjQIADBo0CD8/PPPQvsPP/xQeD127FjMnDkTDx8+FNZ5tV5eUlNT8cknn2DatGmQyWQAgKdPnyIgIADr16/Hhg0b8Ntvv6F3794ICQmBqalpjtt5/PgxUlNT8ffff8PNzS3f/eqCZ4aIiKhQNBo14pNDhB+NRq3vkoiISoVXl8rldInc48ePkZ6eDicnJ9jZ2cHOzg6zZ89GVFQUACAyMlIrEFSsWDHX/Zw5cwatWrWCo6MjbG1tsX//frx48UJY7uzsLLy2tLRESkqKML127VrUqVMHtra2sLOzQ0JCgta6+ZHL5ejbty9q1aqFb7/9VphvYWGBypUrY/DgwZBKpRgzZgzi4+OzXe73JktLS4wcORJDhw4tVB0FxTNDRETFSCw2QXholL7LKBJjGB6ciEgf6tSpA6lUiuDgYHTo0AHh4eHCMldXV1hbW+Ply5cQiUTZ1i1XrhzCw8NRpUoVAMCTJ09y3c/HH3+Mb775BkOHDoWZmRl69+6d42WAbwoLC8PXX3+NY8eOoXHjxjAxMYG9vX2B1gUAlUoFX19fSKVS/Pnnn1r9qFOnDvbu3ZttnZz6+iaNRoOkpCQ8ffoUjo6OBaqloBiGiIiKUVpyOlZ/s13fZRSJMQwPTkTvPk/3z1HddUiB25tKZNnmdfc+AeQSBMQmZjrVtWXLFmRkZEAsFmvNL1++PHx8fDB16lRMmzYNFhYWCAkJQVpaGho3bowPP/wQP/74Ixo1aoSoqCisW7dOuB/nTcnJyXB0dIRUKsXhw4cREBAALy+vfGtLSUmBSCSCk5MTVCoV5s+fj8TExAL37bPPPkNMTAz8/f0hkWjHjD59+mDSpEnYtGkT+vfvj99//x329vaoXr06AGDIkCEAMgd4OHPmDMRiMby8vJCRkYGZM2fCzs6OQ2sTERERERWEWGwGqalNgX9yOkMhlchybS8W6xaGatSokesgBH///TdiYmJQvXp1ODo6YtiwYYiPjwcAzJgxA46OjnBzc8OAAQMwePDgXPexcuVKjB8/Hra2tli7di26d+9eoNpq166N0aNHo2HDhsIleVkvzfPz80Pt2rVzXPfx48dYu3Ytzp8/jzJlysDa2hrW1tbw88t8hqCjoyN2796NH374AXZ2dti8eTN2794t3C8UEREBHx8fAEBaWhpGjBgBe3t7VKpUCbdu3cLBgwchlUoL1I/CEGkKet6rhGzdE4Dg23eRlp4BMzMpGtWtiT5d20EiESMtPQOb/vHHzZD7MDWVoI23F7q1b1HgbScmJsLW1hYJCQnCA66IyDCFh0a9Ew9dHbmg3ztxZsithkuuy+WKRPxz+vVfGHO66ZiIiKiglEol6tWrh+Dg4FwHUygper9MrpV3I/Tq2gZmUimSU1Kx2u8fBJw4h27tfbD13wCkpqVh7pTRSEpOwbI1W+BgZ4tmXjmPSU5ERERERKWLRCLB7du39bJvvV8mV65sGZj9d8pLo8m8ier5izjI5QpcDr6DDzq1hqWFOZydHNGmuRfOXgrOdVsKpRJp6RlaP0RERERERDnR+5khADh0PAgHj55BhlwBK0sL9O7aFtExL6BUqeBa7vXQf27lneF/LCj37RwLwv7A08K0PCMdABAdG4fUDGXJdYCIikyhVEKpUum7jCJTazSlvh8KpRJRMXG5LleqtJ+58fzFS0jE/B1LRESGw8XJoUDtDCIMdW7jjc5tvBH5PBYXrt6CjcwKsXEJMJOaQix+ffLKwtwMGfLcz/Z0buuN9i2bCNOJiYlYu3Q2nMs48J4hIgMXHieH5I2RdUojE5Go1PfDVCLJ8z8RuUL7v46yjva8Z4iIiEolvV8ml1W5smXgWq4sNmzfD3OpKeQKBVSq1w/zS0vPgJk095E7TCUSWJibaf0QERERERHlxCDODGWlUqsRExsHZydHiE3EiIiMRkXXcgCAiMjnqODipOcKiYiMm0gkhpNdE61pIiKi0kivYSg9Q44rN0LQoHZ1WJib4Vl0DA4ePYNa1T0glZrCq54n9h4+ieEDeyIpORXHz15Cj46t9FkyEZHRM5VYoV3D0j8MOhERkV7DkEgEXLx2C7sOBEKpVMHa2goN69RAjw4tAQD9e3bCpn8OYuqPK4XnDHFYbSIiIiIiKg56DUNmUinGjhiY63ILczMMH9jr7RVERERERERGw+DuGSIiIv0Si00QHhql7zKKTOZgCTsnjnJHRES5YxgiIiItacnpWP3N9twbiNSwdosUJpPDywEagxqcFAAwerkvwxAREeWJYYiIiApFLFWg2qC9wvT1JUOhyuCjDIiIqPQxvD/lERERERERvQUMQ0REREREZJQYhoiIiIiIyCgxDBERERERkVFiGCIiIiIiIqPEMEREREREREaJYYiIiIiIiIwSwxARERERERklhiEiIiIiIjJKDENERERERGSUJPougIiISheVQoKHOztrTRMREZVG/B+MiIgKRy1Gwr3K+q6CiIioyIrlMjmVSoVr167h5cuXxbE5IiIiIiKiEqdTGBo3bhz+/PNPAJlBqHXr1mjUqBHc3Nxw/Pjx4qyPiIiIiIioROgUhnbs2IH69esDAPbu3YtHjx4hJCQE48ePx3fffVesBRIREREREZUEne4Zio2NhYuLCwDgwIED6NevH6pXr45hw4Zh2bJlxVogEREZFhNTBSr2CBSmH+9tD7XCVI8VERER6UanM0POzs64ffs2VCoV/P390bFjRwBAamoqxGJxsRZIRESGRWSihl31MOFHZKLWd0lEREQ60enM0NChQ/HRRx+hXLlyEIlE6NChAwDg/PnzqFmzZrEWSEREREREVBJ0CkMzZ85EnTp1EB4ejn79+sHMzAwAIBaLMWXKlGItkIiIiIiIqCTo/JyhDz/8MNu8wYMHF6kYIiIiIiKit0XnMHTixAn8/PPPuHPnDgCgVq1amDx5Mlq2bFngbSiUSmzdE4CQ+2FITkmDna01OrVqhubvZY5Ut/h3Pzx68hRi8etbm2ZO+hx2NjJdyyYiIiIiIgKgYxj6+++/MXToUPTp0wdjxowBAJw5cwbt27fH+vXrMWjQoAJtR61Ww1ZmjbEjBqKMgx0ehT/DL2u3wc5WhlrVPQAAvbq2QfsWTXQpk4iIiIiIKFc6haG5c+di4cKFGD9+vDBvzJgxWLx4MX744YcChyEzqRQ9OrUSpj3cK6BGFXc8CIsQwhAREREREVFJ0Glo7YcPH6JHjx7Z5n/wwQd49OiRzsUoFEqEhUeiQrmywryDR89i4qwlmLtsLc5dvpH3+kol0tIztH6IiIiIiIhyotOZITc3NwQGBqJq1apa848cOQI3NzedCtFoNPh75wGULWOPBrVrAAB6dWmNcs5lIDU1ReiDx1jttxvmZlI0qFMjx20cOhaE/YGnhWl5RjoAIDo2DqkZSp3qIqK3Q6FUQqlS6buMIlNrNKW+H/n1QfPGMqVKBZUB9lmhVCIqJk7fZRARkR64ODkUqJ1OYWjixIkYM2YMrl27hubNmwPIvGdo/fr1WLZsWaG3p9FosHn3IUTHvsDYEQNhYiICAHhUdBXa1KrugZZNG+DS9Tu5hqHObb3RvuXr+4sSExOxdulsOJdxgI2NTaHrIqK3JzxODsk78NBmE5Go1Pcjvz68+XBtiVgMkQH22VQiKfB/hkREZJx0CkNffPEFXFxcsGjRImzbtg0A4Onpia1bt6Jnz56F2pZGo8GWPYcQFv4MY0cMhIW5ea5tRSJRntsylUhgKnndJYXcrFC1EBFR/jQaETISrLWmiYiISiOdh9bu3bs3evfuXeQCtuwJwIOwpxg3ciCsLC2E+alp6Xj4OALVPSpCIhHj7sMnOHX+Knz7dC3yPomISHdquRS3V32s7zKIiIiKTOcwVBxevEzAyXNXIJGIMW3Br8L8Jg3roEfHVtgfeBp/bt4DAHC0t8WH77eHVz1PfZVLRERERETvkAKHIXt7+3wvU3slLq5gN6w62tti1fypuS7/ZvSQAm2HiIiIiIiosAochpYuXSq8fvHiBebMmYPOnTvD29sbABAUFIRDhw5h+vTpxV4kERERERFRcStwGBo8eLDwum/fvpg9eza++uorYd6YMWPwyy+/4MiRI1oPYyUioneNBlLbJGFKniADYHiDKIjFJggPjdJ3GUUmc7CEnVPpHxE1PiYRSXGp+i6jyN6Vz4OIMul0z9ChQ4ewYMGCbPO7dOmCKVOmFLkoIiIyXGIzOWp/sUmYvr5kKFQZhjd6Z1pyOlZ/s13fZRTZ6OW+78SX76S4VKwc46fvMorsXfk8iCiTiS4rOTo6Ys+ePdnm79mzB46OjkUuioiIiIiIqKTpdGZo1qxZGDFiBI4fP46mTZsCAM6fPw9/f3+sXr26WAskIiIiIiIqCTqFoSFDhsDT0xPLly/Hrl27AGQ+dPX06dNCOCIiIiIiIjJkOj9nqGnTpvDzK/3X/hIRERERkXEqcBhKTEyEjY2N8Dovr9oREREREREZqkI9dDUyMhJly5aFnZ1djg9g1Wg0EIlEUKlUxVokERERERFRcStwGDp69CgcHBwAAMeOHSuxgoiIiIiIiN6GAoeh1q1b5/iaiIiIiIioNCpwGLp+/XqBN1qvXj2diiEiIiIiInpbChyGGjRoAJFIJNwXlBfeM0RERERERIauwGHo0aNHwuurV69i0qRJmDx5Mry9vQEAQUFBWLRoERYuXFj8VRIRkcFQKyWIONJca5qIiKg0KvD/YBUrVhRe9+vXD8uXL0e3bt2EefXq1YObmxumT5+OXr16FWuRRERkODQqMWIu8XJoIiIq/Ux0WenGjRuoXLlytvmVK1fG7du3i1wUERERERFRSdMpDHl6emLevHmQy+XCPLlcjnnz5sHT07PYiiMiIiIiIiopOl3o/dtvv6FHjx5wdXUVRo67fv06RCIR9u7dW6wFEhERERERlQSdwlCTJk3w8OFD+Pn5ISQkBADQv39/DBo0CFZWVsVaIBERGRaRRInyrc8L089ONIWGgygQEVEppPP/XlZWVvjss8+KsxYiIioFTMQqlH3vhjAddboxVAxDRERUCul0zxAAbNy4ES1atED58uXx+PFjAMCSJUuwZ8+eYiuOiIiIiIiopOj0p7xVq1bh+++/x7hx4zBnzhzhIav29vZYunQpevbsWaxFEhERGSux2AThoVH6LqPIVEqlvksgIspGpzC0YsUKrF69Gr169cL8+fOF+Y0bN8akSZOKrTgiIiJjl5acjtXfbNd3GUU2ckE/fZdARJSNTpfJPXr0CA0bNsw238zMDCkpKUUuioiIiIiIqKTpdGaocuXKuHbtGipWrKg139/fv1DPGVIoldi6JwAh98OQnJIGO1trdGrVDM3fqw8ASEvPwKZ//HEz5D5MTSVo4+2Fbu1b6FIyERERERGRFp3C0IQJEzB69Gikp6dDo9HgwoUL2Lx5M+bNm4c1a9YUeDtqtRq2MmuMHTEQZRzs8Cj8GX5Zuw12tjLUqu6Brf8GIDUtDXOnjEZScgqWrdkCBztbNPOqq0vZREREREREAp3C0IgRI2BhYYFp06YhNTUVgwYNQvny5bFs2TIMGDCgwNsxk0rRo1MrYdrDvQJqVHHHg7AIVK3khsvBdzDpi09gaWEOSwtztGnuhbOXghmGiIiIiIioyHR+MISvry98fX2RmpqK5ORklC1btsjFKBRKhIVH4r0GtREd8wJKlQqu5ZyF5W7lneF/LCj39ZVKKJUqYTotPaPINRERERER0bupSE/Je/78OUJDQwEAIpEITk5OOm9Lo9Hg750HULaMPRrUroEHjyNgJjWFWPx6jAcLczNkyHMPOIeOBWF/4GlhWp6RDgCIjo1DagaH9CQyZAqlEkqVKv+GBk6t0ZT6fuTXB80by5QqlfCIBUPyLnwWAPthaBRKJaJi4vRdBhHlw8XJoUDtdApDSUlJ+PLLL7F582ao1WoAgFgsRv/+/bFy5UrY2toWansajQabdx9CdOwLjB0xECYmIphLTSFXKKBSqYVAlJaeATOpWa7b6dzWG+1bNhGmExMTsXbpbDiXcYCNjY0OPSWityU8Tg6JWKzvMorMRCQq9f3Irw/iN5ZJxGKIDLDP78JnAbAfhsZUIinwlywiMnw63zN09epV7N+/H97e3gCAoKAgjB07Fp9//jm2bNlS4G1pNBps2XMIYeHPMHbEQFiYmwMAnJ0cITYRIyIyGhVdywEAIiKfo4JL7mefTCUSmEped0khzz04ERGRblQZZrg6f5S+yyAiIioynZ4ztG/fPqxduxadO3eGjY0NbGxs0LlzZ6xevRp79+4t1La27AnAg7CnGDN8AKwsLYT5UqkpvOp5Yu/hk0hLT8fz2DgcP3sJPv8Nu01ERERERFQUOp0ZcnR0zPFSOFtbW9jb2xd4Oy9eJuDkuSuQSMSYtuBXYX6ThnUwqHcX9O/ZCZv+OYipP64UnjPEkeSIiIiIiKg46BSGpk2bhgkTJmDjxo1wcXEBAERFRWHy5MmYPn16gbfjaG+LVfOn5rrcwtwMwwf20qVEIiIiIiKiPOkUhlatWoX79+/D3d0d7u7uAIAnT57AzMwMMTEx+P3334W2V65cKZ5KiYiIiIiIipFOYahXr17FXAYREZUWYrMM1Bu/Tpi+vmQoVBkcsIaIiEofncLQjBkzirsOIiIiIiKit0qn0eSIiIiIiIhKO4YhIiIiIiIySgxDRERERERklBiGiIiIiIjIKBUpDMnlcoSGhkKpVBZXPURERERERG+FTmEoNTUVw4cPh6WlJWrXro0nT54AAL7++mvMnz+/WAskIiIiIiIqCTqFoalTpyI4OBjHjx+Hubm5ML9Dhw7YunVrsRVHRERERERUUnR6ztDu3buxdetWNGvWDCKRSJhfu3ZtPHjwoNiKIyIiIiIiKik6nRmKiYlB2bJls81PSUnRCkdERERERESGSqcw1LhxY+zfv1+YfhWA1qxZA29v7+KpjIiIDJJaJcbzi3WFH7VKrO+SiIiIdKLTZXI//vgjunbtitu3b0OpVGLZsmW4ffs2zp49ixMnThR3jUREZEA0SgmeBvrouwwiIqIi0+nMUIsWLXDt2jUolUrUrVsXAQEBKFu2LIKCguDl5VXcNRIRERERERU7nc4MAUCVKlWwevXq4qyFiIiIiIjorSlwGEpMTCzwRm1sbHQqhoiIiIiI6G0pcBiys7Mr8EhxKpVK54KIiMiwicQqlGl4S5iOvVobGg6iQEREpVCBw9CxY8eE12FhYZgyZQqGDBkijB4XFBSEDRs2YN68ecVfJRERGQwTiRKuHc4K03E3akDFMERERKVQgcNQ69athdezZ8/G4sWLMXDgQGHeBx98gLp16+KPP/7A4MGDi7dKIiIiIiKiYqbTaHJBQUFo3LhxtvmNGzfGhQsXilwUERERERFRSdMpDLm5ueU4ktyaNWvg5uZW5KKIiIiIiIhKmk5Day9ZsgR9+/bFwYMH0bRpUwDAhQsXcO/ePezcubNYCyQiIiIiIioJOoWhbt264d69e1i1ahXu3LkDAOjRowdGjRpVqDNDx89eQtDlG3gWFYPaNTww6tMPhWWLf/fDoydPIRa/Pnk1c9LnsLOR6VIyERERERGRFp0fuurq6oq5c+cWaee2NjJ0beeDkPuPEJ+QlG15r65t0L5FkyLtg4iIiIiIKCc6h6Hi0LBODQBAxLPoHMMQERERERFRSdFrGMrPwaNncSDwDBzsbNG+xXto5lU3z/YKpRJK5esHvqalZ5R0iUREREREVEoZbBjq1aU1yjmXgdTUFKEPHmO1326Ym0nR4L+zSTk5dCwI+wNPC9PyjHQAQHRsHFIzlCVeMxHpTqFUQqlS5d/QwKk1mlLfj/z6oHljmVKlgsoA+/wufBYA+2FoFEolomLi9F0GEeXDxcmhQO0MNgx5VHQVXteq7oGWTRvg0vU7eYahzm290b7l63uMEhMTsXbpbDiXcYCNjU2J1ktERRMeJ4dELNZ3GUVmIhKV+n7k1wfxG8skYjFEBtjnd+GzANgPQ2MqkRT4SxYRGb4ihaGYmBiEhoYCAGrUqAEnJ6diKSonIpEo3zamEglMJa+7pJCblVg9RETGSpUhxa1Vg7SmiYiISiOdHrqakpKCYcOGoXz58mjVqhVatWqF8uXLY/jw4UhNTS3wdlQqNRQKJVRqNdQaDRSKzHt+UtPScTPkPuRyBdRqNULuh+HU+avCgAtERKRPIsgTbIQfIP8/VhERERkinc4MTZgwASdOnMC///4LHx8fAMDp06cxZswYTJw4EatWrSrQdg4ePaN1j8+Y6T+hWmV3jPTtjf2Bp/Hn5j0AAEd7W3z4fnt41fPUpVwiIiIiIqJsdApDO3fuxI4dO9CmTRthXrdu3WBhYYGPPvqowGGoe8eW6N6xZY7Lvhk9RJfSiIiIiIiICkSny+RSU1Ph7OycbX7ZsmULdZkcERERERGRvuh0Zsjb2xszZszAX3/9BXNzcwBAWloaZs2aBW9v72ItkKikxMckIimu9Id3mYMl7Jw4WiK9PSZSOWoO3yZMh/z5EdRyDqJARESlj05haOnSpejSpQtcXV1Rv359AEBwcDDMzc1x6NChYi2QqKQkxaVi5Rg/fZdRZKOX+zIM0VslEmlgZpusNU1ERFQa6RSG6tati3v37sHPzw8hISEAgIEDB8LX1xcWFhbFWiAREREREVFJKHQYUigUqFmzJvbt24eRI0eWRE1EREREREQlrtADKJiamiI9Pb0kaiEiIiIiInprdBpNbvTo0ViwYAGUSmVx10NERERERPRW6HTP0MWLFxEYGIiAgADUrVsXVlZWWst37dpVLMURUf7EYhOEh0bpu4wiU/GPK0RERPSW6RSG7Ozs0Ldv3+KuhYh0kJacjtXfbNd3GUU2ckE/fZdARERERkanMLRu3briroOIiIiIiOit0umeIQBQKpU4cuQIfv/9dyQlJQEAnj17huTk5HzWJCIiIiIi0j+dzgw9fvwYXbp0wZMnT5CRkYGOHTtCJpNhwYIFyMjIwG+//VbcdRIRERERERUrnc4MjR07Fo0bN8bLly+1HrLau3dvBAYGFltxRERkeDRqE8TfrST8aNQ6X2RARESkVzqdGTp16hTOnj0LqVSqNb9SpUp4+vRpsRRGRESGSa0wxaNdXfRdBhERUZHp9Oc8tVoNlUqVbX5ERARkMlmRiyIiIiIiIippOoWhTp06YenSpcK0SCRCcnIyZsyYgW7duhVXbURERERERCVGp8vkFi1ahM6dO6NWrVpIT0/HoEGDcO/ePZQpUwabN28u7hqJiIiIiIiKnU5hyNXVFcHBwdiyZQuuX7+O5ORkDB8+HL6+vloDKhAR0TvIRAXbKk+EyYQH7oBarMeCiIiIdKNTGAIAiUSCjz/+uDhrISKiUkBsqoRH30PC9PUlQ6HKYBgiIqLSR+cw9OzZM5w+fRrPnz+HWq3WWjZmzJgiF0ZERERERFSSdApD69evx+effw6pVApHR0eIRCJhmUgkYhgiIiIiIiKDp1MYmj59Or7//ntMnToVJiZ82B4REREREZU+OiWZ1NRUDBgwgEGIiIiIiIhKLZ3SzPDhw7F9+/biroWIiIiIiOit0ekyuXnz5qF79+7w9/dH3bp1YWpqqrV88eLFBdrO8bOXEHT5Bp5FxaB2DQ+M+vRDYVlaegY2/eOPmyH3YWoqQRtvL3Rr30KXcomIiIiIiLLROQwdOnQINWrUAIBsAygUlK2NDF3b+SDk/iPEJyRpLdv6bwBS09Iwd8poJCWnYNmaLXCws0Uzr7q6lExERERERKRFpzC0aNEirF27FkOGDCnSzhvWyQxTEc+itcKQXK7A5eA7mPTFJ7C0MIelhTnaNPfC2UvBDENERERERFQsdLpnyMzMDD4+PsVdiyA65gWUKhVcyzkL89zKOyMiMibP9RRKJdLSM7R+iIiIiIiIcqLTmaGxY8dixYoVWL58eXHXAwBIlytgJjWFWPw6q1mYmyFDnne4OXQsCPsDTwvT8ox0AEB0bBxSM5QlUiuVXgqlEkqVSt9lFJlao2E/DMi70I/8+qB5Y5lSpYLKAPv8LnwWAPthaEQmwMNbEfouo8gsbMwhMueowPTucnFyKFA7ncLQhQsXcPToUezbtw+1a9fONoDCrl27dNmswFxqCrlCAZVKLQSitPQMmEnN8lyvc1tvtG/ZRJhOTEzE2qWz4VzGATY2NkWqid494XFySMRifZdRZCYiEfthQN6FfuTbB5U57m3qIUyKVOaQiA3vS9W78FkA7IehyUiRY/U3pX9E3dHLfeHm5qLvMoj0TqcwZGdnhz59+hR3LQJnJ0eITcSIiIxGRddyAICIyOeo4OKU53qmEglMJa+7pJDnHZ6IiEgHGhMkP6mg7yqIiIiKTKcwtG7dumLZuUqlhlqthkqthlqjgUKhhEgkglRqCq96nth7+CSGD+yJpORUHD97CT06tiqW/RIREREREekUhorLwaNntO7xGTP9J1Sr7I4Jn/uif89O2PTPQUz9caXwnCGOJEdERERERMVFpzBUuXLlPJ8n9PDhwwJtp3vHlujesWWOyyzMzTB8YC9dyiMiIiIiIspXgcLQjh070KxZM7i6ugIAxo0bp7VcoVDg6tWr8Pf3x+TJk4u9SCIiMhwmpgp49DsgTD/c3g1qhWkeaxARERmmAoUhiUSCli1bYvfu3ahfvz7Gjh2bY7uVK1fi0qVLxVogEREZFpGJGjL3SK1pIiKi0qhAY6H26tULW7duxeDBg/Ns17VrV+zcubNYCiMiIiIiIipJBX4wRJMmTXDy5Mk82+zYsQMODgV7wBEREREREZE+FWoAhVcPLm3YsKHWAAoajQZRUVGIiYnBr7/+WrwVEhERERERlQCdRpPr1auX1rSJiQmcnJzQpk0b1KxZszjqIiIiIiIiKlE6haEZM2YUdx1ERERERERvlV4fumps4mMSkRSXqu8yikzmYAk7Jxt9l0FEREREVCSFCkMmJiZ5PmwVAEQiEZRKZZGKelclxaVi5Rg/fZdRZKOX+zIMEREREVGpV6gw9M8//+S6LCgoCMuXL4dazedNEBERERGR4StUGOrZs2e2eaGhoZgyZQr27t0LX19fzJ49u9iKIyIiIiIiKikFfs7Qm549e4aRI0eibt26UCqVuHbtGjZs2ICKFSsWZ31ERGRgNBoRUqMdhR+NJu/Lp4mIiAxVoQdQSEhIwI8//ogVK1agQYMGCAwMRMuWLUuiNiIiMkBquRSh6/rpuwwiIqIiK1QYWrhwIRYsWAAXFxds3rw5x8vmiIiIiIiISoNChaEpU6bAwsICVatWxYYNG7Bhw4Yc2+3atatYiiPDJBabIDw0St9lFJmKox4SERERGbVChaFPP/0036G16d2XlpyO1d9s13cZRTZyAS/zISIiIjJmhQpD69evL6EyiIio1BCpYeEUJ0ymxTgAGp3H4yEiItKbQg+gQERExk0sVaDmsB3C9PUlQ6HKMNNjRURERLrhn/KIiIiIiMgoMQwREREREZFRYhgiIiIiIiKjxDBERERERERGiWGIiIiIiIiMkkGPJrdh2z5cDL4FiVgszBszfAA8KrrqsSoiIiIiInoXGHQYAoBWzRrhox4d9V0GERERERG9Y3iZHBERERERGSWDPzN0/spNnL9yE7YyazRvXA/tWjSBiYkox7YKpRJKpUqYTkvPeFtlEhERERFRKWPQYaitT2P06dYOVpbmCIuIxBq/3RCJRGjfskmO7Q8dC8L+wNPCtDwjHQAQHRuH1AzlW6k5LwqlEkqVKv+GBk6t0bAfBoT9MCzvQj/y64PmjWVKlQoqA+zzu/BZAOyHoXlX+qFQKhEVE6fvMohKjIuTQ4HaGXQYcq/gIrz2cK+Azm2a4dyVm7mGoc5tvbWWJSYmYu3S2XAu4wAbG5sSrzc/4XFyrcEgSisTkYj9MCDsh2F5F/qRXx9EajM83t/mdXu1GUQG2Od34bMA2A9D8670w1QiKfCXRaJ3mUGHoTeJRDlfHveKqUQCU8nrLinkZiVdEhGR0dGoxYi7UVPfZRARERWZQQ+gcPn6HaSlZ0Cj0eBxRCQOHT+HhnVq6LssIiIiIiJ6Bxj0maHjZy/Db9dBqNVq2NrI0Nq7ETq0bKrvsoiIiIiI6B1g0GFo4qiP9V0CERERERG9oww6DBERkeERSRRw63xKmA4/1BIapakeKyIiItINwxARERWKiVgNx7p3hemnR3yg0v/TC4iIiArNoAdQICIiIiIiKikMQ0REREREZJQYhoiIiIiIyCgxDBERERERkVFiGCIiIiIiIqPEMEREREREREaJQ2sTERERGRmx2AThoVH6LqPIZA6WsHOy0XcZVIoxDBEREREZmbTkdKz+Zru+yyiy0ct9GYaoSHiZHBERERERGSWeGSIiokLRAFCmS7WmiYiISiOGISIiKhR1hhluLB2m7zKIiIiKjJfJERERERGRUeKZISIiIiIqld6VUfHMLE2RkarQdxlFVhpH92MYIiIiIqJS6V0ZFW/kgn7vRD9K4+h+DENERFRIGojN5MKUKkMKQKS/coiIiHTEMERERIUiNpOj3vh1wvT1JUOhyjDTY0VERES64QAKRERERERklBiGiIiIiIjIKDEMERERERGRUWIYIiIiIiIio8QwRERERERERolhiIiIiIiIjJLBD62tUqmwfd8RXLh6GyIR0KRBbXzYvQPEYuY4IiIiIiLSncEnigNHz+BBWARmTBiJ78ePxP2wcPgfO6vvsoiIiIiIqJQz+DAUdOk6urbzga2NNWxtrNGlbXOcvRSs77KIiIiIiKiUM+jL5FJS0/AyIQmu5coK89zKOyMuPhFp6emwMDfXaq9QKqFUqoTp1LR0AEBiYuLbKTgfSclJyFCm67uMImM/DAv7YVjehX7k1wexSQZSU9TCdIYiHSql5m2UVijvwmcBsB+Ghv0wLOyHYUlKTkJioqW+yxDIZDKIRKI824g0Go3h/Q/2n7j4RHw3fyV+mj4W1laZb2xScir+N2cZfpw6Gva2Nlrt9x0+hf2Bp4Xp5MQE/L1qwVutmYiIiIiI9C8hIQE2NjZ5tjHoM0NmUlMAQFp6hhCG0tIzU7O5mTRb+85tvdG+ZRNhWq1W44f/jYK9vX2+qZAMV1p6Br6d9wt+nPoVLMzN9F0OlQI8ZqiweMxQYfGYocLiMfP2yWSyfNsYdBiysrSAva0M4c+i4eRoDwCIiHwOe1ubbJfIAYCpRAJTiXaXrCpVehulUgkylWZAamYOGxsb/vKgAuExQ4XFY4YKi8cMFRaPGcNk8AMoeHvVg/+xs0hISkZCUjL8j52Fz3v19V0WERERERGVcgZ9ZggAurX3QXJqGmYtWg0AaNqwNrq0ba7nqoiIiIiIqLQz+DAkFosxsFdnDOzVWd+lkJ5IJGK8374FJBKxvkuhUoLHDBUWjxkqLB4zVFg8ZgyTQY8mR0REREREVFIM/p4hIiIiIiKiksAwRERERERERolhiIiIiIiIjBLDEBERERERGSWDH02OjMfxs5cQdPkGnkXFoHYND4z69ENhWVp6Bjb944+bIfdhaipBG28vdGvfQo/VkiFQKJXYuicAIffDkJySBjtba3Rq1QzN/3sWGY8bysnWPQEIvn0XaekZMDOTolHdmujTtR0kEjGPGcqVXKHAnKVrkJyShsUzJwDg7xjK2YZt+3Ax+BYk4tejxo0ZPgAeFV0BACqVCtv3HcGFq7chEgFNGtTGh907QCzmOQp9YBgig2FrI0PXdj4Iuf8I8QlJWsu2/huA1LQ0zJ0yGknJKVi2Zgsc7GzRzKuunqolQ6BWq2Ers8bYEQNRxsEOj8Kf4Ze122BnK0Ot6h48bihHrbwboVfXNjCTSpGckorVfv8g4MQ5dGvvw2OGcrX38Ck42NkiOSVNmMfjhXLTqlkjfNSjY47LDhw9gwdhEZgxYSQA4Jd1W+F/7Cze78AgrQ+MoGQwGtapgQa1q8Pa0lJrvlyuwOXgO/igU2tYWpjD2ckRbZp74eylYD1VSobCTCpFj06t4ORoD5FIBA/3CqhRxR0PwiJ43FCuypUtAzOpFACg0QAikQjPX8TxmKFcPY6IxO3Qh+jUupkwj8cL6Sro0nV0becDWxtr2NpYo0vb5jxu9IhnhsjgRce8gFKlgms5Z2GeW3ln+B8L0mNVZIgUCiXCwiPxXoPaPG4oT4eOB+Hg0TPIkCtgZWmB3l3b8pihHKlUavjtOogBPTsh66MZebxQXs5fuYnzV27CVmaN5o3roV2LJjAxESElNQ0vE5LgWq6s0NatvDPi4hORlp4OC3NzPVZtnBiGyOClyxUwk5pqXUtrYW6GDHmGHqsiQ6PRaPD3zgMoW8YeDWrXwIPHETxuKFed23ijcxtvRD6PxYWrt2Ajs0JsXAKPGcrm8MlzcCvvjGoe7rj74LEwn/83UW7a+jRGn27tYGVpjrCISKzx2w2RSIT2LZsgQ64AAFhavA49rwJQeoacYUgPeJkcGTxzqSnkCgVUKrUwLy09A2ZSMz1WRYZEo9Fg8+5DiI59gVGf9oWJiYjHDRVIubJl4FquLDZs389jhrJ5HhuHU+evok+3dtmW8Xih3LhXcIHM2hImJibwcK+Azm2a4dL1OwAAM6kpgMxj5ZW09HQAgLmZ9O0XSwxDZPicnRwhNhEjIjJamBcR+RwVXJz0WBUZCo1Ggy17DiEs/Bm+HjZA+KsajxsqKJVajZjYOB4zlM2DsAgkJqdgxs+/Y9LspVj1106kZ2Rg0uylSMuQ83ihAhGJRMJrK0sL2NvKEP5M+7ixt7XhWSE9YRgig6FSqaFQKKFSq6HWaKBQKKFUqiCVmsKrnif2Hj6JtPR0PI+Nw/Gzl+Dz3/DJZNy27AnAg7CnGDN8AKwsLYT5PG4oJ+kZcpy9dB2paenQaDR4GvUcB4+eQa3qHjxmKBuvep6YPXkUvhs7DN+NHYaP+3aFmdQM340dBg/3CjxeKEeXr99BWnoGNBoNHkdE4tDxc2hYp4aw3NurHvyPnUVCUjISkpLhf+wsjxs9Emmy3g1IpEf7Dp/C/sDTWvOqVXbHhM99/3uWw0HcuPNAeJYDh6CkFy8TMG3Br5BIxBCbvP7bTpOGdTCodxceN5RNhlyO3/7aifBnUVAqVbC2tkLDOjXQo0NLSKWmPGYoT3cfPMZvG3e+8ZwhHi+kbdFvf+Np1PPMxz/YyODzXn10aNkUJiaZZ4hUKhW27T2Ci9duAwCaNuRzhvSJYYiIiIiIiIwSIygRERERERklhiEiIiIiIjJKDENERERERGSUGIaIiIiIiMgoMQwREREREZFRYhgiIiIiIiKjxDBERERERERGiWGIiIjeCpFIhN27d7/1/bZp0wbjxo0TpitVqoSlS5fmuU5x1Tp9+nR89tlnRd5OVsePH4dIJEJ8fDwAwN/fHw0aNIBarS7W/RARGQOGISIiIxIVFYWvv/4aHh4eMDMzg5ubG3r06IHAwEB9l1Zkb4aEV3bt2oUffvjhrdcTFRWFZcuW4bvvvivR/XTp0gWmpqbw8/Mr0f0QEb2LGIaIiIxEWFgYvLy8cPToUfz000+4ceMG/P390bZtW4wePVrf5ZUYBwcHyGSyt77fNWvWoHnz5qhYsWKJ72vIkCFYvnx5ie+HiOhdwzBERGQkvvzyS4hEIly4cAF9+/ZF9erVUbt2bUyYMAHnzp0T2j158gQ9e/aEtbU1bGxs8NFHHyE6OlpYPnPmTDRo0ABr166Fu7s7rK2t8eWXX0KlUmHhwoVwcXFB2bJlMXfu3Gw1REZGomvXrrCwsICHhwd27NghLMvpzM61a9cgEokQFhYGAHj8+DF69OgBe3t7WFlZoXbt2jhw4ADCwsLQtm1bAIC9vT1EIhGGDBkCIPtlcgCQlJSEgQMHwsrKChUqVMDKlSvzfO/Cw8Px0Ucfwc7ODg4ODujZs6dQU262bNmCHj16ZNuvr68vrKysUK5cOSxZsiRbfRs3bkTjxo0hk8ng4uKCQYMG4fnz53nuq0ePHrh06RIePHiQZzsiItLGMEREZATi4uLg7++P0aNHw8rKKttyOzs7AIBarUbPnj0RFxeHEydO4PDhw3j48CH69++v1f7Bgwc4ePAg/P39sXnzZvz55594//33ERERgRMnTmDBggWYNm0azp8/r7Xe9OnT0bdvXwQHB8PX1xcDBgzAnTt3CtyP0aNHIyMjAydPnsSNGzewYMECWFtbw83NDTt37gQAhIaGIjIyEsuWLct1Oz/99BPq16+Pq1evYsqUKRg7diwOHz6cY1uFQoHOnTtDJpPh1KlTOHPmDKytrdGlSxfI5fIc14mLi8Pt27fRuHFjrfkTJkzAmTNn8O+//+Lw4cM4deoUrly5km1/P/zwA4KDg7F7926EhYUJwS437u7ucHZ2xqlTp/JsR0RE2iT6LoCIiEre/fv3odFoULNmzTzbBQYG4saNG3j06BHc3NwAAH/99Rdq166Nixcv4r333gOQGZrWrl0LmUyGWrVqoW3btggNDcWBAwdgYmKCGjVqYMGCBTh27BiaNm0qbL9fv34YMWIEAOCHH37A4cOHsWLFCvz6668F6seTJ0/Qt29f1K1bFwDg4eEhLHNwcAAAlC1bVgh3ufHx8cGUKVMAANWrV8eZM2ewZMkSdOzYMVvbrVu3Qq1WY82aNRCJRACAdevWwc7ODsePH0enTp1yrFOj0aB8+fLCvKSkJGzYsAGbNm1C+/bthe1kbQMAw4YNE157eHhg+fLleO+995CcnAxra+tc+1S+fHk8fvw4z34TEZE2nhkiIjICGo2mQO3u3LkDNzc3IQgBQK1atWBnZ6d1BqdSpUpa9+E4OzujVq1aMDEx0Zr35uVd3t7e2aYLc2ZozJgxmDNnDnx8fDBjxgxcv369wOvqWkdwcDDu378PmUwGa2trWFtbw8HBAenp6blelpaWlgYAMDc3F+Y9fPgQCoUCTZo0EebZ2tqiRo0aWutevnwZPXr0gLu7O2QyGVq3bg0gM2DlxcLCAqmpqXm2ISIibQxDRERGoFq1ahCJRAgJCSmW7ZmammpNi0SiHOcVZrjnV0Eqa3BTKBRabUaMGIGHDx/ik08+wY0bN9C4cWOsWLGisOUXSnJyMry8vHDt2jWtn7t372LQoEE5rlOmTBkAwMuXLwu1r5SUFHTu3Bk2Njbw8/PDxYsX8c8//wBArpfkvRIXFwcnJ6dC7Y+IyNgxDBERGQEHBwd07twZK1euREpKSrblrwYt8PT0RHh4OMLDw4Vlt2/fRnx8PGrVqlXkOrIO1PBq2tPTEwCEL/KRkZHC8mvXrmXbhpubG0aNGoVdu3Zh4sSJWL16NQBAKpUCAFQqVZHqeFOjRo1w7949lC1bFlWrVtX6sbW1zXGdKlWqwMbGBrdv3xbmeXh4wNTUFBcvXhTmJSQk4O7du8J0SEgIXrx4gfnz56Nly5aoWbNmvoMnABDOUjVs2DDftkRE9BrDEBGRkVi5ciVUKhWaNGmCnTt34t69e7hz5w6WL18uXDbWoUMH1K1bF76+vrhy5QouXLiATz/9FK1bt842GIAutm/fjrVr1+Lu3buYMWMGLly4gK+++goAULVqVbi5uWHmzJm4d+8e9u/fj0WLFmmtP27cOBw6dAiPHj3ClStXcOzYMSHEVKxYESKRCPv27UNMTAySk5NzrePMmTNYuHAh7t69i5UrV2L79u0YO3Zsjm19fX1RpkwZ9OzZE6dOncKjR49w/PhxjBkzBhERETmuY2Jigg4dOuD06dPCPJlMhsGDB2Py5Mk4duwYbt26heHDh8PExES4F8nd3R1SqRQrVqzAw4cP8e+//xboGUnnzp2DmZlZtsv/iIgobwxDRERGwsPDA1euXEHbtm0xceJE1KlTBx07dkRgYCBWrVoFIPPStj179sDe3h6tWrVChw4d4OHhga1btxZLDbNmzcKWLVtQr149/PXXX9i8ebNwxsnU1BSbN29GSEgI6tWrhwULFmDOnDla66tUKowePRqenp7o0qULqlevLgy+UKFCBcyaNQtTpkyBs7OzELJyMnHiRFy6dAkNGzbEnDlzsHjxYnTu3DnHtpaWljh58iTc3d3Rp08feHp6Yvjw4UhPT4eNjU2u+xgxYgS2bNmidang4sWL4e3tje7du6NDhw7w8fGBp6encG+Rk5MT1q9fj+3bt6NWrVqYP38+fv7553zf182bN8PX1xeWlpb5tiUiotdEmoLeVUtEREQFptFo0LRpU4wfPx4DBw7MsU1KSgoqVKiARYsWYfjw4TrtJzY2FjVq1MClS5dQuXLlopRMRGR0eGaIiIioBIhEIvzxxx9QKpXCvKtXr2Lz5s148OABrly5Al9fXwBAz549dd5PWFgYfv31VwYhIiId8MwQERHRW3L16lWMGDECoaGhkEql8PLywuLFi4XnJhER0dvFMEREREREREaJl8kREREREZFRYhgiIiIiIiKjxDBERERERERGiWGIiIiIiIiMEsMQEREREREZJYYhIiIiIiIySgxDRERERERklBiGiIiIiIjIKDEMERERERGRUfo/MsRGxJI+iXMAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}}],"source":["# 1–5 histogramas\n","hist_specs=[('tiempo_recorrido_min','Tiempo de recorrido','Tiempo (min)','01_hist_tiempo.png'),('km_recorridos','Distancia recorrida','Kilómetros (km)','02_hist_distancia.png'),('consumo_combustible_gal','Consumo de combustible','Combustible (gal)','03_hist_combustible.png'),('peso_kg','Peso de los pedidos','Peso (kg)','04_hist_peso.png'),('costo_trayecto_cop','Costo por trayecto','Costo (millones COP)','05_hist_costo.png')]\n","for col,title,xlab,file in hist_specs:\n"," s=D[col].dropna();fig,ax=plot_start('Distribución | '+title)\n"," vals=s/1e6 if col=='costo_trayecto_cop' else s\n"," ax.hist(vals,bins=14,color=PURPLE,alpha=.85,edgecolor='white',linewidth=.5)\n"," med=s.median()/1e6 if col=='costo_trayecto_cop' else s.median()\n"," ax.axvline(med,color=LIME,lw=2.25,ls='--',label=f'Mediana: {fmt(s.median(),1) if col!=\"costo_trayecto_cop\" else cop(s.median())}')\n"," ax.set_xlabel(xlab);ax.set_ylabel('Número de pedidos');ax.legend(frameon=False,loc='upper right',fontsize=8.5);save(fig,file)\n","\n"]},{"cell_type":"markdown","id":"0991e8db","metadata":{"id":"0991e8db"},"source":["## 4. Boxplots: medianas y dispersión por grupos\n","\n","**Lectura:** Los gráficos deben interpretarse junto con el informe para considerar tamaños de muestra y limitaciones de calidad."]},{"cell_type":"code","execution_count":4,"id":"7bea8bb4","metadata":{"execution":{"iopub.execute_input":"2026-10-25T23:36:51.107735Z","iopub.status.busy":"2026-10-25T23:36:51.107324Z","iopub.status.idle":"2026-10-25T23:36:53.769891Z","shell.execute_reply":"2026-10-25T23:36:53.767914Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"7bea8bb4","executionInfo":{"status":"ok","timestamp":1792973747811,"user_tz":300,"elapsed":1942,"user":{"displayName":"Karolain Reyes","userId":"07798093042579639386"}},"outputId":"4e4906f9-71d3-4d86-9734-15887c57cbd3"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 850x335 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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Pya9WTQgEAmg0GvjVrIF92zfqfAMPFHW0N6Wr0dfQrk1LAMCV6Gva5bX+HZzg6ZHi/v7nyXqFQqnTIlFSn43/lgUAN27ehkql0h7n1af2+aSsJ/v878h7j+XnF8DBwb7UfT4dT6vQEPy6YonBZTyLQPAkAVWr1WVsW0J8frVw41YMAODw7i0lDgbxOBmqVbOGdtnf/9zQPs7OycG92PvFXpeSmq59PDV8EhrUL7o9ctnKtc+MszT/XL8JtVqtTbqffs9qPlVPbt6+8+/66+jaqT0A4MrfT7YtbdRBQ5JqgY0h51233ITEZG1C2yKkCRo3bAAAOiMDlpdGo0E1R0eMHfUyxo56GUDRKJHDX30D8QlJOPzXsTKTIRubJ/E+fb6Bor+Ju/++11ejr2kHLLkVcxf5BUX1ROLiDLdSWkqJiIjI+JgMPSepxAWdOrTF8ZORiItPwFtTZ+LFQf1RrZojEpOScf3GLRyOOI5NvyzTDplsbJ/M+wZTwyeisFCO739crl3erWvRCHa9e3TFwh+WQqFU4vBfx7F46So0a9oYO3YfQNq/t8jV86+Dhs8YKSuoUSC8vTyRkpqG1LR0zPzocwzo1wtnzl0odoscALRv2wpurlJkZsmwc88BSFxc0L5tS6hUaiQmJuPilau4eesO9vyxvtR9NmxQHwH1/XE75i7OX7iM9z/8DH16hEEoFCIhKRl/R1/DnxHHcfbYgXKdt6dbCi5evorjpyJRzdERdWr76XWbUv++vbTJ0KQp/8OEMSPh7eWJtPQM3I29j7+OncS4US9jyMB+6Na1Ixb8sBQajQaH/zqGn1b8gsYNG2Ddb7+X2F+ouq+39vGKNeswuH9fHD91Bicjz5XrWBOTkjHzo3no37eHznsmFovRqUMbAMALfXtqk6HPvlyIR3l5EECAhYuXacvp16dHufb/tKfP+6G/jqFmjeoQCm3RJKhRmbeh+Xh7ah+fOnMeu/YehK3QFgu+L3mkRUOkpKbhtTffRZ+e3VDPvw483NwQn5Co7fsm/7ff3bMUtUgmAQDWb9qKoEaBcHZyQoOAenihT0/8daxoiO3Fy1ZBLBbDVSrBT/8O/Q0AfXp1Z38hIiKiCsRkyAg+njVdO7T28ZOROH4yskL37+BgX6zPSkB9f20HbV8fb8ycMRmff/Ud1Go1flqxRmfbatUc8cWnc575IczW1hbvTX0bM2Z9AqBo+O49/3a496tVE3EP4nW2d3RwwPxP52DyjKKhtddu2Fxs1Lnqvj54FoFAgC8+naMdWvtxPw5j8a9bGx4e7khPz0B8QhImhhd96/94vpuyjH7l/3Ay8izOnLuAO3djMevjeaVuW7e2H0a9/CLW/bYVKpVKO8CCk1M1VPf10c5Z89iwIQOwdcceaDQa7bkWCAQIaRqMy1ejDT7WenXr4MChI9i9T/f8vTlhDNxcixK/Ma+8hGMnInHh0hUkJiVr3+vHWrYIwZiRww3e93+1Dm2ubU19+u/l6TmWSuPr4432bVvh9JnzyM19hPc//AxAUStRUnLKc8d2LzYOS1f8UuK6F3qXnQi2adUC1/5tbf3i2x8APGnV7NurG/6MOI79h44gOztHO9DJY/51amPqO2883wEQERGRQWzK3oTKUt3XB9s2rsZrr74C/zq1YWcnRrVqjvCvUxuD+vfBT999qfeoX+WxZtn3GPhCbzg7OaFaNUf0690dq5cugp2dnXabV14ailU/fYdOHdpCInGBUGgLL08PDOrfB1s3rCpzjiGg6MPgt198gnp160AkEqFuHT/M+3gWBvTtWeL2XTq2w+/rV2LgC73h4+0FkVAIV6kUjQIDMHbUcCz6+rMy9xnUKBDbfvsFw4cNRq2a1SESieDi7ISA+v4YPmww1iz7Xv8T9R9CoRA/ffclQkOaolop/bSeRSwSYcWSBZjzv3fRNLgRqlVzhJ2dGDVr+KJLx/b4/KOZ6BHWWbv9+9PC8c7E1+Dl6QE7OzFCmzfDLz//oNNSYm9fdMtf0+DGWLxgPhrUrwc7OzHq16uLRV9/hg5tW5XrWJsEN8LyJQu0rS/VfX3w/rR3MGnCmCfHIxZj9dLvMG3yJAQG1IO9vR3s7MRoUL8epoVPxKqfFj5zeGl9NQiohy/nfoB6deuUa0CCb+d9jAF9e0EqlcDF2QkDX+iNnxZ9VfYLyyBxccHbb4xDq9AQeHq4QyQU/juAQj1Meet1zPnf1DLLePuN1/DS0IHw8vQo9uWCQCDAt/M/xiezZ6BpcCM4OjhALBajTu1aeH3cKGxa+zPnGCIiIqpgAk15e5STWXV/YZi2NeHx7PZk2TQaTbEPyFmybHTv9yLyCwrg4uyEyIh9Ov1Mnse5qIsY88ZkAKX32yIiIiKyZrxNjqiCrP71N2Tn5KBrp/bw9fFGYlIyfli6Utt5vnePMKMlQkRERERUNiZDRBUkPz8fK9asx4o1xQeNqFe3DqaGTzJDVERERETWi8kQUQVp3bI5oq/dxI1bt5GZJYNIJERtv1roEdYZY0a+hGqOhvdbIiIiIqLyY58hIiIiIiKySuygQEREREREVonJEBERERERWSUmQ0REREREZJWYDBERERERkVViMkRERERERFaJyRAREREREVklJkNERERERGSVmAwREREREZFVYjJERERERERWSWiuHSuUSmzeeQg3YmKR+ygfUokTenVui/atmgEAFv68AffiEmBr+yRf+2TGREhdnAEA+QWF2Lj9AKJvxEAkEqJru1D0697RLMdCRERERESVj9mSIbVaDYmzE6ZMGAEPNynuPUjEktVbIJU4o3EDfwDA4L5d0b1j6xJfv3nXIeTl52PezLfxMPcRvl+5CW5SCdqGNqnIwyAiIiIiokrKbLfJ2YnFGNCrMzzdXSEQCODvVwOB9fxwJza+zNfK5QpcuHIdA3t1gaODPbw93dG1fShOR13Re/8ajQY5OTnQaDTPcxhERERERFRJma1l6L8UCiViHyShVUiQdtn+v05j35FTcJNK0L1jK22rT0paBpQqFWr6emu3rVXdGwciIksvX6mEUqnSPs/JyYGPtxeys7Ph4uJigiMiIiIiIiJLZhHJkEajwfo/9sHLwxUhQYEAgMF9usDX2wNikQg379zHig07YG8nRkhwIArkCtiJRTr9iRzs7VAoLyx1HwcjIrH3yEntc3lhAQAgJT0TeYVKEx0ZERERERFVNB9PN722M3sypNFo8NuOg0hJz8CUCSNgYyMAAPjXrqndpnEDf3RqE4Koq9cREhwIe7EIcoUCKpVamxDlFxTCTmxX6n56h7VD905P+h/l5ORg9aK58PZwY8sQEREREZEVMuvQ2hqNBpt2HkTsg0SEv/YyHOztS91WIBBoH3t7usPWxhbxSSnaZfFJqajh41nq60VCIRzs7XR+iIiIiIjIepk1Gdq08xDuxCZg8viXUc3RQbs8L78A0TdiIJcroFarcSMmFifOXkLz4KJb6MRiEUKbNsLuw8eRX1CA1PRMHD0dhQ7/DstNRERERERUFoHGTMOpZWRl44OvfoJQaAtbmyc5WevmwRjQszN+WrsFyakZAAB3Vwm6dWilnYMIeDzP0H78ff2Odp6hF3roP89QTk4OJBIJB1AgIiIiIrJSZkuGzI3JEBERERGRdTPrbXJERERERETmYvbR5IiIiIiIqGRRh6Kxe1kEku6mwdffEwMmhaFlr2Bzh1VlsGWIiIiIiMgCRR2KxpLwDXB2rYahU3rC2bUaloRvQNShaHOHVmWwzxD7DBERERGRBfp46GI4u1bD9JXjIBAIoNFo8O341Xgky8cn294xd3hVAluGiIiIiIgsUNLdNAR3DNDOtykQCNCkUwMk3k01c2RVB5MhIiIiIiIL5OvvieiTt/H4Ri6NRoO/T9xCdX8vM0dWdXAABSIiIrJKcrkCyWkZRilLoVAiI0sGd1cpRCLjfLzy8XSHWCwySllUOQ2YFIYl4Rvw7fjVaNKpAf4+cQv/nIpB+JJR5g6tymCfIfYZIiIiskpxCcn4YvEac4dRqlnh4+BXw8fcYZCZRR2Kxp5lR5F4NxXV/b0w4M0whPYMMndYVQaTISZDREREVsmYLUPJqelYs3k3xg0fAB8vD6OUyZYhItPjbXJERERklcRikdFbXny8PNiaQ1SJcAAFIiIiIiKySkyGiIiIiIjIKjEZIiIiIiIiq8RkiIiIiIiIrBKTISIiIiIiskpMhoiIiIiIyCoxGSIiIiIiIqvEZIiIiIiIiKwSkyEiIiIiIrJKTIaIiIiIiMgqMRkiIiIiIiKrxGSIiIiIiIisktCcO1coldi88xBuxMQi91E+pBIn9OrcFu1bNUNO7iNs3fMnbt99gILCQni4uaJ/z05o1jhA+/o5X/6Eh7mPYGMjAADY2Nhg4SfTzHU4RERERERUiZg1GVKr1ZA4O2HKhBHwcJPi3oNELFm9BVKJMzzdXVGrug+G9A2DxNkZ0TdisOq3nZj5zlj4entoy3htxCCEBDUw41EQEREREVFlZNbb5OzEYgzo1Rme7q4QCATw96uBwHp+uBMbD093V/Ts3AauEhfY2AjQtHEAvD3dcC8uwZwhExERERFRFWHWlqH/UiiUiH2QhFYhQcXW5eQ+QnJqBmr4euks37h9P9b/sQ9eHq7o160DghvWL7lspRJKpUr7PL+g0LjBExERERFRpWIxyZBGo9EmNSFBgTrrlEoVVm3ciRZNG6J2TV/t8rHDB6B2DR8IbAS4FH0Ty9dvx7SJI1GnVvVi5R+MiMTeIye1z+WFBQCAlPRM5BUqTXRUREREZA0ysrK1v8VisZmjISIfTze9tjMoGbp+/To2bdqEEydO4P79+8jLy4OnpyeaN2+O3r1748UXX4SdnZ3BwWo0Gvy24yBS0jMwZcII7YAIQFEitHzDNojFQowa2k/ndQF1a2kftw4JwpV/buFS9M0Sk6HeYe3QvVNr7fOcnBysXjQX3h5ucHFxMThmIiIiosfkcjkAwN1VoveHMCIyP736DF28eBE9evRA8+bNcfLkSbRp0wbvvvsuPvvsM4waNQoajQZz5sxB9erV8dVXX6GwUP9b0DQaDTbtPIjYB4kIf+1lONjba9cplSqs2LAdKpUKb4waCqHQ9pllCQSCUteJhEI42Nvp/BARERERkfXSq2XoxRdfxHvvvYetW7dCKpWWul1kZCS+//57LFiwALNnz9YrgE07D+FObALefX0Eqjk6aJerVCqs3LgdhQoF3h7zfxAJdUPNlGUjIzMbdfyqw0YgwOV/buHqtdt4941X9NovERERERFZN72SoVu3bkEkEpW5Xbt27dCuXTsoFAq9dp6RlY3jZy5CKLTFB1/9pF3eunkwWjZrjCvXbkMkFOK9zxZp1/UOa4++Ye1RWKjAlt2HkZaRBRsbG3h5uGHCK4Ph71dDr30TEREREZF1E2g0Go25gzCHnJwcSCQSZGdns88QERERPZe4hGR8sXgNZoWPg18NH3OHQ0R6KtdockeOHMGRI0eQmpoKtVqts2716tVGCYyIiIiIiMiUDE6GPv30U8ydOxctW7aEr6/vMwctICIiIiIislQGJ0PLli3DL7/8gtGjR5siHiIiIiIiogqh19DaT5PL5Wjfvr0pYiEiIiIiIqowBrcMTZgwARs3bsSHH35oiniIiIgAAHK5AslpGUYpS6FQIiNLBndXKUSicnWXLcbH0x1icdkjrRIRkeUy+D9CQUEBli9fjj///BNNmzYtNuT2woULjRYcERFZr+S0DHyxeI25wygVRw0jIqr8DE6Grl69ipCQEABAdHS0zjoOpkBkXfjNPZmSj6c7ZoWPM0pZyanpWLN5N8YNHwAfLw+jlOnj6W6UcoiIyHwM/sQRERFhijiIqBLiN/dkSmKxyOjvn4+XB+sEERFpGefrVyKySvzmnoiIiCozvZKhoUOH4pdffoGLiwuGDh36zG23bdtmlMCIyPLxm3siIiKqzPRKhiQSibY/kEQiMWlAZHmiDkVj97IIJN1Ng6+/JwZMCkPLXsHmDouIiIiI6LnolQytWbOmxMdU9UUdisaS8A0I7hiAdlNCEH3yNpaEb8A7i0cyISIiIiKiSs3gSVfJuuxeFoHgjgGYvnIc+ozrhOkrxyGoQ33sWXbU3KERERERET0Xg5OhjIwMvP3222jcuDE8PDzg5uam80NVS9LdNAR3DNDeJikQCNCkUwMk3k01c2RERERERM/H4NHkRo8ejZiYGIwfPx7e3t6cW6iK8/X3RPTJ2+g9tiMEAgE0Gg3+PnEL1f29zB0aEREREdFzMTgZOnHiBE6ePIlmzZqZIh6yMAMmhWFJ+AZ8O341mnRqgL9P3MI/p2IQvmSUuUMjIiIiInouBt8m17BhQ+Tn55siFrJALXsF453FI/FIlo9t3x/GI1k+wpeMQmjPIHOHRkRERET0XAxuGfrpp58wc+ZMfPTRRwgODoZIJNJZ7+LiYrTgyDK07BXMkeOIiIiIDCCXK5CclmGUshQKJTKyZHB3lUIkMvjje4l8PN0hFovK3rCKM/hsSqVS5OTkoFu3bjrLNRoNBAIBVCqV0YIjIiIiIqqMktMy8MViy52SZlb4OE5yjnIkQyNHjoRIJMLGjRs5gAIRERERUQl8PN0xK3ycUcpKTk3Hms27MW74APh4eRilTB9Pd6OUU9kZnAxFR0fj0qVLCAwMNEU8RERERESVnlgsMnrLi4+XB1tzjMzgARRatmyJBw8emCIWIiIiIiKiCmNwy1B4eDimTJmC9957D02aNCk2gELTpk31KkehVGLzzkO4EROL3Ef5kEqc0KtzW7RvVTRkd35BITZuP4DoGzEQiYTo2i4U/bp31L6+rPVERERERETPYnAyNHz4cADAa6+9pl32eDJOQwZQUKvVkDg7YcqEEfBwk+Leg0QsWb0FUokzGjfwx+Zdh5CXn495M9/Gw9xH+H7lJrhJJWgb2gQAylxPRERERET0LAYnQ/fu3TPKju3EYgzo1Vn73N+vBgLr+eFObDzq16mFC1euY8abo+HoYA9HB3t0bR+K01FX0Da0CeRyxTPXExERERERlcXgZKh27dqmiAMKhRKxD5LQKiQIKWkZUKpUqOnrrV1fq7o3DkREAkCZ60ssX6mEUvmk1Sq/oNAER0FERERERJWFXsnQmTNn0LZtW70KzMvLw7179xAUFKR3EBqNBuv/2AcvD1eEBAXizv142IlFsLV9Mr6Dg70dCuVFCUyBXPHM9SU5GBGJvUdOap/LCwsAACnpmcgrVOodKxGZRkZWtva3WCw2czRU1bB+kamxjpEpsX4ZzsfTTa/t9EqGRo8eDX9/f0yYMAH9+vVDtWrVim1z7do1rF+/HmvWrMFXX32ldzKk0Wjw246DSEnPwJQJI2BjI4C9WAS5QgGVSq1NePILCmEntgOAMteXpHdYO3Tv1Fr7PCcnB6sXzYW3hxtcXFz0ipWITEculwMA3F0lel/AiPTF+kWmxjpGpsT6ZTp6JUPXrl3D0qVL8cEHH+CVV15BgwYNUL16ddjb2yMrKws3btxAbm4uhgwZgkOHDqFJE/367Wg0GmzaeRCxDxIxZcIIONjbAwC8Pd1ha2OL+KQU1K7pCwCIT0pFDR9PvdaXRCQUQiR8crgKeemJExERERFZp5SUFMhkMnOHoSM1PQsAcD82Fvm52WaORpdUKoW3t3fZG1oovZIhkUiEyZMnY/LkyYiKisLJkydx//595Ofno1mzZpg6dSrCwsLg5mZYprpp5yHciU3Au6+PQDVHB+1ysViE0KaNsPvwcYwfMQgPc/Nw9HQUBvTsrNd6IiIiIiJDpaSkYPCAIciRPTR3KDqcpK5o0a0vZkz9H3JlWeYOR4eL1Bk7dm+vtAmRwQMotGzZEi1btnzuHWdkZeP4mYsQCm3xwVc/aZe3bh6MV4b0wfBBvbBx+37Mmv+jdh6hp0eKK2s9EREREZEhZDIZcmQPEerbBa6O7uYOR0sjADS3CtHGIwwCywkLWXkZuJB0DDKZzHqSIWNxd5Vg6ZezSl3vYG+H8SMGl3s9EREREVF5uDq6w8PFAj/ci8wdQNVjU/YmREREREREVQ+TISIiIiIiskpMhoiIiIiIyCoxGSIiIiIiIqtUrgEUHj16hGPHjiEuLk47CdRjkydPNkpgREREREREpmRwMnTp0iX069cPeXl5ePToEdzc3JCeng5HR0d4eXkxGSIiIiIiokrB4Nvkpk6digEDBiArKwsODg44c+YM7t+/j9DQUHz77bemiJGIiIiIiMjoDE6GLl++jOnTp8PGxga2trYoLCxErVq18PXXX2P27NmmiJGIiIiIiMjoDE6GRCIRbGyKXubl5YW4uDgAgEQiwYMHD4wbHRERERERkYkY3GeoefPmOH/+PAICAtClSxd89NFHSE9Px7p16xAcHGyKGImIiIiIiIzO4Jah+fPnw9fXFwAwb948uLq64s0330RaWhqWL19u9ACJiIiIiIhMweCWoZYtW2ofe3l54cCBA0YNiIiIiIiIqCKUa54hqhzkcgWS0zKMUpZCoURGlgzurlKIRMapNj6e7hCLRUYpi4gsR0pKCmQymbnD0JGangUAuB8bi/zcbDNHo0sqlcLb29vcYRARWaVy9RkSCATFlgsEAtjb26N+/foYO3YswsLCjBIglV9yWga+WLzG3GGUalb4OPjV8DF3GERkRCkpKRg8YAhyZA/NHYoOJ6krWnTrixlT/4dcWZa5w9HhInXGjt3bmRAZgAm3YZhwE5XO4GSoT58+WLp0KZo0aYLWrVsDAM6fP4+rV69i7NixuHbtGnr06IFt27Zh0KBBRg+Y9Ofj6Y5Z4eOMUlZyajrWbN6NccMHwMfLwyhl+ni6G6UcIrIcMpkMObKHCPXtAldHy/kb1wgAza1CtPEIg8BywkJWXgYuJB2DTCbjh1U9paSkYNjgoch7mGvuUHQ4urgiuHNvzH5vJvJyLCvhdnR2wtYd21jH9CSw0UBgq4LARmnuUCxe0XnSmDuM52JwMpSeno7p06fjww8/1Fn++eef4/79+zh06BA+/vhjfPbZZ0yGzEwsFhm95cXHy4OtOURUJldHd3i4WOAHL96ZW+nJZDLkPczFqNZ94eNqnC/njEEFDfIUQId2L8AWxe+gMZfkrHSsP7efCbcBOvdTot2AzeYOo1IIACDfbWvuMJ6LwcnQli1bcOHChWLLX375ZYSGhmLFihUYMWIEFi5caJQAiYiIiP7Lx9UDtT2rmzsMIqrkDB5a297eHqdPny62/PTp07C3twcAqNVq7WMiIiIiIiJLZHDLUHh4OCZNmoQLFy6gVatWAIr6DK1cuRKzZ88GABw8eBAhISFGDZSIiIiIyNSO7xNCfGsYPJy9zB2KxUt/mIrjMTswZaK5Iyk/g5OhDz74AHXr1sWSJUuwbt06AEBgYCBWrFiBV155BQAwadIkvPnmm8aNlIiIiIjIxDRqATQqW2jUnIGmLEXnyXL6yJVHud7lkSNHYuTIkaWud3BwKHdAREREREREFcHgPkNA0Uguj2+Ly8zMBABcvHgRCQkJRg2OiIiIiIjIVAxuGbp69Sp69OgBiUSC2NhYTJgwAW5ubti2bRvi4uLw66+/6l3W0dNRiLzwNxKT0xAU6I9Jrw4DAGTKsjF34QqdbRVKJYIC6+GtMf8HAFj48wbci0uAre2TfO6TGRMhdXE29JCIiIiIiMgKGZwMTZs2DWPHjsXXX38NZ+cniUe/fv20fYb0JXFxRt9uHXAj5h5k2U9mK3eTSrBo7gztc6VShZnzF6Nls8Y6rx/ctyu6d2xt6CEQWT3O3m4Yzt5ORERUNRmcDJ0/fx4///xzseU1atRAcnKyQWU1Dw4EAMQnpugkQ/915dotaDQaNA8KNCxYIiqGs7cbjrO3ExERVU0GJ0N2dnbIyckptvzWrVvw9PQ0SlD/der8FbQOCYJIpBvu/r9OY9+RU3CTStC9Yyu0DW1SahkKpRJKpUr7PL+g0CSxElk6zt5uGM7eTkREVHUZnAwNHDgQc+fOxZYtWwAAAoEAcXFxeP/99/Hiiy8aPcCMrGzciInF0L5hOssH9+kCX28PiEUi3LxzHys27IC9nRghwSW3Hh2MiMTeIye1z+WFBQCAlPRM5BUqjR53VZORla39LRaLzRwNPY+0TBmUKjU8nF1RXco5FMqiVKqgVKmRlimDJC3T3OFYvLRMGVQqNRRKJRQKXlvLolAqoWL9Msjja5hSqWId0wOvYYbhNcwwlnwN8/F002s7g5OhBQsWYNiwYfDy8kJ+fj66dOmC5ORktGvXDvPmzTM40LJERl1FrereqFld9xtZ/9o1tY8bN/BHpzYhiLp6vdRkqHdYO3Tv9KR/UU5ODlYvmgtvDze4uLgYPe6qRi6XAwDcXSV6Vy6yTNmZUghtbSAU2hZrbaXihEJbCG1t4OkmZd3XQ3amFLa2NhAJhaxfehAJhbBl/TIIr2GG4TXMMLyGGaYqXMMMfpclEgkOHz6MU6dO4cqVK8jNzUWLFi3Qo0cPowenVmsQeeEqendtV+a2AsGzb6sRCYUQCZ8crkJu99zxERERERFR5WVQMqRQKODg4IDLly+jQ4cO6NChw3PtXKVSQ61WQ6VWQ63RQKFQQiAQQCi0BQDciLmH3Ef5aBWiO4pcXn4B7t6PRwP/2hAKbXHrbhxOnL2EkUP7Plc8RERERERZeRnmDkGHRgBo7AUQFGgg0Jg7mics7TyVh0HJkEgkgp+fH1QqVdkb62H/X6d0+vFM/vAbBNT1w7SJIwEUDZzQvEkgHOztdV6nUqmx98hJrPptJ4CiW7eGvdAdoU0bGSUuIiIiIrI+UqkULlJnXEg6Zu5QdDhJXdGiW19c/Gs/cmWWNeKqi9QZUqnU3GGUm8G3yc2ZMwezZ8/GunXr4Ob2fPcG9u/ZCf17dip1/esjh5S43NnJEe+/Pfa59k1ERESVk8BGA9iooBGwg3uZbFRF54v04u3tjR27t1vkXHwbd0fg2+++hpeHq7nD0VHZ5+IzOBlasmQJYmJiUL16ddSuXRvVqlXTWX/x4kWjBUdERET0X+17K2DTbyXizR1IJWADoL3hH/esmre3t8V9uHdwKprLs3adOvCr4WPmaKoWg/86Bg0aVOZgBURERERERJbO4GTok08+MUEYREREREREFcvgZMjf3x/nz5+Hu7u7znKZTIYWLVrg7t27RguOiIiI6L9OHxShHcbCz8PX3KFYvLj0JJw+uAFvTzB3JESWyeBkKDY2tsTR5AoLCxEfz7t3iYiIyLQ0agGgtoVAw74wZVLbFp0vIiqR3leRXbt2aR8fPHgQEolE+1ylUuHIkSOoW7eucaMjIiIiIiIyEb2TocGDBwMABAIBxowZo7NOJBKhTp06WLBggVGDIyIiIiIiMhW9kyG1Wg0AqFu3Ls6fPw8PDw+TBUVERERERGRqBt9se+/ePVPEQUREREREVKHK1fPwyJEjOHLkCFJTU7UtRo+tXr3aKIERERERERGZksHJ0Keffoq5c+eiZcuW8PX15QSsRESkQ2CjgcBWBYGN0tyhWLyi86QxdxhERFbL4GRo2bJl+OWXXzB69GhTxENERJVc535KtBuw2dxhVAoBAOS7bc0dBhGR1bIx9AVyuRzt27c3RSxEREREREQVxuBkaMKECdi4caMpYiEiIiIiIqowBt8mV1BQgOXLl+PPP/9E06ZNIRKJdNYvXLjQaMEREVHlc3yfEOJbw+Dh7GXuUCxe+sNUHI/ZgSkTzR0JEZF1MjgZunr1KkJCQgAA0dHROus4mAJR5SCw0QA2KmgE7OBeJht2cDeURi2ARmULjbpcA5ZalaLzxP+dRETmYvB/qoiICFPEQUQVqH1vBWz6rUS8uQOpBGwAtC/fLARERERk4QzuM/RYTEwMDh48iPz8fACARsNvTomIiIiIqPIw+OvOjIwMvPTSS4iIiIBAIMDt27fh7++P8ePHw9XVFQsWLDBFnFYlJSUFMpnM3GHoSE3PAgDcj41Ffm62maPRJZVK4e3tbe4wiIiIiKiSMTgZmjp1KkQiEeLi4tCoUSPt8uHDh2PatGlMhp5TSkoKBg8YghzZQ3OHosNJ6ooW3fpixtT/IVeWZe5wdLhInbFj93YmRAY4fVCEdhgLPw9fc4di8eLSk3D64Aa8PcHckRAREZGxGZwMHTp0CAcPHkTNmjV1lgcEBOD+/ftGC8xayWQy5MgeItS3C1wd3c0djpZGAGhuFaKNRxgElhMWsvIycCHpGGQyGZMhA2jUAkBtC4GGfWHKpGYHdyIioqrK4E9Cjx49gqOjY7HlmZmZsLOzM0pQBLg6usPDxQI/3IvK3oSIiIiIqDIwOBnq1KkTfv31V3z22WcAiobTVqvV+PrrrxEWFmZQWUdPRyHywt9ITE5DUKA/Jr06TLtu4c8bcC8uAba2T8Z4+GTGREhdnAEA+QWF2Lj9AKJvxEAkEqJru1D0697R0MMhIiIiIiIrZXAy9PXXX6N79+6IioqCXC7H//73P/zzzz/IzMzEqVOnDCpL4uKMvt064EbMPciyi/eRGdy3K7p3bF3iazfvOoS8/HzMm/k2HuY+wvcrN8FNKkHb0CaGHhIREREREVkhg4fWDg4Oxq1bt9CxY0cMGjQIjx49wtChQ3Hp0iXUq1fPoLKaBwciJKgBnEq47e5Z5HIFLly5joG9usDRwR7enu7o2j4Up6OuGFQOERERERFZr3L1npZIJJgzZ46xYylm/1+nse/IKbhJJejesZW21SclLQNKlQo1fZ/0qalV3RsHIiJLLUuhVEKpVGmf5xcUmi5wIiIiIiKyeBY7lNTgPl3g6+0BsUiEm3fuY8WGHbC3EyMkOBAFcgXsxCKd/kQO9nYolJee4ByMiMTeIye1z+WFBQCAlPRM5BUqTXcgBkrLlEGlUkOhVEKhsJy4LJVCqYRKpUZapgyStExzh1MppGXKoFSpoVSqWMf0oFSqoGQd0xuvYYbhNcxwvIYZhtewqiEjK1v7WywWmzmaysHH002v7Sw2GfKv/WTo7sYN/NGpTQiirl5HSHAg7MUiyBUKqFRqbUKUX1AIO3Hpo9n1DmuH7p2e9D/KycnB6kVz4e3hBhcXF9MdiIGyM6WwtbWBSCiESGSxb4/FEAmFsLW1gaebVO9Kb+2yM6UQ2tpAKLRlHdODUGgLIeuY3ngNMwyvYYbjNcwwvIZVDXK5HADg7irh+2hkBvcZMheB4Mk8H96e7rC1sUV8Uop2WXxSKmr4eJb6epFQCAd7O50fIiIiIiKyXmZNhlQqNRQKJVRqNdQaDRSKon49efkFiL4RA7lcAbVajRsxsThx9hKaBwcCAMRiEUKbNsLuw8eRX1CA1PRMHD0dhQ6tmpnzcIiIiIiIqBIpV/uyUqnE0aNHcefOHbzyyitwdnZGYmIiXFxc4OTkpHc5+/86pdOPZ/KH3yCgrh9eHzkEe4+cxKrfdgIoahIc9kJ3hDZtpN12+KBe2Lh9P2bN/1E7zxCH1SYiIiIiIn0ZnAzdv38fffr0QVxcHAoLC9GzZ084Ozvjq6++QmFhIZYtW6Z3Wf17dkL/np1KXPf+22Of+VoHezuMHzHYgMiJiIiIiIieMDgZmjJlClq2bIkrV67A3d1du3zIkCF4/fXXjRocERERUUmSs9LNHYIOFTTIA+AIwBaCsjavMJZ2nogsjcHJ0IkTJ3D69Oliw/rVqVMHCQkJRguMiIiI6L+kUikcnZ2w/tx+c4eiw9HFFcGdeyP6+EHk5WSZOxwdjs5OkEql5g6DyCIZnAyp1WqoVKpiy+Pj4+Hs7GyUoIiIiIhK4u3tja07tkEmk5k7FB2p6VnYuDsC87/5El4eruYOR4dUKoW3t3fZGxJZIYOToV69emHRokVYvnw5gKIhr3Nzc/Hxxx+jX79+Rg/QGglsNBDYqiCw4WRyZSk6Txpzh0FERBXI29vb4j7cOzglAwBq16kDvxo+Zo6GiPRlcDK0YMEC9O7dG40bN0ZBQQFeeeUV3L59Gx4eHvjtt99MEaPV6dxPiXYDNps7jEohAIB8t625wyAiIiLSIZcrkJyWYZSyklPTdX4bg4+nO8RikdHKq6wMToZq1qyJK1euYNOmTbh69Spyc3Mxfvx4jBw5Eg4ODqaIkYiIiIioUklOy8AXi9cYtcw1m3cbraxZ4ePYiolyzjMkFAoxatQoY8dCRERERFQl+Hi6Y1b4OKOUpVAokZElg7urFCJRuT6+F+Pj6V72RlZAr7O5a9cuvQscOHBguYOhIsf3CSG+NQwezl7mDsXipT9MxfGYHZgy0dyREBERET0hFouM2vJSr05No5VFT+iVDA0ePFjnuUAggEajKbYMQIkjzZFhNGoBNCpbaNTGyfyrsqLzZDnzORARERFR5WGjz0ZqtVr7c+jQIYSEhGD//v2QyWSQyWTYv38/WrRogQMHDpg6XiIiIiIiIqMwuOnh3XffxbJly9CxY0ftst69e8PR0RFvvPEGrl+/btQAiYiIiIiITMHgZOjOnTslzmIskUgQGxtrhJCIiKiyy8ozznCyxqIRABp7AQQFGggsaGoySztPRETWxuBkqFWrVpg2bRrWrVunnfAsJSUF7733Hlq3bm30AImIqPKQSqVwkTrjQtIxc4eiw0nqihbd+uLiX/uRK8sydzg6XKTOJX7JSEREpmdwMrR69WoMGTIEfn5+qFWrFgDgwYMHCAgIwI4dO4wdHxERVSLe3t7YsXs7ZDKZuUPRkZqehY27I/Dtd1/Dy8PV3OHokEql2i8XiYioYhmcDNWvXx9Xr17F4cOHcePGDQBAo0aN0KNHD+2IckRk+ZKzjDeLtTGooEEeAEcAtrCca4mlnafKwNvb2+I+3Ds4JQMAatepw0kGiYhIq1xjNwsEAvTq1Qu9evUydjxEZGJSqRSOzk5Yf26/uUPR4ejiiuDOvRF9/CDycizrNiZHZyfexkRERFQFcSIbC2VpnWrZ+bjq8Pb2xtYd2yz2Nqb533zJ25iIiIioQjAZsjDsfGw4dj42HG9jIiIiImIyZHHY+dhw/NaeiIiIiMqDyZAF4rf2RERERESmV65kSKVSYceOHbh+/ToAICgoCAMHDoStra1RgyMiIiIiIjIVg5OhmJgYvPDCC4iPj0dgYCAA4IsvvkCtWrWwd+9e1KtXz+hBEhERERERGZvBydDkyZPh7++PyMhIuLm5AQAyMjIwatQoTJ48GXv37tW7rKOnoxB54W8kJqchKNAfk14dBgDIyX2ErXv+xO27D1BQWAgPN1f079kJzRoHaF8758uf8DD3EWxsiuYjsbGxwcJPphl6OEREREREZKUMToaOHTuGM2fOaBMhAHB3d8eXX36JDh06GFSWxMUZfbt1wI2Ye5BlP9QuLyyUo1Z1HwzpGwaJszOib8Rg1W87MfOdsfD19tBu99qIQQgJamDoIRARERERERmeDNnZ2eHhw4fFlufm5kIsFhtUVvPgotvs4hNTdJIhT3dX9OzcRvu8aeMAeHu64V5cgk4yREREREREVF42hr6gf//+eOONN3D27FloNBpoNBqcOXMGkyZNwsCBA00RI3JyHyE5NQM1fL10lm/cvh8z5i7C1z+tRfSNmGeWoVAqkV9QqPNDRERERETWy+CWoR9++AFjxoxBu3btIBKJAABKpRIDBw7E999/b/QAlUoVVm3ciRZNG6J2TV/t8rHDB6B2DR8IbAS4FH0Ty9dvx7SJI1GnVvUSyzkYEYm9R05qn8sLCwAAKemZyCtUGj3uqiYjK1v729AWQCJ9sI6RKbF+kamxjhFZFh9Pt7I3QjmSIalUip07d+L27du4fv06BAIBGjVqhPr16xscZFmUShWWb9gGsViIUUP76awLqFtL+7h1SBCu/HMLl6JvlpoM9Q5rh+6dWmuf5+TkYPWiufD2cIOLi4vRY69q5HI5AMDdVaJ35SIyBOsYmRLrF5ka6xhR5VTuSVcDAgK0CZBAIDBaQI8plSqs2LAdKpUKk14dBqHw2XMYlRWDSCiESPjkcBVyO6PESURERERElZPBfYYAYNWqVQgODoa9vT3s7e0RHByMlStXGlyOSqWGQqGESq2GWqOBQqGEUqmCSqXCyo3bUahQYNLoYTpJDABkyrJx+24cFEolVCoVLly9jqvXbqMZR5YjIiIiIiI9Gdwy9NFHH2HhwoUIDw9Hu3btAACRkZGYOnUq4uLiMHfuXL3L2v/XKZ1+PJM//AYBdf3Qv2cnXLl2GyKhEO99tki7vndYe/QNa4/CQgW27D6MtIws2NjYwMvDDRNeGQx/vxqGHg4REREREVkpg5OhpUuXYsWKFRgxYoR22cCBA9G0aVOEh4cblAz179kJ/Xt2Knk/X84q9XW+3h6YM2W8/kETERERERH9h8G3ySkUCrRs2bLY8tDQUCiVHJWNiIiIiIgqB4OTodGjR2Pp0qXFli9fvhwjR440SlBERERERESmVq7R5FatWoVDhw6hbdu2AICzZ88iLi4Or776KqZNm6bdbuHChcaJkoiIiIiIyMgMToaio6PRokULAMCdO3cAAB4eHvDw8EB0dLR2O1MMt01ERERERGQsBidDERERpoiDiIiIiIioQpVrniEiIiIiIqLKzuCWoYKCAixevBgRERFITU2FWq3WWX/x4kWjBUdERERERGQqBidD48ePx6FDhzBs2DC0bt2afYOIiIiIiKhSMjgZ2rNnD/bt24cOHTqYIh4iIiIiIqIKYXCfoRo1asDZ2dkUsRAREREREVUYg5OhBQsW4P3338f9+/dNEQ8REREREVGFMPg2uZYtW6KgoAD+/v5wdHSESCTSWZ+ZmWm04IiIiIiIiEzF4GRoxIgRSEhIwPz58+Ht7c0BFIiIiIiIqFIyOBk6ffo0IiMj0axZM1PEQ0REREREVCEM7jPUsGFD5OfnmyIWIiIiIiKiCmNwMvTll19i+vTpOHr0KDIyMpCTk6PzQ0REREREVBkYfJtcnz59AADdu3fXWa7RaCAQCKBSqYwTGRERERERkQkZnAxFRESYIg4iIiIiIqIKZXAy1KVLF1PEQUREREREVKEM7jMEACdOnMCoUaPQvn17JCQkAADWrVuHkydPGjU4IiIiIiIiUzG4ZeiPP/7A6NGjMXLkSFy8eBGFhYUAgOzsbMyfPx/79u0zepBUPnK5AslpGUYpKzk1Xee3Mfh4ukMsFpW9IRERERGRCRicDH3++edYtmwZXn31VWzatEm7vEOHDvj888+NGhw9n+S0DHyxeI1Ry1yzebfRypoVPg5+NXyMVh4RERERkSEMToZu3ryJzp07F1sukUggk8kMKuvo6ShEXvgbiclpCAr0x6RXh2nX5RcUYuP2A4i+EQORSIiu7ULRr3tHvddTUcvLrPBxRilLoVAiI0sGd1cpRCKDq02JfDzdjVIOEREREVF5GPyp1sfHBzExMahTp47O8pMnT8Lf39+gsiQuzujbrQNuxNyDLPuhzrrNuw4hLz8f82a+jYe5j/D9yk1wk0rQNrSJXusJEItFRm15qVenptHKIiIiIiIyN4MHUHj99dcxZcoUnD17FgKBAImJidiwYQNmzJiBN99806CymgcHIiSoAZwcHXWWy+UKXLhyHQN7dYGjgz28Pd3RtX0oTkdd0Ws9ERERERFRWQxuGZo5cybUajW6d++OvLw8dO7cGXZ2dpgxYwbCw8ONElRKWgaUKhVq+nprl9Wq7o0DEZF6rS+JQqmEUvlkQtj8gkKjxEpERERERJWTwcmQQCDAnDlz8N577yEmJga5ublo3LgxnJycjBZUgVwBO7EItrZPGq4c7O1QKC/Ua31JDkZEYu+RJ0N/ywsLAAAp6ZnIK1QaLXYiKp+MrGztb7FYbOZoqKph/SJTYx0jsiw+nm56bVfunvBisRiNGzcu78ufyV4sglyhgEql1iY8+QWFsBPb6bW+JL3D2qF7p9ba5zk5OVi9aC68Pdzg4uJikuMgIv3J5XIAgLurRO8LGJG+WL/I1FjHiConvZKhoUOH4pdffoGLiwuGDh36zG23bdv23EF5e7rD1sYW8UkpqF3TFwAQn5SKGj6eeq0viUgohEj45HAV8tITJyIiIiIiqvr0GkBBIpFAIBBoHz/rxxAqlRoKhRIqtRpqjQYKRVG/HrFYhNCmjbD78HHkFxQgNT0TR09HoUOrZgBQ5noiIiIiIqKy6NUytGbNGsydOxczZszAmjXGm8Rz/1+ndPrxTP7wGwTU9cO0iSMxfFAvbNy+H7Pm/6idR+jpYbPLWk9ERERERPQsevcZ+vTTTzFp0iQ4/mcY7OfRv2cn9O/ZqcR1DvZ2GD9icKmvLWs9ERERERHRs+idDGk0GlPGQURERFSh5HIFktMyjFJWcmq6zm9j8PF0h1gsMlp5RFScQaPJPe43RERERFTZJadl4IvFxrv9HwDWbN5ttLJmhY+DXw0fo5VHRMUZlAw1aNCgzIQoMzPzuQIiIiIiqgg+nu6YFT7OKGUpFEpkZMng7iqFSFTumUt0+Hi6G6UcIiqdQX+tn376qcEjxhERERFZIrFYZNSWl3p1ahqtLCKqGAYlQy+//DK8vLxMFQsREREREVGF0WueIYD9hYiIiIiIqGrROxniaHJERERERFSV6H2bnFqtNmUcREREREREFUrvliEiIiIiIqKqhMkQERERERFZJSZDRERERERklZgMERERERGRVWIyREREREREVonJEBERERERWSUmQ0REREREZJWYDBERERERkVViMkRERERERFZJaO4AiKjykssVSE7LMEpZyanpOr+NwcfTHWKxyGjlERERUdXCZIiIyi05LQNfLF5j1DLXbN5ttLJmhY+DXw0fo5VHREREVQuTISIqNx9Pd8wKH2eUshQKJTKyZHB3lUIkMs6lycfT3SjlEBERUdXEZIiIyk0sFhm15aVenZpGK4uIiIioLBxAgYiIiIiIrJLFtgy9+9G3Os8VShV8vdzxwbsTAABrt+zB+Sv/QGhrq91m8viX4V+b3ywTEREREVHZLDYZWjR3hs7zzxetRGizxjrLOrdtgZcG9KzIsIiIiIiIqIqoFLfJxT5IRFJqOtqFNjF3KEREREREVEVYbMvQ006dv4KgBvUgdXHWWX72YjTOXoyGxNkJ7Vs2RbeOrWFjIyixDIVSCaVSpX2eX1Bo0piJiIiIiMiyWXwyVCiXI+rKdYx9qb/O8rAOLTG0XzdUc7RHbHwSVm7YAYFAgO6dWpdYzsGISOw9clL7XF5YAABISc9EXqHSdAdARETlolAokJ4pM0pZ6RlZAICbMbHIyMo2SpkeblKIRJzUl4jIEvl4uum1nUCj0WhMHMtziYy6ih0Hj2L+zHdga1v6XX3HIi/gzMVovP/2mBLX/7dlKCcnBz7eXsjOzoaLi4vR4yYioucTl5Bs9El9jYmT+hIRVX4W3zJ06vwVtG3R5JmJEAAIBCXfHveYSCiESPjkcBVyO6PER0REpsFJfYmIyNQsOhlKTsvA3bh4vPp/LxRbd+HqdTRu4A97OzHiEpJx8OgZdGnXwgxREhGRKXBSXyIiMjWLToZOn7+C+nVqwcuj+D1/R09fwIZt+6FWqyFxcUaXdi3Qo1MbM0RJRERERESVkcX3GTKVnJwcSCQS9hkiIiIiIrJSlWKeISIiIiIiImNjMkRERERERFaJyRAREREREVklJkNERERERGSVmAwREREREZFVsuihtU3p8SB6OTk5Zo6EiIiIiIiMzdnZGQKB4JnbWG0y9PDhQwBArVq1zBwJEREREREZmz5T6FjtPENqtRqJiYl6ZYwE5BcUYvYXSzB/1jtwsLczdzhUBbGOkSmxfpGpsY6RKbF+lQ9bhp7BxsYGNWvWNHcYlYZIXAixnT1cXFz4R0gmwTpGpsT6RabGOkamxPplOhxAgYiIiIiIrBKTISIiIiIiskpMhkgvQqEtXujeEUKhrblDoSqKdYxMifWLTI11jEyJ9ct0rHYABSIiIiIism5sGSIiIiIiIqvEZIiIiIiIiKwSkyEiIiIiIrJKVjvPEOlv865DuHotBpmybMye/BpqVfc2d0hUhSgUSqz6bQeSUtMhEorg7OSIEYN7w8vDzdyhURXyw6rfkPPwEQQCAezsxBg+oCdq1fAxd1hUxZyOuop1W/di4ugXERLUwNzhUBUx58ufIBTaQiwq+tjeu2s7tGzW2MxRVR1MhqhMLYIboleXtvh26Xpzh0JVVMfWIQgKrAeBQICjp6Ow/o/9mDZxpLnDoipkwitD4OhgDwC4HH0Ta3/fiw/eHW/mqKgqyciU4dS5y6jrV93coVAVNOGVwfwy2kR4mxyVKcDfD64SF3OHQVWUSCREcMP6EAgEAIC6fjWQkZVt5qioqnmcCAFAfkEh/q1uREahVmuwbtt+vDSwJ4S2/J6ZqDLhXywRWZS/Tp1Hs8YB5g6DqqBfNu/Grbv3AQBvj3vJzNFQVXLk5DnUq10DtWv6mjsUqqLWbtkNjQaoU8sXg/uEwdnJ0dwhVRlMhojIYuyPOI20jCyMnNDX3KFQFTR2+AAAQOSFq9i+PwLvjBtu5oioKkhITsOl6BuYPnGUuUOhKmr6pJFwk0qgUqmw69BxrP19N69fRsTb5IjIIhw+fhaXo2/inXHDIRaLzB0OVWHtQpvi1p045D7KM3coVAXExD5ARlY2PvrmZ8z58ifce5CADdv249iZi+YOjaoIN6kEAGBra4tuHVoh5l68mSOqWtgyRERm9+eJczh/5RqmjH9Zp28HkTHk5RdArlBA6uIMALj8zy1Uc3RANUcHM0dGVUGXti3QpW0L7fOFP29At46tOJocGUWhXA6VSq3933j+yjUOpGBkTIaoTBu27Uf0jTvIyc3F4tWbYG8nxtz33jR3WFRFZGXn4I+9R+DhJsWiFRsBAEKhLd5/e6x5A6MqI7+gECs2bIdCoYRAIICTkyPeGvt/2kE7iIgsVc7DR1i+fjs0GjU0GsDDTYqxL/U3d1hVikCj0WjMHQQREREREVFFY58hIiIiIiKySkyGiIiIiIjIKjEZIiIiIiIiq8QBFKzEig3b0b1jK/jXrmmU8pav34a79xOQ/TAXCz6eqjMC2Jszv0B1b0/Y2BR1Tn5pYC8E1K0FhUKJb5atw9TXR8DBniOGVSXGrl+l1SEAOHvxbxw+fg5qjRouTtXw6v+9oB129Ntl6zD2pQHwcJMaJQ6yHMauY4/y8rF51yHcj0+CrY0tmjSqjyF9wwCUfn3jNazqqshrGP9HWh9j1i9ZzkP8+vteZGRlQyS0hae7G14Z0qfYJKyno65i3da9mDj6Re3Ihis2bEe3jq1Qz0j1vKpgMmQFYh8k4lFevtEu8gDQqU1zvDy4N97//IcS10+fNKrYEMkikRBtmgfhz+PnMKBXZ6PFQuZlivoFlFyHklMzsG1fBGZPfg0SFyecvRSN37YfxNvjXgIA9OjUBnsOn9BOrklVgynq2Lqt+1CvTk289vIgAED2w1ztutKub7yGVU0VeQ171jrWr6rJ2PXLRmCDft07oH6douT6j31/Ydu+vzDmqRHmMjJlOHXuMur6Vdd5bZ+w9tiy6zCmT+IEwU9jMmQFTpy9hFYhQdrna7fsgVBoi7SMLGRl56C6tyfGjxgModBW7zIbBdQtVywtmzXG/B9Wo3/PThzWtoowRf0qTWJKGmr4ekLi4gQACA6sh7VbdiP3UR6cqjmiScN62LBtH/ILCvjNahVi7DqWmp6JuIQkvDFqqHaZxNlJ+/hZ1zdew6qeiryGlYX1q+oxdv1yca4GF+dq2ud1a1XH0dMXtM/Vag3WbduPlwb2xB97/9J5ba3q3sh9lIek1HT4enk855FVHUyGrMCtu3Ho1rG1zrL4pBRMfX0khEJbLPh5PS5F30CrkCDcvHMfW/f8WWI5wQ3rY1DvLnrtc9HK36BWqdGwfm0M6NUZdmIxgKIPHCKRCIkp6ajh4/l8B0YWwVT1q6Q6VNPXC3EJKUhJy4C3pzvOXoqGRgNkynLgVM0Rtra2qO7thZh7D9CkUYBJj5sqjrHrWFJqBqQSZ/y24wDuJyTDydEeQ/qEoVYNnzJj4TWs6qnIa1hZ61i/qh5TfgZTq9U4evoCmjV+8v/uyMlzqFe7BmrX9C2xnLp+NXAzJpbJ0FOYDFkBWfZDuDhV01kWEhQIsVgEAKhTszrSMmQAgMB6tTFnyvjn2t+8mW/BTSpBoVyOjdsPYNu+vzBicB/teolTNciyc3ihryJMUb9Kq0NeHkX3Rv+yZQ/UajWCG9aDg709bGyejAXj4lwNWdkPjXeAZHbGrmNqtRqxD5IwqHdXjBzaF9E37+DHtb9j3vtvwda27G9neQ2rWiryGlbWOoD1q6ox1WcwjUaD33YchKODPcI6tAIAJCSn4VL0DUyfWPptcPwfWRyTISsgEomgUCp1lj3dHGtjI4BarQYAo7QMPe7MbicWo0vbFtiw7YDOeoVSCZFIZNAxkOUyRf16Vh1q0aQhWjRpCKCon8ehY2fg5e6qXa9UKiES8dJWlRi7jrlJXSB1cUZgvdpFywPrQaVSISMrG14ebmXGw2tY1VLR1zD+j7QupvoMtmXXYWRl52DS6GHawThiYh8gIysbH33zMwAgJzcXG7alI/thLrq0bQGg6H+kvb2d8Q6wCuAnBitQ09cTKWkZcJO6lLnt87YMPcrLh0gohFgsglqtQdTV66hV3Vu7Xq1WIy1Dxm+8qhBj16+y6lB2Ti4kLk5Qq9XYvj8CXdqGar9hA4oGWejXvWP5D4gsjrHrmF8NH9jbixGflIqavl6IfZAIjQZw1aN8XsOqnoq8hvF/pPUxxWewzbsOITUjC5NefVEnserStoU26QGAhT9vQLeOrbSjyQFAUmoGOrVpbuBRVG1MhqxA8+CGuHb7XrkHPSjJj2u2ID4pFQAw97sV8HJ3w7SJI5GSloGN2w8AKPqmo1YNb7w0oKf2dTGx8ahdyxfVHB2MFguZl7HrV1l16Nete5Epy4ZSqUJww3oY1OfJN2UZmTKoNWrU9PUySixkGYxdxwQCAcb8X39s2LYPCoUSQqEt3hg1FCJh0b/E0q5vAK9hVVFFXsP4P9L6GLt+3YmNx9HTF+Dj6Y6vf1wLAHB3lWLSqy+W+dpCuRyJyWloWL+OUWKpKgQajUZj7iDItAoK5fh26a94761XdTpwmsPKjTvQoVUzoyZmZF6WVL+274+Ap7srOrYOMWscZFyWVMd4Dat6WL/IlCypfh0/cxFZ2Q/1HgzLWtiUvQlVdvZ2Ygzr3wPpmdlmjUOhUCLA348X+SrGUuoXAEhcnNC+ZTNzh0FGZil1jNewqon1i0zJUuoXUNQq3iesnbnDsDhsGSIiIiIiIqvEliEiIiIiIrJKTIaIiIiIiMgqMRkiIiIiIiKrxGSIiIiIiIisEpMhIiIiIiKySkyGiIiIiIjIKjEZIiIiIiIiq8RkiIiIiIiIrNL/A5zzc0MVaYkcAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}}],"source":["# 6–10 boxplots\n","box_specs=[('ciudad_destino','costo_trayecto_cop','Costo por ciudad de destino','Costo (miles COP)','06_box_costos_ciudad.png',['Sincelejo','Santa Marta','Barranquilla','Soledad','Cartagena']),('estado_entrega','tiempo_entrega_min','Tiempo registrado según estado','Tiempo de entrega (min)','07_box_tiempo_estado.png',['Entregado a tiempo','Retrasado','Devuelto']),('tipo_producto','peso_kg','Peso por categoría de producto','Peso (kg)','08_box_peso_producto.png',['Frutas','Verduras','Lácteos','Carnes frías']),('nivel_transito','tiempo_entrega_min','Tiempo de entrega por tránsito','Tiempo de entrega (min)','09_box_tiempo_transito.png',[1.,2.,3.,4.,5.]),('clima','tiempo_entrega_min','Tiempo de entrega según clima','Tiempo de entrega (min)','10_box_tiempo_clima.png',['Soleado','Nublado','Lluvia moderada','Lluvia intensa'])]\n","for cat,val,title,ylab,file,groups in box_specs:\n"," lists=[D.loc[D[cat]==x,val].dropna() for x in groups];fig,ax=plot_start(title)\n"," data=[list(x/1000) if val=='costo_trayecto_cop' else list(x) for x in lists]\n"," labels=[(str(g) if cat!='nivel_transito' else str(int(g)))+f'\\n(n={len(a)})' for g,a in zip(groups,lists)]\n"," bp=ax.boxplot(data,patch_artist=True,tick_labels=labels,showfliers=True,medianprops={'color':LIME,'linewidth':2.2},whiskerprops={'color':GREY},capprops={'color':GREY},flierprops={'marker':'o','markerfacecolor':'white','markeredgecolor':PURPLE,'markersize':4})\n"," for j,b in enumerate(bp['boxes']):b.set_facecolor(PURPLE if j%2==0 else ROSE);b.set_alpha(.78)\n"," ax.set_ylabel(ylab);ax.tick_params(axis='x',labelsize=8);save(fig,file)\n","\n"]},{"cell_type":"markdown","id":"1cc9b484","metadata":{"id":"1cc9b484"},"source":["## 5. Scatterplots: relación entre pares de variables\n","\n","**Lectura:** Los gráficos deben interpretarse junto con el informe para considerar tamaños de muestra y limitaciones de calidad."]},{"cell_type":"code","execution_count":5,"id":"7357842a","metadata":{"execution":{"iopub.execute_input":"2026-10-25T23:36:53.775286Z","iopub.status.busy":"2026-10-25T23:36:53.775099Z","iopub.status.idle":"2026-10-25T23:36:58.075109Z","shell.execute_reply":"2026-10-25T23:36:58.072800Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"7357842a","executionInfo":{"status":"ok","timestamp":1792973749905,"user_tz":300,"elapsed":2089,"user":{"displayName":"Karolain Reyes","userId":"07798093042579639386"}},"outputId":"aee20640-030d-45ac-f8e7-fb972f28ed66"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 850x335 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0MAAAFACAYAAAB+y6doAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAlzNJREFUeJzs3Xd8W+X1+PGPhmXLQ7LkHY8sjwxnLxI7QCAhg0ADpaWFMgpllkIp9AddjJbuFviWUqAts5RddkIgISGJs0P2duI4sR1vyZaHLFnS/f2hWLFj2ZYcz+S8X6/2ZV/d8VzJDvf4nOc8KkVRFIQQQgghhBDiPKPu7wEIIYQQQgghRH+QYEgIIYQQQghxXpJgSAghhBBCCHFekmBICCGEEEIIcV6SYEgIIYQQQghxXpJgSAghhBBCCHFekmBICCGEEEIIcV6SYEgIIYQQQghxXtL29wDOB06nk5deexO32803lywmMSG+v4ckhBBCCCHEeU8yQwG48bZ7GD05l9GTcyk5WQpAyclS37Ybb7un0+N/9+f/4//+8S90uhAJhEQ7H3y8zPez9PfnX+xy/78//6Jv/w8+XtYHI/Sv8EQRd//4IXIuXewbz8rVa/ttPEIIIYQQwTrvMkN/f/5Fnv3nywAsuWIhv3/8F77XPln2BQ8/8gQejwetVsP//fm3XHJR7lld7+Oln/P2/z7iJz+6g9u+f8NZnaunvPrfd6irqwPgnjtv7efRiMHI7Xbzowd+zpGjx/p7KO188PEy3x8tbrz+2xiiovp5RAPPlm3b2bJtBwCXzrmQ0VkZ/TwiIYQQon+cd8FQR1auXsvPH/stHo8HtVrNH379S18g9Mv/dz919fUAxMXGBHxOj8dDVXU1f/zNr7jy8vm9Mu7ueO2NdzhZWgZIMDQQXJg7k9dffBaApMSEfh5NYIpLSn2B0NC0FH718AOEheoYOWJ4P48MPvhkGVu/3gnAVVcukmDIjy3bdvj+KJQ8JEmCISGEEOctCYaA9Zu28sDPHsPlcgPw2C9+yuUL5vlez8wY2a3zqtVqbrnxuh4Z40DQaLcTrtf39zCAgTWWjnQ1RmdzM2qVihiziRizqQ9HdvYqKqt8X08cn03OBdO6PMbj8dDc3ExoaGhvDk0IIYQQImDnfTD09Y5d/OgnP8PpdALw8AP38q2rrmizz4233eP7S/PKT98leUhSp+esr2/g36+8zopVaykpLUWj0ZA+YhhXX3k53/7mN1CpVL59R0/2Zp+GJCXyj6f+wG/++BT7DhwkKTGB++6+jflz5/D5ytU88/yLnCgqYcSwNB5+4F4umD6lzTUtViv/fOl1Vq9dT2lZOfqwUCZOGMddP7iJieOzAW/50M8f+12b41quD3Bgex5btm3nptvvBbxlhHMuzOW5f73M0WPHuf373/NlkjZt+ZqXX3+L3Xv301DfQEyMmQumT+GOW29kWFqq75xNTQ6eee7frPxqHaVl5Wg1GsxmE6OzMrjy8vnMu+SiTt/LSy+/xpfF+nLpe/zhr8+wccs2jAYDKz99N+B7b23p8hW88/7HHDyUj73JQVxsDFMmTeBXD91PVFQk4A1UXv3v2yxbvpLjJ4pRUBiamsLlC+Zy0/e+gy4kJOAx/uzR3/LhJ58B8MIzf2bj5m18unwl1dUWVnzyDlu27fB9Lj+8/fttsnWfffElz/7zZYqKT5KWmszdt93c6fu178Ah/vXyf/h6x25qa20YjQYmTxzP7d//HmPHjPLt5/F4+OdL/2Hp5yspKi5BUSDGHE1G+kjmXXIR1yxZ3OE1Wv8+AHz06XI++nQ54P39+ODjZb6swxOPPExFVRXvvv8J5RWVvPz800yfOhlFUfjg42W89+GnHD5yFJfLxbC0VK7+xuV87zvXoFafns7Y+v1d+8VH/Pnpf7Bm3XpcbjcX5szk0Z8/SLTR0OZnt8Xcxd/yfd36d/fLr9bx+lvvsf/AIexNDpKHJLJ4wTxuvel6wsK6Dtb+9fJ/WLdhMyeKSqiprUWlUpGclMTcSy7kjltuRK8P6/IcAOvWb+I/b73H3n0Hqa+vx2SKZuL4bP7f/feQPCQRAEVRePf9j/nfR0s5UnAMl8tN8pBE5s25iB/cfL3vZxa8cxmf+vsLbNm2A2tNDfowPfFxsYzPHsNN13+brMz0Nr/zAD9/7He+n7/fPfZzrrpyERD4z5IQQggxmJ3XwdDRgkLuuu8h7E1NAPzorh9w0/XfPqtz1tpsXHfzXRQUHm+zfffeA+zee4AtX+/gr79/vN1x9fX13HznfdTU1AJwrPAE9z/0CHfceiPP//tV336H8o9yzwM/48ul72E0GAA4WVrG9bfcTVl5hW+/5uZm1uZtZOOmrTz95ye6Nfdp2/adfPTpchRFabP9jXfe54k/PtVme1l5BR9+8hkrVq3h5ef/j3FjRwPwmz8+yfsfLW0zrpKTpZScLEUfFtZlMNTazXfcS1HxSQBf6VOw9/6Lx3/fZjwt5zhZWsZ9d/+AqKhInE4nt979E7Zt39lmv0P5RzmUf5S16zfz4nNPtQmIOhtja0/88Snf611ZvmIVD/zsMd/7fOToMX7y8KNkdZCpXLUmjx//9Jc0u1y+bVXVFr748itWr8lr8148/+JrPPPcv9scX1pWQWlZBfX19Z0GQ8F44aXX/N7vzx79rS+AanEo/yi//8vf2Ll7H0/+of3vCMD1t9zV5nzLV6wiRKvlT799JOAx/e25f/Pcv15ps63weBF/f+ElNm75mpeef9rvZ9vaB598xrHCE222HT1WyNEXC9m5ay+v/PNvXY7j2X++3K5hRkVlFV98+RXXX3s1yUMSURSFB3/+GMs+/7LNfscKT/DPl//DytVreeOV5zAaDLhcLn7ww59QeLzIt19dfT119fUcPVbIpInjyMpM73JcENzPkhBCCDGYndfB0J59B3xf33LjdV3+1T0QT/39n75AKDN9JPfceQu1tjr+8vSz1NrqWPb5l1x68YUsmn9pm+NsdfVMGDeW3z36Mz5dvoJln3+Joig8/+9XufTi2Vxz1RX8++XX+XrnbhoaGvn0sxVcf+03Afj175/0BQPfWLyAxQvmUXyylD8//SyNjXZ+8fjv+XLpe765KT9+6BGqqqoBfHNV/CkuKWXc2NHcetN1aLVawvV6SsvK+cNfn0FRFNRqNbffcgMTx2fz4SfLWL5iNQ0Njfzs0d/yybv/QaVSsWpNHuDNfD30k3uIiIigrKycrdt3EhkREdR7W11t5aGf/IiM9BGUlJwM6t7D9Xq++PIrXyCk0Wi46bpvM2P6ZKzWWj5e9jngzdi9+sY7vkAoKTGeB+69C1Qq/vp/z1FaVs627Tt59b9vc9vN3wtojK0VFZ/khu9ew4U5MzlZWkZ4eLjfe3W73b73GWDR/Eu58vIFbNy8jVf/+3a7/Rvtdn75+B98D6/f+dYS5lyYw1drN/Dmux/Q7HLxy8f/wMql7xKu17Pqq3UAGKIi+eVDPyE2xkxFZRU7du+lpqam08/hl//vfrZ8vYPf/ulpAGbnXMAdt3ibg5w5p66o+CRXLLyMyxfOo6amlvj4OD5fudoXCA0flsYP77iFcL2eF158jV179vHZF18yd0773xHwZhr/9MQj1Dc08Pu//I3m5maWffElv3r4J4zOyuT1F5/lt396mgOH8gF4+k+/ITbG7Bvbnn0HfIFQXGwM9919Gwnxcbz+1v9Yk7eBr3fs6vCzbe3aby7BFG0kOtpAWFgYDfUNvPW/j1ibt5HN27azY9ceJk0Y1+Hxe/cfbBMIfXPJYi69eDaNdjsrV61BpfJmxj77YpUvEDIaovjJvXdhNkXz9+df5FD+UQoKj/PU3//JYz9/kILCE75AaOaMqdxyw3dxud2UlJSyZv1GX4D3+ovP8v5HS3n/VCfCO265gdk5FwAwbGha0D9LQgghxGB2XgdDLVQqFbMCmPPQFY/Hw/IvTv8F98+/e5TM9BEAOJocPPGnpwBY9vlKvw96f/jNLxmWlkpcXKzvAUgfFsYff/MrIiLCcTgcfL1zNwAnikoAqKm1sXb9RgBiY2N8JX4ZI4cza8Y0Vq5eS01NLXkbNnPZpRcTYza1+av3lEkTOryf8HA9//z7X4k2GnzbXnn9bZqbmwGYO+dC7rv7NgBmzZjGth27qaqq5mhBIQcPH2F0VgZarfdHzBAVSWpKMiOHD0Wn0/HNbmQeHnrgR3z76it93wd77x8v/dx37K03Xsf9P7rD9/03Fi/wfb30sxW+r3/18APMuTDH+37o9dz944cAWLZ8pd8H5jPHeKbFC+fx85/+uMt73XfgEOUVlQDEx8Xyx9/8Cq1Wy0W5M9mzbz/bd+5ps//6jVuwngpixo7O4tGfPQjAhTkz2b13P/sOHMJaU8OGTVuZO+dC3+ei1+tJTRlCVkY6en1Ym/ehI5kZI6mprfV9H2M2dfhzNHniuHZZm788/Q/f19d9+2oS4+MAb0Cwa88+AD5Z9rnf35FHfvYAc+dcCMDqNXms27AZt9tNSWkpozIzmDJpApGRp4Ps7DGj2pS1frLsC9/XV1+5iGFDvSWd117zDdbkbfDt01UwNOuCqTz/71fZvnMP1dWWNhkU8AY7nQVDrX8WL18wlyceefj09/Pn+r5euvz0z+KP7vyB72crLTWFb3z7RgCWf/Elj/7sAUK0p/85j4uNYWhaCslDklCr1Vz/nW/6XpsyaQIbN2/zfT80LbXN57di1ZqgfpaEEEKIwey8DoZUKhWKoqAoCvc+8HP+/Y8nO32A6YrFWkOtzduyWh8W5guEAMZlj/Z93bqMpYUhKtI318ZoOF1eNWxYGhER3uyBKdro215X5+1ud6Ko2Jc9qKqq5nu3/tDv2I4eKwz6fiZPGNcmEALv2jItxmeP8X0dEqJldFYG605lnAqPn2B0Vgbf/MblvPDiaxw8fISrv/t9NBoNw9JSyZ01g1tu/C7xcbEBj6clKGkR7L23ft8vvnBWh9dpfY8Txp2+x9b323qfzsZ4pou7eL1FUaus0qhWQSXAuLFj2gVDHX0u4P3Z23fgkHe/U+9BS+BRXlHJd2++E5VKRWryEC6YPoWbb/gOw4emBTTOrlw8u/373PpzaMkunang2HG/26dNmej7Otp4+vfBdur3oSut36cXXvoPL7z0n3b7HCv0f+0WJSfLuO77d1Ff39DhPl2Np/U4/L1Hvv1avVfjW/0sZqaPQB8Whr2piVpbHRZrDUPTUpgyaQJf79jFx0s/5+OlnxMWFkpWRjrzLrmIG757DTqdrtNxnTm2QH6WhBBCiMHsvA6G5s+dQ7XFwtavd9Jot3PnvT/l1X89w6jMs28z27pJgr/vzxQZeXoSdOvJ45ER/suoFBS/2ztitzcFtT9AzKnyokD5u8f77r6NjPQRrFy1hkP5RykqLvHOrThWyIbNW3n/jZfaPOh3JjbI8bTozr3708VHCHQ9xlhz9+4h2HG02Z/2B3zrqitIjI/j0+UrOHAon+MnijlRXMKJ4hJWrV3P0v+93iMtqWO6eb+NTf4/s5Z5cgAareb0C0pwvw+dcbncOJ3ODgOHDz/9zBcITRyfzQ9uvp5oo4HVa9fz4qtveIfj8fTYeAKlVqt54Zk/8+77H7Nh01aOFBRSWlbOrj372LVnH0XFJTz2i5+e1TX8/SwJIYQQg9l5HQyFhYXy3NN/4uY77mXv/oPY6ur5wd0/4T8vPtutv4ybTdEYoiKx1dXTaLeTf7SAjJHe7NDuPft9+7WU5vSEtNQUX4YrLSWZZR+8gUajabNPc3PbEh61+vQDTcu6Sv74C25ad4rbs+/0PTU3uzhw8PDp/Vq9f5fPn+sr/XE4HDz0q9/w+cqvyD9SQOGJItIDXJvmzPEEe+/Dhqb6skRr1m3oMAs4LC2VQ/lHAW/ji5a/3O9q/Rmm+f8Muwp6Aw1kUpOH+L4+eCgft9vtu7fde/e327/t53KgzWutv2/52VMUhdk5F/jmirhcLv789D947Y13qKqqZseuvVyUOzOwwXbC789Qq8/h1X/+jelTJ7fb52wCWLXq9M+z54ygZFhaKuvWbwLadk4789qdZVAqTpUvAtx+yw2+bGDrEryutB7HmryNLF54mf/9hqb65iDu3rvf15jk8JECX+MXoyEKsykaRVGICA/n5u99h5u/9x3A22nx2htvp7iklBWr1viCIZW68/eoRSA/S0IIIcRgdl4HQwAREeH88+9/5cbb7uHI0WNUW6zcetePef3FfzAkKTGoc6nVahbOn8vb730IwP/7xa+5+/bvY7PV8cwLpydLL2o1J+BsRRsNzM65gLV5GzlRXMLd9z/MN7+xmIiIcE6WlnHg4GFWrF7LW68875s74f2LfykAr7/1HmNHZxEVGRnQekrz517Mk397jmaXixWr1vLMcy8yYfwYPvxkOZWnSuRGjhjGqFNdq677/l2MzspgfPYY4uNjaWho5EhBoe98Tmdzn937FYsu48tTjQNefO0NXG43M6ZOpqbWxifLPufRn/+U5CGJXL5wni8Y+s0fnqShsREVKp585nnftRct6LnP0J+xo7NIiI+jvKKSisoqHn7kCa5YdBmbtnzdrkQOIGfmdKKjjdTU1LJ3/0F+84cnuWj2TNbmbWLv/oMAmKKjfXPj7vvpL4mICGfKpAkkxsfhcrvZd2o/wNdqvjcsXjjP9zk89KsnuOPWGxmamoKlpobjJ4pZs24DF+ZcwA/vuKVb5ze0KjN994NPuDBnJmFhoWSPGcXihfP4z5velux/+OvfqLXZyMwYSV1dPSeKS9iwcStDkhL47WM/7/D8rf9deP2t99CFhLBr737+99GnAY/xikWX+cbx6Wcr0IeFccnFs7Hb7axak8e3r/4G06ZM5PIF83xNSJ55/kV0Oh2maCP/ONW6HGDBZZeiUqkoK6/glrt+zIJ5lzByxDBizWaKS05isdYA3nbxLVqX4n6xag0pyUPQajWMGzs66J8lIYQQYjA774Mh8M7FefEfT3HDrT/kRHEJpWXeh4rXX/xH0KVZP/7h7WzdtoOCwuMcPHyEex/8RZvXF82/lIWXXdKTw+fRnz3gay+9Nm8ja/M2drr/jGmT2X8qi/P7v3hbAE+bMpHX/vX3Lq+VlJjAww/eyxN/fAqPx8M//vVym9cjIsL5/eO/8GUELBYrb777AW+++0G7c40cMazDNtGBCube58+dw5IrFvLhJ5/hcrl58dU3fGVNXt5Sq5uu+zZr1m3k6x27OFlaxoM/e6zNeaZOnshN1197VuPuikaj4af3/9B37U8/W8Gnpxo7pKWmcKKouM3+4Xo9TzzyMPf/v1/R7HLxxjvv88Y77/teD9FqeeLRh33dv+rq61mxao1v/aPWYmPMXDBtSrvtPWXBvEv4at0GPvp0OWXlFTz+u7+022f2rBndPv+MqZNZsWoNAP96+XX+9fLrDElK5Mul7zE+ewx33XYzz/3rFWx19fzxyfY/80uuWNjp+a9YdBkvvPga9qYmNmzayoZNWwFvswh/gao/48aO5u7bvu/7/Xn3g09494NPfK+3NANZeNklrFy9ls+++JLaWhuP/OaPbc4zYthQ7r/ndt/3xwpPtGsb3qJ1Y4bpUyb5sqqtf29a1mIK5mdJCCGEGMwkGDolPi6Wl55/mutvuZvyikqOnyjmB3ffz6v/eiao80QbDbz16gv8+5X/smL1GkpOlqHVaBg5YhhXf+Nyrj1j0dWeMCQpkfffeIl/v/oGX61dT0lpKVqtloS4OMZlj2b+pReTmBDv2/+Ht99CQ0MjX63bQGVVdbt1hLpy3bevZvjQtNOLrjY0YDaZmDljKnf+4KY2ZTa33XIDX61dz4FD+VitNbhcLuLj48idNYN77rilXVlbb9/77x//BTOnT+W9Dz/h4KEjNDkcxMaYmTppgm+OjE6n46XnnuLVN95h6WcrOH6qUcPQ1FQWL5zLTddf2+U6ND2h5eH1uX++woniElKSk/jBTddzsrTMt6hpa5dePJs3X3mef73yOtu276LWZsMQFcWUSRO4/ZYbyG61UOZ3v3U1puho9u0/SJXFgtPpJMZsZvqUSfzwjlvaLOTZG/7w618yc/pU/vfRp20+h6FpKVx68WwWXta+k1ygvv3Nb1BWUcHS5Sspr6hsVwZ2710/YHz2GN54+3/s2X+QhvoGzGYTKUOSuOjCWSy6rPOs35CkRP79jyf545PPcPhIAfGxsdx8w3cICw0NOBgC+NFdtzJ+3Bj++9Z7vnGYTNFMGDeW5CHeMkmVSsVffvcoM6ZO4v2Pl3LkaCEut5shSQnMu+Qibrv5e77Pymgw8MPbv8+Wr3dQeLyImppaNFoNQ1NTWDDvEm696XrftTMzRvKHX/+Sf770H4pKTrbLBAbzsySEEEIMZiol2CdhIYQQQgghhDgH+J85L4QQQgghhBDnOAmGhBBCCCGEEOclCYaEEEIIIYQQ5yUJhoQQQgghhBDnJQmGhBBCCCGEEOclCYaEEEIIIYQQ5yUJhoQQQgghhBDnJQmGhBBCCCGEEOclCYaEEEIIIYQQ5yUJhoQQQgghhBDnJQmGhBBCCCGEEOclCYaEEEIIIYQQ5yUJhoQQQgghhBDnJQmGhBBCCCGEEOclCYaEEEIIIYQQ5yUJhoQQQgghhBDnpfMmGFIUBZvNhqIo/T0UIYQQQgghxABw3gRDdXV1GI1G6urq+nsoQgghhBBCiAHgvAmGhBBCCCGEEKI1CYaEEEIIIYQQ5yUJhoQQQgghhBDnJQmGhBBCCCGEEOclCYaEEEIIIYQQ5yUJhoQQQgghhBDnJW1/D0AIIYQQQojzgcPupCS/HFt1A4aYCJIzEgjV6/p7WOc1CYaEEEIIIYToZQ67k/Ufbqckv9y3LTkjgZwlkyUg6kdSJieEEEIIIUQvK8kvbxMI+bYdKe/gCNEXJBgaYCZOnMjEiRMZM2YMGo3G9/2111571ueur69HpVL1wCj9W7RoEYcOHQrqmFdeeYUlS5YAsG3bth65z4589dVXTJw4sdfOL4QQQgjREVt1g//tVf63i74hZXIDzM6dOwEoLCxk4sSJvu8Hg2XLlp3V8VOnTuXtt9/uodEIIYQQQgwchpgI/9tj/W8XfUMyQ6243Q5qG/L75H9utyOosX3++efk5uYyZcoUpk+fzurVqwFvtiM7O5u7776bCRMmMHbsWLZt2+Y77oUXXiAjI4NJkybx1FNPtTnn1q1bueSSS5g6dSqTJk3i3XffBbyBWHR0NI8++ihTpkwhPT29TaCzceNGcnNzmTBhAuPHj+ejjz4CYNiwYb7g7cknn2TatGlMnDiRadOmsXHjxi7vsXXmpqsxdDR2l8vF/PnzmTp1KmPHjuW6666joUH+4iKEEEKI/pWckUByRkL7bekJHRwh+oJkhlqpbzrB8i2L+uRaC6YvwxiREdC+BQUFPPbYY3z++ecYDAaOHDnC7NmzKSwsBODgwYO8+OKL/OMf/+D555/nF7/4BZ9//jl79+7l0UcfZceOHSQlJfHzn//cd86amhpuv/12li1bRlJSElVVVUyePJlZs2YBUFtby/jx43n88cdZvnw59913H4sWLcJisbBkyRLee+89Zs+ejcfjoaampt2Yb7jhBn7yk58AsGnTJm6++WYOHjwY1HvU0Rg6G/uQIUN44403iImJQVEU7r77bp555hkefvjhoK4thBBCCNGTQvU6cpZMpuRIObaqBgyxESSnSze5/ibB0CCwfPlyjhw5woUXXujbplarOXHiBADp6enMmDEDgJkzZ/KXv/wFgFWrVrFw4UKSkpIAuOuuu/j9738PwIYNGygoKGDhwoVtrnXo0CFGjBhBWFgYV199te+cR48eBbxZoaysLGbPnu0bh9lsbjfmHTt28Nvf/pbq6mq0Wi2HDh3Cbrej1+sDvu+OxtDZ2JOSknjqqadYunQpLpeL2tpaX4AnhBBCCNGfQvU6RoxL7e9hiFYkGBoEFEVh3rx5vPHGG+1eKykpISwszPe9RqPB5XL5PU/r5gmKojB27Fg2bNjQbr/CwkJCQ0N9+2s0Gtxud8DjdTqdXH311axevZpp06Zhs9kwGo04HI6ggqGOxtDZ2F9//XVWrVrFmjVrMBgM/O1vf2PVqlUBX1MIIYQQQpw/JBhqJTIsjQXTz64JQDDXCtT8+fN5/PHH2b17N+PHjwdgy5YtTJ8+vdPjLrnkEn7/+99TVlZGYmIizz//vO+1WbNmcezYMVauXMncuXMBb/OGMWPGdHrOWbNmkZ+fz7p169qUybXODjU1NeF0OklL897jM888E/C9BqKzsVutVmJjYzEYDNTV1fHKK6/4xiGEEEIIIURrEgy1otGEBjyPpy+lp6fzxhtvcMcdd9DY2IjT6WTSpEl+M0WtZWdn89hjjzF79mwiIyN9JWcAJpOJpUuX8uCDD/LAAw/Q3NxMWloaH374YafnNJlMfPDBBzzwwAPU1dWhVqv5zW9+wxVXXOHbx2Aw8MQTTzB9+nRiY2P5zne+c1b3728MHY39xhtv5KOPPiIrK4u4uDhmz57N8ePHe/T6QgghhBDi3KBSFEXp70H0hZZSrdraWgwGQ38PRwghhBBCCNHPpLW2EEIIIYQQokd4PP7nrg9UUiYnhBBCCCGE6BaPp5lq2y7KLHmUWfNQoWLulHf7e1gBk2BICCGEEEIIERBFUai3n6DMmke5JY9y60Zc7tYL3KtwNFsJDTH12xiDIcGQEEIIIYQQokPOZhsVNRu92R9LHg1NxZ3srVBh3URq/MJO9hk4JBgSQgghhBBC+Hg8Lqptuyi3eoMfi203Cp5OjwnRRpFgmkmCKZdY45Q+GunZk2BICCGEEEKI81y9/fipzM96KqwbaXbXd7q/SqUhxjCRRFMOCeZczFHjUKsHX2jRryP+asM2Nn69h5NllYzNGsGdN17jdz9bfQPvfbqS/IIimhwOYs0mFs+bzYQxA29NICGEEEIIIQY6b+nbplalb0VdHhOpTyPBlEOieTbxpgvQaaP6YKS9q1+DIaMhioWX5HDwyDFqaus63M/hcJI6JJGrFs7BGBXF3oNHePHNj3j4nptJSojtwxELIYQQQggx+Hg8Lix1uymzrPeWvtXtQlHcnR4Tookk3jSTRHMuieYcIvVD+2i0fadfg6FJ2VkAFJ8s7zQYiosxMe/CGb7vx4/JICHOzLETJR0GQ80uFy7X6Q/Y3uTooVELIYQQQggx8NXbT/gyPxU1m2h2dfy8DaBCjdkwgUSzN/tjjho/KEvfgjEo785W30BZRTXJSfEd7vP56o0s/TLP973T0QRAeZWFRsfgWgxKCCGEEEJ4uZ1uqk5YabA2EGGKIDbNhEan6e9hDQgudz01DV9jrd+MpX4zTc7Our55hYUMwRR1AebIGURHTEGr8Za+uZxQUW3r7SH3msQ4c0D7DbpgyOVy8+IbHzF5/CiGpiR1uN/8OTO5dPZ03/c2m42Xnv41CbFmDAZDXwxVCCGEEEL0IIfdyfoPt1OSX+7blpyRQM6SyYTqdf04sv7hLX3bQ7kljzLreqptO7ssfdNqIkgwzSLBnEOSOfecLH0LxqAKhlwuN//87/vodFq+d/WiTvcN0WoJ0Z6+vWZnaG8PTwghhBBC9KKS/PI2gZBv25FyRoxL7adR9a16exFlljzKrespt26k2dV59sZb+jaeRHMuCaZcYgzjUatD+mi0A9+gCYZcLjf/+u8HuN1u7rzxGrRaSYcKIYQQQpxPbNUN/rdX+d9+Lmh21VFh3UzZqTV/6u3HuzwmPCzZ2/TAlEOCaRa6EGMfjHRw6tdgyO324PF4cHs8eBSF5mYXKpWqXaDjdrv59xsf4Ghu5oc3fatNxkcIIYQQQpwfDDER/rfH+t8+GHW39C3edAGJplwST5W+qVSqPhrx4KZSFEXpr4t/umJdmyYHABnD0/jJHdfzzEtvkz48lYVzZnG44ARP/fO/hGi1qNWnP9j5c2axcM6sgK5ls9kwGo3U1tbKnCEhhBBCiEHoXJ0z1GAv9mV+Ai19MxnGnVrwNIdYwyQpfeumfg2G+pIEQ0IIIYQQg5/D7qTkSDm2qgYMsREkpycMukCo2VVHRc0WX9vrenthl8eEhw4h0TybRHMO8aaZhIZE9/o4zwdSbyaEEEIIIQaNUL1u0DVL8ChurHV7vZkfSx5Vtp0oSudLvWg1EcRHz/A2PjDnEKUfLqVvvUCCISGEEEIIIXpYQ1MJZZb1nKxcS7l1A26l8wVPQYU5apy38YE5lxjDRCl96wMSDAkhhBBCiD7hsDspyS/HVt2AISaC5IzBV+LWkWZXPRU1mymzrKfckked/ViXx3hL37zBz2AufRvMn6sEQ0IIIYQQoteda80PvKVv+7xd3yx5VNl2dFn6prh1KDXpDEu7lOzsK4jUDxv0pW+D/XOVYEgIIYQQQvS67i6YOpCyDg1NJym3rKfMmke5ZQNOV00XR6jw1KWgWDPxWDNR6oaCokUfk0VU+PC+GHKvG+wL4UowJIQQQgghel13Fkzt76xDs6uBypotvrbXdY0FXR6jD0081fUtl6aTaWxed7TdPufSukiDfSFcCYaEEEIIIUSv686CqX2ddVAUD9b6/ae7vtVux6M0d3qMRq0n3uTt+pZoyiUqfISv9M0R5aQ4o75dMJecntDjY+8vg30h3KCCoZqaGj744APWrVvH8ePHaWxsJC4ujkmTJjF//nxmzQpsAVQhhBBCCHF+Sc5IIDkjwRcY6KNCMcZGYS23UaAU+S1/64usQ2NT6amyt/WUWTfgbLZ2cYQKU+QYX/YnxjgRjTrU756heh05SyYP+nWROnPm5+rbNkgCvoAWXT158iSPPPII//3vfxkyZAjTp09nyJAh6PV6LBYLe/fu5euvv2bo0KE8+uijXHvttX0x9qDIoqtCCCGEEP2rZcHUeksDBXuKqamoQ6NVA/7L3wp2F7H+w+3tzpNz1eR2maFA5xa53I2+BU/LLXnYGtuXsZ3JW/rmzfwkmGYSqjMHe+vntMG8EG5AmaFJkyZx00038fXXXzNmzBi/+9jtdj788EOefvppioqKePDBB3t0oEIIIYQQYnBrWTC1YHcRdRZvdsdWVY+zqRlbVT2pWUlkTB7q2z/QrENnc4t0YdpWpW/rqar9OrDSt+jpvrbXUeEjB33Xt940GBfCbRFQZqi6upqYmJiATxrs/n1BMkNCCCGEEAPDztUH2bn6AKUFlTTUNvq2T180nvk357bJKgSSdWiXQdLVoDYdJj67kgZlJ44uS9/AFDmWRHMuCeZcYo2TOix9E+eWgDJDrQMbh8OBy+UiIqLjSVEDLRASQgghhBADhyEmgoaaxjaBEEBzU3O75giBZB1qqqtRmQ6gNh1GFX0YdYQ3Q2RxdnyMXpdAgnkWiebZJJhmEaaT59fzUcANFCorK7nxxhtZuXIlHo+HadOm8frrr5Oent6b4xNCCCGEEOeY5IwE4tJiKD1W6duWkpWIghJQcwRv17cDvgVPK/makOyuSt/CiGtV+mYIT5fSNxF4MPTQQw+xc+dOfv3rXxMWFsYLL7zAbbfdxurVq3tzfEIIIYQQ4hwTqtcxZd4YNBoVjkYnoeE6FBTsdY4OWzI3Osq8Hd8seZRb1wdU+mYMH01SbC6J5tnEGiaj0Ujpm2gr4GBoxYoVvPLKK8yfPx+AxYsXM3r0aBwOB6Gh8oMlhBBCCCECl5KZyPH9JynJL6exrglo2xzB5bZTWbOVMkseZdY8bA35XZ4zRB2D3jOB2MiZZGXNx2BI6tV7EINfQA0UADQaDSUlJSQmJvq2RUREsG/fPoYNG9Zb4+sx0kBBCCGEEGJgad0cISpGT+SQGiwNmym3rqeyZmsAXd9Olb6ZckiMmS2lbyJoQS26qtFo2n0fYCwlhBBCCCFEGx51Daq4bTRp8ii0rMdRXd3lMdGRo31r/sQap0jpmzgrAQdDiqKQmZnZJtqur69n0qRJqNVq3zaLxdKzIxRCCCGEEOcEb+nbNsqs3gVPaxsOd3lMmC7O2/LalEOiOYcwXWwfjFScLwIOhl5++eXeHIcQQgghhDjHKIpCTcPB013farfh8XTS7xrQqEOJi55+KvjJxRiRKaVvotcEPGdosJM5Q0IIIYQQvc/uqKTcerrrW5OzqstjoiNHkWjKJcGcQ5xxmpS+iT4T1JwhALvdzooVKzh82JvWzMrKYu7cuej1+h4fnBBCCCGEGNhc7iaqard5u75Z1lPbcLDLY8J0sSSYck+Vv81CHxrXByMVor2ggqGPP/6YH/zgB1RVtY3wY2NjefHFF7niiit6dHBCCCGEEGJgURSF2oZDlFnWU27Jo7J2K26Po9Nj1GodccZp3uDHnEN0xCgpfRMDQsDB0IYNG7jmmmu48soreeCBBxg9ejQA+/fv569//SvXXHMNa9as4YILLui1wQohhBBC9DeH3UlJfjm26gYMMREkZyQQqtf197B6lbf0bUOr0rfKLo8xRmR5u76Zc4g1TkOrCeuDkQoRnIDnDC1atIjU1FReeOEFv6/fcccdFBUVsWzZsh4dYE+ROUNCCCGEOFsOu5P1H26nJL/cty05I4GcJZPPqYCoO6VvoSExJJpzSDDnkmjKQR8a3wcjFeLsBJwZ2rRpE3/84x87fP2HP/whF110UY8MSgghhBADx/mYCelISX55m0DIt+1IOSPGpfbTqM6et/TtsDfzE1Tp29RTpW+5REdkoVKpOz1GiIEm4GDIbrd3mlExGo00NTUFdfGvNmxj49d7OFlWydisEdx54zUdX7/JwRsfLGfvwSOEhGi5eOYUFl2aG9T1hBBCCBGc8yUTEihbdYP/7VX+t/eGngpOm5xV3nk/pzq/BVb6lnkq85NLXPRUtBppoCUGt4CDoYyMDFatWsX3v/99v69/+eWXZGRkBHVxoyGKhZfkcPDIMWpq6zrd9+2Pv6DRbue3D/+QuvoG/u/fb2GONnLBlHFBXVMIIYQQgTtXMyHdZYiJ8L891v/2nnY2wanb7aCq9mvKrN41f2rqD3R5PZ3WTKR6EjrnOBJMsxieNfa8DILFuSvgYOj73/8+Dz74IAkJCSxatKjNa0uXLuX//b//x89//vOgLj4pOwuA4pPlnQZDTmczX+86wIN33UC4PoxwfRgXz5rChm27OgyGml0uXC6373t7U+epXiGEEEK0NxAyIX2ts8xLckYCyRkJ7YKR5PSEPhlbMMGpt/Qt35f5qazZgtvTeRWPWhVCXPQ0Ekw5mCNmsHdFAyfzvRmjE5zgZIbjvM0KinNTwMHQfffdx4YNG1i8eDFZWVmMHj0aRVE4cOAA+fn5LFmyhB//+Me9MsjyympcbjcpSaf/oUkdksDy1Rs7PObz1RtZ+mWe73unw/vLX15lodHh6pVxCiGEEOcaVZiaRnv7Pyiqw9SUVVr6YUS9y+10s+Pz/e2CnUnzx6DRaQDIunAkscPM1FsbiDRFEJNmwlpfD/W9P76y4iq/n0dZURXhiRE4XRas9Vux1m/GWr8Zp6vrBU/DQ0dgipyBOXIGxohJaNTerm9l+VUc2X2ozb75u08QO8xMfHpsz9yQEL0kMc4c0H4BB0NqtZp3332Xt99+mzfffJODB71dRUaNGsVjjz3Gd77zne6NNABNzmZCdSFoNKcn5enDQnE4O872zJ8zk0tnT/d9b7PZeOnpX5MQa5ZuckIIIUSATJGRVBda2gUHWROHnZPZgYLdRViLawjXh/q2WYtrcFia2mRekpP7Z5HQhuR6SuMrcDQ6CQ3X4VE5cagO0Wzew67C3dTU7+/yHKEhZhLMOSSackkwzyI8NNHvfmV7K9q8Dy08TZ6AHzSFGOiCWnQV4Nprr+Xaa6/tjbF0KEwXgrO5Gbfb4wuI7E0OQnXtf0FbhGi1hGhP316zs+N9hRBCCOFfqF5HzpLJlBwpx1bVgCE2guT0c7eb3EAuC6yraSB/53Gqaw8TEpuPM/oQYYlFhGiaKbN3fJxaFUKsccqpNX9yiY4cHVDXt/6eHyVEXwg4GDp58iRPPvkkjzzySLvMSm1tLU888YRvTlFPS4iLQaPWUFxaztCUJACKSytITuyfv8oIIYQQ55NQva7dfJRztd32QAwAmpzVlJSvY/vW93GYdmNM6zowi9KPJFyZiLYpmwTTdNIyg8/k9ff8KCH6QsDB0JNPPonNZvNbYmY0Gqmrq+PJJ5/sdC2iM7ndHjweD26PB4+i0NzsQqVSodVq2uyn04UwZfxoPlmxllu/+w3q6hv5asM2rph3YcDXEkIIIUTPOJfbbXcWAPRVAOj2OKiq3UG5xdv1zVq/z/uCCUI6OEYXYiLBNItEcy5m/XS2f3aSolP3cIwDFGVY2n0+Xd3P+ZYVFOcnlaIoSiA7Zmdn8/zzz5Ob639tnw0bNnDbbbexb9++gC/+6Yp1bZocAGQMT+Mnd1zPMy+9TfrwVBbOmQW0rDP0GXsOHPWtM3T53MDXGbLZbBiNRmpra2XOkBBCCHEWCnYXsf7D7e2251w1+Zxot+2wO9sFAECvBYCKolDXeJQySx5l1vVU1mzB5W7s9BiPW01jSRLhykSyJ1xB9sQ5vtK3QD6fczmgFSIYAWeGjh07RlpaWoevp6SkUFhYGNTFF8+bzeJ5s/2+9qNb2s5L0oeFcut3lwR1fiGEEEL0vIE8r6Yn+CsLLNhd5Asc9FGhqFBRVlDJnnWHGTc7M+gAwuG0UG7d6Fvzx+4o6/IYT0M8dYUpWA8n0VA8BE+zjou+PZ3MUVPbzAEK5POR9aOE8Ao4GNLr9RQWFnYYEBUWFqLXyyrEQgghxLmuL+bV9OecJH/Xbgkw9FGhVJXUUHzIG7yUH6/GVl3vN6PS+jyRZh1hCSexNG7xlr7V7QU6L87RaaO9Xd/MOZj009nxWSmOilIiVY3oYpsZPj6FC66Y0O66gXw+gyGgPVfnpYmBJeBgaMaMGfznP//hwgv9z9N57bXXmD59ut/XhBBCCHHu6O2J9f1ZwtXRtYeOGQKACpUvEALQ6UP8ZlSaGh2s/XQplbYNqKMPo3IfRWVxdnptlUpLrHEyiaYcEs2ziY4ag1p1eh51zpIkhmV3PX8nkM9nIDaKaE3K+ERfCTgYevDBB5k3bx5Go5Gf/vSnvq5x5eXl/OlPf+KVV17hiy++6LWBCiGEEGJg6O2J9f1ZwtXRtVOzkkjOSKCsoNK3PcIYToQxHPBmVBzNVsotGyizrqekfA3OuAq0XTS+jQofcSr4ySUuejoh2sgO9/VXvnemlmxK7JBoDDGRqNQqTAmGdp/PQO8UJ2V8oq8EHAzNmTOHZ599lvvuu4+nnnoKg8GASqWitraWkJAQnnnmGS655JLeHKsQQgghBohAHsy7qz9LuDq6dkOtnZwlk9mz7jDlx6vR6UOIiNahNR9DHX2YIu2/OJR3mK5K39REkhw3+1T5Wy4RYck9NvaOsinZORntAtWB3iluMJTxiXNDUIuu3nHHHSxevJh33nmHI0eOoCgKmZmZXHPNNaSkpPTWGIUQQghxHunPEq7Orq0LC2HY1BDK7SewNW9DZSxApXUA0Ojq4ISKGhpG4KnOIKQpm4kz55GePbxXxh5sNqU3A9qzNdDL+MS5I6hgCCA5OZn777+/N8YihBBCCNGvJVztrq1tJHZUBRXqjezbuJFGx0kwgLqTc0TphxNruICaI0MoWK+neL8VgAgjGCNKSc1M7pUMzLmUTRnoZXzi3BF0MCSEEEII0VM66hjWXyVcIaEqsi5R0A7fidW+hSbysaFgq+j4GJ3WSIJpFgnmXBLNOb7St8P2QvKb1hOTFO0tqzOGU3asstfmvZxL2ZSBXsYnzh0SDAkhhBCixwXSFrmrjmF9UcKlKAr19uOnFjzNo8K6CZe780yKSqUl1jDx1Lyf2Ziistt0fWvRaGvCENO+IUJvZWrOtWzKQC7jE+cOCYaEEEKIXnK+rpMSaFvk/uoY5myupdy6gTLLesqseTQ2lXR5TKR+GInmXBLNucRHTydEG9XlMX2dqZFsihDBk2BICCGE6AUDdZ2UvgjQAg1ybNUN6KNCUaHC0egkNFyHgtLjmROPp5lq2y5f9sdq24OCp9NjQrQGEkyzSDTnkGjKJUIffKOovs7UtPtsezkQOl+DfXFuCToYKioqQqVS+brHbdmyhTfeeIMxY8Zw++239/gAhRBCiMGor7MePVGW1lMCncgfZQ6nqqSmzSKmKVmJTLo0/Kyu7y19O0GZNY9ySx7l1o0BlL5piDFM8gU/JsM4v6VvnfH3GfRVpqavg++BGuwLEaygg6HrrruO22+/nRtuuIGysjLmzZvH2LFj+e9//0tZWRmPPPJIb4xTCCGEGFT6srPXQCpLc9iduJwuqoqt6MJCiIgOR6P19l47szzM7fJgLbO12WYts+Fxdb5Wjz/OZhsVNRu92R9LHg1NxV0eE6kfSqI5lwRTDvGmC9AFUPrWkc4+g76Y99LXwbcsiirOFUEHQ3v37mX69OkAvPPOO2RnZ7N+/Xq++OIL7rzzTgmGhBBCCPp2vkgwZWn+9FSA1hIQWMpq0BvCKD5URoQxnKQRcaSNTmpXHtZoayJpRBwNtY047c2+jmsNtfYur+XxuLDU7fYFPxbbrgBK36K8Xd9MOSSac4jUp53V/bbWn8GBw+6k6GCp3wC0t5o1nEttvMX5LehgqLm5mdDQUABWrlzJlVdeCcCoUaMoLS3t2dEJIYQQg1RfzhcJ9MG0twO01gFBbHI0cckmHI1OMqcPZ1xuZrvyKUNMBBqtul3HtY7G4+v6ZllPhXUjze76TsfjLX2b6At+zFHjUat7Z7p0fwUHLQGotayW6tIaAF8AqtGqe61Zw7nUxluc34L+F2Hs2LE8//zzXH755axYsYLf/OY3AJw8eZKYmJgeH6AQQggxGPVlZ69AH0x7O0BrHRDY6xy+r7Vard/77mo8dXVVHD74BZX1m2hS78Th6fqPrpH6NBJMp7q+nWXpWzD6KzhoCUD1UaGkZCVSfKiMhtpGGmobGX3ByF5r1nCutfEW56+gg6E//vGPXHXVVfz5z3/mpptuYsKECQB8/PHHvvI5IYQQQvTdOimBPpj2doAWbEBw5niiYsLQJ5aTX/Y8pVXrsNTtBtWp0rcOKuBCNJHEGi5A58xG3TCG2PB0ktO6f0/d7ZDWX8FBSwBqr3O0ycaljU1m2vzsXmtmIG28xblCpShK0LMU3W43NpsNk8nk21ZYWEh4eDjx8fE9OsCeYrPZMBqN1NbWYjAY+ns4QgghRI9y2J39/mDanQ5j9fYTvnk/gZS+gZoYwwTfmj8RIaPY+NHuHulqdrYd0vrjMyjYXcT6D7e3255zVd80bhBisOtW4ayiKHz99dccPXqU6667jqioKHQ6HeHhZ9cKUwghhBiIBvp6Kn29vkxHAskWOF11VFg3UWbJo9yaR739RJfnVZpMeKxZeKxZjB6zgClTpvpeK9hd1GONC862CUJfZQJbk3I1Ic5O0MHQ8ePHWbBgASdOnMDhcDBv3jyioqL44x//iMPh4Pnnn++NcQohhBD9oi/XU+lO0NVX4wt0bGcGBB6Pi6raHWd0fXN3ei2tJoJI9USqDsTjsWZBUwygAsAU2/YhvycbFwzGDmlSribE2Qk6GLrvvvuYOnUqu3btatMw4aqrruK2227r0cEJIYQQ/a2nWyZ3FFR0N6jpbHzJ6Qk9ktEKdmz19iJf5qfcupFmV10XV1ATYxh/as2fXGIM42l2KKwv2k5JaecZj55sXDBYO6T1R0ZKiHNF0MHQunXr2LBhAzpd23/8hg0bRklJSY8NTAghhBgIejJb0FlQ0Z2gy2F3crKgEo1GTWi4DgXF18Wt3tLQ4bVazt1VkNQSuJ0sqOTAxqNt1q9pPbZmVx0V1s2UWb3Zn3r78S7fi9Olb5lMz/0mmRPGtHk9VA/TFo7DEBOJpcyGOdFA1vThgLc0rmXscWnmHisTk5IzIc4/QQdDHo8Ht7t9eru4uJioqL5pXymEEEL0lZ7MFnQW8HQVdJ2ZUYpLM7P1sz0c2HiUxgYHUdHh6CNDiU4w0Oxoxulw+b3WiQOlFB0q7TLL0zpw02jUlB6rbLV+Daiiiiio2kHBtgNU1+2kw3ZvpyiuUKjN4OROM+7qTOLiMtBoNQA0WtTt9nfYnWz9bI9vnOWFlTTW2XE0NlN2rLLN2KctHMew7OSzLhPrbsnZQJ9TJoToWNDB0GWXXcbTTz/NP//5TwBUKhX19fU8+uijLFq0qMcHKIQQQvSnnswWdBbwdBZ0+csoJQ6PpSS/gpRRSdSU26gstmCvb8JSVkNscgyK4j84OXnEG5C5XR4aahpxNjVjq6onNSuJjMlDffu1DtxCw3WEGGzo0vahzqwgJP4YqhA71QAdVMCpUGOKyibMNYHjmwwodWmER0Zg2XUAgHCd3bfYqr/A0l/gWHnCQllhVZtFWkvyyxmWndxjZWLBlpz15ZwyIUTPCzoY+utf/8r8+fMZM2YMTU1NXHfddeTn5xMbG8ubb77ZG2MUQghxjhoMf1HvKlsQzD10FvAkp3ccdHUUGABUFlWz/csDKG4PHo9C5tRhhOpDABW2qnqcTc3owkJ8JW4anRa3y0NpQSUNtY2+8x3YfJS00Um+sddUV6Iy70NtOozLnM+oiRVdvlctpW+ZmfMZN2ExoSHR7Fx9EMV2yPs6im9hUKe9uc09nslf4OhodPqOa7NvPzY46Ok5ZUKIvhV0MJSSksKuXbt466232L17N/X19dx6661cf/316PX6oM7ldrt599OVbNmxH5UKpk8cyzWL56LRtE+X19TW8dZHn3OksAhQkTVyKN/5xnyiIqWdtxBCDEZ1NQ18+fpGju0u9j2sp41OGpB/Ue8oWxBsVqCzLFNnQZe/wCA0XIfL5eH4zpOoAJVGjVoD5YVVZE0d5p1LpNNQfaqkLMIYztT52SQNj2XXqgNtAiEAZ5ODQwe+QmPOp9ySRxU7CBnbedc3FXrc1cN9c39oigVUaJOyCA2JBtoGgK0XBo1NMZE6KqnDMjR/gWNouA6dPqT9vv3Y4GAwdqATQpzWrXWGtFot3/ve98764stWredoYTGP/sTbhe7vL7/N8tUbuHxubrt93/rocwCeeOiHgMJLb33MO598wa3fXXLW4xBCCNG3HHYnmz7ZybbP9/q2RRi9f9walj14/qIebFagqyxTR0GXv8BAQUEfFeZraAAQEqpFE6LBXtfEsb0lxKfGMOHiUTQ3NRMarmPEhBRSMhKJS4uh9FglIVF1RA4tIj67Anf8yxyobYTaTm5YUWGKzCYuehbqutHYiuLYvTafsKgwmuqacDbVeANb4+k/jp4ZANrrHCRnJHDB4omdBr3+Ase4NDOG2Kh2c4b6s8HBYO1AJ4Tw6lYwlJ+fz+rVq6moqMDjaVuT/MgjjwR8no3bdnPN4rkYDd7a3wVzZvH+slV+g6EqSw2XXTyTsFDvP5xTx49m+VcbuzN8IYQQ/awkv9xX5tWiobaRhtrGQfUX9e5kBbrTBtlfYGBOjCZpZDzlhVUoCtjrm3yBkMvlocFm58jO476mB263h9rqavRDjhA3axXjxm6AsPJOruqlU8ej90wgNmomWZnz0YVE+7Jh+igLoRE6ju0uwuNRUKtVpGQlUnqswldy192mBB0dBwyoNXV6uwPdYCglFWIwCzoY+te//sVdd91FbGwsiYmJqFQq32sqlSrgYKih0Y61to6UpHjfttQhCVhqbNibmtCHhbXZ/9Lc6WzffZBxo0aiKLB1137Gj87o8PzNLhcu1+n0vr3JEegtCiGE6GW26gZCw9s/0DntzYPqL+rBZgW6+2DbWWBQeVEm5YXV1Nc0oCgqwiJCMMRE4G52g8qDJ+wYnoSvCR1SyBFOkL/H5T1pmP9raTXhxEfPIMGcS6I5lyj98Db/rS/YXdQmy5M4LBaX001oeAgGcyQKCsf3nSQlM9EX9HV3HZwzj2v3/vVhINTRZ9ebi55KcwYhel/QwdATTzzBb3/7Wx566KGzurDD6Z0AGa4//a9xSwDU5HC2C4ZGDkshb+tOHnj8KQCGpyUz/+KZHZ7/89UbWfplnu97p6MJgPIqC40O11mNXQghxNlRhamxNzlIHBlH0aEy3/aU0UmEmsMoq7R0cvTZcTvdVJ2w0mBtIMIUQWyaCY1O061zhcaEYUqJbvew6u8e3E43Oz7f327fSfPHBHz98MQIwhO9gZa1vh63002ttZ7io+U0O1y4mz2Yh3oICTtJxrW70JqPoNWf/mOg4u+kioowdTqxppnEGGdi0I9DrfbOy2lsgMYGa5vdy4qraLSfPqenvJZj+0uIGRKNs9UfIcuKqnxj7Qk98f715rXP/GyoP/vrlh+pIn/3iTbb8nefIHaYmfj02LO/gBDnsMQ4c0D7BR0MWa1WvvWtbwU9oDOF6rz/0NqbHERGhJ/62huwtJTCtfB4FP7v328xZfwo7rv1uwB8unIdf3vxLR764U1+zz9/zkwunT3d973NZuOlp39NQqwZg8Fw1uMXQgjRfabISKoLLYSF6UgaGouj0UlcWgwXXDGBqOjeywz1xl/aY787038p1xlZhJL8cqzFNYTrQ33HWotrcFiauj1HqmB3ETVllcSNOYk6+jCK4QDaqGo8dJj4AUAfmkiieTaJ5lwSTDMJDTEFfM3GlAaO6k8/oIdHhRGi1RARGdbm3hJTYwN+GAlEwe6iHn//Bvq1y/ZWtLlmC0+Tp0ffWyHOZ0EHQ9/61rf44osvuPPOO8/qwhHhekzGKIpOlhMX4/1HuLi0ApPR0C4r1Gi3Y6mpZU7OVHSngqiLZ01lxdrN1Dc0+oKp1kK0WkK0p2+v2dn+HxMhhBD9ozdLizrTG22Q/ZVy+Qu4YodE+z0+2DlSHsVNTd1+yix5HKn+gpCZB1CpO+/6plHriTfNINGUQ6J5NlHhI9qUvgXjzDkyCgpZ00bgbpUV6mjOzNnMf+nPrm39dW1pziBE7ws6GEpPT+dXv/oVmzZtYty4cYSEtG1xee+99wZ8rplTxrN89QZGDksBYPnqDeRMm9Buv8iIcOJiTKzZuJ3LL/U2V1iz8WtMxii/gZAQQoiBr7vzSM5GXzzUtg649FGhqFBRVlCJVqdFHxWKva7tHNZAHmwbm0ops+ZRZllPuXUDzubTpWuq9qtRgKIiVDUSs346I4bNIyl+Ghp1z/xR0F8gG5dqprLI0mlge7ZZuf4MDPrr2r3dnEEIASpFUfyWEHdk+PDhHZ9MpaKgoCDgc7ndbt75ZCVbd+4HYMak0+sMvfHBcgCuu2oBAKXlVbz76UpOlJTi8XibLVxz+SWkJicGdC2bzYbRaKS2tlbK5IQQ4jxVsLuI9R9ub7c956rJPRaY7Vx9kD3rDqGPCqWqpIbiU3OiTIlG4lNj0EfpsNc50EeFYoyNwpwUjSne0CZL4nI3UlGzhTJLHuWWPGyNR7u8ruIw4rFmEh02jdxLv4vBENh/H/vK2b73/dlMoL+vPZC65wlxrgk6GBqsJBgSQgjRFw+1LQ/94VFh7Fh1wLc9aUQcEcZwsmdnoNNpKdhTTE1F3al1gjzEj24iflwlpZXrqHPtBTpv9qNR64mPnk5s1Exc1RlYjoWi1YWQNDyWlMzEAffA3BIknmnc7CwmzhkV0Dn6MzCQoESIc1O31hlq0RJHdbfuWAghhOhLPTFXqat5Ly2lTWUFpxcGjTCG+xaVratuwO32cHT/HgwjSghJKURjPkJNSAM1pZ1f2xSVTaIphwRzDrHGyWjUod4Ab/N2SvK9Gahju4vaBHgDZZ2anig164/SyoFwbSFE7+lWMPTaa6/x5z//mfz8fAAyMzP56U9/yg033NCjgxNCCCHOdLYP98E81J55rbg0M1s/29NpZqkl4Nqz7jDlx6vR6UO8gZDaSY19O1pHOarow6R8q7Kjy/ooDiNxhplkjJxPvGkmKncUJfnllJ5ooCGmwjefpKOmEMnpCT2WCTvb913mvwghBqKgg6Enn3ySX/3qV9xzzz3k5OQAkJeXx5133klVVRX3339/jw9SCCFE/xgoWYXW4+mruRv+rpU4PJaS/IpTpW1e/rrRhep1ZOemU127l6q6jahNh1FFHSNJ03nXNzwheGpG4rFmotRkojQmEDN7FGkJo7rXpU5pHyhZymrYs+4w2hBtwJ9pT7zv/dVBUAghOhN0MPTMM8/w3HPPceONN/q2XXnllYwdO5bHHntMgiEhhDhHnM0DcG8FUb3RGjuYa1WesNBQ24ghJrLN9pZudHZHOcXlaygsWkVN01Y8sTa0XayNaS+Pw1Wdjjl8Ou7aoThtnjavt5SRdXTvZ46l9XFndslraepQdKCM2BTvshaBfKY99b5LqZkQYqAJOhgqLS1l1qxZ7bbPmjWL0tIuip2FEEIMGt19AO7N7E1frvfi71qh4Tqc9ubTG9ROlMijlLnX8sHqXTg53uo1/+dtrg+n/ngabmsm2sbRmGKSGTEhlaxpw70leDb/ZWQd3btKreq4/Exp+/mpUFF8qIykEXG+bYF8pv25xo8QQvSmbq0z9M477/Dzn/+8zfa3336bjIyMHhuYEEKI/tXdB+DezN705Xov/q7lwc3Q6Qp29WrU0YdRGQtQqd3UdnIeT7MWl2UYw4fOpa4wlZ1LrTTU2gFIyYokcXgs43Izuywj6+jeTQkGsnMy/B535jwdR6OzTTOHFl19prL4pxDiXBV0MPT4449z7bXXsnbtWt+cofXr1/Pll1/yzjvv9PgAhRBC9I/uPgC3BFFul4eGmkacTc3owkKwlttg3NmNqaNJ+HGpZgp2F/VoWZ7vWoX53jk/psMoMUdo1ti6/I9nU2UsdYWp1BWm0ngyCXN8LOO+ewHTlowgPauUk0fL0YRoSRoRS0pGYpvmCx0FjJ01IOjouDMDLFezC6fD1WbOE3T9mUrzAyHEuSroYOib3/wmmzdv5qmnnuLDDz8EYPTo0WzZsoVJkyb19PiEEEL0k+4+ABtiInC7PJQWVNJQ2+jbbimtxWF3Bh2k1NU0cGjzMSzlNswJBiZeOpph2cnUWxpwOlwoiodNn+yktqoOe53DN87uluW53HYqa7ZRZs3DMXwdusR832sdLcynOKPwWDNpPDEUtzWD4n0NtF7GT6cPwRAbQaheR8bkoWRMHhr0uLrbgKB1oOSwO7FV1wf9mUrzAyHEuUoWXRVCCNGh7iw06bA7+ezFtWz5bA8uhwu328OwsUNIGBrL1AXZQZXK1dU08OHfvuTQ1gLftqxpI7j8zovY+eUBb5OGqnpKj1WSkpVIbHK0LyDKuWpyu2v5a+ygC9NS03CIckseZZY8Kmu34fE4Ox2XRh1KnHEaIY5sCtZFoDQmAipvNqy2kdBwHYV7SwDvGkNT52dz4TVTB0Tw0NuLhw60DoRCCNGZgDJDNpst4BNKoCGEEANPdx9Qu9P9K1SvY+iYZCyltTTa7Gh1WupqGjm6q4iRk9KCKpU7tPlYm0AI4NDWAoZmD/FlN5xN3oYGxYfKiEs2+fY7cx5Mm8YOITbUpsNEFJ8AwyEczdVdjsVhicUYMo1xE6/EYx1GvcVFuCEM1/BKju87CYBGqyZz6nCGj0+m7Fg17mYXQ0YmkDY6acAEBL3Z0a0vW58LIURPCCgYio6ORqVSdbqPoiioVCrc7i7WUBBCCNGneuIBNdhgyt3spmB3UbvtwRYjWMr9/zHOUnq6ZYEuLOT0OBtPZ3Raz4NxuZvYv28ZZa5laCcfRh3h7X7qAGjVHK6N5iis+UOoP55K/fEUXI0RpE8ayu4TUGfZ59stcXgcs5ZMoqaiDsWjoAvVolapmTY/u1sBwGDOrPRl63MhhOgJAQVDq1ev7u1xCCGE6CVn+4DanWBKF6YlJSuR4kNlvm0pWYnodMFNVTUn+K82MCcZqauuByAsKoxwQxj2OgeR5gicTU5MiUYik2o4eOLzU6VvW/F4nGhSOr6WWq0jzjiVRPNsao4mU7C1meJNbbNSao2aY7uLfWv0AJQdq2TY2GRqK+vOOiMy2DMr0oJbCDHYBPRfpYsuuqi3xyGEEKKXnO0Dakl+OScOlLbpDOd2eRiW3XEwFWmKIDY5mrhkE45GJ6HhOhQUIs3+u5Z1lA3JmjGcrM0j2s0Zys7NwOVwceJAKRXHq3E0NpM6LoIG7Rp0IwqwmfNZvafr0jdPQxJJsbmMylxIrHEaWk0YAAU1RZSE72+3v9vlQqcPabf95JGeyYj0Z2alJzJS0oJbCDHYBBQM7d69O+ATjh8/vtuDEUII0fPO9gHVWmFr1xkuwhjeaavs5IwECveV+B7sG+ua2nUta3n4rrc2ULCnmJqKOl/L55ZsSFR0BEvuvZRDW0dgKbVhTjKQNW04UdERXHDlWLSxR9GP/hol6iCqCO+8HZfv/9pTuQ24qtNRrFl4rBkkD8tg5qXtsy7JGQkU55e1yW5FGMMZkp5A6dHKdufVdJDxCjYj0l+ZlZ7KSEkLbiHEYBNQMDRx4kRUKlWXtd4yZ0gIIQaes31AVdxKm0AIoKG2sdP/JnTVirn1w3d4VBg7Vh0gwhhO0og4NFp1m2xIVHQEU+dloygKtQ2HOWl5m7LjeVTWbMGtdUAidDSr9XTpWy4J5lz06uGcPFrZZSe1UL2OGYsmkJyRQGlBla8RQuKIWLZ+tqfde5k0PJZjfuZIBZsR6a/MSk9lpKQFtxBisAkoGDp27Fhvj0MIIUQvOdsH1O7O/+msa1nrh++WpgcNtY001DZiiIkEvNmQJmcVZZb1lFvXU2ZZT5Ozosvx2itjoDaTjPQFzMi9Cq1G3+b1QB/uQ/U6Ro5PY+T4tDbbpy0cR2R0BOXHq4iIDidtVCLxQ2N6JCPSX5mVnsxI9Wa3OiGE6GkBBUNDhwa/OJwQQoiB42weUDua/xNhCqdgd1G35pi0fvgODT99jC5cRVjScVz6vRxTnuXQ+q7/GKf2GKg+lEh9YSr1J1IJ1caRNCKOpAumtguEzpbD7mTTJ7vY9vleX7YsJSuRMTNHMm3hOIZlJ59VRqS/Misy10cIcb4KKBj6+OOPWbhwISEhIXz88ced7nvllVf2yMCEEEJ0X0+2Z249/8ft8mAtt5EyOok9aw/7necTyHVOP3wreMJOMnJBASrjIcISTuDRulADHS17qng0KLUj8NRkoFizmJJ7GYc8hRyrKSYuIYQIYzhpo5N6JZtSkl/O4a3H2pQNtqxvVFlk6ZGMSH9kVmSujxDifBVQMLRkyRLKysqIj49nyZIlHe4nc4aEEKL/9XR75pZsxYkDpRzYfJQoUzgoCts+39vhPJ/ONDmrUUzbiJryCU2aXXhCbYR3MQZDRAaahjFU7I1DqR0BntP34Wh0sfDWC3skm9JVEGmrbvAt8trmuEbnoG4fLXN9hBDnq4CCIY/H4/drIYQQA093J8N3FgiE6nVotGpqK+sA0DR6s0H+5vmcye1xUFW7nXLLesoseVjrTy1YGt5x4wOlOQKPNROlJoPMzEVMm55Dwe4iyq3b2+1riI3okWxKIEGkISaizSKvLULDdYO+pEzm+gghzkfBrX4nhBBiwOvOZPhAAoGO5vk47aczJYbYCBRFwdZ4hDJLHuWW9VTUbMHtsXc6ZrUqhFD3KMp3x+K2ZBCmGoFG6/1PVMysNN94erOUK5AgMjkjgcxpw7FZGtrMGYpLM0tJmRBCDELdCoa2bt3K6tWrqaioaJcpevLJJ3tkYEIIIbrnzMnw+qhQVKiorbJRsLvI7/yhQAKB1udVUHwd5nT6EAipJ2ZUBeWq9ezduAG7o+25/I4zPJ1Ecy7miBkcWavFWtqEu6SG4kNlRBirSRoR12buT2+XcgUSRIbqdVx4zVSGjU3m5NFyNCFakkbEkpKRGNQ4enJOlxBCiO4LOhj63e9+xy9/+UuysrJISEhApTpd5ND6ayGEEP2jdQZFHxVKVUkN1jIbddZGThwo9Tt/yFbdgNvloaGmEWdTM7qwECKiw9sEAq3Pq6iaic+2EDvjCOroZTRrj1EH1LVfj9RHF2Ii0TSLBHMuiaYcwsOSACjYXYS1dB8qVJgTDQwZEYer2U3amCGMy81sM87eLOUKtKNaqF5HxuShZEzuXqfVnp7TJYQQovuCDob+7//+j5deeombb765F4YjhBDnr57KFrTOoJw8Wkl5YbWvyQH4nz8UbgijtKCyTZe0CGM4OUsmA6AoCg7PCRJn7MOZupraph14NN5+bx21zVGrQog1TvYFP6aosahU6nb71VsbqDqVEWqRkpVI+sS0Pg0O+qqj2plZOH1UKNayWjZ9upPUrCTJEgkhRB8KOhhSq9Xk5OT0xliEEOK8cWbgE5dmZutne3q0A9yIcanecrJTzQ1aO3P+kEarxpRoaBMMmVM11LhXs+XAQcqseW1L3zT+rxsVPoJEcy6JplzioqcTou26qYCzydUmEAJvu2rnfFeXx/ak3ijD8xfgti7Ha8ncFR8qIyYpusPMnRBCiN4RdDB0//338+yzz/L000/3yADcbjfvfrqSLTv2o1LB9IljuWbxXDSa9n89BNi1P59PV6ylosqKPiyURZfmcOEFk3tkLEII0Rf8lUklDo+lJL/Cl72BwDrAdSXQ0q86SyNDMswkZFtwaPegNh9GCSuioF6B+o7PrzSH46nJRLFmkJm5gGkzLgx6jCqNighjeLusVH+UXvdkGV5H5XBDxwzxfa9C5QsEdXpvl7qe+NyFEEIEJuhg6MEHH+Tyyy9n5MiRjBkzhpCQti1G33///aDOt2zVeo4WFvPoT24D4O8vv83y1Ru4fG5uu333HTrKWx9+zvevvYL04anYmxzU1Te2208IIQYyf80KKk9Y2rSobnG2a9d0VvqlKAp1jQWUWfMoC1lB44gdqLROVIDSwfnUqhAiNGOwHhmCYs1EqU8GvAFczKzh3RqjKd5A0og4Gmobcdqb0em9C6eaEgzdOt9A0VFTipZSuJL8chyN3lLDCGM4EcbTqy0N5jWLhBBiMAk6GLr33ntZvXo1c+bMISYm5qz/crdx226uWTwXo8H7ALBgzizeX7bKbzD0yYq1LLo0h8yR3kmrEeF6IsL1Z3V9IYToa/66loWG69q0qG5xtmvXnFn6FW52oY0pYNfxxyi35NHoKPXtq+rgvwinS99yiIueQVM9bCrcSaXdQmiUDgUFc2J0t+fWJGckkDY6qdfn6vS1jrrTNdTa28zpslbYiDCGt8kKDvY1i4QQYrAIOhh69dVX+d///sfll19+1hdvaLRjra0jJSnety11SAKWGhv2pib0YWG+7Q6nkxMlZYzNquPRvzxPU5OT9OGpfPuKeb5AqrVmlwuX6/S0XnuT46zHK4QQPcFf6ZqCwvDxKdRZzujeFmBA0FHzBbfHSa1jJw0ReVQ61mOx7AFLR3kfL49DT3PlCFT1oxk1amGb0jeH3cnWz7ZTkl/hy+QMH5/CtIXjuj3HpbdbZveXzkoUW8rxktMTcJ767FqcC4GgEEIMFkEHQ2azmZEjR/bIxR1O719Bw/Wng56WAKjJ4WwTDDXam1AU2LUvn3tv/S4R4Xre/GA5L7/9MT++7bp25/589UaWfpnn+97paAKgvMpCo6NvJ+UKIURroTFhmFKi2zwAm1KimXDJKKyltdRbG4g0RRCTZsJaXw/14Ha6qTphpcHaQIQpgtg0Exqdt4uB2+lmx+f7T51PQR1eReyoCiKHnqDWvh23p/NyYhUawlSjsRxOxFWdjtt2uvQtdGIiZZUW377lR6rI330CAG14CNrwEMpLLBw7UEJ8emyn4+xKeGIE4YneAKLlvgczf59zckYCoeawNu9p1oUjiR1m9vu5CyGE6J7EOHNA+wUdDD322GM8+uijvPzyy4SHh3d9QCdCdd75RvYmB5ER4ae+9gYtYaG6M/b1fj8nZyoxJiMAi+fN5tG/PI/D6fS93mL+nJlcOnu673ubzcZLT/+ahFgzBsPgrkMXQgx+sd+d6TcTkjqsfUagq3VpDu/ch50NxM44jEu/D3RWnIClk2knUeEjSDDlkGjOIT56Bp5mHetLt1NSVg7609fImjisTYambG8F4frQdufzNHkwRUbK+jln6OhzPlNyclw/jE4IIUTQwdDf/vY3jh49SkJCAsOGDWvXQGH79u0BnysiXI/JGEXRyXLiYkwAFJdWYDIa2mSFwJs9Mkf7D2IUPxUfIVotIdrTt9fsbP8fbyGECEZPrQMEwXUtazcRX+XmZPlGNu/6HId2N5a6PTBcwdPJOXRaIwktC56ac4gIS267g5aAStU6K/3qqGHA+dwZrTcXiRVCCHH2gg6GlixZ0qMDmDllPMtXb2DksBQAlq/eQM60CX73zZ0+ka82bGNs5gjCw8NY+mUeWSOHtcsiCSFET+sqOxPoOboTTNVW10NYJWrTYdSmw6iMR1BpHZTaOz7G41bRXJ3CiGFzGT36ckxR2ahVnZerBfLg3ll3ugObCvweI53RhBBCDFRBB0OPPvpojw5g0aU51Dfaefyv/wJgxqSxLJgzC4A3PlgOwHVXLQBg/sUzaWhs4on/exGArJFDufnaK3p0PEII4c/ZZj2CDaaczbWUWzdSZs2jWL0G3bSydvucyV4VheXwEKyHk2gsSWbI8KGMv24mMYZRAdxhYDprdhDomkZCCCHEQKFSFH9FZm0pitIvi9/1JJvNhtFopLa2VuYMCSGCtnP1QfasO9Ru+7jZWUyc03Gw0ZINKjpYSlWJFQUFe93p7pY5V01mxLhUPJ5mqm27KKlYQ3H5Ghpch6DTwjfApcdTk47WPhbLoSQObbChQoVGq0ar05KcHs/CH1zYZ2VaPZE9E0IIIfpSQJmhsWPH8sgjj3D11Vej03X8H7T8/HyefPJJhg4dysMPP9xjgxRCiP7WnaxH6+CgqthKdWkNKVmJxCZHY69rgrAqjle9Q9HOQ1TUbMajdLWItBo9o9A2ZdNwIoWm8gTcLhUOBTQeF8npeqpP1qBWq4gwhpM5dXiftmg+V1tkCyGEOHcFFAw988wzPPTQQ9x9993MmzePqVOnMmTIEMLCwrBarezfv5+8vDz27dvHPffcw1133dXb4xZCnOd6splBIDqbK9OR1qV1urAQ1KFN2DzrMafUERK5H1WYlQoAa8fXVewxJJhyyUxfQJxpBjptFAW7i1i/dTtul4fSgkoaahsxxhsYNzsTt9NFuFFPSkYiaaOTzvo9CfZ9loYBQgghBpOAyuRa5OXl8fbbb7Nu3TqOHz+O3W4nNjaWSZMmMX/+fK6//npMJlNvjrfbpExOiHNHf5VjOezOoLIeO1bvZd+ulaijD6OKPoQqqgiVuvN/ct1NOuqLUjCFTaepbDg0xbQrxWu5/wMbj1J6rBKgVcbJ4Su964n7lbI3IYQQ57KgGijk5uaSm5vbW2MRQoiA9EcL53YZkg4CoXr7ccoseZRZ1lOm2kDIhK46qanx2FLxWLOoL0ylaLsOFDWRF4wEt3fO0JmleC3laDq9DtM+A6HhujZzkXqqe5u0yhZCCHGuC7qbnBBC9CV/ZVq2av8P+50FAWdTVtdZhkSlbaKiZtOpACiPhqaiLs8XEZpKYsxsEs05NJaksnndYQBCPR4iDN6yt9BwHY11TR2W4oXqdQwZEcex3UU01jW1ea2nurd1530WQgghBhMJhoQQA1ZHQcjQMUP87t9REHC25V5tMyRuVFFFlDk+Z8W239PoPoSiuDs9XqOKQK+MJyZiBsOGXkpjeQTWIhtlhQqh4SqizBHUVNSh0apJGhFHdHwUI8alEGnuvBSvO/OYgiGtsoUQQpzrJBgSQgxYHZVppWYlBRUEBFvudWYWyWI5ijpxg3fB0+gjqLTeTEyDy/+4FUWNYkvDU5NJbOQFXLjom+jDw31B2YkDB3yND1KyEknOiCc5IwFzkhFTgiHgDmw93b3tzPuOSzP3arAlhBBC9DcJhoQQA1ZHZVoNtfaggoBgyr0cdifrPsqjrHoj6uhDqO2HUemr0WZ0PtYQEtC7J1C5PxFVXQa49QBUAKVZ1SSna9mz9jC7Vh/E41FoavTO7yk+VEZcsoma8jpGTkwNei5OT3Vv6yh7Nm3hOIZlJ0urbCGEEOckCYaEED2iN1pdd1amFUwQ0FW5l8fjwlK3h3JLHoXFq6iL309IQhcLnrrDMOgmgy2Lqv0JOJtiadKoKTlQStKIUDSt/nW1ltso3FtCWUEl1aU12OsdaHUawiJCcTe7cTQ6Aai3NFCwu6jP2oW31lH2bFh2sjRLEEIIcc7qVjDkdrv58MMPOXDgAOBdlPXKK69Eo9H06OCEEINDb7Vg9jcnZujYIbicbnauPhhwwODvPImjVDij1rB+70bKrRtpdtX5XlOp/JxEUaFuGk5jcRplu2KhYSjhkZGEhGm9La2bHISG62iobaShthFDTOTpQz0KJfnlhEeFAaDRqKm3NqKPCAXwdYMr2FNMneV0tqov21hLswQhhBDno6CDoSNHjnD55ZdTXFxMVlYWAL///e9JTU1l6dKljBw5sscHKYQY2HqrBfOZc2KiYsIp2FXM5qW7fPsEEjCE6nVMX5zJoUOFVNVtxK7ehcVTguVY59dXmkx4rFk0nEjDFD4VlTuc/FUHTr3ahOLRUH+8gbhk7/pqCgopWYnYbae7uyVnJKAL1bZ5/cSBUkJCtbhdHlKyElFQMMZGUZJfgUar9h3bl22spVmCEEKI81HQwdC9997LiBEj2LhxI2azGYDq6mq+973vce+997J06dIeH6QQYmDrzaxC63K4gt1FlJ1aZLRFRwGDR3Fjte2hzOpd86fatuN017cOKuC0mghiDTNoLE6j4fhQnDUGQsNDiTCG0Nzk9JWztVCrvSmklu32OgexydEMm5+CVqslKiYcd7OH0qMVhEeFoaAQmxxNXLIJe4OTtDFJRMdEEmmOwFpuo+xYVbsx9VVmprc70wkhhBADUdDB0Jo1a9i0aZMvEAKIiYnhD3/4Azk5OT06OCHE4NBXWYWugq4GezFl1vWUWfKosG7E6art9Hwq1JgM40g05ZJoziUyZDQnj1Sz/dB+ThwoBVU1YeE6kjO8AUFoeNvsU7hBj9vl8a0JBGBOjGZcbiaAr3TQ7fJQWlCJKdFAbHK0b/2gGQvH+zJaBYr/9YkMsRG9Mh/rTD3dmU4IIYQYDIIOhkJDQ6mrq2u3vb6+Hp1O/qMpxPmor7IK7YIuTRMq41GsYetYumkX9fbCLs8RHjqERLN3wdN400xCQ6KB0/OerGW17PrqIAARxnBikqKpqagjOSOB2iobKVmJlBZUEqoPwWF3kjV9OGNnpVNWUIlGpyVpeCzQtnSwZf2ghtpGEofHM2RkXLtAo6P3MC7V3Cvzsfzpqc50QgghxGARdDC0ePFibr/9dl588UWmT58OwObNm7nzzju58sore3yAQoiBr6+yCkPSY4kfU0dV3Sbvmj9Rx1GpPVQ0dXyMVh1OvOkCEs2nsj/6Yaj8dEhoCV40mtNzdlo3QzAnGRk5MZWGmgaO7y+lprIefYQOl8PFlmV70EfpsNc5OLa7iOSMBIxxUW3Or9GqMcREEmkM9xtwdPQe9tZ8LCGEEEJ0Ixj629/+xk033cTMmTMJCQkBwOVyceWVV/L000/39PiEEH2suyVZPZFV8Hdtl6qSMkve6dK3mFq0MZ2cRFHhqU9BsWZ6Fz2Nn8706dP93kPr69XXNqKPCkVF20DJaW8GwJRgYMS4VAp2F2EttwHQWNeEraqe0mOVTLpktO+YkvzyNt3kWuusdNDfeyhd3oQQQojeE3QwFB0dzUcffcSRI0d8rbVHjx5Nenp6jw9OCNG3Am2R3Z2AqatjfNcuOI7KeBS16TC68qO4tWVdjjs8NIlE82xUdaM4sEIDrtMBx8naar9ZlDPv1VZVj0anITkjnpSsRIoPea+r04e0Kfk7MzhxNnmDpTObK+hCtT1SOihd3oQQQojeE3Qw9Otf/5oHH3yQ9PT0NgGQ3W7nz3/+M4888kiPDlAI0XcCKcnqKmDyF/QAHR4TEqbBWrePA/uXUq7/ipALClGpve3e3B2MU00YcdEzGBJ3IYmmHKLCR6BSqdi5+iC4DrXb31bV0G5crmZ3m/FERIdTWlBJXLLJ1/EtJCyE0TNGkjY6yRe4nRmc6MK8GfLWTRQAIs0RZE0fcdalg9LlTQghhOg9KkVRlGAO0Gg0lJaWEh8f32Z7dXU18fHxuN0dPb70L5vNhtFopLa2FoPB0N/DEWJA2rn6IHvWtQ8mxs3OYuKcUYC3vfX6D7e32yfnqskkpyf4DXpSMhPbrA1EqBV19GHisitp8OzE6arpYmQqtM7hOMqG46nJRLENJTk9uV3GqqOxXbB4IkWHStuMyxgXhaW0ts26Pm6Xh+HjkjHGGjoMXs4MBt0uDxqtxjdnqOWee7LBgcPulC5vQgghRC8IOjOkKIrfyce7du1q025bCDH4BFKS1ekcFsV/ZkmldaIy7UdtOuxtfBBeAYDV6e9MXkpTNJ6aTDIzFmDQTmLzx0fbnffM8reOsihqjarduJqbmn3NEVpotGpSRyV1OvfJX6ODuFQzlUWWXgtWpMubEEII0TsCDoZMJhMqlQqVSkVmZmabgMjtdlNfX8+dd97ZK4MUQvSNQEqyOguYTk/q96CKLEFlOow6+hAVxuOExHaRNXbr8NSMRGMfg6NsJNjjSM5IZNzYyRzYVOD3kDObCHTUkc3f8QoKcakxOBodHd5rR/wFJ1HRModHCCGEGGwCDoaefvppFEXhlltu4fHHH8doNPpe0+l0DBs2jJkzZ/bKIIUQfSOQFtkdBUymVA+V9rVoRq1AHX0YVUhjp9dSFBVOSwK1R5KpP56KKXIC5vgYRkxMRZuibXPtYJoI+AtUDDERuF0eGmoacTY1owsLwe3yMPuaKahUKmxVDUQY9ag1Kg5sKui1hU2FEEIIMbAEHAzddNNNAAwfPpycnBy02qAr7IQQg0BXJVktAdOJ/ELKq7fgCttDo2onX+zwZl80cR2fO0QdS7hnEmGu8RxZE0bhrhrfaw1UETckDq1W65uf1OJsmwjEpZnRaDWUHqv0bcuaNoL4tBiioiMC7qInhBBCiHNL0BFNVFQUBw4cYNy4cQB89NFHvPzyy4wZM4bHHnsMnU4eHIQ4FymKB2v9AcpPrflTVfs1HpqhkwVPVUooerKJibiAzIz5xJhG+bq+OWxft9vf0ejsMNtzNou6Vp6woI/SMemS0TganYSG61BQqCyyEBUdIQubCiGEEOepoIOhO+64g4cffphx48ZRUFDAtddey9VXX827775LY2OjLLwqxADS3QVUWzQ6yii3rKfMkke5dT2OZmuXx0RHjiHOMIuKvXFU7jfiULTUAE0FteQsafaVvUVEhxNhDKeh9nQ5XVxaTIfZnrNpImCrbvB1egN8LbBb5hzJwqZCCCHE+SnoYOjw4cNMnDgRgHfffZeLLrqIN954g/Xr1/Od73wn6GDI7Xbz7qcr2bJjPyoVTJ84lmsWz0WjUXd4jLO5mSee/jf1DXaefOwnwd6CEOeF7pR+udyNVNZspaRiDScr12F3F3Z5Hb0ugQRzDonmXBJMswjTxVCwu4h9+9q2uG6daUnOSCBtdBIADbWNOO3NDB+fwgVXTOiVsrSu5hzJwqZCCCHE+albrbU9Hu+CiCtXrmTx4sUApKamUlVVFfQAlq1az9HCYh79yW0A/P3lt1m+egOXz83t8JhPVqzDHG2kvsEe9PWEOF8EUvrVtvRtPVW12/AozZ2eV6MOIy56OonmXBLNuRjC09u12+8q09JS9jYsu2/WzulqzpEsbCqEEEKcn4IOhqZOncoTTzzB3LlzWbNmDc899xwAx44dIyEh+AeHjdt2c83iuRgN3rU+FsyZxfvLVnUYDB0vLmX/oQK+efkl/PuND4O+nhDni44CkuqqE6hKtwRV+uapT2ZI3GxGZS0i1jAZjSa00/0DybT05do5Xc05Ots5SUIIIYQYnIIOhp5++mmuv/56PvzwQ37xi1+Qnp4OwHvvvcesWbOCOldDox1rbR0pSfG+balDErDU2LA3NaEPC2uzv9vt4b/vf8Z3vnEZiqJ0eu5mlwuX6/S6JvYmRyd7C3Hu8QUkaicqY4G33bXpEAWUU3Cw82MVhwG3JQN78VAaitJQK0aSLsyk1G6gIaaiy7lHAzHTEkiXPGmWIIQQQpxfgg6Gxo8fz549e9pt//Of/4xGownqXA6ntxwnXH866GkJgJocznbB0Iq1m0gdkkDGiDQOHz3e6bk/X72RpV/m+b53OrwTpsurLDQ6XEGNU4jBRFE81DflY1FtImzqatyhh1GpO1/wVK0KxRgxGVPkdBRLFl9/VkVVUQ31NY2g2LHX12AeYqT4aBkNtiaSMxKYNH8MGl3Hv/NZF44kdpiZemsDkaYIYtJMWOvrob6n71gIIYQQoq3EOHNA+3V7saCvv/6aAwcOADBmzBgmT54c9DlCdSGAN2sTGRF+6mtv0BIW2vavzhVVFtZt3sHP770loHPPnzOTS2dP931vs9l46elfkxBrxmAwBD1WIQYyu6OcMst6yqx5lFvW42i2eF/Qg6qDY6IjR3vn/ZhyiTVO8ZW+OexOTu5YS8mBckK0Gpz2ZoaMiOfk0UpGZCejNCtYi2twWJq6zKQkJ3ey6JAQQgghRD8LOhiqqKjg2muvZc2aNURHRwNQU1PDnDlzeOutt4iLC/zhJyJcj8kYRdHJcuJiTAAUl1ZgMhraZYWOFhZjq2/g0b+8AHhL5hxOBw/++ml+ePO3GJ6W3Gb/EK2WkFYLwzY7O5/jIMRg4nLbqazZdir4yaO24XCXx4Tp4kk055BgyiHRnEOYLtbvft5ysRTczW4cjU5cLg/lJ6qprbDhaDz9+y1tp4UQQggx2AUdDP3oRz+ivr6effv2MXr0aAD279/PTTfdxL333subb74Z1PlmThnP8tUbGDksBYDlqzeQM21Cu/2mjB/NqIxhvu8Ljpfw+v8+4xf33UJUhLS/FQPD2a7r0xFFUahpOOhb8LSydhsej7PTYzTqUOKip58KfmZjjMho1/WtI5GmCN9aPHXV9dRW2AAIDdf5tkfFhFOwu6jH71UIIYQQoq8EHQwtX76clStX+gIh8JbJPfvss1x22WVBD2DRpTnUN9p5/K//AmDGpLEsmONtxPDGB8sBuO6qBeh0IehOldUBREVYUanAZJSSNzEwdGddn87YHZWUW08veNrk7Lp1fXTkKBJNuSSYc4kzTu2y61tHWjdAaFkc1ZRoQMHbuGTo2CEU7Cqm7Fhlm2O6e69CCCGEEP1BpXTVlu0MUVFRrFu3zrfwaosdO3Zw0UUXYbPZenJ8PcZms2E0GqmtrZU5Q6JXFOwuYv2H29ttz7lqckBdylzuJqpqt3rn/ljWU9vQRcs3IEwXS4Ip11f+pvYYeywz5bA7fa2mI4x61FoVddWNGGIjcDndbF66q9v3KoQQQggxEASdGbrkkku47777ePPNNxkyZAgAJSUl3H///Vx66aU9PkAhBouuFhptzWF3Uny4jErLPtzh+3CE7MFS9zVuT+ct4NVqHXHGab4FT40RWb7St7qaBr58fS3HdhejCwshIjqctNFJnWZrOivr66zV9M7V/gM1mUckhBBCiMEk6GDo73//O1deeSXDhg0jNdX7oFRUVER2djavv/56jw9QiIGsdTDhcrrQR4Vir2sb0LReaLTJWUVx2Rr27v2EJs1uVLo6aOz8GsaIUb7MT1z0NLSasHb7OOxONn2yk22f7/VtizB6OzQOyy73G9ScTVlfIIuqCiGEEEIMdEEHQ6mpqWzfvp2VK1dy8KD3r8OjR49m7ty5PT44IQayM4MJt8uDRqtpExANyTARElfAriNvUGbNo6b+VEalk5bXoSExvsxPgmkW+tD4DvY8rSS/nMoTljbbGmobaaht7DBbU5Jf3iYQ8m074j94am0gLqoqhBBCCBGsbq0zpFKpmDdvHvPmzevp8QgxaJwZTGi0atwuF0nZGhzaAzhCdmNx7WbDgc5L3xSPFqV2OAmmXCZNXUJ05ChUKnVQY7FVNxAa3j6b47Q3d5itCaas70yheh05Syb75hQZYiNITpduckIIIYQYXAIOhlatWsU999zDpk2b2jUgqK2tZdasWTz//PPMnj27xwcpxEDkCyZC6lBH56MyHSIkOp9i7akmIs0dH+tpSESxZuKxZqHYhoNHx7CrJmOKapuRCbRVtyEmAgWFlKxEig+V+bYPH5/SYbbmbEvdOptTJIQQQggxGAQcDD399NPcdtttfjuxGY1G7rjjDp588kkJhsQ5z+12cLJyE+XupYRM2oIqsqTLY0JDzCSYc0g05WIKn872ZcWUHOu8xCyYOT3JGQkU7vOOIy7ZhKPRSVxaDBdcMaHDbI2UugkhhBDifBdwa+2hQ4eyfPnyNusLtXbw4EEuu+wyTpw40aMD7CnSWlt0l6Io1Dbkexc8teZRYd2CR+mi65sqhLjoaacWPM1tV/rWum11RyVmwbbqDuScPXGMEEIIIcS5IuDMUHl5OSEhIR2+rtVqqays7PB1IQaTJme1b8HTMst6mpwVXR6jcaUQGzGDEcPnMSR+JlpNuO81f+VuXZWYBTunpztla1LqJoQQQojzWcDBUHJyMnv37iU9Pd3v67t37yYpKanHBiZEMAKdW9MRt8dBVe32U8FPHjX1+7s8RmmOwG3JwHIoieqD8aSPncC+ChsVac1MmVdFSmYioXpdt1tY+5vTo48KxdXsYufqg2e9qKoQQgghxPku4GBo0aJF/OpXv2LBggWEhbVd58Rut/Poo4+yePHiHh+gEF0JJthoCZpqq+vRGasg+hDVdZuoqNmM29PU6XXUqhBijVPROcdyLC8SpWEItqpGyo9V4vEoOO1OSo9VUnqsEo1GxfH9J70d17rZwvrMOT3elt1O9ublo9GqO71PIYQQQgjRtYCDoV/+8pe8//77ZGZmcs8995CVlQV45wo9++yzuN1ufvGLX/TaQMX5rbPMT0l+OScOlNJQ04izqRldWAhul6fdYqM2Wxl5X75JTdNW1KbDqGprobbz6xrC031r/ngXPA3HYXfiKPAGX84mb8u4pOGxVJedPpmj0ekLeLrbwvrM9tWuZlebQKjl3gNZF0gIIYQQQrQXcDCUkJDAhg0buOuuu/jZz35GS98FlUrF/PnzefbZZ0lIkC5Uoud1lfmxVtgoLaikobbR93qEMRxLeTURKSXexgeWPKz1+yAaNJ1cKzTE5Gt6kGDOITw0sf0+rYKUogOlVJVYsZTZKD9efXqfcB2NdU3exgRn0cK69ZyenasPtgmEWgSyLpAQQgghhGgvqEVXhw4dyrJly7BarRw5cgRFUcjIyMBkMvXW+ITossxMcSunAiGFULOVyKFFRA4tokD9N47u7GrBUw3h6jFkjJhPgjkXU+TogBY8bQlSktMTWP/hdsqOVfleS8lKRMH7x4KWDm090cL6bNcFEkIIIYQQbQUVDLUwmUxMmzatp8cihF+dlZk5nBaaQjeS+a2NqKIPo4uq973eUc94pTEejzULjzUTpXYE2d+YyYih3Ssza8kSpWYlcWDzUZqbmlFQsNc5fAHPmeVu3W1hLesCCSGEEEL0rIDXGRrsZJ2hwavNejsqFyrDcdTRh4kaUUyj6zAdhz1eOm00CeYcYiMv4PimKMoOuXyv9WQDgr5Ys0fWBRJCCCGE6DkSDIkBTVEUysr3sW3DezQoO1AZj4DG2fkxHg06VwbpI+eTEn8R0VFjUKu8M4UkmBBCCCGEEC26VSYnRG9yNFspt270rvlTvQ67swxMoOrkmMiw4YQziZCmbBLiZpCWMaxNkHNmN7rRF4yQIEgIIYQQ4jwnwZDod26Pk2rbzlNd39ZjqdtDV6VvGpWBIXG5JJq8Xd8iwoZ0uG93Fz0VQgghhBDnNgmGRJ9TFIU6+zHKLHmUW/KoqNmCy915e2jFo0apG4rHmoVizSRz0iVMGjs2oOt1d9FTIYQQQghxbpNgSPQJR3MNFS2lb5Y8Gh0nuzwmSj8cvTKBkq9NKLUjwR3me80YG/i8r+4ueiqEEEIIIc5tEgyJXuHxNFNt20mZZV3ApW8hWgMJppkkmmeTaMohQp/iLXEr3E6JpfvtpGV9HiGEEEII4Y8EQ6JHKIpCvb3Ql/mpqNncZembSqUl1jCRBHMuieZcTFHZvq5vLXpijR5Zn0cIIYQQQvgjrbVFtzmbaym3bqDMsp4yax6NTSVdHhOpH0aiOYdE82zio6cToo3qg5FKS20hhBBCCNGeZIZEwLylb7u82R9rHlbbHhQ8nR5zuvQtlwRTDpH6/mlYEKrXSbMEIYQQQgjRhgRDokPe0rfjlFnXU27Jo9y6MYDSNw0xhknERs1AZRuD25aM0WMg2SSZGCGEEEIIMbD0ezDkdrt599OVbNmxH5UKpk8cyzWL56LRqNvs1+xy8fZHX3DwSCH1DXaijZFcduEFzJo2oZ9Gfm5yNtuoqDnd9a2hqbjLYyL1Q0k0e9f8iTfNwNMc2mpdnyOArOsjhBBCCCEGnn4PhpatWs/RwmIe/cltAPz95bdZvnoDl8/NbbOfx+PBGBXJfT/4LrHmaI4VneTvL71DtDGKMZkj+mPo5wSPx0W1bRflVm/wY7HtDqD0LYoE00wSTDkkmnOJ1Ke1eb1gf5Gs6yOEEEIIIQa8fg+GNm7bzTWL52I0RAKwYM4s3l+2ql0wFKrTccVlF/q+H5GWTNbINI4WFvsNhppdLlwut+97e5Ojl+5g8Km3Hz+V+VlPhXUjze76Tvf3lr5NJNGUQ4I5F3PUONTqjn90ZF0fIYQQQggxGPRrMNTQaMdaW0dKUrxvW+qQBCw1NuxNTejDwjo8trnZRWFRKdMmjvX7+uerN7L0yzzf905HEwDlVRYaHa4euoOBze10U3XCSp21Egz5uMP3U9O4habmrru+helSMEfOwBQ5neiIqWg13mDV5YSKalunx6rC1DTa2wef6jA1ZZWW7t2MEEKIfhFnNvb3EIQQoo1KS22X+yTGmQM6V78GQw5nMwDh+tNBT0sA1ORwdhgMKYrC6/9bRnysiYljs/zuM3/OTC6dPd33vc1m46Wnf01CrPmcb63t8bgor9rO9q/fo96zA5XhBKpmD3Tyc6NRRaBXxhMTMYPMjPmYTendvr4pMpLqQku7dX2yJg6TOUNCCCGEEOKsBBroBKJfg6FQXQjgLWGLjAg/9bU3gxMW6v+hWVEU3vzwc8qrqrnvB99FrVb53S9EqyVEe/r2mp2hPTn0AafefoIyy3rKrd6ub82uOogCdQf7q1BjNkwgNmom5btjqNgfiR0NFqDxaBU5S9K6Hbj0xEKpQgghhBBC9LZ+DYYiwvWYjFEUnSwnLsYEQHFpBSajwW9WSFEU3vrocwqLTnLfD77baRnduc7pqqPCuokySx7l1jzq7Se6PEaxm4nWzyA7ezHx0RegCzFQsLuIPfu3t9mvJ5odyLo+QgghhBBioOv3Bgozp4xn+eoNjByWAsDy1RvI6aBd9lsffcHRwhJ+fNt3iQjX9+Uwe4zD7qQkvxxbdQOGmAiSMwLLmHg8Lix1e04FP+uptu1EUdydHqO4QlFqMvDUZOKxZkJTLJlXTSYl7nSQIs0OhBBCCCHE+arfg6FFl+ZQ32jn8b/+C4AZk8ayYM4sAN74YDkA1121gGprLWs3bUer1fDLP/7Dd/z0Sdlcd9WCvh94Nzjszlbr73h1tv5Ovb3Il/nxlb51wlv6Np5Ecy7miBkc+NLFyfzqNtdKTk9oc4whJsLvuQyx/rcLIYQQQghxrlApiqL09yD6gs1mw2g0Ultb228NFAp2F7H+w+3ttudcNZkR41JpdtVRYd1M2ak1f+rtx7s8Z3hYsm/B0wTTTHQhp7v+OOzOLuftBBugCSGEEAC/+MM/0Go16EK0uNxuLpo5hYtnTunvYfWrYydK+O/7y2l2NRNtMPD9a68g2hjVbj+H08nbH33B8eIy3B43E8ZksmTBxahU3nnQJWUVvP3RCurqvVUaV86/iEnZWRw+epy/v/wOCa0mj//07hvRhYQENc6Ssgre+XglDY12PIoHXYiWG65ZTHJi3Fnc/fnL6WzmP/9byvHiUlQqFd+YfzGTx43yu+/m7XtYsXYLHsWDITKCG791OeZo77Nb698pgPkXz2TqhDEA7Dt0lI+/WIvb7SYkJITrr1pAypAEv9foLx8u/4qd+w6h1WjRaNR8Y/5FvuVv9hw8wicr1lFaVsnsCybx7SvmtTveVt/AE0//mxFpydx54zV9Nu5+zwydT2zVDbhdHhpqGnE2NaML0xCZZqGgagfHth+i2rajy9I3rSaCeNMFJJpyTy14OtT3j+eZApm3I80OhBBCdNcPrltC6pAEqq21PPH0i6QPS22zXEZ3ud0eNJqOWgD1vJ64nsej8PLbH3P91YvIGjmUFWs38+6nK7nt+qva7bt89UY8HoVf/vhWPB4P/3j1PbbvOciU8aNxOpt57rX/cfO3F5M+LBWPx0NDY5Pv2IQ4M7+479azGuuLb37ElfMuZGK2tyOvpcaGVqs5q3MGqq8/276wYu1mtBotv/7pXVRZavjjs6+SOSLN1xysRVlFNe8vW83P770FoyGSzTv28uYHn/PD73/bt0/L71RrDY12Xn77Y35yx/cYkhBH/rEiXnr7Yx65/7Y+ub9ApQ9PZdGlOehCQig+Wc5fX/gvf/jFPYTqdMTHmLjxm4v4es9BHE6n3+PfeH8540al09Bo79NxSzDUh8INYVRWHEFtPkzU2CIi04rRhDmohg7bXqtQYzKM8wU/MYYJqNXB/QWoK9LsQAghxNmIMRlJiDNTUWUh1mzkvU+/pLi0ApfLxfC0ZK698jK0Wg0r121h2659vgfib18xjxFDvXOGf/GHfzB1wmgOHT1OfKyJxXNn8+q7n+JwNKMoCuPHZPCN+RfR5HDyzscrKCw+CcDkcaNYPHc2AE++8F+GpiRyrOgktbZ6RmcM91tKX22p4bd/e4nZMyZxIP8YMyZnc2nu9Hb7BeNESSlqtZqskUMBmD1jIh9/sYbmZhchIW0ft4pLy5k2cSwqlQqNRsPojOFs3rGXKeNHs2XnPoanDiF9mPe/y2q1mqjI8HbXOxs1tXVtMlbm6NMVM6++8ykqlYryymrqGxsZnpbMdVctQBcSQpPD0SOfbXyMmdKKKpqbXZRXVRMfa2bJgjn8b+mXVFtrSEtO5PvXfgO1WsWWnftYvX4rLpcHRVG48rILGT8mAwj88waostTwyjufUFff6BvfqPRhPfJ+fr37AN+7ZhEAseZoMkeksXPfYXKnT2yz38nySpKT4jAavGs3ZmeN5NV3PqG+obFd4HTm2CPC9QxJ8GbuMoanYq2xcaKkjLTkxIDHefjocd76+AsyhqdytLAEj8fDTd9ezNCUpCDv2L/srJG+r4ckxgMK9fWNhJp1JMTFALBz32G/x67fuotYs5HkxHh27fe/T2+RYKgPabRqkhd9jCaqrNP9wsOSTwU/OcSbZhIaEt03AxRCCCG6oaSsgvLKalKS4vnf0lWkD0vle99cdGpdwM9YtX4rl110ATMmZTP31BqABSdKeO3dT3nsgTt856lvsPPQD29CpVLxzscrGDcq3TePuOWvxZ+tWo/L7eKX9/2AZlczf3nudRLjYnzlRJXVNdx/2/W4PW5+/eS/KDhe7Hsob83e5CApPparFs7xe0//fuNDyiur/b52103fahNAgDe70lLuBBAWGkpYaCg1tjpfx9wWacmJbN99kEnZWbjdHnbtO+xbWqSsoooQrYZnX3mHmto6khPj+ebll/oCosrqGn73t5dQq1XMnDKei7pRmrjokhye+ucbDE8bwvC0ZCZnZ5Ha6qG6sOgk/++H3vK751/7H1/mbWXhnFk99tl+umIdx0vK+Nk9NxOuD+Opf/6X1/+3jPt+8B1CtCH84e8vs+/wUcaNSmdMxnCmTRiDSqWi2lLDn/7xGqMzh/uWTwn0837xzQ/JnT6JnGkTKDhRwvOvvcevf3pXu6VctuzYy4q1m/2+bznTJ/otBbXU2Ihp9dnHmIxYa9ovUJ+SFM+JknLKK6tJiIth8469KIr3+JZg6NV3PkFRYFhqEksWzCEqMpz4WBMNjXaOHi9m5NAUdu3Pp8nhpNpaG1QwBFBeWc0N31zEd5csYO2m7Xz0+RruvfU77fbrzvvQ2savdxNrjsZs6nrR5ipLDes2b+cnd3yPr3cdCOxGepAEQ32ooaYRpSYLzgiG1OhJjJ0VUOmbEEIIMVD8+40P0YVo0YWEcMM1lxMfa2bnvsMUHC/hy7wtADibXb41AYtOlrF89QbqG+1o1GrKKy04m5t9c15mTh3n++9f+vBU3v9sNQ5nMxnDUxmVPhyAA0cKuWbRJajVKkJ1Oi6YnM2B/EJfMDRlwmg0GjUajZqUpAQqLTV+H441GjXTJ2V3eG8/uG5Jj71PZ5p/8Uw+/Owr/vTsq+jDQhmWmsSho955wm6Ph4NHCvl/d9+E0RDJR5+v4c0Pl3P7964mNTmR3//8h+jDwrDW2nj25XeIjAhnyvjR7a7xyRdrMRoiufCCye1em3vhDKZPyubQ0ULyjxXx1xde53vfXOR7DyePH0VYqHd9xlnTJrB6/TYWzpnVY58twJiM4b7OwKlDEtFqNb5rpg5JoKLKAkC1tZaX3/4Ya20dGrWaBrudakstifHeTEMgn3dDo50TJeXMnDIOgBFpyRijIik6WU7G8LaVMdMnZXf6c3E24mPNXHfVAl5551M8Hg/Zo0aiDwtDrfaWDT5w5/WYo4243W4+/mItr777Cfd8/1r0YWHcdv3VfLT8K5qczYxIG0JSfKzvuNZqbHU8+/I7HZZSxsWYGJ6WDHjfh5Xr/Ac8Z/M+HDxSyNKVedz7g+90+TyrKAr/eW8p1155WdBz33qKBEN9qKnRyeFVoYy+AeqKY7DmD6GuMIXF3/s+M8ZN6u/hCSGEEEHxN78BFG7/3lW+spgWLpebf77+Pj++7TqGpQ7B3uTgJ489icvl9j0EhepO/5V+8rhRjByawoH8Y3y18WtWrd/KPd+/tv0gznjWar3gulqtwuP2+B27LiSkw4XbIfjMkDnagKXmdM17k8NBU5ODaEP7Bgq6kBC+feXpCeSff7WRpITYU+cxkjliqK+MbfqksTzz4tsA6MNOLyBvMhqYOmEMR44V+Q2Grrjswg7vDcAQFcG0iWOZNnEsMSYjW3bu8wVDZzr9PNszny3QZo6SWq1q87mpVGo8Hm9/rxff/JAlC+b4GhI88PhTNLtcvn0D+bybmhydvhetdScjYo42UF1T6yt/q7bWMjpjuN9zTB43yncvtXX1fLFmE/GnMoctmUWNRsMlOdN49C8v+I7LGjnUV4LZ7HLx0BPPkBQfw5miDVGdzilr8z6r1bjd/vuodTczdLjgBK+9u5S7b7qGxLj24ztTk8NBSVkF/37jI8DbXMTZ3MzT/3qDH992XZfH9wQJhvpQY10TjvI0Nv7m27gavf+gRZrCsdua+3lkQgghRM+YMCaTL9Zs4rqrFqLRqGlotNPQaCcqMgKX2+174Ptqw7ZOz+Odf2TiginjGJY6hD8/9xoAo9OHsX7bLjJGpOFsbmbzjn3Mv+iCHr+PYDNDaclJuN0eDh09TtbIoazbvJNxo9PbzRcCb4meRq1GpwuhylLD2k3bfd2zpowfxYatu7A3OdCHhbL34FFfU4paWz1RkRGo1SqaHA72HDxCzlT/azN2ZufeQ4wbnY5Go8Ht9lBcWkGc+XQp3449h5g7ewa6EC0bt+32za3pqc82GI32JmJOlVpt3rGXRntTF0f45/F42Lx9LzOnjqew6CQ1tnpSh7Rv9tGdjMjkcaNYt2kHI9KSqbLUcLjgBN9dMt/vvrW2eoyGSDweDx98tpqLLpiCTheCw+nE7fYQrg8DYOuu/W3+0NByHMCyL9eTNXIo8bFmv9foCd15H/ILTvDK259w143fDLjTnT4sjL88cr/v+43bdrNr/2HpJneu0uq0hOrDCdOH4zZ40GjVKKe2CyGEEOeCaxbP5cPlq/nt315ErVKhVqu5auEc4mPNXHnZRfzx2VeIiAhnqp9sRmvb9xxky459aDQaFEXxTYxfeEkO73y8gt88/W/A+yDqLzPS19RqFd+/9gre+GA5zS4Xxqgobr72Ct/rf3/5ba6YdyFDU5KostTw7zc+QK1Wo1GruWbxXN+DrznayII5M/nzc6+hVqkwGqK4/uqFAOzYe5C1m3agVqvxeDxMHjeKmVPHBz3WHfsO8cHyrwjRavB4FIalJrF43mzf60NTknjmpbeob/A2ULgkdxrQc59tML51xTz+9d8P0IeFkTVyaLuMXKD0YaGcLK/kiadfxOPxcMt3rvSV5Z2teRfN4D/vLeNXf3oOtVrFd75xmW8O0NpN26m11fsyda+9txRLTS0ul5vsUSP5xoKLALDVNfDP1z9AUTwoircRw83/v717D6q66vc4/tncQcAbCHKTsEdGSBJLjSjygkX5oPikaakM9Fg+Y8cumtM5pybtWJ3RMS2nkRzTvOT1mOLl8W7iNTW8ID6powgqykUzUxIQ2Pv8YezcsbmoG/Fxv18zzMBa+7fW+m2+LObL+rHWS38197Fm8w6dyjsno9Goh0ICNfz3DRvuJwu+W6fKqkrNX/5Pc1nK4EQF+rfR8VN5mrdsrcrKy2Uy3Uy4hyQ9p0d/3wyjKXHO0D2Uk3VWmxfsUf6JP/5nKCjcX32Sn1T7qJAmGRMAAEC1ecvWKiigzV3vrnc/qd49cOqEMU09FNyHWJK4h4I6+Csipr18A1uq/PoNuXq4yDeklYL+cns7gQAAAAC4e6wM3WPlpTc44BQAAAC4D7AydI9xwCkAAABwf6i5QTkAAAAA2AGSIQAAAAB2iWQIAAAAgF0iGQIAAABgl0iGAAAAANglu9lNrnoH8atXrzbxSAAAAAA0Ni8vLxkMhjpfYzfJ0LVr1yRJwcFsaw0AAAA86BpyvqjdHLpqNBp14cKFBmWIsK3SsnL99/9+qU//6z/k7uba1MPBA4K4QmMgrtAYiCs0BuKqfqwM3cLBwUFBQUFNPQy75OxSLhdXN3l7e/PDCpshrtAYiCs0BuIKjYG4sg02UAAAAABgl0iGAAAAANglkiE0OicnR/Xt/ZScnBybeih4gBBXaAzEFRoDcYXGQFzZht1soAAAAAAAt2JlCAAAAIBdIhkCAAAAYJdIhgAAAADYJZIhAAAAAHbJbg5dReObt2ytfsz6l5wc/9jV5M2/D1FYu5uH3VZVVen/1m7R/kM/yWCQunWO1MC/xsvRkZwcljL2ZOqHA9m6UHhRkeFh+kfyQHNdaVm5Fq3coKPHT8nZ2Uk9Yh7TC72fanA97FddcTV15kLlnj1vMR9NeHekWnh7SSKuYF1FZaWWrtqk46fyVPJbqVo099SzcU/oya6PSmK+wp2pL66Yr2yLZAg2FfdEF72U2Mdq3brvdysnL1/jx7wmSfrym6XasG2P+sbzAwpLzb299HyvWB0/lasrv16zqFu6epOul5bqk/98Q9dKftMXXy9RqxbN9cRjnRpUD/tVV1xJUtLzPdT7qW5WryWuYI3RaFRzL0+9NeJl+bRqodxzF/TlnGVq0dxLER3CmK9wR+qLK4n5ypb4kzzumR8yj+j5XrFq7u2p5t6eSuj5pPZkZjX1sHAfin4kXJ0jO8jTw8Oi/MaNCh3IOqZ+zz4jD3c3+fm2Vo8nHzPHUX31sG+1xVV9iCvUxtXFRYnPxsm3dUsZDAaFhQQqvH2IcvLyma9wx+qKq/oQV7ePZAg2te/gUY39aJr+Z+osbdmxT0bjzWOsfrteql9+vaagtm3Mrw0O8NPlK1dVWlbWVMPFv5miiz+rsqpKQW39zGXBAX7KL7jYoHqgLuu/36OxH03TJ1/M0d4D2eZy4goNVVFRqbxzBQps24b5CjZza1xVY76yHR6Tg830jH1cf3uhl5p5uCkvv0BfL0yXwWBQ76e7qfxGhSTJw93N/Hp3t5ufl5XfMH8O1KXsRoVcXZwtnpN2d3NV+Y3yBtUDtUlKeEZt/Xzk4uysEzlnNGthutxcXdT5kXDiCg1iMpn07Xfr1ManpTpHhivnTD7zFe7an+NKYr6yNVaGYDMhgf7y8vSQg4ODwkIC9VyPJ5R55JgkydXFWdLNf+qrVr0i5Obqcu8Hi39Lbi7OulFRoaoqo7mstKxcri6uDaoHahPWLkjubm5ydHRURIcwPd29s3n+Iq5QH5PJpMXpG1V06Wf9I/lFOTgYmK9w16zFlcR8ZWskQ2g0BoPB/HkzD3e1bO6lcxeKzGX5BcVq2dybVSE0mJ9vazk6OCq/wDKOAv19G1QPNNSt8xdxhbqYTCYtWbVReecuaPSrQ8y/05ivcDdqiytrmK/uDskQbObAkWMqLSuXyWTSmfwCbczYq+hHws31MY9FacO2Pfr1Wol+vVaiDdv2KPb3bSKBW1VVGVVRUakqo1FGk0kVFZWqrKySi4uzHovqqDWbd6i0rEzFly4rY0+mOY7qq4d9qy2urpeW6ejxU7pxo0JGo1HHT+Vp575D5vmLuEJdlqzapJy883rz70PUzMPdXM58hbtRW1wxX9mewWQymZp6EHgwfPbVtzpfWHxzS0hvL8V2fVTxT3c3L+tWVVVp2Zot+vHwT5Kk7tGcMwTr1m7eqX9u3WVR9peHQjRm5NDfz09Yr+xjOebzE27dnr2+etiv2uLqtaEDNGPeMhUW/yxJat2yuXrFdjWf6SERV7Du519+1QeTZsjJyVGODn/8LusW/YheGZDAfIU7UldcJfaJY76yMZIhAAAAAHaJP8kDAAAAsEskQwAAAADsEskQAAAAALtEMgQAAADALpEMAQAAALBLJEMAAAAA7BLJEACgUZw6dUqffvqpSktLm3ooAABYRTIEAGiwHj166O233zZ/HRoaqs8//7zG68rKyjRw4EAFBATI3d29Rv2DKC4uTosWLTJ/bTAYlJ6ebtM+NmzYoM6dO8toNNq0XQCwVyRDAABJUkpKipKSkizKli9fLjc3N3322WeSpBUrVmjixIn1tjV69GglJSUpJSWlEUZa04QJE9S5c+d70pc1q1evVlFRkYYMGdKo/SQkJMjZ2VkLFy5s1H4AwF44NfUAAAD3p6+//lpvvPGGvvrqK6WmpkqSWrVq1aBrZ82a1ZhDu2MVFRVydna2ebvTp09XamqqHBwa/2+MKSkpmj59uoYPH97ofQHAg46VIQBADZMnT9bo0aO1ZMkScyIk1XxM7s/Onj2r/v37y9PTU97e3nrppZdUVFRkrq9ewZkzZ45CQkLk6empUaNGqaqqSpMnT5a/v7/atGmjTz75xKLdK1euaMSIEfL19ZW3t7d69eqlrKwsSdLcuXP10UcfKSsrSwaDQQaDQXPnzpV081G1tLQ09evXT82aNTO3m5aWpvbt28vFxUXh4eFasGCBuS+TyaQJEyYoJCRErq6uCggI0JtvvlnrPV+8eFHff/+9EhMT63xPx48fr7Zt2+rIkSOSbj5i+PHHHys5OVmenp5q166dVq9erYsXL5rfw6ioKGVmZlq0k5iYqMzMTOXk5NTZHwCgfiRDAAAL7733niZOnKi1a9dqwIABDb7OaDSqf//+unz5srZv367Nmzfr9OnTGjx4sMXrcnJytH79em3YsEGLFy/W7Nmz1bdvX+Xn52v79u2aNGmSPvjgA+3bt898zaBBg1RcXKz169frwIED6tKli3r37q3Lly9r8ODBGjt2rCIjI1VQUKCCggKLPidMmKABAwYoOztbr776qlauXKm33npLY8eO1dGjRzVy5EilpqZq27ZtkqTvvvtO06ZN08yZM3Xy5Emlp6erU6dOtd73rl275OHhoY4dO1qtN5lMGj16tObPn6+dO3cqKirKXDdt2jTFxsbq0KFD6tu3r4YPH67k5GQNGzZMBw8eVPv27ZWcnCyTyWS+JiQkRH5+ftq5c2eDvzcAAOt4TA4AYLZ+/XqtWrVKW7duVa9evW7r2q1btyo7O1u5ubkKDg6WJM2fP1+RkZH68ccf1bVrV0k3k6Y5c+bIy8tLERER6tmzp06cOKF169bJwcFB4eHhmjRpkrZt26bu3btr165d2r9/v4qLi+Xq6ipJmjJlitLT07V8+XK9/vrr8vT0lJOTk/z9/WuM65VXXrFY3Xr55ZeVkpKiUaNGSZLGjBmjvXv3asqUKerZs6fOnj0rf39/xcfHy9nZWSEhIerWrVut933mzBn5+flZfUSusrJSw4YN06FDh7Rr1y4FBgZa1L/wwgsaOXKkJOnDDz9UWlqaunbtqkGDBkm6mZjGxMSoqKjI4t4CAgJ05syZ+r8pAIA6sTIEADCLiopSaGioxo8fr5KSktu69tixYwoODjYnQpIUERGhFi1a6NixY+ay0NBQeXl5mb/28/NTRESERTLh5+en4uJiSVJWVpZKSkrUunVreXp6mj9yc3Mb9KjY448/XmOcsbGxFmWxsbHmMQ4aNEilpaUKCwvTa6+9ppUrV6qysrLW9ktLS+Xm5ma17p133tG+ffu0Y8eOGomQJItVIj8/P0myWIWqLqt+L6q5u7vr+vXrtY4JANAwJEMAALPAwEBlZGTo/PnzSkhI0LVr12zex583MDAYDFbLqrePLikpUdu2bXX48GGLjxMnTmjcuHH19tesWbPbGl9wcLBOnDihGTNmyN3dXaNGjVJcXJwqKiqsvt7Hx0e//PKL1bo+ffro/Pnz2rhxo9X6W+/bYDDUWvbnrbQvX74sX1/fht8UAMAqkiEAgIV27dpp+/btKiwsvK2EqGPHjjp37pzOnTtnLvvpp5905coVRURE3PF4unTposLCQjk5Oenhhx+2+PDx8ZEkubi4qKqqqsHj3L17t0XZ7t27Lcbo7u6uxMRETZ8+XRkZGfrhhx+UnZ1ttb3o6GgVFhZaTYj69eunRYsWacSIEVqyZElDb7lOZWVlysnJUXR0tE3aAwB7RjIEAKghODhYGRkZKi4u1nPPPaerV6/We018fLw6deqkoUOH6uDBg9q/f7+Sk5P1zDPP1HhU7XbEx8crJiZGSUlJ2rRpk/Ly8rRnzx69//775p3WQkNDlZubq8OHD+vSpUsqLy+vtb1x48Zp7ty5SktL08mTJzV16lStWLFC7777rqSbu9PNnj1bR48e1enTp/Xtt9/K3d1d7dq1s9pedHS0fHx8aiRY1QYMGKAFCxYoNTVVy5cvv+P3odrevXvl6uqqmJiYu24LAOwdyRAAwKqgoCBlZGTo0qVLDUqIDAaDVq1apZYtWyouLk7x8fEKCwvT0qVL72ocBoNB69atU1xcnFJTU9WhQwcNGTLEvHGBJL344otKSEhQz5495evrq8WLF9faXlJSkr744gtNmTJFkZGRmjlzpr755hv16NFDktSiRQvNmjVLsbGxioqK0pYtW7RmzRq1bt3aanuOjo5KTU2t8yDUgQMHat68eRo+fLhWrFhx52+GpMWLF2vo0KHy8PC4q3YAAJLBdOt+nQAA4LYVFhYqMjJSBw8erHUFyRYuXbqk8PBwZWZm6qGHHmq0fgDAXrAyBADAXfL399fs2bN19uzZRu0nLy9PM2bMIBECABthZQgAAACAXWJlCAAAAIBdIhkCAAAAYJdIhgAAAADYJZIhAAAAAHaJZAgAAACAXSIZAgAAAGCXSIYAAAAA2CWSIQAAAAB2iWQIAAAAgF0iGQIAAABgl/4ftU+HvPdotaIAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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pBTPZtGUbW7fvxO5wsGzFas46/ZTQ+xIbG0tO9gCG5w0jNtbQ4jm0JT9vKI6amtD3KWZTmz9HkyaMbdVr8/fHngp9ffmPLsaSngY0JgQbN28F4OPPvgj7O/J/d9/FWaefAsCi75eyZNlKAoEApWVljMjPY/LE8SQkHE2yx4wa0WJY68effRn6+uIL5jNoYOOQzh9fciHfL10W2qejZGjWjCk8/fwrrNuwmepqW4veOGhMdtpLhpr/LJ477yz+8n+/O/r93LNCX3+68OjP4s9/dkPoZys3J5sLf3Q1AAu//Ib77r6rVcP89ltuDJ3rmRf/g8vlBuAPv7uTGdMmM3nCuFAy1PT35FiTJozl97++A4DCmdNYs24DZeVWqqqq2bh5K1Mmtf33I5wY7dF/YtJSUxiYm03WgEzUajVXXPqD0GuTJ45n+co1oe8H5ua0+7cqnExLBn/9071oNJoWvzder5fFRSva/FnfsWsPu/fsA2Dk8DzOPG02ABPHj2Hs6JFs2LSFvfsOsG37zhZDT4UQQpwc+lUypFKpUBQFRVG4/a7f8/xTj7TbgOmIze6gxtlYsjrWYAglQgBjx4wMfd18iEgTY2JCaK5NkvHo8KpBg3KJj2/sPTAlJ4W21x751PJQcUmo96Cqqporr781bGx79x/o9P1MGj+2RSIEjWvLNGk+TCQmRsvI4XksOdLjdODgIUYOz+MHF57LMy/8hx279nDxZT9Bo9EwKDeHwlnTue7qy0hPS404nqakpEln7735cz/tlFltXqf5PY4fe/Qem99v833ai/FYp3XwepPiZr1KI5ollQBjR49qlQy19b5A48/e1u07G/c78gyaEg9rRSWXXfszVCoVOVkDmDFtMtdedSmDI/z0vSOnzW79nJu/D029S8fat/9g2O1TJ08IfZ2cdPT3oflwpvY0f07PvPhfnnnxv6322X8g/LWblB4u5/Kf3ExdXX2b+3QUT/M4wj2j0H7NntW4Zj+L+cOGEGsw4G5ooMZZi83uaFWEY1yzvzlJxsRQMtRUeKB5z0hb8Tb/WdJoNIweOZyycivQOKems8nQwNxsJk8cz9r1G/no0y/46NMvMBj0DM8bxpwzTuWqyy5Bp9N16pxtGTNqBBqNJvR989+bkjC9tk0OHDw6/HH7zt3t/F05KMmQEEKchPpVMjT3rNOpttlYvXYDLrebn93+a1557nFG5B//ehbHfkrb0XCKhISjk6CbTx5PiA8/jEpBCbu9LW53Q6f2B0g5MrwoUuHu8Y5bbiRv2BC+/vZ7du7eS3FJaePciv0HWLZyNe+9/mKLhn57UjsZT5Ou3Hs4kYyI6SjGVHPX7qGzcbTYn9YH/PCi87Gkp/HJwq/YvnM3Bw+VcKiklEMlpXy7uIhP3301KiWpU7p4v66G8O9Z87kxGu3Rhi5K534f2uP3B/B6vW02yj/45PNQIjRh3BhuuPYKkpOMLFpcxAuvvN4YTjAYtXi6KrHZ35SmYXdAi56zJsfOC2xLuN/x5j9fgcDR+7aHGW6pVqt55vG/8fZ7H7FsxWr27DtAWbmVjZu3snHzVopLSrn/nl9HFEtnRXtEm9vtju4JhRBC9An9KhkyGPT8+7H/x7U33c6WbTtw1tZxwy138t8XnuzSJ+NmUzLGxASctXW43G52791H3tDG3qFNm7eF9msamhMNuTnZoR6u3OwsPnv/9RafhgL4fC2H8KjVR1sFTesqhROu4dO8UtzmrUfvyefzs33HrqP7NXt+5849KzRcx+Px8Ns//Jkvvv6O3Xv2ceBQMcMiXJvm2Hg6e++DBuaEeom+X7KszV7AQbk57Ny9F2gsfNH0yf3G5u9hbvj3sKOkN9IGWU7WgNDXO3buJhAIhO5t05ZtrfZv+b5sb/Fa8++bfvYURWF2wYzQPAy/38/fHnuK/7z+FlVV1azfuIVTC2dGFmw7wv4MNXsfmlcfa+54Elh1s4Z/8JikZFBuDkuKVgBHq5KFu3Z7vRMVR4YvAvz0uqtCvYHNh+B1pHkc3y9d3qI6W4v9BuaE5iBu2rItVJhk1559ocIvScZEzG3Mfzlem7cc/dkJBAJs2bYj9H32kZ/R5slVVbUt9PWSZStbnU9RFOLj4rj2yku59spLgcZqkD+++qeUlJbx1bffh5Ihlbrt9zESW7fvbPH3rfnvTXaz369jNf/bNXXyBP7z3BOt9nG7GyKuGCiEEOLE0q+SIYD4+DiefeIfXH3jbezZu59qm53rb/4Fr77wFAMyLZ06l1qt5py5Z/HmOx8A8Jt7/sQtP/0JTmctjz9zdLL0/GZzAo5XcpKR2QUzWLx0OYdKSrnll7/jBxeeR3x8HIfLytm+YxdfLVrMGy8/HZo70fiJfxnQOKF69MjhJCYkRLSe0tyzTuORf/0bn9/PV98u5vF/v8D4caP44OOFVB4ZIjd0yCBGHKkIdflPbmbk8DzGjRlFenoq9fUu9uw7EDqf1+vrsXs/f/7ZfHOkcMAL/3kdfyDA9CmTcNQ4+fizL7jv978ma4CFc8+ZE0qG/vzXR6h3uVCh4pHHnw5de/686L2H4YweOZyM9DSsFZVUVFbxu//7C+fPP5sVq9a2GiIHUDBzGsnJSTgcNWzZtoM///URTp09k8VLV4QasKbk5NDcuDt+fS/x8XFMnjgeS3oa/kCArc0auk2l5rvDeefMCb0Pv/3DX7jp+qsZmJONzeHg4KESvl+yjFMKZnDrTdd16fzGZsNM337/Y04pmInBoGfMqBGcd84c/vu/xpLsf/3Hv6hxOsnPG0ptbR2HSkpZtnw1AzIzeOD+37d5/uZ/F1594x10MTFs3LKNdz/8JOIYz59/diiOTz7/iliDgTNOm43b7ebb75fyo4svZOrkCZw7b06oCMnjT7+ATqfDlJzEU80qvM07+8xum8i/dsMm/vqPx5k1YwqfffFNaIhcaoqZ8WNHAzAwJzu0/z+feg5nbS0bNm1hxaq1rc5nrajkupt/wbw5ZzB0yCBSzWZKSg9jszuAxpL2TZoPF/7y2+/JzhqAVqth7OiREQ2lO1xWzu/+7wHOO+esFr83Op2O2QXT2zxuRP4w8oYNYfeefaxeu4Hf/uHPzDvrdLRaLaVl5Wzeso2vFy1m5fcL2zyHEEKIE1e/S4agcS7OC089ylXX38qhklLKyiu47khC1NmhWb+49aesXrOefQcOsmPXHm7/1T0tXp8/90zOOfuMaIbPfXffFSovvXjpchYvXd7u/tOnTmLbkV6ch/7eWAK4rU9Aj5VpyeB3v7qdvzz8KMFgkKeee6nF6/HxcTz0x3tCjTObzc7/3n6f/739fqtzDR0yqM0y0ZHqzL3PPet0Fpx/Dh98/Dl+f4AXXnk9NKypUeNQoWsu/xHfL1nO2vUbOVxWzq/uvr/FeaZMmsA1V/z4uOLuiEaj4de/vDV07U8+/4pPjhR2yM3J5lBxSYv942Jj+cv//Y5f/uYP+Px+Xn/rPV5/673Q6zFaLX+573ehRWBr6+r46tvvQ+vDNJeaYmbG1MmttkfLvDln8N2SZXz4yULKrRX88cG/t9pn9qy2G6sdmT5lEl99+z0Az730Ks+99CoDMi188+k7jBsziptvvJZ/P/cyzto6Hn6k9c/8gvPPaff8588/m2de+A/uhgaWrVjNshWrgcZiA+ES1XDGjh7JLTf+JPT78/b7H/P2+x+HXm8qBnLO2Wfw9aLFfP7lN9TUOPm/Pz/c4jxDBg3kl7f9NKJrdkVuTjavvPZmqwqGv/7FraFKcvPnncUjTzyNy+Wm9HAZf3m4sVDM0MGDws5V3H/gUKvS5k2aF4+YNnliqOe3+e92JGu9AeRkD+DThV+FKuA1ufmGazCb2l7kWKVS8dAf7wmV1m6a2ySEEKJ/6JfJEDRW7Hrx6ce44rpbsFZUcvBQCTfc8kteee7xTp0nOcnIG688w/Mvv8ZXi76n9HA5Wo2GoUMGcfGF5/LjYxZdjYYBmRbee/1Fnn/ldb5bXERpWRlarZaMtDTGjhnJ3DNPw5KRHtr/1p9eR329i++WLKOyqjri+QJNLv/RxQwemHt00dX6eswmEzOnT+FnN1zTYsjWjdddxXeLi9i+czd2uwO/3096ehqFs6Zz203XtRrW1t33/tAf72HmtCm888HH7Ni5hwaPh9QUM1Mmjg/NkdHpdLz470d55fW3+PTzrzh4pFDDwJwczjvnLK654scdrkMTDU0Nw38/+zKHSkrJzsrkhmuu4HBZeYu1X5qcedps/vfy0zz38qusWbeRGqcTY2IikyeO56fXXRWaOA9w2Q8vxpSczNZtO6iy2fB6vaSYzUybPJFbb7quxUKe3eGvf7qXmdOm8O6Hn7R4HwbmZnPmabM55+zWleQi9aMfXEh5RQWfLvwaa0VlqyFWt998A+PGjOL1N99l87Yd1NfVYzabyB6QyamnzGL+2e33+g3ItPD8U4/w8COPs2vPPtJTU7n2qksx6PURJ0MAP7/5esaNHcVrb7wTisNkSmb82NFkDWgcxqVSqfj7g/cxfcpE3vvoU/bsPYA/EGBAZgZzzjiVG6+9slvfq/PPmUPWgEyef/k1iksPk52Vyc+uv4YLzp0b2seUnMQT/3iIhx95nH0HDpGZkc41V/6YWIOh1SLPSUYjt/70J6xau54DB4txOGrQaDUMzMlm3pwzuP6aK0L75ucN5a9/updnX/wvxaWHO91bOXnieH7/61/wr38/z959B0hNMXPVZZeEhue1Z/TI4bz3v5d57uVXWbZiFeXWSmINejIy0pk0YRzzzjq9U7EIIYQ4caiUzraMhRBCCCGEEOIkEH4mvRBCCCGEEEKc5CQZEkIIIYQQQvRLkgwJIYQQQggh+iVJhoQQQgghhBD9kiRDQgghhBBCiH5JkiEhhBBCCCFEvyTJkBBCCCGEEKJfkmRICCGEEEII0S9JMiSEEEIIIYTolyQZEkIIIYQQQvRLkgwJIYQQQggh+iVJhoQQQgghhBD9kiRDQgghhBBCiH5JkiEhhBBCCCFEvyTJkBBCCCGEEKJfkmRICCGEEEII0S+dtMmQoig4nU4URentUIQQQgghhBB90EmbDNXW1pKUlERtbW1vhyKEEEIIIYTog07aZEgIIYQQQggh2iPJkBBCCCGEEKJfkmRICCGEEEII0S9JMiSEEEIIIYTolyQZEkIIIYQQQvRLkgwJIYQQQggh+iVtbwcghBBCCCGEOHF53F5Kd1txVtdjTIknKy8Dfayut8OKiCRDQgghhBBCiC7xuL0UfbCO0t3W0LasvAwKFkw6IRIiGSYnhBBCCCGE6JLS3dYWiVBo2x5rG0f0LZIM9bIJEyYwYcIERo0ahUajCX3/4x//+LjPXVdXh0qlikKU4c2fP5+dO3d26piXX36ZBQsWALBmzZqo3GdbvvvuOyZMmNBt5xdCCCGE6O+c1fXht1eF397XyDC5XrZhwwYADhw4wIQJE0Lfnwg+++yz4zp+ypQpvPnmm1GKRgghhBBC9DRjSnz47anht/c1/bpnKBDwUFO/u0f+CwQ8nYrtiy++oLCwkMmTJzNt2jQWLVoENPZ2jBkzhltuuYXx48czevRo1qxZEzrumWeeIS8vj4kTJ/Loo4+2OOfq1as544wzmDJlChMnTuTtt98GGhOx5ORk7rvvPiZPnsywYcNaJDrLly+nsLCQ8ePHM27cOD788EMABg0aFEreHnnkEaZOncqECROYOnUqy5cv7/Aem/fcdBRDW7H7/X7mzp3LlClTGD16NJdffjn19SfGJxFCCCGEiA6P28u+TcVsWLSDfZuK8bi9vR1Sv5GVl0FWXkbrbcMy2jiib+nXPUN1DYdYuGp+j1xr3rTPSIrPi2jfffv2cf/99/PFF19gNBrZs2cPs2fP5sCBAwDs2LGDF154gaeeeoqnn36ae+65hy+++IItW7Zw3333sX79ejIzM/n9738fOqfD4eCnP/0pn332GZmZmVRVVTFp0iRmzZoFQE1NDePGjeOPf/wjCxcu5I477mD+/PnYbDYWLFjAO++8w+zZswkGgzgcjlYxX3XVVdx5550ArFixgmuvvZYdO3Z06hm1FUN7sQ8YMIDXX3+dlJQUFEXhlltu4fHHH+d3v/tdp64thBBCiBPTiT6B/0Snj9VRsGASpXusOKvqMabGkzVMqsmJ47Bw4UL27NnDKaecEtqmVqs5dOgQAMOGDWP69OkAzJw5k7///e8AfPvtt5xzzjlkZmYCcPPNN/PQQw8BsGzZMvbt28c555zT4lo7d+5kyJAhGAwGLr744tA59+7dCzT2Cg0fPpzZs2eH4jCbza1iXr9+PQ888ADV1dVotVp27tyJ2+0mNjY24vtuK4b2Ys/MzOTRRx/l008/xe/3U1NTE0rwhBBCCHHya28C/5CxOb0UVf+ij9WdsM9akqE+SFEU5syZw+uvv97qtdLSUgwGQ+h7jUaD3+8Pe57mxRMURWH06NEsW7as1X4HDhxAr9eH9tdoNAQCgYjj9Xq9XHzxxSxatIipU6fidDpJSkrC4/F0KhlqK4b2Yn/11Vf59ttv+f777zEajfzrX//i22+/jfiaQgghhDixnegT+EXv6tfJUIIhl3nTjq8IQGeuFam5c+fyxz/+kU2bNjFu3DgAVq1axbRp09o97owzzuChhx6ivLwci8XC008/HXpt1qxZ7N+/n6+//pqzzjoLaCzeMGrUqHbPOWvWLHbv3s2SJUtaDJNr3jvU0NCA1+slN7fxHh9//PGI7zUS7cVut9tJTU3FaDRSW1vLyy+/HIpDCCGEECe/E30Cv+hd/ToZ0mj0Ec/j6UnDhg3j9ddf56abbsLlcuH1epk4cWLYnqLmxowZw/3338/s2bNJSEgIDTkDMJlMfPrpp/zqV7/irrvuwufzkZubywcffNDuOU0mE++//z533XUXtbW1qNVq/vznP3P++eeH9jEajfzlL39h2rRppKamcumllx7X/YeLoa3Yr776aj788EOGDx9OWloas2fP5uDBg1G9vhBCCCH6rqYJ/MfOGTpRJvCL3qVSFEXp7SC6Q9NQrZqaGoxGY2+HI4QQQgghuonH7T1hJ/CL3tWve4aEEEIIIcSJ70SewC96V79eZ0gIIYQQQgjRf0nPkBBCCCGEEOK4NHirsdqXEaNJYEDq6b0dTsQkGRJCCCGEEEJ0SiDgoapmLeX2IsptS3HUbQMgPXm6JEOReuWtT1i9cStajSa07fbrL2XIwGwAAoEAb3/yNavWb0OlgmkTRnPJeWeh0cjoPiGEEEIIIXqKoijU1O+i3LYUq72ISsdqAsGGVvtV1azD568nRntilDbv9Z6hU2ZM4kfnzwn72mffFrH3QAn33XkjAE+89CYLFy3j3LMKezJEIYQQQggh+h23pxKrvYhyWxFWexEN3soOj4mPzcHlOUyStu8tXxNOrydD7Vm+ZhOXnHcWScYEAOadPov3PvtWkiEhhBBCCCGizB9wU+lYcyQBWkpN/c4Oj9HHmMgwzSLDXIDFVEicIbMHIo2eXk+GVq7bwsp1W0hKTGDWlHGcUTgNtVpFvcuNvaaW7Mz00L45AzKwOZy4GxqINRhanMfn9+P3B0Lfuxs8PXYPQgghhBBCnGgUJYijbvuRoW/LqKxZQzDobfcYtSqGtOSpRxKgQkwJI1GpTtwpLL2aDJ1eMIWL559BfJyBAyVlPP/aB6hUKs6cPQ2P1wdAXOzRpKcpAWrweFslQ18sWs6n3ywNfe/1NI5htFbZcHn83X0rQgghhBCiGwS8AaoO2am31xNviic114RGp+n4wD6gL8bu8Vmx16068t9qfAF7h8fE64dhSpiGKWE6SfET0Kgb2+HeBrA2OLo54q6xpJkj2q9Xk6HcLEvo6yG5Wcw9bQYr1m3hzNnT0OtigMYenoT4uCNfNyY4Bn3rFYXnnj6TM2dPC33vdDp58bE/kZFqxmg0dudtCCGEEEKIbuBxeyn6YB2lu62hbVl5GRQsmIQ+tnV7sC/pK7H7/PVUOlZRbl+K1VaE07W3w2MMulQyTIVYzAVkmGYRq0/v8JgTVa8Pk2tOpVKFvo6Pi8WUlEjxYStpKSYASsoqMCUZW/UKAcRotcRoj96Oz6vv/oCFEEIIIUS3Kd1tbZFMhLbtsTJkbE4vRRWZ3oo9qASw127Baiui3F5Edc16goqv3WM0asORoW8FWMyFJMXnt2iXn8x6NRlau2k7o/KHYNDrOFRazhffreDUmZNCr8+cPI6Fi5YxdFBjqe2Fi5ZRMHV8b4UrhBBCCCF6kLO6Pvz2qvDb+5KejL3OXRyq+lZhX47XX9PhMckJo7CYC7GYCkhNmoxG0z87Eno1Gfpu2Vpee+9zgsEgScZETp05ibNmTw+9Pv/MAupcbv74j+cAmD5xNPNOn9Vb4QohhBBCiB5kTAm/Vo0xte+vYdOdsXv9tVTYV4TW/KlzH+zwmFi9BcuRnp9000wMupTjjuNkoFIURentILqD0+kkKSmJmpoamTMkhBBCCHEC6ivzbroimrEHg36qnRtDvT+22o0oSqDdY7SaONKSp4V6fxLjhvaboW+dIcmQEEIIIYToszxuL6V7rDir6jGmxpM1LKPPJ0JNuhq7oijUuQ9Sbi/CemTomy9Q18FRKsyJY48UPSggJWkiGvWJ8Zx6kyRDQgghhBBC9DKPz0GFfTnltiKs9iLqG0o6PCbOkIXlSNW3dNNM9DHJ3R/oSaZPVZMTQgghhBCiPwgEvVTXrG829G0z0H4fRYwmgXTTDDKODH1LiB0oQ9+OkyRDQgghhBBCdDNFUah17aXcXkS5bSmVjlX4A652j1GpNJgTxx0Z+lZIinEcanVMD0XcP0gyJIQQQgghRDdo8FYfGfq2lHJ7EW5PeYfHJMQODK33k26agU6b2AOR9l+SDAkhhBBCCBEFgYCHqpq1od4fR922Do+J0RrJMM0MJUAJsX17MdmTjSRDQgghhBBCdIGiKNTU78JqK6LcvpRKx2oCwYZ2j1GptKQaJ5JhLsBiKsBkHItapemhiMWxJBkSQgghhBAiQm5PZajogdVeRIO3ssNjEuOGYDEVkGEuID15OjHahB6IVERCkiEhhBBCCCHa4A+4qXSsOZIALaWmfmeHx+hiTFhMs470/hQSZ8jsgUhFV0gyJIQQQgghxBGKEsRRt51y21Ks9mVU1qwhGPS2e4xaFUNq0pTGqm/mAkwJo1Cp1D0UsTgekgwJIYQQQoh+zdVQRrm9CKutCKt9GR6frcNjkuLzQ0UP0pKnoNXE9UCkItokGRJCCCGEEP2Kz19PpWMV5falWG1FOF17OzzGoEsl48i8H4tpFrH6jB6IVHQ3SYaEEEIIIUSP87i9lO624qyux5gST1ZeBvpYXbdcK6gEsNduxXpkvZ/qmvUEFV+7x2jUetKSpjYmP+ZCkuKHo1KpuiU+0XskGRJCCCGEED3K4/ZS9ME6SndbQ9uy8jIoWDApaglRfUNp47yfI0PfvP6aDo9JThgZqvqWljQVjUYflVhE3yXJkBBCCCHECaone1eiqXS3tUUiFNq2x8qQsV1bdNTnr6XCvpJy+1LKbUXUuQ90eEysLuNIz08BGaYCDLqULl1bnLgkGRJCCCGEOAH1RO9Kd3FW14ffXhV+ezjBoB9b7eYjVd+KqHZuQFEC7R6jUceSnjwtNPTNGDdMhr71c5IMCSGEEEKcgLqjd6WnGFPiw29PDb8dQFEU6tyHsB7p+alwrMDnr+3gSipMiWOwmAuxmApISZqARi1D38RRkgwJIYQQQpyAotG70luy8jLIysto1auVNaxlhTavrwarfXmo6lt9Q0mH547TD2hMfsyFpJtmoI8xRT1+cfKQZEgIIYQQJ4QTdX5MNDV/Bn6vn4A/iEbbcnHP9npX+gp9rI6CBZMo3WPFWVWPMTWerGEZaPVQ4ViF1VZEuW0p9totKATbPZdWE0+6aQYWUyEWcwEJsYNk6JuImCRDQgghhOjzTuT5MdFy7DOITdSj0WoI+AOhhChc70pfpY/VMXhMNrWufZTbF7Fq91IqHKvwB9rv2VKhxmwcf6ToQSEpxnGo1TE9FPXxkYS+7+l0MrR//36WLFnCwYMHcblcpKWlMXHiRGbOnInBYOiOGIUQQgjRz53I82Oi5dhn4K71EJuoZ9CYbLRabah3pa83rj1eG1b7MsrtRVhtRbg8ZR0eE2/IOTr0LXkGuhhjD0QaXZLQ900RJ0OvvfYa//znP1mzZg0ZGRkMGDCA2NhYbDYbe/fuxWAwcMUVV/Db3/6WgQMHdmfMQgghhOhnemp+TF/+5D7cM3DXetBqtUw4fUQvRBSZQNBDVc26o0Pf6rYBSrvHxGiNZJhmkmEqODL0Lbdngu1GktD3TRElQxMnTkSn03Httdfy7rvvkpPT8g3zeDwsX76cN954gylTpvDUU0/xwx/+sFsCFkIIIUT/05XqY50VzU/uuyOp6olnEA2KolBTvxurvTH5qXSsJhB0t3uMSqUl1TiBjCNV30zGsahVmh6KuGecyAUvTmYRJUN//etfmTt3bpuv6/V6TjvtNE477TQeeOABDhw4EK34hBBCCCEirj52PKL1yX13DYfqiWfQVW5PJVb7siMJUBEN3ooOj0mMG4LF1LjeT1ryNGK0CT0Qae85UZLZ/iaiZKi9ROhYKSkppKTI6r1CCCGEiJ62qo9FcwhbtD65767hUD3xDCLlDzRQVbOacltj8lNTv6PDY3QxJjJMs7CYC7CYCokzZPZApH1HX05m+7OIkiGn0xnxCY3GE29CmxBCCCH6Pn2srlvnVkTrk/umpCo2UY8KFR6XF32cjjrb8Q+H6u5n0BZFCeKo20G5bSlWexGVNWsIBr3tHqNWxZCaNKWx6pu5EFPCSFQqdbvHnMz6UjIrjoooGUpOTu6wXruiKKhUKgKBQFQCE0IIIUTn9eUCAH1dtD65N6bEE5uop6rUQcnO8tB2TYyG4dOGdPv7Ea2fAZenvLHowZGqbx6frcNjkuLzjxQ9KCQteQpaTVxXbuGk1VvJrGhbRMnQokWLujsOIYQQQhwnKd17fLryyX24xCMrL4O9Gw+x4dujQ8fik+JwVNR2e+Ww4/kZ8AdcVDhWNfb+2IpwuvZ0eD2DLpUMUwEZ5gIsplnE6mXIlzixRJQMnXrqqd0dhxBCCCGOUzQLAPTX3qXOfHLfXuJhzkwmc0gaXrcPXWwM8UlxaLTqbq8c1pmfgaASwFG7LTT0rapmHUHF1+75NWo9aUlTG5MfcyFJ8cM7HD0kRF/W6UVXm7hcLg4dOoTX23K86Lhx4447KCGEEEJ0XjQKAEjvUuTaSzxM6UaMKa2ro3V35bCOfgbqG0optxVhtRdhtS3D63d0eM7khJFYTI3zftKSpqDR6KMZshC9qtPJUGVlJT/5yU/4/PPPw74uc4aEEEKI3hGNAgDtNfCzhmX02x6jcNpLPEbOGNIrlcNa/QxoGlAl7cVuWMJnKzZR697f4TlidRlHen4KyDAVYNBJlWBx8up0MvSLX/wCh8PBypUrOe2003j//fexWq385S9/4R//+EeXgvD6fPzlseepq3fzyP13AuBu8PD6+wvZsmMPMTFaTps5mflnFnbp/EIIIUR/EI0CAG018O1WJwe2lEqPUTPtJZ+9VTksc1gK6aNqqapbjjp5N6rEg6jUQSoa2j5Go44lPXlaaOibMW6YDH0T/Uank6Fvv/2WDz/8kClTpqBWqxk4cCBz5szBaDTy0EMPce6553Y6iI+/WoI5OYm6+qOrE7/50Ze43G4e+N2t1NbV88/n38CcnMSMyWM7fX4hhBCiP4hGA7ytBr4SVLpl7ZwTWUfJZ09VDqtzHzw69M2+HF9KLdp2O3NUmBLHYDEXYjEVkJI0AY1ahr6J/qnTyVB9fT3p6ekAmEwmKisryc/PZ+zYsaxbt67TARwsKWPbzn384NwzeP71DwDwen2s3bidX918FXGxBuJiDZw2azLL1myUZEgIIYRox/E2wNtq4Ov04ZsM3V0QoC/rrd4fr68Gq305Vnvjgqf1DcUdHhOnH4DFXEiGuYAM00z0MabjiiEaRTb6c6EO0Xd0OhkaPnw4O3fuZNCgQYwfP55nnnmGQYMG8fTTT5OZ2bmVhAOBIK+99zmXXng2iqKEtlsrq/EHAmRnHu3WzxmQwcJFy9s8l8/vx+8/Ol/J3eDpVCxCCCGEaLuBf2yvUJPuLgjQ1/VE708w6KPauYFy21LK7UXYnZtRCLZ7jFYTT7ppxpHCBwUkxg6O2tC3aBTZ6Oo5JIES0dbpZOiOO+6grKwMgPvuu4958+bx2muvodPpePnllzt1rq8WryBnQAZ5Q3LZtfdgaHuD14deF4NGc3SV4liDHo+37QTni0XL+fSbpaHvvZ7GwbHWKhsuj79TcQkhhBD9XZwlnjhLY6Jjr6tDn2LAlJ3cqvGqNxsor+x4Mc7uEvAGqDpkp95eT7wpntRcExqd5oS+nqIouL0Hsdetwla3kpr6dQSCrg6OUpMYOwpzwnRMCdNIjBuDWtXYzHPVg6veHrX4rHuq2L3pUIttuzcdInWQmfRhqd12joA3wPovtrX6GZw4d1S3vufixGRJM0e0X6eToSuvvDL09eTJkzl48CA7duwgNzeX1NTIfgEAKqpsLFm5nt/ffl2r1wy6GLw+H4FAMJQQuRs86HVtj2ede/pMzpw9LfS90+nkxcf+REaqGaPRGHFcQgghhAgv9bKZPT4krD09XQa8retNPWcslYdsxzdkzGvDal9Oub1xwVOXp6zDYxJic8kwNRY9SE+egS6mZ9o75VsqiItt3SYLNgQjboB25Rz7NhVjL3G0OM5e4sBja+i389bE8evyOkNN4uLimDRpUqeP23ugBGddPff9/Rmgccicx+vhV396jJ9eeTEatYaSMisDsxuH3pWUVZBlSWvzfDFaLTHao7fj88pEQCGEECKaeqogQKSitchsk46GYIW73qHtZQT8Qcr3V4a2RZKQBYIeqmrWY20a+la7FVDa3B8gRmMkwzyDDFMhFnMBCbG5nb7HaIhGCfeunCMa62gJcaxOJ0N33nln2O0qlQqDwcCwYcO48MILMZvb/2Rg8riRjMgbFPp+38FSXn33c+654zoS4+OZPG4kH3+1mOsvu5DaOhffLVvD+XNO6Wy4QgghhDhJRbNxHEkvU7jr1TtcVB6qbrEtXEKmKAo19buPLHZaRIVjFYGg+9jTtaRoCDpzCdrzURz5pFomM2Xq1F6fIxONEu5dOUc0kjAhjtXpZGj9+vWsW7eOQCDA8OHDAdi1axcajYYRI0bw1FNPcdddd7F06VJGjRrV5nl0uhh0upjQ94nxdlQqMCU1dvH++MKzef39z7n7wSdD6wxJJTkhhBCid/WlCezRbBxH0ssU7nreBh/6OB2u2pYL+Tir6nF7KrHal4WqvjV4KzqMIzFuCBmmAlTO4Wz9AggYQq/ZqWXzkl1oY7S9+uyjUUWvK+eIRhImxLFUSvMybhF47LHHWLJkCS+99FJoLk5NTQ033HADhYWF3HjjjVx++eW43W6++OKLbgk6Ek6nk6SkJGpqamTOkBBCiJNSTycmPT1Hpyfj2bBoB5uX7Gy1fezs4Uw4fUSb10s0x+P3+XHXekDtQ2Xch9q0i4SBxbgD+zq8rk6bTIZ5FhZTY9nreMOAsPHEJuqpKnXgdjaQmm06rnvtLVErx92H5q2JE1+nk6GsrCy++uqrVr0+W7du5eyzz6a0tJR169Zx9tlnU1VVFdVgO0OSISGEECezjhKB7kiU9m0qpuiD1msKFlw0qdfmEkWrcRzpvTW/XmJKLIbUKtav/oDawFpUSftRqduvYKtWxZCaNImMIwueJieOQq1qXQnt2HjiEg2s/3Y7mUPSMKYktIqvL/XYhdPXEmkhmnR6mFxNTQ0VFRWtkqHKykqcTicAycnJeL3e6EQohBBCiFbaG9aVNSyjW6qe9cUJ7NEq6hDpEKyA2oYqdRVuTREHbMvwVFeDEdTHnrAZY3xeaL2f9ORpaDVxnY7H4/ISnxRHfFLLY51V9SdEohHtYhdCREunk6ELL7yQ6667jn/84x9MnToVgNWrV/OrX/2KBQsWALBq1Sry8/OjGqgQQgghjmo3MVFaNzxt5Q6+eXU5tbajx3V2kUu/10/AH0Sjbdn0PxkmsLc1h0Wj83O4ehlWWxHltqU4XXs6PldMSrOhb7OI01uOOx6/z4/X4w/77Lsr0Yhmb1NfTKSFgC4kQ8888wy//OUvufTSS/H7G7uCtVot11xzDY8++igAI0aM4Pnnn49upEIIIYQIaa94QLgGpgoV+zeVhOabQMcN5mN7HGIT9Wi0GgL+QKhR3tUJ7H1xWJc+VsegMQNw1G6j3PYJy3YUUVWzjqDia/c4tVpHWtJULOYCMkwFJCeMQKVqr68o8nia3huP24uzui5sz9X2FY1zkwL+IPUOF94GHzpDDHarE7pYeyravU1SCU70VZ1OhhISEnjuued49NFH2bev8ZdvyJAhJCQcHb86YcKEqAUohBBCiNbaHdalWFvt73F50cXGtNre3ifzx/Y4uGs9xCbqGTQmG61W2+U5Ol1paHdn8lTfUEq5rehI2etleP2ODo9JThgRWvA0NWkKWo2hw2OOR3vV14wp8QT8Qcr2VVJf4wodYyurweP2duk5Rbu3SSrBib6qy4uuJiQkMG7cuGjGIoQQQogItdc4DtfwTMs14/W0ntzf2UUu3bUetFptqMJaV3S2oR3tXgqfv5YKxyrKbUux2oqode/v8BjFYyToyEex55NhnsXsGaf3eE9WW/OjsvIySE5PZM/6g6Ft2cMt1FQ5u5y8RHtYWzTKcQvRHSJKhn72s59x7733kp2d3eG+b775Jn6/nyuuuOK4gxNCCCFE29pqHIdreKblmFn9+eawn8y31evSXUObOtvQPt5eimDQj612M1bbUsrty6h2rkdRAu0eo1EbSEueRkzDaPYtiUevySUGNR6Xl5oGKNldztBxuR1euyc0/hxkE/AF8Li86ON0KCi4az1dTl66473vTLGLvjiMUpycIkqG0tLSGD16NAUFBZx//vlMmTKFAQMGYDAYsNvtbNu2jaVLl/LGG28wYMAAnn322e6OWwghhBDtCNfwDPfJPNBmr0t3DW3qbEO7K70Ude6DlB8pelDhWIHPX9tBVCpMiaND6/2kJk1Eo9azYdEODJoDVJU6KNlZHto7EFDIzrP0mQZ6gik+tPBr8wVgu5q89OawthOhOp44eUSUDP35z3/mtttu4/nnn+epp55i27ZtLV5PTEzkrLPO4tlnn2XevHndEqgQQgghjk+4BGnfpuJ2e126Y2hTZxvakSRPXp+TCsdyym1LKbcVUd9Q3GEccfpMMswFjQmQaSZ6nTnstVWoWiRCAJXF1X2qLHS0k5feHNYmZbhFT4p4zlBGRgb33HMP99xzD3a7nUOHDuF2u0lNTWXo0KGoVKrujFMIIYQQ3aCjXpdorePTXGcb2uEa+gPyUjCkl7B537tY7UXYnJtQCLZ7Xa0mnvTk6VjMjb0/ibGDO2y/ZOVlsKVod4ttTev99KWy0J19ppEMQ+uO9z4SUoZb9KQuFVAwmUyYTKaOdxRCCCFEn9ZbJY/ba2iHa6jPunAie3euocKxHK9uE47AJpZsa79xrEKN2TguVPUtxTgetbp1Rb2O4hwxbQjFO8rwun3oYmOIT4pDo1X3ubLQkSYvfX0YmpThFj2py9XkhBBCCHHi62slj1s01LX1qJN3k1BcjCp5F25vWeNO3raPjzdkYzHPxmIuID15JroY43HHNHDUAEbOGNpnntHx6uvD0Praz6Q4uUkyJIQQQvRjfankcSDoYfu2Lyj3fop2wi5UCaWoVAoN0GYCFKNNJD15BhZzY+9PQuzAqMfVl55RNPT1YWgn2/MWfZskQ0IIIUQ/0dY8ka7ODWnrfJGWRVYUBadrT2i9nwrHKgJBN5p2KlarVBpSjBOxmGaRYS7EnDgWtTp6zZloP6PujqsrToRhaL39vEX/IcmQEEII0YdFqxEc7XkibZ1v6jljw65n1HSdBm81VnvRkQRoGW6vNdzpW1BcaWSYZ5E/bB7ppunEaBM7He/x3FNvz6WJdlwyDE2Io7qUDPn9fr777jv27t3L5ZdfTmJiIocPH8ZoNJKQkBDtGIUQQoh+KZqN4K7ME2kvETv2fAF/kO3L96JSqdi+fC/xyY1FBlD7OFy5hBUbP6FBsxFH3Y4OY1UFE/BXD0GxDyfoyCMrdySzzuj+hKSvzqWJdlwyDE2IozqdDB08eJB58+Zx6NAhPB4Pc+bMITExkYcffhiPx8PTTz/dHXEKIYQQvSpcYgBEbehSONFsBHd2nkhHiVjz8wX8Qcr2VVJf48KcacReux3VgHKS8w6jTtqPSuOn3N12bCq0pBgnkpkymwxzATGBQexafQhbgxPzYCPDpw3ukYZ6X51L0x1xyTA0IRp1Ohm64447mDJlChs3biQlJSW0/aKLLuLGG2+ManBCCCFEXxAuMbAMTkMfF8PBrYdD26I9pCqajeDOzhPpKBFLNMcRl2jA4/KiMdSSNHIbJtNu1Hn/JW+Gs8N4NL4svBVDCNrzUWqGoBqay9AFkwAo+vTos7YeqMRZXdcjQ9X66lyavhqXECeDTidDS5YsYdmyZeh0Lf8gDRo0iNLS0qgFJoQQQvQV4RKDXav3Yxmc2nq/KA6pimYjuLPzRNpLxOrrHOzY9SlV2u8x5O/HkGojJezeR+ljUrCYC8gwFeApH8Tqj4tbvN707FDotaFqHT2jaBYxiGZcQoiu63QyFAwGCQQCrbaXlJSQmNg9ExqFEEL0P73V8AwnXGLgbfDhcbWu9xzNIVXRbATrY3VMPWcsxpQEbOVOzJb2h5+1TMSCqBIOo0reyeGYV9m1eitKqo/k1LCHHjlEi84/gvTkWeQNnUtayhi8DX5Kd1s5tLmYuEQDCgruWk/okPaeXU8MVWtvLk1vFleQOT5CdJ9OJ0Nnn302jz32GM8++ywAKpWKuro67rvvPubPnx/1AIUQQvQ/fa2qV7geGp0hBn2cDldtQ8t9ozh0KZqNYI/b26LKW0fDz0y5AczjtlPjXYs6eReqGBcAtb62r6HUDyBozyNoH05m2nQKF8wInbv5e+qsqqNsfyXZwy2kZiWHEiJjajwojXOQ6h0uvA0+dIYY4pPjemxIWFtzaXq7uILM8RGie3Q6GfrHP/7B3LlzGTVqFA0NDVx++eXs3r2b1NRU/ve//3VHjEIIIfqZnm54dtQLFa6HJn/q4LBzhqI9dClajeCOnqnPX0eFYyXltiKs9iJqXfsgCTTtnFPxGAk68lHs+fiqhjJmxiS02VqME1onbc2vH58cR3xSHCU7y0nLMgFHn53X40Oj1VC2vzJ07PCpQ0jLMR/3MzgefbW4ghDi+HQ6GcrOzmbjxo288cYbbNq0ibq6Oq6//nquuOIKYmNjuyNGIYQQ/UxPNjwj6YVqq4cGIDvf0itDl5oSuDp7Pd4GPyqNClO6sc3hhK2faQBVYgn7qtZzYN1OqpwbUBR/u9dUYyAteSppSTMpXWvCul0LqADIzctgbGF+m/ff/PoarZrMIWnU17hITElk4lmjQs+udLeV2EQdE88YicflRR+nQ0GhsthGYnLvFQyQIgZCnJy6tM6QVqvlyiuvjHYsQgghBNCzDc9Ie6Ha6qHpjaFLTQmcrdxBVamDkp3lxCfFkT4whZTMJIaMzSbB1LKHy5gSD4Zq1Mm7UJt2oUragyrGTTVATVtXUqH1DcJTNrixB8g5iOCwLIYtmMSw86B0ROTD9459TzVaNcaUBIZNzGnxDJ3V9S3mETUNQ+ztHhgpYiDEySmiZOijjz6K+IQXXHBBl4MRQgghoGcbnifC8Kdjh/EpikLpbitxiQZKdpYDUGuvR1EU9m8qJuAL4KptIDM/gaGzPVTXraC8bim6qcUdXAni9JlkmAuxmApwlw1k1Ud7W7zePFGMNBH0uL34fQGS0hLxNfhChRPCvad9tQdGihgIcXKKKBlasGBBRCdTqVRhK80JIYQQndGTDc9oN76jXQUv3DA+fZye2ER94xo/MRpUNFa383obSMi14k3ZjXbITqoSD1G9S2n3/FpNPOnJ08kwF2AxF5IYOxiVqnHo24ZtO8Ie05lEsXn8AX+Q+hoXaTkpzFowkew8S6tn05d7YKSIgRAnn4iSoWAw2N1xCCGEEC30VMMzmo3v7qiCF24YX+WhaiyDU4kzxaLorMRk7Cd1WCmmYRVoDe2UewNUqDEZx2IxFWIxF5BinIBaHRN23+NNFD1uL5sX72Ljoh1Hq8KlJOBxeVCpVGGfifTACCF6UpfmDAkhhBB9QTR6YTrT+O7oeh3NP+pKvK2G8WnrMebtRsn+Gm/8dkaPrO7wHuMN2VjMhWSYCsgwzUQXk9ThMXB8iWJTYli+r5LqMkdjHElxZA5JQ6NVt9u7JD0wQoie0qVk6JtvvuHRRx9l+/btAIwcOZJf/OIXnHXWWVENTgghhGhLNHthIml8R3I9Z3U9sYl6VKhaVEJzVtV3Od4Esw5V0p7GtX5Mu1AllKJSKbQ7KD0Qi6o2H23DaPKGzSV/zJQu9awcTy9NU2IYl2gIbauvcVFf48KYktDrc4CEEAK6kAw99dRT3HHHHVxyySXccccdAKxYsYL58+fz6KOPcuutt0Y9SCGEEOJYPb0WUSTXSzTHhaq7NckebmHimXHtHp81LCPUY5RojsOYXYfNtRKrrYgKxypixrnbjU1R1CjOgQRswwja8tH4BuMoryM+KY4Nuyup3LOuy0P1utpL09SjpaCQPdwSeiZet6/PzAESQohOJ0MPPvggjz76KLfddlto2+23305BQQEPPvigJENCCCF6RE9XgYvkegF/EHu5s8Xr9nInQb9CfY0LoFXPUU1lHfu2bcNqW4bKtAu1ZxcqW8tzhJMYOxhz/DSqd1io2ZuBXm9EQSEpI5HS3RUYUxJC+3ZnktiWpvlG7loPqVnJpGWZ8Li85E8b3O56REII0ZM6nQw5HA7mzZvXavvZZ5/Nb3/726gEJYQQQnSku0owtzWvJ5LruZwNocVEvW4futgY4pPiqK9xY0yJJzZRT1Wpg9K9JcQPKCNhYDF+dwWkl6JNbz8unTaZDNPMxrLX5gKCDcms+HgD9oM21CqwlTtJyzGRnJ5I+f6qVsf3dKnw5vONmtYNyupgYVYhhOhpnU6GLrjgAt5//31+/etft9j+4Ycfct5553U6gDc//JKN23bhbvCg1+uYNHYEF59zBlqtBneDh9ffX8iWHXuIidFy2szJzD+zsNPXEEIIcfLpjhLM7c3rieR6xpT40GKizSWmxJEwwI5u0FK0ycsYNfcwam1HS1FoSU+eTIapseR1cuIo1CpNKM7PX13Mmi+2hPbOHm7B7/OjUqnDnq2n5+hIVTghxIkgomToX//6V+jrUaNG8cADD/Ddd98xc+ZMoHHOUFFREXfddVenAzhl5iQWnHMaep2OunoXz732Pl9+v4L5Zxbw5kdf4nK7eeB3t1JbV88/n38Dc3ISMyaP7fR1hBBCnFy6o7Hd0bygjq7XImHS1aBO3kV8bjGbnQ/hqa6GZEhMbvv6wfoMFEc+QXs+00+9mLxx+W3GuX9TSYttJTvLScsyodNr+8w6PVIVTgjR10WUDD366KMtvjeZTGzbto1t27aFtiUnJ/Piiy9y7733diqAzPTU0NeK0rhwa0W1Da/Xx9qN2/nVzVcRF2sgLtbAabMms2zNxrDJkM/vx+8/+imbu8HTqTiEEEKceKLd2O5oXlB716uvc7Bzx9cELCuIz1iHT1UMgAegjaV/FG88AVseSbop2Hdngrex5HVWXga5eYPajVNnaL02kMflJcEcz/BpQ6RHRgghIhBRMrR///5uDeKL75bz+bdFeLw+4uNiueic07FWVuMPBMjOPPpJVs6ADBYuWh7+HIuW8+k3S0Pfez0NAFirbLg8/m6NXwghxFEBb4CqQ3bq7fXEm+JJzTWh0Wl6O6yIqAxqXO7WH6apDWrKK20ttilKkLqGndjrVmJzrqTGtQlUR/69UbVxASUG6obgKh1IwJ5HoNZCVl4m42eOwD6ghjp7PQmmeFJyTdjr6qCu7TjVBg26eB01lbUEAwpqjYokixG92YC9ro44Szxxlsahce2dSwghTkaWNHNE+/WJRVfnnjaTuafNpKyiilXrt2JMjKfKVoNeF4NGc3Tsc6xBj8cbvsdn7ukzOXP2tND3TqeTFx/7ExmpZoxGY7ffgxBCiOiu/RPp9Y530dXmTAkJVB+wtYp/+IRB6GN11DccxmorotxehNW+DK/PfvTgNhIgY1w+vsphOPdloTiHEBufQHaqEXNeEqYMY6jXJmdQ5MPYTAkJVOypwmmtJTEpjoA/yMDRA0hOSyTVnCS9QEIIEaGIkqE777yTP//5z8THx3PnnXe2u+8jjzzS5WAy01PJzkznlbc/5QfnnI7X5yMQCIYSIneDB71OH/bYGK2WGO3R2/F5w+8nhBCi+/Tk2j+dTbwiSZyOnYcUb1YRk3aArcV/pdxeRK1rX4dxKZ5Ego58FHs+w0ecgzk2m6J160Kvu2s9uGsrGTohp8vPRB+rY8i4bJxVtS0Wd923oZjMwWkyT0cIISIUUTK0fv16fD5f6OvuFAgGqayykZGWgkatoaTMysDsTABKyirIsqR16/WFEEJ0XU+u/dOZxCvSxCmoBKjzbsOduBSbr4hd9g0otg6GWis6VLXDOLzORO3BHLT+bDKHpKPRqjEXZrd578f7TGptLly1jUPCm/4fjfMej2j31AkhRHeLKBlatGhR2K+PV4PHy7rNO5gwOp9Yg57D1ko+/7aIUflD0OlimDxuJB9/tZjrL7uQ2joX3y1bw/lzTona9YUQQkRXJGvxRKvB3JnEq73EKX0YlNuWYrUXYbUvx+fveMFTU8JoLOZCgo48Nn/mIzYhAUO9g6rqcjy4qa9xMXLG0MYKboo17DmOLXXd2efSXessdVVPD5EUQoho6PScoeuuu45//vOfJCYmttheX1/Pz3/+c1588cWIz6VSweoNW3nvs2/w+wMkJMQzccxwzj9rNgA/vvBsXn//c+5+8MnQOkNSVlsIIfqujtbiiWaDuTPJQJ29nrhEAx6XF11CACVxJz79VjZU/QNfVVmH14rVW7CYC7GYCkg3zcSgSwFgw6IdoOzEXeshNSuZtCwTHpeX3NFZTJ07Bn2sLqL1ibryXLpjnaXj0ZNDJIUQIlpUiqIonTlAo9FQVlZGenrLpbKrqqqwWCz4/X2jcpvT6SQpKYmamhopoCCEED3I4/a2WdZ536Ziij5Y1+qYgosmdbrBHGkC4a6v5/M3XqXE+h0JA0uIs1hRqdv/p0+riSc9eRoZ5gIspgIS44aiUrWukBDp/bT3TDpznnDPoK+U0N6waAebl+xstX3s7OFMOH1EL0QkhBAdi7hnyOl0oigKiqJQW1uLwWAIvRYIBPjss89aJUhCCCH6n/bW4mlraFudrZ59m4o7NXSurUVXdYYYal0HQkPfyqqXERziImNI2+dSocaUOAaLuZAMcwEpxglo1LrQ0LV91TvDxhVp70y4Z9J8WFxdjYvYRD3u2pYVUzua/9OVdZa6a15PXxu2J4QQkYg4GUpOTkalUqFSqcjPb70itkql4o9//GNUgxNCCHFyObbBHJuoxxCnZ/OSXTgqaolPjkOjVUc8dK4pGfD4HFTYl7Pp4NOU24twNZR2GItWSSc363QspkIyTDPRxSS1eD2Snqe2ErKO4j723M6qOjQ6DalZyS0SomgnEt05r6evDdsTQohIRJwMLVq0CEVROOOMM3j33Xcxm48uZKTT6Rg4cCADBgzoliCFEEJ0TV+r7tW8wRybqMdd5yEYUNi+aj9arZq6GhcZA1PbnWvicXsp3lVChW0t/tituNUbcdRvBdof+qb4DSiOYQQd+QTt+UyZN4ehw3Pb3D/SOTBd6Z059tzxyXGU7askLcsU2tYdiUR3zuvpamIohBC9KeJk6NRTTwVg//795Obmhh07LYQQou/oyepekSZdzRvM1kM21ny+CUWlwl5eA0CCKY74pDiSUhNaDBFTFAWnaw+l1sXs3Pk5npjtqDRecLcdk0qlIcU4gdTEGZRvTKFiWzygCT2H7DxLu/fUnWXCjz23Rqsmc0gaqdkmklKN3ZZIdHfp864khkII0Zs6XU1u+/btFBcXU1hYCMCTTz7Jc889x6hRo3jyyScxmUwdnEEIIURPON5eAI/bS8mucsr2VxHw+skcms7AUQNaNdA7m3Q1NZgP763EerCa7PyjSUmd3YXL6SYpNYFYs5eD1o8otxVhtRfh9hw5vwHa+jguIXYQFnMBGaYC0k0z0GkbK5+OyPZSOrxzPRbdOQcm3Lk1WjU5IzK7NZmQeT1CCNFSp5OhX//61zz88MMAbN68mTvvvJO77rqLRYsWceedd/LSSy9FPUghhDjZdcdwtuPpBfC4vaz8bCPblu+lZGc5APFJcUyZO4ZTLpnSIrauJl0Bb2P10VqHi5wRmZTsKSFpUAVJk3YSN8LKBttBsLUfp+KLRXHkkZl2ClNn/ID42Oyw+3Wlx+J45sAc+36m5ZqpPGRr8f2x57YMTkMJKmxYtKPbhjTKvB4hhGip08nQ/v37GTVqFADvvvsu559/Pg8++CDr1q1j/vz5UQ9QCCFOdscznK29JOp4egFKd1upPGQLJUIA9TUudq3Zz9AJOS0Si64mXZYhaWRPCKC3rEeXvodB5oOo1D4A2lykQVFTV2qh7kAOQUc+Ws8g/N4geZdMQUt0K5pGqzhCwB9Eo9UQm6gLFUfIystg6jljGTQmC2dVPfFJsZTtr2DZh+tD5+mOIY0yr0cIIVrqdDKk0+lwuVwAfP3111x99dUAmM1mnM6OV+0WQgjRUld7VjpKoo6nF8BZXY/H5W213ev2tUpyOpN0uT0VlNuLsNqKKHMvxXRGdYexGOOGYgiOp3RNMvrgKHzFbmz7Kmmo96AErQwZn8OBrSU4q+u6JXk43uII9Q4XZfsrmXjGyBb7DBqTFTr3vk3FHNx6uPV5umHBUpnXI4QQR3U6GSosLOTOO++koKCAVatW8eabbwKwa9cusrPDD08QQgjRtq72rHSURB1PL4AxJR59XOv9dLExrZKc9pIuf8BNpWP1kQRoKTX1uzq8tlaVxIC0QjLMhVhMBcQZMtmwaAcl9p00AKlZyQwYms6hbYcxpiYSZ2xcn6e0tnuSh/aE65k79v30Nhzp7fIF0KjVuOobiIs3UFNZF9qnuwsbCCGECK/TydATTzzBLbfcwjvvvMO///1vsrKyAPj888+ZN29e1AMUQoiTXWeHszU1wPdsKCYu0YCC0mJtmuYN6K72AmTlZVCyu5zs4ZYWc4bypwwOu6BoU9JVU1WLNrkMEteybMdTVNWsIaj42r2WEtSg1Awh6MhDsQ8nf9JpTBw9qsU+zZ+Ru9aD1+Wj/EAVKrWK5sVNezJ5aKtnrnlBCACdIQaNVkODy8uqzzaFtvsDQYZNyiUxOV4KGwghRC/pdDKUm5vLJ5980mr7o48+GpWAhBCiP/G4vSiKgj5OT+Wh6haLjoYbzta8Ae6sqqNsfyXZwy2hxTpjE/X4ff5OTcJva97R9PnjycrLoGxfFQGfnwFDM8gdmdnqfK6GMsodS7Gqi7DGLMPjsIOj/ftOih+OITCOktXJKM7BEDx6zqTUxFb7H9v7pI/TEZ/UWIa7uZ5MHtrqmRs4ekCLWOOT4xiUZGDPhoOh/RJMcezdeIidq/czZc4YKWwghBC9pNPJ0KFDh9p9PTe37QXshBCiP4i0MlzzxCY2UY9lcCoxhhhGTh8aNumAlg3w+OTGZKBkZzlpWabGRUxrvWxZuhuNVg10PAm/o3lHQ8flMnRcy7/rPn89lY6VlNuLKLctpda1r8NnYtClkWEqwGIuJMM0i1h9WuO1D6yj1NFxAnDskL/ElDiMqYmU76/s8Nju0tbQttpqV6vhiYe2l3Fw62HMliQ0WjUKEPAFsJU1zrWVwgZCCNE7Op0MDRo0qN0FVwOBwHEFJIQQJ7JIK8N53F42L95F+b7K0FA3V20D1DagiVG32Qhu3gBvWqizvsZFYkoiZouxRSIEHU/Cj6R4Q1AJYK/dQrltKVZbEVXO9ShKm/XeGmNTG0hLnorFVEiGuYCk+PxW/3Z0NgE4dshfdp6lV5OHDoe2KYT+bzQn4Pc1/vvY9H8Ac6Yx9LUUNhBCiJ7X6WRo/fr1Lb73+XysX7+eRx55hAceeCBqgQkhxIkokuSiKWHauGgH1WUOgBZD3dqb93JsA1yjVWNMSWDYxBycVfUtEqEm7Z3PWV1PbKIeFSo8Li/6OB0KClVVe1EOF1FuK6LCvhyvv6bDe09OGIXFXIjFXEiqcRIajb7DY44nAejt5KGtoW1pOWYWv7OGXav3423woTPEMHhCDhPOGMmGb7eH9h0+dQjDpw7ujdCFEEIc0elkaPz48a22TZkyhQEDBvC3v/2Niy++OCqBCSHEiSiSqmBNCZPOEBPa1jTUDY72LIQbbtfu3BKlZRLWpL15NInmOKpKHRzef5CEnFISBhaTnHeY/djYv7P9e43VWxqTH1MB6aaZGHQp7R9wRHcsMNsb2urZOrjtMGu+2EJ9jSu0r9NWzwW3ns6gMVnYypyYM40MnzqYxGQpkCCEEL2p08lQW4YPH87q1aujdTohhDghRVIVrClhaprz09Ro9ri8ocSmveF2bQ0t68wk/GDQj612EyV1nxA75RtGnVOGSq202q85rTqOdNN0MswFWEyFJMYNaXfYdDjHs8BsXxSud6psb0WLRAgaF6ytKrFz6g+n9WR4QgghOtDpZOjYhVUVRaGsrIz777+fvLy8qAUmhBB9RWd6MiJJSJoSpuZzfrxuH/nTBjO2MB99rI59m4rbHW4XbnhYuCIDAV+Q7Sv2kWiOIznHg829CuuRoW++QOM6N4Y2ag4oigqlNhvFkU/Qns/kMxYwbNyQTj27Y3V1gdkTiUYX/p9WTUzUPn8UQggRJZ3+y5ycnNzqk0BFUcjJyeGNN96IWmBCCNEXdLYno3lCYrc6UYIKOr2W0t3WUBLVPGFqmvOTlZcRSoSg7bk8x87/CZeoDRmbg8ftZcmHiym3LUOdvAt1wy5UNnuH96s0mFAcw6k7lIshMAb8R0tX11V7u/oYQyJdXLS3h9KFuz4QUUyZg1NbrM8EjXPCMoek9lj8QgghItPpZGjRokUtvler1aSlpTFs2DC0WvnUSwhxculKT4Y+VkfWsAwObCltM4nqqIpa01yeYxvUE888mpy0StRUftJGOskYV0WpdTF16TuJyehg6JsmAVVdPvadmdQX56LxpzNs8iA89ZVwTDGGjtbwiSSBiWQYYbgEdODoAVgGpeFyNnR7ctTW9T0uX6tS3uGS4ux8C6NmDiUtyxRKZNNyzWTntVyMVQghRO/rdPZy6qmndkccQgjR53jcXop3lFFVYkdniAktiArtV2iD8EmUrdzB5iW70MZom/XihG/QB/xB7OUthyXby50E/UeTm5Jd5RQf3IDfuBVt6h70GQep0fqoKW18Pfx0HjUpxglHqr4VEB8zgtWfb0XBRmxKY8M9wRRHVl5Gp9bwibQHLZJhhMc+u9hEPduW72Xz4l0YUxLaPHe0hHvvKg/ZKD9QFbp+aL8wSXHTgrWyZpAQQvR9XerK2blzJ48//jjbtzeWCB05ciS33XYbI0aMiGpwQgjRW5oa9/bymlD56/ikODKHpDUObeugl+TY4WCxiXqqSh0Uby8nNbuxalx7DXqXs6HFfCJdbAzxSXHU1JRzyLqZcttSiqu/wzC9usN7UVypBB35BB35TCu8mPzxI0Ov7dtUzMGth49et7aBfRuKmbVgIkMn5ETcmI+0By2SXrFjn50KFSU7y0nJTG733NESbiifx+XF6/a13reNpLi3y34LIYSITKeToXfffZdLL72UKVOmMHPmTABWrFjB2LFjeeONN/jBD34Q9SCFEKKnNTXuYxP1ofkf9TUu6mtcjJwxtN1eEmg9HKypQZ85JK3lNdpo0BtT4o8kXXpUSWWok3ehMu1iL6Xs3RY6aVhqJQFLyiyc+7Ox7bSAxww0Jl8D84e22LetOTy11S4mnH70Ay6P28u+TcVtDoGLdC4QdJwoHPvsPK7GuUq62JgW2zvqneuqcEP59HG6VteHjocOCiGE6Ns6nQz95je/4e677+ZPf/pTi+333Xcfv/nNbyQZEkKckI6d71Jnb2xou2s9pGYlh+Z/5I7OYurcMR0OeTp2OJjH5SU+qbGUdnPHNugVRaGmfhfuhO+Jn7YQr3YHKk3rHokWxwTU1JdZqDuQQxwTmDb7HMaPH40n30vp0PaHanV1Ds+xvVqRnCdSxz47fZwu7LPrrkQk3FC+tFwzxtTETg0dFEII0fd1OhkqKyvj6quvbrX9yiuv5G9/+1tUghJCiJ4UrrGfaI4nNlGPu9aDu9YT2j5gaFrYRKgpmaqz1+Nt8KPSqMjOtzBw9ABqq134fX68Hn9ozlETY2o8bk8FVvsyym1FWO1FNHiPNLj1bXb+YIwbiiE4nqptaajq8oitU5Oc0FhxLjHF2Hh4BEO1ujKHJ7StWa9WZ9Y4av68wvU0hSsR3pOJSFtD+QAObS/j8B4rGp2WzMFSHU4IIU50nU6GTjvtNJYsWcKwYcNabF+6dCmzZ8+OWmBCCNFTwjX2HRW1ZOVl4K7tuAHelEzZyh2hCnBN84tyR2ZSsGASXo+Pkl3l7N9Ugi5eIXGgleRhh9lZ/wyrl+3uMEZ9jIkM0ywyzIVYTAXEGTIbr3tgHaWlViCIq7ah00lCV+bwhLY369WK5DzHPq/2epqOTeSy8yw9WpAgXCLpcXsp3lkWinv/puITesFYIYQQESZDH330UejrCy64gN/+9resXbuWGTNmAI1zht5++23++Mc/dk+UQgjRjcI19jVaNebMpIiKCDQlU3GJhlAp7Kb5RaW7rRzcVsr+fSvxmlaRdd5OgvF7UakDuAG3O3xMalUMaclTyTDNwmIuJDlhJCpVy16lziQg7Wmr4d/Uc+P3+kO9ZM0dO0wt0qIBXS1X3pMFCcL1XPWHBWOFEKK/iSgZWrBgQattTz31FE899VSLbbfeeis/+9nPohKYEEJ0xvEs0tnWfBdThrGxl0VpTDb83sNotGpqba4W12hKppom+gPEJNSiyTyAZnApGxx7UVJrQ6+1NfQtKX44GeYCLKZC0pKnoNXEdhh7dyQJx/bcBPxBNFoNsYl6AGL0MSiKQunuCpSgQna+JfSsI3kfOlNsoTe01XOVOiA57P59JW4hhBCdF1EyFAwGuzsOIYToskjXuGlLW/Nd0nLMofMG/EHK9lVishhJzUrGXesJXcOYEg9qDzGWQ2SetpyEgcUYUuyhc7W17KmGZLIzTsViLiTDNItYfXqXn0E0HdsDotGqCfgDDBqdxf7NpWz4dgcetxe1WkX28MYFRqfPHw8Q0fsQzWIL3aGtHqDmaww111fiFkII0XldWmdICCF6S3cMX2pruFnz89Y7XKGhb2lZJgJ+P7t3fE/Ddx+jJOxAN2srQVWA9qbUB/0a6kuy8FqHEK+aSOE55zF0VO7xPI5u0dawwXqHm4qD1fg8PtTqxv6tkp3lpGWZKN1jBYWI3ofOFlvoaW31XKnUqj4dtxBCiM7rUjK0evVqFi1aREVFRateo0ceeSQqgQkh+q+2hlq11QOUlJYY9jyRDF869lojZwwJ9WI0bxR7G3zEGJ0kDCzGm70U3cidxOobqAXw0+bYtzjNMNyHB+Hcn83BlXqUQOOf3Slz88nOs0T0PHpaWz03Gp0Wb0PrMt8el7fdZ33sa9Ga69Rd2hs2OaYgr8/GLYQQovM6nQw9+OCD3HvvvQwfPpyMjAxUqqMtgOZfCyFEOB3NKWlvyFu0hy91NLwuzqSgStmCOnkXGRN3MCDB1uH9xeozsJgKyTAXkGGaxY6iSjbv2klyoh7TqSo8Li/6OB1Dxmb3iUZ0uPcjXM/NwNED0MfGkJyeSGyigVqHi5oKJ9C4DpAxNb7N8YDh3oeeLojQGe31XPXluIUQQnRep5Ohf/7zn7z44otce+21x31xn9/Pmx9+yY49B6ird5OclMDZp8xg1tTGsefuBg+vv7+QLTv2EBOj5bSZk5l/ZuFxX1cI0TsimdvT3pC3toYv6fTaLg1fan2tAIfLV7Jq41d4YrZgc24kZlSg3XMEfTHUFQ/AWzGUSVMvYsbMuS0+GDKmuABaVGJz1TaQYG65qGlXiz8cj/bej2PX+dm3sYR9G0so219FxaFqLIPTSEo3kmiKIy3XHHrWJ8Mwsr7ecyWEECJ6Op0MqdVqCgoKonLxYDBIUmICd9xwGanmZPYXH+aJF98iOSmRUflDePOjL3G53Tzwu1upravnn8+/gTk5iRmTx0bl+kL0R73V8IbISiq3V2msreFLCeZ4hk8b0unGa011HRgq0Vv2QeJOggm7UGkbOOwG2ih5DSo0nkHUHcrFuT+bym2JKEENADFTslv1kHc0P+Z4iz8cj47ej6b3ZN+mYsr3V6LRqhkwNJ1Eczz1NW6mzBlN7qhMsvOOVpM7WZII6QESQoj+odPJ0C9/+UuefPJJHnvsseO+uF6n4/yzTwl9PyQ3i+FDc9l7oIRhg3JYu3E7v7r5KuJiDcTFGjht1mSWrdkoyZAQXdSbDW+IrKRye5XGsoZ1bvhSuMQPrYsK+3LKbUWUqL9HN7U8NLqrrYG+cYYsLKZCLOYC0k0z2LnMyrJdG6g4sqYQQPZwCzpd6z+pHfUy9ObaNZGWuG6+n0arJjktkeS0REwZSQwd17IAhCQRQgghTiSdToZ+9atfce655zJ06FBGjRpFTExMi9ffe++9Lgfj8/k5UFzG1AmjsVZW4w8EyM48OrwiZ0AGCxctD3+s34/ff3Q4i7vBE3Y/Ifqz3l40MpKSyh3N14i058Hj9rL4nTXsWrMbEg4Sl32AxLJSArr9tF3supHiN2CKm8yQQXOwmApIiB3YoscnwVRHalYyaVmm0BwgBaXF0LfmmicIxyZo9iPzbo7VE2vXRFriuq+XwhZCCCG6qtPJ0O23386iRYs4/fTTSUlJiVrRBEVRePXdz0hPNTFh9HD2HixBr4tBozm64nqsQY/HGz7J+WLRcj79Zmnoe6+nAQBrlQ2Xxx+VGIU40ZWXVOFyt/4dKi+uIs7S/Q1bfYoBU3Zyq0RHbzZQXnm0OMHwU4aSOshMnb2eBFM8Kbkm7HV1UNf4epwlPhRv8+3Q+LfE5TnAoX3fcCjwDab5h9DoGv8GtDX7Rwmq8VRn4qsYguIcTrAul9zCESTqBlJfD/X19hb761MMGJJiQ/dRW+cOex/HCngDrP9iW4v7z8mzUFfnRt3sbx2A2qBu91zREOn7Eel+QgghRF9hSTNHtF+nk6FXXnmFd999l3PPPbfTQbVFURT+98EXWKuqueOGy1CrVRh0MXh9PgKBYCghcjd40Ov0Yc8x9/SZnDl7Wuh7p9PJi4/9iYxUM0ajMWqxCnEic2XXszf2UKvtlpzUiP9oHK/Uy2ZG1LOTlZUW8TkbvNVHhr4tpdxehNvTOHwtYWDbxyjuVIL2POoP5WKKn4zPoSb018XQ8TOJ9D6a27epGHuJg7jYo3/HXDUuMnNTqbUd7QnKystg+IRBPTJ0MdL76Mr9CiGEEH1dp5Mhs9nM0KFDoxaAoii88eEXHCg+zB03XEaswQBARloKGrWGkjIrA7MzASgpqyDLEr6BFKPVEqM9ejs+b/ikSYj+rC8sdhmNOSWBgIeqmrWU24soty3FUbetw2N8Lh0B2xDqiweSqJkEnhQAYvxBdMlJuBtXDAJaFzgIV3CiK/cRbo6Ou9bD+FMHkWCO75VEI9L7kLlAQgghTkadTobuv/9+7rvvPl566SXi4uKOO4A3PvySvQdK+cWNlxEfFxvartPFMHncSD7+ajHXX3YhtXUuvlu2hvPnnNLO2YQQ7TlRSwY3uDzs2bGCiprleGI2UR/YTCDY0P5Biga3NRPrxhTsuzOpLUlh8pxxNFQ4Scw2hXbTaNWMnD4UTYy61TOJdsGJ9qrhSaIhhBBC9DyVoijtzyQ+xsSJE9m7dy+KojBo0KBWBRTWrVsX8bmq7TXc+/BTaLUaNOqj4+WnTRzD5RfNO7LO0Ods3r43tM7QuWdFts6Q0+kkKSmJmpoaGSYnxAnI7anEai/icOUSSq3fE9TUdHhMYtwQLKYCLOZCSjcYWfXxTjRaDX6vH61OiyFeT2yiHq/bFzqmveRm36Ziij5o/Tet4KJJXUpeeruanxBCCCFa6nTP0IIFC6J28RRTEv/+691tvh5r0HP9ZdG7nhCi7/IH3FQ61mA9MvStpn7n0Rc14Y/RxZjIMM3CYi7AYiokzpAZeq0hvZj4pGLqa1z4PH5U6sZiL1PmjkGlUkXUMxZp6elInag9c0IIIcTJqtPJ0H333dcdcQghTgBh1+2BLi3iqihBHHXbKbcVYbUXUVmzhmDQ2/4xAQ1B52AURz5DB89hesF8VCp12H2z8jLIHZnZqhem+QKhHemOktLHM/emNxfMFUIIIU5GnU6Gmqxdu5bt27cDMHr0aCZOnBi1oIQQvaO9xna4IV4DRw/A4/JRvr8ytM0yOI0h47KptblancPVUEa5vQirrQirfRkeXwRlmd2ZVG1Lp/ZgDvUlA7DkDsCYkkD61PFtJkIQnV6YvlBwookMsRNCCCGir9PJUEVFBZdeeinfffcdycnJADgcDk4//XTeeOMN0tIiL4crhOg7Ompsh1uwtfKQjfIDVRhTEgAI+IOs+WILzqpaXLUNoPaQOspG6kgrVc7lOF17O4zDoEslwzQLj3UIh1YmEqtPR1PuoO5AY7lsr9sXcUJyvBXQ+tKwtt5eMFcIIYQ4GXU6Gfr5z39ObW0tW7duZeTIkQBs27aNa665httvv53//e9/UQ9SCNH9Ompsh5s/43F5WxQjqHfUETTsx2vagnbQTlTGgzjVAZzlbV9Xo9aTljSVDHMBGeYCkuNHoFKp2Ocv5pB3HW6vh9SsZNKyTHhcXvKnDWZsYX7UE5JoltDuDtGevySEEEKILiRDCxcu5Ouvvw4lQgCjRo3iySef5Oyzz45qcEKIntNRYzvc/Bl9nA5DSh1qy07UybswG3eRqu+g5DWQnDASi6mADHMhaUlT0GharwvWfIiau9YT2tZdiVBfH4LWHfOXhBBCiP6u08lQMBhsVU4bICYmhmAwGJWghBA9r6PGdig52XcQVdIe1KZdKBn7MGva6fY5IkadQlb6KaQkzCBQPRS3XU+iPh5TVgYaTfhkoyeHqJ0IQ9D60vwlIYQQ4mTR6WTojDPO4I477uB///sfAwYMAKC0tJRf/vKXnHnmmVEPUAjRM9JyzVgGp1J5yIY+ToeCgtmSTObQFKpq1lNuW0ogbwk6y0ag8YOPQBvnUgIxKDVDCdrzSUuaySnnno9KpTrS+3IgtF9HvS89NUTtRBiC1pfmLwkhhBAni04nQ0888QQXXHABgwYNIiensZFSXFzMmDFjePXVV6MeoBCic7pSftnj9rL6882U7q6gvsZFQFPBgMk2fDklfLJyPUE6SgpUxGvy0QfGkZo4gzjVKNwaP4l5cQR8QXas3I/f68dW7mhxVF/pfTlRhqD1lflLQgghxMmi08lQTk4O69at4+uvv2bHjh0AjBw5krPOOivqwQkhOqerc18O7tzDYdtX6EbswpC8C1WsjQDg8LV5CHGGLCymQlISprNvqYGyXS4AylHIyqti6jljjyRYjbFUldiJNRpIzUoOzQGCvtH7IkPQhBBCiP6pS+sMqVQq5syZw5w5c6IdjxDiOEQ69yUY9FHt3EC5bSnl9iJszs3EjGp/zp/i12OKm8KQQXOwmApIiB3YWPVtUzFlu9a1uqYxJaFFLDpDDCU7y0nLMrXYty/0vsgQNCGEEKJ/ijgZ+vbbb7nttttYsWIFRqOxxWs1NTXMmjWLp59+mtmzZ0c9SCFEZNqa+1JTVYezfm9owdMKx0r8gfZ7ZJSgCpV7EIGqYQQd+Si1uWQUjiIva0RE17SVO1t8H58cR3xSHB6XN7StL/W+yBA0IYQQov+JOBl67LHHuPHGG1slQgBJSUncdNNNPPLII5IMCdGLWsx90dajTt6NyrSLA+oD7FpV0eHxijuFoD2f+kO5BGuGkpKRibfZkLZwvThtzbcxW4xYD1SGvtdo1WQOSSN/2mC0Wq30vgghhBCi10WcDG3cuJGHH364zdfPPvts/v73v0clKCFE5JoKJjiqHShxezBNWUqtfx2qhFJUKgUAbxsj4GK0RjJMM8kwFWCOm4ajRIcztp74kbGU7a/g4NbDoX3b6sVpa77N8GmDcVbXtdieOzKzW9YJEkIIIYToioiTIavVGnZ9odCJtFoqKyvbfF0I0TVtVYdTFIUq2zZWLn2LWv9aVEn7ULl8EAvqNs6lUmlJNU4gw1yIxVSAyTgWtUoTet3cbDpP7shMsvMtHc6haW++TSTzcLpS/U4IIYQQIhoiToaysrLYsmULw4YNC/v6pk2byMzMjFpgQogw1eFiakkZYSV52GEqnSto8FaAse3kByAxbggWUwEWcyFpydOI0SZEdO3OzKFpa9+OztHV6ndCCCGEENEQcTI0f/58/vCHPzBv3jwMBkOL19xuN/fddx/nnXde1AMUoj8r3nWIw5WL0QzehSp5F+qEMmqB2qq2j1F8cRhjJjNixDlYTIXEGTr+kKK3emcirX4nhBBCCNEdIk6G7r33Xt577z3y8/O57bbbGD58OAA7duzgySefJBAIcM8993RboEL0B4oSxFG3A6u9iHLbUirsq4kZ285iP4AS1KA4BxO056M48lHqBjDioikMyYwsmejN3pm2KtH1hbWHhBBCCHHyizgZysjIYNmyZdx8883cfffdKErjxGyVSsXcuXN58sknycjoGyVyhTiRuDzlWG1FobLXHp+tw2NiNYPJyTyNlITp7P5ew+FdNaHXOluuujd7Z9qqRNcX1h4SQgghxMmvU4uuDhw4kM8++wy73c6ePXtQFIW8vDxMJlPHBwshAPAHXFQ4VjUmQLalOF17OjxG8SYSdOSh2PNJN83ilAvODPXaZFzoPa7FQnuzd6atSnR9Ze0hIYQQQpzcOpUMNTGZTEydOjXasQhxwolkrk1QCWCv3Xqk92cp1TXrCSodDH0LaFGcQwja87GkFJKTMxmXrgHjqNbJzvEuFtqbvTORVpwTQgghhOgOXUqGhBDtz7XxUxEa9ma1L8frd3R4vuSEkRj84yhenYRSMxiUxlL2h0th8FANE04f0S330du9M8ebzAkhhBBCdJUkQ0J0UYu5NpoGVEl7KA++x+erDuEJlnR4fKwugwzzLDJMBVjMBRh0qWxYtINDjp2t9u3OIWuyHpAQQggh+itJhsRJrzsa8cGgH2v1WtS5X6FO3oXKeAiVKth4vWD4YzTqWBI049D5xpKRNIuhI6ZhiNO32Ke3hqzJekBCCCGE6I8kGRIntWg24uvcBym3LaXcVkSFYwU+atEObO8IFabEMVhMBZjjp7NzkcLh3Y2V4kqxYd25vlUcvT1krS2yHpAQQgghTkaSDImT2vE04r2+Gqz25ZTbl1JeXYTL0/HQN3UghZzM0xiQdgoZppnoYxorLe7bVMzh3es6jKOzBQV6auiarAckhBBCiJORJEPipNaZRnww6KPauaGx98dehN25GYU2xrwdofh1BO3D0LhHMWbceQwdPgVDnL4xSdluxVltxZgST5098jgiLSjQk0PXZD0gIYQQQpyMJBkSJ7X2GvGKolDr2nek6ttSKhyr8Afa7+lQgirqD6dRvcOCKXYaB1drmXjaGFy1DcROyg0lQscmKYnmeGIT9bhrPa3i6KqeHLrWV4fvCSGEEEIcD0mGxEmpafhYnb2eRHM8jopaNFo1aOtJGVmBVbWMrcuX4/KUdXiuGCw0lA2mZs8AyjaZqK+GhnoPcdOzIFiFx+UFjvbyhEtSHBW1ZOVl4K6tDG073mSiJ4euyXpAQgghhDgZSTIkTjotemZUfgyWEkyT96Mk7sCj2kctCs1yklZitEYyTDPIMBViMRdQsVtF0ZJ1BKvqCHoq0WgaF0zV6hp/ffRxOly1DaFennBJikarxpyZxNAJOVFLJnp66JqsBySEEEKIk40kQyJq+sI6NIqisHv7CsrqP0Q7eieqpH0ENT4a2jlGpdKSYpyAxVxAhqkAc+JY1OqjvxoxeV6y8jII+IPEJ8URDNYzZFwOtQ4Xg8ZkoY/TEWOIwe8N4HF720xSTBnGqCYTMnRNCCGEEOL4qBRFUXo7iO7gdDpJSkqipqYGo9HY2+Gc9Hp6HZrmiVesyYMmZS/VdSsotxXR4K3o8PjEuCGhxU7Tk6cTo03o+Hp7rNitThRFQaPREPD7Kd1bScmOMuKT4tBo1WTlZTD1nLGs/nxzjzyLprhk6JoQQgghROdJMiSiYt+mYoo+WNdqe8FFk6I+tMpV72TxwjexuVaiSt6NOuFwh8covjjM8dMYNvhsMswFxBsGHHcc7d1z1rAMSVKEEEIIIfq4Xh0m992yNSxfu5nD5ZWMHj6En119Seg1d4OH199fyJYde4iJ0XLazMnMP7OwF6MV7enOyfyKEsRRtwOrvYhy21Iq7KtRzD405vYO0hCsGUTQno/iyCczcxKFs6dENSFp756HjJX5NUIIIYQQfV2vJkNJxkTOOaOAHXv246ipbfHamx99icvt5oHf3UptXT3/fP4NzMlJzJg8tpeiFe2J9mR+R00Ju3YupKp+BW7VJvyKvcNjdOQyKPsMLOZCjPrxWPfXdmvPjKy9I4QQQghxYuvVZGjimOEAlBy2tkiGvF4fazdu51c3X0VcrIG4WAOnzZrMsjUb20yGfH4/fn8g9L27wRN2P9E9jncyvz/gosKxCqutiLLqJdS69x59sY2BnIo3AY91MO7SQSj2PM66dD55eQNDrw8Zm9yVW4mYFDAQQgghhDix9clqctbKavyBANmZRxuVOQMyWLhoeZvHfLFoOZ9+szT0vdfTWD/MWmXD5fF3X7AiZPgpQ0kdZKbOXk+CKZ6UXBP2ujqoa72vogSoa9iFrXYl9vqVOF2bUJT23ycVMSTHTyQpdirl681s+ryOOocbgJzhRvZvLyEuIw6NTtMdtxdWZ+5ZCCGEEEL0DEtae/MpjuqTyVCD14deF4NGow5tizXo8Xjb7u2Ze/pMzpw9LfS90+nkxcf+REaqWQoo9KCsrLQ2X6tvKKXcVoTVXoTVtgyv39Hh+YJ1mSiOfIL24YwaezaTpo0HYG/wEP7q7XhcXvRxOhQUrHurGDYut8fn6rR3z0IIIYQQou/qk8mQQReD1+cjEAiGEiJ3gwe9Tt/mMTFaLTHao7fj87a9r+gZPn8tFY5VjQmQbSm17v0dHmPQpRPPBOy7M/FVDEEfk4KCgrvWQ3Lq0Qy/1ubCVdvY+9f0f4hOwQYhhBBCCNE/9MlkKCMtBY1aQ0mZlYHZmQCUlFWQZZFP4PuyYNCPrXYzVttSyu3LqHZu6HDom0ZtIC15GhZzIRZzIXpVLkveXcuer7dQX1MBVJA93MKomUNbzMWR4gVCCCGEEOJ49WoyFAgECQaDBIJBgoqCz+dHpVKh08UwedxIPv5qMddfdiG1dS6+W7aG8+ec0pvhijDq3Icoty1tHPpmX47PX9vBESpMiaOxmArIMBeSmjQRjfpoL96+TcWU768kc0ga9TUuvG4fAV+AzMHpLarBSfECIYQQQghxvHp10dVPvlrSougBQN7gXO686Yoj6wx9zubte0PrDJ17VuTrDMmiq93D63NS4VhOuW0p5bYi6huKOzwmTp9JhrkAi6mQDNNM9Lq2J7RtWLSDzUt2tto+dvZwJpw+osU2j9srC5sKIYQQQogu69VkqDtJMhQdwaCPaufGUO+PzbkJhWC7x2g18aQnT29MgMyFJMYORqVSRXS9fZuKKfpgXavtBRdNkkVMhRBCCCFEVPXJOUOi9yiKQq17P1ZbEeW2pVQ4VuIPtF+UQIUak3EsFlNj8pNinIBaHdOl68vwNyGEEEII0VOkZ6gf8ri9lO624qyux5gST9ogPfaGNY29P7YiXJ7DHZ4j3pCD5UjPT3ryDHQxSdGNT4a/CSGEEEKIbiY9Q/2Mx+1l6QcrKatYhTp5F6raXairSkHVfk4co00kwzSTDFMBFnMBCbEDuy1GfaxOhsQJIYQQQohuJ8lQP6AoCk7XHsptS9l/8GscaeuJsfjaPUal0pJinIDFXECGqQBz4ljUavlxEUIIIYQQJw9p3Z6kGrzVWO1FR4a+LcPtPToHR6UJf0xi3JBQz0968nRitAk9FK0QQgghhBA9T5Khbnbs/JysvO6Z/+IPNFBVs6ax8IG9CEfd9g6PUXxxBB15KPZ8Jk2/mJETpkQ9LiGEEEIIIfoqSYa6kcftZfE7a9i1ej/eBh86Qwz5UwdzyiVTjjshUhQFR/2OUNW3qpo1BIKedo9Rq2IwJ07EXToQx54BKHVZgJqsvAyGDB93XPEIIYQQQghxopFkqBsd3HaYNV9sob7GFdrmtNUzaHQWeZM6X4DA7bFSbivCai/Cal9Gg7eqw2OM8XmhktdpyVPRauLwjPJSOliqtQkhhBBCiP5NkqFuVLa3glp7PX6Pn0AgiEajJhis5/Bea0TJkD/gptKxinJbEeX2pTjrd3d4jD4mhQzzLCymAjLMBcTpLa33kWptQgghhBBCSDLUndRaDS6nG5/HH9oWo9ei1oSvYKAoQex125oNfVtLUGm/6ptarSMtaWqo6ltywghUKnVU70MIIYQI556/PoVWq0EXo8UfCHDqzMmcNnNyb4fVq/YfKuW19xbi8/tINhr5yY/PJzkpsdV+Hq+XNz/8koMl5QSCAcaPymfBvNNQqVTs2nuQJ156i4w0c2j/X99yNbqYGKptDl55+1OKD1tJNSdxzx3XdynO0vIK3vroa+pdboJKEF2MlqsuOY8sS1qX770/83p9/PfdTzlYUoZKpeLCuacxaeyIsPuuXLeZrxavIqgEMSbEc/UPz8Wc3LheY/PfKYC5p81kyvhRALz50Zds2rYHm6OG399+HTkD+t6C9P95+xP2HiwhRhuDXh/DD887i0E5AwBYtnoj3yxdTXllFRfPP4MzC6e1Or6sooqHHn+JwmkT+NH5c3okZkmGulG8MRbL4DSKd5SFtlkGpxGfHBv63tVQRrl96ZHhb8vw+uwdnjc5YUSo6ltq0lS0GkO3xC+EEEJ05IbLF5AzIINqew1/eewFhg3KITsz/bjP2zSioqdE43rBoMJLb37EFRfPZ/jQgXy1eCVvf/I1N15xUat9Fy5aTjCocO8vricYDPLUK++wbvMOJo8bCUBGmjlsomMw6Llg7im4Gzx89MX3XY71hf99yAVzTmHCmOEA2BxOtNo2ys1GWU+/tz3hq8Ur0Wq0/OnXN1Nlc/Dwk6+QPySXhPi4FvuVV1Tz3meL+P3t15FkTGDl+i387/0vuPUnPwrt0/Q7daxJY0Zw9qkz+Pu/X+32++mq8aOHc8XF89Fo1GzevpvnXvuAB353CwC5WRZuuGIBXyxaHvbYQCDAa+99zoTR+T0ZsiRD3UkboyYrL53ktET8Xj9anZb4FBVu9RrW7noHq72IWte+Ds9j0KWHen4s5gIMutSw+/VU5TohhBDiWCmmJDLSzFRU2Ug1J/HOJ99QUlaB3+9ncG4WP77gbLRaDV8vWcWajVtDDeIfnT+HIQOzgcZPxaeMH8nOvQdJTzVx3lmzeeXtT/B4fCiKwrhReVw491QaPF7e+ugrDpQcBmDS2BGcd9ZsAB555jUGZlvYX3yYGmcdI/MGc/lF81rFW21z8MC/XmT29Ils372f6ZPGhP2kujMOlZahVqsZPrRxKPzs6RP46Mvv8fn8xMS0bHKVlFmZOmE0KpUKjUbDyLzBrFy/JZQMtSU+LpZhg3LYtffgccXqqKlt0WNlTjaGvn7lrU9QqVRYK6upc7kYnJvF5RfNQxcTQ4PHE5X3Nj3FTFlFFT6fH2tVNempZhbMO513P/2GaruD3CwLP/nxhajVKlZt2MqiotX4/UEUReGCs09h3Kg8IPL3G6DK5uDltz6mts4Vim/EsEHH9RybrN20nSsvmQ9AqjmZ/CG5bNi6i8JpE1rsd9haSVZmGknGxuVLxgwfyitvfUxdvatV4nSsvCG5xx3n8jWbWLlhK4nxsRwur0Kr1XDD5QtISzEd97kBxh95XwAG52bhcNaGfh6yjyR4KpUq7LGffrOUSWNH4HI14GpoiEo8kZBkqBslmOIxJGiJTXfgM2xFbd4N8fspUYJQ2vZxGrWB9OTpZBxJgJLi89r8wWnicXsp+mAdpbuPrieUlZdBwYJJkhAJIYTodqXlFVgrq8nOTOfdT79l2KAcrvzBfBRF4dV3P+fbotWcfeoMpk8cw1mzG5OOfYdK+c/bn3D/XTeFzlNX7+a3t16DSqXirY++YuyIYcw7fRYA9S43AJ9/W4Q/4OfeO27A5/fx93+/iiUtJTScqLLawS9vvIJAMMCfHnmOfQdLQo3y5twNHjLTU7nonNPD3tPzr3+AtbI67Gs3X/PDFgkENPauNA13AjDo9Rj0ehzO2laNzdwsC+s27WDimOEEAkE2bt2Fu1kDsLLawYP/ehG1WsXMyeM4NcrDD+efUcCjz77O4NwBDM7NYtKY4eRkHZ1nfKD4ML+5tXFo3tP/eZdvlq7mnNNnRe29/eSrJRwsLefu264lLtbAo8++xqvvfsYdN1xKjDaGvz7xElt37WXsiGGMyhvM1PGjUKlUVNsc/L+n/sPI/MHEaLWhZxXJ+/3C/z6gcNpECqaOZ9+hUp7+zzv86dc3Y9C3bCetWr+FrxavDPvcCqZNCDsU1OZwktLsvU8xJWF3OFvtl52ZzqFSK9bKajLSUli5fguK0nh8UzL0ylsfoygwKCeTBfNOJzGh/SSpsw4Wl3HPHdeRak7m/c8X8eX3K7ji4nNa7ffl9ytYvWFr2HOce2ZhqFexLd8WrWbM8KER9QLuP1TKvkOHueP6S/n066WR3UiUSDLUjbLyMthy+B3c+qW0/2OgwpQ4+kjRg0JSkyaiUes7da3S3dYWiVBo2x6rFEsQQgjRbZ5//QN0MVp0MTFcdcm5pKea2bB1F/sOlvLN0lUAeH1+1OrGD/WKD5ezcNEy6lxuNGo11kobXp8PXUwMADOnjA19ADhscA7vfb4Ij9dH3uAcRgwbDMD2PQe4ZP4ZqNUq9DodMyaNYfvuA6FkaPL4kWg06sZPozMzqLQ5wjaONRo10yaOafPebrh8QdSe07HmnjaTDz7/jv/35CvEGvQMyslk55HenpwsCw/9/lZiDQbsNU6efOktEuLjOuw1OtbHXy4myZjAKTMmtXrtrFOmM23iGHbuPcDu/cX845lXufIH80PPcNK4ERj0jW2RWVPHs6hoDeecPitq7y3AqLzBxMc1Th3IGWBBq9WErpkzIIOKKhsA1fYaXnrzI+w1tWjUaurdbqptNVjSU4DI3u96l5tDpVZmTh4LwJDcLJISEyg+bCVvcMt20rSJY9r9uTge6almLr9oHi+/9QnBYJAxI4YSazCgVje2FO/62RWYk5MIBAJ89OViXnn7Y277yY87dY2DJWV8/NXiNo8bMnAAqebkxq9zs1i0fG3Y/c4+dQZnnzqjU9dusnL9FtZu2sFdN13Z4b5er4//ffglP73iog4//O8Okgx1M5VrGOhbZ7hx+kwyzIWNCZBpJnqdOczRkXNW14ffXhV+uxBCCBEN4ec3KPz0yovISEtpsdXvD/Dsq+/xixsvZ1DOANwNHu68/xH8/kCowazXHf2UftLYEQwdmM323fv5bvlavi1aHb6Bd0z7qanHAECtVhEMBMPGrouJCTXkw+lsz5A52YjNURP6vsHjoaHBQ7KxdQEFXUwMP7rg6ATxL75bTmZG4zD4WMPRD0RNSUamjB/Fnv3FnU6Gzj/7lHZfNybGM3XCaKZOGE2KKYlVG7aGkqFjHW2jRue9BVrMUVKrVS3eN5VKTTCoAI09OgvmnR4qSHDXHx/F529WnCqC97uhof21GJvrSs+QOdlItaMmNPyt2l7DyLzBYc8xaeyI0L3U1Nbx5fcrSD/Sc9jUs6jRaDijYCr3/f2ZiONuMjA7s90EKtLfj672DK3ZuI1Pv17KL268DGNifIfxVtrs2B01PPrs6wC4GxpQFAWXu4Frf3R+h8cfL0mGulHpbiuO3ZnopoHi16PUDCXoyGfC5AWMmjArqtmvMSX8D5sxteMfQiGEECKaxo/K58vvV3D5Reeg0aipd7mpd7lJTIjHHwiEGnzfLVvT7nka5x+ZmDF5LINyBvC3f/8HgJHDBlG0ZiN5Q3Lx+nysXL+VuV38BLs9ne0Zys3KJBAIsnPvQYYPHciSlRsYO3JYq/lC0DhET6NWo9PFUGVzsHjFOn529SUA1DjrSEyIR61W0eDxsHnHHgqmjI/GLYVs2LKTsSOHodFoCASClJRVkGY+OpRv/eadnDV7OroYLcvXbArNrYnWe9sZLncDKabG865cvwWXu2vzSYLBICvXbWHmlHEcKD6Mw1lHzoDWxT660jM0aewIlqxYz5DcLKpsDnbtO8RlC+aG3bfGWUeSMYFgMMj7ny/i1BmT0eli8Hi9BAJB4mIbC2Ot3ritVyvGdaVnaO2m7Xz05WLuuOGyFkNG25NlSedvf/hF6PtPvlqCq6FBqsmdDJzV9eBJwbfh5yh12aA0fgLiG5oS9W7ArLwMsvIyWs0ZyhrW98ouCiGEOLldct5ZfLBwEQ/86wXUKhVqtZqLzjmd9FQzF5x9Kg8/+TLx8XFM6aCnY93mHaxavxWNRoOiKKGJ8eecUcBbH33Fnx97HmhsiHa216Q7qNUqfvLj83n9/YX4/H6SEhO59sdHP9l+4qU3OX/OKQzMzqTK5uD5199HrVajUau55LyzQg3f9Vt2sHjFetRqNcFgkEljRzBzyjigcUjRfX9/Bn/Aj7vBw90PPsH0SWNYMO+0TsW6futO3l/4HTFaDcGgwqCcTM6bMzv0+sDsTB5/8Q3q6hsLKJxROBWI3nvbGT88fw7PvfY+sQYDw4cObNUjF6lYg57D1kr+8tgLBINBrrv0gtCwvOM159Tp/Pedz/jD//s3arWKSy88OzQHaPGKddQ460I9df9551Nsjhr8/gBjRgzlwnmnAuCsrefZV99HUYIoSmMhhmt/dF7oGq+99zlbduzFWVfH4y++gUGv40+/vjkq8UfLi298RFJiPE//553QtjtuuIyE+DiWr9nER18uxuVuYOO2XXy9eBW3XHNJi7lqvUGlKIrSqxF0E6fTSVJSEjU1NRiNXfulOV77NhVT9MG6VtsLLprULfN4PG4vpXusOKvqMabGkzVMqskJIYQQonNeeesTsgekH3d1vb6kqXrgI/ff2duhiD5Geoa6UU/31uhjdVIsQQghhBBCiAhJz1A3k94aIYQQQggh+ibpGepm0lsjhBBCCCFE39TxKkhCCCGEEEIIcRKSZEgIIYQQQgjRL0kyJIQQQgghhOiXJBkSQgghhBBC9EuSDAkhhBBCCCH6pZO2mlxTxXCn09nLkQghhBBCCCF6WmJiIiqVqt19TtpkqLa2FoCcHClrLYQQQgghxP9v7/6Doq7+PY4/l9+LgJggiPIj7MoIyRcsNaJIlIryonDTtFQG+lp+x679Mqd7b03aNfuOjmU5jeSYZpq/uqZoXlHTxPyRGv5AvJmjCCrKD4ksSUBg9/7B181Nfqyy5Df39ZjZmd1z9nPO+SxvDvPe8+F8HI0t9xu9bW+6ajKZOH/+vE0ZodhfTW0d//X3D3nnP/8do4f7rR6O3CYUV9JRFFvSURRb0lEUW21z6JUhJycnevbseauH4bBc3epwc/fAx8dHv6BiN4or6SiKLekoii3pKIot+9AGCiIiIiIi4pCUDImIiIiIiENSMiQdwsXFmaFDHsDFxflWD0VuI4or6SiKLekoii3pKIot+7htN1AQERERERFpjVaGRERERETEISkZEhERERERh6RkSEREREREHJKSIRERERERcUi37U1X5Y/x6ecb+C7//3Bx/m0nkxf+Oprw0KYb3jY2NvI/G7ay/9D3GAwwICaKEf+ahLOz8nCxlrsnj28PFHC+7AJREeH8LX2Epa6mto7lazdx9IeTuLq6MCjuHh4f8oDN9eLYWout9+Yvo+jMOas5adqrE/D18QYUW9Ky+oYGVq3bwg8ni6n+tQbfzl48knAf9/f/C6B5S25eW7Glecu+lAxJuyXc148nUx5utm7j17spLC5h6ivPAvDhJ6vYtH0PQ5P0SynWOvt489jgeH44WcTFny9Z1a1av4XLNTXM+I/nuVT9Kx98vJI7fDtz3z19baoXx9ZabAGkPjaIIQ8MaPZYxZa0xGQy0dnbixfHP4XfHb4UnT3Ph4s+x7ezN5G9wzVvyU1rK7ZA85Y96et56VDf5h3hscHxdPbxorOPF8mJ97MnL/9WD0v+CcXeHUFMVG+8PD2tyq9cqedA/jGGPfIQnkYPAvy7Muj+eyxx1Fa9SEux1RbFlrTG3c2NlEcS8O/aBYPBQHhIDyJ6hVBYXKJ5S9qltdhqi2LrxikZknbbd/Aok9+aw3+/t4Ct3+zDZGq6ddWvl2v46edL9OzezfLe4KAAqi7+Qk1t7a0arvzJlF/4kYbGRnp2D7CUBQcFUFJ6waZ6kbbkfL2HyW/NYcYHi9h7oMBSrtiSG1Ff30Dx2VJ6dO+meUvs6trYukrzlv3oMjlpl8T4e/m3xwfTydOD4pJSPl6WjcFgYMiDA6i7Ug+Ap9HD8n6jR9Pz2rorluciram9Uo+7m6vVtdFGD3fqrtTZVC/SmtTkh+ge4IebqyvHC0+zYFk2Hu5uxNwdodgSm5nNZj77YiPd/LoQExVB4ekSzVtiF7+PLdC8ZW9aGZJ2CekRiLeXJ05OToSH9ODRQfeRd+QYAO5urkDTP/JddXVFyMPd7Y8frPwpebi5cqW+nsZGk6WsprYOdzd3m+pFWhMe2hOjhwfOzs5E9g7nwYExljlMsSW2MJvNrMjeTHnlj/wt/QmcnAyat8Qumost0Lxlb0qGxK4MBoPleSdPI106e3P2fLmlrKS0gi6dfbQqJDYL8O+Ks5MzJaXWcdQj0N+mepEbce0cptiStpjNZlau20zx2fNMema05W+b5i1pr5Ziqzmat9pHyZC0y4Ejx6iprcNsNnO6pJTNuXuJvTvCUh93TzSbtu/h50vV/Hypmk3b9xD/j60hRa7V2Giivr6BRpMJk9lMfX0DDQ2NuLm5ck90H7786htqamupqKwid0+eJY7aqhdpKbYu19Ry9IeTXLlSj8lk4oeTxezcd8gyhym2pC0r122hsPgcL/x1NJ08jZZyzVvSXi3FluYt+zOYzWbzrR6E/Hm9+9FnnCuraNoG0seb+P5/IenBgZal3MbGRj7/civfHf4egIGxus+QNG/DVzv53227rMr+5c4QXpkw5h/3TMih4Fih5Z4J127P3la9OLaWYuvZMWnM+/Rzyip+BKBrl84Mju9vuZcHKLakZT/+9DNvzJyHi4szzk6//U0bEHs3T6cla96Sm9ZabKU8nKB5y86UDImIiIiIiEPS1/MiIiIiIuKQlAyJiIiIiIhDUjIkIiIiIiIOScmQiIiIiIg4JCVDIiIiIiLikJQMiYiIiIiIQ1IyJCIidnXy5EneeecdampqbvVQREREWqVkSERE2jRo0CBeeukly+uwsDDef//9695XW1vLiBEjCAoKwmg0Xld/O0pISGD58uWW1waDgezsbLv2sWnTJmJiYjCZTHZtV0TE0SkZEhFxcBkZGaSmplqVrV69Gg8PD959910A1qxZw/Tp09tsa9KkSaSmppKRkdEBI73etGnTiImJ+UP6as769espLy9n9OjRHdpPcnIyrq6uLFu2rEP7ERFxNC63egAiIvLP5eOPP+b555/no48+IjMzE4A77rjDpmMXLFjQkUO7afX19bi6utq93blz55KZmYmTU8d/t5iRkcHcuXMZN25ch/clIuIotDIkIiIWs2bNYtKkSaxcudKSCMH1l8n93pkzZxg+fDheXl74+Pjw5JNPUl5ebqm/uoKzaNEiQkJC8PLyYuLEiTQ2NjJr1iwCAwPp1q0bM2bMsGr34sWLjB8/Hn9/f3x8fBg8eDD5+fkALF68mLfeeov8/HwMBgMGg4HFixcDTZeqZWVlMWzYMDp16mRpNysri169euHm5kZERARLly619GU2m5k2bRohISG4u7sTFBTECy+80OI5X7hwga+//pqUlJRWP9OpU6fSvXt3jhw5AjRdYvj222+Tnp6Ol5cXoaGhrF+/ngsXLlg+w+joaPLy8qzaSUlJIS8vj8LCwlb7ExER2ykZEhERAF577TWmT5/Ohg0bSEtLs/k4k8nE8OHDqaqqYseOHXz11VecOnWKUaNGWb2vsLCQnJwcNm3axIoVK1i4cCFDhw6lpKSEHTt2MHPmTN544w327dtnOWbkyJFUVFSQk5PDgQMH6NevH0OGDKGqqopRo0YxefJkoqKiKC0tpbS01KrPadOmkZaWRkFBAc888wxr167lxRdfZPLkyRw9epQJEyaQmZnJ9u3bAfjiiy+YM2cO8+fP58SJE2RnZ9O3b98Wz3vXrl14enrSp0+fZuvNZjOTJk1iyZIl7Ny5k+joaEvdnDlziI+P59ChQwwdOpRx48aRnp7O2LFjOXjwIL169SI9PR2z2Ww5JiQkhICAAHbu3Gnzz0ZERFqny+RERIScnBzWrVvHtm3bGDx48A0du23bNgoKCigqKiI4OBiAJUuWEBUVxXfffUf//v2BpqRp0aJFeHt7ExkZSWJiIsePH2fjxo04OTkRERHBzJkz2b59OwMHDmTXrl3s37+fiooK3N3dAZg9ezbZ2dmsXr2a5557Di8vL1xcXAgMDLxuXE8//bTV6tZTTz1FRkYGEydOBOCVV15h7969zJ49m8TERM6cOUNgYCBJSUm4uroSEhLCgAEDWjzv06dPExAQ0Owlcg0NDYwdO5ZDhw6xa9cuevToYVX/+OOPM2HCBADefPNNsrKy6N+/PyNHjgSaEtO4uDjKy8utzi0oKIjTp0+3/UMRERGbaGVIRESIjo4mLCyMqVOnUl1dfUPHHjt2jODgYEsiBBAZGYmvry/Hjh2zlIWFheHt7W15HRAQQGRkpFUyERAQQEVFBQD5+flUV1fTtWtXvLy8LI+ioiKbLhW79957rxtnfHy8VVl8fLxljCNHjqSmpobw8HCeffZZ1q5dS0NDQ4vt19TU4OHh0Wzdyy+/zL59+/jmm2+uS4QAq1WigIAAAKtVqKtlVz+Lq4xGI5cvX25xTCIicmOUDImICD169CA3N5dz586RnJzMpUuX7N7H7zcwMBgMzZZd3T66urqa7t27c/jwYavH8ePHmTJlSpv9derU6YbGFxwczPHjx5k3bx5Go5GJEyeSkJBAfX19s+/38/Pjp59+arbu4Ycf5ty5c2zevLnZ+mvP22AwtFj2+620q6qq8Pf3t/2kRESkVUqGREQEgNDQUHbs2EFZWdkNJUR9+vTh7NmznD171lL2/fffc/HiRSIjI296PP369aOsrAwXFxfuuusuq4efnx8Abm5uNDY22jzO3bt3W5Xt3r3baoxGo5GUlBTmzp1Lbm4u3377LQUFBc22FxsbS1lZWbMJ0bBhw1i+fDnjx49n5cqVtp5yq2prayksLCQ2NtYu7YmIiJIhERG5RnBwMLm5uVRUVPDoo4/yyy+/tHlMUlISffv2ZcyYMRw8eJD9+/eTnp7OQw89dN2lajciKSmJuLg4UlNT2bJlC8XFxezZs4fXX3/dstNaWFgYRUVFHD58mMrKSurq6lpsb8qUKSxevJisrCxOnDjBe++9x5o1a3j11VeBpt3pFi5cyNGjRzl16hSfffYZRqOR0NDQZtuLjY3Fz8/vugTrqrS0NJYuXUpmZiarV6++6c/hqr179+Lu7k5cXFy72xIRkSZKhkRExErPnj3Jzc2lsrLSpoTIYDCwbt06unTpQkJCAklJSYSHh7Nq1ap2jcNgMLBx40YSEhLIzMykd+/ejB492rJxAcATTzxBcnIyiYmJ+Pv7s2LFihbbS01N5YMPPmD27NlERUUxf/58PvnkEwYNGgSAr68vCxYsID4+nujoaLZu3cqXX35J165dm23P2dmZzMzMVm+EOmLECD799FPGjRvHmjVrbv7DAFasWMGYMWPw9PRsVzsiIvIbg/nafTtFRETEZmVlZURFRXHw4MEWV5DsobKykoiICPLy8rjzzjs7rB8REUejlSEREZGbFBgYyMKFCzlz5kyH9lNcXMy8efOUCImI2JlWhkRERERExCFpZUhERERERBySkiEREREREXFISoZERERERMQhKRkSERERERGHpGRIREREREQckpIhERERERFxSEqGRERERETEISkZEhERERERh6RkSEREREREHJKSIRERERERcUj/D41bQodjLZjDAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}}],"source":["# 11–14 scatter (some ordinal jitter)\n","pairs=[('km_recorridos','costo_trayecto_cop','Kilómetros recorridos frente a costo','Kilómetros (km)','Costo (millones COP)','11_scatter_km_costo.png',True,False),('km_recorridos','consumo_combustible_gal','Kilómetros recorridos frente a combustible','Kilómetros (km)','Combustible (gal)','12_scatter_km_combustible.png',False,False),('nivel_transito','tiempo_entrega_min','Tránsito frente a tiempo registrado','Nivel de tránsito (1–5)','Tiempo de entrega (min)','13_scatter_transito_tiempo.png',False,True),('precipitacion_mm','tiempo_entrega_min','Precipitación frente a tiempo registrado','Precipitación (mm)','Tiempo de entrega (min)','14_scatter_lluvia_tiempo.png',False,False)]\n","for x,y,title,xlab,ylab,file,currency,ordinal in pairs:\n"," t=D[[x,y]].dropna();fig,ax=plot_start(title)\n"," xs=t[x].to_numpy(float);ys=t[y].to_numpy(float)/1e6 if currency else t[y].to_numpy(float)\n"," ax.scatter(xs+(np.random.default_rng(4).uniform(-.09,.09,len(xs)) if ordinal else 0),ys,s=21,color=PURPLE,alpha=.58,lw=.3,edgecolors='white')\n"," if not ordinal:\n","  m,b=np.polyfit(xs,ys,1); xx=np.linspace(xs.min(),xs.max(),100);ax.plot(xx,m*xx+b,color=LIME,lw=2.4,label='Tendencia lineal');ax.legend(frameon=False,fontsize=8)\n"," ax.text(.98,.045,f'Pearson r = {t[x].corr(t[y]):.3f} · Spearman ρ = {t[x].corr(t[y],method=\"spearman\"):.3f} · n = {len(t)}',transform=ax.transAxes,ha='right',color=GREY,fontsize=8,bbox={'facecolor':'white','alpha':.88,'edgecolor':'none'})\n"," ax.set_xlabel(xlab);ax.set_ylabel(ylab);save(fig,file)\n","\n"]},{"cell_type":"markdown","id":"77b4c65a","metadata":{"id":"77b4c65a"},"source":["## 6. Heatmap: correlaciones de Pearson\n","\n","**Lectura:** Los gráficos deben interpretarse junto con el informe para considerar tamaños de muestra y limitaciones de calidad."]},{"cell_type":"code","execution_count":6,"id":"a0a82e9a","metadata":{"execution":{"iopub.execute_input":"2026-10-25T23:36:58.095933Z","iopub.status.busy":"2026-10-25T23:36:58.093774Z","iopub.status.idle":"2026-10-25T23:36:59.750136Z","shell.execute_reply":"2026-10-25T23:36:59.748572Z"},"colab":{"base_uri":"https://localhost:8080/","height":680},"id":"a0a82e9a","executionInfo":{"status":"ok","timestamp":1792973750742,"user_tz":300,"elapsed":833,"user":{"displayName":"Karolain Reyes","userId":"07798093042579639386"}},"outputId":"47529354-cd36-42f7-e55e-60de51376266"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x660 with 2 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["'salidas_nutrifresh/figuras/15_heatmap_pearson.png'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":6}],"source":["# 15 heatmap\n","cor_cols=['km_recorridos','tiempo_recorrido_min','tiempo_entrega_min','consumo_combustible_gal','costo_trayecto_cop','peso_kg','temperatura_c','precipitacion_mm','nivel_transito']\n","labels=['Km','Recorrido','Entrega','Combustible','Costo','Peso','Temperatura','Lluvia','Tránsito']\n","corr=D[cor_cols].corr();fig,ax=plot_start('Mapa de calor | correlaciones de Pearson',(8,6.6));ax.grid(False)\n","img=ax.imshow(corr.values,cmap='PuOr',vmin=-1,vmax=1);ax.set_xticks(range(len(labels)),labels,rotation=35,ha='right');ax.set_yticks(range(len(labels)),labels)\n","for i in range(len(labels)):\n"," for j in range(len(labels)):\n","  z=float(corr.iloc[i,j]);ax.text(j,i,f'{z:.2f}',ha='center',va='center',fontsize=8,color='white' if abs(z)>=.6 else INK)\n","fig.colorbar(img,ax=ax,fraction=.04,pad=.03,label='r de Pearson');save(fig,'15_heatmap_pearson.png')\n","\n"]},{"cell_type":"markdown","id":"d47d660a","metadata":{"id":"d47d660a"},"source":["## 7. Tasas de incidencias por segmento\n","\n","**Lectura:** Los gráficos deben interpretarse junto con el informe para considerar tamaños de muestra y limitaciones de calidad."]},{"cell_type":"code","execution_count":7,"id":"f0cc51fe","metadata":{"execution":{"iopub.execute_input":"2026-10-25T23:36:59.754021Z","iopub.status.busy":"2026-10-25T23:36:59.753837Z","iopub.status.idle":"2026-10-25T23:37:01.754049Z","shell.execute_reply":"2026-10-25T23:37:01.752036Z"},"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"f0cc51fe","executionInfo":{"status":"ok","timestamp":1792973751942,"user_tz":300,"elapsed":1197,"user":{"displayName":"Karolain Reyes","userId":"07798093042579639386"}},"outputId":"ff36373d-9c23-4555-c8c0-bf13d2a45a8d"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 850x335 with 1 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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\n"},"metadata":{}}],"source":["# 16–19 rates\n","rate_specs=[('nivel_transito','Incidencias por nivel de tránsito','Nivel de tránsito','16_tasa_transito.png',[1.,2.,3.,4.,5.]),('ciudad_destino','Incidencias por ciudad de destino','Ciudad de destino','17_tasa_ciudad.png',['Sincelejo','Cartagena','Santa Marta','Barranquilla','Soledad']),('clima','Incidencias por condición climática','Condición climática','18_tasa_clima.png',['Lluvia intensa','Lluvia moderada','Nublado','Soleado']),('tipo_producto','Incidencias por tipo de producto','Tipo de producto','19_tasa_producto.png',['Frutas','Lácteos','Verduras','Carnes frías'])]\n","for dim,title,xlab,file,groups in rate_specs:\n"," t=D.dropna(subset=[dim]).groupby(dim).incidencia.agg(['size','sum','mean']).reindex(groups)\n"," fig,ax=plot_start(title);bars=ax.bar(range(len(t)),100*t['mean'],color=[PURPLE if j%2==0 else ROSE for j in range(len(t))],width=.64)\n"," ax.set_xticks(range(len(t)),[str(int(g)) if dim=='nivel_transito' else str(g) for g in groups]);ax.tick_params(axis='x',labelsize=8.5);ax.set_ylabel('Retrasos + devoluciones (%)');ax.set_xlabel(xlab);ax.set_ylim(0,44)\n"," for b,(_,r) in zip(bars,t.iterrows()):ax.text(b.get_x()+b.get_width()/2,b.get_height()+1.0,f'{pct(r[\"mean\"])}\\n({int(r[\"sum\"])}/{int(r[\"size\"])})',ha='center',va='bottom',fontsize=8,color=INK)\n"," save(fig,file)\n","\n"]},{"cell_type":"markdown","id":"77343d42","metadata":{"id":"77343d42"},"source":["## 8. Indicadores opcionales normalizados por kilómetro\n","\n","**Lectura:** Los gráficos deben interpretarse junto con el informe para considerar tamaños de muestra y limitaciones de calidad."]},{"cell_type":"code","execution_count":8,"id":"e43cf775","metadata":{"execution":{"iopub.execute_input":"2026-10-25T23:37:01.761478Z","iopub.status.busy":"2026-10-25T23:37:01.760987Z","iopub.status.idle":"2026-10-25T23:37:02.658860Z","shell.execute_reply":"2026-10-25T23:37:02.656920Z"},"colab":{"base_uri":"https://localhost:8080/","height":600},"id":"e43cf775","executionInfo":{"status":"ok","timestamp":1792973752535,"user_tz":300,"elapsed":590,"user":{"displayName":"Karolain Reyes","userId":"07798093042579639386"}},"outputId":"019baf0a-58a3-4afc-c612-a34b2e4c6244"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 850x335 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0MAAAFACAYAAAB+y6doAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAV9xJREFUeJzt3Xd0FNX7x/H3pvceQguE3nvvYGgCIk2KgiIKWBD9YsWG8LOjiKJgQ0UUkN57B+m9SO+BQAghvW/290dgSQglG7K0/bzOyTnZuTN3n9m92cyzt4zBZDKZEBERERERsTF29zoAERERERGRe0HJkIiIiIiI2CQlQyIiIiIiYpOUDImIiIiIiE1SMiQiIiIiIjZJyZCIiIiIiNgkJUMiIiIiImKTlAyJiIiIiIhNcrjXAYjcT5auWMPhI0epVLE8LZo2utfhyC1cfa+qVK5Is8YN7nU4IiIi8gBSz5Dc12bNXUiFmo2pULMx3/84Pk/7Pt1/kHn72XPhNz1++87dvD70Q9Zt2EztGtXy7Rwk/23bkflerd+45a6/V7ltT3dDaPtu5lhERETEcuoZyqXEpCSmzpjL8lVrOXr8BElJyQQG+FO6ZAnatQmlbetHcHJ0tNrzL1+1loOHjgDQuWM7ihQuZLXnskWXoi4z5J1hVCxfjl9/GIWnp8e9Dokt23awZdtOAEJbNKVCuTL3OKL7w8XISwx550Pze+Xu7navQ7IatQERERHrUjKUC0ePn+Cl197mTNi5bNvPngvn7Llw1qzfQJnSJa16obJi9Tpmz1sEQN3aNZQM3UDTxg34a/wPABQqGGTRsQcOHqbnE53o3aPbfZEIAWzZtpMffv4dgCKFC+lC+IoDhw7Tq3tn+vR8Ag8P93sdjlXdrg18O/JjUlJS7kVoIiIiDwUlQ7cRHRPLgEFvEH7+AgAFAgPo9/STlC1dkoTERLZu38WsuQvvcZQPtqSkZFxdXe64Hn8/X/z9fPN0bOOG9WjcsN4dx3A/SExKws3V9V6HYTVNGzWgaSPNEQKoXLH8vQ5BRETkgaZk6DZ+/3OyORHy9PBg6sRfCCoQaC5v2aIpA/r1wd7e3rwtNS2NCX//w8LFyzl1OgwTJooHF6V925Y807tntuF0Bw8fYcy48ezas4/YuDjc3d0pFFSAalUqMaBfH0wmEy07PJEtpmcGDDb/PuHn76hbuyYAm7Zs5/e/prBn338kxCfg7+9H/bq1GPjc04QUC77tuT7dfxBbt+8CYM4/E5gyfTaLl60iOTmZurVr8u6br1IsuEi2Y/YfOMQvv09k+849xMTE4u3tRc3qVRnwbG8qZblQmzV3Ie9+9CkALw94loAAfyb8/Q9hZ88x4v236dyx3W3jy+r9EZ8zY/Z8ILNHaMzXn7Jg0bJszzHoheduW8+S5auYNHUmBw4eITklhaACATRt1ICBzz1NgcAA835Dh31i7pn7acxI1v27mXmLloLJRPu2rXh7yCAiL0Xx8RffsHnrDtzcXOnaqQODX3weO7trU/NMJhOz5i5k+uz5HD56jPT0dEKKBdPl8fb07tnNvO/1c0De/ehT87l9+tG7dO7YjtD23TgXfh6AFQum8/nXY9i4ZRveXl4snz8NyBxS9vNvE1mzfgPnL1zExdmZ8uVK82T3LrRt9chtX5+MjAx+/m0iC5Ys50zYWUwm8PfzoUzpUrR6pBndOnUw75uQmMjvf05myYrVnAk7i4ODAxXLl+X5vk/lSF6Sk1MYNeZH5i9aRkpKCvXq1OS9t17j6f6vmM/pwI71QM62c/V9PXsu3Py3UadWdf785XsAvv9xvLk35ZNhQ4mLT2DSPzMIvxBByZBivPP6YOrXrXXbczcajYz75Q+mzZpHbFwcVStXZOgbg295zIrV6/hrynT+O3CIpOQUihQuSIe2rXjumadwcXE273f2XDjffP8TW7bt5HJ0NK4urhQIDKBq5Yo881R3ypUtbXEbuPp6bdm2w/wZ0emxR2nfpiXfjv2Fw0eP4+/nw7N9etGnV/bPlPj4BH794y+WrVzL2fBw7O3tKV0yhC4d29O96+MYDIbbvl4iIiIPIiVDt7Fo2Qrz78881T1bInRV1t6I1NRUnntpCNt27Mq2z6Ejxzh05Bhr/93M+HHf4OToyOXoGJ578X9EXY427xcTE0tMTCwHDx+ldcvmFA8umqs4J02dycdffIPJZDJvO38hgtnzFrFs5Rp+//FbqlSqkMuzhtfe/oATJ0+bH69Zv4GDh48wa8of+Pp4A7ByzXpee/N90tLTzftFXopi6YrVrFqzntEjP+aRZjknds9duCTHkENLfDPmJ3MiVL9uLb4b+XGe5mt99e1Yxk+YlG1b2NlwJk2dydKVa5j8+ziKFimc47hPvhjN6bCz5seTps4kPiGBHbv2EHY2c0J9YlISP43/kyKFC/FE58fM+w4d9glz5i/OVt+hI8f47Kvv2LVnP6M+H27xeQD0HTjY/Jp6eXpeOZdz9Hr2RSIjL5n3S0tLY+v2XWzdvov9Bw7x+uAXb1nvj+P/ZMy4X7NtCz8fQfj5COLj483JUFxcPL2fe5nDR4+Z90tJSTU/1wfvDOHJ7l3MZW+8+xErVq8zP1619l8OHj5CYlJyns7/5vFPyNbWDh05xqDXh7JiwXS8vbxueeynI79l0tSZ5sdbtu2kz/ODbnrcd+N+Zdwvf2TbdvLUGb7/6Tc2btnObz+OxsnRkfT0dJ5/eQgnT50x7xcXH09cfDzHTpykRvUqlCtbOg9nm9OWbTuZu2AJGRkZQOZ79+nIbylVMoSG9eoAEBMby5N9X+T4yVPZjt2z7wB79h1gy/adfP1Z3tqliIjI/U7J0C0kJCZmu5CqlYtVqyZMmmpOhAoVLJB5sWkw8PW34wg/f4FtO3Yx4e9/6N+3N7v27DMnQu3btqTL4+1JSkrm9JkwVq39F3s7ewID/Plr/A/89NtE1v27CYD33nrNPHegbOlShJ+/wOdfj8FkMmFnZ8eAfn2oXrUys+ctZPGyVSQkJDJ02CfMmzYx19/wRkfH8ulH7+Lm5srX343jTNg5LkRc5Off/uTtIa+QmJTE+8M/NydCPZ/oRIumjVi9dgOTp80iLT2d94d/zvIF03IM2ToTdo7GDerS84nOpKWlWTT/6c9JU/n594lA5vsx9psvcHZ2vs1ROe3eu9+cCDk7O/HqS/0JKRbMhL+nsnnbDiIjLzHis6/5+fuvcxwbeSmK4e+/hZ2dHcM+/pKMjAzmLlhCQIA/X382nBMnT/H9T78BMHXGHHMytGT5KnMiVCKkGC8P7Iebqys/jf+T3Xv3s2jpClq2aEq7NqH8Nf4HZs5ZwMwrQzAH9utDk0b1AQgpXixHTJcuXebtIa9QpnRJzp7NbLMjPvvanAjVrV2Dvk/14NSZs4z+4SdSUlL59Y+/admiKdWqVLrp67TySsLi5enB+28PIcDfj4iLkezcs4/o6GjzfqN/+NmcCDVt3IAnu3chOjqGr74bR2TkJT7/egwtmjaiUMEg/t24xZwIOTs78drLAwkuWpixP/9O+PnDuXn7cu1M2Dme7/sUNatV4btxv3Lw8FESEhKZv2gZT/XoetPjjp84xeRpswCws7Pjpf59qVSxPH9Pmc76jVty7L93/wFzIhQY4M+rL/UnqEAgf02ZwZr1G9i+c7f57/74ydPmRKhBvdr069OLdKORs2fDWfPvRnNib2kbuJFz4ecJbd6Erp06MH/RUhYuyfxyZ+qMOeZk6JvvfzYnQmVLl2LQC/2IiY3jq9E/EBMbx8IlKwhtntkuRUREHjZKhm4hPj4h2+Osw6ZuZsGiZebfP3jndfO9atxcXXnptbcBWLh4Of379sbR4drLXzCoACWKF6NgUAEMBgPP9ullLqtVoxr+fvPNj8uWLpktMZsxZwFpaWlA5rC9V1/qD0DDenXYtnMPkZGXOHb8JAcPH831JPz/vTLQPHTN09OD5178H5A5DOjtIa/w78YtXL5yMVypQjmGDX0DyJzPsWfff+w/cIjL0dFs2LSVli2aZqu7cKGCjPv2SxwcLGt+q9b+y4ErK+pVrVyRn74bmee5RgsWX3ufnuzexfx6V69ameaPdiE1NZX1G7cQHROLj3f2noA+vbrRvUtHACb8/Q9Hj50A4LWX+tOuTSgmk4nf/5pCQkIip8+EmY+bt3BptucseKWXsWunDuzeu//KPkto1yaUWjWqsXHzNvP+xYsF3zIZf/v1V8wxQeZct6sX7U5OToz+8mNzj17ExYv8PnHKlddh+S2ToavvkaurK8FFC1OuTGlcXV14vENb8z4ZGRnm19PR0ZG+T/XAyckRD3c3WrVompkcp6WxeNlKnu3Ti+Wr12Z7Hfr27gFAyZDitOvy5E1jyYvQ5k3MvV9JySm8PnQYAKfPnL3VYaxcs97cy9o6tBkvD+wHQK3qVWnWphNJydl7sLK+t106tiOkeOaw1B7dHmfN+g3mfa7/uw8M8Kd4saIUKVwIOzs7nup5LUGztA3ciL+fL6M+H46TkxNVKlUwJ0NXzz8jI4PFS6/1fo/8dBhlS5cEICU5hY+//AaAhUuWKxkSEZGHkpKhW7h+paqIi5GULFH8lsecPH1t6Eu1KhXNv1etXDHHPrVqVKN4saKcOh3G+AmTGD9hEu7ublQsX5YOj7amW6cO2eab5OY5sz6Po6MDFcqVYd2V3oGTp07nOhmqlqWeqpWu/X723HlMJtNNnxOgSuUK7D9w6MpznuF6TRrWszgRAvjvYGavgbu7Gz9+N/KOllTOGlfW+H19fQguUphjJ05iMpk4fSYMH+/rz+/a46xDpq5OZjcYDHh7eZGQkEhsXPwNn/OTL0ffMK7jJ07dcPvtXH+D2FOnz5gv5oOLFjYnQkC24ZJZ38cbuZqoXYi4SK++L2AwGAguUpj6dWvRt09PShQvxuXoGGJi44DMYXj9XnzthnUdu3JuYVl6W7O+9iVCiuHt5WmuKz/Urlnd/LuPz7X3Ki7L+3IjYWevxVi54rXXy9PTg5CQYhw4mL0HK+vr+NNvE/npt4k56jxxpfeleLGi1KpRje07dzN3wRLmLliCi4sz5cqUptUjzejTqxtOTk65O8HbqFalkrmurEn91XYZdTna/Hq7uriYEyHI/Ds2n98N/o5FREQeBrrp6i24u7kRXPTanJEdu/fmua4bjU5zdXVh0u/jeOXF56lfpxYBAf4kJGSuUDfs4y8ZP+HvPD/ftee984nPltZh4Nb7+/v55SmOq4tUJCQk5pjHkq9uc7qeWZJkO7trO+fHMs+JyXmbMxPgn/vX1JL384nOj/HzmK/o2L4NZUqXxNHRkdNhZ5k6cy5P93+F2LjcJy5JSUl5iiXrPsYrc18ALkfH3PZYby9P8+8OWRY5MWG60e65kte/qPR0I6mpqdjZ2fHTmJG8PWQQTRrWo1DBIJKTU9i9dz9ffTuWT0d+m+fYrueV9fyzfAGRdW7hVde/F1o0QUREbIF6hm7j0Vah5jkqE/6aQrdOHXIMl7sUdRl7e3t8vL0IKRbMoSOZcyf27DtA8yYNAdi99z/z/ldXdjOZTPj5+vJS/77Qvy+Q+Y304z2eITExiWUr19L/2T4A2GW5MMnIyH4hk3WluL37rz1PWlp6tm+wczvPAGDP/gOULVMqM/Z9+83bixQuiMFguO45D2Q7Nuvjq8OFssrrNVbPbp1Yt2Ezp8+EMXnaLAoVLGB+fSwVUjyYdRs2Z8a774B5ZbXL0THmeWIGg4FiuVzAIrfPeezESSD7KoBZJWVZQMCQpVcwI0sScCPXX7gWCy6KwWDAZDJxJuwcl6NjzL1De/blbIs3YzKZaNKovnmuSnp6OiNHj+XPSVOJjLzEzt37aNKwnrlHx83NlbVL5+Dulr3XLiMjwzyUM7jotRUJ9+4/QJuWLQA4cfL0DXuFsiaZkZeizL+v27DplrHfiawLZ+z776D597i4+Bv2koQUCzbP6bu60tv1kpKScXJywmQy4e7mRt/ePenbuycAUZcv0+PpAYSdDWfZyjV89N6bgGVtIC/8fH3w8vQgNi6exKQkjhw7TplSmb1De7J+Zt3g71hERORhoGToNp59uhfzFi0l/PwFYuPi6fH0AJ7t05OypUuRkJjIlm07mTV3IRN+GYOPtxftH21lTob+7/NRJCQmYsDAqDE/muts17YlADt37+WTL0fTOrQ5xYsVxdfHh0NHjpKcnHkTxdTUVPMxWb/hnbdwCXb2dtjb2VGrRjXatGzOqO/GkZaezrKVaxkzbjzVqlZk9rzFXLwyRK5UyRDKW7BC1TdjfsTB3h5XVxdGjfnJvP2RZk0AaNSgLj4+3kRHx7Dvv4P83+ejaNakAWvXbzJfPPr6+NCwfh2LXu9b8fH24sfvvqTXMwOJiY3jm+9/JqhAATq2b2NxXe3atGTi5OkA/D11BoGBARQvVpQ/J001v+6NG9TNMV/oTnR4tJV54YC3P/iYgc89TfHgokRFR3PqdBhr1m2gaaP65vkpWXs1lq5cQ9EihXFwsKdKpQq3HUbl6+NN4wZ1WbdhM6mpqQx5+0Oefqo7Z8LOmhcGgMyFO27l1Tffx93djVo1qlGwQCDpRiP7syQHV3s62rVpyeRps0hMTOL5l4bQu1c3fH28uXDhIkeOHWfZyjV8MmwodWvXJPTKPCKASf/MpGBQAQoVDGLsleWwr5c1IZ23cAnFihYmITGJ365bCTA/tWjaiK+/GwfAspVrGPvLH1SqUI6//5lB4g16uDo82oqJkzOXM//86++IiY2lbJlSxMXFczrsLBs2bqVwoSA++ehdLkRcpN+Lr9G21SOUKhlCgJ8fYWfPmRdTSb2SNMKdtYHcsLOz49E2Lfln+mwA3npvBC8NeJbY2DjG/DTevF+7NrduJyIiIg8qJUO34ePtxc/ff8VLr73NmbBznL8QwWdffXfT/Z95sjtr1m1k+87dnAs/zxtDP8pWXrtmdZ55KnPCuMlk4r+Dh81zYa6X9UK1bu2a/PHXPwDMnLvQvMLUgR3rKVQwiHfeGMzHX3xDRkYGY3/JflHp7u7GZ8Pfs2jYS2CAP0OHfZJj24B+vYHMBSE+/vAd/vfWB6SlpzNp6sxsyxA7Ojjw8bB38v3mnyWKF+O7rz7h+ZeGXFmx7jMCAvzMK2PlVvWqlXnumScZP2ESKSmpfDFqTLbygAB/Phz6en6GTttWj7B63QbmzF/M+QsRDP/0qxz7NMly49e6tWqYe3fWrt/I2vUbAVg+f1quVuD74J0hPNnvJSIjL7Fp63Y2bd2erfz5vk/dcvEEyFzyednKNeZ7LGUV4O9H/TqZ9+t5bdAAtu/cw+Gjx9i1Zx+79uy7aZ2N6tchtHkTVqxeR1Jysnn+VFCBQLy9vYiJic22f9nSJaletTK79uwjJSXVnJyXKhFi7mnLb6VKhtCjWyf+mT4bo9FoHpbp4uJMUIFALkRczLZ/1coVebF/X8b98gexcfF8Mer7HHV2euxR8+8nTp7OsQz3Ve2zJB532gZy47WXB7B1206OnzzFwcNHGfzGe9nK27UJ5dHWt78nlYiIyINIc4ZyoXTJEsz+ZwJvD3mFWtWr4u3thaOjI4UKFqBxg7p8NuI9SpUMATJX7vpt3DcMGfwC5cqUwsXFGWdnJ8qWLsWQVwYyfuwo89K5IcWLmS9IA/z9cHCwx83NlSqVKvDBO0N4vm9vcwwtmjbirf+9TLGiRXBwsM8R45PduzB+7Dc0aVQfb28vHBzsKRAYwOMd2jL97/EW3WMI4KvPPqJPr274+frg4uJMk0b1mfjrD/j5XrunUmjzJkz+40fatGyOv58vDg72+Pn60OqRZkz648cb3mMoP9StXdM8jCgtPZ1X33yfg4ePWFzPG6++xDdfjKBOrep4eLjj6OBAkcKFeLJ7F2b8Pf6G9xi6U5+PeJ/PR7xPnVrV8fTwuNKOgqhftxbvvfUavbLci6dsmVJ8PuJ9SpUIyVMvQHDRIsz4ezxP9ehK0SKFcHRwwMPDndo1qzPq8+G3vccQQK8nuvBo61CKFS2Cm5srDg72BBUI5LFHW/PX+LF4enoAmfc2mjzhRwa/9Dzly5bGxcUZVxcXihcrSpuWzfnqs4+yJV5ffZrZvnx8vHF1caFZ44ZM/PV7TFeGgmW9QSnAyE8+pHGDujg7O+Hn60OfXk/wzZcjLH5NLPH+W6/xYv++BAb44+zsRM3qVfht3Lc5bjx81eAXn2fct1/SpGE9fHy8cXRwIKhAILWqV2XI4BcYNDDzZrHeXl68POBZ6tSqTmCAP44ODlcWUCjFqy/15723/meu807bQG74eHsxZcJPDHi2DyVCiuHk5ISba+bn0LB33+CrTz/S/CEREXloGUw3mkkrNunp/oPYun0XkL/fPItcz2Qy5bjAPn7iFO27PgVAuTKlmP3PhHsRmoiIiNgQDZMTkbvuy2++x9fHh/p1axEY4M/xE6cYOfoHc/mjrXVPGxEREbE+JUMictdFx8Sa58Bdr1aNauYbsYqIiIhYk5IhEbnrWjRtxPkLERw9doKYmFicXZwpVSKE9m1b0rNbZxwd9dEkIiIi1qc5QyIiIiIiYpO0mpyIiIiIiNgkJUMiIiIiImKTlAyJiIiIiIhNUjIkIiIiIiI2ScmQiIiIiIjYJCVDIiIiIiJik5QMiYiIiIiITVIyJCIiIiIiNknJkIiIiIiI2CQlQyIiIiIiYpOUDImIiIiIiE1SMiQiIiIiIjZJydBNmEwmYmNjMZlM9zoUERERERGxAiVDNxEXF4e3tzdxcXH3OhQREREREbECJUMiIiIiImKTlAyJiIiIiIhNUjIkIiIiIiI2ScmQiIiIiIjYJCVDIiIiIiJik5QMiYiIiIiITVIyJCIiIiIiNknJkIiIiIiI2CQlQyIiIiIiYpOUDImIiIiIiE1SMiQiIiIiIjZJyZCIiIiIiNgkJUMiIiIiImKTlAyJiIiIiIhNUjIkIiIiIiI2ScmQiIiIiIjYJId7+eQTps5n6+79ONjbm7cNfq4nJYsXBcBoNDJt/nK27PwPgwHqVq9Etw4tsbe3y5dyERERERGxXfc0GQJoWr8m3R9rdcOyhSv/5djJMIYN6Q/A97//w+JVG2jfsnG+lIuIiIiIiO26r7tINm7bw6OPNMLbywNvLw/atmjIhm27861cRERERERs1z3vGdq8Yx+bd+zD29ODhrWr8kjjutjZGUhITOJyTBxFCxUw7xtcOIio6FiSkpPJyDDdUbmri0u2ONLS00lPN5ofJyWnWPGsH34z5yzgveGfMebrT2nZomm2svUbNvP1d+PMjy9FXSYgwJ+Zk34DYM78xfw+cTLGjAwC/Pz45KOhFC5UEIDU1FS+GPU96zduwdnZifJlSvPlJx/evRMTERERkYfGPU2GWjSqTZd2j+Du5sLJsHB+/Xs2BoOB0CZ1SUlNA8DN9VrScjWBSU5JxWTijsqvT4aWrNrIghXrzY9TU5IBuBAZRWJKen6crs04f/4Ck6bOomKFckTHxnP+YlS28tJlyjBuzCjz46EfjKBGtSqcvxjF6dNhfPHN9/zyw2j8/f1YtmIV7w7/nM//LzPh+eHHXzEajfzxyw8YDAaioi7nqF9EREREbFvBQL9c7XdPk6FiRQqafy9ZrAhtmtdn0459hDapi7OTI5DZQ+Ph7nbl98wExcXZiYwM0x2VX69NiwaENqlrfhwbG8tvo0cQFOCHl5dX/p30Qy4jI4OhHwxn+Htv8MU33+Pj5XHLxhhxMZKdu/fw1afD8PfzZffu3VQoV4ZK5UsD8Nijrfhs5GicHe1xdnZi0dLlrF40Cw8PdyD3DV1ERERE5Hr3fJhcVgaDwfy7u5srvt6enDl3gUB/XwDCwiPw9fYy9+rcaXlWjg4OODpceznSUp2tc5IPuT/+mkLNalWpVLF8rvafNXchTRs1wN8v8z0qV7Y0/x08zIlTpylRvBjzFi7BZDJxLvw8Dvb2eHt58dNvf7Jx8zZcnJ15eWA/GtSrbc1TEhEREZGH1D1dQGH7ngMkJadgMpk4FRbOktWbqFG5nLm8Qa2qLF61gZi4eGLi4lm8agON6lTLt3LJX4ePHmfpijW88PwzudrfZDIxc84CunbqYN4WUiyYj959g3c++JhuTz1HdHQsXp4eONjbk240ci78PKVKhjD97/G8+9ZrDBk6jMhLGib3MJk5ZwEVajZm+aq1OcrWb9hM5559zT9NWz9Olyf7mct3791Ppx7P0LZTT/oOGMyFiIu5KhMRERHbdE97hlZv2M7fMxeRkZGBt5cnzRrUpGWTeubydqGNiE9MYvjXvwBQr0Yl2rZomG/lkr+279zN2fDztO3UE4DIS1EM+/hLLkZeotcTnXPsv3X7TlJSU2ncoG627W1atqBNyxYAXIy8xK8T/qZYcFGSk5Oxs7PjsUdbA1CxfFmKFi7E4aPHCPDXcLmHwdlz4UybNY9qVSrdsLxxw3o0bnjtM+KFwW9Rr04NIHOI5lvvjWDEB29Tr05NfvtzEp999S2jv/z4lmXy8LjVwi0A58LP83+fj+Lk6TPY29nT84lO9O7ZDYDxEyYxe/4iTBkmQkKC+fSjd/Hy9Mx2/Jhx4xn7y+/MnPw7FcqVuSvnJHeHNdpOYlISzw4cTEpKKgCBAf589N6bFClc6K6em4jchkluKCYmxgSYYmJi7nUoD6w+z79sWrZyzU3L33xvhOmb73/Ksf1CxEWTyWQypaenm97+4P9Mn3/9nbms34uvmVav22AymUymM2FnTfVbtDOdvxCRz5HLvWA0Gk19Bw427dt/4LZtx2TKbCfV6rcwRV6KMplMJtOeff+ZHu3cy1weH59gqlqvhSk5OfmWZfJwCDt7ztTzmYGmHk8PuGHbycjIMHXp9axp0dIV5m0XIy+ZTCaTaf3GLab2XZ4yxccnmEwmk2nsL7+bhn/6Vbbjd+/db+o/6HXTI+26mv47eNiKZyJ3m7XajtFoNG83mUym3ydOMb302tvWPBURyYP7+j5D8vD4btyvTJk+2/w4Li6e5SvX0PXx9jn2fX/4Z3To2ptHO/fC08OD/w0aaC776N03+O3PSXTs/jSDhgxl+HtvElQg8G6cgljZnc43Cz9/gcIFry3K4u7uhoe7GxEXI29ZJg++jIwM3h/xOe+/9RpOVxbfud7GLdtwcnKibatHzNuu9igfOnyEmtWr4H5lsZ2mjRowd+ES835JScl8/MU3DH/vTSuehdwL1mw7dnZ25u0mk4mEhIRsc6NF5P5wXy2gIA+XP3/53vz74Befz1bm6enBjg3Lb3jcz99/fdM6g4sWYcLPY/InQLlvXJ1vNvHXH3K1v+nKfLN333rNuoHJAyE3ifSx4yfx8/VhyDvDOHnqNIULF+Tt/w0iuGgRKlUoz+Rps7gYeYkAfz/mL1pKQkIi0TGx+Hh78dW3Y+nZrROFCgbdxbOSu8HabQfg2Rde5cjR4/j6+vDrD6Nu+jwicm+oZ0hE7rms881C23dj997/GPbxl0yeNuuG+99ovlmhgkGcO3/e/DghIZG4+AQKBAbcskwebLlduMVoNLJp63Ze7P8MMyf/TuMG9fjf25n3L6tXpybP9unFi6++Rc9nBuDn6wOAg709/27ayrnw83S5QS+2PNis3Xau+v3Hb1m7dA6Ptg7lx/ETrHY+IpI36hl6QPQtN/RehyD54I9Dn93rEO5LvZ7onG2Rjaf7D+LpJ7vfcCIzwPTZC+j02KPYZ7ngqFShHOnp6WzeuoN6dWryz4zZtGjaCGdn51uWyYMttwu3FCoYRIVyZSlTqiQAHdu3YcRnX5OWlo6jowNPdu/Ck927ALBrzz4KBhXAw8OdzVu389/Bw4S2z5wsfyHiIgNfeYPh771Ji2aN7/LZSn6ydtvJys7Ojic6P0bbTj0ZNvSNu3SGcjfcavGNs+fCad2xB2VLlzRv+3bkJxQLLgLcemGOX/74iznzFuPo6ICTkxPvvfUaVStXvHsnZkOUDInIfe27cb9SIDCAnt06Adfmm82Zmv0bVjs7O774vw/56JORpKSmUCAwgC/+74PblsmDLbeJdJNG9fnq27FciLhIUIFA1q7fSMkSxXF0zPw3GHExkgKBASQlJTPmx/E898yTAAx55QWGvPKCuZ7Q9t34ftRnWk3uIWDttnMx8hJOTo54X7lx+6KlKyhXpvRdOju5G263AiqAu5sbs6b8kWO7yWTildffpf+zvc3z0a7eKuTAoSNMnjqLedMn4u7mxtwFS/j4i2+YOvEXq5yHrVMyJCL3nbzON6tRrXKOJCk3ZfJwyppIu7m68tG7b/LC4DcxmUx4eHgw6rPh5n2ff3kIGRkZpKWl07F9G57q0fUeRi73Wn60nfDzF/jok5EYjRmYMFGsaBG+/Fhfwjwssi6+8cU339/+gOvcamEOgwHS09NJSkrG3c2NuLh4LRZlRQaTyWS610Hcj2JjY/H29iYmJgavK9/q3EsaJvdw0DA5ERGRB99vf04iISGJV1587qa9imfPhdO2U0/Kly2DMSOD0OZNeOG5p7G3t2fi5Gls2rIdZ2fnHAtzQOb9q77/aTzeXl44OTky8dcflBBZiRZQEBERERHJpdwuvhEY4M/qxbOZ9tev/DZuNNt37ub3iVOAWy/MEXb2HMtWrmHJnH9YvXgWzzzZgyHvfGj187JVGiYn8hBbOODmy5TLg6Xdz6/f1edTb/TD4V70Rutz5+Fwtz9zHiS5XXzDyckJfz8nAHy8vej6eHvmL1rG832fuuXCHEtXrKZs6ZLmFU87P96Oj7/8htS0NJwcb3w/LMk79QyJiIiIiORSryc6s27pHFYsmM6KBdOpVqUiw99/K1siBHAp6jJpaekApKamsmzlGiqULwtkLsxxISKCCxEXAbItzFG0SBF27N5LQmIiAKvXbiCkeLASIStRz5CIiIiISD7IuvjG9p17GPPjr9jb2ZFuNFK/Ti1eeO5pgFsuzNHqkabs++8AT/R+HidHR1xdXfnqk2H38rQeakqGRERERETy6GYroLYObUbr0GY3Pa5Rg7o0ynLz8KsMBkOOZf3FejRMTkREREREbJKSIRERERERsUkaJiciIiIi95xWsXw4PGj3VFTPkIiIiIiI2KQ89QylpaVx/vx5EhMTCQwMxM/PL7/jEhERERERsapc9wzFxcUxbtw4mjVrhpeXFyEhIVSoUIHAwECKFy9O//792bp1qzVjFRERERERyTe5SoZGjRpFSEgIv//+Oy1btmT27Nns2rWLw4cPs3HjRoYNG0Z6ejqtW7embdu2HDlyxNpxi4iIiIiI3JFcDZPbunUra9eupVKlSjcsr1u3Lv369ePHH3/k999/Z926dZQpUyZfAxUREREREclPuUqGJk+enKvKnJ2deeEF3SBKRERERETuf1pNTkREREREbJLFq8klJyczZswYVq1aRUREBBkZGdnKd+zYkW/BiYiIiIiIWIvFydBzzz3H0qVL6datG3Xr1sVgMFgjLhEREREREauyOBmaP38+CxcupFGjRtaIR0RERERE5K6weM5QkSJF8PT0tEYsIiIiIiIid43FydDXX3/N22+/zalTp6wRj4iIiIiIyF1h8TC52rVrk5ycTMmSJXFzc8PR0TFbeVRUVL4FJyIiIiIiYi0WJ0O9evXi7NmzfPrppwQFBWkBBREREREReSBZnAxt2LCBjRs3Uq1aNWvEIyIiIiIicldYPGeofPnyJCUlWSMWERERERGRu8biZOjzzz/n9ddfZ/Xq1Vy6dInY2NhsPyIiIiIiIg8Ci4fJtW3bFoDQ0NBs200mEwaDAaPRmD+RiYiIiIiIWJHFydCqVausEYeIiIiIiMhdZXEy1LBhwxzLaV8VGRl5xwGJiIiIiIjcDRYnQz179mT69Ok5ltS+cOECoaGh7Nu3z+IgUtPS+Hj0r8QnJDHqoyEAJCWnMGnWYvYdPIqjowPNG9SiXWhj8zF3Wi4iIiIiIrbN4gUUTp8+zfPPP59tW3h4OM2bN6d8+fJ5CmLesnX4+Xhn2/bP3KUkJiXxyTsv8/rA3qzfsptN2/fmW7mIiIiIiNg2i5OhhQsXsmHDBoYMyezBOXfuHM2bN6dKlSpMnTrV4gBOhYXz36HjtG5W37wtNTWN7bsP0LF1M9xcXQgK9Kd5w1ps2LY7X8pFREREREQsHiYXGBjI0qVLadw4c8jZ/PnzqVmzJn///Td2dpblVkZjBn/PXETPx1tjMpnM2y9cvES60UjRQkHmbcGFg1i8amO+lN9IWno66enXVsJLSk6x6FxEREREROTBYnEyBBAcHMyyZcto0qQJrVq1YuLEiTnmEOXGsrWbCC4cRJmSxTh87JR5e3JqGs5OjtjbX0uuXF2cSUlNyZfyG1myaiMLVqw3P05NSQbgQmQUiSnpFp+byI2cvxh1r0OQB5TajuSF2o3kldqO5NX90nYKBvrlar9cJUO+vr43THYSExOZN28e/v7+5m1RUbl7ASIio1i3eSfvDu6Xo8zFyZHUtDSMxgxzQpOUnIKzk3O+lN9ImxYNCG1S1/w4NjaW30aPICjADy8vr1ydk8jt5PYPU+R6ajuSF2o3kldqO5JXD1rbyVUyNHr06Hx/4mMnw4iNT2DYVz8BmUPmUlJTeGPEaAb07oK9nT1h4RcoXrQQAGHhERQpGAhAUKD/HZXfiKODA44O116OtNSbJ04iIiIiIvLgy1Uy9Mwzz7By5UqaNWuGvb19vjxxraoVKF8mxPz4+Kmz/DVjEe+92g9Pd3dqVa3AvGVrea7X48TFJ7J6wzYea9UUACcnxzsqFxERERERyfWcoeeff57o6Gjatm3L448/zqOPPnpHw8ecnBxxcrp281ZP98sYDODrnVlnj8dbM2nWIoZ++oP5PkH1a1Ux73+n5SIiIiIiYttynQwdP36cPXv2MHfuXL7++mv69u1L48aN6dixI48//jjFihW7o0DKlipuvuEqZC548FyvTjfd/07LRURERETEtlm0FnbVqlV5//332bJlC8eOHaNr164sWrSIcuXKUb16dT788EO2bdtmrVhFRERERETyjcU3Xb2qcOHCvPDCCyxcuJDIyEg++OADTp48Sdu2bfn000/zM0YREREREZF8Z9F9hkwmE0ePHiU1NZVy5crhcGX1NXd3d7p27UrXrl0xGo25Xl5bRERERETkXsl1z9CJEyeoWrUq5cuXp2rVqpQqVeqGQ+Ls7e0JDLz5EtYiIiIiIiL3g1wnQ2+++Sbp6en89ddfTJ8+naJFizJw4EBrxiYiIiIiImI1uR4mt379eqZPn07jxo0BqF+/PkWLFiUhIQF3d3erBSgiIiIiImINue4ZioiIoEyZMubHhQoVwtXVlYiICKsEJiIiIiIiYk257hkyGAzEx8fj6upq3mZnZ0dcXByxsbHmbXdyI1YREREREZG7JdfJkMlkomzZsjm21ahRw/y7wWDAaDTmb4QiIiIiIiJWkOtkaNWqVdaMQ0RERERE5K7KdTLUrFkza8YhIiIiIiJyV1l001WAs2fPMmPGDA4fPgxAuXLl6NKlC0WKFMn34ERERERERKzFomRo7NixDBkyhNTUVPNCCbGxsbz55puMGjWKl156ySpBioiIiIiI5LdcL629YMECBg8ezKBBgzh79izR0dFER0dz9uxZXnrpJV599VUWLlxozVhFRERERETyTa57hkaOHMk777zDxx9/nG17oUKFGDVqFG5ubnz55Ze0a9cu34MUERERERHJb7nuGdqxYwd9+vS5aXmfPn3YsWNHvgQlIiIiIiJibblOhoxGI46Ojjctd3R01D2GRERERETkgZHrZKhSpUrMmTPnpuWzZ8+mUqVK+RKUiIiIiIiIteV6ztDLL7/Miy++iLOzMwMGDMDBIfPQ9PR0fvrpJ95//33Gjh1rtUBFRERERETyU66ToWeeeYa9e/cyaNAghg4dSqlSpTCZTBw/fpz4+HgGDx5M3759rRiqiIiIiIhI/rHoPkNfffUV3bp1Y/LkyRw5cgSAZs2a0bNnT+rXr2+VAEVERERERKzBomQIoH79+kp8RERERETkgZfrBRSOHDlCr169iI2NzVEWExPDk08+yfHjx/M1OBEREREREWvJdTI0cuRIgoOD8fLyylHm7e1NcHAwI0eOzNfgRERERERErCXXydCaNWt44oknblrevXt3Vq5cmS9BiYiIiIiIWFuuk6HTp09ToECBm5YHBARw5syZfAlKRERERETE2nKdDHl7e3Ps2LGblh89evSGQ+hERERERETuR7lOhpo2bcqYMWNuWv7dd9/RpEmTfAlKRERERETE2nKdDA0dOpRFixbRrVs3tmzZQkxMDDExMWzevJmuXbuyZMkShg4das1YRURERERE8k2u7zNUo0YNpk+fTr9+/Zg1a1a2Mn9/f6ZOnUrNmjXzPUARERERERFrsOimqx06dODUqVMsXryYo0ePYjKZKFu2LK1bt8bNzc1aMYqIiIiIiOQ7i5IhAFdXVzp37myNWERERERERO6aXM0ZmjJlSq4rPHPmDP/++2+eAxIREREREbkbcpUMjRs3jgoVKvDll19y4MCBHOUxMTEsXLiQJ598kpo1a3Lp0qV8D1RERERERCQ/5WqY3Jo1a5g7dy5jxoxh6NChuLu7ExQUhIuLC5cvX+b8+fMEBATQt29f9u3bR1BQkLXjFhERERERuSO5njPUsWNHOnbsSGRkJOvXr+fUqVMkJSUREBBAjRo1qFGjBnZ2uV6p2+yfOUvZ/d9hkpJTcHZ2omaV8nR59BEcHOxJSk5h0qzF7Dt4FEdHB5o3qEW70MbmY++0XEREREREbJfFCygEBATQqVOnfAugaYOadHq0Oc5OTsQnJPLL37NYumYT7UIb8c/cpSQmJfHJOy8TF5/At79Owc/Hm/q1qgDccbmIiIiIiNguy7ty8lmhAgE4OzkBYDKBwWAg4lIUqalpbN99gI6tm+Hm6kJQoD/NG9Ziw7bdAHdcLiIiIiIits3iniFrWLJ6I4tW/ktKahrubq50frQFFy5eIt1opGiha/OPggsHsXjVRoA7Lr9eWno66elG8+Ok5JR8PUcREREREbm/3BfJUJvmDWjTvAHhEZFs2bkfL093IqNicHZyxN7+WueVq4szKamZSUpyatodlV9vyaqNLFix3vw4NSUZgAuRUSSmpOffyYpNO38x6l6HIA8otR3JC7UbySu1Hcmr+6XtFAz0y9V+90UydFWhAgEULVSACdMW0PXRFqSmpWE0ZpgTmqTkFJydnAFwcXK8o/LrtWnRgNAmdc2PY2Nj+W30CIIC/PDy8rLaOYttye0fpsj11HYkL9RuJK/UdiSvHrS2c8/nDF3PmJHBxcgoggL9sbezJyz8grksLDyCIgUDAe64/HqODg64ujhn+xERERERkYeXxT1DJpOJ6dOns2rVKiIiIsjIyMhWPnPmzFzXlZySyo69B6leqSyuLs6cu3CRRSv/pWLZkjg5OVKragXmLVvLc70eJy4+kdUbtvFYq6YAd1wuIiIiIiK2zeJk6LXXXuOnn36iRYsWBAUFYTAY8vzkBgNs3bWfmQtXkJ5uxMPDnRqVy/FYyyYA9Hi8NZNmLWLopz+Y7xOUdVnsOy0XERERERHbZXEyNHHiRGbOnEm7du3u+MmdnZx49fleNy13dXHmuV6drFYuIiIiIiK2y+I5Q97e3pQsWdIasYiIiIiIiNw1FidDH330EcOHDycpKcka8YiIiIiIiNwVFg+T6969O5MnT6ZAgQKEhITg6OiYrXzHjh35FpyIiIiIiIi1WJwMPfPMM2zfvp3evXvf8QIKIiIiIiIi94rFydCCBQtYsmQJjRs3tkY8IiIiIiIid4XFc4aCg4Px8vKyRiwiIiIiIiJ3jcXJ0Ndff81bb73FyZMnrRCOiIiIiIjI3WHxMLnevXuTmJhIqVKlcHNzy7GAQlRUVL4FJyIiIiIiYi0WJ0PffPONFk0QEREREZEHnsXJUN++fW9apnsPiYiIiIjIg8LiOUODBw++4faEhATatWt3xwGJiIiIiIjcDRYnQwsWLGDYsGHZtiUkJNC2bVvS09PzLTARERERERFrsniY3NKlS2nSpAm+vr689tprxMXF0aZNGxwcHFi0aJE1YhQREREREcl3FidDpUqVYvHixbRo0QI7OzsmT56Ms7MzCxYswN3d3RoxioiIiIiI5DuLkyGAqlWrMn/+fFq1akW9evWYP38+rq6u+R2biIiIiIiI1eQqGapRo8YNl9N2dnbm3LlzNGrUyLxtx44d+RediIiIiIiIleQqGerUqZOVwxAREREREbm7cpUMXb96nIiIiIiIyIPO4qW1RUREREREHgZKhkRERERExCYpGRIREREREZukZEhERERERGySRclQWloapUqV4sCBA9aKR0RERERE5K6wKBlydHQkOTnZWrGIiIiIiIjcNRYPk3v55Zf54osvSE9Pt0Y8IiIiIiIid0Wu7jOU1datW1mxYgVLly6lSpUquLu7ZyufOXNmvgUnIiIiIiJiLRYnQz4+PnTt2tUasYiIiIiIiNw1FidDv//+uzXiEBERERERuassToauunjxIocOHQKgXLlyBAYG5ltQIiIiIiIi1mbxAgoJCQn069ePQoUK0bRpU5o2bUrhwoV57rnnSExMtEaMIiIiIiIi+c7iZGjIkCGsWbOGefPmER0dTXR0NHPmzGHNmjW8/vrr1ohRREREREQk31k8TG7GjBlMnz6d5s2bm7e1a9cOV1dXunfvzrhx4/IzPhEREREREauwuGcoMTGRoKCgHNsLFCigYXIiIiIiIvLAsDgZatCgAcOGDSM5Odm8LSkpieHDh9OgQYN8DU5ERERERMRaLB4m9+2339KmTRuKFi1KtWrVANi9ezcuLi4sWbIk3wMUERERERGxBouTocqVK3PkyBH+/vtvDh48CECvXr146qmncHV1taiutPR0/pmzlINHTxKfkISPtwetm9anYZ3MJCspOYVJsxaz7+BRHB0daN6gFu1CG5uPv9NyERERERGxXXm6z5Cbmxv9+/e/4yfPyMjA29ODV5/vRYCfDyfOnOP736bi4+1JxbIl+WfuUhKTkvjknZeJi0/g21+n4OfjTf1aVQDuuFxERERERGyXxXOGAA4dOsSgQYMIDQ0lNDSUQYMGmXuJLOHs5MRjrZsS6O+LwWCgZLEilCtVjGMnw0hNTWP77gN0bN0MN1cXggL9ad6wFhu27Qa443IREREREbFtFidDM2bMoHLlymzfvp1q1apRrVo1duzYQZUqVZgxY8YdBZOWls7JM+EUKVSACxcvkW40UrTQtZXrggsHERZ+EeCOy3M8d3o6Sckp2X5EREREROThZfEwubfeeouhQ4cyYsSIbNuHDRvGW2+9RdeuXfMUiMlk4q8ZCykQ4Ev1SuU4dioMZydH7O2v5WuuLs6kpGYmKcmpaXdUfr0lqzayYMV68+PUlMzV8i5ERpGYkp6ncxK53vmLUfc6BHlAqe1IXqjdSF6p7Uhe3S9tp2CgX672szgZCg8P5+mnn86xvXfv3owcOdLS6oDMRGjy7CVciLzEq8/3ws7OgIuTI6lpaRiNGeaEJik5BWcnZ4A7Lr9emxYNCG1S1/w4NjaW30aPICjADy8vrzydl8j1cvuHKXI9tR3JC7UbySu1HcmrB63tWDxMrnnz5qxbty7H9vXr19OkSROLAzCZTEyZs4STZ87xSr+euLq4ABAU6I+9nT1h4RfM+4aFR1CkYGC+lF/P0cEBVxfnbD8iIiIiIvLwsrhnqGPHjrz99tts376d+vXrA7Bp0yamTZvG8OHDmTt3brZ9b2fKnKUcO3mW1/r3wt3t2tLcTk6O1KpagXnL1vJcr8eJi09k9YZtPNaqab6Ui4iIiIiIbbM4GXrppZcAGDt2LGPHjr1hGYDBYMBoNN6yrkuXY1i7aQcODva8/8W1uurWqMyTndvS4/HWTJq1iKGf/mC+T1DWZbHvtFxERERERGyXxclQRkZGvj25v6834z4fetNyVxdnnuvVyWrlIiIiIiJiu/J0nyEREREREZEHnZIhERERERGxSUqGRERERETEJikZEhERERERm6RkSEREREREbJLFq8kBGI1GZs+ezYEDBwCoVKkSHTt2xN7ePl+DExERERERsRaLk6GjR4/Svn17wsLCKFeuHACfffYZwcHBLFiwgFKlSuV7kCIiIiIiIvnN4mFygwcPpmTJkpw5c4YdO3awY8cOTp8+TYkSJRg8eLA1YhQREREREcl3FvcMrVmzhk2bNuHn52fe5u/vz+eff06jRo3yNTgRERERERFrsbhnyNnZmbi4uBzb4+PjcXJyypegRERERERErM3iZKhDhw4MGDCAzZs3YzKZMJlMbNq0iRdeeIGOHTtaI0YREREREZF8Z3Ey9N1331GqVCkaNGiAi4sLLi4uNGrUiNKlSzN69GgrhCgiIiIiIpL/LJ4z5OPjw5w5czh69Kh5ae0KFSpQunTpfA9ORERERETEWizuGRoxYgSJiYmULl2axx57jMcee4zSpUuTlJTEiBEjrBGjiIiIiIhIvrM4GRo+fDjx8fE5ticmJjJ8+PB8CUpERERERMTaLE6GTCYTBoMhx/bdu3dnW25bRERERETkfpbrOUO+vr4YDAYMBgNly5bNlhAZjUbi4+N54YUXrBKkiIiIiIhIfst1MjR69GhMJhP9+vVj+PDheHt7m8ucnJwICQmhQYMGVglSREREREQkv+U6GXrmmWcAKFGiBI0aNcLBweKF6ERERERERO4bFs8Z8vT0NC+pDTBnzhw6derEu+++S2pqar4GJyIiIiIiYi0WJ0MDBw7k8OHDABw/fpwePXrg5ubGtGnTeOutt/I9QBEREREREWuwOBk6fPgw1atXB2DatGk0a9aMSZMm8ccffzBjxoz8jk9ERERERMQq8rS0dkZGBgDLly+nXbt2AAQHBxMZGZm/0YmIiIiIiFiJxclQ7dq1+fjjj5k4cSJr1qyhffv2AJw4cYKgoKB8D1BERERERMQaLE6GRo8ezY4dOxg0aBDvvfcepUuXBmD69Ok0bNgw3wMUERERERGxBovXx65atSp79+7NsX3kyJHY29vnS1AiIiIiIiLWluebBW3fvt28xHbFihWpWbNmvgUlIiIiIiJibRYnQxEREfTo0YM1a9bg4+MDQHR0NC1atGDKlCkEBgbmd4wiIiIiIiL5zuI5Q6+88grx8fHs37+fqKgooqKi2LdvH7GxsQwePNgaMYqIiIiIiOQ7i3uGFi9ezPLly6lQoYJ5W8WKFfnhhx9o3bp1vgYnIiIiIiJiLRb3DGVkZODo6Jhju6Ojo/n+QyIiIiIiIvc7i5OhRx55hFdffZVz586Zt509e5b//e9/hIaG5mtwIiIiIiIi1mJxMvT9998TGxtLSEgIpUqVolSpUpQoUYLY2FjGjBljjRhFRERERETyncVzhoKDg9mxYwfLly/n4MGDAFSoUIGWLVvme3AiIiIiIiLWkqf7DBkMBlq1akWrVq3yOx4REREREZG7ItfJ0MqVKxk0aBCbNm3Cy8srW1lMTAwNGzbkxx9/pEmTJrl+8tUbtrFx+17Onb9IpXIleeHpbuaypOQUJs1azL6DR3F0dKB5g1q0C22cb+UiIiIiImLbcp0MjR49mv79++dIhAC8vb0ZOHAgo0aNsigZ8vby5NFHGnHw6AmiY+Kylf0zdymJSUl88s7LxMUn8O2vU/Dz8aZ+rSr5Ui4iIiIiIrYt1wso7N69m7Zt2960vHXr1mzfvt2iJ69RuRzVK5XFw80t2/bU1DS27z5Ax9bNcHN1ISjQn+YNa7Fh2+58Kb+RtPR0kpJTsv2IiIiIiMjDK9c9QxcuXLjh/YXMFTk4cPHixXwJ6sLFS6QbjRQtFGTeFlw4iMWrNuZL+Y0sWbWRBSvWmx+npiRn1hUZRWJKer6cl8j5i1H3OgR5QKntSF6o3Uheqe1IXt0vbadgoF+u9st1MlSkSBH27dtH6dKlb1i+Z88eChUqlNvqbik5NQ1nJ0fs7a91XLm6OJOSmpIv5TfSpkUDQpvUNT+OjY3lt9EjCArwu+HQQJG8yO0fpsj11HYkL9RuJK/UdiSvHrS2k+thcu3ateODDz4gOTk5R1lSUhLDhg2jQ4cO+RKUi5MjqWlpGI0Z154jOQVnJ+d8Kb8RRwcHXF2cs/2IiIiIiMjDK9c9Q++//z4zZ86kbNmyDBo0iHLlygFw8OBBfvjhB4xGI++9916+BBUU6I+9nT1h4RcoXjSztyksPIIiBQPzpVxERERERCTXPUNBQUFs2LCBypUrM3ToUDp37kznzp159913qVy5MuvXrycoKOj2FWVhNGaQlpaOMSODDJOJtLR00tONODk5UqtqBeYtW0tScjIRkVGs3rCNRnWqAdxxuYiIiIiIiEU3XS1evDgLFy7k8uXLHD16FJPJRJkyZfD19c3Tky9a+W+2RQsGfzCSMiWKMWTgU/R4vDWTZi1i6Kc/mO8TlHVZ7DstFxERERER22ZRMnSVr68vderUueMn79CqCR1a3fi+RK4uzjzXq9NNj73TchERERERsW25HiYnIiIiIiLyMFEyJCIiIiIiNknJkIiIiIiI2CQlQyIiIiIiYpOUDImIiIiIiE1SMiQiIiIiIjZJyZCIiIiIiNgkJUMiIiIiImKTlAyJiIiIiIhNUjIkIiIiIiI2ScmQiIiIiIjYJCVDIiIiIiJik5QMiYiIiIiITVIyJCIiIiIiNknJkIiIiIiI2CQlQyIiIiIiYpOUDImIiIiIiE1SMiQiIiIiIjZJyZCIiIiIiNgkJUMiIiIiImKTlAyJiIiIiIhNUjIkIiIiIiI2ScmQiIiIiIjYJCVDIiIiIiJik5QMiYiIiIiITVIyJCIiIiIiNknJkIiIiIiI2CQlQyIiIiIiYpOUDImIiIiIiE1SMiQiIiIiIjZJyZCIiIiIiNgkJUMiIiIiImKTlAyJiIiIiIhNUjIkIiIiIiI2ScmQiIiIiIjYJId7HYA1GY1Gps1fzpad/2EwQN3qlejWoSX29soBRURERERs3UOdFSxc+S/HToYxbEh/Pvxff46ePMPiVRvudVgiIiIiInIfeKh7hjZu20O3Di3x9vIAoG2LhsxcuJL2LRvn2DctPZ30dKP5cWJSMgCxsbF3J9jbSDWm3OsQJB/c7faUmJp8V59PrOdutx195jwc7sX/MH3uPBzuRdvR587D4X65dgbw9PTEYDDccp+HNhlKSEzickwcRQsVMG8LLhxEVHQsScnJuLq4ZNt/yaqNLFix3vw4PjYm85jg4LsTsNiEyd7f3OsQ5EE14f17HYE8gPSZI3mmzxzJo/vpcycmJgYvL69b7vPQJkMpqWkAuLleS3quJkDJKak5kqE2LRoQ2qSu+XFGRgb/99YL+Pr63jajlDuXlJzCu599z6dDB+Hq4nyvw5EHhNqN5JXajuSV2o7kldrO3efp6XnbfR7aZMjZyRHIbHge7m5Xfs/sundxdsqxv6ODA44O2V8O95AQ6wYpZo5OKTg5u+Dl5aUPCMk1tRvJK7UdySu1HckrtZ3700O7gIK7myu+3p6cOXfBvC0sPAJfb68cvUIiIiIiImJ7HtpkCKBBraosXrWBmLh4YuLiWbxqA43qVLvXYYmIiIiIyH3goR0mB9AutBHxiUkM//oXAOrVqETbFg3vcVRyIw4O9rQPbYyDg/29DkUeIGo3kldqO5JXajuSV2o79yeDyWQy3esgRERERERE7raHepiciIiIiIjIzSgZEhERERERm6RkSEREREREbJKSIXkovfbhV0THxgEwYep8Fq74F4DDx07x4chx9zI0EblDi1ZtYMqcJVZ9jhff+YzLMbG33W/Lzn2M/WOaVWORu2vjtj2M/nVyno6dOH0h85ety9OxH44cx+Fjp/J0rIjk3UO9mpzc3nufjyUuIQE7gwE7O3tKFS9Cr85t8fPxuteh3ZHRI9641yHYrE3b97Ji/VYiIqNwdXWmRHAR2rdsTNFCBSyqZ+O2PWzetZ/Xnu9lpUjlfnfk+GlmLlrF+YhL2NsbKFIwiD7d2vHofbQqaN0alalbo/K9DkNu4mZtKMDP516HJneRtdrBqJ/+plHdatTL42fAi+98hq+3Jx+//TJ2dgYAkpKTefvjMfh4ezDizRfzVO+EqfMJ9PelXWijPB1va5QMCYOf60npkGDS0tP5Z85Sps1bxsA+XS2qw2jMwN7+WkdjRkYGBoMBg8GQ3+HKfWzpmk0sX7eZp7q0o0KZEAwY2PXfYfYfOmZRMmQ0ZlgxSnkQJCUnM+7PGfTp1o5qFcuSlp7GgcMnzBcMIrejNiRw/7cDR0cHDh8/RfnSIQDs2HsIXx8vTCbL/w+aTCa0SLTllAyJmaODAzWrlGfavOUAbNi6myVrNhETG4+PtwePt2lOjcrlAJi/bB0XIqMwmUzsO3iUvj06snL9VsqUCOa/I8cJC4/gi/cGs2vfoVvWEXEpiowME/sOHqNgAT+e69WJQH9fAPYdOsbUuUtJSEymecNabN21n95d2lG2VPEc33ps3rmPf7fsZsjAp4DMb1s+Hfoyvt637uFavGoD67fsIj4hiUB/X7p3bEWZEsFWeX0fdknJySxYvp5nunegWsUy5u11qlUEYO+BI8xZspbIqGg83F1p1aw+zerXBDJ7gTbt2EfBAv5s3bWfdqGNmbNkNRkZGbz24Vd4erjzf2+9eMs6jMYMpi9Yzpad+/H0cKNh7Wqs2biDT955CYDLMbFMmb2UY6fCcHN14bHWTc2xTZg6H1cXZ8IjIjlx+hwhxQrzfK/H8XB3A+Dnv2Zy9OQZ0tONlCxehKe6PHrbtiV35sLFKBwd7M2fF85OTlTP8tlxOSaOPt3acSkqmg+/+pGnOj/K3KVryTBl0KlNcxpeucF2amoasxavYte+w6SkplGmRDAvPtMNgF37DzN/2VqiouMoXrQgvbu2w9/XO0csaWnpzFq8ip17D2EymahfqwodWzfFzs4uRw/mkRNnmDZvGZFR0RQuGMiTndtSOCjwbrxkcp1btaG0tHRmLFzBzr2HsLe3o2HtarQLbXzDC+RzFy7yz5ylnDkXga+3J0881tJ84Xrx0mX+mDqPs+EXqVAmJNv9YxISk/htylxOhYUDJiqUKUGvTm1xc3UBcv6PE+u4VTsAOHH6LFPnLeN8RBTOzo40ql2Nx1o3BTKH1v81cyENalVlxfotODs50atTGyqXL83CFes5evIMJ86cZfKsxYQ2qctjrZryz9yl7Nx3iJSUVIoULECvzm0pUvDmnwF1q1dmy8595ja1ecc+6tWoxKYde8373OpaZcLU+bi4OHHh4iWOngyjdbP6bNm1HzuDgaVrNlKjcnme6d5B1zu3oGRIzFJT09i2+wAhwYUB8PR055V+PfDz8WbX/kNMmDqPUiFF8fJwB2DXvkMM7NOFfj0fx2g0snL9Vjbv2s8rz3bHz9cbezv729ex/zAv9+3Osz068vfMRcxbtpZ+PR8nLj6RX/+eTb+eHalYtiTzlq3l0uWYfD/nAgF+vPnS03i6u7F6w3bGT5rNx2+/pBui5cHxU2dJN6ZTrWLZG5Y7OznRr1dHCgYGcPx0GGPG/0PpkKIUKZjZY3T05GnqVK9Ij46tSDcacXd1yTFM7lZ1rN+ykyPHz/DhkP4A/JBlHkdGhomxf0ynXo1KDOjdmfCIS3z762SKFipAoQIBAGzfc4BX+vUgKNCfcX9OY8X6rTzephkAVcqX5uknOmAwZM4JmDZvOQN6d7HK6yiZggL9SDcamTh9IbWrVSAkuDCuLs433Dcjw0RYeAT/9/aLHDsZxtgJ06hRpRyuLi5MX7CCS5djGDr4WdxdXTh+6iwAp8LCmTJnCS8/8wSFCxZg+brN/DZlDm+++HSO+mcuWklcfCIfDnkeozGDsROm8e/W3TSpVyPbfvEJiYybMJ0+3dpRtUJpVm/YztgJ0xn++gDs7fWZcrfdqg0tXPkv585H8uGQ/qSkpjFm/BR8vD1pXLd6tjqSU1IZM/4furR/hFpVynPkxBl++XsWH70+AA93N8ZPnkP50iH8r/9T7D90jF8mzaJt88xhnCaTiSb1avBCn66kpKby81+zWLTyX7q2D71r/+Pk9p8ldnZ29OjYmmJFCnL+4iW+/WUyIcGFqFIh80u9S5djsLOz44v3XmXzjr38NXMRn7/7Cu1CG3Pw6Kkcw+RKBBemQ8smODs5MXvxav6cNp+hrzx70/hqVinPN7/8TWpaGvEJiVyOiaVUSHC2ZOh21ypbdu7nlX49KFakIBkZJi5FxeQYJqfrnZvTAgrC979NZchHo/jfR1/z35HjtGneAMi8AAzw88HOzkDNKuUJ9PfjzNnz5uPKlAymcvnS2NkZcHTMzKsb1alGUKA/jg4O2NkZbltH+VIhlCtVHHt7O2pXq0BYeAQA+w4dpViRglStWCbzjs0tG2Nnl//NtWaV8nh7emBnZ8cjjeuQmpZOZFR0vj+PLUhITMLDzS3bcMmsypYqTuGgQOzsDJQOCaZCmRIcOxlmLg/w86Fx3erY2dnh5OhocR079h4ktEkdvD098Pb0oEWWb1pPhZ0jNS2Vlk3rYW9vT9FCBahZpTy79h0y71OzSnmKFg7C0dGBGpXLExZ+wVzWoHZVXJydcHZyom3zBtniFutwdXFhyMDepBvT+eOfebz1f9/y+5S5JKek3HD/dqGNcHRwoHzpENxcXIiIvExGholN2/fS/bGWeHm4Y29vT5mSxQD4d+tumjWoRXCRgtjb29GqaX3Ohl8kOiYuW70mk4l/t+6mW4dQXF1c8HB3I7RxXXbsPZgjhszhoIHUqFwOe3t7HmlchwxjBsdPn8v/F0hu61ZtaNvu/2jfsjHubq74+XjRsmk9tu3+L0cd+w4epVCQP3WqVcTOzo5ypYpTIrgw/x0+zqXLMZw9H0H70MY4ONhTrVJZSgQXMR/r4e5G9UplcXR0uNJu6nD0ymfH3fofJ7f/LCletBAhwYWxs7OjcFAgtatVNL9PAE6OTrRqWh97ezvq1KhETGw88QmJN32+ujUq4+7meuV9bcTps+dJTUu76f4uLk6ULVmc3f8dYcvO/dSpXpHr+ydvd61Ss0p58zncLLnR9c7NqWdIGNSvO6VDgjEajazZtIPvxk/mozcGcuDISRauWM/FS9GAiZTUVBISk8zH3WiYkJ+3Z7bHu/87css6PK/0EAE4OTmSkpL5gREbl4Cvz7W6nBwd8bwyZCk/bdi6m+Xrt3A5Og6DAZJTUrLFJ7nn7uZKfGJijvljVx07GcbsxasJj7iI0WgiLT2N4kULmstzM+zsVnXExMVnqyPr71HRsURGxTDko1HmbRkZGdSvVcX8+GZt0WjMYNaiVezaf8jcNlLT0m8bq9y5IgUDebZHRyCzJ+eXSbNZtHIDjg7Z/3XZ2RnMQxoBnJwcSElJJT4hkbT0dAL8fHPUHRUdw+Yd+1i2ZpN5W0ZGBpdjYvHJ8jkWl5BIWlo6I0b9Yt5mMpluOJwuOjYe3yyLzxgMBvx8vIiJjcuxr9wdN2tDMbHx2RYKynyf4nMcHxUdy5HjZ7J9dhiNGZQpWYyYuHg83d3MXwYC+PleqzM5JZWpc5dy8OhJkpJTMJlMeHl6AHfvf5xkulk76PxoC8IjIpk+fzmnz14gPd1IujE9W0+Pp4erefjk1S96U1JSs33mZLV41QY2bt9DbFyCed50YmIyTt43/pIPoF6NSqzdtJNLl2MY0KcLsde1xdtdq/hed+11I7reuTklQ2Jmb29PozrVmDZvOWfDIxg/aTb9e3emYpmS2Nvb8cm3v5F9Wt4NJh9mWTAhLT09F3XcmJenO/sPHTc/Tk1LIy7LNzFOTo7ZvmmJi0vI/YlecSkqmn/mLuN/A56kWJFC2NkZGPLRN5hyFaFcr2TxIjjYO7DnwBHz2Oysfv9nLq2b1adB7ao4Ojjw458zyDbP8/rFNm7QvG5Vh7enR7Zv9bMui+zj7UnBQH8++N/zFp/Xll37OHj0JEMG9sbPx4uwcxf47PvfLa5H7kzxooWoUaks5y5cpHiRQrk6xsPdDQcHey5djqZAgF+2Ml9vLx5r1YSWTevdug43NxwdHBjx5gs3vfi5ysfLg/2Hjpkfm0wmLsfE4u11+wsVsb6sbcjby4Oo6FjzHNXL0bF4e3nkOMbH25MKZUrwUt8ncpRduhxDfEISaWnp5oTocnQsgVeS7+XrNhMdG887rzyLl4c7u/cfZsbCFcDt/8eJ9WRtBwBTZi+hZPGiDOjdBWcnJ6bNW05ySmqu6rr+39bh46dZvXE7rz3/JEGBfiSnpOTquqJi2VJMnLEQPx9vCgb6Z0uGcnetkj2Q6+PS9c6tqU9WzDIyMti4fS+ODg54eXqQbjTi6e6GwQCbd+zl3IUIi+ozGo15rqNyudKcPnuefQePkp5uZOGKf8nIuLayStFCBdh38ChJyclciorm3627LYoNICUtDYMh84LJZMpg0aoNNx2CI7fn6uJC+5aNmTJnCXsPHCEtLZ209HS27znAktUbSUlNzRw6YG/PgSMnOHDkxC3r8/Rw53J0LEaj0bztVnXUqFKeFeu3EhuXQGxcAms2bjeXhRQtjMEAqzdsIy09HaPRyKmwcMIjIm97XimpaTg62uPu5kJScjILV/6bh1dHLHU+4hIr1m0x3y/swsVL7DlwlJCihXNdh52dgfo1qzBt3nLi4jN7LY8cPw1kDn1cvXE7p8+ex2QykZScfMOhb3Z2BhrUrsL0BStISEzCZDJx8dJlDl+pJ6tK5UoRFh7Brv2HMRozWPXvNgwGAyWCcx+z5J9btaFaVSuwcMW/JCQmcTkmlmXrNlP7yoIqWVUpn/me7th7EKMxg7T0dA4fP83lmFj8fb0pXDCAhSv/xWg0sue/Ixw/fdZ8bEpqGk6Ojri5uBATG8+ydZvNZbf7Hyf553afJSmpqbi5uuDs5MSpsHC27t6f67o9PdyJvBRtfpySmoq9nR0e7q6kpaczd8naXNVjb2/H4H49ebbHYznK8nKt4unhnm0InK53bk09Q8J346dgZzAABgoE+DKgTxf8fb3p1iGUH/6YSkaGibo1KlGyWFGL6nVxds5zHZ4ebjzXqyP/zF1GQmIyLRrVyjYspV7Nyvx3+ATvfvYDQYF+1KpWgcPHcl6c3ErhoECaNajFp9/9hqODA80b1dYKYXeodbP6eLq7MXfpWn6ZNBs3VxdKFitC+5ZNCPDzYfr8Ffw1YyGVy5eiSoXSt6yrXKniBPh58+b/fYenhxvD3xhIz8fb3LSOJnVrcD4ikuGjfsbD3Y36taqwaXvmBFR7ezte6tud6fOXs+DKRUeRggV44rGWtz2n+jUrs//gMd7++Du8PN0JbVyX3f8dvrMXSm7LxdmJ46fPsnTtJpKTM5PgmlXK0aZ5Axav2pDrerp1CGXmwpV8/O2vpKUZKVuyGGVKFqNksSI80aElf81YyMVL0bg4O1GhTAg1q5TPUUfX9qHMW7qWT7/7jcSkFPx9vWnTokGO/Tzc3XihT1emzV/BhKnzKVwwgBee7qYJyvfIrdpQhimD6fNXMGLUL9jZ2dGgdhUa1q6aow5XFxcG9cv87Jg0axEGg4HiRQvxZOe2APTr+Th/TJ3Hqn+3UaFMSLZe8dBGdfh18mzeGPEN/r4+1KtZmfVbdgK3/x8n+edW7QCgy6OP8PesRSxYvo5SIUWpUbk86enG29SaqXnDWvw5bT4r1m/hkcZ1aPdII8qULMYHX47D1cWZDq2a5jrOooWDbrg9L9cqDWpX5de/ZzHko1HUqFyOPt3a63rnFgwmLUguD4gPR44zL60tcjv/bt3Nlp37+d+AJ+91KPIQ27B1N9v3HuSVfj3udSgiIpIHGiYnIg+FlNRU/jt8nIyMDC5euszytZuz3e9IxBrOXYjUN/oiIg8wDZMTkYeCyQSzF68mIjIKZ2cnalWtQNMrN2QVsYaf/5rJ+YuXdM8pEZEHmIbJiYiIiIiITdIwORERERERsUlKhkRERERExCYpGRIREREREZukZEhERERERGySkiEREREREbFJSoZERERERMQmKRkSERERERGbpGRIRERERERskpIhERERERGxSf8PIWe5FXA9uB0AAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure 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FVl3+pfnoseNZkqFWzZvaFMO1riRCJYoXY/QXt7akstVzlqmvVKpQDnc3N5KSk4mNiycqOibLeVK1amR6nXy8LcnQldfJ39/PUn6l/4D1c/ba29kng4eOHLX7WFxdXawSIbA+vmpVKlk9VzWrV2XxshWXYzrOjTzYrTM/Tfwfe/cfpGefp3B0dKRs6VI0a9qIpx/vQ5HAwhw/EWkZAbxw4SL9+r90w2OLPHl1xDfzc3/teUW54Xrv6/hMr0t2IjONStesfvX9V7Z0KXx9vImNi7eqn/n5/uSLb7Jt8/CRY0BGklOmdEmOHY9k4uSpTJw8FU9PD6pVqUSXju3p1b1LjkY7s3Oz4z92/ITltStVsrjV50vmz6PrfW6KiIjYQ9Pk7ODp4UGpklfPcdmybUeO27JlBlvmc0McnTKNNlz+olCpQjn+nDKBx/r0olaNanh7eXExKpql4SsZ8NLrbL0cX+ZRBFOm84uirzmfIzveXldP2M/8Zcjr8pS5rLJOQcvi1mfv2T0F8Gb1CwUE5CiOK6NAJ0+d5repM3PURm7I/DoZDJlep2sSeCDbaYI3kpSU/fkoNxLg73/zSpnY83q+8uIAvvp0OKHtWnNf2dIYDBlJzeQp03nmpcEYjUab28ru2GyJ5VbeU76ZpvI5ZRpFtPd1uSagHO2WePlcI3d3N6b+Mo6BLzxD4wb1KFy4EJcuZayOOezjL5g4eUrOY7uGj3em43ey7/hzY+qviIhIZhoZslPHdiH8/MtvAEz+fRq9unfJMl3uYlQ0jo6O+Pn6ULZ0KfZdPgl7+849lhGIbTt2W+pnXuHMHmazmYrly/Hum69ati1etoJX3nyf9PR0loavom7tmlZfiC9cjLLcXhWxLkePa4uyZUpZFhTYsXOPZfWn6JhYy3lXBoOB0naclL19527LamPbdl59/kpdXoQh8/O4Y9fV8rQ0I3v27s8UW9br/eT0S9azTz/GtJl/ER0Tw9ffjaNoUGCOl1kuW6YUh49m/FK/feduy6/g+w8etpwg7+vjTUCmUZ5bVbZ0KfbuPwjAkr9nZLugReaEwSHT85Sefv0vr9k9n2XLXH199uzdj9FotEx5274z8/vh5tdj6tyhrWVaYEpKCm9/8BGLlq7gwMHDHD1+gtKlSmIwGDCbzZQuWYIFc6Zmmb6YlnY1aSpVsoRlcY4du/ZYRtT+274z28f3ypR8Zj7J/0qfzwslM/0Qs3P3Xst76tjxyGzPGSpbppRl5OvKSm/XuvLams1mAvz9eXHAkzDgSSBjtKzbI0+QmJjEkuUrGfDUY4DtfSCnMr92JyJPER0Taxkdsu4nOfvcFBERyUzJkJ2eerwPfy9czOkzZ4mLT+CRx5/lqcd6U6lCeS4lJrJh01bmzFvA5PHf4+frQ+eO7SzJ0EefjeJSYiIGDIz6/kdLm51C2+YolgmTp7Bx01ZaNmtKsWJBuLu5sTrTl7G0tFQAq4Tj7wWLKF2yOJcSk5h0zUpvualTh7b89kfGsrpTZswiMLAwZUqX5H9TM6b1ATRr0tDm84UAhn/yJa8NfI6UlFS+HXN1IYE2rTJWBOvQthWjvhtHmtHIkuUr+X7cRGrXqsZff4dx/vIX1vLlylKlUoXcOkxKlSjOD6NG8tTzr5KamsqQYSMpXKgQjRrYviz3FZ1D21kWB/j+x4m4uLjg7+fL2MtLOAOEtg/J1V/Hu3Rsb0mGnn/lLZ554lGCigRy/sJFDh89xvJ/V/NUv96WpaMzL1Dw94JFODg64OjgYNN5I1UrV6T8fWU5dOQo5y9c5M33PqRH145s37GbpeErAXB2dqZ9SMsbttP3qReoWrkitWpUo0iRwly6lMjBy+ciAaSmpuHn60Pz4MasXL2W45EnefG1d3iwWxc8PT04dfoMe/buZ0n4Sqb9+iMlihcjpFVzVq7OOMfo+3ETcXN1xd3dja+/G5dtDKVLlbDc/nXKdDw83Dl+4qTVKne5rU2LZpbzvqZOn03RoCIUL1aUnyZOzrZ+l47tWHb5XKi3P/iY5/o/TplSJYmKieHY8Uj+XRVBi+DGvPTc02zdtoNPvviG9iGtKFO6JP5+fuw7cJDk5BQAy3sWbq0P2MLfz5dmTRqyKmI9qampDH57KI8/+jAnIk/yx8w5lnqdc/i5KSIikpmSITv5+frw8w9f8eKrb3Mi8hRnzp7j06++u279J/o+zL+r1rJ56zZOnT7DG0OGW5XXv78OTzz6SI5iMRqNrIpYn+2v0Q6Xr/0DGdPp6tSqwX/bd5KSksqo738CsHwxzQt1atWg/xN9mTh5KikpqXw+6nur8sKFCzF0iH0npru7u2U5r6VihXKWhQaKFQ3inTcG8fHno0lPT2fs+F+s6np6evDpiPdyfarN/XVq8fHQd3jr/Q9JS0tj4Ovv8vvEMVS6vAqcrTq2b8PS8JUsXLyM2Ng4ywIRV5QrW4bXXn72OnvnzGN9H2L12vWs27CZQ4ePMmTYJzes37D+/fz6e8bqh7PnLWD25QsM79my+qaPZTAYGDniXcvS2mFLlhO2ZLlV+ZA3BllWWryeqKho/pg5x+qL8RXly5W1rL43bMjrlqW1V65ea0l2stPjgU7MnD2Pnbv3Eh0TY7kmTuXrvIbNmjSiWNEgTp85S2xsnOUzIC/fU82DG9M8uDGr1qwjKTnZch5QgL8f3l5exCdYn3MU2q4NK1ZFMHd+GGfOnmPEyK+yttm0EZAxMrR77352ZxpBzSxz4nErfcBWH7wzmL5Pv8iFCxdZt3Ez6zZaL/3+zJOPavEEERHJFTpnKAcqlLuPv6ZP5u3BA6lXpxa+vj44OztTrGgRmjVpyKcfvkf5cmWBjNWQJo0bzeBBz1O5Ynnc3FxxdXWhUoXyDB74HBPHjsr2GkO2aBHchEce7EbFCuXw9fHG0dERX18fghs3ZPyYr7m/Ti1L3S8/GUqzJg1xdXUhwN+Px/o8xOgvPsyNp+O63njlRUZ//iEN6tXBy8sTZycnShQvRt+HezJrykS7rjEE8MuP39K1cwe8vbzw9PSgU4cQJo37xupCr30f7snEsaNpHtwYX18fnJwcKRJYmG5dQvlzysRsrzGUGx7o1J4XBzwFZCwr/ezAN266RPS1DAYDX40cxvB336BWjap4uLvj4uJC2TKlGPBUP6ZN/inbawzdChdnZ8b/8DXvvfUqtWpUxdPTA1dXF0qWKEbLZk35eOg7lhUNAVq3COat116idMkSVud72KpWjWr8OWUi3R/oSFCRQJycHPH18aZ500ZMGDvqptcYAhjw9GOEtGpO8WJFcXdzs/SrR3p159efvrNMhyterCizp07i6cf7Uq5sGVxdXfD09KBc2TJ06xLK2NGfUTQoY2lrZ2cnfv7ha7p27oCXlydeXp50Dm3Lt19eTQ7d3dwst52dnfhh1KfUqVUDZ2dnigYV4eXn+/PuW6/Y/ZzY45svPqLvwz3x8/PF3c2NZk0a8tuEMVYX483ssw/f57MP36dBvTp4e3ld/pwKonHDerz31qv0ebgnkDF19EqCUbhQAE5Ojnh4uFOzelU+eGcwz2Ra7fJW+4AtSpUswawpE3n0kQcpWaIYzk5OeHl5Uv/+Ooz6bISuMSQiIrnGYL6ls3ZF8lZI516cOn0GyN1fnkWuZTabs4warlqzjmcHZlxLq03LZowZ/Vl+hCYiIiJ5RNPkRESAd4Z+TM3qValXtzY+3t7s3ruPz76+Or2zY/s2+RidiIiI5AUlQyIiwOkzZ5n3z6Jsyzq2D8nxKoEiIiJy51IyJCJCxnLdJpOJI0dPEJ8Qj6eHB5UrVaDHA53o1iVU17gRERG5B+mcIRERERERKZC0mpyIiIiIiBRISoZERERERKRAUjIkIiIiIiIFkpIhEREREREpkJQMiYiIiIhIgaRkSERERERECiQlQyIiIiIiUiApGRIRERERkQJJyZCIiIiIiBRISoZERERERKRAUjIkIiIiIiIFkpIhEREREREpkJQM2chsNhMXF4fZbM7vUEREREREJBcoGbJRfHw8vr6+xMfH53coIiIiIiKSC5QMiYiIiIhIgaRkSERERERECiQlQyIiIiIiUiApGRIRERERkQJJyZCIiIiIiBRISoZERERERKRAUjIkIiIiIiIFkpIhEREREREpkJQMiYiIiIhIgaRkSERERERECiQlQyIiIiIiUiApGRIRERERkQJJyZCIiIiIiBRISoZERERERKRAUjIkIiIiIiIFkpIhEREREREpkJQMiYiIiIhIgaRkSERERERECiQlQyIiIiIiUiA55XcAcm87evwEQ4Z+QnRMDN5eXowc8S4Vy5ezqrNj1x5Gfvkte/cfILhxQ34Y9amlLDEpiY8/G83OPXsxGo2EtGrO4IHPYzAYANh/4BAffzGaixejAXjlpWdpH9Ly9h2giIiIiNy1lAxJnhr+8Zc83LMrPbp2YtHScN4dNpKZv0+wqhNYuBBD3hjEnr37WRWx3qrs54n/w5RuYu70yRiNJl567W0WLQ0ntF0bkpKSeWnwO3z24fvUq1sbk8lEbFzc7Tw8EREREbmLaZqc5JmLUdHs3LOXBzq1B6B9SCvOnD3HseORVvWKBhWhVo1quLi4ZGlj7/5DNG/aCIPBgLOzE00bN2DeP4sAmB+2hNo1q1Ovbm0AHB0dCfD3z+OjEhEREZF7Rb6PDJlMJmbOX8qGrbsxGKBhner06tIWR0frPC3NaGT63MXsPXiUhEtJ+Pl60b5FY5o2qG2pk5ScwtQ5YezcexBnZydaNalHp5BmNpdL7jpz5iyBhQvh5JTRzQwGA8WKBnH6zFnKlC5pUxvVq1YmbGk47UNakWY0sjR8FfHxCQAcOnwUF2cXnh/0FmfPnaNSxfK8PfhlJUQiIiIiYpN8T4YWLF/DoaORDBs8AIAffplOWHgEndtaJynp6en4envxyjN9KBzgx5ETp/hh0gz8fL2pVinjHJTp8xaTmJTEJ++8RHzCJb6dMI0AP18a16tpU7nceQY81Y9R34/jkcefxcvLi1o1qrJu4xYgI5Feu2ET0yb/RJHAwoz+4SdGjPyab7/8OJ+jFhEREZG7Qb5Pk1u7aTsd2wTj6+OFr48Xoa2bErFpW5Z6ri4uPNC+BYGF/DEYDJQrXYLK5Utz6GjGlKvU1DQ2b9tD1/Yt8XB3IyiwEK2a1rO0dbPya6UZjSQlp1j9iX2KFg3i/IWLGI1GAMxmM6fPnKVY0SCb23Bzc+XdN19lzrRf+W3CD/j7+VKh3H0AFCtahIb16xJUJBCDwcADndqzbceuPDkWub2OHj9BnyefJ7R7bx7q9wwHDh3OUmfHrj30efJ56jYN4eXBQ6zKEpOSeHfYSLo+/Didevbl6+/GYTabAVi3YTMPPzaALg/2o0uvfnz5zVjS09Nvy3GJiIjInSVfR4YuJSYRHRtPyWJFLNtKFQ8iKiaOpORk3N3crrtvWpqRoydO06BOdQDOnr+I0WSiZLGrX7RLFQ8iLHytTeXXWhS+ln+WrbbcT01JzmjnQhSJKcYcHG3BVKF8OX6fPofQ9iH8u2oNAQEBuLp7MOjND2ge3JjmwU0sdWPjL5GcksqZ81GWbZcuJeLo6Iibmyunz5xhyvTZfDz8Pc6cj6JevXpMnzWPQ0cj8fT04J9FyylbtozV/nJ3enfYSDq0C7H0mzff+5Afvx9lXcngyLP9n+TAocNs2LjZ6nWf8MtvJCQm8dMPozGZTLw37GOmz/6bVi2akWZK5503X6N4saKkpqby+jsf8L8/ZhHaPuQ2H6WIiIjklaKBATbVy9dkKCU1DQAP96tJz5UEKDkl9brJkNls5vdZCyhS2J861Stn1E9Nw9XF2epcI3c3V1JSU2wqv1aH1k0Iad7Qcj8uLo5J33xIUOEAfHx8cnK4BdKnw99lyLBPmDZzFl6ennz58QcUDQzg8OEjPPvUoxQNDODI0eM89fwrJCcnk5ySQu/H+vPs04/R9+Ge7Im6yGtvf4CToxOOjo68++arNGtcH8jo5C8OeJJX3xyCg8GBoCKF+XT4EJs7v9yZLkZFs//gIf43/nucnJx4uEcXfhg3npSkRKtzza68zjHRUbi5uli97pGRJ+nSsS3FihQCoHWLpqxctYbeD3bN0j9qVa9KQnyc+o2IiEgBlK/JkKuLM5CxsIGXp8fl2xkjMG6uWVcWg4xE6I+/FnH2wkVeeaYPDg4Z15txc3EmNS0NkyndkvAkJafg6uJqU/m1nJ2ccHa6+vSkpWZfT27svrKlmTb5J6ttUdHRFClSmBrVqljqrAibk+3+VStXJOyvaddtv1uXULp1Cc29gCXf5fXCG5mdv3CRxctWMO7bL3L1GEREROTukK/nDHl6uOPv682JU2ct2yJPn8Pf1yfbUSGz2cy0uYs4euIUA5/ubVUnKLAQjg6ORJ62bqtE0UCbyuX2CfD3Z9K4b/I7DLmHDXiqH8WLBvHI48/y/KC3qFWjKo5OjlZ1EhIu8eKrb9P/ib6WxFxEREQKlnxfTa5JvVqEhUdQvmzGL75h4REEZ1ouO7Npcxdz6OhJXh3QB08Pd6syFxdn6tWqyt9LVtK/TzfiExJZEbGJB9q1sKn8bvJk5SE3ryR3vF/3fZrfIdyRMi+84eTkdEsLb1wx/pffLAtvQMa5aANefp02rZrxZL/euRm+5KOjx08wZOgnRMfE4O3lxcgR71KxfDmrOjt27WHkl9+yd/8Bghs35IdRV9+HyckpDPvkC3bv3Q9AqRLF+XjYOwT4+5Oens4Xo8ewOmI9jo6O+Pn58OH7b9s8Wil3rrzsN7Pn/sNvf8y01D1z7jz169bm+69H3p6DE5GbyvdkqFNIMAmJSYz4ejwAjepWJ7R1UwCmzgkDoG+PUC5Gx7Jy3RacnBx5//Oxlv0b1q1B3x4Z06Qe6daeqXMWMmTkGMt1hDIvm32zchHJf4UC/KlWpRJ/L1hMj66dWLxsBUFFAilTuiRvf/ARbVu3oF2bljdsIyHhEo6Ojri7uxF58hR/zPyLMaM/A+BSYkYi1KxpI1545snbcERyuwz/+Ese7tmVHl07sWhpOO8OG8nM3ydY1QksXIghbwxiz979rIpYb1U2fdZckpNTmDfjfxgMBj746HMmTv6DN199keX/rmbrtu3MmfYrzs5OjJvwK9+M+YnRn390Ow9R8kBe9pue3TrTs1tnS90HHnrMciFyubspib535Hsy5OjoSJ/uHejTvUOWsitJDkAhf1/GfXbjERF3N1f69+me43IRuTOMeO8thgz7hJ8m/Q8vT09GDn8XgF279/FYn4cAsiy80Sq0h2XhjRMnT1ktvPHO64OoWrkiAL9NncmOXbtJSkpi6fJ/AejQtjXPP/NE/hys5IqLUdHs3LOXCWMzVh1sH9KKjz8fzbHjkdYLbwQVoWhQEQ4dPpqlDYMh47zVNKMRB4OBxMREKlUod7nMQGpqGqmpqTg5OZKQkEhQkSJZ2pC7S173m8y27dhFVFQ0rVvoYu/3AiXR9458T4ZERK6VlwtvPP/ME0p87kG5sfDGIw92Y+u2nTQLeQAHRwdq1ajGo488CEDrFsGs37iF5u264unpQZHAwvxvwg95djxye+R1v8ls1l/z6dq5A87O+up1t1MSfW/J94uuiojYQgtvSF5bs24jZnM6q5bMZeXiufh4e/HduIxfenfu3suBQ4dZsWgO/y76i8YN6zPik6/yOWK5E9yo31yRmJTEgsXLeLB7l3yKUnLTjZJoWz3yYDc8PTxoFvIAzdp1JT7hkpLofKJnVqSAWPDs1/kdguSCTj+/nt8h3JFyY+GNGbPm0aVjW1xdMy6l0KVje36e9BsAc+eH0bhBPXy8vQHo/kAoz7w4OPcPRG6rvO43VyxaEk6FcvdZLeQiBVvmJNrg4MC7wz7hu3ETePWlZy11riTR186UkNylkSEREbnrZV54A8iy8MaSy+eH3UipksUvf0ExYzab+Xd1BBXL32cpW7dxM6lpGRcLX7EqIsvJ0nL3yet+c8Wsv+ZrVOgekjmJBnKcRLdt3QJXV1dcnJ3p0rE9GzZttaqjJPr2UDIkIiL3hBHvvcX0WXMJ7d6b8b/8brXwxpUvKUeOHqdVaA8+H/U9q9eup1VoD6bOmA3AS889TWJiUsbJyg89xsWL0ZZfafs+3JOSJYrT45En6fbwE6zbsJlh72qU7l6Ql/3myr579h+gU/uQ239wkieURN9bDGaz2ZzfQdwN4uLi8PX1JTY2Fh8fn3yNRdcZujfc7usMaZrcvUHT5OwTFR3NG++O0PlmYhf1G7mZI0ePM2TYJ8TExlpWPa1UsTxdHuzHZx+9T41qVbKseurn62tZ9TQmNo5hH3/BoSNHAShXtgwj3nsTf38/S/u9+vVn5aK5eHp65N+BFgBKhmykZEhym5IhyQklQyIidyYl0XcnLaAgIiLXpR9f7g23+8cX0A8w9wL9+GIfrXp6d1IyJCIiIiJ3BP0Ac/fLjx9fboUWUBARERERkQJJyZCIiIiIiBRISoZERERERKRAUjIkIiIiIiIFkpIhEREREREpkJQMiYiIiIhIgaRkSERERERECiQlQyIiIiIiUiDZddHVmJgY5syZw6pVqzh27BiJiYkEBgZSt25dOnToQNOmTe0OwGQyMXP+UjZs3Y3BAA3rVKdXl7Y4OmbN01ZEbGLt5h2cOnOe6pXL8fzjvSxlUTGxfDhqvFX9NKOR6pXL8+ITDwEw6qcpHDl+0qrt4W88h5+Pt91xi4iIiIjI3c2mZOjUqVMMHTqUKVOmULx4cRo2bEidOnVwd3cnKiqK8PBwvvrqK8qUKcOwYcN45JFHbA5gwfI1HDoaybDBAwD44ZfphIVH0Lltsyx1fX286dgmmL0HjxATG29VFuDnyzcfvmG5bzSaeGfk99SvXc2qXveOrQhp1tDm+ERERERE5N5kUzJUt25dnnjiCTZv3ky1atWyrZOUlMRff/3FN998w4kTJ3jjjTeyrXettZu206tLW3x9vAAIbd2U2QuWZ5sM1a1RGYDIU2ezJEPX2rZ7P2azmbrVK9sUh4iIiIiIFCw2JUO7d++mUKFCN6zj7u5Onz596NOnDxcvXrTpwS8lJhEdG0/JYkUs20oVDyIqJo6k5GTc3dxsaic7azZuo2Gd6jg7Wx/iwuURLFi2hgA/X0KaNaBxvZrZ7p9mNGI0miz3k5JTchyLiIiIiIjceWxKhm6WCOW0fkpqGgAe7leTnisJUHJKao6ToYvRsew9eJSeHVtbbe8e2pJiQYVxcXZm36FjjJ/yF26uLtSpkXX0aFH4Wv5ZttpyPzUlGYCzF6JITDHmKC6RzM6cj8rvEOQupH4jOaF+IzmhfiM5caf0m6KBATbVs2sBhStOnTrF6tWrOXfuHOnp6VZlgwYNsrkdVxdnIGPUxcvT4/LtjKTDzdUlJ6EBGVPvShUPomTxIKvt5cqUtNyuVqkczRvVYdP2PdkmQx1aNyGk+dVzi+Li4pj0zYcEFQ7Ax8cnx7GJXGHrm1QkM/UbyQn1G8kJ9RvJibut39idDP36668899xzuLi4UKhQIQwGg6XMYDDYlQx5erjj7+vNiVNnCSzkD0Dk6XP4+/rkeFQoPd3M2s3b6dCqyU3rZo79Ws5OTjg7XX160lJdcxSPiIiIiIjcmey+ztAHH3zA0KFDiY2N5ejRoxw5csTyd/jwYbsDaFKvFmHhEcTGJxAbn0BYeATBDWpnW9dkSictzYgpPZ10s5m0NOvzegD2HjxCwqUkGtSxXughMSmZnXsPkpqaRnp6OnsPHmXV+q2WRRlERERERKRgsXtkKDExkd69e+PgkDvXa+0UEkxCYhIjvs64RlCjutUJbZ1xvaKpc8IA6NsjFICFy9dYnccz6IMvqXhfaQY/96hl25qN26hbs3KWkSWTKZ1/lq1m4h9zASjk70uvziHUq1U1V45DRERERETuLnYnQ/3792fmzJm88847uRKAo6Mjfbp3oE/3DlnKriRBV3Rp15wu7ZrfsL0Bj/bIdru3lwdvv/RkjuMUEREREZF7i93J0KeffkqXLl0ICwujZs2aODs7W5WPGjUq14ITERERERHJKzlKhhYtWkTlyhnn2ly7gIKIiIiIiMjdwO5k6Ouvv2bSpEk8+eSTeRCOiIiIiIjI7WH3Kgiurq4EBwfnRSwiIiIiIiK3jd3J0CuvvML333+fF7GIiIiIiIjcNnZPk9uwYQPLly9n/vz5VK9ePcsCCrNnz8614ERERERERPKK3cmQn58fPXv2zItYREREREREbhu7k6FffvklL+IQERERERG5rew+Z+iPP/64btmbb755S8GIiIiIiIjcLnYnQy+88AILFy7Msv21117j999/z5WgRERERERE8prdydCUKVPo06cPq1evtmwbOHAgM2bMIDw8PFeDExERERERySt2J0OdO3dm7NixdO3alc2bN/Piiy8ye/ZswsPDqVKlSl7EKCIiIiIikuvsXkABoG/fvsTExBAcHExgYCD//vsvFSpUyO3YRERERERE8oxNydDgwYOz3R4YGMj999/P2LFjLdtGjRqVO5GJiIiIiIjkIZuSoa1bt2a7vUKFCsTFxVnKDQZD7kUmIiIiIiKSh2xKhrQwgoiIiIiI3GtsXkChdOnSDBw4kCVLlmA0GvMyJhERERERkTxn8wIKv/32G/PmzePFF1/k/PnzdOjQga5du9K5c2f8/PxyHIDJZGLm/KVs2LobgwEa1qlOry5tcXTMmqetiNjE2s07OHXmPNUrl+P5x3tZlY/6aQpHjp+02nf4G8/h5+MNQFJyClPnhLFz70GcnZ1o1aQenUKa5Th2ERERERG5e9mcDLVs2ZKWLVvy9ddfs2vXLubNm8f3339P//79adq0KV27dqVr166UK1fOrgAWLF/DoaORDBs8AIAffplOWHgEndtmTVJ8fbzp2CaYvQePEBMbn2173Tu2IqRZw2zLps9bTGJSEp+88xLxCZf4dsI0Avx8aVyvpl0xi4iIiIjI3c/u6wwBVK9enSFDhrBu3TqOHj1Knz59WLZsGTVq1KBGjRr8888/Nre1dtN2OrYJxtfHC18fL0JbNyVi07Zs69atUZk61Svh5eFhd8ypqWls3raHru1b4uHuRlBgIVo1rXfdxxIRERERkXtbjq4zlFnRokUZMGAAAwYM4NKlSyxevBhXV1eb9r2UmER0bDwlixWxbCtVPIiomDiSkpNxd3OzO56FyyNYsGwNAX6+hDRrYBn1OXv+IkaTiZLFgqweKyx8bbbtpBmNGI0my/2k5BS7YxERERERkTuXTclQXFyczQ326NHD5ropqWkAeLhfTXquJEDJKal2J0PdQ1tSLKgwLs7O7Dt0jPFT/sLN1YU6NSqTnJqGq4uz1flE7m6upKRmn+QsCl/LP8tWW+6npiQDcPZCFIkpWkBCbt2Z81H5HYLchdRvJCfUbyQn1G8kJ+6UflM0MMCmejYlQ35+fje9hpDZbMZgMGAymW5YLzNXF2cgY9TFy9Pj8u2MpMPN1cXmdq4oV6ak5Xa1SuVo3qgOm7bvoU6Nyri5OJOalobJlG5JiJKSU3B1yX4Uq0PrJoQ0v3ruUVxcHJO++ZCgwgH4+PjYHZvItWx9k4pkpn4jOaF+IzmhfiM5cbf1m3y9zpCnhzv+vt6cOHWWwEL+AESePoe/r0+OpshdK3MCFxRYCEcHRyJPn6VMyWKWxypRNDDbfZ2dnHB2uvr0pKXaNvVPRERERETuDjYlQy1btsyzAJrUq0VYeATly2aM6oSFRxDcoHa2dU2mdNLT0zGlp5NuNpOWZsRgMODk5EhiUjKHj0VSqVwZnJwc2X/4OKvWb+XRnh0BcHFxpl6tqvy9ZCX9+3QjPiGRFRGbeKBdizw7NhERERERuXPleAGFxMREjh8/TmpqqtX2WrVq2dVOp5BgEhKTGPH1eAAa1a1OaOumAEydEwZA3x6hACxcvsbqPJ5BH3xJxftKM/i5RzGZ0vln2Wom/jEXgEL+vvTqHEK9WlUt9R/p1p6pcxYyZOQYy3WGtKy2iIiIiEjBZHcydP78eZ566ikWLlyYbbk95wwBODo60qd7B/p075Cl7EoSdEWXds3p0q55tu14e3nw9ktP3vCx3N1c6d+nu13xiYiIiIjIvcnu6wy9+uqrxMTEsH79etzd3QkLC2Py5MlUrFiRefPm5UWMIiIiIiIiuc7ukaHly5czd+5c6tevj4ODA2XKlKFdu3b4+Pjw6aef0rlz57yIU0REREREJFfZPTJ06dIlihTJuEiqv78/58+fB6BmzZps2bIld6MTERERERHJI3YnQ5UrV2bfvn0A1K5dm59++omTJ0/y448/UqxYsVwPUEREREREJC/YPU3ulVde4fTp0wAMGzaM0NBQpkyZgouLC7/++mtuxyciIiIiIpIn7E6G+vXrZ7ldr149jh07xt69eyldujSFCxfO1eBERERERETySo6vM3SFh4cH999/f27EIiIiIiIictvYnQwNHjw42+0GgwE3NzcqVKhAt27dCAgIuOXgRERERERE8ordydDWrVvZsmULJpOJypUrA7B//34cHR2pUqUKY8eO5fXXX2f16tVUq1Yt1wMWERERERHJDXavJtetWzfatm3LqVOn2Lx5M5s3byYyMpJ27drRp08fTp48SYsWLXjttdfyIl4REREREZFcYXcy9OWXX/LRRx/h4+Nj2ebr68vw4cP54osv8PDwYOjQoWzevDlXAxUREREREclNdidDsbGxnDt3Lsv28+fPExcXB4Cfnx+pqam3Hp2IiIiIiEgeydE0uaeffpo5c+YQGRlJZGQkc+bMoX///nTv3h2ADRs2UKlSpdyOVUREREREJNfYvYDCTz/9xGuvvUbv3r0xGo0ZjTg58cQTTzB69GgAqlSpwoQJE3I3UhERERERkVxkdzLk5eXF+PHjGT16NIcPHwagXLlyeHl5WerUqVMn1wIUERERERHJCzm+6KqXlxe1atXKzVhERERERERuG5vOGXr++eeJjIy0qcHp06czZcqUWwpKREREREQkr9k0MhQYGEj16tUJDg7mgQceoH79+hQvXhw3Nzeio6PZvXs3q1evZtq0aRQvXpyff/45r+MWERERERG5JTYlQx999BEvv/wyEyZMYOzYsezevduq3Nvbm7Zt2/Lzzz8TGhpqVwAmk4mZ85eyYetuDAZoWKc6vbq0xdEx66DViohNrN28g1NnzlO9cjmef7yXpSwu4RJ/zl/KgcMnSE5JoXCAP13aNad2tYqWOu99Npb4hEs4OBgAcHBwYNTwwXbFKyIiIiIi9wabzxkKCgrivffe47333iM6Oprjx4+TlJRE4cKFKV++PAaDIUcBLFi+hkNHIxk2eAAAP/wynbDwCDq3bZalrq+PNx3bBLP34BFiYuOtylJSUilVvCg9OrbG19ubnXsPMvGPubzz8pMUCypsqfd0n27Uqa5lv0VERERECrocLaDg7++Pv79/rgSwdtN2enVpi69Pxmp0oa2bMnvB8myTobo1KgMQeepslmQosJA/7Vo0styvVa0iQYEBHDl+0ioZslWa0YjRaLLcT0pOsbsNERERERG5c+V4NbnccCkxiejYeEoWK2LZVqp4EFExcSQlJ+Pu5pbjtuMSLnHm3EVKZGobYOqchfw+awFFCvvTqU0wNapUyHb/ReFr+WfZasv91JRkAM5eiCIxxZjjuESuOHM+Kr9DkLuQ+o3khPqN5IT6jeTEndJvigYG2FQvX5OhlNQ0ADzcryY9VxKg5JTUHCdDRqOJiVPncn+tKpQpWcyy/clHHqBMiaIYHAxs3bmPn3+fw+DnHqVsqeJZ2ujQugkhzRta7sfFxTHpmw8JKhyAj49PjuISyczWN6lIZuo3khPqN5IT6jeSE3dbv7Fpae284uriDFhPQUtKzhiBcXN1yVGbRqOJn6fMxsXFiX49O1mVVbyvFC4uzjg7OdGwTnVqVq3A1p37sm3H2ckJdzdXqz8REREREbl35Gsy5Onhjr+vNydOnbVsizx9Dn9fnxyNChmNJsZPmYPJZOLZfj1xcnK8Yf2cLvogIiIiIiJ3vxwlQ0ajkaVLl/LTTz8RH5+xkMGpU6dISEiwu60m9WoRFh5BbHwCsfEJhIVHENygdrZ1TaZ00tKMmNLTSTebSUu7usiByWRiwtQ5pKSl8fxjvXB2sp4BGBUTy4HDx0kzGjGZTGzevoftuw9QWyvLiYiIiIgUSHafM3Ts2DFCQ0M5fvw4KSkptGvXDm9vbz7//HNSUlL48ccf7WqvU0gwCYlJjPh6PACN6lYntHVTAKbOCQOgb4+MaxctXL7GalGDQR98ScX7SjP4uUc5dOwk23YfwNnJiTc/+sZSp0PrpnRs3ZSUlDRm/L2E8xejcXBwoEjhAJ7p251ypUvY+xSIiIiIiMg9wO5k6JVXXqF+/fps27aNQoUKWbb36NGDAQMG2B2Ao6Mjfbp3oE/3DlnKriRBV3Rp15wu7Zpn206lcqUZ99mQ6z5OsaDCvPdKf7vjExERERGRe5PdydCqVauIiIjAxcV6gYOyZcty8uTJXAtMREREREQkL9l9zlB6ejomkynL9sjISLy9vXMlKBERERERkbxmdzLUvn17vvnmG8t9g8FAQkICw4YNo1OnTtffUURERERE5A5i9zS5r7/+mg4dOlCtWjWSk5Pp27cvBw4coHDhwvzxxx95EaOIiIiIiEiuszsZKlmyJNu2bWPatGls376dhIQE+vfvz6OPPoq7u3texCgiIiIiIpLr7E6GAJycnOjXr19uxyIiIiIiInLb2JQMzZs3z+YGu3btmuNgREREREREbhebkqHu3bvb1JjBYMh2pTkREREREZE7jU3JUHp6el7HISIiIiIiclvZvbS2iIiIiIjIvSBHydCyZcvo0qUL5cuXp3z58nTp0oWlS5fmdmwiIiIiIiJ5xu5kaOzYsYSGhuLt7c0rr7zCK6+8go+PD506dWLMmDF5EaOIiIiIiEius3tp7ZEjRzJ69Ghefvlly7ZBgwYRHBzMyJEjeemll3I1QBERERERkbxg98hQTEwMoaGhWba3b9+e2NjYXAlKREREREQkr9mdDHXt2pU5c+Zk2T537ly6dOmSK0GJiIiIiIjkNZumyX333XeW29WqVeOTTz5hxYoVNGnSBIB169axZs0aXn/99byJUkREREREJJfZlAyNHj3a6r6/vz+7d+9m9+7dlm1+fn5MmjSJ999/P3cjFBERERERyQM2JUNHjhzJswBMJhMz5y9lw9bdGAzQsE51enVpi6Nj1hl8KyI2sXbzDk6dOU/1yuV4/vFeVuVJySlMnRPGzr0HcXZ2olWTenQKaWZzuYiIiIiIFBx2ryaX2xYsX8Oho5EMGzwAgB9+mU5YeASd22ZNUnx9vOnYJpi9B48QExufpXz6vMUkJiXxyTsvEZ9wiW8nTCPAz5fG9WraVC4iIiIiIgWHTcnQ4MGD+eijj/D09GTw4ME3rDtq1Ci7Ali7aTu9urTF18cLgNDWTZm9YHm2yVDdGpUBiDx1NksylJqaxuZte3jjhcfwcHfDw92NVk3rEbFpG43r1bxpuYiIiIiIFCw2JUNbt24lLS3Ncju3XEpMIjo2npLFili2lSoeRFRMHEnJybi7udnc1tnzFzGaTJQsFmTVVlj4WpvKr5VmNGI0miz3k5JTbI5FRERERETufDYlQ+Hh4dnevlUpqRkJlof71aTnSgKUnJJqVzKUnJqGq4uz1blG7m6upKSm2FR+rUXha/ln2WrL/dSUZADOXogiMcVoc1wi13PmfFR+hyB3IfUbyQn1G8kJ9RvJiTul3xQNDLCpnt3nDD399NN8++23eHt7W22/dOkSAwcOZNKkSTa35eriDGSMunh5ely+nZF0uLm62BWXm4szqWlpmEzploQnKTkFVxdXm8qv1aF1E0KaN7Tcj4uLY9I3HxJUOAAfHx+7YhPJjq1vUpHM1G8kJ9RvJCfUbyQn7rZ+Y/dFVydPnkxSUlKW7UlJSfzvf/+zqy1PD3f8fb05ceqsZVvk6XP4+/rYNSoEEBRYCEcHRyJPW7dVomigTeXXcnZywt3N1epPRERERETuHTYnQ3FxccTGxmI2m4mPjycuLs7yFx0dzYIFCyhSpMjNG7pGk3q1CAuPIDY+gdj4BMLCIwhuUDvbuiZTOmlpRkzp6aSbzaSlXT2vx8XFmXq1qvL3kpUkJSdz7kIUKyI2Wdq6WbmIiIiIiBQsNk+T8/Pzw2AwYDAYqFSpUpZyg8HAiBEj7A6gU0gwCYlJjPh6PACN6lYntHVTAKbOCQOgb49QABYuX2N1Hs+gD76k4n2lGfzcowA80q09U+csZMjIMZbrCGVeKe5m5SIiIiIiUnDYnAyFh4djNptp06YNs2bNIiDg6nxAFxcXypQpQ/Hixe0OwNHRkT7dO9Cne4csZVeSoCu6tGtOl3bNr9uWu5sr/ft0z3G5iIiIiIgUHDYnQy1btgTgyJEjlC5dGoPBkGdBiYiIiIiI5DW7F1DYs2cPa9assdwfM2YMderUoW/fvkRHR+dqcCIiIiIiInnF7mTozTffJC4uDoAdO3YwePBgOnXqxJEjRxg8eHCuBygiIiIiIpIX7L7O0JEjR6hWrRoAs2bN4oEHHmDkyJFs2bKFTp065XqAIiIiIiIiecHukSEXFxcSExMBWLp0Ke3btwcgICDAMmIkIiIiIiJyp7N7ZKhZs2YMHjyY4OBgNmzYwPTp0wHYv38/JUuWzPUARURERERE8oLdI0M//PADTk5O/Pnnn4wbN44SJUoAsHDhQkJDQ2+yt4iIiIiIyJ3B7pGh0qVLM3/+/CzbR48enSsBiYiIiIiI3A52J0PHjx+/YXnp0qVzHIyIiIiIiMjtYncyVLZs2RtecNVkMt1SQCIiIiIiIreD3cnQ1q1bre6npaWxdetWRo0axSeffJJrgYmIiIiIiOQlu5Oh2rVrZ9lWv359ihcvzpdffknPnj1zJTAREREREZG8ZPdqctdTuXJlNm7cmFvNiYiIiIiI5Cm7R4auvbCq2Wzm9OnTDB8+nIoVK+ZaYCIiIiIiInnJ7mTIz88vywIKZrOZUqVKMW3atFwLTEREREREJC/ZnQyFh4db3XdwcCAwMJAKFSrg5GR3cyIiIiIiIvnC7uylZcuWeRGHiIiIiIjIbZWjoZx9+/bx/fffs2fPHgCqVq3Kyy+/TJUqVexqx2QyMXP+UjZs3Y3BAA3rVKdXl7Y4OmZd1+FmdV8d+pVV/TSjiWJFCvH+q88AMHnGfDZu24WTo6OlzqD+vSlXpqRdMYuIiIiIyL3B7mRo1qxZ9O7dm/r169OkSRMA1q1bR82aNZk2bRoPPvigzW0tWL6GQ0cjGTZ4AAA//DKdsPAIOrdtZnfdbz58w6r+x99MoF7talbbWjS+n4cfaGf7wYqIiIiIyD3L7qW133rrLYYMGcLatWsZNWoUo0aNIiIignfffZe33nrLrrbWbtpOxzbB+Pp44evjRWjrpkRs2nbLdY+eOMXpcxdoUq+mvYcnIiIiIiIFhN0jQ6dPn+bxxx/Psr1fv358+eWXNrdzKTGJ6Nh4ShYrYtlWqngQUTFxJCUn4+7mlqO6AGs2bqN6pfL4+XhbbV+/ZSfrt+zE19uLpvVr0aZZQxwcrFfGuyLNaMRoNFnuJyWn2HxsIiIiIiJy57M7GWrVqhWrVq2iQoUKVttXr15N8+bNbW4nJTUNAA/3q4nMlaQmOSXVKsGxr24qm7bt4cmHu1g9Xuvg+vTs1AZPDzeORp5mwpS/MBgMhDRvmG18i8LX8s+y1Zb7qSnJAJy9EEViitHm4xS5njPno/I7BLkLqd9ITqjfSE6o30hO3Cn9pmhggE31bEqG5s2bZ7ndtWtX3n77bTZv3kzjxo2BjHOGZs6cyYgRI2wO0NXFGcgYcfHy9Lh8OyPhcHN1yXHdLdv34uLiRI0q1sla6RJFLbfLlS5Bh1aNWbdl53WToQ6tm1iVxcXFMembDwkqHICPj4/NxylyPba+SUUyU7+RnFC/kZxQv5GcuNv6jU3JUPfu3bNsGzt2LGPHjrXa9tJLL/H888/b9MCeHu74+3pz4tRZAgv5AxB5+hz+vj5Zpr3ZU3fNxm00vr9mtivSZXbthWOv5ezkhHOm6yalpbradFwiIiIiInJ3sGkBhfT0dJv+TCbTzRvLpEm9WoSFRxAbn0BsfAJh4REEN6id47pnzl/k8PHIbNvYvH0PSckpmM1mjkWeZtGKddStUdmueEVERERE5N6Ro+sM5ZZOIcEkJCYx4uvxADSqW53Q1k0BmDonDIC+PUJvWveKiI3bqFC2FEUKZx2eWxGxmSmzF5Keno6vjzctm9xP2+aN8uzYRERERETkzpajZGjjxo2Eh4dz7tw50tPTrcpGjRplczuOjo706d6BPt07ZCm7kgTZUveKnp3aXLfs9ef72RyXiIiIiIjc++xOhkaOHMn7779P5cqVCQoKsjr35mbn4YiIiIiIiNwp7E6Gvv32WyZNmsSTTz6ZB+GIiIiIiIjcHjYtoGC1g4MDwcHBeRGLiIiIiIjIbWN3MvTaa68xZsyYvIhFRERERETktrF7mtwbb7xB586dKV++PNWqVcPZ2dmqfPbs2bkWnIiIiIiISF6xOxkaNGgQ4eHhtG7dmkKFCmnRBBERERERuSvZnQxNnjyZWbNm0blz57yIR0RERERE5Law+5yhgIAAypcvnxexiIiIiIiI3DZ2J0PDhw9n2LBhJCYm5kU8IiIiIiIit4Xd0+S+++47Dh06RFBQEGXLls2ygMKWLVtyLTgREREREZG8Yncy1L179zwIQ0RERERE5PayOxkaNmxYXsQhIiIiIiJyW9mdDF2xefNm9uzZA0D16tWpW7durgUlIiIiIiKS1+xOhs6dO0fv3r1ZsWIFfn5+AMTExNC6dWumTZtGYGBgbscoIiIiIiKS6+xeTW7gwIHEx8eza9cuoqKiiIqKYufOncTFxTFo0KC8iFFERERERCTX2T0yFBYWxtKlS6lataplW7Vq1RgzZgzt27fP1eBERERERETyit0jQ+np6VmW0wZwdnYmPT09V4ISERERERHJa3YnQ23atOGVV17h1KlTlm0nT57ktddeIyQkJFeDExERERERySt2T5P74Ycf6Nq1K2XLlqVUqVIAnDhxgho1avD777/b1ZbJZGLm/KVs2LobgwEa1qlOry5tcXTMmqPdrO7kGfPZuG0XTo6Oln0G9e9NuTIl7X4sERERERG599mdDJUqVYotW7awdOlS9u7dC0DVqlVp27at3Q++YPkaDh2NZNjgAQD88Mt0wsIj6Ny2WY7qtmh8Pw8/0O6WH0tERERERO59ORoWMRgMtGvXjoEDBzJw4MAcJUIAazdtp2ObYHx9vPD18SK0dVMiNm275bp5sb+IiIiIiNxbbE6Gli9fTrVq1YiLi8tSFhsbS/Xq1Vm1apXND3wpMYno2HhKFiti2VaqeBBRMXEkJSfnqO76LTt5fcRoPhw1nqUr15Oebrb7sa5IMxpJSk6x+hMRERERkXuHzdPkvvnmGwYMGICPj0+WMl9fX5577jlGjRpF8+bNbWovJTUNAA93N8s2d7eM28kpqZbbttZtHVyfnp3a4OnhxtHI00yY8hcGg4GQ5g3teqwrFoWv5Z9lqy33U1MykqazF6JITDHadIwiN3LmfFR+hyB3IfUbyQn1G8kJ9RvJiTul3xQNDLCpns3J0LZt2/j888+vW96+fXu++uorW5vD1SVjee6k5BS8PD0u385IONxcXeyuW7pEUUv9cqVL0KFVY9Zt2UlI84Z2PdYVHVo3IaR5Q8v9uLg4Jn3zIUGFA7JNCEXsZeubVCQz9RvJCfUbyQn1G8mJu63f2DxN7uzZs9leX+gKJycnzp8/b/MDe3q44+/rzYlTZy3bIk+fw9/XJ8tIjT11rzAYDLe0v7OTE+5urlZ/IiIiIiJy77A5GSpRogQ7d+68bvn27dspVqyYXQ/epF4twsIjiI1PIDY+gbDwCIIb1M5R3c3b95CUnILZbOZY5GkWrVhH3RqVc/RYIiIiIiJy77N5mlynTp344IMPCA0Nxe2a0ZSkpCSGDRtGly5d7HrwTiHBJCQmMeLr8QA0qlud0NZNAZg6JwyAvj1Cb1oXYEXEZqbMXkh6ejq+Pt60bHI/bZs3sumxRERERESk4LE5GXr//feZPXs2lSpV4uWXX6Zy5YxRl7179zJmzBhMJhPvvfeeXQ/u6OhIn+4d6NO9Q5ayK0mQLXUBXn++X44fS0RERERECh6bk6GgoCAiIiJ44YUXGDJkCGZzxrLVBoOBDh06MGbMGIKCgvIsUBERERERkdxkczIEUKZMGRYsWEB0dDQHDx7EbDZTsWJF/P398yo+ERERERGRPGFXMnSFv78/DRo0yO1YREREREREbhubV5MTERERERG5lygZEhERERGRAknJkIiIiIiIFEhKhkREREREpEBSMiQiIiIiIgWSkiERERERESmQlAyJiIiIiEiBpGRIREREREQKJCVDIiIiIiJSICkZEhERERGRAknJkIiIiIiIFEhKhkREREREpEBSMiQiIiIiIgWSkiERERERESmQnPI7AJPJxMz5S9mwdTcGAzSsU51eXdri6Jg1T7tR3TSjkelzF7P34FESLiXh5+tF+xaNadqgtmX/UT9N4cjxk1ZtD3/jOfx8vG/LsYqIiIiIyJ0j35OhBcvXcOhoJMMGDwDgh1+mExYeQee2zeyqm56ejq+3F68804fCAX4cOXGKHybNwM/Xm2qVylna6N6xFSHNGt6egxMRERERkTtWvk+TW7tpOx3bBOPr44WvjxehrZsSsWmb3XVdXVx4oH0LAgv5YzAYKFe6BJXLl+bQ0cjbeTgiIiIiInKXyNeRoUuJSUTHxlOyWBHLtlLFg4iKiSMpORl3N7cc1QVISzNy9MRpGtSpbrV94fIIFixbQ4CfLyHNGtC4Xs1sY0szGjEaTZb7Sckpt3SsIiIiIiJyZ8nXZCglNQ0AD/ericyVpCY5JdUqwbGnrtls5vdZCyhS2J861StbtncPbUmxoMK4ODuz79Axxk/5CzdXF+rUuFrnikXha/ln2WrL/dSUZADOXogiMcWY84MWuezM+aj8DkHuQuo3khPqN5IT6jeSE3dKvykaGGBTvXxNhlxdnIGMURcvT4/LtzOSDjdXlxzVNZvN/PHXIs5euMgrz/TBwcFgKStXpqTldrVK5WjeqA6btu/JNhnq0LoJIc2vnlsUFxfHpG8+JKhwAD4+Pjk/aJHLbH2TimSmfiM5oX4jOaF+Izlxt/WbfD1nyNPDHX9fb06cOmvZFnn6HP6+PlmmvdlS12w2M23uIo6eOMXAp3tnaeNaBoPhumXOTk64u7la/YmIiIiIyL0j3xdQaFKvFmHhEcTGJxAbn0BYeATBmZbDtqfutLmLOXT0JIP698bTw91q38SkZHbuPUhqahrp6ensPXiUVeu3UjebUSEREREREbn35fvS2p1CgklITGLE1+MBaFS3OqGtmwIwdU4YAH17hN607sXoWFau24KTkyPvfz7W0n7DujXo2yMUkymdf5atZuIfcwEo5O9Lr84h1KtV9fYcqIiIiIiI3FHyPRlydHSkT/cO9OneIUvZlSTIlrqF/H0Z99mQ6z6Ot5cHb7/05C3HKyIiIiIi94Z8nyYnIiIiIiKSH5QMiYiIiIhIgaRkSERERERECiQlQyIiIiIiUiApGRIRERERkQJJyZCIiIiIiBRISoZERERERKRAUjIkIiIiIiIFkpIhEREREREpkJQMiYiIiIhIgaRkSERERERECiQlQyIiIiIiUiApGRIRERERkQJJyZCIiIiIiBRISoZERERERKRAUjIkIiIiIiIFkpIhEREREREpkJQMiYiIiIhIgeSUnw9uMpmYOX8pG7buxmCAhnWq06tLWxwds+ZoN6t7q+UiIiIiIlKw5GsmsGD5Gg4djWTY4AEMfW0AB4+eICw8Ikd1b7VcREREREQKlnwdGVq7aTu9urTF18cLgNDWTZm9YDmd2zazu+6tll8rzWjEaDRZ7icmJQMQFxeXG4d+S1JNKfkdguSC292XElOTb+vjSd643f1Gnzf3hvz436XPnLtffvQbfebc/e6E78pXeHt7YzAYblgn35KhS4lJRMfGU7JYEcu2UsWDiIqJIyk5GXc3N5vrpqebb6k882NdsSh8Lf8sW225nxAXm7FfqVK58wRIgfeH7+j8DkHuRpPfz+8I5C6kzxvJEX3eSA7cSZ83sbGx+Pj43LBOviVDKalpAHi4X01EriQlySmpVgnKzeqazdxSeXbJUIfWTQhp3tByPz09nY/eeh5/f/+bZphya5KSU3j30x8YOeRl3N1c8zscuUuo30hOqN9ITqjfSE6o39x+3t7eN62Tb8mQq4szkNExvDw9Lt/OGFJ3c3Wxq256uvmWyrPj7OSEs5P10+NZtmxODlXs5OySgourGz4+PvqwEJup30hOqN9ITqjfSE6o39yZ8m0BBU8Pd/x9vTlx6qxlW+Tpc/j7+mQZqblZ3VstFxERERGRgidfV5NrUq8WYeERxMYnEBufQFh4BMENaueo7q2Wi4iIiIhIwZKvq8l1CgkmITGJEV+PB6BR3eqEtm4KwNQ5YQD07RF607q5US53DicnRzqHNMPJyTG/Q5G7iPqN5IT6jeSE+o3khPrNnclgNl9ZXkBERERERKTgyNdpciIiIiIiIvlFyZCIiIiIiBRISoZERERERKRAUjIkIneFtZu2882EP3K0729/LmD+klU52nfol+PYf+hYjvaVgufVoV8RExcPwOQZ81mwbA0A+w8dY+iX4/IzNLlsYXgE0+YuytPHeOGdT4mOjbtpvQ1bdzL215l5GouI3Fi+riYnd5YDh48ze2E4Z85dxNHRQImiQTzWqxOFA/xuqd1RP00huGFtGtWtkaP9X3jnU/x9vfn47ZdwcDAAGRfNffvj7/Hz9eLDN1/IUbuTZ8wnsJA/nUKCc7S/5Fxe9TW5e7z32VjiL13CwWDAwcGR8mVK0KdHKAF+Pvkd2i355sM38jsEuex6nzMd76CVZBvWrUHDHP5vlNyxbvMOlq3eyLkLUbi7u3JfqRJ0btuMksWK2NXO2k3bWf/fLl59pk8eRSp5RcmQABnJxbj/zeKxXp2oXa0SacY09uw/Ykk+8puzsxP7Dx+jSoWyAGzZsQ9/Px/M5nS72zKbzWgRxfxzp/c1uX0G9e9NhbKlSDMamT53MTP/XsJzjz1oVxsmUzqOjlcnOaSnp2MwGDAY1J8KMn3OiC0W/7uOpavW82jPTlStWBYDBv7bvZ9d+w7ZlQyZTPZ/F5E7h5IhAeDs+SicnRypW6MyAK4uLtS5fBvgyPGTzPh7CWfOReHq6kxw/do80L4FkDH94/fZC2hSrxbLVm/A1cWFPt07UKNKBRYsW83Boyc4cuIkf8wJI6R5Qx5o14Lp8xazdec+UlJSKVG0CH16hFKiaOB142tYpwYbtu60JEPrt+ykUd3qrNuyw1InLDyC1Rv+I+FSEoGF/Hm4azsq3lcKyBgFcnNz4ez5ixw8Gkn7lo3Z8N8uHAwGFv+7lro1qvDEw11u2Ibkjhv1tbQ0I7MWLGPrjn04OjrQtH5tOoU0y/YLzKmz55k+dzEnTp3D39ebhx5oa+kf5y9G8+uMvzl5+jxVK5a1uqbDpcQkJk2bx7HI04CZqhXvo0/3UDzc3QDYue8QM+Yt5lJiMq2a1svbJ0MAcHZy4v6aVZj591IAIjZuY9G/64iNS8DP14tuHVpZ+sv8Jas4eyEKs9nMzr0HefKRrixfvZGK95Vi94HDRJ4+x+fvDeK/nftu2Ma5i1Gkp5vZufcQRYsE0L9PdwIL+QNZ+8DG/3bRr2cnKpUvk2VEef3WnazZsI3Bzz0KZIxkjxzyEv6+Nx7h0mdN3rrR58z8JauIjo3nsV6duBgVw9CvfuTRHh2Zt3gl6eZ0undoRdPLF2VPTU1jTlg4/+3cT0pqGhXvK8ULT/QC4L9d+5m/ZCVRMfGUKVmUfg92opC/b5ZY0tKMzAkLZ+uOfZjNZhrXq0nX9i1wcHDIMppw4MgJZv69hAtRMRQvGkjfHqEUD7r+/0bJuaTkZP5ZuponHu5C7WoVLdsb1K4GwI49B5i7aCUXomLw8nSnXcvGtGx8P5AxCrRuy06KFinExv920SmkGXMXrSA9PZ1Xh36Ft5cnH731wg3bMJnS+fOfpWzYugtvLw+a1q/Nv2u38Mk7LwIQHRvHtL8Wc+hYJB7ubjzQvoUltskz5uPu5srpcxc4cvwUZUsX55k+3fDy9ADg599nc/DoCYxGE+XKlODRnh1v+plUkCkZEgCCAgMwmkz89ucC6teuStlSxXF3c7WUOzg48EjX9pQuUZQz5y/y7fg/KFuqGDWrZnyAXIyOxcHBgc/fe4X1W3bw++yFfPbuQDqFNGPvwWNZpsndV6o4Xdo2x9XFhb/CVvC/mfMZMvCp68Z3f80qjB4/hdS0NBIuJRIdG0f5sqWskqEihQN488XH8fb0YEXEZiZO/YuP337R8kV4w9ZdDHz6EUqXKEp6upmLUbFZpsndrA25dTfqawuWr+HUmQsMHTyAlNQ0vp84DT9fb5o1rGPVRnJKKt9PnE7Pzm2oV7MKB46cYPyUOQx//Vm8PD2Y+MdcqlQoy2sDHmXXvkOMnzqH0FYZU2PMZjPNG9Xl+cceJCU1lZ9/n8PC5Wt4sHMI8QmJTJjyF0/37kq1SuX4e8lKLkbH3u6nqMBJTU1j07Y9lC1VHABvb08GPv0IAX6+/LdrH5Nn/E35siXx8fIE4L+d+3jusZ483bsbJpOJ5as3sv6/XQx86mEC/H1xdHC8eRu79vPSkw/z1CNdmTJ7IX8vWcnTvbvdtj6gz5q8dbP/aZmlp5uJPH2Oj95+gUNHIxk7eSZ1a1bG3c2NP/9ZxsXoWIYMegpPdzcOHzsJwLHI00ybu4iXnniI4kWLsHTVeiZNm8ubLzyepf3ZC5cTn5DI0MHPYDKlM3byTNZs3EbzRnWt6iVcSmTc5D95rFcnalWtwIqIzYyd/CcjXn8WR0f1i9x2+NhJjCYjtatVyrbc1cWFp/t0pWhgYQ4fj+T7idOpULYkJYpmjBgdPHqcBnWq8UjXdhhNJjzd3bJMk7tRG6s3bOXA4RMMHTwAgDGZzh1LTzcz9tc/aVS3Os/268Hpcxf5dsIflCxWhGJFCgOwefseBj79CEGBhRj3v5ksW72Rbh1aAlCzSgUef6gLBkPGObMz/17Ks/165snzeC/QAgoCgLubG4Of64fRZOTX6X/z1kff8su0eSSnpABQpmQxypYqjoODA8WDAqlfuxoHj0Za9ndxdqFdi8Y4OjrQoG51YuMSSLiUeN3Ha1i3Bp4e7hlXY24bzPGTZ0hNS7tufTc3FyqVK8O23QfYsHUXDepU49qxgvtrVsHX2wsHBwfaNGtAapqRC1ExVuVXjuF6Xzhu1obcuhv1tU3bdtO5bTM8PdwJ8POhbYtGbNq2O0sbO/cepFhQIRrUroaDgwOVy5fhvlLF2b3/MBejYzl55pzlKt+1q1fivlIlLPt6eXpQp3olnJ2d8PL0IKRZA0tf3rnvIKVLFKVWtYqX+2YzHBz0MZlXfpg0g8HDR/Ha8K/ZfeAwHVo1ATL+kRcO8MPBwcD9NasQWCiAEyfPWParWK4UNapUwMHBgLNzxm96wQ1qExRYCGcnJxwcDDdto0r5slQuXwZHRwfq165K5OlzwO3rA/qsyVs3+592rU4hwTg7OVGlQlk83Nw4dyGa9HQz6zbv4OEH2uLj5YmjoyMVy5UGYM3GbbRsUo9SJYri6OhAuxaNOXn6PDGx8Vbtms1m1mzcRq8uIbi7uV3+zGnIlh17s8SQMTUrkLo1KuPo6EibZg1IN6Vz+Pip3H+ChEuJSXh5eFhNs82sUvkyFA8KxMHBQIWypaha8T4OZfreUzjAj2YN6+Dg4ICLs7PdbWzZsZeQ5g3w9fbC19uL1plmIhyLPEVqWiptWzTC0dGRksWKcH/NKvy3c5+lzv01q1CyeBDOzk7UrVGFyNNnLWVN6tfCzdUFVxcXQls1sYpbstLIkFiUKBrIU490BTJ+9Ro/9S8WLo+gR8fWnD53gT/nL+X4ybMYjSaMJqPVSI+3l7tlKtOVLyMpKamWIdtrhYVHsHbzduLiL1nm9icmJuPim/0HCkCjutVZuW4rF6NjefaxnsTFJViVR2zcxtLVG4iOicdggOSUFC4lJlnK/X29b/oc3KwNyR3X62uxcQlWJ9AH+PkQe83rDBAVE8eBwycYPHyUZZvJlE7FcqWJjU/A29PD8iUZIMD/apvJKanMmLeYvQePkpScgtlsxsfbC4C4+Ev4+13tJy7Oznhfpw/LrXv56YepULYUJpOJf9dt4buJfzD8jefYc+AoC5at5vzFGMBMSmrqNe/lrNM9Aq55f2/bfeCGbXhfHiECcHFxJiUl48eY29UH9FmT9673OePsZP3Vx8HBYPW/ysXFiZSUVBIuJZJmNFI4wD9L21ExsazfspMl/66zbEtPTyc6Ng6/TH0x/lIiaWlGPhw13rLNbDZnO50uJi4B/0yffwaD4fJnYHyWunLrPD3cSUhMzHLe4RWHjkbyV9gKTp87j8lkJs2YRpmSRS3ltkw7u1EbsfEJVm1kvh0VE8eFqFir/3Hp6ek0rlfTcv96n2EmUzpzFobz3659ls+U1DTjTWMtyJQMSbbKlCxG3eqVOHX2PADT/lpEuTIlebZfT1xdXJj591KSU1Jtauva85j3Hz7OirWbefWZvgQFBpCcksLg4aMxc+NFDapVKs9vsxYQ4OdL0cBCVsnQxagYps9bwmvP9qV0iWI4OBiyadM6kGvjsq0NyW2Z+5qvjxdRMXGWczeiY+Lw9fHKso+frzdVK97Hi08+lKXsYnQsCZeSSEszWhKi6Jg4Ai9/oVm6aj0xcQm8M/ApfLw82bZrP7MWLAPAx9uTXfsOW9pKTUsj/gYjnJI7HB0dCW5Qm5l/L+Xk6XNMnPoXA/r1oFrFcjg6OvDJt5OueRdmcxJ8pjd0mtFoQxvZu1kfcHFxthrFjo+/ZPuBXqbPmtsv8+dMmRLFbNrHy9MDJydHLkbHUKRwgFWZv68PD7RrTtsWjW7chocHzk5OfPjm89f9cfAKPx8vdu07ZLlvNpuJjo3D1+fmP+SJ/cqVKYGToxPb9xywnFuW2S/T59G+ZWOa1K+Fs5MTP/5vFlZrL137JSKbj6UbteHr7WU1kph5KXY/X2+KBhbig9eesfu4Nvy3k70HjzL4uX4E+PkQeeosn/7wi93tFCSa/yEAnDl3kWWrNliuj3H2/EW27zlI2ZIZc/hTUlPxcHfD1cWFY5Gn2bhtl81te3t5cuFijOV+Smoqjg4OeHm6k2Y0Mm/RSpvacXR0YNDTvXnqkQeylKWkpWEwZPzzMpvTWRgecd3pEFZxZZqWkpM2xH436mv1alVlwbI1XEpMIjo2jiWr1lP/8gmjmdWsUp7I0+fYsmMvJlM6aUYj+w8fJzo2jkL+vhQvWpgFy9dgMpnYvvsAh4+ftOybkpqGi7MzHm5uxMYlsGTVektZjcoVOH7yDDv3HsRoNLFg2RrS07VKUF5LT09n7eYdODs54ePthdFkwtvTA4MB1m/Zwamz5+xqz2Qy5biNm/WBksWKsHPvQZKSk7kYFcOajdvsig30WXM73Ox/mi0cHAw0vr8mM/9eSnxCxgjCgcPHgYxpSCvWbub4yTOYzWaSkpOznfrm4GCgSf2a/PnPMi4lJmE2mzl/MZr9l9vJrHrljM+1/3btx2RKJ3zNJgwGA/eVsj1msZ27mxud2zZj2txF7NhzgLQ0I2lGI5u372HRirWkpKZmTOd3dGTPgSPsOXDkhu15e3kSHROHyWSybLtRG3VrVmHZ6o3ExV8iLv4S/67dbCkrW7I4BgOsiNhEmtGIyWTiWORpTp+7cNPjSklNw9nZEU8PN5KSk1mwfE0Onp2CRSNDAoCbqwuHj59k8cp1JCdnvHnvr1nZMoe/Z8c2TJmzkH+WrqJ82ZLUrVEFo9F0k1YztGpaj//NnM+y1Rto06wBndoEU7FcaT74Yhzubq50adfC5jhLFg/KdnvxoEBaNqnHyO8m4ezkRKvg+jcdwm5SvxYTpsxh8PBR1K1Rmcd6dba7DbHfjfpaujmdP+cv48NR43FwcKBJ/Zo0rV8rSxvubm68/PTD/Dl/KVPnLMRgMFCmZDH69ggF4One3fh1xt+Er9lE1YplrX71CwluwIQ//uKND0dTyN+PRvfXYPWGrQB4e3nQv09Xps9bwqXEZFoH18t2Oovkju8mTsPBYAAMFCnsz7OP9aSQvy+9uoQw5tcZpKebaVi3OuVKl7SrXTdX1xy3cbM+0Oj+Guzef4R3Px1DUGAA9WpXZf+hrF9sbyQnn1dinxt9zoSFR9jcTq8uIcxesJyPv51AWpqJSuVKU7FcacqVLsFDXdry+6wFnL8Yg5urC1UrluX+mlWytPFg5xD+XrySkd9NIjEphUL+vnRo3SRLPS9PD55/7EFmzl/G5BnzKV60MM8/3kuLauSh9i0b4+3pwbzFKxk/9S883N0oV7oEnds2p3CAH3/OX8bvsxZQo0p5alatcMO2KpcvQ+EAX9786Du8vTwY8cZz9O7W4bptNG9YlzPnLjBi1M94eXrQuF5N1m3OWBTK0dGBF5/M+B/3z+UfZEoULcJDD7S96TE1vr8Gu/Ye4u2Pv8PH25OQZg3Ztnv/rT1R9ziDWRdcERERua6hX46zLK0tkpsiNm5j8469DHz6kfwORfLZmo3b2LB1F6892ze/QylwNE1OREREJB+cOntBo88FVEpqKrv3HyY9PZ3zF6NZunK91fWO5PbRNDkRERGR2+zn32dz5vxFXf+lgDKb4a+wFZy7EIWrqwv1alWlxeULssrtpWlyIiIiIiJSIGmanIiIiIiIFEhKhkREREREpEBSMiQiIiIiIgWSkiERERERESmQlAyJiIiIiEiBpGRIREREREQKJCVDIiIiIiJSICkZEhERERGRAknJkIiIiIiIFEj/B+08kqCu+VEUAAAAAElFTkSuQmCC\n"},"metadata":{}}],"source":["# 20–21 efficiency (ratio medians, note ratio of totals differs)\n","for col,title,ylab,file in [('costo_por_km','Costo por kilómetro según destino','Costo por km (COP/km)','20_indicador_costo_km.png'),('galones_por_km','Consumo por kilómetro según destino','Combustible (gal/km)','21_indicador_gal_km.png')]:\n"," g=D.dropna(subset=[col]).groupby('ciudad_destino')[col].agg(['median','size']).sort_values('median',ascending=False);fig,ax=plot_start(title)\n"," bars=ax.bar(g.index,g['median'],color=[PURPLE if i%2==0 else ROSE for i in range(len(g))]);ax.set_ylabel(ylab);ax.tick_params(axis='x',labelsize=8.5)\n"," for b,(_,x) in zip(bars,g.iterrows()):ax.text(b.get_x()+b.get_width()/2,b.get_height()*1.012,fmt(x['median'],0 if col=='costo_por_km' else 3),ha='center',fontsize=8,color=INK)\n"," ax.set_ylim(0,g['median'].max()*1.14);save(fig,file)\n","\n"]},{"cell_type":"markdown","id":"fbd2138b","metadata":{"id":"fbd2138b"},"source":["## 9. Verificación y exportación\n","Las diferencias de tasas son descriptivas; se recomienda controlar ciudad, distancia, clima y otras variables antes de afirmar efectos."]},{"cell_type":"code","execution_count":9,"id":"da3f2b83","metadata":{"execution":{"iopub.execute_input":"2026-10-25T23:37:02.665373Z","iopub.status.busy":"2026-10-25T23:37:02.665200Z","iopub.status.idle":"2026-10-25T23:37:02.779946Z","shell.execute_reply":"2026-10-25T23:37:02.778014Z"},"colab":{"base_uri":"https://localhost:8080/","height":286},"id":"da3f2b83","executionInfo":{"status":"ok","timestamp":1792973752593,"user_tz":300,"elapsed":56,"user":{"displayName":"Karolain Reyes","userId":"07798093042579639386"}},"outputId":"7c922c66-4b9d-4f32-9e05-7c615d416da2"},"outputs":[{"output_type":"display_data","data":{"text/plain":["                           Indicador       Valor\n","0               Registros originales  228.000000\n","1                 Pedidos analizados  220.000000\n","2               Retrasos confirmados   49.000000\n","3                       Devoluciones    3.000000\n","4                        Incidencias   52.000000\n","5        Correlación distancia-costo    0.965205\n","6  Correlación distancia-combustible    0.951214"],"text/html":["\n","  <div id=\"df-9d8644ac-7b24-4274-ba06-6b13d760672a\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Indicador</th>\n","      <th>Valor</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Registros originales</td>\n","      <td>228.000000</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Pedidos analizados</td>\n","      <td>220.000000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Retrasos confirmados</td>\n","      <td>49.000000</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Devoluciones</td>\n","      <td>3.000000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Incidencias</td>\n","      <td>52.000000</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Correlación distancia-costo</td>\n","      <td>0.965205</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>Correlación distancia-combustible</td>\n","      <td>0.951214</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9d8644ac-7b24-4274-ba06-6b13d760672a')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-9d8644ac-7b24-4274-ba06-6b13d760672a button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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