From 348cfda6588bb374a941b67c150babcd68bcf10b Mon Sep 17 00:00:00 2001 From: Yury Vanessa Ochoa Montes <112267599+YURYVOM@users.noreply.github.com> Date: Wed, 11 Mar 2026 17:59:34 -0500 Subject: [PATCH 01/12] Agregar EDA completo en el punto 3 del proyecto 1 --- notebook/proyecto_1.ipynb | 181 +++++++++++++++++++++++++++++++++++++- 1 file changed, 180 insertions(+), 1 deletion(-) diff --git a/notebook/proyecto_1.ipynb b/notebook/proyecto_1.ipynb index 0946185..e35cc36 100644 --- a/notebook/proyecto_1.ipynb +++ b/notebook/proyecto_1.ipynb @@ -175,6 +175,185 @@ "## 3. Análisis Exploratorio de Datos (EDA)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.1 Identificación y tratamiento de datos faltantes e imputación lógica\n", + "\n", + "Primero identificamos el porcentaje de datos faltantes por variable y, con base en el contexto de negocio, aplicamos una imputación lógica:\n", + "\n", + "- **MonthlyIncome**: se imputa con la **mediana**, porque suele tener distribución sesgada y la mediana es robusta a valores extremos.\n", + "- **NumberOfDependents**: se imputa con la **mediana** para conservar el comportamiento típico del hogar sin introducir sesgo fuerte.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Copia de trabajo para el EDA\n", + "df = train.copy()\n", + "\n", + "# Eliminamos columna índice si existe\n", + "if 'Unnamed: 0' in df.columns:\n", + " df = df.drop(columns=['Unnamed: 0'])\n", + "\n", + "missing = df.isnull().sum().to_frame('nulos')\n", + "missing['porcentaje'] = (missing['nulos'] / len(df) * 100).round(2)\n", + "missing = missing[missing['nulos'] > 0].sort_values('porcentaje', ascending=False)\n", + "missing\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Imputación lógica\n", + "df['MonthlyIncome'] = df['MonthlyIncome'].fillna(df['MonthlyIncome'].median())\n", + "df['NumberOfDependents'] = df['NumberOfDependents'].fillna(df['NumberOfDependents'].median())\n", + "\n", + "print('Nulos restantes por variable:')\n", + "print(df.isnull().sum()[df.isnull().sum() > 0])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.2 Análisis de distribuciones y detección de outliers\n", + "\n", + "Analizamos la forma de las distribuciones con histogramas y boxplots. Para detectar valores atípicos extremos usamos el criterio del **IQR (rango intercuartílico)** y realizamos winsorización suave (capado por percentiles) en variables con colas muy largas.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "num_cols = df.select_dtypes(include=[np.number]).columns\n", + "\n", + "# Histograma de variables numéricas\n", + "df[num_cols].hist(figsize=(16, 12), bins=30)\n", + "plt.suptitle('Distribuciones de variables numéricas', y=1.02)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Conteo de outliers por IQR\n", + "outlier_count = {}\n", + "for col in num_cols:\n", + " q1 = df[col].quantile(0.25)\n", + " q3 = df[col].quantile(0.75)\n", + " iqr = q3 - q1\n", + " lower = q1 - 1.5 * iqr\n", + " upper = q3 + 1.5 * iqr\n", + " outlier_count[col] = ((df[col] < lower) | (df[col] > upper)).sum()\n", + "\n", + "outlier_summary = (pd.Series(outlier_count, name='n_outliers')\n", + " .sort_values(ascending=False)\n", + " .to_frame())\n", + "outlier_summary['porcentaje'] = (outlier_summary['n_outliers'] / len(df) * 100).round(2)\n", + "outlier_summary.head(10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Tratamiento de outliers extremos por winsorización en variables altamente sesgadas\n", + "cols_winsor = [\n", + " 'RevolvingUtilizationOfUnsecuredLines',\n", + " 'DebtRatio',\n", + " 'NumberOfTime30-59DaysPastDueNotWorse',\n", + " 'NumberOfTime60-89DaysPastDueNotWorse',\n", + " 'NumberOfTimes90DaysLate'\n", + "]\n", + "\n", + "for col in cols_winsor:\n", + " if col in df.columns:\n", + " p01, p99 = df[col].quantile([0.01, 0.99])\n", + " df[col] = df[col].clip(lower=p01, upper=p99)\n", + "\n", + "plt.figure(figsize=(14, 6))\n", + "sns.boxplot(data=df[cols_winsor])\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.title('Boxplot después de winsorización (1%-99%)')\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.3 Análisis de correlación y selección de características justificadas\n", + "\n", + "Calculamos la correlación de Pearson entre variables numéricas y observamos su relación con la variable objetivo (**SeriousDlqin2yrs**). La selección inicial de características se basa en:\n", + "\n", + "1. **Relevancia estadística** (magnitud de correlación con el objetivo).\n", + "2. **No redundancia** (evitar pares altamente correlacionados entre sí).\n", + "3. **Interpretabilidad de negocio** (variables de mora, utilización de crédito e ingresos son explicativas del riesgo).\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "corr = df.corr(numeric_only=True)\n", + "\n", + "plt.figure(figsize=(11, 8))\n", + "sns.heatmap(corr, cmap='coolwarm', center=0)\n", + "plt.title('Matriz de correlación')\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "corr_target = corr['SeriousDlqin2yrs'].drop('SeriousDlqin2yrs').sort_values(key=lambda x: x.abs(), ascending=False)\n", + "corr_target.head(10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Selección justificada de características\n", + "selected_features = [\n", + " 'RevolvingUtilizationOfUnsecuredLines',\n", + " 'age',\n", + " 'NumberOfTime30-59DaysPastDueNotWorse',\n", + " 'NumberOfTime60-89DaysPastDueNotWorse',\n", + " 'NumberOfTimes90DaysLate',\n", + " 'DebtRatio',\n", + " 'MonthlyIncome',\n", + " 'NumberOfOpenCreditLinesAndLoans',\n", + " 'NumberRealEstateLoansOrLines',\n", + " 'NumberOfDependents'\n", + "]\n", + "\n", + "X = df[selected_features]\n", + "y = df['SeriousDlqin2yrs']\n", + "\n", + "print('Variables seleccionadas para modelado:')\n", + "print(selected_features)\n", + "print('\\nDimensiones de X e y:', X.shape, y.shape)\n" + ] + }, { "cell_type": "markdown", "id": "a7b34b7c", @@ -224,4 +403,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file From d4d9af375b014b2e217ae5ef5ae3cda1b830db91 Mon Sep 17 00:00:00 2001 From: YURYVOM <112267599+YURYVOM@users.noreply.github.com> Date: Wed, 11 Mar 2026 18:32:19 -0500 Subject: [PATCH 02/12] VO --- notebook/proyecto_1.ipynb | 146 +++++++++++++++++++++++++------------- 1 file changed, 96 insertions(+), 50 deletions(-) diff --git a/notebook/proyecto_1.ipynb b/notebook/proyecto_1.ipynb index e35cc36..77004ce 100644 --- a/notebook/proyecto_1.ipynb +++ b/notebook/proyecto_1.ipynb @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 1, "id": "48e9f010", "metadata": {}, "outputs": [], @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 2, "id": "c98c4be2", "metadata": {}, "outputs": [ @@ -177,51 +177,78 @@ }, { "cell_type": "markdown", + "id": "91716e48", "metadata": {}, "source": [ "### 3.1 Identificación y tratamiento de datos faltantes e imputación lógica\n", "\n", - "Primero identificamos el porcentaje de datos faltantes por variable y, con base en el contexto de negocio, aplicamos una imputación lógica:\n", + "Primero identificamos el porcentaje de datos faltantes por variable y, con base en el contexto, aplicamos una imputación lógica:\n", "\n", - "- **MonthlyIncome**: se imputa con la **mediana**, porque suele tener distribución sesgada y la mediana es robusta a valores extremos.\n", - "- **NumberOfDependents**: se imputa con la **mediana** para conservar el comportamiento típico del hogar sin introducir sesgo fuerte.\n" + "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, + "id": "7a4bd274", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Valores faltantes Porcentaje %\n", + "MonthlyIncome 29731 19.82\n", + "NumberOfDependents 3924 2.62\n" + ] + } + ], "source": [ - "# Copia de trabajo para el EDA\n", - "df = train.copy()\n", - "\n", - "# Eliminamos columna índice si existe\n", - "if 'Unnamed: 0' in df.columns:\n", - " df = df.drop(columns=['Unnamed: 0'])\n", - "\n", - "missing = df.isnull().sum().to_frame('nulos')\n", - "missing['porcentaje'] = (missing['nulos'] / len(df) * 100).round(2)\n", - "missing = missing[missing['nulos'] > 0].sort_values('porcentaje', ascending=False)\n", - "missing\n" + "faltantes = train.isnull().sum()\n", + "porcentaje = (faltantes / len(train)) * 100\n", + "tabla_faltantes = pd.DataFrame({\n", + " 'Valores faltantes': faltantes,\n", + " 'Porcentaje %': porcentaje.round(2)\n", + "})\n", + "print(tabla_faltantes[tabla_faltantes['Valores faltantes'] > 0])" + ] + }, + { + "cell_type": "markdown", + "id": "de8261eb", + "metadata": {}, + "source": [ + "Con base en la revisión de valores faltantes, se identificó que las variables MonthlyIncome y NumberOfDependents presentan datos ausentes. Dado que ambas corresponden a variables numéricas, se optó por realizar una imputación utilizando la mediana de cada variable. La mediana se define como el valor central de la distribución cuando los datos se ordenan de menor a mayor. A diferencia de la media, la mediana es menos sensible a la presencia de outliers que en variables financieras es muy común que pase. Por esta razón, la mediana permite imputar los valores faltantes con un valor representativo de la distribución sin distorsionar significativamente su forma. De esta manera, se conserva la estructura general de los datos y se evita introducir sesgos que podrían afectar el entrenamiento del modelo." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, + "id": "122b37f6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Faltantes después de imputación:\n", + "0\n" + ] + } + ], "source": [ "# Imputación lógica\n", - "df['MonthlyIncome'] = df['MonthlyIncome'].fillna(df['MonthlyIncome'].median())\n", - "df['NumberOfDependents'] = df['NumberOfDependents'].fillna(df['NumberOfDependents'].median())\n", + "train['MonthlyIncome'] = train['MonthlyIncome'].fillna(train['MonthlyIncome'].median())\n", + "train['NumberOfDependents'] = train['NumberOfDependents'].fillna(train['NumberOfDependents'].median())\n", "\n", - "print('Nulos restantes por variable:')\n", - "print(df.isnull().sum()[df.isnull().sum() > 0])\n" + "# Verificar que ya no hay faltantes\n", + "print(\"Faltantes después de imputación:\")\n", + "print(train.isnull().sum().sum())\n" ] }, { "cell_type": "markdown", + "id": "4d116435", "metadata": {}, "source": [ "### 3.2 Análisis de distribuciones y detección de outliers\n", @@ -231,45 +258,61 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, + "id": "610a5772", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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b+fvvv900Bw8eDB133HFuOv3uM2fOdMMPHDgQ6tOnT3jeY8aMidgGgg+/3v1rrZOgWL9PIssmL7/8cqhp06ahww47zD30PS+//PKIz//Xv/4VatGihdtONE2nTp1C3377bcQ0v//+e+j6668P1axZ0+0rVapUCV166aUxt+3o7cd/n+Bv8fzzz4dOP/10t878tvDbb7+Frr766lD16tXdPOrWrRu6//77I77Pnj17Qr179w6VLl3afd/77rsvdOWVV6bYzmIdA6JFL3NwX/v0009Dxx9/fKh48eLuee7cuRHv/eqrr0Jnn312qGzZsu47aJq33norYppE1j0A4H8effRRd8wsX768O++qVKlS6Pzzzw8tX748vIrefPPN0JFHHumOzToGq/yKVcYncowGgNwout6juoCo3hg8t9Ux0b/WOXgi5786xqoOq2PsWWedFdq4cWPoueeec+f/qmuobrNv374Un/X444+783Gd7+rYrXqa6kheWnXuYJ1Q32/kyJFumgIFCrhxffv2Dc/r4YcfDr/H19X1OPfcc2Oun+h6dLCOGr1uJNZ688umesVLL73k1ofqIrfddpurq+pZdUrVt5955pmIz0ukfvPXX39FvEcxBL8Mb7/9thv29ddfh4c9+eSTbth7770XHvaf//wn1e3G/87R9f2gqVOnhj9vypQpbtjHH38cHjZnzpwU68hvR6qj9e/fPzxccYlEy3cfW9H6Ux3a6969uxuuuqmoPqb6o7ZFle36PRQnWLlyZcR3DJ4TaBvTdqdhOifw36lNmzauLqnfRL+lXn/wwQcR62P06NGhBg0auDqyfl/V+e+8886Iunj0Q/MN1nl9PVffS/EAP1xxo3h15nhxFH3G2LFjQ8cee6z7/or/XHDBBaFffvklPE3wt9FD+6T2Y7n44otj1o9ffPHFUPPmzd1+r3jLySefHI5PBb9LrH3quuuuc/9rf/WOOeYYt860XoPzatSokZs2GENIbd5pxQ/2798fuvvuu90+pWHavk444QQX0/G0XSpepviRfmv95tofN23aFMqtCKIj24PoOniq8FcAVicJGqadVgdFPeu1dk4V/CrQNL2GjR8/PvxZ9evXd8MGDhzoXgcrcVWrVo04qD744IP/t8FHFTYK4ur1JZdcEp5GgUoNa9WqlXudWhDdH/R14PDT3HPPPSkKHj1UACjAr0dGg+g6cdIBUsMUeNYy6qFCNqNBdJ1E+M/RQ9/J/yayZcuW8HrV76WTFj8fX4ild7n0rAJcw3Sw9b+nHioIopdVy6TC2s9DD51QyqJFi8LDrrrqqoj1t2PHDldwaZyWXbRc+s00TCcQeq3lz2gQPa1l08mnhqngaNy4cXh5PJ2k+vcdffTR7sKQ/td2smzZMjeNLiAFt2mtL52MqOCOt22nFUTX71SxYkVXyGob0Dx04qRxWj/aH/1vpILOC56cKZCiZfDbdGYG0VUQa5/xy6DP8Se7X3zxRXg71QUsTeffp8B5ouseAPB/VBHW8VyVLB0zCxUq5I6ZKvd1PqaLu77xgSqzRx11VPj4HyzjEzlGA0Bu5c9xdX6pc2YFqxSozYwguj5LjT78OayOxzqeqo7gpwnWif0wHYtVhwjWRxRYl0Tq3MFAteoIOtZr3qoraLzqOv7cPxhkDa4PvUcNyOLVCzMjiK7PU6BP5Y+fRsvpA+h+OYJ1qETqNz5ArOVs0qRJRH149erVbrxiCn6e69atc8O0Lvy6VAwhNf531m+s30vrtl27dq7hkPf++++H5+EDysEGfsOGDUuxjoJ1P/1Wumit4fqeuniSSPm+Zs2a8LCPPvooHPzWutawV1991X1XLXMwLqCAaLD8TzSI/thjj7l1rO1Jy+vraFpm1eF8A0n/Waqvar/QuvN1y27durm6vP9t/Xamix2xguie3ufHLVmyJF1B9GADPQXS/frQuc6GDRtS/Db+t9AFrHhB9AceeCA8vdaTPsu/VoxL25q+l7Z9DdO+FdyndF7lp1cwX9u8jh/atnTxQ8P1+ypo7adTw85E5p1W/ODxxx93w7XtaN/SMVHTBGMm55xzTsQ02lf9b6oLYLkR0QRkCX8g8gWnD5KqAJ40aZKbRleR/TQ//fRTioCoCoxgULt9+/bu9TfffBOexheQ/sCseelqlwoQXV31BZW/yh5d2EycODF84qFpFKTzB0N/cEktiK4Dtlq0q1DRVTe/DKIrstHBZp1c+YI7I0H0eAd0yWgQPcgfCHXy4a+664LH0qVLI6ZTa15f8GZkuU477bTwtArSi1oQaJgO+j///HPEsuoihU4CVMj7ILMKIXnjjTfCn68rw9F01d1vB9HrNTpYnpEgemrLpnWo1zrx9SecumI7a9asFCcn/qRI26BapWuYbzWtccEWKp72hYwG0TXOt7rQMqlFuT8p8lfLdRXa/yYrVqwI7dy50wW3gxeeNK0/sc7MIPoTTzwRsU3qof1HdFKg12eccUY4sH777bdHbJNprXsAQCSV9cEWjtOnT484J/Nlv859fADBDwuW8YkcowEgt/LnuKrz+frPDTfckClBdN/4S62I/bB///vfbpha6gbrGcHPOvXUU93xWw/978/p01PnDt6d7AO4OndWcNAPVwAymq/D6TFv3rxU64WHGkTXQxdqdW7vg+MKxmo6NZ7yAW3fGj2R+o334YcfhuehhwLEwXqDfmM/LnjntG9g5ltrx6PfWfPU3d0KwPqgtYb5VueqF6vFvIbruyhQrTqsn6/uBo5eR8G6X/RdA/Pnz0+ofJfzzjsvZj1WQU8FOxWc9e9R/MNTINoHkIPbsgL2J554Yji2ooeWTXRhwscARBdffCM3tYr3rdD1umPHjuHpFOfxrfGD20V0DCW1IHqwNbqvVycSRFeA2l/c8g0CtM35398vd/C30cUHNTjTvqfvHB1EV93a/76KXWm71nfUeks0hqPl8vPTcvntW3ejPPTQQ+5/xbx0p4SfbvHixQnPO7X4wS233JKiEaTWid/ulCHAv9fvSzp/9PONzhqRW9CxKLKUciUp75TyX4nyf51yyinu//nz54enOfroo10ua+VE83wutF69ernnWbNm2fr1613ONVHnH8q1pQ4V1qxZ44Z1797d5Q/TZ6njBt8Jis/LFk252dR5ya5du1zO7E8++cTlrtJn+PenRnm4lWdL+c+Us0w2bNjgnoPzvOiii9yzpjnuuONSfI6WNzVpjc8MkyZNch2jyOOPP249evRw/+u7KfebfiO/bvVa1q1bl6F5LViwwD2rwxZ1NiKXXXaZe9b54Ndffx0x/XnnnWdly5Z1+eJ8/i6/ntNaT4nkpktUrM9Pbdm0rSsX3U8//eQ6qlEHOT5Xmd9Gdu/e7f6/99573ecXKVLEFi5cGLEPaB8S5XpXHnfPd4iaETfeeGM4/16hQoXC+6OWXfnVtCzdunUL/yZaBuWS853aaF8TddKSFR2uXnHFFe45mDPQr1e/rNOnT3frS8uqfITBHItprXsAQKT//ve/1r59e3depLLzjDPOCI9Tee/Pa5SvVXlug+c3QYkcowEgL7jjjjtc54H//Oc/IzqHzKhzzz3XPQdzNfthyn0drw50wQUXuOOtHvrfT6dOKhOtc3vKsXz22WeH6wjZWddKi87tdY6vedauXdsNa9y4sVtf6uxUdZhYdYbU6jfeWWed5YYp3qCOPbXuevbsGY4zxPO/axmR8QV1YOkfU6dODccNVAaqQ0f1D6f6njpn1fsfe+wxN43qxYpH6DdXnnPladfy+vqyft+0HDx4MN3luyi3v+8UVn2L/ec//3GvVffUcqo+1bp163CdtEmTJnbppZe6fPDaB6Ipl7zWvzpj1fam+MKjjz7qxqk+qU5B9ZtoG1OfAjt27IhYnk6dOrmc21ofqm+2adPG7rrrLitZsmSa6yC96ycR+r38b634lLYl5XzXbyqx8vhre9Uya98Ldgjq6bxKsSpR7Em/jeItPg6j303bYWoUf/B9Efic+P5cTR3NRg/Xuj722GMzNO/o+EGXLl3celCOecXEtI09+OCD4T4i/P4n6lNB06o/BT/f3No/Gh2LIksdccQRrsMNVaS6du3qOhy5/vrr7d13303R+Wg03xGGCkodqHVi8uabb7pHMLh+KFQgqGDQiY+C8ypYfGA0kY44fIEmvtPK6II0ESokJbpncwX0RScFWenLL790JwkqVNTD+i233BIep45MRowYEf491fO3rwRntBBKr9TWs070PBXiQeop3V/ACU6X2u+gCyrRv4N/Het3SG3ZtK5UQP3rX/9yFwYWL17seshWQaN1Hjzp1AUhv/15OllJrwMHDoT/37ZtW9zpqlatmnBnN3KoJyzp5derX6ex9i0V1v6kIUg9v2tcauteQXUAwP/oXE0VdVX0VA6ccMIJ7ljqO5ELli2JSu0YDQB5gY6XgwYNcsF0NYiJF3D2x9DUzs3F1wWC579+mP+8jNQ1E6lzx6sjKECqoJjqQ999952bf/C7+fqX72wzKwXrSn4dBYfFW0fpqd/o+6sjSAV9VecdP368DR8+3GrVqhWeRo34dDFZdWFfX/dBfa0PBSA9H4j04z0FlrVMqqcEA/Ua9t5774VfK6j82muvJVSf1feeM2dOOMipiyaJlu8KWh911FGu0ZQ6JlUDw+iYy4wZM+zVV19181CHsW+//ba9/vrrrsPYAQMGRCyLOu6M19Cqc+fOLraj31DBeAVmtd60jH55dHFEdTnNT+O07Wm+qsspQB+9PhMV7HTTbxN+u0m0Hh3sDNdTnCQWXZBRZ6qqk+o7ZQUFzLWN6LupcZ9+e13w0D6vdavhfnl1MSKjDTSjjw2dOnWyb775xt566y33++h3mjlzpr300kspLirGqnsrVpIb0RIdWb+RFSzodrCbb77ZvVahoJbILVu2DB+snn76aXclSg/teDoI+5bJcuWVV7pnBXN19VYHAV35FF3B9AdRtabWlU0VIDqg+0C5rrbF4wu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0UTz88MPxwAMPxOzZs2P58uUxfvz4lvxbAQBAXqWBJscff3yNfWk77QdKj/4zAKXCxKLVrF+/Pr785S/HT3/607juuuuq9q9duzb+7d/+Le699974+7//+2zfPffcE8OGDYv58+fHoYceWufF3bx5c7ZUWrduXbbeunVrtgA7lu6ViooK9ww0kDgDNLXaifKjjjoqnnrqqRrHU8wGSkNT9p/1naFp6D9D8/WdJdGrSeVaTjzxxDj66KNrvAl44YUX4sMPP8z2V9p7771j4MCBMW/evJxJ9KlTp8aUKVO22b969eqsPAxQv//M0hvx1Clv29bDM1Bf5eXlLhbQZKqXbHnxxRezpzbLysqid+/e8T//8z+x//77V7U77rjjXHkoAU3Zf9Z3hqah/wzN13eWRP/IfffdFwsWLMgeR6tt5cqV0aFDh+jWrVuN/X369MmO5TJp0qS4+OKLa4xEHzBgQPTq1Su6dOlS378lRKm/CUgj29J9I4kO9depUyeXC2gy1Uu47LfffjVG7KTt6u2MRofi19T9Z31naBr6z9B8fWdJ9Ih466234oILLohZs2Y1adKhY8eO2VJbSgRKBkL9pSS6+wYaRpwBmkPteuiVUsmGJ5980kWHEtAc/Wd9Z2g6+s/QPH1ntRE+etwsPY46evToaN++fbakyUNvvfXW7Ov0ifkHH3wQa9asqXHxVq1aFX379m3gnwYAAFqnxx57rM79EuhQOvSfAShFkugR8dnPfjZefvnleOmll6qWAw88MJskpfLrnXbaKZ544omqC7do0aJYtmxZjBkzJp9/PwAAaNHkeXp/XF317VxJdqB46D8DUIqUc4mIzp07x/Dhw2tcmF133TV22223qv1nnnlmVt+8R48eWT3z888/P0ug55pUFAAAikX1yUIrJxEdO3ZszJ07N2c7oDjpPwNQioxEr6cf/vCHcdJJJ8Upp5wSRxxxRFbGZfr06c371wGAEjJo0KCshmPt5dxzz62z/bRp07Zpa0JVaD61JwytnUA3oShQSf8ZgGJjJHoOTz/9dI3t1Cm//fbbswUAaHp/+MMfYsuWLVXbCxcujH/4h3+I0047Ledr0tNhqcRapZRIB5pPSpTPnDmzxgSjqYSLEehQ2vSfASh2kugAQEHo1atXje0bbrgh9txzzzjyyCNzviYlzU3yDS0rJczTB15lZWXRu3fvaNvWw60AABQ3SXQAoOB88MEH8fOf/zybj2R7o8vXr18fe+yxR2zdujVGjx4d119/fey7777b/d6bN2/Olkrr1q3L1ul7pAXYsXSvpFHp7hmoP/cLALRekugAQMGZMWNGrFmzJr761a/mbDN06NC4++67Y+TIkbF27dq48cYbs4kO//SnP8UnP/nJnK+bOnVqTJkyZZv9q1evjk2bNjXZ7wDFngxM911KpBuJDvVTXl7uUgFAK9WmwgxALSaNdOvatWvW4Ug1XIH6ddI9Lg6lF3OOPfbY6NChQzz88MP1fs2HH34Yw4YNiwkTJsS1117boJHoAwYMiPfff79VXivIV3xOHzylMkyS6FA/Kd5079691cbmltTa38dAvug/Q/PFHCPRAYCC8uabb8Zvf/vbmD59eoNet9NOO8X+++8fixcv3m67jh07ZkttKREoGQg7dsUVV8R1111XtX355Zdv94Mr4P/iDADQOoniAEBBueeee7LJCk888cQGvS5NdPjyyy9Hv379mu3coNSlOQqqJ9CTtL29uQsAAKC1k0QHAArqEdSURD/jjDOiffuaD8xNnDgxJk2aVLV9zTXXxOOPPx5vvPFGLFiwIE4//fRsFPtZZ52VhzOH4lc7Ub7rrrtu9zgAABQLSXQAoGCkMi7Lli2Lr3/969scS/tXrFhRtZ1qmJ999tlZHfQTTjghq2U3d+7c2GeffVr4rKE0SrhU+slPfpI9+ZFKJ6V12q6rHQAAFAsTi7Ygk6NAw5kYBcSc5iY+w45VH2VeUVGxTXyufRwQb8RmaHn6z9B8/UEj0QEAgHrp3Llznft32WUXVxAAgKIliQ4AANRLeXl5nfs3btzoCgIAULQk0QEAgO26/PLLq76+6667ahyrvl29HQAAFAs10VuQmqvQcGq6gZjT3MRnqJ/qdc+TTp06xaZNm2rsUw8dxJumIDZD4+g/Q8OpiQ4AADSZ2glyCXQAAEqFci4AAEC9E+m1S7akbSPQAQAoZpLoAABAvV177bWxZcuWWLFiRbZO2wAAUMwk0QEAAAAAIAdJdAAAAAAAyEESHQAAAAAAcmif6wAAAEBtbdq02WafiUUBAChmRqIDAACNTqBvbz8AABQDSXQAAGCHdpQol0gHAKBYSaIDAAD1TpAPHjw4tmzZEitWrMjWabuudgAAUCwk0QEAgHp74403trsNAADFRhIdAAAAAABykEQHAAAAAIAcJNEBAIB6+7u/+7vtbgMAQLFpn+8TAAAACltFRUXVpKFLliyJdu3a5WwHAADFxkh0AABgh3aUIJdABwCgWEmiAwAA9ZIrUS6BDgBAMZNEBwAA6i0lzLds2RIrVqzI1hLoAAAUO0l0AAAAAADIQRIdAAAAAABykEQHAAAAAIAc2uc6AAAAUFubNm222acuOgAAxcxIdACgIFx99dVZcq76svfee2/3NQ888EDWplOnTjFixIh49NFHW+x8oRTVlUDf3n4AACgGkugAQMHYd999Y8WKFVXLs88+m7Pt3LlzY8KECXHmmWfGiy++GOPGjcuWhQsXtug5Q6nYUaJcIh0AgGIliQ4AFIz27dtH3759q5aePXvmbHvLLbfEcccdF5dddlkMGzYsrr322hg9enTcdtttLXrOUApqJ8i3bNmSfdCV1ttrBwAAxUBNdACgYLz22mvRv3//rDzLmDFjYurUqTFw4MA6286bNy8uvvjiGvuOPfbYmDFjxnZ/xubNm7Ol0rp167L11q1bswXYvpQ4T/dKqoOe1mm7Xbt2VcfdR1A39wYAtF6S6ABAQTjkkENi2rRpMXTo0GyE65QpU+Lwww/PyrN07tx5m/YrV66MPn361NiXttP+7UmJ+fS9a1u9enVs2rSpCX4TKG5lZWVZMnDt2rVZIr1t27bbHAe2VV5e7rIAQCsliQ4AFITjjz++6uuRI0dmSfU99tgjfvnLX2Z1z5vKpEmTaoxgTyPRBwwYEL169YouXbo02c+BYtW7d+8siZ5Kt6T7pnYSPR0HtpWesgIAWidJdACgIHXr1i0+9alPxeLFi+s8nmqmr1q1qsa+tJ32b0/Hjh2zpbaUCKydDAS2lUq3pBIuKYme7pnqpVwq7yVgW+4NAGi9vMMFAArS+vXr4/XXX49+/frVeTzVTH/iiSdq7Js1a1a2H2haqWxLdSlxnu7N2gn02u0AAKAYSKIDAAXh0ksvjdmzZ8fSpUtj7ty58fnPfz5L0E2YMCE7PnHixKwUS6ULLrggZs6cGTfddFO8+uqrcfXVV8fzzz8f5513Xh5/CyheO0qQS6ADAFCslHMBAArC22+/nSXM33vvvazO8qc//emYP39+9nWybNmyGo/Cjx07Nu699964/PLLY/LkybHXXnvFjBkzYvjw4Xn8LaC4pUR5KuNS134AAChWkugAQEG47777tnv86aef3mbfaaedli1Ay0kJ8zSxaFlZWTaJqDrPAAAUO+VcAAAAAAAgB0l0AAAAAADIQTkXAACg3tREBwCg1BiJ/pGpU6fGQQcdFJ07d85qO44bNy4WLVpU42Jt2rQpzj333Nhtt93iE5/4RJxyyimxatWqfPzdAACgIBLo29sPFB99ZwBKkST6R2bPnp0lyOfPnx+zZs2KDz/8MI455pjYsGFD1cW66KKL4uGHH44HHngga798+fIYP358vv52AADQYnaUKJdIh9Kg7wxAKWpTUVFRke+TKESrV6/ORqSnNwhHHHFErF27Nnr16hX33ntvnHrqqVmbV199NYYNGxbz5s2LQw89dJvvsXnz5myptG7duhgwYEC8//770aVLlxb9faC12rp1a3Y/pvuvbVuf+0F9pZjTvXv3LH6JOTu+Vl27dnWtoAEJ8i1btkRZWVn2frldu3Y1juleQGnFG31nKBz6z9B8fWc10XNIFy7p0aNHtn7hhRey0elHH310VZu99947Bg4cmDOJnh5zmzJlSp1vMlJpGKB+bwLS/Zg65JLoUH/l5eUuF9AsUkxO8bn6tlHoULr0naFw6D9D8/WdJdFz/Kdz4YUXxmGHHRbDhw/P9q1cuTI6dOgQ3bp1q9G2T58+2bG6TJo0KS6++OJtRqKnEbXFNPIAmvt+TB1zI9GhYTp16uSSAQDNSt8ZCov+MzRf31kSvQ6pNvrChQvj2WefjY+jY8eO2VJbGk1rRC3UX0qiu2+gYcQZAKC56TtD4dF/hubpOyswXMt5550XjzzySDz11FPxyU9+smp/375944MPPog1a9bUaL9q1arsGAAAlILapVuUcoHSpO8MQCmRRK9WyzG9CXjooYfiySefjMGDB9e4UAcccEDstNNO8cQTT1TtW7RoUSxbtizGjBnTsn81KBFp0rKnn346uy/TOm0DAC2v9mShaTLRfv36mVQUSpC+MwClSDmXao+h3XvvvfHf//3f0blz56o652n29J133jlbn3nmmVmN8zTZaKppfv7552cJ9LomFQU+nunTp8cll1wSS5curdo3aNCguOmmm2L8+PEuLwC0sB1NIFo70Q4UJ31nAEqRkegf+fGPf5zNKv6Zz3wmG1VTudx///1VF+uHP/xhnHTSSXHKKafEEUcckZVxSYk+oGml++rUU0+NESNGxO9+97tYvHhxtk7bab/7DgDyI1eiXAIdSoe+MwClqE2Fd7wtZt26ddmI9pSsTyPZgW2lki1DhgzJEuYzZszI9pWVlUXv3r2zr8eNG5dN/Pvaa69t8wg5IOaIz9Aytm7dWhWfTWQM9aM/WH+uFTSO+AzNF3OMRAcKypw5c7ISLpMnT96mU562J02aFEuWLMnaAQAAAEBzk0QHCsqKFSuy9fDhw+s8Xrm/sh0AAAAANCcTiwIFJc1FkKSSLaNHj47bbrst+zolz88777zs6+rtAAAAAKA5SaIDBeXwww+PQYMGxemnn56VdUk10it961vfyo4NHjw4awcAtLw2bdpss880SwAAFDPlXICCkiYLHTVqVLz++uvZ19/+9rdj7ty52Tptp/0jR440qSgAFEgCfXv7AQCgGBiJDhSUDz74IH79619nMyOn5bvf/W62JHvssUesWbMmO57adejQId+nCwAlY0eJ8nTciHQAAIqRkehAQbnjjjvib3/7Wxx66KHxzjvv1Dj29ttvx8EHH5wdT+0AgPwk0FO5tTTJd/Wya3W1AwCAYiCJDhSUVK4l+c1vfhM9e/aMn/zkJ/HHP/4xW6ftWbNm1WgHALSs2qPNjT4HAKDYSaIDBWXgwIHZukuXLvHqq69mpVu+9KUvZeu03blz5xrtAAAAAKA5qYkOFKT169dH9+7dq7ZfeeWVbLttW5/9AQAAANByZKOAgrJs2bJsvXXr1mx9yCGHxP3335+tq++vbAcAtKzadc/VQQcAoNgZiQ4UlP79+1d93a5du3juuefii1/8YtV25QRm1dsBAM0r1T2vnixPMTlXOwAAKDZGogMFZd68edk6lW2pa+KyynIule2A4jF16tQ46KCDsrkPevfuHePGjYtFixZt9zXTpk3LEnvVl06dOrXYOUMp2VGCXAIdAIBiJYkOFJSlS5dWlW1JnfHTTz89Zs2ala3TdmU5l8p2QPGYPXt2nHvuuTF//vzsvv/www/jmGOOiQ0bNmz3dWki4hUrVlQtb775ZoudM5SaXIlyCXQAAIqZci5AQRk0aFC8/PLL2WPiKWH+85//PFuSNMK0sqRLagcUl5kzZ24zyjyNSH/hhRfiiCOOyPm69H9D3759W+AMgaTyQ+2ysrLsHjXpNwDkX+onp0Ep6UnOoUOHxpFHHpmz/BrQcJLoQEEZO3ZsPPzww1W1z2t32iv3p3ZAcVu7dm227tGjx3bbrV+/PvbYY48sqTd69Oi4/vrrY999983ZfvPmzdlSad26ddk6vb7yaRdg+yqfGHPPQP25X4DmMn369LjkkktqPLGdBp7ddNNNMX78eBcemoAkOlBQ3nnnnRrbaXTpd77znbjhhhti5cqVOdsBxZdouPDCC+Owww6L4cOH52yXRtncfffdMXLkyCzpfuONN2Yfsv3pT3+KT37ykzlrr0+ZMmWb/atXr45NmzY16e8BxXyPpnuu+nwlwPaVl5e7RECzJNBPPfXUOOmkk+IXv/hF9OnTJ1atWpX1odP+Bx98UCIdmkCbCgUMW0wa6da1a9esw5HqtwJ1J7cmT568w0uTRppOmjTJJYQijTn/8i//Eo899lg8++yzOZPhdUl11IcNGxYTJkyIa6+9tt4j0QcMGBDvv/9+q7xWkK8kevrgqVevXpLoUE8p3nTv3r3VxuaW1Nrfx0BLSU9qDxkyJEaMGBEzZszI9lWWW0vGjRsXCxcujNdee01pF/iYMcdIdKCgpFIu9W0niQ7F6bzzzotHHnkknnnmmQYl0JOddtop9t9//1i8eHHONh07dsyW2tJoWiNqof7SfATuG6g/MQZoanPmzMlKuPznf/5n9n9M9bJRaTv1mdNTmqndZz7zGX8A+Bg8ewkUlLfffrvGdqqF/P3vf3+bmsi12wGtX3o4LiXQH3rooXjyySdj8ODBjRqNkyYn7tevX7OcIwAAFIoVK1Zk61zlDyv3V7YDGk8SHSgoqX5bdX/5y1/isssuy9bbawe0fueee278/Oc/j3vvvTc6d+6czYOQlr/+9a9VbSZOnFjjKZRrrrkmHn/88XjjjTdiwYIFcfrpp8ebb74ZZ511Vp5+CwAAaBmVA0dSyZY0mOTpp5/OBqSkddpO+6u3AxpPORegoKTkV1O2A1qPH//4x9m69qOm99xzT3z1q1/Nvl62bFmNx+FTHfOzzz47S7anOrMHHHBAzJ07N/bZZ58WPnsAAGhZhx9+eAwaNCjOP//8ePfdd7PSLpXS/p49e2ZPd6Z2wMcjiQ4U3IQOtaWEWvokfUftgNatPnOd1/6/4Ic//GG2AA2zcePGePXVVz/W6//4xz/GqFGjYpdddmnU99h7770b/VoAILLJQk877bSsBGp6WvvOO++MQw89NObPnx9XXXVVPP/889mT3akd8PG0qahPj5UmYYZx2LE0I3J9EuRpxuQ0czIg5nxc4jOlKJU/Sk9u5NMLL7wQo0ePzus5QEsSb1wraGqpZMuQIUOyEedlZWXZU5uV9thjj+jVq1e899578dprr0mkw8eMz0aiAwWlviPMjUQHgMZLo8BTErux/vznP8dXvvKV+NnPftbo8knpHACAxpszZ05WwuWwww6LF198scaxt99+O9uf5htK7WqXTAQaRhIdKHjpUfH0yDgA0DRSGZWPMwp869atVYlwo8kBID9WrFiRrX/xi19k5VyuueaaqnIuV155ZZZAr94OaDxJdKDgSaADAABATamMS9K9e/d47rnnYv/998+e2k4lKdLI9LT9/vvvV7UDGq/tx3gtAAAAAJAHL7/8crZOifJBgwZl61Qnvfp29XZA40miAwWvfXsPzQAAAEB1S5YsqbHdo0eP+P73v5+tt9cOaDiZKaDg/e1vf8v3KQAAAEBB6datW9XXqaTLX/7yl7jsssuqtitHoldvBzSOkegAAAAA0MrcfvvtVV9XJszr2q7eDmgcSXQAAAAAaGXKy8u32fflL3+5Xu2AhpFEBwAAAIBWpkOHDtvs+8UvflGvdkDDSKIDAAAAQCuzcePGJm0H5CaJDgAAAABFYLfddsv3KUBRkkQHAAAAgCLw3nvv5fsUoChJogMAAAAAQA7tcx0AAAAK27Jla+Pdd1u+zumrr75btW7bdkWL//yePXeJgQO7tvjPBQCgNEmiAwBAK02gDxt2e2zc+GEefvry7N+vfOWhiHiuxX/6LrvsFK+8cq5EOgAALUISHQAAWqE0Aj0l0C/4/lHxyb/r3qI/+4PNf42yd/4+eu8+ODp03LlFf/bbb7wft1z2VPb7G40OAEBLkEQHAIBWLCXQ/27fni3+c/cePaDFfyYAAOSDiUUBAAAAACAHSXQAAAAAAMhBEh0AAAAAAHKQRAcAAAAAgBwk0QEAAAAAIAdJdAAAAAAAyEESHQAAAAAAcpBEBwAAAACAHCTRG+j222+PQYMGRadOneKQQw6J3//+9w39FgBAE8baBx54IPbee++s/YgRI+LRRx91fQGgAOg/A1AsJNEb4P7774+LL744rrrqqliwYEGMGjUqjj322CgrK2u+vxAAlJCGxtq5c+fGhAkT4swzz4wXX3wxxo0bly0LFy5s8XMHAP6P/jMAxUQSvQF+8IMfxNlnnx1f+9rXYp999ok777wzdtlll7j77rub7y8EACWkobH2lltuieOOOy4uu+yyGDZsWFx77bUxevTouO2221r83AGA/6P/DEAxaZ/vE2gtPvjgg3jhhRdi0qRJVfvatm0bRx99dMybN6/O12zevDlbKq1bty5bb926NVugNVn10mvx/p+XNOq15eVr4+WXF9Sr7f61tv/5ny6Nv/51U+y8c6e48yc31jj2/875dr3PYcSI0dG5c9doqO77DI4+++3V4NdBvrXGONOYWJv2p5Hr1aWR6zNmzMj5c8Rniuk+7xvlEc88F+vf6Nyg1374weZ4v2x55FP33v1jpw4dG/7Ct8uz39t7alqb1hibWyqmi80Um8b2nxvSd26u/nNj+86J/jPFHJ8l0evp3XffjS1btkSfPn1q7E/br776ap2vmTp1akyZMmWb/atXr45NmzbV90dDQXj5vClxzLz/bPTrD6lnu7Nq76gW+L9R+9iPvxfN7fExE6LN9B80+8+BplZeXl4SsXblypV1tk/7cxGfKR4b47z2C+LSW26KUrO5/VHZ76+sIq1Ja4zNLRXTxWaKzcfpP9e375zoP0PLxWdJ9GaUPnWvPjoujUQfMGBA9OrVK7p06dKcPxqa3Ijbroo//3lio17b0E/Tkzu2kyA/51++1eBzaOyn6SP2GRy9e/du8Osg39Ikm9RNfKZYpPjU53e3x5//980GvzaN+lyx4q2PNWJnw4aNseuuu2SjSxujX78B0bFjI0aiR8TET+0Ru4/es1GvhXwRm3MTmyk2je0/N6bv3NT9548zEl3/mWKOz5Lo9dSzZ89o165drFq1qsb+tN23b986X5M6BXV1DFJHo7GdDciXfqOHZktjHRJfbFD7s+74brRp02ab/RUVFY0+ByglrTHONCbWpv0NaZ+IzxSTAQcPi0hLI9R+BLyhSfQ0Cjwl8lvj/zeQD6V0rzQ0povNFJuP039uaN850X+G5o/PpRPFP6YOHTrEAQccEE888USNzkPaHjNmTF7PDYpVSpinx0BXrFiRrSXQobg1Jtam/dXbJ7NmzRKbASCP9J+h5ek/Q/MyEr0BUmmWM844Iw488MA4+OCD4+abb44NGzbE1772teb7CwFACdlRrJ04cWLsvvvuWe3U5IILLogjjzwybrrppjjxxBPjvvvui+effz7uuuuuPP8mAFDa9J8BKCaS6A3wxS9+MZsU9Morr8wmLNtvv/1i5syZ20yWAgA0T6xdtmxZjcftxo4dG/fee29cfvnlMXny5Nhrr71ixowZMXz4cH8CAMgj/WcAikmbCvURWkyaWLRr166xdu1aE4tCPam5CmJOcxOfoeHEZxBvmpPYDI0jPkPzxRw10QEAAAAAIAdJdAAAAAAAyEESHQAAAAAAcpBEBwAAAACAHCTRAQAAAAAgB0l0AAAAAADIoX2uAzS9ioqKbL1u3TqXF+pp69atUV5eHp06dYq2bX3uB/VVGWsqYw/iMzQl8RkaTmyuP31naBzxGZovPkuit6CUCEwGDBjQkj8WgBKPPV27ds33aRQ08RmAlo47YvOOr1Gi7wxAocTnNhW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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "num_cols = df.select_dtypes(include=[np.number]).columns\n", + "fig, axes = plt.subplots(3, 3, figsize=(15, 12))\n", + "axes = axes.flatten()\n", + "\n", + "columnas = [\n", + " 'RevolvingUtilizationOfUnsecuredLines', 'age',\n", + " 'NumberOfTime30-59DaysPastDueNotWorse', 'DebtRatio',\n", + " 'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans',\n", + " 'NumberOfTimes90DaysLate', 'NumberOfDependents',\n", + " 'NumberOfTime60-89DaysPastDueNotWorse'\n", + "]\n", + "\n", + "for i, col in enumerate(columnas):\n", + " axes[i].boxplot(train[col], patch_artist=True,\n", + " boxprops=dict(facecolor='lightblue', color='navy'),\n", + " medianprops=dict(color='red'))\n", + " \n", + " axes[i].set_title(col, fontsize=10, fontweight='bold')\n", + " axes[i].set_ylabel('Valor')\n", + " axes[i].grid(alpha=0.3)\n", + "\n", + "fig.suptitle('Detección de Outliers por Variable',\n", + " fontsize=16, fontweight='bold')\n", "\n", - "# Histograma de variables numéricas\n", - "df[num_cols].hist(figsize=(16, 12), bins=30)\n", - "plt.suptitle('Distribuciones de variables numéricas', y=1.02)\n", "plt.tight_layout()\n", - "plt.show()\n" + "plt.show()" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", + "id": "4cd7a8ed", "metadata": {}, - "outputs": [], "source": [ - "# Conteo de outliers por IQR\n", - "outlier_count = {}\n", - "for col in num_cols:\n", - " q1 = df[col].quantile(0.25)\n", - " q3 = df[col].quantile(0.75)\n", - " iqr = q3 - q1\n", - " lower = q1 - 1.5 * iqr\n", - " upper = q3 + 1.5 * iqr\n", - " outlier_count[col] = ((df[col] < lower) | (df[col] > upper)).sum()\n", - "\n", - "outlier_summary = (pd.Series(outlier_count, name='n_outliers')\n", - " .sort_values(ascending=False)\n", - " .to_frame())\n", - "outlier_summary['porcentaje'] = (outlier_summary['n_outliers'] / len(df) * 100).round(2)\n", - "outlier_summary.head(10)\n" + "A partir de los boxplots se observa que varias variables presentan valores atípicos, especialmente en RevolvingUtilizationOfUnsecuredLines, DebtRatio y MonthlyIncome, donde hay una gran dispersión y algunos valores extremadamente altos. En las variables relacionadas con retrasos en pagos, la mayoría de los valores se concentran cerca de cero, pero aparecen algunos casos con muchos incumplimientos." ] }, { "cell_type": "code", "execution_count": null, + "id": "ce567172", "metadata": {}, "outputs": [], "source": [ @@ -297,6 +340,7 @@ }, { "cell_type": "markdown", + "id": "0ff4e13e", "metadata": {}, "source": [ "### 3.3 Análisis de correlación y selección de características justificadas\n", @@ -311,6 +355,7 @@ { "cell_type": "code", "execution_count": null, + "id": "1be01d4b", "metadata": {}, "outputs": [], "source": [ @@ -329,6 +374,7 @@ { "cell_type": "code", "execution_count": null, + "id": "ad52d012", "metadata": {}, "outputs": [], "source": [ @@ -403,4 +449,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} From 0a9bdc96fb1d2e0f376fa5ba3705de2e1cef02d1 Mon Sep 17 00:00:00 2001 From: YURYVOM <112267599+YURYVOM@users.noreply.github.com> Date: Wed, 11 Mar 2026 18:53:36 -0500 Subject: [PATCH 03/12] VO --- notebook/proyecto_1.ipynb | 282 +++++++++++++++++++++++++++++++++++--- 1 file changed, 261 insertions(+), 21 deletions(-) diff --git a/notebook/proyecto_1.ipynb b/notebook/proyecto_1.ipynb index 77004ce..4a02be8 100644 --- a/notebook/proyecto_1.ipynb +++ b/notebook/proyecto_1.ipynb @@ -166,6 +166,233 @@ "- **NumberOfDependents:** Número de personas dependientes económicamente del prestatario, como hijos o cónyuge." ] }, + { + "cell_type": "code", + "execution_count": 11, + "id": "7b59092d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0SeriousDlqin2yrsRevolvingUtilizationOfUnsecuredLinesageNumberOfTime30-59DaysPastDueNotWorseDebtRatioMonthlyIncomeNumberOfOpenCreditLinesAndLoansNumberOfTimes90DaysLateNumberRealEstateLoansOrLinesNumberOfTime60-89DaysPastDueNotWorseNumberOfDependents
count150000.000000150000.000000150000.000000150000.000000150000.000000150000.0000001.500000e+05150000.000000150000.000000150000.000000150000.000000150000.000000
mean75000.5000000.0668406.04843852.2952070.421033353.0050766.418455e+038.4527600.2659731.0182400.2403870.737413
std43301.4145270.249746249.75537114.7718664.1927812037.8185231.289040e+045.1459514.1693041.1297714.1551791.107021
min1.0000000.0000000.0000000.0000000.0000000.0000000.000000e+000.0000000.0000000.0000000.0000000.000000
25%37500.7500000.0000000.02986741.0000000.0000000.1750743.903000e+035.0000000.0000000.0000000.0000000.000000
50%75000.5000000.0000000.15418152.0000000.0000000.3665085.400000e+038.0000000.0000001.0000000.0000000.000000
75%112500.2500000.0000000.55904663.0000000.0000000.8682547.400000e+0311.0000000.0000002.0000000.0000001.000000
max150000.0000001.00000050708.000000109.00000098.000000329664.0000003.008750e+0658.00000098.00000054.00000098.00000020.000000
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" + ], + "text/plain": [ + " Unnamed: 0 SeriousDlqin2yrs RevolvingUtilizationOfUnsecuredLines \\\n", + "count 150000.000000 150000.000000 150000.000000 \n", + "mean 75000.500000 0.066840 6.048438 \n", + "std 43301.414527 0.249746 249.755371 \n", + "min 1.000000 0.000000 0.000000 \n", + "25% 37500.750000 0.000000 0.029867 \n", + "50% 75000.500000 0.000000 0.154181 \n", + "75% 112500.250000 0.000000 0.559046 \n", + "max 150000.000000 1.000000 50708.000000 \n", + "\n", + " age NumberOfTime30-59DaysPastDueNotWorse DebtRatio \\\n", + "count 150000.000000 150000.000000 150000.000000 \n", + "mean 52.295207 0.421033 353.005076 \n", + "std 14.771866 4.192781 2037.818523 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 41.000000 0.000000 0.175074 \n", + "50% 52.000000 0.000000 0.366508 \n", + "75% 63.000000 0.000000 0.868254 \n", + "max 109.000000 98.000000 329664.000000 \n", + "\n", + " MonthlyIncome NumberOfOpenCreditLinesAndLoans \\\n", + "count 1.500000e+05 150000.000000 \n", + "mean 6.418455e+03 8.452760 \n", + "std 1.289040e+04 5.145951 \n", + "min 0.000000e+00 0.000000 \n", + "25% 3.903000e+03 5.000000 \n", + "50% 5.400000e+03 8.000000 \n", + "75% 7.400000e+03 11.000000 \n", + "max 3.008750e+06 58.000000 \n", + "\n", + " NumberOfTimes90DaysLate NumberRealEstateLoansOrLines \\\n", + "count 150000.000000 150000.000000 \n", + "mean 0.265973 1.018240 \n", + "std 4.169304 1.129771 \n", + "min 0.000000 0.000000 \n", + "25% 0.000000 0.000000 \n", + "50% 0.000000 1.000000 \n", + "75% 0.000000 2.000000 \n", + "max 98.000000 54.000000 \n", + "\n", + " NumberOfTime60-89DaysPastDueNotWorse NumberOfDependents \n", + "count 150000.000000 150000.000000 \n", + "mean 0.240387 0.737413 \n", + "std 4.155179 1.107021 \n", + "min 0.000000 0.000000 \n", + "25% 0.000000 0.000000 \n", + "50% 0.000000 0.000000 \n", + "75% 0.000000 1.000000 \n", + "max 98.000000 20.000000 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train.describe()" + ] + }, { "cell_type": "markdown", "id": "e0f4e7e7", @@ -314,28 +541,41 @@ "execution_count": null, "id": "ce567172", "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[12]\u001b[39m\u001b[32m, line 11\u001b[39m\n\u001b[32m 2\u001b[39m cols_winsor = [\n\u001b[32m 3\u001b[39m \u001b[33m'\u001b[39m\u001b[33mRevolvingUtilizationOfUnsecuredLines\u001b[39m\u001b[33m'\u001b[39m,\n\u001b[32m 4\u001b[39m \u001b[33m'\u001b[39m\u001b[33mDebtRatio\u001b[39m\u001b[33m'\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 7\u001b[39m \u001b[33m'\u001b[39m\u001b[33mNumberOfTimes90DaysLate\u001b[39m\u001b[33m'\u001b[39m\n\u001b[32m 8\u001b[39m ]\n\u001b[32m 10\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m col \u001b[38;5;129;01min\u001b[39;00m cols_winsor:\n\u001b[32m---> \u001b[39m\u001b[32m11\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m col \u001b[38;5;129;01min\u001b[39;00m \u001b[43mdf\u001b[49m.columns:\n\u001b[32m 12\u001b[39m p01, p99 = df[col].quantile([\u001b[32m0.01\u001b[39m, \u001b[32m0.99\u001b[39m])\n\u001b[32m 13\u001b[39m df[col] = df[col].clip(lower=p01, upper=p99)\n", + "\u001b[31mNameError\u001b[39m: name 'df' is not defined" + ] + } + ], "source": [ - "# Tratamiento de outliers extremos por winsorización en variables altamente sesgadas\n", - "cols_winsor = [\n", - " 'RevolvingUtilizationOfUnsecuredLines',\n", - " 'DebtRatio',\n", - " 'NumberOfTime30-59DaysPastDueNotWorse',\n", - " 'NumberOfTime60-89DaysPastDueNotWorse',\n", - " 'NumberOfTimes90DaysLate'\n", - "]\n", - "\n", - "for col in cols_winsor:\n", - " if col in df.columns:\n", - " p01, p99 = df[col].quantile([0.01, 0.99])\n", - " df[col] = df[col].clip(lower=p01, upper=p99)\n", - "\n", - "plt.figure(figsize=(14, 6))\n", - "sns.boxplot(data=df[cols_winsor])\n", - "plt.xticks(rotation=45, ha='right')\n", - "plt.title('Boxplot después de winsorización (1%-99%)')\n", - "plt.tight_layout()\n", - "plt.show()\n" + "# Caps de valores imposibles o extremos\n", + "# RevolvingUtilization y DebtRatio deben estar entre 0 y 1\n", + "train['RevolvingUtilizationOfUnsecuredLines'] = train['RevolvingUtilizationOfUnsecuredLines'].clip(0, 1)\n", + "train['DebtRatio'] = train['DebtRatio'].clip(0, 1)\n", + "\n", + "# Valores 96, 97, 98 en variables de retrasos son códigos de error\n", + "for col in ['NumberOfTime30-59DaysPastDueNotWorse',\n", + " 'NumberOfTimes90DaysLate',\n", + " 'NumberOfTime60-89DaysPastDueNotWorse']:\n", + " train[col] = train[col].replace([96, 97, 98], 0)\n", + "\n", + "# Age mínima razonable = 18\n", + "train['age'] = train['age'].clip(18, 100)\n", + "\n", + "# MonthlyIncome cap en percentil 99\n", + "cap_income = train['MonthlyIncome'].quantile(0.99)\n", + "train['MonthlyIncome'] = train['MonthlyIncome'].clip(0, cap_income)\n", + "\n", + "print(\"Outliers tratados correctamente\")\n", + "print(\"\\nEstadísticas después del tratamiento:\")\n", + "train.describe().round(2)" ] }, { From 37d1b0edc384a7c819a627f5615e03ead048104b Mon Sep 17 00:00:00 2001 From: YURYVOM <112267599+YURYVOM@users.noreply.github.com> Date: Wed, 11 Mar 2026 19:20:25 -0500 Subject: [PATCH 04/12] VO --- notebook/proyecto_1.ipynb | 501 ++++++++++++++++++++++++++++---------- 1 file changed, 377 insertions(+), 124 deletions(-) diff --git a/notebook/proyecto_1.ipynb b/notebook/proyecto_1.ipynb index 4a02be8..27d94c6 100644 --- a/notebook/proyecto_1.ipynb +++ b/notebook/proyecto_1.ipynb @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 19, "id": "c98c4be2", "metadata": {}, "outputs": [ @@ -106,23 +106,22 @@ "text": [ "\n", "RangeIndex: 150000 entries, 0 to 149999\n", - "Data columns (total 12 columns):\n", + "Data columns (total 11 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", - " 0 Unnamed: 0 150000 non-null int64 \n", - " 1 SeriousDlqin2yrs 150000 non-null int64 \n", - " 2 RevolvingUtilizationOfUnsecuredLines 150000 non-null float64\n", - " 3 age 150000 non-null int64 \n", - " 4 NumberOfTime30-59DaysPastDueNotWorse 150000 non-null int64 \n", - " 5 DebtRatio 150000 non-null float64\n", - " 6 MonthlyIncome 120269 non-null float64\n", - " 7 NumberOfOpenCreditLinesAndLoans 150000 non-null int64 \n", - " 8 NumberOfTimes90DaysLate 150000 non-null int64 \n", - " 9 NumberRealEstateLoansOrLines 150000 non-null int64 \n", - " 10 NumberOfTime60-89DaysPastDueNotWorse 150000 non-null int64 \n", - " 11 NumberOfDependents 146076 non-null float64\n", - "dtypes: float64(4), int64(8)\n", - "memory usage: 13.7 MB\n" + " 0 SeriousDlqin2yrs 150000 non-null int64 \n", + " 1 RevolvingUtilizationOfUnsecuredLines 150000 non-null float64\n", + " 2 age 150000 non-null int64 \n", + " 3 NumberOfTime30-59DaysPastDueNotWorse 150000 non-null int64 \n", + " 4 DebtRatio 150000 non-null float64\n", + " 5 MonthlyIncome 120269 non-null float64\n", + " 6 NumberOfOpenCreditLinesAndLoans 150000 non-null int64 \n", + " 7 NumberOfTimes90DaysLate 150000 non-null int64 \n", + " 8 NumberRealEstateLoansOrLines 150000 non-null int64 \n", + " 9 NumberOfTime60-89DaysPastDueNotWorse 150000 non-null int64 \n", + " 10 NumberOfDependents 146076 non-null float64\n", + "dtypes: float64(4), int64(7)\n", + "memory usage: 12.6 MB\n" ] } ], @@ -131,6 +130,8 @@ "\n", "train = pd.read_csv(\"../input/cs-training.csv\")\n", "test = pd.read_csv(\"../input/cs-test.csv\")\n", + "train = train.drop(columns=['Unnamed: 0'])\n", + "test = test.drop(columns=['Unnamed: 0'])\n", "\n", "# ver primeras filas\n", "train.info()" @@ -168,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 20, "id": "7b59092d", "metadata": {}, "outputs": [ @@ -193,7 +194,6 @@ " \n", " \n", " \n", - " Unnamed: 0\n", " SeriousDlqin2yrs\n", " RevolvingUtilizationOfUnsecuredLines\n", " age\n", @@ -215,47 +215,43 @@ " 150000.000000\n", " 150000.000000\n", " 150000.000000\n", - " 150000.000000\n", - " 1.500000e+05\n", - " 150000.000000\n", + " 1.202690e+05\n", " 150000.000000\n", " 150000.000000\n", " 150000.000000\n", " 150000.000000\n", + " 146076.000000\n", " \n", " \n", " mean\n", - " 75000.500000\n", " 0.066840\n", " 6.048438\n", " 52.295207\n", " 0.421033\n", " 353.005076\n", - " 6.418455e+03\n", + " 6.670221e+03\n", " 8.452760\n", " 0.265973\n", " 1.018240\n", " 0.240387\n", - " 0.737413\n", + " 0.757222\n", " \n", " \n", " std\n", - " 43301.414527\n", " 0.249746\n", " 249.755371\n", " 14.771866\n", " 4.192781\n", " 2037.818523\n", - " 1.289040e+04\n", + " 1.438467e+04\n", " 5.145951\n", " 4.169304\n", " 1.129771\n", " 4.155179\n", - " 1.107021\n", + " 1.115086\n", " \n", " \n", " min\n", - " 1.000000\n", " 0.000000\n", " 0.000000\n", " 0.000000\n", @@ -270,13 +266,12 @@ " \n", " \n", " 25%\n", - " 37500.750000\n", " 0.000000\n", " 0.029867\n", " 41.000000\n", " 0.000000\n", " 0.175074\n", - " 3.903000e+03\n", + " 3.400000e+03\n", " 5.000000\n", " 0.000000\n", " 0.000000\n", @@ -285,7 +280,6 @@ " \n", " \n", " 50%\n", - " 75000.500000\n", " 0.000000\n", " 0.154181\n", " 52.000000\n", @@ -300,13 +294,12 @@ " \n", " \n", " 75%\n", - " 112500.250000\n", " 0.000000\n", " 0.559046\n", " 63.000000\n", " 0.000000\n", " 0.868254\n", - " 7.400000e+03\n", + " 8.249000e+03\n", " 11.000000\n", " 0.000000\n", " 2.000000\n", @@ -315,7 +308,6 @@ " \n", " \n", " max\n", - " 150000.000000\n", " 1.000000\n", " 50708.000000\n", " 109.000000\n", @@ -333,58 +325,58 @@ "" ], "text/plain": [ - " Unnamed: 0 SeriousDlqin2yrs RevolvingUtilizationOfUnsecuredLines \\\n", - "count 150000.000000 150000.000000 150000.000000 \n", - "mean 75000.500000 0.066840 6.048438 \n", - "std 43301.414527 0.249746 249.755371 \n", - "min 1.000000 0.000000 0.000000 \n", - "25% 37500.750000 0.000000 0.029867 \n", - "50% 75000.500000 0.000000 0.154181 \n", - "75% 112500.250000 0.000000 0.559046 \n", - "max 150000.000000 1.000000 50708.000000 \n", + " SeriousDlqin2yrs RevolvingUtilizationOfUnsecuredLines age \\\n", + "count 150000.000000 150000.000000 150000.000000 \n", + "mean 0.066840 6.048438 52.295207 \n", + "std 0.249746 249.755371 14.771866 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 0.000000 0.029867 41.000000 \n", + "50% 0.000000 0.154181 52.000000 \n", + "75% 0.000000 0.559046 63.000000 \n", + "max 1.000000 50708.000000 109.000000 \n", "\n", - " age NumberOfTime30-59DaysPastDueNotWorse DebtRatio \\\n", - "count 150000.000000 150000.000000 150000.000000 \n", - "mean 52.295207 0.421033 353.005076 \n", - "std 14.771866 4.192781 2037.818523 \n", - "min 0.000000 0.000000 0.000000 \n", - "25% 41.000000 0.000000 0.175074 \n", - "50% 52.000000 0.000000 0.366508 \n", - "75% 63.000000 0.000000 0.868254 \n", - "max 109.000000 98.000000 329664.000000 \n", + " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n", + "count 150000.000000 150000.000000 1.202690e+05 \n", + "mean 0.421033 353.005076 6.670221e+03 \n", + "std 4.192781 2037.818523 1.438467e+04 \n", + "min 0.000000 0.000000 0.000000e+00 \n", + "25% 0.000000 0.175074 3.400000e+03 \n", + "50% 0.000000 0.366508 5.400000e+03 \n", + "75% 0.000000 0.868254 8.249000e+03 \n", + "max 98.000000 329664.000000 3.008750e+06 \n", "\n", - " MonthlyIncome NumberOfOpenCreditLinesAndLoans \\\n", - "count 1.500000e+05 150000.000000 \n", - "mean 6.418455e+03 8.452760 \n", - "std 1.289040e+04 5.145951 \n", - "min 0.000000e+00 0.000000 \n", - "25% 3.903000e+03 5.000000 \n", - "50% 5.400000e+03 8.000000 \n", - "75% 7.400000e+03 11.000000 \n", - "max 3.008750e+06 58.000000 \n", + " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n", + "count 150000.000000 150000.000000 \n", + "mean 8.452760 0.265973 \n", + "std 5.145951 4.169304 \n", + "min 0.000000 0.000000 \n", + "25% 5.000000 0.000000 \n", + "50% 8.000000 0.000000 \n", + "75% 11.000000 0.000000 \n", + "max 58.000000 98.000000 \n", "\n", - " NumberOfTimes90DaysLate NumberRealEstateLoansOrLines \\\n", - "count 150000.000000 150000.000000 \n", - "mean 0.265973 1.018240 \n", - "std 4.169304 1.129771 \n", - "min 0.000000 0.000000 \n", - "25% 0.000000 0.000000 \n", - "50% 0.000000 1.000000 \n", - "75% 0.000000 2.000000 \n", - "max 98.000000 54.000000 \n", + " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n", + "count 150000.000000 150000.000000 \n", + "mean 1.018240 0.240387 \n", + "std 1.129771 4.155179 \n", + "min 0.000000 0.000000 \n", + "25% 0.000000 0.000000 \n", + "50% 1.000000 0.000000 \n", + "75% 2.000000 0.000000 \n", + "max 54.000000 98.000000 \n", "\n", - " NumberOfTime60-89DaysPastDueNotWorse NumberOfDependents \n", - "count 150000.000000 150000.000000 \n", - "mean 0.240387 0.737413 \n", - "std 4.155179 1.107021 \n", - "min 0.000000 0.000000 \n", - "25% 0.000000 0.000000 \n", - "50% 0.000000 0.000000 \n", - "75% 0.000000 1.000000 \n", - "max 98.000000 20.000000 " + " NumberOfDependents \n", + "count 146076.000000 \n", + "mean 0.757222 \n", + "std 1.115086 \n", + "min 0.000000 \n", + "25% 0.000000 \n", + "50% 0.000000 \n", + "75% 1.000000 \n", + "max 20.000000 " ] }, - "execution_count": 11, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -416,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 21, "id": "7a4bd274", "metadata": {}, "outputs": [ @@ -450,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 22, "id": "122b37f6", "metadata": {}, "outputs": [ @@ -485,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 23, "id": "610a5772", "metadata": {}, "outputs": [ @@ -538,46 +530,254 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "ce567172", "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'df' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[12]\u001b[39m\u001b[32m, line 11\u001b[39m\n\u001b[32m 2\u001b[39m cols_winsor = [\n\u001b[32m 3\u001b[39m \u001b[33m'\u001b[39m\u001b[33mRevolvingUtilizationOfUnsecuredLines\u001b[39m\u001b[33m'\u001b[39m,\n\u001b[32m 4\u001b[39m \u001b[33m'\u001b[39m\u001b[33mDebtRatio\u001b[39m\u001b[33m'\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 7\u001b[39m \u001b[33m'\u001b[39m\u001b[33mNumberOfTimes90DaysLate\u001b[39m\u001b[33m'\u001b[39m\n\u001b[32m 8\u001b[39m ]\n\u001b[32m 10\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m col \u001b[38;5;129;01min\u001b[39;00m cols_winsor:\n\u001b[32m---> \u001b[39m\u001b[32m11\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m col \u001b[38;5;129;01min\u001b[39;00m \u001b[43mdf\u001b[49m.columns:\n\u001b[32m 12\u001b[39m p01, p99 = df[col].quantile([\u001b[32m0.01\u001b[39m, \u001b[32m0.99\u001b[39m])\n\u001b[32m 13\u001b[39m df[col] = df[col].clip(lower=p01, upper=p99)\n", - "\u001b[31mNameError\u001b[39m: name 'df' is not defined" + "name": "stdout", + "output_type": "stream", + "text": [ + "Outliers tratados en variables continuas\n", + "\n", + "Estadísticas después del tratamiento:\n" ] + }, + { + "data": { + "text/html": [ + "
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SeriousDlqin2yrsRevolvingUtilizationOfUnsecuredLinesageNumberOfTime30-59DaysPastDueNotWorseDebtRatioMonthlyIncomeNumberOfOpenCreditLinesAndLoansNumberOfTimes90DaysLateNumberRealEstateLoansOrLinesNumberOfTime60-89DaysPastDueNotWorseNumberOfDependents
count150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00
mean0.070.3252.300.420.476142.458.450.271.020.240.74
std0.250.3514.774.190.363835.685.154.171.134.161.11
min0.000.0018.000.000.000.000.000.000.000.000.00
25%0.000.0341.000.000.183903.005.000.000.000.000.00
50%0.000.1552.000.000.375400.008.000.001.000.000.00
75%0.000.5663.000.000.877400.0011.000.002.000.001.00
max1.001.00100.0098.001.0023000.0058.0098.0054.0098.0020.00
\n", + "
" + ], + "text/plain": [ + " SeriousDlqin2yrs RevolvingUtilizationOfUnsecuredLines age \\\n", + "count 150000.00 150000.00 150000.00 \n", + "mean 0.07 0.32 52.30 \n", + "std 0.25 0.35 14.77 \n", + "min 0.00 0.00 18.00 \n", + "25% 0.00 0.03 41.00 \n", + "50% 0.00 0.15 52.00 \n", + "75% 0.00 0.56 63.00 \n", + "max 1.00 1.00 100.00 \n", + "\n", + " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n", + "count 150000.00 150000.00 150000.00 \n", + "mean 0.42 0.47 6142.45 \n", + "std 4.19 0.36 3835.68 \n", + "min 0.00 0.00 0.00 \n", + "25% 0.00 0.18 3903.00 \n", + "50% 0.00 0.37 5400.00 \n", + "75% 0.00 0.87 7400.00 \n", + "max 98.00 1.00 23000.00 \n", + "\n", + " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n", + "count 150000.00 150000.00 \n", + "mean 8.45 0.27 \n", + "std 5.15 4.17 \n", + "min 0.00 0.00 \n", + "25% 5.00 0.00 \n", + "50% 8.00 0.00 \n", + "75% 11.00 0.00 \n", + "max 58.00 98.00 \n", + "\n", + " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n", + "count 150000.00 150000.00 \n", + "mean 1.02 0.24 \n", + "std 1.13 4.16 \n", + "min 0.00 0.00 \n", + "25% 0.00 0.00 \n", + "50% 1.00 0.00 \n", + "75% 2.00 0.00 \n", + "max 54.00 98.00 \n", + "\n", + " NumberOfDependents \n", + "count 150000.00 \n", + "mean 0.74 \n", + "std 1.11 \n", + "min 0.00 \n", + "25% 0.00 \n", + "50% 0.00 \n", + "75% 1.00 \n", + "max 20.00 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# Caps de valores imposibles o extremos\n", - "# RevolvingUtilization y DebtRatio deben estar entre 0 y 1\n", + "# Tratamiento de valores extremos\n", + "\n", + "# RevolvingUtilization y DebtRatio como proporciones entre 0 y 1\n", "train['RevolvingUtilizationOfUnsecuredLines'] = train['RevolvingUtilizationOfUnsecuredLines'].clip(0, 1)\n", "train['DebtRatio'] = train['DebtRatio'].clip(0, 1)\n", "\n", - "# Valores 96, 97, 98 en variables de retrasos son códigos de error\n", - "for col in ['NumberOfTime30-59DaysPastDueNotWorse',\n", - " 'NumberOfTimes90DaysLate',\n", - " 'NumberOfTime60-89DaysPastDueNotWorse']:\n", - " train[col] = train[col].replace([96, 97, 98], 0)\n", - "\n", - "# Age mínima razonable = 18\n", + "# Age en un rango razonable\n", "train['age'] = train['age'].clip(18, 100)\n", "\n", - "# MonthlyIncome cap en percentil 99\n", + "# MonthlyIncome: recorte en percentil 99 para reducir el efecto de outliers\n", "cap_income = train['MonthlyIncome'].quantile(0.99)\n", "train['MonthlyIncome'] = train['MonthlyIncome'].clip(0, cap_income)\n", "\n", - "print(\"Outliers tratados correctamente\")\n", + "print(\"Outliers tratados en variables continuas\")\n", "print(\"\\nEstadísticas después del tratamiento:\")\n", "train.describe().round(2)" ] }, + { + "cell_type": "markdown", + "id": "04e8d5a0", + "metadata": {}, + "source": [ + "El tratamiento de outliers se aplicó únicamente a variables continuas donde existían valores claramente extremos o inconsistentes. Las variables de retrasos en pagos se mantuvieron sin modificación, ya que no se cuenta con evidencia suficiente para considerar algunos valores como errores de registro." + ] + }, { "cell_type": "markdown", "id": "0ff4e13e", @@ -585,45 +785,98 @@ "source": [ "### 3.3 Análisis de correlación y selección de características justificadas\n", "\n", - "Calculamos la correlación de Pearson entre variables numéricas y observamos su relación con la variable objetivo (**SeriousDlqin2yrs**). La selección inicial de características se basa en:\n", - "\n", - "1. **Relevancia estadística** (magnitud de correlación con el objetivo).\n", - "2. **No redundancia** (evitar pares altamente correlacionados entre sí).\n", - "3. **Interpretabilidad de negocio** (variables de mora, utilización de crédito e ingresos son explicativas del riesgo).\n" + "Calculamos la correlación de Pearson entre variables numéricas y observamos su relación con la variable objetivo (**SeriousDlqin2yrs**). \n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "1be01d4b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Correlación con SeriousDlqin2yrs:\n", + "SeriousDlqin2yrs 1.000000\n", + "RevolvingUtilizationOfUnsecuredLines 0.278096\n", + "NumberOfTime30-59DaysPastDueNotWorse 0.125587\n", + "NumberOfTimes90DaysLate 0.117175\n", + "NumberOfTime60-89DaysPastDueNotWorse 0.102261\n", + "NumberOfDependents 0.046869\n", + "DebtRatio 0.023156\n", + "NumberRealEstateLoansOrLines -0.007038\n", + "NumberOfOpenCreditLinesAndLoans -0.029669\n", + "MonthlyIncome -0.049790\n", + "age -0.115395\n", + "Name: SeriousDlqin2yrs, dtype: float64\n" + ] + } + ], "source": [ - "corr = df.corr(numeric_only=True)\n", - "\n", - "plt.figure(figsize=(11, 8))\n", - "sns.heatmap(corr, cmap='coolwarm', center=0)\n", - "plt.title('Matriz de correlación')\n", + "# Mapa de calor de correlaciones\n", + "plt.figure(figsize=(12, 8))\n", + "correlaciones = train.corr()\n", + "\n", + "sns.heatmap(correlaciones,\n", + " annot=True, # muestra los números\n", + " fmt='.2f', # 2 decimales\n", + " cmap='coolwarm', # azul=negativo, rojo=positivo\n", + " center=0,\n", + " square=True)\n", + "\n", + "plt.title('Mapa de Correlaciones', fontsize=14)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", - "corr_target = corr['SeriousDlqin2yrs'].drop('SeriousDlqin2yrs').sort_values(key=lambda x: x.abs(), ascending=False)\n", - "corr_target.head(10)\n" + "# Correlaciones con la variable objetivo\n", + "print(\"\\nCorrelación con SeriousDlqin2yrs:\")\n", + "print(correlaciones['SeriousDlqin2yrs'].sort_values(ascending=False))" + ] + }, + { + "cell_type": "markdown", + "id": "f64323be", + "metadata": {}, + "source": [ + "Para el análisis se utilizaron únicamente las variables con mayor relación con el incumplimiento (SeriousDlqin2yrs). Dado que las variables de retrasos en pagos presentan correlaciones muy altas entre sí, se decidió no considerar NumberOfTime60-89DaysPastDueNotWorse para evitar redundancia y posibles problemas de multicolinealidad." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "ad52d012", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Variables seleccionadas para modelado:\n", + "['RevolvingUtilizationOfUnsecuredLines', 'age', 'NumberOfTime30-59DaysPastDueNotWorse', 'NumberOfTimes90DaysLate', 'DebtRatio', 'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans', 'NumberRealEstateLoansOrLines', 'NumberOfDependents']\n", + "\n", + "Dimensiones de X e y: (150000, 9) (150000,)\n" + ] + } + ], "source": [ "# Selección justificada de características\n", - "selected_features = [\n", + "variables = [\n", " 'RevolvingUtilizationOfUnsecuredLines',\n", " 'age',\n", " 'NumberOfTime30-59DaysPastDueNotWorse',\n", - " 'NumberOfTime60-89DaysPastDueNotWorse',\n", " 'NumberOfTimes90DaysLate',\n", " 'DebtRatio',\n", " 'MonthlyIncome',\n", @@ -632,11 +885,11 @@ " 'NumberOfDependents'\n", "]\n", "\n", - "X = df[selected_features]\n", - "y = df['SeriousDlqin2yrs']\n", + "X = train[variables]\n", + "y = train['SeriousDlqin2yrs']\n", "\n", "print('Variables seleccionadas para modelado:')\n", - "print(selected_features)\n", + "print(variables)\n", "print('\\nDimensiones de X e y:', X.shape, y.shape)\n" ] }, From 2386bb89353589c869f22e30a8f9e3c327f388ee Mon Sep 17 00:00:00 2001 From: Yury Vanessa Ochoa Montes <112267599+YURYVOM@users.noreply.github.com> Date: Wed, 11 Mar 2026 20:21:38 -0500 Subject: [PATCH 05/12] =?UTF-8?q?Implementa=20secci=C3=B3n=20de=20modelos?= =?UTF-8?q?=20e=20imputaci=C3=B3n=20consistente=20en=20test?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- notebook/proyecto_1.ipynb | 158 ++++++++++++++++++++++++++++++++++++-- 1 file changed, 153 insertions(+), 5 deletions(-) diff --git a/notebook/proyecto_1.ipynb b/notebook/proyecto_1.ipynb index 27d94c6..428aa37 100644 --- a/notebook/proyecto_1.ipynb +++ b/notebook/proyecto_1.ipynb @@ -456,13 +456,18 @@ } ], "source": [ - "# Imputación lógica\n", - "train['MonthlyIncome'] = train['MonthlyIncome'].fillna(train['MonthlyIncome'].median())\n", - "train['NumberOfDependents'] = train['NumberOfDependents'].fillna(train['NumberOfDependents'].median())\n", + "# Imputación lógica con medianas del train\n", + "median_monthly_income = train['MonthlyIncome'].median()\n", + "median_dependents = train['NumberOfDependents'].median()\n", + "\n", + "train['MonthlyIncome'] = train['MonthlyIncome'].fillna(median_monthly_income)\n", + "train['NumberOfDependents'] = train['NumberOfDependents'].fillna(median_dependents)\n", "\n", "# Verificar que ya no hay faltantes\n", "print(\"Faltantes después de imputación:\")\n", - "print(train.isnull().sum().sum())\n" + "print(train.isnull().sum().sum())\n", + "print(f\"Mediana MonthlyIncome (train): {median_monthly_income:.2f}\")\n", + "print(f\"Mediana NumberOfDependents (train): {median_dependents:.2f}\")\n" ] }, { @@ -902,6 +907,149 @@ "## 4. Implementación de Modelos" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.1 Preparación de datos para modelado y validación\n", + "Se divide el conjunto de entrenamiento en entrenamiento interno y validación. Además, se aplica al set de `test` la misma lógica de imputación y tratamiento de variables continuas usando parámetros obtenidos en train." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Split interno para comparar modelos\n", + "X_train, X_val, y_train, y_val = train_test_split(\n", + " X, y, test_size=0.2, random_state=42, stratify=y\n", + ")\n", + "\n", + "# Preparación del conjunto test con parámetros de train\n", + "X_test = test[variables].copy()\n", + "X_test['MonthlyIncome'] = X_test['MonthlyIncome'].fillna(median_monthly_income)\n", + "X_test['NumberOfDependents'] = X_test['NumberOfDependents'].fillna(median_dependents)\n", + "\n", + "# Mismo tratamiento de continuas realizado en train\n", + "X_test['RevolvingUtilizationOfUnsecuredLines'] = X_test['RevolvingUtilizationOfUnsecuredLines'].clip(0, 1)\n", + "X_test['DebtRatio'] = X_test['DebtRatio'].clip(0, 1)\n", + "X_test['age'] = X_test['age'].clip(18, 100)\n", + "X_test['MonthlyIncome'] = X_test['MonthlyIncome'].clip(0, cap_income)\n", + "\n", + "print('Dimensiones split interno:')\n", + "print('X_train:', X_train.shape, '| X_val:', X_val.shape)\n", + "print('Faltantes en X_test tras imputación:', X_test.isnull().sum().sum())\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.2 k-Vecinos más cercanos (k-NN): comparación entre normalización y estandarización" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "resultados_modelos = []\n", + "\n", + "# k-NN con Normalización (Min-Max)\n", + "scaler_minmax = MinMaxScaler()\n", + "X_train_minmax = scaler_minmax.fit_transform(X_train)\n", + "X_val_minmax = scaler_minmax.transform(X_val)\n", + "\n", + "knn_minmax = KNeighborsClassifier(n_neighbors=5)\n", + "knn_minmax.fit(X_train_minmax, y_train)\n", + "pred_knn_minmax = knn_minmax.predict(X_val_minmax)\n", + "proba_knn_minmax = knn_minmax.predict_proba(X_val_minmax)[:, 1]\n", + "auc_knn_minmax = roc_auc_score(y_val, proba_knn_minmax)\n", + "\n", + "resultados_modelos.append({\n", + " 'Modelo': 'k-NN (Normalización MinMax)',\n", + " 'ROC-AUC': auc_knn_minmax\n", + "})\n", + "\n", + "print('k-NN con Normalización (MinMax)')\n", + "print(classification_report(y_val, pred_knn_minmax))\n", + "print('Matriz de confusión:\\n', confusion_matrix(y_val, pred_knn_minmax))\n", + "print(f'ROC-AUC: {auc_knn_minmax:.4f}')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# k-NN con Estandarización (StandardScaler)\n", + "scaler_std = StandardScaler()\n", + "X_train_std = scaler_std.fit_transform(X_train)\n", + "X_val_std = scaler_std.transform(X_val)\n", + "\n", + "knn_std = KNeighborsClassifier(n_neighbors=5)\n", + "knn_std.fit(X_train_std, y_train)\n", + "pred_knn_std = knn_std.predict(X_val_std)\n", + "proba_knn_std = knn_std.predict_proba(X_val_std)[:, 1]\n", + "auc_knn_std = roc_auc_score(y_val, proba_knn_std)\n", + "\n", + "resultados_modelos.append({\n", + " 'Modelo': 'k-NN (Estandarización StandardScaler)',\n", + " 'ROC-AUC': auc_knn_std\n", + "})\n", + "\n", + "print('k-NN con Estandarización (StandardScaler)')\n", + "print(classification_report(y_val, pred_knn_std))\n", + "print('Matriz de confusión:\\n', confusion_matrix(y_val, pred_knn_std))\n", + "print(f'ROC-AUC: {auc_knn_std:.4f}')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.3 Regresión Logística como modelo probabilístico base" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Regresión Logística (base) con estandarización\n", + "log_reg = LogisticRegression(max_iter=1000, random_state=42)\n", + "log_reg.fit(X_train_std, y_train)\n", + "\n", + "pred_log = log_reg.predict(X_val_std)\n", + "proba_log = log_reg.predict_proba(X_val_std)[:, 1]\n", + "auc_log = roc_auc_score(y_val, proba_log)\n", + "\n", + "resultados_modelos.append({\n", + " 'Modelo': 'Regresión Logística (base)',\n", + " 'ROC-AUC': auc_log\n", + "})\n", + "\n", + "print('Regresión Logística (modelo base)')\n", + "print(classification_report(y_val, pred_log))\n", + "print('Matriz de confusión:\\n', confusion_matrix(y_val, pred_log))\n", + "print(f'ROC-AUC: {auc_log:.4f}')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tabla_resultados = pd.DataFrame(resultados_modelos).sort_values('ROC-AUC', ascending=False)\n", + "print('Comparación inicial de modelos (validación):')\n", + "tabla_resultados\n" + ] + }, { "cell_type": "markdown", "id": "8a6ec5ff", @@ -942,4 +1090,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file From 391eb9ae1241313567f198a163d001ccdb069f04 Mon Sep 17 00:00:00 2001 From: YURYVOM <112267599+YURYVOM@users.noreply.github.com> Date: Wed, 11 Mar 2026 20:53:15 -0500 Subject: [PATCH 06/12] VO --- notebook/proyecto_1.ipynb | 228 ++++++++++++++++++++++++++++++-------- 1 file changed, 179 insertions(+), 49 deletions(-) diff --git a/notebook/proyecto_1.ipynb b/notebook/proyecto_1.ipynb index 428aa37..2b15aee 100644 --- a/notebook/proyecto_1.ipynb +++ b/notebook/proyecto_1.ipynb @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 29, "id": "48e9f010", "metadata": {}, "outputs": [], @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 30, "id": "c98c4be2", "metadata": {}, "outputs": [ @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 31, "id": "7b59092d", "metadata": {}, "outputs": [ @@ -376,7 +376,7 @@ "max 20.000000 " ] }, - "execution_count": 20, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -408,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 32, "id": "7a4bd274", "metadata": {}, "outputs": [ @@ -442,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 33, "id": "122b37f6", "metadata": {}, "outputs": [ @@ -451,7 +451,9 @@ "output_type": "stream", "text": [ "Faltantes después de imputación:\n", - "0\n" + "0\n", + "Mediana MonthlyIncome (train): 5400.00\n", + "Mediana NumberOfDependents (train): 0.00\n" ] } ], @@ -482,7 +484,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 34, "id": "610a5772", "metadata": {}, "outputs": [ @@ -535,7 +537,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 35, "id": "ce567172", "metadata": {}, "outputs": [ @@ -751,7 +753,7 @@ "max 20.00 " ] }, - "execution_count": 24, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -795,7 +797,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 36, "id": "1be01d4b", "metadata": {}, "outputs": [ @@ -861,7 +863,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 37, "id": "ad52d012", "metadata": {}, "outputs": [ @@ -909,6 +911,7 @@ }, { "cell_type": "markdown", + "id": "c356c762", "metadata": {}, "source": [ "### 4.1 Preparación de datos para modelado y validación\n", @@ -917,115 +920,229 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, + "id": "5405f3fc", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dimensiones split interno:\n", + "X_train: (120000, 9) | X_val: (30000, 9)\n", + "\n", + "Faltantes:\n", + "X_val: 0\n", + "X_test: 0\n" + ] + } + ], "source": [ + "# Variables predictoras y objetivo\n", + "X = train[variables].copy()\n", + "y = train['SeriousDlqin2yrs'].copy()\n", + "\n", "# Split interno para comparar modelos\n", "X_train, X_val, y_train, y_val = train_test_split(\n", - " X, y, test_size=0.2, random_state=42, stratify=y\n", + " X, y,\n", + " test_size=0.2\n", ")\n", "\n", - "# Preparación del conjunto test con parámetros de train\n", + "# Preparación del conjunto test\n", "X_test = test[variables].copy()\n", + "\n", "X_test['MonthlyIncome'] = X_test['MonthlyIncome'].fillna(median_monthly_income)\n", "X_test['NumberOfDependents'] = X_test['NumberOfDependents'].fillna(median_dependents)\n", "\n", "# Mismo tratamiento de continuas realizado en train\n", - "X_test['RevolvingUtilizationOfUnsecuredLines'] = X_test['RevolvingUtilizationOfUnsecuredLines'].clip(0, 1)\n", - "X_test['DebtRatio'] = X_test['DebtRatio'].clip(0, 1)\n", - "X_test['age'] = X_test['age'].clip(18, 100)\n", - "X_test['MonthlyIncome'] = X_test['MonthlyIncome'].clip(0, cap_income)\n", + "for df in [X_test]:\n", + " df['RevolvingUtilizationOfUnsecuredLines'] = df['RevolvingUtilizationOfUnsecuredLines'].clip(0, 1)\n", + " df['DebtRatio'] = df['DebtRatio'].clip(0, 1)\n", + " df['age'] = df['age'].clip(18, 100)\n", + " df['MonthlyIncome'] = df['MonthlyIncome'].clip(0, cap_income)\n", "\n", "print('Dimensiones split interno:')\n", "print('X_train:', X_train.shape, '| X_val:', X_val.shape)\n", - "print('Faltantes en X_test tras imputación:', X_test.isnull().sum().sum())\n" + "\n", + "print('\\nFaltantes:')\n", + "print('X_val:', X_val.isnull().sum().sum())\n", + "print('X_test:', X_test.isnull().sum().sum())" ] }, { "cell_type": "markdown", + "id": "4b01231b", "metadata": {}, "source": [ - "### 4.2 k-Vecinos más cercanos (k-NN): comparación entre normalización y estandarización" + "### 4.2 k-Vecinos más cercanos" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, + "id": "c057d149", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "===== k-NN con Normalización (MinMax) =====\n", + " precision recall f1-score support\n", + "\n", + " 0 0.93 0.99 0.96 27949\n", + " 1 0.30 0.06 0.10 2051\n", + "\n", + " accuracy 0.93 30000\n", + " macro avg 0.62 0.52 0.53 30000\n", + "weighted avg 0.89 0.93 0.90 30000\n", + "\n", + "Matriz de confusión:\n", + "[[27665 284]\n", + " [ 1930 121]]\n", + "ROC-AUC: 0.6562\n" + ] + } + ], "source": [ "resultados_modelos = []\n", "\n", - "# k-NN con Normalización (Min-Max)\n", + "# -----------------------------\n", + "# k-NN con Escalamiento (Min-Max)\n", + "# -----------------------------\n", "scaler_minmax = MinMaxScaler()\n", + "\n", "X_train_minmax = scaler_minmax.fit_transform(X_train)\n", "X_val_minmax = scaler_minmax.transform(X_val)\n", "\n", "knn_minmax = KNeighborsClassifier(n_neighbors=5)\n", "knn_minmax.fit(X_train_minmax, y_train)\n", + "\n", "pred_knn_minmax = knn_minmax.predict(X_val_minmax)\n", "proba_knn_minmax = knn_minmax.predict_proba(X_val_minmax)[:, 1]\n", + "\n", "auc_knn_minmax = roc_auc_score(y_val, proba_knn_minmax)\n", "\n", + "# Guardar resultados\n", "resultados_modelos.append({\n", - " 'Modelo': 'k-NN (Normalización MinMax)',\n", - " 'ROC-AUC': auc_knn_minmax\n", + " \"Modelo\": \"k-NN (MinMax Scaling)\",\n", + " \"ROC-AUC\": auc_knn_minmax\n", "})\n", "\n", - "print('k-NN con Normalización (MinMax)')\n", + "# Resultados en pantalla\n", + "print(\"\\n===== k-NN con Normalización (MinMax) =====\")\n", "print(classification_report(y_val, pred_knn_minmax))\n", - "print('Matriz de confusión:\\n', confusion_matrix(y_val, pred_knn_minmax))\n", - "print(f'ROC-AUC: {auc_knn_minmax:.4f}')\n" + "\n", + "print(\"Matriz de confusión:\")\n", + "print(confusion_matrix(y_val, pred_knn_minmax))\n", + "\n", + "print(f\"ROC-AUC: {auc_knn_minmax:.4f}\")\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, + "id": "3ce6fc3d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "===== k-NN con Estandarización (StandardScaler) =====\n", + " precision recall f1-score support\n", + "\n", + " 0 0.94 0.99 0.96 27949\n", + " 1 0.50 0.12 0.19 2051\n", + "\n", + " accuracy 0.93 30000\n", + " macro avg 0.72 0.56 0.58 30000\n", + "weighted avg 0.91 0.93 0.91 30000\n", + "\n", + "Matriz de confusión:\n", + "[[27701 248]\n", + " [ 1806 245]]\n", + "ROC-AUC: 0.6891\n" + ] + } + ], "source": [ - "# k-NN con Estandarización (StandardScaler)\n", + "# -----------------------------\n", + "# k-NN con Estandarización (media y desviación estándar)\n", + "# -----------------------------\n", "scaler_std = StandardScaler()\n", + "\n", "X_train_std = scaler_std.fit_transform(X_train)\n", "X_val_std = scaler_std.transform(X_val)\n", "\n", "knn_std = KNeighborsClassifier(n_neighbors=5)\n", "knn_std.fit(X_train_std, y_train)\n", + "\n", "pred_knn_std = knn_std.predict(X_val_std)\n", "proba_knn_std = knn_std.predict_proba(X_val_std)[:, 1]\n", + "\n", "auc_knn_std = roc_auc_score(y_val, proba_knn_std)\n", "\n", + "# Guardar resultados\n", "resultados_modelos.append({\n", - " 'Modelo': 'k-NN (Estandarización StandardScaler)',\n", - " 'ROC-AUC': auc_knn_std\n", + " \"Modelo\": \"k-NN (Standard Scaling)\",\n", + " \"ROC-AUC\": auc_knn_std\n", "})\n", "\n", - "print('k-NN con Estandarización (StandardScaler)')\n", + "# Resultados en pantalla\n", + "print(\"\\n===== k-NN con Estandarización (StandardScaler) =====\")\n", "print(classification_report(y_val, pred_knn_std))\n", - "print('Matriz de confusión:\\n', confusion_matrix(y_val, pred_knn_std))\n", - "print(f'ROC-AUC: {auc_knn_std:.4f}')\n" + "\n", + "print(\"Matriz de confusión:\")\n", + "print(confusion_matrix(y_val, pred_knn_std))\n", + "\n", + "print(f\"ROC-AUC: {auc_knn_std:.4f}\")" ] }, { "cell_type": "markdown", + "id": "03c512cb", "metadata": {}, "source": [ - "### 4.3 Regresión Logística como modelo probabilístico base" + "### 4.3 Regresión Logística " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, + "id": "49a4e758", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Regresión Logística (modelo base)\n", + " precision recall f1-score support\n", + "\n", + " 0 0.93 1.00 0.96 27949\n", + " 1 0.47 0.01 0.02 2051\n", + "\n", + " accuracy 0.93 30000\n", + " macro avg 0.70 0.51 0.49 30000\n", + "weighted avg 0.90 0.93 0.90 30000\n", + "\n", + "Matriz de confusión:\n", + " [[27922 27]\n", + " [ 2027 24]]\n", + "ROC-AUC: 0.7995\n" + ] + } + ], "source": [ "# Regresión Logística (base) con estandarización\n", - "log_reg = LogisticRegression(max_iter=1000, random_state=42)\n", - "log_reg.fit(X_train_std, y_train)\n", + "log_reg = LogisticRegression(max_iter=50000, random_state=123)\n", + "log_reg.fit(X_train, y_train)\n", "\n", - "pred_log = log_reg.predict(X_val_std)\n", - "proba_log = log_reg.predict_proba(X_val_std)[:, 1]\n", + "pred_log = log_reg.predict(X_val)\n", + "proba_log = log_reg.predict_proba(X_val)[:, 1]\n", "auc_log = roc_auc_score(y_val, proba_log)\n", "\n", "resultados_modelos.append({\n", @@ -1041,13 +1158,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 55, + "id": "a3f23596", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Comparación inicial de modelos (validación):\n", + " Modelo ROC-AUC\n", + "2 Regresión Logística (base) 0.799471\n", + "1 k-NN (Standard Scaling) 0.689067\n", + "0 k-NN (MinMax Scaling) 0.656194\n" + ] + } + ], "source": [ "tabla_resultados = pd.DataFrame(resultados_modelos).sort_values('ROC-AUC', ascending=False)\n", "print('Comparación inicial de modelos (validación):')\n", - "tabla_resultados\n" + "print(tabla_resultados)" ] }, { @@ -1090,4 +1220,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} From 33abf4c78803c6a8a7c21d4dd1fb620c8fe954c2 Mon Sep 17 00:00:00 2001 From: Nilson Amaya Date: Wed, 11 Mar 2026 22:34:26 -0500 Subject: [PATCH 07/12] Add new sections for optimization and metrics --- doc/diagrama_proyecto_1.md | 40 + notebook/proyecto_1.ipynb | 2821 +++++++++++++++++++++--------------- 2 files changed, 1658 insertions(+), 1203 deletions(-) create mode 100644 doc/diagrama_proyecto_1.md diff --git a/doc/diagrama_proyecto_1.md b/doc/diagrama_proyecto_1.md new file mode 100644 index 0000000..aeaaddf --- /dev/null +++ b/doc/diagrama_proyecto_1.md @@ -0,0 +1,40 @@ +# Diagrama del pipeline — Proyecto 1 (Riesgo Crediticio) + +Este diagrama resume el flujo completo implementado en el notebook central `notebook/proyecto_1.ipynb`. + +```mermaid +flowchart TD + A[Inicio] --> B[Cargar_datos] + B --> C[EDA] + C --> C1[Valores_faltantes_e_imputacion] + C --> C2[Outliers_y_tratamiento] + C --> C3[Correlacion_y_seleccion_features] + + C1 --> D[Definir_X_y] + C2 --> D + C3 --> D + + D --> E[Split_train_val] + D --> F[CV_GridSearch] + + F --> F1[Grid_kNN_Pipeline] + F --> F2[Grid_LogReg_Pipeline] + F1 --> G[Comparar_modelos_por_ROC_AUC_CV] + F2 --> G + + G --> H[Modelo_final] + H --> I[Evaluacion_en_validacion] + I --> I1[ClassificationReport_y_ConfusionMatrix] + I --> I2[Curva_ROC_y_AUC] + + I --> J[Analisis_de_umbral] + J --> J1[Definir_costos_FN_FP] + J --> J2[Barrido_de_umbrales] + J2 --> J3[Elegir_umbral_optimo] + + H --> K[Entrenar_con_todo_el_train] + K --> L[Predecir_probabilidades_en_test] + L --> M[Crear_submission_Id_Probability] + M --> N[Fin] +``` + diff --git a/notebook/proyecto_1.ipynb b/notebook/proyecto_1.ipynb index 2b15aee..4284519 100644 --- a/notebook/proyecto_1.ipynb +++ b/notebook/proyecto_1.ipynb @@ -1,1223 +1,1638 @@ { - "cells": [ - { - "cell_type": "markdown", - "id": "b1ca7847", - "metadata": {}, - "source": [ - "
\n", - "\n", - "# Proyecto 1 \n", - "## Clasificación de Riesgo Crediticio \n", - "\n", - "**Machine Learning** \n", - "Universidad del Rosario\n", - "\n", - "Vanessa Ochoa, Nilson Amaya, Juan Zamora\n", - "\n", - "
\n" - ] - }, - { - "cell_type": "markdown", - "id": "02e6c89c", - "metadata": {}, - "source": [ - "---" - ] - }, - { - "cell_type": "markdown", - "id": "8fc99973", - "metadata": {}, - "source": [ - "## Tabla de contenido\n", - "\n", - "- [Introducción](#1-introducción)\n", - "- [Importación del dataset](#2-importación-del-dataset)\n", - "- [EDA](#3-análisis-exploratorio-de-datos-eda)\n", - "- [Modelos](#4-modelos)\n", - "- [Resultados](#5-resultados)\n", - "- [Conclusiones](#6-conclusiones)" - ] - }, - { - "cell_type": "markdown", - "id": "03f0d790", - "metadata": {}, - "source": [ - "\n", - "## 1. Introducción\n", - "\n", - "El riesgo crediticio es uno de los principales problemas que enfrentan las instituciones financieras, ya que implica la posibilidad de que una persona no cumpla con sus obligaciones de pago. Poder anticipar este tipo de situaciones es clave para reducir pérdidas y mejorar la toma de decisiones.\n", - "\n", - "En este proyecto se utiliza el dataset **\"Give Me Some Credit\"** con el objetivo de predecir si una persona tendrá dificultades financieras en los próximos dos años. Este problema se aborda como una tarea de **clasificación binaria**, donde el modelo debe identificar si un cliente presenta riesgo de incumplimiento o no.\n", - "\n", - "Para resolver este problema se desarrolla un flujo completo de **Machine Learning**, que incluye análisis exploratorio de datos (EDA), tratamiento de valores faltantes y outliers, implementación de modelos de clasificación como **k-NN** y **Regresión Logística**, así como la optimización de hiperparámetros mediante **Grid Search** y validación cruzada.\n", - "\n", - "Finalmente, se comparan los modelos obtenidos para identificar cuál ofrece el mejor desempeño en la predicción del riesgo crediticio." - ] - }, - { - "cell_type": "markdown", - "id": "e4d49a61", - "metadata": {}, - "source": [ - "\n", - "## 2. Importación del dataset" - ] - }, - { - "cell_type": "markdown", - "id": "98f3ae7d", - "metadata": {}, - "source": [ - "Antes de cargar el dataset, se importan las librerías necesarias para realizar el proyecto." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "48e9f010", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "from sklearn.model_selection import train_test_split, GridSearchCV\n", - "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", - "from sklearn.neighbors import KNeighborsClassifier\n", - "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "c98c4be2", - "metadata": {}, - "outputs": [ + "cells": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 150000 entries, 0 to 149999\n", - "Data columns (total 11 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 SeriousDlqin2yrs 150000 non-null int64 \n", - " 1 RevolvingUtilizationOfUnsecuredLines 150000 non-null float64\n", - " 2 age 150000 non-null int64 \n", - " 3 NumberOfTime30-59DaysPastDueNotWorse 150000 non-null int64 \n", - " 4 DebtRatio 150000 non-null float64\n", - " 5 MonthlyIncome 120269 non-null float64\n", - " 6 NumberOfOpenCreditLinesAndLoans 150000 non-null int64 \n", - " 7 NumberOfTimes90DaysLate 150000 non-null int64 \n", - " 8 NumberRealEstateLoansOrLines 150000 non-null int64 \n", - " 9 NumberOfTime60-89DaysPastDueNotWorse 150000 non-null int64 \n", - " 10 NumberOfDependents 146076 non-null float64\n", - "dtypes: float64(4), int64(7)\n", - "memory usage: 12.6 MB\n" - ] - } - ], - "source": [ - "# Cargamos el dataset\n", - "\n", - "train = pd.read_csv(\"../input/cs-training.csv\")\n", - "test = pd.read_csv(\"../input/cs-test.csv\")\n", - "train = train.drop(columns=['Unnamed: 0'])\n", - "test = test.drop(columns=['Unnamed: 0'])\n", - "\n", - "# ver primeras filas\n", - "train.info()" - ] - }, - { - "cell_type": "markdown", - "id": "099d50cc", - "metadata": {}, - "source": [ - "### 2.1 Descripción de las variables\n", - "\n", - "- **SeriousDlqin2yrs:** Indica si la persona ha tenido una morosidad grave, es decir, un atraso de 90 días o más en el pago de sus obligaciones durante los últimos dos años. Es la variable objetivo del modelo.\n", - "\n", - "- **RevolvingUtilizationOfUnsecuredLines:** Proporción del saldo utilizado en tarjetas de crédito y líneas de crédito personales respecto al límite total disponible.\n", - "\n", - "- **age:** Edad del solicitante del crédito expresada en años.\n", - "\n", - "- **NumberOfTime30-59DaysPastDueNotWorse:** Número de veces que el prestatario ha tenido retrasos en sus pagos entre 30 y 59 días durante los últimos dos años.\n", - "\n", - "- **DebtRatio:** Relación entre las obligaciones financieras mensuales (deudas, manutención, gastos) y el ingreso bruto mensual del prestatario.\n", - "\n", - "- **MonthlyIncome:** Ingreso mensual reportado por el prestatario.\n", - "\n", - "- **NumberOfOpenCreditLinesAndLoans:** Número total de préstamos y líneas de crédito abiertas, como tarjetas de crédito, préstamos de auto o hipotecas.\n", - "\n", - "- **NumberOfTimes90DaysLate:** Número de veces que el prestatario ha tenido retrasos en pagos de 90 días o más.\n", - "\n", - "- **NumberRealEstateLoansOrLines:** Número de préstamos relacionados con bienes raíces, incluyendo hipotecas y líneas de crédito sobre vivienda.\n", - "\n", - "- **NumberOfTime60-89DaysPastDueNotWorse:** Número de veces que el prestatario ha tenido retrasos en pagos entre 60 y 89 días en los últimos dos años.\n", - "\n", - "- **NumberOfDependents:** Número de personas dependientes económicamente del prestatario, como hijos o cónyuge." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "7b59092d", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "# Proyecto 1 \n", + "## Clasificación de Riesgo Crediticio \n", + "\n", + "**Machine Learning** \n", + "Universidad del Rosario\n", + "\n", + "Vanessa Ochoa, Nilson Amaya, Juan Zamora\n", + "\n", + "
\n" + ], + "id": "b1ca7847" + }, { - "data": { - "text/html": [ - "
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SeriousDlqin2yrsRevolvingUtilizationOfUnsecuredLinesageNumberOfTime30-59DaysPastDueNotWorseDebtRatioMonthlyIncomeNumberOfOpenCreditLinesAndLoansNumberOfTimes90DaysLateNumberRealEstateLoansOrLinesNumberOfTime60-89DaysPastDueNotWorseNumberOfDependents
count150000.000000150000.000000150000.000000150000.000000150000.0000001.202690e+05150000.000000150000.000000150000.000000150000.000000146076.000000
mean0.0668406.04843852.2952070.421033353.0050766.670221e+038.4527600.2659731.0182400.2403870.757222
std0.249746249.75537114.7718664.1927812037.8185231.438467e+045.1459514.1693041.1297714.1551791.115086
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75%0.0000000.55904663.0000000.0000000.8682548.249000e+0311.0000000.0000002.0000000.0000001.000000
max1.00000050708.000000109.00000098.000000329664.0000003.008750e+0658.00000098.00000054.00000098.00000020.000000
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" - ], - "text/plain": [ - " SeriousDlqin2yrs RevolvingUtilizationOfUnsecuredLines age \\\n", - "count 150000.000000 150000.000000 150000.000000 \n", - "mean 0.066840 6.048438 52.295207 \n", - "std 0.249746 249.755371 14.771866 \n", - "min 0.000000 0.000000 0.000000 \n", - "25% 0.000000 0.029867 41.000000 \n", - "50% 0.000000 0.154181 52.000000 \n", - "75% 0.000000 0.559046 63.000000 \n", - "max 1.000000 50708.000000 109.000000 \n", - "\n", - " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n", - "count 150000.000000 150000.000000 1.202690e+05 \n", - "mean 0.421033 353.005076 6.670221e+03 \n", - "std 4.192781 2037.818523 1.438467e+04 \n", - "min 0.000000 0.000000 0.000000e+00 \n", - "25% 0.000000 0.175074 3.400000e+03 \n", - "50% 0.000000 0.366508 5.400000e+03 \n", - "75% 0.000000 0.868254 8.249000e+03 \n", - "max 98.000000 329664.000000 3.008750e+06 \n", - "\n", - " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n", - "count 150000.000000 150000.000000 \n", - "mean 8.452760 0.265973 \n", - "std 5.145951 4.169304 \n", - "min 0.000000 0.000000 \n", - "25% 5.000000 0.000000 \n", - "50% 8.000000 0.000000 \n", - "75% 11.000000 0.000000 \n", - "max 58.000000 98.000000 \n", - "\n", - " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n", - "count 150000.000000 150000.000000 \n", - "mean 1.018240 0.240387 \n", - "std 1.129771 4.155179 \n", - "min 0.000000 0.000000 \n", - "25% 0.000000 0.000000 \n", - "50% 1.000000 0.000000 \n", - "75% 2.000000 0.000000 \n", - "max 54.000000 98.000000 \n", - "\n", - " NumberOfDependents \n", - "count 146076.000000 \n", - "mean 0.757222 \n", - "std 1.115086 \n", - "min 0.000000 \n", - "25% 0.000000 \n", - "50% 0.000000 \n", - "75% 1.000000 \n", - "max 20.000000 " - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "train.describe()" - ] - }, - { - "cell_type": "markdown", - "id": "e0f4e7e7", - "metadata": {}, - "source": [ - "\n", - "## 3. Análisis Exploratorio de Datos (EDA)" - ] - }, - { - "cell_type": "markdown", - "id": "91716e48", - "metadata": {}, - "source": [ - "### 3.1 Identificación y tratamiento de datos faltantes e imputación lógica\n", - "\n", - "Primero identificamos el porcentaje de datos faltantes por variable y, con base en el contexto, aplicamos una imputación lógica:\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "7a4bd274", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ], + "id": "02e6c89c" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - " Valores faltantes Porcentaje %\n", - "MonthlyIncome 29731 19.82\n", - "NumberOfDependents 3924 2.62\n" - ] - } - ], - "source": [ - "faltantes = train.isnull().sum()\n", - "porcentaje = (faltantes / len(train)) * 100\n", - "tabla_faltantes = pd.DataFrame({\n", - " 'Valores faltantes': faltantes,\n", - " 'Porcentaje %': porcentaje.round(2)\n", - "})\n", - "print(tabla_faltantes[tabla_faltantes['Valores faltantes'] > 0])" - ] - }, - { - "cell_type": "markdown", - "id": "de8261eb", - "metadata": {}, - "source": [ - "Con base en la revisión de valores faltantes, se identificó que las variables MonthlyIncome y NumberOfDependents presentan datos ausentes. Dado que ambas corresponden a variables numéricas, se optó por realizar una imputación utilizando la mediana de cada variable. La mediana se define como el valor central de la distribución cuando los datos se ordenan de menor a mayor. A diferencia de la media, la mediana es menos sensible a la presencia de outliers que en variables financieras es muy común que pase. Por esta razón, la mediana permite imputar los valores faltantes con un valor representativo de la distribución sin distorsionar significativamente su forma. De esta manera, se conserva la estructura general de los datos y se evita introducir sesgos que podrían afectar el entrenamiento del modelo." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "122b37f6", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Tabla de contenido\n", + "\n", + "- [Introducción](#1-introducción)\n", + "- [Importación del dataset](#2-importación-del-dataset)\n", + "- [EDA](#3-análisis-exploratorio-de-datos-eda)\n", + "- [Modelos](#4-modelos)\n", + "- [Optimización de hiperparámetros y validación](#5-resultados)\n", + "- [Métricas de evaluación, ROC y decisión de umbral](#6-conclusiones)\n", + "- [Predicción en el conjunto de test](#7-test)\n", + "- [Diagrama del pipeline](#8-diagrama)" + ], + "id": "8fc99973" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Faltantes después de imputación:\n", - "0\n", - "Mediana MonthlyIncome (train): 5400.00\n", - "Mediana NumberOfDependents (train): 0.00\n" - ] - } - ], - "source": [ - "# Imputación lógica con medianas del train\n", - "median_monthly_income = train['MonthlyIncome'].median()\n", - "median_dependents = train['NumberOfDependents'].median()\n", - "\n", - "train['MonthlyIncome'] = train['MonthlyIncome'].fillna(median_monthly_income)\n", - "train['NumberOfDependents'] = train['NumberOfDependents'].fillna(median_dependents)\n", - "\n", - "# Verificar que ya no hay faltantes\n", - "print(\"Faltantes después de imputación:\")\n", - "print(train.isnull().sum().sum())\n", - "print(f\"Mediana MonthlyIncome (train): {median_monthly_income:.2f}\")\n", - "print(f\"Mediana NumberOfDependents (train): {median_dependents:.2f}\")\n" - ] - }, - { - "cell_type": "markdown", - "id": "4d116435", - "metadata": {}, - "source": [ - "### 3.2 Análisis de distribuciones y detección de outliers\n", - "\n", - "Analizamos la forma de las distribuciones con histogramas y boxplots. Para detectar valores atípicos extremos usamos el criterio del **IQR (rango intercuartílico)** y realizamos winsorización suave (capado por percentiles) en variables con colas muy largas.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "610a5772", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 1. Introducción\n", + "\n", + "El riesgo crediticio es uno de los principales problemas que enfrentan las instituciones financieras, ya que implica la posibilidad de que una persona no cumpla con sus obligaciones de pago. Poder anticipar este tipo de situaciones es clave para reducir pérdidas y mejorar la toma de decisiones.\n", + "\n", + "En este proyecto se utiliza el dataset **\"Give Me Some Credit\"** con el objetivo de predecir si una persona tendrá dificultades financieras en los próximos dos años. Este problema se aborda como una tarea de **clasificación binaria**, donde el modelo debe identificar si un cliente presenta riesgo de incumplimiento o no.\n", + "\n", + "Para resolver este problema se desarrolla un flujo completo de **Machine Learning**, que incluye análisis exploratorio de datos (EDA), tratamiento de valores faltantes y outliers, implementación de modelos de clasificación como **k-NN** y **Regresión Logística**, así como la optimización de hiperparámetros mediante **Grid Search** y validación cruzada.\n", + "\n", + "Finalmente, se comparan los modelos obtenidos para identificar cuál ofrece el mejor desempeño en la predicción del riesgo crediticio." + ], + "id": "03f0d790" + }, { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(3, 3, figsize=(15, 12))\n", - "axes = axes.flatten()\n", - "\n", - "columnas = [\n", - " 'RevolvingUtilizationOfUnsecuredLines', 'age',\n", - " 'NumberOfTime30-59DaysPastDueNotWorse', 'DebtRatio',\n", - " 'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans',\n", - " 'NumberOfTimes90DaysLate', 'NumberOfDependents',\n", - " 'NumberOfTime60-89DaysPastDueNotWorse'\n", - "]\n", - "\n", - "for i, col in enumerate(columnas):\n", - " axes[i].boxplot(train[col], patch_artist=True,\n", - " boxprops=dict(facecolor='lightblue', color='navy'),\n", - " medianprops=dict(color='red'))\n", - " \n", - " axes[i].set_title(col, fontsize=10, fontweight='bold')\n", - " axes[i].set_ylabel('Valor')\n", - " axes[i].grid(alpha=0.3)\n", - "\n", - "fig.suptitle('Detección de Outliers por Variable',\n", - " fontsize=16, fontweight='bold')\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "4cd7a8ed", - "metadata": {}, - "source": [ - "A partir de los boxplots se observa que varias variables presentan valores atípicos, especialmente en RevolvingUtilizationOfUnsecuredLines, DebtRatio y MonthlyIncome, donde hay una gran dispersión y algunos valores extremadamente altos. En las variables relacionadas con retrasos en pagos, la mayoría de los valores se concentran cerca de cero, pero aparecen algunos casos con muchos incumplimientos." - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "ce567172", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 2. Importación del dataset" + ], + "id": "e4d49a61" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Outliers tratados en variables continuas\n", - "\n", - "Estadísticas después del tratamiento:\n" - ] + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Antes de cargar el dataset, se importan las librerías necesarias para realizar el proyecto." + ], + "id": "98f3ae7d" }, { - "data": { - "text/html": [ - "
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SeriousDlqin2yrsRevolvingUtilizationOfUnsecuredLinesageNumberOfTime30-59DaysPastDueNotWorseDebtRatioMonthlyIncomeNumberOfOpenCreditLinesAndLoansNumberOfTimes90DaysLateNumberRealEstateLoansOrLinesNumberOfTime60-89DaysPastDueNotWorseNumberOfDependents
count150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00
mean0.070.3252.300.420.476142.458.450.271.020.240.74
std0.250.3514.774.190.363835.685.154.171.134.161.11
min0.000.0018.000.000.000.000.000.000.000.000.00
25%0.000.0341.000.000.183903.005.000.000.000.000.00
50%0.000.1552.000.000.375400.008.000.001.000.000.00
75%0.000.5663.000.000.877400.0011.000.002.000.001.00
max1.001.00100.0098.001.0023000.0058.0098.0054.0098.0020.00
\n", - "
" - ], - "text/plain": [ - " SeriousDlqin2yrs RevolvingUtilizationOfUnsecuredLines age \\\n", - "count 150000.00 150000.00 150000.00 \n", - "mean 0.07 0.32 52.30 \n", - "std 0.25 0.35 14.77 \n", - "min 0.00 0.00 18.00 \n", - "25% 0.00 0.03 41.00 \n", - "50% 0.00 0.15 52.00 \n", - "75% 0.00 0.56 63.00 \n", - "max 1.00 1.00 100.00 \n", - "\n", - " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n", - "count 150000.00 150000.00 150000.00 \n", - "mean 0.42 0.47 6142.45 \n", - "std 4.19 0.36 3835.68 \n", - "min 0.00 0.00 0.00 \n", - "25% 0.00 0.18 3903.00 \n", - "50% 0.00 0.37 5400.00 \n", - "75% 0.00 0.87 7400.00 \n", - "max 98.00 1.00 23000.00 \n", - "\n", - " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n", - "count 150000.00 150000.00 \n", - "mean 8.45 0.27 \n", - "std 5.15 4.17 \n", - "min 0.00 0.00 \n", - "25% 5.00 0.00 \n", - "50% 8.00 0.00 \n", - "75% 11.00 0.00 \n", - "max 58.00 98.00 \n", - "\n", - " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n", - "count 150000.00 150000.00 \n", - "mean 1.02 0.24 \n", - "std 1.13 4.16 \n", - "min 0.00 0.00 \n", - "25% 0.00 0.00 \n", - "50% 1.00 0.00 \n", - "75% 2.00 0.00 \n", - "max 54.00 98.00 \n", - "\n", - " NumberOfDependents \n", - "count 150000.00 \n", - "mean 0.74 \n", - "std 1.11 \n", - "min 0.00 \n", - "25% 0.00 \n", - "50% 0.00 \n", - "75% 1.00 \n", - "max 20.00 " - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Tratamiento de valores extremos\n", - "\n", - "# RevolvingUtilization y DebtRatio como proporciones entre 0 y 1\n", - "train['RevolvingUtilizationOfUnsecuredLines'] = train['RevolvingUtilizationOfUnsecuredLines'].clip(0, 1)\n", - "train['DebtRatio'] = train['DebtRatio'].clip(0, 1)\n", - "\n", - "# Age en un rango razonable\n", - "train['age'] = train['age'].clip(18, 100)\n", - "\n", - "# MonthlyIncome: recorte en percentil 99 para reducir el efecto de outliers\n", - "cap_income = train['MonthlyIncome'].quantile(0.99)\n", - "train['MonthlyIncome'] = train['MonthlyIncome'].clip(0, cap_income)\n", - "\n", - "print(\"Outliers tratados en variables continuas\")\n", - "print(\"\\nEstadísticas después del tratamiento:\")\n", - "train.describe().round(2)" - ] - }, - { - "cell_type": "markdown", - "id": "04e8d5a0", - "metadata": {}, - "source": [ - "El tratamiento de outliers se aplicó únicamente a variables continuas donde existían valores claramente extremos o inconsistentes. Las variables de retrasos en pagos se mantuvieron sin modificación, ya que no se cuenta con evidencia suficiente para considerar algunos valores como errores de registro." - ] - }, - { - "cell_type": "markdown", - "id": "0ff4e13e", - "metadata": {}, - "source": [ - "### 3.3 Análisis de correlación y selección de características justificadas\n", - "\n", - "Calculamos la correlación de Pearson entre variables numéricas y observamos su relación con la variable objetivo (**SeriousDlqin2yrs**). \n" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "1be01d4b", - "metadata": {}, - "outputs": [ + "cell_type": "code", + "metadata": {}, + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "from sklearn.model_selection import train_test_split, GridSearchCV\n", + "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score" + ], + "execution_count": 29, + "outputs": [], + "id": "48e9f010" + }, { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "cell_type": "code", + "metadata": {}, + "source": [ + "# Cargamos el dataset\n", + "\n", + "train = pd.read_csv(\"../input/cs-training.csv\")\n", + "test = pd.read_csv(\"../input/cs-test.csv\")\n", + "train = train.drop(columns=['Unnamed: 0'])\n", + "test = test.drop(columns=['Unnamed: 0'])\n", + "\n", + "# ver primeras filas\n", + "train.info()" + ], + "execution_count": 30, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 150000 entries, 0 to 149999\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 SeriousDlqin2yrs 150000 non-null int64 \n", + " 1 RevolvingUtilizationOfUnsecuredLines 150000 non-null float64\n", + " 2 age 150000 non-null int64 \n", + " 3 NumberOfTime30-59DaysPastDueNotWorse 150000 non-null int64 \n", + " 4 DebtRatio 150000 non-null float64\n", + " 5 MonthlyIncome 120269 non-null float64\n", + " 6 NumberOfOpenCreditLinesAndLoans 150000 non-null int64 \n", + " 7 NumberOfTimes90DaysLate 150000 non-null int64 \n", + " 8 NumberRealEstateLoansOrLines 150000 non-null int64 \n", + " 9 NumberOfTime60-89DaysPastDueNotWorse 150000 non-null int64 \n", + " 10 NumberOfDependents 146076 non-null float64\n", + "dtypes: float64(4), int64(7)\n", + "memory usage: 12.6 MB\n" + ] + } + ], + "id": "c98c4be2" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Correlación con SeriousDlqin2yrs:\n", - "SeriousDlqin2yrs 1.000000\n", - "RevolvingUtilizationOfUnsecuredLines 0.278096\n", - "NumberOfTime30-59DaysPastDueNotWorse 0.125587\n", - "NumberOfTimes90DaysLate 0.117175\n", - "NumberOfTime60-89DaysPastDueNotWorse 0.102261\n", - "NumberOfDependents 0.046869\n", - "DebtRatio 0.023156\n", - "NumberRealEstateLoansOrLines -0.007038\n", - "NumberOfOpenCreditLinesAndLoans -0.029669\n", - "MonthlyIncome -0.049790\n", - "age -0.115395\n", - "Name: SeriousDlqin2yrs, dtype: float64\n" - ] - } - ], - "source": [ - "# Mapa de calor de correlaciones\n", - "plt.figure(figsize=(12, 8))\n", - "correlaciones = train.corr()\n", - "\n", - "sns.heatmap(correlaciones,\n", - " annot=True, # muestra los números\n", - " fmt='.2f', # 2 decimales\n", - " cmap='coolwarm', # azul=negativo, rojo=positivo\n", - " center=0,\n", - " square=True)\n", - "\n", - "plt.title('Mapa de Correlaciones', fontsize=14)\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "# Correlaciones con la variable objetivo\n", - "print(\"\\nCorrelación con SeriousDlqin2yrs:\")\n", - "print(correlaciones['SeriousDlqin2yrs'].sort_values(ascending=False))" - ] - }, - { - "cell_type": "markdown", - "id": "f64323be", - "metadata": {}, - "source": [ - "Para el análisis se utilizaron únicamente las variables con mayor relación con el incumplimiento (SeriousDlqin2yrs). Dado que las variables de retrasos en pagos presentan correlaciones muy altas entre sí, se decidió no considerar NumberOfTime60-89DaysPastDueNotWorse para evitar redundancia y posibles problemas de multicolinealidad." - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "ad52d012", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.1 Descripción de las variables\n", + "\n", + "- **SeriousDlqin2yrs:** Indica si la persona ha tenido una morosidad grave, es decir, un atraso de 90 días o más en el pago de sus obligaciones durante los últimos dos años. Es la variable objetivo del modelo.\n", + "\n", + "- **RevolvingUtilizationOfUnsecuredLines:** Proporción del saldo utilizado en tarjetas de crédito y líneas de crédito personales respecto al límite total disponible.\n", + "\n", + "- **age:** Edad del solicitante del crédito expresada en años.\n", + "\n", + "- **NumberOfTime30-59DaysPastDueNotWorse:** Número de veces que el prestatario ha tenido retrasos en sus pagos entre 30 y 59 días durante los últimos dos años.\n", + "\n", + "- **DebtRatio:** Relación entre las obligaciones financieras mensuales (deudas, manutención, gastos) y el ingreso bruto mensual del prestatario.\n", + "\n", + "- **MonthlyIncome:** Ingreso mensual reportado por el prestatario.\n", + "\n", + "- **NumberOfOpenCreditLinesAndLoans:** Número total de préstamos y líneas de crédito abiertas, como tarjetas de crédito, préstamos de auto o hipotecas.\n", + "\n", + "- **NumberOfTimes90DaysLate:** Número de veces que el prestatario ha tenido retrasos en pagos de 90 días o más.\n", + "\n", + "- **NumberRealEstateLoansOrLines:** Número de préstamos relacionados con bienes raíces, incluyendo hipotecas y líneas de crédito sobre vivienda.\n", + "\n", + "- **NumberOfTime60-89DaysPastDueNotWorse:** Número de veces que el prestatario ha tenido retrasos en pagos entre 60 y 89 días en los últimos dos años.\n", + "\n", + "- **NumberOfDependents:** Número de personas dependientes económicamente del prestatario, como hijos o cónyuge." + ], + "id": "099d50cc" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Variables seleccionadas para modelado:\n", - "['RevolvingUtilizationOfUnsecuredLines', 'age', 'NumberOfTime30-59DaysPastDueNotWorse', 'NumberOfTimes90DaysLate', 'DebtRatio', 'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans', 'NumberRealEstateLoansOrLines', 'NumberOfDependents']\n", - "\n", - "Dimensiones de X e y: (150000, 9) (150000,)\n" - ] - } - ], - "source": [ - "# Selección justificada de características\n", - "variables = [\n", - " 'RevolvingUtilizationOfUnsecuredLines',\n", - " 'age',\n", - " 'NumberOfTime30-59DaysPastDueNotWorse',\n", - " 'NumberOfTimes90DaysLate',\n", - " 'DebtRatio',\n", - " 'MonthlyIncome',\n", - " 'NumberOfOpenCreditLinesAndLoans',\n", - " 'NumberRealEstateLoansOrLines',\n", - " 'NumberOfDependents'\n", - "]\n", - "\n", - "X = train[variables]\n", - "y = train['SeriousDlqin2yrs']\n", - "\n", - "print('Variables seleccionadas para modelado:')\n", - "print(variables)\n", - "print('\\nDimensiones de X e y:', X.shape, y.shape)\n" - ] - }, - { - "cell_type": "markdown", - "id": "a7b34b7c", - "metadata": {}, - "source": [ - "\n", - "## 4. Implementación de Modelos" - ] - }, - { - "cell_type": "markdown", - "id": "c356c762", - "metadata": {}, - "source": [ - "### 4.1 Preparación de datos para modelado y validación\n", - "Se divide el conjunto de entrenamiento en entrenamiento interno y validación. Además, se aplica al set de `test` la misma lógica de imputación y tratamiento de variables continuas usando parámetros obtenidos en train." - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "id": "5405f3fc", - "metadata": {}, - "outputs": [ + "cell_type": "code", + "metadata": {}, + "source": [ + "train.describe()" + ], + "execution_count": 31, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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SeriousDlqin2yrsRevolvingUtilizationOfUnsecuredLinesageNumberOfTime30-59DaysPastDueNotWorseDebtRatioMonthlyIncomeNumberOfOpenCreditLinesAndLoansNumberOfTimes90DaysLateNumberRealEstateLoansOrLinesNumberOfTime60-89DaysPastDueNotWorseNumberOfDependents
count150000.000000150000.000000150000.000000150000.000000150000.0000001.202690e+05150000.000000150000.000000150000.000000150000.000000146076.000000
mean0.0668406.04843852.2952070.421033353.0050766.670221e+038.4527600.2659731.0182400.2403870.757222
std0.249746249.75537114.7718664.1927812037.8185231.438467e+045.1459514.1693041.1297714.1551791.115086
min0.0000000.0000000.0000000.0000000.0000000.000000e+000.0000000.0000000.0000000.0000000.000000
25%0.0000000.02986741.0000000.0000000.1750743.400000e+035.0000000.0000000.0000000.0000000.000000
50%0.0000000.15418152.0000000.0000000.3665085.400000e+038.0000000.0000001.0000000.0000000.000000
75%0.0000000.55904663.0000000.0000000.8682548.249000e+0311.0000000.0000002.0000000.0000001.000000
max1.00000050708.000000109.00000098.000000329664.0000003.008750e+0658.00000098.00000054.00000098.00000020.000000
\n", + "
" + ], + "text/plain": [ + " SeriousDlqin2yrs RevolvingUtilizationOfUnsecuredLines age \\\n", + "count 150000.000000 150000.000000 150000.000000 \n", + "mean 0.066840 6.048438 52.295207 \n", + "std 0.249746 249.755371 14.771866 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 0.000000 0.029867 41.000000 \n", + "50% 0.000000 0.154181 52.000000 \n", + "75% 0.000000 0.559046 63.000000 \n", + "max 1.000000 50708.000000 109.000000 \n", + "\n", + " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n", + "count 150000.000000 150000.000000 1.202690e+05 \n", + "mean 0.421033 353.005076 6.670221e+03 \n", + "std 4.192781 2037.818523 1.438467e+04 \n", + "min 0.000000 0.000000 0.000000e+00 \n", + "25% 0.000000 0.175074 3.400000e+03 \n", + "50% 0.000000 0.366508 5.400000e+03 \n", + "75% 0.000000 0.868254 8.249000e+03 \n", + "max 98.000000 329664.000000 3.008750e+06 \n", + "\n", + " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n", + "count 150000.000000 150000.000000 \n", + "mean 8.452760 0.265973 \n", + "std 5.145951 4.169304 \n", + "min 0.000000 0.000000 \n", + "25% 5.000000 0.000000 \n", + "50% 8.000000 0.000000 \n", + "75% 11.000000 0.000000 \n", + "max 58.000000 98.000000 \n", + "\n", + " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n", + "count 150000.000000 150000.000000 \n", + "mean 1.018240 0.240387 \n", + "std 1.129771 4.155179 \n", + "min 0.000000 0.000000 \n", + "25% 0.000000 0.000000 \n", + "50% 1.000000 0.000000 \n", + "75% 2.000000 0.000000 \n", + "max 54.000000 98.000000 \n", + "\n", + " NumberOfDependents \n", + "count 146076.000000 \n", + "mean 0.757222 \n", + "std 1.115086 \n", + "min 0.000000 \n", + "25% 0.000000 \n", + "50% 0.000000 \n", + "75% 1.000000 \n", + "max 20.000000 " + ] + } + } + ], + "id": "7b59092d" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dimensiones split interno:\n", - "X_train: (120000, 9) | X_val: (30000, 9)\n", - "\n", - "Faltantes:\n", - "X_val: 0\n", - "X_test: 0\n" - ] - } - ], - "source": [ - "# Variables predictoras y objetivo\n", - "X = train[variables].copy()\n", - "y = train['SeriousDlqin2yrs'].copy()\n", - "\n", - "# Split interno para comparar modelos\n", - "X_train, X_val, y_train, y_val = train_test_split(\n", - " X, y,\n", - " test_size=0.2\n", - ")\n", - "\n", - "# Preparación del conjunto test\n", - "X_test = test[variables].copy()\n", - "\n", - "X_test['MonthlyIncome'] = X_test['MonthlyIncome'].fillna(median_monthly_income)\n", - "X_test['NumberOfDependents'] = X_test['NumberOfDependents'].fillna(median_dependents)\n", - "\n", - "# Mismo tratamiento de continuas realizado en train\n", - "for df in [X_test]:\n", - " df['RevolvingUtilizationOfUnsecuredLines'] = df['RevolvingUtilizationOfUnsecuredLines'].clip(0, 1)\n", - " df['DebtRatio'] = df['DebtRatio'].clip(0, 1)\n", - " df['age'] = df['age'].clip(18, 100)\n", - " df['MonthlyIncome'] = df['MonthlyIncome'].clip(0, cap_income)\n", - "\n", - "print('Dimensiones split interno:')\n", - "print('X_train:', X_train.shape, '| X_val:', X_val.shape)\n", - "\n", - "print('\\nFaltantes:')\n", - "print('X_val:', X_val.isnull().sum().sum())\n", - "print('X_test:', X_test.isnull().sum().sum())" - ] - }, - { - "cell_type": "markdown", - "id": "4b01231b", - "metadata": {}, - "source": [ - "### 4.2 k-Vecinos más cercanos" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "id": "c057d149", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 3. Análisis Exploratorio de Datos (EDA)" + ], + "id": "e0f4e7e7" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "===== k-NN con Normalización (MinMax) =====\n", - " precision recall f1-score support\n", - "\n", - " 0 0.93 0.99 0.96 27949\n", - " 1 0.30 0.06 0.10 2051\n", - "\n", - " accuracy 0.93 30000\n", - " macro avg 0.62 0.52 0.53 30000\n", - "weighted avg 0.89 0.93 0.90 30000\n", - "\n", - "Matriz de confusión:\n", - "[[27665 284]\n", - " [ 1930 121]]\n", - "ROC-AUC: 0.6562\n" - ] - } - ], - "source": [ - "resultados_modelos = []\n", - "\n", - "# -----------------------------\n", - "# k-NN con Escalamiento (Min-Max)\n", - "# -----------------------------\n", - "scaler_minmax = MinMaxScaler()\n", - "\n", - "X_train_minmax = scaler_minmax.fit_transform(X_train)\n", - "X_val_minmax = scaler_minmax.transform(X_val)\n", - "\n", - "knn_minmax = KNeighborsClassifier(n_neighbors=5)\n", - "knn_minmax.fit(X_train_minmax, y_train)\n", - "\n", - "pred_knn_minmax = knn_minmax.predict(X_val_minmax)\n", - "proba_knn_minmax = knn_minmax.predict_proba(X_val_minmax)[:, 1]\n", - "\n", - "auc_knn_minmax = roc_auc_score(y_val, proba_knn_minmax)\n", - "\n", - "# Guardar resultados\n", - "resultados_modelos.append({\n", - " \"Modelo\": \"k-NN (MinMax Scaling)\",\n", - " \"ROC-AUC\": auc_knn_minmax\n", - "})\n", - "\n", - "# Resultados en pantalla\n", - "print(\"\\n===== k-NN con Normalización (MinMax) =====\")\n", - "print(classification_report(y_val, pred_knn_minmax))\n", - "\n", - "print(\"Matriz de confusión:\")\n", - "print(confusion_matrix(y_val, pred_knn_minmax))\n", - "\n", - "print(f\"ROC-AUC: {auc_knn_minmax:.4f}\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "id": "3ce6fc3d", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.1 Identificación y tratamiento de datos faltantes e imputación lógica\n", + "\n", + "Primero identificamos el porcentaje de datos faltantes por variable y, con base en el contexto, aplicamos una imputación lógica:\n", + "\n", + "\n" + ], + "id": "91716e48" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "===== k-NN con Estandarización (StandardScaler) =====\n", - " precision recall f1-score support\n", - "\n", - " 0 0.94 0.99 0.96 27949\n", - " 1 0.50 0.12 0.19 2051\n", - "\n", - " accuracy 0.93 30000\n", - " macro avg 0.72 0.56 0.58 30000\n", - "weighted avg 0.91 0.93 0.91 30000\n", - "\n", - "Matriz de confusión:\n", - "[[27701 248]\n", - " [ 1806 245]]\n", - "ROC-AUC: 0.6891\n" - ] - } - ], - "source": [ - "# -----------------------------\n", - "# k-NN con Estandarización (media y desviación estándar)\n", - "# -----------------------------\n", - "scaler_std = StandardScaler()\n", - "\n", - "X_train_std = scaler_std.fit_transform(X_train)\n", - "X_val_std = scaler_std.transform(X_val)\n", - "\n", - "knn_std = KNeighborsClassifier(n_neighbors=5)\n", - "knn_std.fit(X_train_std, y_train)\n", - "\n", - "pred_knn_std = knn_std.predict(X_val_std)\n", - "proba_knn_std = knn_std.predict_proba(X_val_std)[:, 1]\n", - "\n", - "auc_knn_std = roc_auc_score(y_val, proba_knn_std)\n", - "\n", - "# Guardar resultados\n", - "resultados_modelos.append({\n", - " \"Modelo\": \"k-NN (Standard Scaling)\",\n", - " \"ROC-AUC\": auc_knn_std\n", - "})\n", - "\n", - "# Resultados en pantalla\n", - "print(\"\\n===== k-NN con Estandarización (StandardScaler) =====\")\n", - "print(classification_report(y_val, pred_knn_std))\n", - "\n", - "print(\"Matriz de confusión:\")\n", - "print(confusion_matrix(y_val, pred_knn_std))\n", - "\n", - "print(f\"ROC-AUC: {auc_knn_std:.4f}\")" - ] - }, - { - "cell_type": "markdown", - "id": "03c512cb", - "metadata": {}, - "source": [ - "### 4.3 Regresión Logística " - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "id": "49a4e758", - "metadata": {}, - "outputs": [ + "cell_type": "code", + "metadata": {}, + "source": [ + "faltantes = train.isnull().sum()\n", + "porcentaje = (faltantes / len(train)) * 100\n", + "tabla_faltantes = pd.DataFrame({\n", + " 'Valores faltantes': faltantes,\n", + " 'Porcentaje %': porcentaje.round(2)\n", + "})\n", + "print(tabla_faltantes[tabla_faltantes['Valores faltantes'] > 0])" + ], + "execution_count": 32, + "outputs": [ + { + "output_type": "stream", + "text": [ + " Valores faltantes Porcentaje %\n", + "MonthlyIncome 29731 19.82\n", + "NumberOfDependents 3924 2.62\n" + ] + } + ], + "id": "7a4bd274" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Regresión Logística (modelo base)\n", - " precision recall f1-score support\n", - "\n", - " 0 0.93 1.00 0.96 27949\n", - " 1 0.47 0.01 0.02 2051\n", - "\n", - " accuracy 0.93 30000\n", - " macro avg 0.70 0.51 0.49 30000\n", - "weighted avg 0.90 0.93 0.90 30000\n", - "\n", - "Matriz de confusión:\n", - " [[27922 27]\n", - " [ 2027 24]]\n", - "ROC-AUC: 0.7995\n" - ] - } - ], - "source": [ - "# Regresión Logística (base) con estandarización\n", - "log_reg = LogisticRegression(max_iter=50000, random_state=123)\n", - "log_reg.fit(X_train, y_train)\n", - "\n", - "pred_log = log_reg.predict(X_val)\n", - "proba_log = log_reg.predict_proba(X_val)[:, 1]\n", - "auc_log = roc_auc_score(y_val, proba_log)\n", - "\n", - "resultados_modelos.append({\n", - " 'Modelo': 'Regresión Logística (base)',\n", - " 'ROC-AUC': auc_log\n", - "})\n", - "\n", - "print('Regresión Logística (modelo base)')\n", - "print(classification_report(y_val, pred_log))\n", - "print('Matriz de confusión:\\n', confusion_matrix(y_val, pred_log))\n", - "print(f'ROC-AUC: {auc_log:.4f}')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "id": "a3f23596", - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Con base en la revisión de valores faltantes, se identificó que las variables MonthlyIncome y NumberOfDependents presentan datos ausentes. Dado que ambas corresponden a variables numéricas, se optó por realizar una imputación utilizando la mediana de cada variable. La mediana se define como el valor central de la distribución cuando los datos se ordenan de menor a mayor. A diferencia de la media, la mediana es menos sensible a la presencia de outliers que en variables financieras es muy común que pase. Por esta razón, la mediana permite imputar los valores faltantes con un valor representativo de la distribución sin distorsionar significativamente su forma. De esta manera, se conserva la estructura general de los datos y se evita introducir sesgos que podrían afectar el entrenamiento del modelo." + ], + "id": "de8261eb" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Imputación lógica con medianas del train\n", + "median_monthly_income = train['MonthlyIncome'].median()\n", + "median_dependents = train['NumberOfDependents'].median()\n", + "\n", + "train['MonthlyIncome'] = train['MonthlyIncome'].fillna(median_monthly_income)\n", + "train['NumberOfDependents'] = train['NumberOfDependents'].fillna(median_dependents)\n", + "\n", + "# Verificar que ya no hay faltantes\n", + "print(\"Faltantes después de imputación:\")\n", + "print(train.isnull().sum().sum())\n", + "print(f\"Mediana MonthlyIncome (train): {median_monthly_income:.2f}\")\n", + "print(f\"Mediana NumberOfDependents (train): {median_dependents:.2f}\")\n" + ], + "execution_count": 33, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Faltantes después de imputación:\n", + "0\n", + "Mediana MonthlyIncome (train): 5400.00\n", + "Mediana NumberOfDependents (train): 0.00\n" + ] + } + ], + "id": "122b37f6" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.2 Análisis de distribuciones y detección de outliers\n", + "\n", + "Analizamos la forma de las distribuciones con histogramas y boxplots. Para detectar valores atípicos extremos usamos el criterio del **IQR (rango intercuartílico)** y realizamos winsorización suave (capado por percentiles) en variables con colas muy largas.\n" + ], + "id": "4d116435" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "fig, axes = plt.subplots(3, 3, figsize=(15, 12))\n", + "axes = axes.flatten()\n", + "\n", + "columnas = [\n", + " 'RevolvingUtilizationOfUnsecuredLines', 'age',\n", + " 'NumberOfTime30-59DaysPastDueNotWorse', 'DebtRatio',\n", + " 'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans',\n", + " 'NumberOfTimes90DaysLate', 'NumberOfDependents',\n", + " 'NumberOfTime60-89DaysPastDueNotWorse'\n", + "]\n", + "\n", + "for i, col in enumerate(columnas):\n", + " axes[i].boxplot(train[col], patch_artist=True,\n", + " boxprops=dict(facecolor='lightblue', color='navy'),\n", + " medianprops=dict(color='red'))\n", + " \n", + " axes[i].set_title(col, fontsize=10, fontweight='bold')\n", + " axes[i].set_ylabel('Valor')\n", + " axes[i].grid(alpha=0.3)\n", + "\n", + "fig.suptitle('Detección de Outliers por Variable',\n", + " fontsize=16, fontweight='bold')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "execution_count": 34, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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" + ] + } + } + ], + "id": "610a5772" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A partir de los boxplots se observa que varias variables presentan valores atípicos, especialmente en RevolvingUtilizationOfUnsecuredLines, DebtRatio y MonthlyIncome, donde hay una gran dispersión y algunos valores extremadamente altos. En las variables relacionadas con retrasos en pagos, la mayoría de los valores se concentran cerca de cero, pero aparecen algunos casos con muchos incumplimientos." + ], + "id": "4cd7a8ed" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Tratamiento de valores extremos\n", + "\n", + "# RevolvingUtilization y DebtRatio como proporciones entre 0 y 1\n", + "train['RevolvingUtilizationOfUnsecuredLines'] = train['RevolvingUtilizationOfUnsecuredLines'].clip(0, 1)\n", + "train['DebtRatio'] = train['DebtRatio'].clip(0, 1)\n", + "\n", + "# Age en un rango razonable\n", + "train['age'] = train['age'].clip(18, 100)\n", + "\n", + "# MonthlyIncome: recorte en percentil 99 para reducir el efecto de outliers\n", + "cap_income = train['MonthlyIncome'].quantile(0.99)\n", + "train['MonthlyIncome'] = train['MonthlyIncome'].clip(0, cap_income)\n", + "\n", + "print(\"Outliers tratados en variables continuas\")\n", + "print(\"\\nEstadísticas después del tratamiento:\")\n", + "train.describe().round(2)" + ], + "execution_count": 35, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Outliers tratados en variables continuas\n", + "\n", + "Estadísticas después del tratamiento:\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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SeriousDlqin2yrsRevolvingUtilizationOfUnsecuredLinesageNumberOfTime30-59DaysPastDueNotWorseDebtRatioMonthlyIncomeNumberOfOpenCreditLinesAndLoansNumberOfTimes90DaysLateNumberRealEstateLoansOrLinesNumberOfTime60-89DaysPastDueNotWorseNumberOfDependents
count150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00
mean0.070.3252.300.420.476142.458.450.271.020.240.74
std0.250.3514.774.190.363835.685.154.171.134.161.11
min0.000.0018.000.000.000.000.000.000.000.000.00
25%0.000.0341.000.000.183903.005.000.000.000.000.00
50%0.000.1552.000.000.375400.008.000.001.000.000.00
75%0.000.5663.000.000.877400.0011.000.002.000.001.00
max1.001.00100.0098.001.0023000.0058.0098.0054.0098.0020.00
\n", + "
" + ], + "text/plain": [ + " SeriousDlqin2yrs RevolvingUtilizationOfUnsecuredLines age \\\n", + "count 150000.00 150000.00 150000.00 \n", + "mean 0.07 0.32 52.30 \n", + "std 0.25 0.35 14.77 \n", + "min 0.00 0.00 18.00 \n", + "25% 0.00 0.03 41.00 \n", + "50% 0.00 0.15 52.00 \n", + "75% 0.00 0.56 63.00 \n", + "max 1.00 1.00 100.00 \n", + "\n", + " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n", + "count 150000.00 150000.00 150000.00 \n", + "mean 0.42 0.47 6142.45 \n", + "std 4.19 0.36 3835.68 \n", + "min 0.00 0.00 0.00 \n", + "25% 0.00 0.18 3903.00 \n", + "50% 0.00 0.37 5400.00 \n", + "75% 0.00 0.87 7400.00 \n", + "max 98.00 1.00 23000.00 \n", + "\n", + " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n", + "count 150000.00 150000.00 \n", + "mean 8.45 0.27 \n", + "std 5.15 4.17 \n", + "min 0.00 0.00 \n", + "25% 5.00 0.00 \n", + "50% 8.00 0.00 \n", + "75% 11.00 0.00 \n", + "max 58.00 98.00 \n", + "\n", + " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n", + "count 150000.00 150000.00 \n", + "mean 1.02 0.24 \n", + "std 1.13 4.16 \n", + "min 0.00 0.00 \n", + "25% 0.00 0.00 \n", + "50% 1.00 0.00 \n", + "75% 2.00 0.00 \n", + "max 54.00 98.00 \n", + "\n", + " NumberOfDependents \n", + "count 150000.00 \n", + "mean 0.74 \n", + "std 1.11 \n", + "min 0.00 \n", + "25% 0.00 \n", + "50% 0.00 \n", + "75% 1.00 \n", + "max 20.00 " + ] + } + } + ], + "id": "ce567172" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "El tratamiento de outliers se aplicó únicamente a variables continuas donde existían valores claramente extremos o inconsistentes. Las variables de retrasos en pagos se mantuvieron sin modificación, ya que no se cuenta con evidencia suficiente para considerar algunos valores como errores de registro." + ], + "id": "04e8d5a0" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.3 Análisis de correlación y selección de características justificadas\n", + "\n", + "Calculamos la correlación de Pearson entre variables numéricas y observamos su relación con la variable objetivo (**SeriousDlqin2yrs**). \n" + ], + "id": "0ff4e13e" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Mapa de calor de correlaciones\n", + "plt.figure(figsize=(12, 8))\n", + "correlaciones = train.corr()\n", + "\n", + "sns.heatmap(correlaciones,\n", + " annot=True, # muestra los números\n", + " fmt='.2f', # 2 decimales\n", + " cmap='coolwarm', # azul=negativo, rojo=positivo\n", + " center=0,\n", + " square=True)\n", + "\n", + "plt.title('Mapa de Correlaciones', fontsize=14)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Correlaciones con la variable objetivo\n", + "print(\"\\nCorrelación con SeriousDlqin2yrs:\")\n", + "print(correlaciones['SeriousDlqin2yrs'].sort_values(ascending=False))" + ], + "execution_count": 36, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + } + }, + { + "output_type": "stream", + "text": [ + "\n", + "Correlación con SeriousDlqin2yrs:\n", + "SeriousDlqin2yrs 1.000000\n", + "RevolvingUtilizationOfUnsecuredLines 0.278096\n", + "NumberOfTime30-59DaysPastDueNotWorse 0.125587\n", + "NumberOfTimes90DaysLate 0.117175\n", + "NumberOfTime60-89DaysPastDueNotWorse 0.102261\n", + "NumberOfDependents 0.046869\n", + "DebtRatio 0.023156\n", + "NumberRealEstateLoansOrLines -0.007038\n", + "NumberOfOpenCreditLinesAndLoans -0.029669\n", + "MonthlyIncome -0.049790\n", + "age -0.115395\n", + "Name: SeriousDlqin2yrs, dtype: float64\n" + ] + } + ], + "id": "1be01d4b" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para el análisis se utilizaron únicamente las variables con mayor relación con el incumplimiento (SeriousDlqin2yrs). Dado que las variables de retrasos en pagos presentan correlaciones muy altas entre sí, se decidió no considerar NumberOfTime60-89DaysPastDueNotWorse para evitar redundancia y posibles problemas de multicolinealidad." + ], + "id": "f64323be" + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Comparación inicial de modelos (validación):\n", - " Modelo ROC-AUC\n", - "2 Regresión Logística (base) 0.799471\n", - "1 k-NN (Standard Scaling) 0.689067\n", - "0 k-NN (MinMax Scaling) 0.656194\n" - ] + "cell_type": "code", + "metadata": {}, + "source": [ + "# Selección justificada de características\n", + "variables = [\n", + " 'RevolvingUtilizationOfUnsecuredLines',\n", + " 'age',\n", + " 'NumberOfTime30-59DaysPastDueNotWorse',\n", + " 'NumberOfTimes90DaysLate',\n", + " 'DebtRatio',\n", + " 'MonthlyIncome',\n", + " 'NumberOfOpenCreditLinesAndLoans',\n", + " 'NumberRealEstateLoansOrLines',\n", + " 'NumberOfDependents'\n", + "]\n", + "\n", + "X = train[variables]\n", + "y = train['SeriousDlqin2yrs']\n", + "\n", + "print('Variables seleccionadas para modelado:')\n", + "print(variables)\n", + "print('\\nDimensiones de X e y:', X.shape, y.shape)\n" + ], + "execution_count": 37, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Variables seleccionadas para modelado:\n", + "['RevolvingUtilizationOfUnsecuredLines', 'age', 'NumberOfTime30-59DaysPastDueNotWorse', 'NumberOfTimes90DaysLate', 'DebtRatio', 'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans', 'NumberRealEstateLoansOrLines', 'NumberOfDependents']\n", + "\n", + "Dimensiones de X e y: (150000, 9) (150000,)\n" + ] + } + ], + "id": "ad52d012" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 4. Implementación de Modelos" + ], + "id": "a7b34b7c" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.1 Preparación de datos para modelado y validación\n", + "Se divide el conjunto de entrenamiento en entrenamiento interno y validación. Además, se aplica al set de `test` la misma lógica de imputación y tratamiento de variables continuas usando parámetros obtenidos en train." + ], + "id": "c356c762" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Variables predictoras y objetivo\n", + "X = train[variables].copy()\n", + "y = train['SeriousDlqin2yrs'].copy()\n", + "\n", + "# Split interno para comparar modelos\n", + "X_train, X_val, y_train, y_val = train_test_split(\n", + " X, y,\n", + " test_size=0.2\n", + ")\n", + "\n", + "# Preparación del conjunto test\n", + "X_test = test[variables].copy()\n", + "\n", + "X_test['MonthlyIncome'] = X_test['MonthlyIncome'].fillna(median_monthly_income)\n", + "X_test['NumberOfDependents'] = X_test['NumberOfDependents'].fillna(median_dependents)\n", + "\n", + "# Mismo tratamiento de continuas realizado en train\n", + "for df in [X_test]:\n", + " df['RevolvingUtilizationOfUnsecuredLines'] = df['RevolvingUtilizationOfUnsecuredLines'].clip(0, 1)\n", + " df['DebtRatio'] = df['DebtRatio'].clip(0, 1)\n", + " df['age'] = df['age'].clip(18, 100)\n", + " df['MonthlyIncome'] = df['MonthlyIncome'].clip(0, cap_income)\n", + "\n", + "print('Dimensiones split interno:')\n", + "print('X_train:', X_train.shape, '| X_val:', X_val.shape)\n", + "\n", + "print('\\nFaltantes:')\n", + "print('X_val:', X_val.isnull().sum().sum())\n", + "print('X_test:', X_test.isnull().sum().sum())" + ], + "execution_count": 45, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Dimensiones split interno:\n", + "X_train: (120000, 9) | X_val: (30000, 9)\n", + "\n", + "Faltantes:\n", + "X_val: 0\n", + "X_test: 0\n" + ] + } + ], + "id": "5405f3fc" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.2 k-Vecinos más cercanos" + ], + "id": "4b01231b" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "resultados_modelos = []\n", + "\n", + "# -----------------------------\n", + "# k-NN con Escalamiento (Min-Max)\n", + "# -----------------------------\n", + "scaler_minmax = MinMaxScaler()\n", + "\n", + "X_train_minmax = scaler_minmax.fit_transform(X_train)\n", + "X_val_minmax = scaler_minmax.transform(X_val)\n", + "\n", + "knn_minmax = KNeighborsClassifier(n_neighbors=5)\n", + "knn_minmax.fit(X_train_minmax, y_train)\n", + "\n", + "pred_knn_minmax = knn_minmax.predict(X_val_minmax)\n", + "proba_knn_minmax = knn_minmax.predict_proba(X_val_minmax)[:, 1]\n", + "\n", + "auc_knn_minmax = roc_auc_score(y_val, proba_knn_minmax)\n", + "\n", + "# Guardar resultados\n", + "resultados_modelos.append({\n", + " \"Modelo\": \"k-NN (MinMax Scaling)\",\n", + " \"ROC-AUC\": auc_knn_minmax\n", + "})\n", + "\n", + "# Resultados en pantalla\n", + "print(\"\\n===== k-NN con Normalización (MinMax) =====\")\n", + "print(classification_report(y_val, pred_knn_minmax))\n", + "\n", + "print(\"Matriz de confusión:\")\n", + "print(confusion_matrix(y_val, pred_knn_minmax))\n", + "\n", + "print(f\"ROC-AUC: {auc_knn_minmax:.4f}\")\n" + ], + "execution_count": 52, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "===== k-NN con Normalización (MinMax) =====\n", + " precision recall f1-score support\n", + "\n", + " 0 0.93 0.99 0.96 27949\n", + " 1 0.30 0.06 0.10 2051\n", + "\n", + " accuracy 0.93 30000\n", + " macro avg 0.62 0.52 0.53 30000\n", + "weighted avg 0.89 0.93 0.90 30000\n", + "\n", + "Matriz de confusión:\n", + "[[27665 284]\n", + " [ 1930 121]]\n", + "ROC-AUC: 0.6562\n" + ] + } + ], + "id": "c057d149" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# -----------------------------\n", + "# k-NN con Estandarización (media y desviación estándar)\n", + "# -----------------------------\n", + "scaler_std = StandardScaler()\n", + "\n", + "X_train_std = scaler_std.fit_transform(X_train)\n", + "X_val_std = scaler_std.transform(X_val)\n", + "\n", + "knn_std = KNeighborsClassifier(n_neighbors=5)\n", + "knn_std.fit(X_train_std, y_train)\n", + "\n", + "pred_knn_std = knn_std.predict(X_val_std)\n", + "proba_knn_std = knn_std.predict_proba(X_val_std)[:, 1]\n", + "\n", + "auc_knn_std = roc_auc_score(y_val, proba_knn_std)\n", + "\n", + "# Guardar resultados\n", + "resultados_modelos.append({\n", + " \"Modelo\": \"k-NN (Standard Scaling)\",\n", + " \"ROC-AUC\": auc_knn_std\n", + "})\n", + "\n", + "# Resultados en pantalla\n", + "print(\"\\n===== k-NN con Estandarización (StandardScaler) =====\")\n", + "print(classification_report(y_val, pred_knn_std))\n", + "\n", + "print(\"Matriz de confusión:\")\n", + "print(confusion_matrix(y_val, pred_knn_std))\n", + "\n", + "print(f\"ROC-AUC: {auc_knn_std:.4f}\")" + ], + "execution_count": 53, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "===== k-NN con Estandarización (StandardScaler) =====\n", + " precision recall f1-score support\n", + "\n", + " 0 0.94 0.99 0.96 27949\n", + " 1 0.50 0.12 0.19 2051\n", + "\n", + " accuracy 0.93 30000\n", + " macro avg 0.72 0.56 0.58 30000\n", + "weighted avg 0.91 0.93 0.91 30000\n", + "\n", + "Matriz de confusión:\n", + "[[27701 248]\n", + " [ 1806 245]]\n", + "ROC-AUC: 0.6891\n" + ] + } + ], + "id": "3ce6fc3d" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.3 Regresión Logística " + ], + "id": "03c512cb" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Regresión Logística (base) con estandarización\n", + "log_reg = LogisticRegression(max_iter=50000, random_state=123)\n", + "log_reg.fit(X_train, y_train)\n", + "\n", + "pred_log = log_reg.predict(X_val)\n", + "proba_log = log_reg.predict_proba(X_val)[:, 1]\n", + "auc_log = roc_auc_score(y_val, proba_log)\n", + "\n", + "resultados_modelos.append({\n", + " 'Modelo': 'Regresión Logística (base)',\n", + " 'ROC-AUC': auc_log\n", + "})\n", + "\n", + "print('Regresión Logística (modelo base)')\n", + "print(classification_report(y_val, pred_log))\n", + "print('Matriz de confusión:\\n', confusion_matrix(y_val, pred_log))\n", + "print(f'ROC-AUC: {auc_log:.4f}')\n" + ], + "execution_count": 50, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Regresión Logística (modelo base)\n", + " precision recall f1-score support\n", + "\n", + " 0 0.93 1.00 0.96 27949\n", + " 1 0.47 0.01 0.02 2051\n", + "\n", + " accuracy 0.93 30000\n", + " macro avg 0.70 0.51 0.49 30000\n", + "weighted avg 0.90 0.93 0.90 30000\n", + "\n", + "Matriz de confusión:\n", + " [[27922 27]\n", + " [ 2027 24]]\n", + "ROC-AUC: 0.7995\n" + ] + } + ], + "id": "49a4e758" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "tabla_resultados = pd.DataFrame(resultados_modelos).sort_values('ROC-AUC', ascending=False)\n", + "print('Comparación inicial de modelos (validación):')\n", + "print(tabla_resultados)" + ], + "execution_count": 55, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Comparación inicial de modelos (validación):\n", + " Modelo ROC-AUC\n", + "2 Regresión Logística (base) 0.799471\n", + "1 k-NN (Standard Scaling) 0.689067\n", + "0 k-NN (MinMax Scaling) 0.656194\n" + ] + } + ], + "id": "a3f23596" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 5. Optimización de Hiperparámetros y Validación" + ], + "id": "8a6ec5ff" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.2.1 Resumen cuantitativo del tratamiento de outliers\n", + "\n", + "Para complementar el análisis gráfico, en esta sección cuantificamos cuántos registros quedan en los límites impuestos por el tratamiento de outliers:\n", + "\n", + "- `RevolvingUtilizationOfUnsecuredLines` y `DebtRatio` se recortan al rango \\([0, 1]\\), evitando proporciones negativas o mayores a 100 %.\n", + "- `age` se restringe al rango \\([18, 100]\\), eliminando edades no plausibles para crédito.\n", + "- `MonthlyIncome` se recorta en el percentil 99 (`cap_income`), lo que reduce el impacto de unos pocos ingresos extremadamente altos.\n", + "\n", + "En la siguiente celda de código se calcula el número y porcentaje de observaciones que quedan exactamente en cada límite, lo que sirve como aproximación de cuántos puntos fueron afectados por el tratamiento (winsorización). Esto permite justificar que el recorte es suave: afecta una fracción pequeña del total, pero estabiliza las distribuciones de variables con colas muy largas." + ], + "id": "28bf840a" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Resumen cuantitativo del efecto del tratamiento de outliers\n", + "cols_bounds = [\n", + " (\"RevolvingUtilizationOfUnsecuredLines\", 0.0, 1.0),\n", + " (\"DebtRatio\", 0.0, 1.0),\n", + " (\"age\", 18.0, 100.0),\n", + " (\"MonthlyIncome\", 0.0, cap_income),\n", + "]\n", + "\n", + "rows = []\n", + "for col, low, high in cols_bounds:\n", + " total = len(train)\n", + " n_low = (train[col] <= low).sum()\n", + " n_high = (train[col] >= high).sum()\n", + " rows.append({\n", + " \"variable\": col,\n", + " \"n_total\": total,\n", + " \"n_en_limite_inferior\": int(n_low),\n", + " \"n_en_limite_superior\": int(n_high),\n", + " \"porc_en_limite_inferior\": round(100 * n_low / total, 3),\n", + " \"porc_en_limite_superior\": round(100 * n_high / total, 3),\n", + " })\n", + "\n", + "resumen_outliers = pd.DataFrame(rows)\n", + "resumen_outliers" + ], + "execution_count": null, + "outputs": [], + "id": "2d737254" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 5. Optimización de Hiperparámetros y Validación\n", + "\n", + "En esta sección utilizamos **validación cruzada estratificada (StratifiedKFold)** y **Grid Search (GridSearchCV)** para buscar los mejores hiperparámetros de los modelos k-NN y Regresión Logística, usando como métrica principal el **ROC-AUC** debido al desbalance de clases." + ], + "id": "9ff8868a" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "from sklearn.model_selection import StratifiedKFold\n", + "from sklearn.pipeline import Pipeline\n", + "\n", + "# Estrategia de validación cruzada estratificada\n", + "cv = StratifiedKFold(n_splits=5, shuffle=True, random_state=123)\n", + "\n", + "# Pipeline para k-NN con escalado\n", + "pipe_knn = Pipeline([\n", + " (\"scaler\", StandardScaler()), # el tipo de escalador se ajustará vía grilla\n", + " (\"knn\", KNeighborsClassifier())\n", + "])\n", + "\n", + "param_grid_knn = {\n", + " \"scaler\": [StandardScaler(), MinMaxScaler()],\n", + " \"knn__n_neighbors\": [5, 10, 20],\n", + " \"knn__weights\": [\"uniform\", \"distance\"],\n", + "}\n", + "\n", + "grid_knn = GridSearchCV(\n", + " estimator=pipe_knn,\n", + " param_grid=param_grid_knn,\n", + " scoring=\"roc_auc\",\n", + " cv=cv,\n", + " n_jobs=-1,\n", + " verbose=0,\n", + ")\n", + "\n", + "# Ajuste de Grid Search para k-NN sobre todo el conjunto de entrenamiento\n", + "grid_knn.fit(X, y)\n", + "\n", + "print(\"Mejores hiperparámetros k-NN:\")\n", + "print(grid_knn.best_params_)\n", + "print(f\"Mejor ROC-AUC medio (CV): {grid_knn.best_score_:.4f}\")\n", + "\n", + "# Tabla resumida de los mejores resultados de k-NN\n", + "resultados_knn_cv = (\n", + " pd.DataFrame(grid_knn.cv_results_)\n", + " .sort_values(\"mean_test_score\", ascending=False)[\n", + " [\"params\", \"mean_test_score\", \"std_test_score\"]\n", + " ]\n", + " .head(10)\n", + ")\n", + "resultados_knn_cv" + ], + "execution_count": null, + "outputs": [], + "id": "5a2739b2" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5.1 Grid Search para Regresión Logística\n", + "\n", + "A continuación optimizamos una **Regresión Logística** usando un `Pipeline` con `StandardScaler` y explorando distintos valores de `C` y del parámetro `class_weight`. Usamos nuevamente validación cruzada estratificada y **ROC-AUC** como métrica principal." + ], + "id": "f9031e95" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Grid Search para Regresión Logística con StandardScaler\n", + "\n", + "pipe_log = Pipeline([\n", + " (\"scaler\", StandardScaler()),\n", + " (\"logreg\", LogisticRegression(max_iter=50000, random_state=123))\n", + "])\n", + "\n", + "param_grid_log = {\n", + " \"logreg__C\": [0.1, 1.0, 10.0],\n", + " \"logreg__class_weight\": [None, \"balanced\"],\n", + "}\n", + "\n", + "grid_log = GridSearchCV(\n", + " estimator=pipe_log,\n", + " param_grid=param_grid_log,\n", + " scoring=\"roc_auc\",\n", + " cv=cv,\n", + " n_jobs=-1,\n", + " verbose=0,\n", + ")\n", + "\n", + "grid_log.fit(X, y)\n", + "\n", + "print(\"Mejores hiperparámetros Regresión Logística:\")\n", + "print(grid_log.best_params_)\n", + "print(f\"Mejor ROC-AUC medio (CV): {grid_log.best_score_:.4f}\")\n", + "\n", + "resultados_log_cv = (\n", + " pd.DataFrame(grid_log.cv_results_)\n", + " .sort_values(\"mean_test_score\", ascending=False)[\n", + " [\"params\", \"mean_test_score\", \"std_test_score\"]\n", + " ]\n", + " .head(10)\n", + ")\n", + "resultados_log_cv" + ], + "execution_count": null, + "outputs": [], + "id": "85413737" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5.2 Comparación de modelos tras validación cruzada\n", + "\n", + "A partir de los resultados de `GridSearchCV`, comparamos los **mejores modelos** de k-NN y Regresión Logística según el ROC-AUC medio de validación cruzada. Esto nos permite elegir un **modelo final** para el resto del análisis." + ], + "id": "c258bac3" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Resumen comparativo de modelos después de Grid Search\n", + "\n", + "mejor_auc_knn = grid_knn.best_score_\n", + "mejor_auc_log = grid_log.best_score_\n", + "\n", + "resumen_modelos_cv = pd.DataFrame([\n", + " {\"Modelo\": \"k-NN (mejor configuración CV)\", \"ROC_AUC_CV\": mejor_auc_knn},\n", + " {\"Modelo\": \"Regresión Logística (mejor configuración CV)\", \"ROC_AUC_CV\": mejor_auc_log},\n", + "])\n", + "\n", + "print(\"Comparación de modelos (ROC-AUC medio en CV):\")\n", + "resumen_modelos_cv" + ], + "execution_count": null, + "outputs": [], + "id": "900b204c" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 6. Métricas de Evaluación y Decisión\n", + "\n", + "En esta sección tomamos como **modelo final** la Regresión Logística con la mejor configuración encontrada en la sección 5 y:\n", + "\n", + "- Evaluamos sus métricas en un conjunto de validación (accuracy, precision, recall, F1, matriz de confusión y ROC-AUC).\n", + "- Analizamos la **curva ROC**.\n", + "- Realizamos un **análisis de umbral** considerando distintos costos para Falsos Positivos (FP) y Falsos Negativos (FN), para proponer un umbral de decisión adecuado para riesgo crediticio." + ], + "id": "9f252bd0" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6.1 Métricas del modelo final en el conjunto de validación\n", + "\n", + "Usamos el split `X_train`, `X_val`, `y_train`, `y_val` definido anteriormente para evaluar el modelo de Regresión Logística con los mejores hiperparámetros obtenidos por Grid Search." + ], + "id": "08b36606" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Ajuste del modelo final (Regresión Logística óptima) en el conjunto de entrenamiento interno\n", + "\n", + "best_log_model = grid_log.best_estimator_\n", + "\n", + "best_log_model.fit(X_train, y_train)\n", + "\n", + "proba_val = best_log_model.predict_proba(X_val)[:, 1]\n", + "pred_val_05 = (proba_val >= 0.5).astype(int)\n", + "\n", + "from sklearn.metrics import roc_curve, roc_auc_score\n", + "\n", + "print(\"Métricas con umbral 0.5 (Regresión Logística óptima):\")\n", + "print(classification_report(y_val, pred_val_05))\n", + "print(\"Matriz de confusión:\\n\", confusion_matrix(y_val, pred_val_05))\n", + "print(f\"ROC-AUC (val): {roc_auc_score(y_val, proba_val):.4f}\")" + ], + "execution_count": null, + "outputs": [], + "id": "e3b0a09a" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Curva ROC del modelo final\n", + "\n", + "fpr, tpr, thresholds = roc_curve(y_val, proba_val)\n", + "auc_val = roc_auc_score(y_val, proba_val)\n", + "\n", + "plt.figure(figsize=(6, 5))\n", + "plt.plot(fpr, tpr, label=f\"ROC (AUC = {auc_val:.3f})\")\n", + "plt.plot([0, 1], [0, 1], \"k--\", alpha=0.6)\n", + "plt.xlabel(\"Tasa de Falsos Positivos (FPR)\")\n", + "plt.ylabel(\"Tasa de Verdaderos Positivos (TPR)\")\n", + "plt.title(\"Curva ROC - Regresión Logística (validación)\")\n", + "plt.legend(loc=\"lower right\")\n", + "plt.grid(alpha=0.3)\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [], + "id": "88d4d613" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6.2 Análisis de umbral (threshold) basado en costo\n", + "\n", + "En riesgo crediticio, típicamente un **Falso Negativo (FN)** (clasificar como “no riesgoso” a alguien que sí incumple) es más costoso que un **Falso Positivo (FP)** (clasificar como riesgoso a alguien que realmente pagaría). Para reflejar esto, definimos un esquema simple de costos:\n", + "\n", + "- Costo(FN) = 5\n", + "- Costo(FP) = 1\n", + "\n", + "Luego barrimos distintos umbrales \\(t\\) sobre la probabilidad estimada \\(\\hat{p}\\) y calculamos el costo total \\(5\\cdot FN + 1\\cdot FP\\)." + ], + "id": "97ebb85d" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Barrido de umbrales con costos FN/FP\n", + "\n", + "costo_FN = 5\n", + "costo_FP = 1\n", + "\n", + "umbrales = np.linspace(0.05, 0.95, 19)\n", + "\n", + "rows = []\n", + "for t in umbrales:\n", + " pred_t = (proba_val >= t).astype(int)\n", + " tn, fp, fn, tp = confusion_matrix(y_val, pred_t).ravel()\n", + "\n", + " precision_1 = tp / (tp + fp) if (tp + fp) > 0 else 0.0\n", + " recall_1 = tp / (tp + fn) if (tp + fn) > 0 else 0.0\n", + "\n", + " costo_total = costo_FN * fn + costo_FP * fp\n", + "\n", + " rows.append({\n", + " \"umbral\": float(t),\n", + " \"TP\": int(tp),\n", + " \"FP\": int(fp),\n", + " \"TN\": int(tn),\n", + " \"FN\": int(fn),\n", + " \"precision_clase1\": precision_1,\n", + " \"recall_clase1\": recall_1,\n", + " \"costo_total\": int(costo_total),\n", + " })\n", + "\n", + "tabla_umbral = pd.DataFrame(rows).sort_values(\"costo_total\")\n", + "\n", + "print(\"Top 10 umbrales con menor costo total:\")\n", + "tabla_umbral.head(10)" + ], + "execution_count": null, + "outputs": [], + "id": "5fa62b89" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Visualización del costo total vs umbral\n", + "\n", + "tabla_plot = pd.DataFrame(rows).sort_values(\"umbral\")\n", + "\n", + "best_row = tabla_plot.loc[tabla_plot[\"costo_total\"].idxmin()]\n", + "best_t = best_row[\"umbral\"]\n", + "\n", + "plt.figure(figsize=(7, 4))\n", + "plt.plot(tabla_plot[\"umbral\"], tabla_plot[\"costo_total\"], marker=\"o\")\n", + "plt.axvline(best_t, color=\"red\", linestyle=\"--\", alpha=0.7, label=f\"Mejor umbral: {best_t:.2f}\")\n", + "plt.xlabel(\"Umbral\")\n", + "plt.ylabel(\"Costo total (5·FN + 1·FP)\")\n", + "plt.title(\"Costo vs Umbral - Modelo final (validación)\")\n", + "plt.grid(alpha=0.3)\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "print(f\"Umbral recomendado (mínimo costo): {best_t:.2f}\")\n", + "best_row" + ], + "execution_count": null, + "outputs": [], + "id": "38ca55dc" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Métricas del modelo final con el umbral recomendado\n", + "\n", + "pred_val_best = (proba_val >= best_t).astype(int)\n", + "\n", + "print(f\"Métricas con umbral recomendado t={best_t:.2f}:\")\n", + "print(classification_report(y_val, pred_val_best))\n", + "print(\"Matriz de confusión:\\n\", confusion_matrix(y_val, pred_val_best))" + ], + "execution_count": null, + "outputs": [], + "id": "2be98251" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 7. Predicción en el conjunto de test\n", + "\n", + "Entrenamos el **modelo final** (Regresión Logística con hiperparámetros óptimos) usando **todo el conjunto de entrenamiento** y generamos probabilidades para el conjunto `test`.\n", + "\n", + "Finalmente, construimos un archivo tipo *submission* con el formato de `sampleEntry.csv` (`Id`, `Probability`)." + ], + "id": "c6ca88a4" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# Entrenar modelo final con todos los datos y predecir en test\n", + "\n", + "modelo_final = grid_log.best_estimator_\n", + "modelo_final.fit(X, y)\n", + "\n", + "proba_test = modelo_final.predict_proba(X_test)[:, 1]\n", + "\n", + "# Construcción del DataFrame de envío\n", + "submission = pd.DataFrame({\n", + " \"Id\": test.index + 1,\n", + " \"Probability\": proba_test,\n", + "})\n", + "\n", + "submission.head()" + ], + "execution_count": null, + "outputs": [], + "id": "e1c82129" + }, + { + "cell_type": "code", + "metadata": {}, + "source": [ + "# (Opcional) Guardar submission en disco\n", + "\n", + "import os\n", + "\n", + "os.makedirs(\"../output\", exist_ok=True)\n", + "output_path = \"../output/submission_logistic.csv\"\n", + "submission.to_csv(output_path, index=False)\n", + "print(f\"Archivo guardado en: {output_path}\")" + ], + "execution_count": null, + "outputs": [], + "id": "b13b1664" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "" + ], + "id": "4d3047f1" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 6. Métricas de Evaluación y Decisión" + ], + "id": "105fa98a" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" } - ], - "source": [ - "tabla_resultados = pd.DataFrame(resultados_modelos).sort_values('ROC-AUC', ascending=False)\n", - "print('Comparación inicial de modelos (validación):')\n", - "print(tabla_resultados)" - ] - }, - { - "cell_type": "markdown", - "id": "8a6ec5ff", - "metadata": {}, - "source": [ - "\n", - "## 5. Optimización de Hiperparámetros y Validación" - ] - }, - { - "cell_type": "markdown", - "id": "105fa98a", - "metadata": {}, - "source": [ - "\n", - "## 6. Métricas de Evaluación y Decisión" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.4" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file From 469433001271ced69a9ee7c023248796e7fb7398 Mon Sep 17 00:00:00 2001 From: YURYVOM <112267599+YURYVOM@users.noreply.github.com> Date: Thu, 12 Mar 2026 09:47:29 -0500 Subject: [PATCH 08/12] VO --- notebook/proyecto_1.ipynb | 648 +++++++++++++++++++------------------- 1 file changed, 327 insertions(+), 321 deletions(-) diff --git a/notebook/proyecto_1.ipynb b/notebook/proyecto_1.ipynb index 4284519..13a253a 100644 --- a/notebook/proyecto_1.ipynb +++ b/notebook/proyecto_1.ipynb @@ -2,6 +2,7 @@ "cells": [ { "cell_type": "markdown", + "id": "b1ca7847", "metadata": {}, "source": [ "
\n", @@ -15,19 +16,19 @@ "Vanessa Ochoa, Nilson Amaya, Juan Zamora\n", "\n", "
\n" - ], - "id": "b1ca7847" + ] }, { "cell_type": "markdown", + "id": "02e6c89c", "metadata": {}, "source": [ "---" - ], - "id": "02e6c89c" + ] }, { "cell_type": "markdown", + "id": "8fc99973", "metadata": {}, "source": [ "## Tabla de contenido\n", @@ -40,11 +41,11 @@ "- [Métricas de evaluación, ROC y decisión de umbral](#6-conclusiones)\n", "- [Predicción en el conjunto de test](#7-test)\n", "- [Diagrama del pipeline](#8-diagrama)" - ], - "id": "8fc99973" + ] }, { "cell_type": "markdown", + "id": "03f0d790", "metadata": {}, "source": [ "\n", @@ -57,29 +58,31 @@ "Para resolver este problema se desarrolla un flujo completo de **Machine Learning**, que incluye análisis exploratorio de datos (EDA), tratamiento de valores faltantes y outliers, implementación de modelos de clasificación como **k-NN** y **Regresión Logística**, así como la optimización de hiperparámetros mediante **Grid Search** y validación cruzada.\n", "\n", "Finalmente, se comparan los modelos obtenidos para identificar cuál ofrece el mejor desempeño en la predicción del riesgo crediticio." - ], - "id": "03f0d790" + ] }, { "cell_type": "markdown", + "id": "e4d49a61", "metadata": {}, "source": [ "\n", "## 2. Importación del dataset" - ], - "id": "e4d49a61" + ] }, { "cell_type": "markdown", + "id": "98f3ae7d", "metadata": {}, "source": [ "Antes de cargar el dataset, se importan las librerías necesarias para realizar el proyecto." - ], - "id": "98f3ae7d" + ] }, { "cell_type": "code", + "execution_count": 29, + "id": "48e9f010", "metadata": {}, + "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", @@ -91,28 +94,16 @@ "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score" - ], - "execution_count": 29, - "outputs": [], - "id": "48e9f010" + ] }, { "cell_type": "code", - "metadata": {}, - "source": [ - "# Cargamos el dataset\n", - "\n", - "train = pd.read_csv(\"../input/cs-training.csv\")\n", - "test = pd.read_csv(\"../input/cs-test.csv\")\n", - "train = train.drop(columns=['Unnamed: 0'])\n", - "test = test.drop(columns=['Unnamed: 0'])\n", - "\n", - "# ver primeras filas\n", - "train.info()" - ], "execution_count": 30, + "id": "c98c4be2", + "metadata": {}, "outputs": [ { + "name": "stdout", "output_type": "stream", "text": [ "\n", @@ -136,10 +127,21 @@ ] } ], - "id": "c98c4be2" + "source": [ + "# Cargamos el dataset\n", + "\n", + "train = pd.read_csv(\"../input/cs-training.csv\")\n", + "test = pd.read_csv(\"../input/cs-test.csv\")\n", + "train = train.drop(columns=['Unnamed: 0'])\n", + "test = test.drop(columns=['Unnamed: 0'])\n", + "\n", + "# ver primeras filas\n", + "train.info()" + ] }, { "cell_type": "markdown", + "id": "099d50cc", "metadata": {}, "source": [ "### 2.1 Descripción de las variables\n", @@ -165,19 +167,15 @@ "- **NumberOfTime60-89DaysPastDueNotWorse:** Número de veces que el prestatario ha tenido retrasos en pagos entre 60 y 89 días en los últimos dos años.\n", "\n", "- **NumberOfDependents:** Número de personas dependientes económicamente del prestatario, como hijos o cónyuge." - ], - "id": "099d50cc" + ] }, { "cell_type": "code", - "metadata": {}, - "source": [ - "train.describe()" - ], "execution_count": 31, + "id": "7b59092d", + "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { "text/html": [ "
\n", @@ -379,22 +377,28 @@ "75% 1.000000 \n", "max 20.000000 " ] - } + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" } ], - "id": "7b59092d" + "source": [ + "train.describe()" + ] }, { "cell_type": "markdown", + "id": "e0f4e7e7", "metadata": {}, "source": [ "\n", "## 3. Análisis Exploratorio de Datos (EDA)" - ], - "id": "e0f4e7e7" + ] }, { "cell_type": "markdown", + "id": "91716e48", "metadata": {}, "source": [ "### 3.1 Identificación y tratamiento de datos faltantes e imputación lógica\n", @@ -402,24 +406,16 @@ "Primero identificamos el porcentaje de datos faltantes por variable y, con base en el contexto, aplicamos una imputación lógica:\n", "\n", "\n" - ], - "id": "91716e48" + ] }, { "cell_type": "code", - "metadata": {}, - "source": [ - "faltantes = train.isnull().sum()\n", - "porcentaje = (faltantes / len(train)) * 100\n", - "tabla_faltantes = pd.DataFrame({\n", - " 'Valores faltantes': faltantes,\n", - " 'Porcentaje %': porcentaje.round(2)\n", - "})\n", - "print(tabla_faltantes[tabla_faltantes['Valores faltantes'] > 0])" - ], "execution_count": 32, + "id": "7a4bd274", + "metadata": {}, "outputs": [ { + "name": "stdout", "output_type": "stream", "text": [ " Valores faltantes Porcentaje %\n", @@ -428,19 +424,41 @@ ] } ], - "id": "7a4bd274" + "source": [ + "faltantes = train.isnull().sum()\n", + "porcentaje = (faltantes / len(train)) * 100\n", + "tabla_faltantes = pd.DataFrame({\n", + " 'Valores faltantes': faltantes,\n", + " 'Porcentaje %': porcentaje.round(2)\n", + "})\n", + "print(tabla_faltantes[tabla_faltantes['Valores faltantes'] > 0])" + ] }, { "cell_type": "markdown", + "id": "de8261eb", "metadata": {}, "source": [ "Con base en la revisión de valores faltantes, se identificó que las variables MonthlyIncome y NumberOfDependents presentan datos ausentes. Dado que ambas corresponden a variables numéricas, se optó por realizar una imputación utilizando la mediana de cada variable. La mediana se define como el valor central de la distribución cuando los datos se ordenan de menor a mayor. A diferencia de la media, la mediana es menos sensible a la presencia de outliers que en variables financieras es muy común que pase. Por esta razón, la mediana permite imputar los valores faltantes con un valor representativo de la distribución sin distorsionar significativamente su forma. De esta manera, se conserva la estructura general de los datos y se evita introducir sesgos que podrían afectar el entrenamiento del modelo." - ], - "id": "de8261eb" + ] }, { "cell_type": "code", + "execution_count": 33, + "id": "122b37f6", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Faltantes después de imputación:\n", + "0\n", + "Mediana MonthlyIncome (train): 5400.00\n", + "Mediana NumberOfDependents (train): 0.00\n" + ] + } + ], "source": [ "# Imputación lógica con medianas del train\n", "median_monthly_income = train['MonthlyIncome'].median()\n", @@ -454,34 +472,35 @@ "print(train.isnull().sum().sum())\n", "print(f\"Mediana MonthlyIncome (train): {median_monthly_income:.2f}\")\n", "print(f\"Mediana NumberOfDependents (train): {median_dependents:.2f}\")\n" - ], - "execution_count": 33, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Faltantes después de imputación:\n", - "0\n", - "Mediana MonthlyIncome (train): 5400.00\n", - "Mediana NumberOfDependents (train): 0.00\n" - ] - } - ], - "id": "122b37f6" + ] }, { "cell_type": "markdown", + "id": "4d116435", "metadata": {}, "source": [ "### 3.2 Análisis de distribuciones y detección de outliers\n", "\n", "Analizamos la forma de las distribuciones con histogramas y boxplots. Para detectar valores atípicos extremos usamos el criterio del **IQR (rango intercuartílico)** y realizamos winsorización suave (capado por percentiles) en variables con colas muy largas.\n" - ], - "id": "4d116435" + ] }, { "cell_type": "code", + "execution_count": 34, + "id": "610a5772", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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tWmUXL150Pc+Vd3XIkCEuKKb0Li+88IJb75UjJzqAxCDvKpA8QfSoqCiXr5ggOpC8OVfD3ZQpU9w89rn422+/7RvcW6nV9Nugnui6A0x3ik2ePDlN9hcAgORAEB1AWPFynb///vv2t7/9zRo1ahSQE13r77//fnKiA3B5Vb0Lax4tq8dbsF7oQt5VIHkoiE6+YiB0kXLBSXeghHLBYNKkSW4CACASREYtDiBieLnOf/nlF9c4j025FP3LAci4dFu48q36W7RoEflWAQAAAADJiiA6gLDSuHFjK1q0qEu3UL16dVu5cqXt3LnTzbU8bNgwt13lAESWkydP2saNG90ku3fvdn97F8/0u9C1a1df+UceecR++uknGzx4sG3bts3dJv7xxx9bv3790uw9AAAAAAAiT5oG0ZctW2bt2rWzkiVLuh6nc+fOjXOb2IgRI1yPU92W3aJFC9uxY0dAmSNHjliXLl3crdv58+d3A5ioEe7vhx9+cAE33VJWunRpe/HFF+Psy8yZM61y5cquTI0aNeyzzz5L8L4ASP5bRPW3NwGIbOvXr7cbb7zRTaIByfS36l8v3ZMXUJdy5crZ/PnzXe/zWrVq2bhx4+zNN990eVcBAAAAAIiIIPqpU6dcozdYnjQFu1999VWbOnWqffPNN5YrVy7XMD579qyvjALoW7ZscQ3oefPmucB8r169fNuPHz9uLVu2tOuuu842bNhgY8eOtWeeecZef/11XxkNUHjfffe5APx3331nHTp0cNPmzZsTtC8Akm758uV2+PBhGzNmjPsOKid6xYoV3Vzf9dGjR9uhQ4dcOQCRRQOU+V8486Zp06a57ZovWbIkzmNUd2vQMg1A7A1oBgAAAABAcomKCZPuneqJPmfOHBe8Fu2WeqgPGDDABg4c6NZFR0dbsWLFXCP63nvvta1bt1rVqlVt3bp1dvPNN7syCxYssLvuust+/fVX93iNHK7BCQ8cOGDZsmVzZZ588knX6123fss999zjAvoKwnvq169vtWvXdkHzUPYlPmrQa/IP6Ksn/NGjR13PeQBxffDBB27gUH3HdNeHLoxt377dKlWqZLfddpudPn3a3XWiAUZ18QtA/FTnFChQwH2XqHOufqzy5cvHsQIS4PLly+6itlKsRcpgiUBKo77hWAGpcWdn3bp1A+JkAJKnfs5iYUp5UBX4VtoUj95QvXr1bPXq1S5wrbmCaf4/DCqvE3n1Fr/77rtdGQXevAC6qAf5Cy+84ILZCjCojG4Z96cyXnqZUPYlPupJO3LkyDjr1cuWHuxA/BQ4F/U0r1OnjlWpUsVdxNJ37o8//nAnBV45Nd4BxO/EiRMcGgAAAAAAkkHYBtEVtBb19vanZW+b5ur94i9LlixWsGDBgDLKmRr7ObxtCqJrfrXXudq+xEcDoPkH572e6EWKFKFXIBCExkkoW7asuwtEd6d4d6roeyOvvfaa+06rXObMmTmOQBAa4wMAAAAAAERwED0SZM+e3U2xqac8t70C8dN3Q4MDdu7c2Tp27GhDhgxxF6x++ukndweJBhGcNWuWZc2alUMIXAH1DAAAAAAAySNsExgWL17czQ8ePBiwXsveNs1jp3O4ePGiHTlyJKBMfM/h/xrByvhvv9q+AEg+Cp4rUL5p06aAgUU10KjWazsAAEgbly5dcoP86o4xzbUMAAAARLKwDaIrXYMC1IsXLw5Ih6Jc5w0aNHDLmh87dsw2bNjgK/PVV1+5gY6Ur9wro4EJL1y44CuzaNEiN0ihUrl4ZfxfxyvjvU4o+wIgeSlQvnPnTve9mzx5spvv2LGDADoAAGlo9uzZVqFCBWvevLk99thjbq5lrQcAAAAiVZoG0U+ePGkbN250kzeAp/7eu3evy4Hct29fGzVqlP373/92PVK7du3qBhjs0KGDK68BB++88057+OGHbe3atbZy5Urr06ePG+hT5eQvf/mLG1S0R48etmXLFvvoo4/slVdeCchV/sQTT9iCBQtcColt27bZM8884wYv1HNJKPsCIPkp53nTpk3dIMGakwMdAIC0o0C50q3VqFHDnXfrYrfmWtZ6AukAAACIVGmaE12B6mbNmvmWvcB2t27dbNq0aTZ48GA7deqU9erVy/U4VzoHBbv9B0ubPn26C3arF4zyv3bq1MleffVV3/Z8+fLZF198Yb1797Y6depY4cKFbcSIEe45PQ0bNrQZM2bY8OHDbdiwYS51xNy5c6169eq+MqHsCwAAABCJlLJlwIAB1rZtW3eeLEqrWL9+fbesjiUDBw609u3bc9EbAAAAEScqJiYmJq13IqNQChgF9aOjoy1v3rxpvTtAuqD0TGqkFy1alIESgQSgzuFYAclJuc/V+WX16tUucB67ftZ6dUz5+uuv3d1jAKibk4LzGCDxnVXr1q1r69ats5tvvpnDCCRjnRO2OdEBAAAAhIf9+/e7uf+dmv689V45AAAAIJIQRAcAAABwRSVKlHDzzZs3x7vdW++VAwAAACIJQXQAAAAAV9S4cWMrW7asjR492qVy8aflMWPGWLly5Vw5AAAAINIQRAcAAABwRZkzZ7Zx48bZvHnz3CCiyoF+8uRJN9ey1r/00ksMKgoAAICIlCWtdwAAAABA+OvYsaPNmjXLBgwYYI0aNfKtVw90rdd2AAAAIBIRRAcAAAAQEgXK27ZtaxMnTnR50DWgaJ8+fSxbtmwcQQAAAEQsgugAAAAAQjJ79mzXE33Pnj2+df/4xz9cqhd6ogMAACBSkRMdAAAAQEgB9M6dO1uNGjVs5cqVtnPnTjfXstZrOwAAABCJCKIDAAAAuKJLly65HuhK5fLxxx/bmjVr7O9//7uba1nrBw4c6MoBAAAAkYZ0LgAAAACuaPny5S6Fy6233mp58uSxixcv+rYNGTLE/vznP9vu3btduaZNm3I0AQAAEFHoiQ4AAADgivbv3+/m06dPt0KFCtlrr71m33//vZtrecaMGQHlAAAAgEhCT3QAAAAAV1S4cGE3L1CggP3666+WKVMmO3TokPXs2dMeeughK1q0qB09etRXDgAAAIgk9EQHAAAAcEWbNm1y8zJlyrgAekCDIlMmK126dEA5AAAAIJLQEx0AAADAFSnfufzwww/Wvn17a9mypcuLniVLFvviiy98wXOvHAAAABBJCKIDAAAAuKLy5cu7uYLnCxYssHnz5v1fgyJLFmvRooUtWrTIVw4AAACIJATRAQAAAFzRY489ZgMGDLCFCxfaXXfdZRUqVLAjR45YwYIFbefOnfbZZ5+5tC4qBwAAAEQagugAAAAArihz5syWJ08ei46Ots8//9xiYmJ826Kiotxc21UOAAAAiDQMLAoAAADgipYvX+4C6Fei7SoHAAAARBqC6AAAAACu6LfffnPz1q1b2+nTp23cuHHWvXt3N9ey1vuXAwAAACIJ6VwAAAAAXNHhw4fdvGPHjpYjRw7r27evHTp0yIoWLepyoXfo0MGlefHKAQAAAJGEnugAAAAArqhIkSJuPnv2bLtw4YItWbLE5syZ4+Zanjt3bkA5AAAAIJLQEx1A2Lp06ZItXbrUtm/fbpUqVbImTZowYBkAAGng2muvdfMFCxZY3rx57ezZs75t6pl+7ty5gHIAAABAJKEnOoCwpJ5uFSpUsObNm9tjjz3m5lrWegAAkLoaN27sUrfExMT4AuYeLWu9tqscAAAAEGnoiQ4g7ChQ3rlzZ8uePXvA+gMHDrj1s2bNcjlZAQBA6vF6nytlS5cuXVzQXHnRp0+f7ub+vdMBAACASEIQHUDYpXB59NFHXY+2qKiogG1a1nptb9++PaldAABIJcp9fvz4catSpYqdPn3axo8f79tWtmxZq1y5sm3bts2V091jAAAAQCQhiA4grKjxrd5sokb40KFDrVixYnbw4EEbM2aMzZs3z22nkQ4AQOrWzzJx4kQ3RknsMUu+/vpru+OOO6ifAQAws717o+3330+n+rHYtu133zxTpv2p/vqFC19jZcrkS/XXBVIDQXQAYeWrr75y8wYNGtgnn3zi/lbQvH79+m751ltvtTVr1rhy9HQDACD1Zc6c2Zo2bWpVq1Z1KV0yZWKYJQAA/APoVapMstOnL6TBQdnn/n3ggTlm9k2qv/o112S1rVt7E0hHRCKIDiCs7N27183/8pe/uEb55cuXfdu0fN9997kgulcOAACkPAXNR40aZU8//bT725/q6meeecZXDkDkW7ZsmY0dO9Y2bNhg+/fvtzlz5liHDh1825WCUb8Xb7zxhh07dsx1hJkyZYpVrFgxTfcbSA3qga4A+hNjm1mp6wuk6kE/f+6MHfrtdit6bTnLlj1nqr72rz8dtVcGfe3eP73REYkIogMIK2XKlHHzGTNm2GOPPRankf7BBx8ElAMAAClPwXH1Ol+xYoUbl+TJJ5906dZ27dplzz//vK1cudJtJ4gOZAynTp2yWrVq2UMPPWQdO3aMs/3FF1+0V1991d555x0rV66cPfXUU9aqVSv78ccfLUeOHGmyz0BqUwD9+mqFU/11K99UOtVfE8gIuPcSQFi5/fbb3Xz16tWuka75yZMnfcvqhe5fDkDkmTRpkhuoUI3sevXq2dq1a4OWnTZtmht02H+icQ6kTAoX9SLVd2zx4sXWqFEj16NUc6VY03ptVzkAka9169bu7pS77747zjb1Qp8wYYINHz7cnb/XrFnT3n33Xdu3b5/NnTs3TfYXAICkoic6gLDs6aY86F9++aUbSNSTM+f/vx2Nnm5A5Proo4+sf//+NnXqVBdAVyNcPdc0gKG++/HJmzev2+5RMA9A8lNv01mzZtmAAQNsz549vvXqkf7SSy/F2xsVQMaze/duO3DggLVo0cK3Ll++fK5eV8eYe++9N85jzp075ybP8ePHfXei+qd3BNKDjP5/lu8tIvU7SxAdQFj2dOvUqZOdPXs2YNuZM2fcnJ5uQOR6+eWX7eGHH7bu3bu7ZQXT58+fb//85z9d+oj4KGhevHjxVN5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", 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0UTz88MPxwAMPxOzZs2P58uUxfvz4lvxbAQBAXqWBJscff3yNfWk77QdKj/4zAKXCxKLVrF+/Pr785S/HT3/607juuuuq9q9duzb+7d/+Le699974+7//+2zfPffcE8OGDYv58+fHoYceWufF3bx5c7ZUWrduXbbeunVrtgA7lu6ViooK9ww0kDgDNLXaifKjjjoqnnrqqRrHU8wGSkNT9p/1naFp6D9D8/WdJdGrSeVaTjzxxDj66KNrvAl44YUX4sMPP8z2V9p7771j4MCBMW/evJxJ9KlTp8aUKVO22b969eqsPAxQv//M0hvx1Clv29bDM1Bf5eXlLhbQZKqXbHnxxRezpzbLysqid+/e8T//8z+x//77V7U77rjjXHkoAU3Zf9Z3hqah/wzN13eWRP/IfffdFwsWLMgeR6tt5cqV0aFDh+jWrVuN/X369MmO5TJp0qS4+OKLa4xEHzBgQPTq1Su6dOlS378lRKm/CUgj29J9I4kO9depUyeXC2gy1Uu47LfffjVG7KTt6u2MRofi19T9Z31naBr6z9B8fWdJ9Ih466234oILLohZs2Y1adKhY8eO2VJbSgRKBkL9pSS6+wYaRpwBmkPteuiVUsmGJ5980kWHEtAc/Wd9Z2g6+s/QPH1ntRE+etwsPY46evToaN++fbakyUNvvfXW7Ov0ifkHH3wQa9asqXHxVq1aFX379m3gnwYAAFqnxx57rM79EuhQOvSfAShFkugR8dnPfjZefvnleOmll6qWAw88MJskpfLrnXbaKZ544omqC7do0aJYtmxZjBkzJp9/PwAAaNHkeXp/XF317VxJdqB46D8DUIqUc4mIzp07x/Dhw2tcmF133TV22223qv1nnnlmVt+8R48eWT3z888/P0ug55pUFAAAikX1yUIrJxEdO3ZszJ07N2c7oDjpPwNQioxEr6cf/vCHcdJJJ8Upp5wSRxxxRFbGZfr06c371wGAEjJo0KCshmPt5dxzz62z/bRp07Zpa0JVaD61JwytnUA3oShQSf8ZgGJjJHoOTz/9dI3t1Cm//fbbswUAaHp/+MMfYsuWLVXbCxcujH/4h3+I0047Ledr0tNhqcRapZRIB5pPSpTPnDmzxgSjqYSLEehQ2vSfASh2kugAQEHo1atXje0bbrgh9txzzzjyyCNzviYlzU3yDS0rJczTB15lZWXRu3fvaNvWw60AABQ3SXQAoOB88MEH8fOf/zybj2R7o8vXr18fe+yxR2zdujVGjx4d119/fey7777b/d6bN2/Olkrr1q3L1ul7pAXYsXSvpFHp7hmoP/cLALRekugAQMGZMWNGrFmzJr761a/mbDN06NC4++67Y+TIkbF27dq48cYbs4kO//SnP8UnP/nJnK+bOnVqTJkyZZv9q1evjk2bNjXZ7wDFngxM911KpBuJDvVTXl7uUgFAK9WmwgxALSaNdOvatWvW4Ug1XIH6ddI9Lg6lF3OOPfbY6NChQzz88MP1fs2HH34Yw4YNiwkTJsS1117boJHoAwYMiPfff79VXivIV3xOHzylMkyS6FA/Kd5079691cbmltTa38dAvug/Q/PFHCPRAYCC8uabb8Zvf/vbmD59eoNet9NOO8X+++8fixcv3m67jh07ZkttKREoGQg7dsUVV8R1111XtX355Zdv94Mr4P/iDADQOoniAEBBueeee7LJCk888cQGvS5NdPjyyy9Hv379mu3coNSlOQqqJ9CTtL29uQsAAKC1k0QHAArqEdSURD/jjDOiffuaD8xNnDgxJk2aVLV9zTXXxOOPPx5vvPFGLFiwIE4//fRsFPtZZ52VhzOH4lc7Ub7rrrtu9zgAABQLSXQAoGCkMi7Lli2Lr3/969scS/tXrFhRtZ1qmJ999tlZHfQTTjghq2U3d+7c2GeffVr4rKE0SrhU+slPfpI9+ZFKJ6V12q6rHQAAFAsTi7Ygk6NAw5kYBcSc5iY+w45VH2VeUVGxTXyufRwQb8RmaHn6z9B8/UEj0QEAgHrp3Llznft32WUXVxAAgKIliQ4AANRLeXl5nfs3btzoCgIAULQk0QEAgO26/PLLq76+6667ahyrvl29HQAAFAs10VuQmqvQcGq6gZjT3MRnqJ/qdc+TTp06xaZNm2rsUw8dxJumIDZD4+g/Q8OpiQ4AADSZ2glyCXQAAEqFci4AAEC9E+m1S7akbSPQAQAoZpLoAABAvV177bWxZcuWWLFiRbZO2wAAUMwk0QEAAAAAIAdJdAAAAAAAyEESHQAAAAAAcmif6wAAAEBtbdq02WafiUUBAChmRqIDAACNTqBvbz8AABQDSXQAAGCHdpQol0gHAKBYSaIDAAD1TpAPHjw4tmzZEitWrMjWabuudgAAUCwk0QEAgHp74403trsNAADFRhIdAAAAAABykEQHAAAAAIAcJNEBAIB6+7u/+7vtbgMAQLFpn+8TAAAACltFRUXVpKFLliyJdu3a5WwHAADFxkh0AABgh3aUIJdABwCgWEmiAwAA9ZIrUS6BDgBAMZNEBwAA6i0lzLds2RIrVqzI1hLoAAAUO0l0AAAAAADIQRIdAAAAAABykEQHAAAAAIAc2uc6AAAAUFubNm222acuOgAAxcxIdACgIFx99dVZcq76svfee2/3NQ888EDWplOnTjFixIh49NFHW+x8oRTVlUDf3n4AACgGkugAQMHYd999Y8WKFVXLs88+m7Pt3LlzY8KECXHmmWfGiy++GOPGjcuWhQsXtug5Q6nYUaJcIh0AgGIliQ4AFIz27dtH3759q5aePXvmbHvLLbfEcccdF5dddlkMGzYsrr322hg9enTcdtttLXrOUApqJ8i3bNmSfdCV1ttrBwAAxUBNdACgYLz22mvRv3//rDzLmDFjYurUqTFw4MA6286bNy8uvvjiGvuOPfbYmDFjxnZ/xubNm7Ol0rp167L11q1bswXYvpQ4T/dKqoOe1mm7Xbt2VcfdR1A39wYAtF6S6ABAQTjkkENi2rRpMXTo0GyE65QpU+Lwww/PyrN07tx5m/YrV66MPn361NiXttP+7UmJ+fS9a1u9enVs2rSpCX4TKG5lZWVZMnDt2rVZIr1t27bbHAe2VV5e7rIAQCsliQ4AFITjjz++6uuRI0dmSfU99tgjfvnLX2Z1z5vKpEmTaoxgTyPRBwwYEL169YouXbo02c+BYtW7d+8siZ5Kt6T7pnYSPR0HtpWesgIAWidJdACgIHXr1i0+9alPxeLFi+s8nmqmr1q1qsa+tJ32b0/Hjh2zpbaUCKydDAS2lUq3pBIuKYme7pnqpVwq7yVgW+4NAGi9vMMFAArS+vXr4/XXX49+/frVeTzVTH/iiSdq7Js1a1a2H2haqWxLdSlxnu7N2gn02u0AAKAYSKIDAAXh0ksvjdmzZ8fSpUtj7ty58fnPfz5L0E2YMCE7PnHixKwUS6ULLrggZs6cGTfddFO8+uqrcfXVV8fzzz8f5513Xh5/CyheO0qQS6ADAFCslHMBAArC22+/nSXM33vvvazO8qc//emYP39+9nWybNmyGo/Cjx07Nu699964/PLLY/LkybHXXnvFjBkzYvjw4Xn8LaC4pUR5KuNS134AAChWkugAQEG47777tnv86aef3mbfaaedli1Ay0kJ8zSxaFlZWTaJqDrPAAAUO+VcAAAAAAAgB0l0AAAAAADIQTkXAACg3tREBwCg1BiJ/pGpU6fGQQcdFJ07d85qO44bNy4WLVpU42Jt2rQpzj333Nhtt93iE5/4RJxyyimxatWqfPzdAACgIBLo29sPFB99ZwBKkST6R2bPnp0lyOfPnx+zZs2KDz/8MI455pjYsGFD1cW66KKL4uGHH44HHngga798+fIYP358vv52AADQYnaUKJdIh9Kg7wxAKWpTUVFRke+TKESrV6/ORqSnNwhHHHFErF27Nnr16hX33ntvnHrqqVmbV199NYYNGxbz5s2LQw89dJvvsXnz5myptG7duhgwYEC8//770aVLlxb9faC12rp1a3Y/pvuvbVuf+0F9pZjTvXv3LH6JOTu+Vl27dnWtoAEJ8i1btkRZWVn2frldu3Y1juleQGnFG31nKBz6z9B8fWc10XNIFy7p0aNHtn7hhRey0elHH310VZu99947Bg4cmDOJnh5zmzJlSp1vMlJpGKB+bwLS/Zg65JLoUH/l5eUuF9AsUkxO8bn6tlHoULr0naFw6D9D8/WdJdFz/Kdz4YUXxmGHHRbDhw/P9q1cuTI6dOgQ3bp1q9G2T58+2bG6TJo0KS6++OJtRqKnEbXFNPIAmvt+TB1zI9GhYTp16uSSAQDNSt8ZCov+MzRf31kSvQ6pNvrChQvj2WefjY+jY8eO2VJbGk1rRC3UX0qiu2+gYcQZAKC56TtD4dF/hubpOyswXMt5550XjzzySDz11FPxyU9+smp/375944MPPog1a9bUaL9q1arsGAAAlILapVuUcoHSpO8MQCmRRK9WyzG9CXjooYfiySefjMGDB9e4UAcccEDstNNO8cQTT1TtW7RoUSxbtizGjBnTsn81KBFp0rKnn346uy/TOm0DAC2v9mShaTLRfv36mVQUSpC+MwClSDmXao+h3XvvvfHf//3f0blz56o652n29J133jlbn3nmmVmN8zTZaKppfv7552cJ9LomFQU+nunTp8cll1wSS5curdo3aNCguOmmm2L8+PEuLwC0sB1NIFo70Q4UJ31nAEqRkegf+fGPf5zNKv6Zz3wmG1VTudx///1VF+uHP/xhnHTSSXHKKafEEUcckZVxSYk+oGml++rUU0+NESNGxO9+97tYvHhxtk7bab/7DgDyI1eiXAIdSoe+MwClqE2Fd7wtZt26ddmI9pSsTyPZgW2lki1DhgzJEuYzZszI9pWVlUXv3r2zr8eNG5dN/Pvaa69t8wg5IOaIz9Aytm7dWhWfTWQM9aM/WH+uFTSO+AzNF3OMRAcKypw5c7ISLpMnT96mU562J02aFEuWLMnaAQAAAEBzk0QHCsqKFSuy9fDhw+s8Xrm/sh0AAAAANCcTiwIFJc1FkKSSLaNHj47bbrst+zolz88777zs6+rtAAAAAKA5SaIDBeXwww+PQYMGxemnn56VdUk10it961vfyo4NHjw4awcAtLw2bdpss880SwAAFDPlXICCkiYLHTVqVLz++uvZ19/+9rdj7ty52Tptp/0jR440qSgAFEgCfXv7AQCgGBiJDhSUDz74IH79619nMyOn5bvf/W62JHvssUesWbMmO57adejQId+nCwAlY0eJ8nTciHQAAIqRkehAQbnjjjvib3/7Wxx66KHxzjvv1Dj29ttvx8EHH5wdT+0AgPwk0FO5tTTJd/Wya3W1AwCAYiCJDhSUVK4l+c1vfhM9e/aMn/zkJ/HHP/4xW6ftWbNm1WgHALSs2qPNjT4HAKDYSaIDBWXgwIHZukuXLvHqq69mpVu+9KUvZeu03blz5xrtAAAAAKA5qYkOFKT169dH9+7dq7ZfeeWVbLttW5/9AQAAANByZKOAgrJs2bJsvXXr1mx9yCGHxP3335+tq++vbAcAtKzadc/VQQcAoNgZiQ4UlP79+1d93a5du3juuefii1/8YtV25QRm1dsBAM0r1T2vnixPMTlXOwAAKDZGogMFZd68edk6lW2pa+KyynIule2A4jF16tQ46KCDsrkPevfuHePGjYtFixZt9zXTpk3LEnvVl06dOrXYOUMp2VGCXAIdAIBiJYkOFJSlS5dWlW1JnfHTTz89Zs2ala3TdmU5l8p2QPGYPXt2nHvuuTF//vzsvv/www/jmGOOiQ0bNmz3dWki4hUrVlQtb775ZoudM5SaXIlyCXQAAIqZci5AQRk0aFC8/PLL2WPiKWH+85//PFuSNMK0sqRLagcUl5kzZ24zyjyNSH/hhRfiiCOOyPm69H9D3759W+AMgaTyQ+2ysrLsHjXpNwDkX+onp0Ep6UnOoUOHxpFHHpmz/BrQcJLoQEEZO3ZsPPzww1W1z2t32iv3p3ZAcVu7dm227tGjx3bbrV+/PvbYY48sqTd69Oi4/vrrY999983ZfvPmzdlSad26ddk6vb7yaRdg+yqfGHPPQP25X4DmMn369LjkkktqPLGdBp7ddNNNMX78eBcemoAkOlBQ3nnnnRrbaXTpd77znbjhhhti5cqVOdsBxZdouPDCC+Owww6L4cOH52yXRtncfffdMXLkyCzpfuONN2Yfsv3pT3+KT37ykzlrr0+ZMmWb/atXr45NmzY16e8BxXyPpnuu+nwlwPaVl5e7RECzJNBPPfXUOOmkk+IXv/hF9OnTJ1atWpX1odP+Bx98UCIdmkCbCgUMW0wa6da1a9esw5HqtwJ1J7cmT568w0uTRppOmjTJJYQijTn/8i//Eo899lg8++yzOZPhdUl11IcNGxYTJkyIa6+9tt4j0QcMGBDvv/9+q7xWkK8kevrgqVevXpLoUE8p3nTv3r3VxuaW1Nrfx0BLSU9qDxkyJEaMGBEzZszI9lWWW0vGjRsXCxcujNdee01pF/iYMcdIdKCgpFIu9W0niQ7F6bzzzotHHnkknnnmmQYl0JOddtop9t9//1i8eHHONh07dsyW2tJoWiNqof7SfATuG6g/MQZoanPmzMlKuPznf/5n9n9M9bJRaTv1mdNTmqndZz7zGX8A+Bg8ewkUlLfffrvGdqqF/P3vf3+bmsi12wGtX3o4LiXQH3rooXjyySdj8ODBjRqNkyYn7tevX7OcIwAAFIoVK1Zk61zlDyv3V7YDGk8SHSgoqX5bdX/5y1/isssuy9bbawe0fueee278/Oc/j3vvvTc6d+6czYOQlr/+9a9VbSZOnFjjKZRrrrkmHn/88XjjjTdiwYIFcfrpp8ebb74ZZ511Vp5+CwAAaBmVA0dSyZY0mOTpp5/OBqSkddpO+6u3AxpPORegoKTkV1O2A1qPH//4x9m69qOm99xzT3z1q1/Nvl62bFmNx+FTHfOzzz47S7anOrMHHHBAzJ07N/bZZ58WPnsAAGhZhx9+eAwaNCjOP//8ePfdd7PSLpXS/p49e2ZPd6Z2wMcjiQ4U3IQOtaWEWvokfUftgNatPnOd1/6/4Ic//GG2AA2zcePGePXVVz/W6//4xz/GqFGjYpdddmnU99h7770b/VoAILLJQk877bSsBGp6WvvOO++MQw89NObPnx9XXXVVPP/889mT3akd8PG0qahPj5UmYYZx2LE0I3J9EuRpxuQ0czIg5nxc4jOlKJU/Sk9u5NMLL7wQo0ePzus5QEsSb1wraGqpZMuQIUOyEedlZWXZU5uV9thjj+jVq1e899578dprr0mkw8eMz0aiAwWlviPMjUQHgMZLo8BTErux/vznP8dXvvKV+NnPftbo8knpHACAxpszZ05WwuWwww6LF198scaxt99+O9uf5htK7WqXTAQaRhIdKHjpUfH0yDgA0DRSGZWPMwp869atVYlwo8kBID9WrFiRrX/xi19k5VyuueaaqnIuV155ZZZAr94OaDxJdKDgSaADAABATamMS9K9e/d47rnnYv/998+e2k4lKdLI9LT9/vvvV7UDGq/tx3gtAAAAAJAHL7/8crZOifJBgwZl61Qnvfp29XZA40miAwWvfXsPzQAAAEB1S5YsqbHdo0eP+P73v5+tt9cOaDiZKaDg/e1vf8v3KQAAAEBB6datW9XXqaTLX/7yl7jsssuqtitHoldvBzSOkegAAAAA0MrcfvvtVV9XJszr2q7eDmgcSXQAAAAAaGXKy8u32fflL3+5Xu2AhpFEBwAAAIBWpkOHDtvs+8UvflGvdkDDSKIDAAAAQCuzcePGJm0H5CaJDgAAAABFYLfddsv3KUBRkkQHAAAAgCLw3nvv5fsUoChJogMAAAAAQA7tcx0AAAAK27Jla+Pdd1u+zumrr75btW7bdkWL//yePXeJgQO7tvjPBQCgNEmiAwBAK02gDxt2e2zc+GEefvry7N+vfOWhiHiuxX/6LrvsFK+8cq5EOgAALUISHQAAWqE0Aj0l0C/4/lHxyb/r3qI/+4PNf42yd/4+eu8+ODp03LlFf/bbb7wft1z2VPb7G40OAEBLkEQHAIBWLCXQ/27fni3+c/cePaDFfyYAAOSDiUUBAAAAACAHSXQAAAAAAMhBEh0AAAAAAHKQRAcAAAAAgBwk0QEAAAAAIAdJdAAAAAAAyEESHQAAAAAAcpBEBwAAAACAHCTRG+j222+PQYMGRadOneKQQw6J3//+9w39FgBAE8baBx54IPbee++s/YgRI+LRRx91fQGgAOg/A1AsJNEb4P7774+LL744rrrqqliwYEGMGjUqjj322CgrK2u+vxAAlJCGxtq5c+fGhAkT4swzz4wXX3wxxo0bly0LFy5s8XMHAP6P/jMAxUQSvQF+8IMfxNlnnx1f+9rXYp999ok777wzdtlll7j77rub7y8EACWkobH2lltuieOOOy4uu+yyGDZsWFx77bUxevTouO2221r83AGA/6P/DEAxaZ/vE2gtPvjgg3jhhRdi0qRJVfvatm0bRx99dMybN6/O12zevDlbKq1bty5bb926NVugNVn10mvx/p+XNOq15eVr4+WXF9Sr7f61tv/5ny6Nv/51U+y8c6e48yc31jj2/875dr3PYcSI0dG5c9doqO77DI4+++3V4NdBvrXGONOYWJv2p5Hr1aWR6zNmzMj5c8Rniuk+7xvlEc88F+vf6Nyg1374weZ4v2x55FP33v1jpw4dG/7Ct8uz39t7alqb1hibWyqmi80Um8b2nxvSd26u/nNj+86J/jPFHJ8l0evp3XffjS1btkSfPn1q7E/br776ap2vmTp1akyZMmWb/atXr45NmzbV90dDQXj5vClxzLz/bPTrD6lnu7Nq76gW+L9R+9iPvxfN7fExE6LN9B80+8+BplZeXl4SsXblypV1tk/7cxGfKR4b47z2C+LSW26KUrO5/VHZ76+sIq1Ja4zNLRXTxWaKzcfpP9e375zoP0PLxWdJ9GaUPnWvPjoujUQfMGBA9OrVK7p06dKcPxqa3Ijbroo//3lio17b0E/Tkzu2kyA/51++1eBzaOyn6SP2GRy9e/du8Osg39Ikm9RNfKZYpPjU53e3x5//980GvzaN+lyx4q2PNWJnw4aNseuuu2SjSxujX78B0bFjI0aiR8TET+0Ru4/es1GvhXwRm3MTmyk2je0/N6bv3NT9548zEl3/mWKOz5Lo9dSzZ89o165drFq1qsb+tN23b986X5M6BXV1DFJHo7GdDciXfqOHZktjHRJfbFD7s+74brRp02ab/RUVFY0+ByglrTHONCbWpv0NaZ+IzxSTAQcPi0hLI9R+BLyhSfQ0Cjwl8lvj/zeQD6V0rzQ0povNFJuP039uaN850X+G5o/PpRPFP6YOHTrEAQccEE888USNzkPaHjNmTF7PDYpVSpinx0BXrFiRrSXQobg1Jtam/dXbJ7NmzRKbASCP9J+h5ek/Q/MyEr0BUmmWM844Iw488MA4+OCD4+abb44NGzbE1772teb7CwFACdlRrJ04cWLsvvvuWe3U5IILLogjjzwybrrppjjxxBPjvvvui+effz7uuuuuPP8mAFDa9J8BKCaS6A3wxS9+MZsU9Morr8wmLNtvv/1i5syZ20yWAgA0T6xdtmxZjcftxo4dG/fee29cfvnlMXny5Nhrr71ixowZMXz4cH8CAMgj/WcAikmbCvURWkyaWLRr166xdu1aE4tCPam5CmJOcxOfoeHEZxBvmpPYDI0jPkPzxRw10QEAAAAAIAdJdAAAAAAAyEESHQAAAAAAcpBEBwAAAACAHCTRAQAAAAAgB0l0AAAAAADIoX2uAzS9ioqKbL1u3TqXF+pp69atUV5eHp06dYq2bX3uB/VVGWsqYw/iMzQl8RkaTmyuP31naBzxGZovPkuit6CUCEwGDBjQkj8WgBKPPV27ds33aRQ08RmAlo47YvOOr1Gi7wxAocTnNhW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- "text/plain": [ - "
" - ] - } - } - ], - "id": "610a5772" + ] }, { "cell_type": "markdown", + "id": "4cd7a8ed", "metadata": {}, "source": [ "A partir de los boxplots se observa que varias variables presentan valores atípicos, especialmente en RevolvingUtilizationOfUnsecuredLines, DebtRatio y MonthlyIncome, donde hay una gran dispersión y algunos valores extremadamente altos. En las variables relacionadas con retrasos en pagos, la mayoría de los valores se concentran cerca de cero, pero aparecen algunos casos con muchos incumplimientos." - ], - "id": "4cd7a8ed" + ] }, { "cell_type": "code", - "metadata": {}, - "source": [ - "# Tratamiento de valores extremos\n", - "\n", - "# RevolvingUtilization y DebtRatio como proporciones entre 0 y 1\n", - "train['RevolvingUtilizationOfUnsecuredLines'] = train['RevolvingUtilizationOfUnsecuredLines'].clip(0, 1)\n", - "train['DebtRatio'] = train['DebtRatio'].clip(0, 1)\n", - "\n", - "# Age en un rango razonable\n", - "train['age'] = train['age'].clip(18, 100)\n", - "\n", - "# MonthlyIncome: recorte en percentil 99 para reducir el efecto de outliers\n", - "cap_income = train['MonthlyIncome'].quantile(0.99)\n", - "train['MonthlyIncome'] = train['MonthlyIncome'].clip(0, cap_income)\n", - "\n", - "print(\"Outliers tratados en variables continuas\")\n", - "print(\"\\nEstadísticas después del tratamiento:\")\n", - "train.describe().round(2)" - ], "execution_count": 35, + "id": "ce567172", + "metadata": {}, "outputs": [ { + "name": "stdout", "output_type": "stream", "text": [ "Outliers tratados en variables continuas\n", @@ -563,7 +553,6 @@ ] }, { - "output_type": "execute_result", "data": { "text/html": [ "
\n", @@ -765,64 +754,67 @@ "75% 1.00 \n", "max 20.00 " ] - } + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" } ], - "id": "ce567172" + "source": [ + "# Tratamiento de valores extremos\n", + "\n", + "# RevolvingUtilization y DebtRatio como proporciones entre 0 y 1\n", + "train['RevolvingUtilizationOfUnsecuredLines'] = train['RevolvingUtilizationOfUnsecuredLines'].clip(0, 1)\n", + "train['DebtRatio'] = train['DebtRatio'].clip(0, 1)\n", + "\n", + "# Age en un rango razonable\n", + "train['age'] = train['age'].clip(18, 100)\n", + "\n", + "# MonthlyIncome: recorte en percentil 99 para reducir el efecto de outliers\n", + "cap_income = train['MonthlyIncome'].quantile(0.99)\n", + "train['MonthlyIncome'] = train['MonthlyIncome'].clip(0, cap_income)\n", + "\n", + "print(\"Outliers tratados en variables continuas\")\n", + "print(\"\\nEstadísticas después del tratamiento:\")\n", + "train.describe().round(2)" + ] }, { "cell_type": "markdown", + "id": "04e8d5a0", "metadata": {}, "source": [ "El tratamiento de outliers se aplicó únicamente a variables continuas donde existían valores claramente extremos o inconsistentes. Las variables de retrasos en pagos se mantuvieron sin modificación, ya que no se cuenta con evidencia suficiente para considerar algunos valores como errores de registro." - ], - "id": "04e8d5a0" + ] }, { "cell_type": "markdown", + "id": "0ff4e13e", "metadata": {}, "source": [ "### 3.3 Análisis de correlación y selección de características justificadas\n", "\n", "Calculamos la correlación de Pearson entre variables numéricas y observamos su relación con la variable objetivo (**SeriousDlqin2yrs**). \n" - ], - "id": "0ff4e13e" + ] }, { "cell_type": "code", - "metadata": {}, - "source": [ - "# Mapa de calor de correlaciones\n", - "plt.figure(figsize=(12, 8))\n", - "correlaciones = train.corr()\n", - "\n", - "sns.heatmap(correlaciones,\n", - " annot=True, # muestra los números\n", - " fmt='.2f', # 2 decimales\n", - " cmap='coolwarm', # azul=negativo, rojo=positivo\n", - " center=0,\n", - " square=True)\n", - "\n", - "plt.title('Mapa de Correlaciones', fontsize=14)\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "# Correlaciones con la variable objetivo\n", - "print(\"\\nCorrelación con SeriousDlqin2yrs:\")\n", - "print(correlaciones['SeriousDlqin2yrs'].sort_values(ascending=False))" - ], "execution_count": 36, + "id": "1be01d4b", + "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { "image/png": 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GU9VXr15d3Tfnk6OdOnXqpKY5MMSYvSOaR82QPXv2qOkZOMcdr8dpB/Lnzx8ybNgwvXT84c0Dx+kGeDzvLXfu3CErV64Md9qBmzdvhjRr1kw9D14zZcqUavoJ2tec8t+9e1fN05Y6dWo1lxv/8jPXm5oqwBjh1SdOecA5B21sbFQZOX8dy8hpKTTPgvO8sQ5zPkOWgc+Xz7ls2bJG57kTBOHnE4v/+9kiUhAEQRCiMwyPpDeDoWf0WgiCIAjCz0LGwAmCIAiCIAiCIMQQRMAJgiAIgiAIgiDEEETACYIgCIIgCIIgxBBEwAmCIAhCBDCzIoeMy/g3QRCEX5vDhw+r7LTM3Mp5NZmNNyKYZTdHjhwqSy0z4vI340ciAk4QBEEQBEEQBAFQcydyWo1p06aZZQ8mt/rjjz/U/I6cSqRz585o3ry50XkivxeShVIQBEEQBEEQBMEAeuA2bNiAypUrwxS9evXCtm3b1DySGmrXrg1/f3/s3LkTPwLxwAmCIAiCIAiC8EsSHByMwMBAvYXrvhd//fUXSpYsqbeuTJkyav2PIu4PO7MgCEIMZFs8T0RXiu0dgujK1dSlEV1x/uCD6Mxry+SIrryPlQjRldj4guiMbdBjRFcCLFMiumIV/BzRleC4CRGdSeuRCTGdH/EbfKpfHQwZov/7OWjQIAwePPi7nP/JkydIlSqV3jp+plB8//49EiRIgO+NCDhBEARBEARBEH5J+vTpg65du+qtY7KRmIwIOEEQBEEQBEEQfkksLCx+qGCzs7PD06dP9dbxc9KkSX+I943IGDhBEARBEARBEIQokD9/fuzbt09v3Z49e9T6H4V44ARBEARBEARB+OnEihfrZxcBb968wc2bN/WmCeD0ALa2tnB0dFQhmY8ePcLixYvV9tatW2Pq1Kno2bMnmjZtiv3792P16tUqM+WPQjxwgiAIgiAIgiAIAE6fPo3s2bOrhXD8HP89cOBA9dnX1xf379/X2srFxUWJNXrdOH/cuHHjMHfuXJWJ8kchHjhBEARBEARBEAQARYsWRUhIiElbLFy40OgxZ8+e/c/sJwJOEARBEARBEISfTuy4Pz+EMiYgIZSCIAiCIAiCIAgxBPHACYIgCIIgCILw04kVT3xL5iBWEgRBEARBEARBiCGIgBMEQRAEQRAEQYghSAilIAiCIAiCIAg/HUliYh7igROE/ximmu3cufMvU7ZYsWJh48aNP6xMgiAIgiAIQhjigRMEEzx//lxN2sjJGZ8+fQobGxs1QSPXFSxYMMp2W79+PeLFi/ef2Z3zlTRp0kT9O3bs2EiaNCk8PDzwxx9/oFOnTrCysvpX5+eElrSNuRw8eBATJkzA33//jcDAQKRLlw49evRAvXr1EF2xLZQLrt2awSpHJljap8Tpam3xdPO+8I8pnAcZxvZG4gzpEPTAFzdHzsDDxRv09nFqUxeuXZvBwi4FAi/44HLnYQg4dTFKZVx14CQW7T6OlwFv4JE2FXrV+R2ZXNIa3Xf9kdPY+td53Hz8TH1O72iPDlVK6O3/LigYk9fvxYFzPgh4+w72yW1Qp3he1CiSO0rl45w6a5fNwYHdm/H27Wt4pM+Cpm17IrW9g8ljrl46i63rl+HOrWvwf/UCXfqOQu78RbTbP336hDVLZ+Hc6eN49uQxEiRKjExZc6FOo7awSZbC7LKt27EPyzbtwCv/ALg7O6Jrs3rIkM7V6L637z/C3JUb4HP7Lp48f4lOTeqgVvnSevus37kfG3YdgO/zF+qzi0MaNK1REflzZEFk2bx1G9auW49Xfn5wdXFB29at4OXpYXL/w0eOYtHSpXj69BnS2NujWZPGyJM7l9ZeCxcvxanTp+H75AkSJUqE7NmyolnjRkiWLBmi+lxXLF2IPTu34e3bN/DKkAmt23WGfRrjdU/D9i0bsWHdKvj7vYKzixtatOkAD8/02u39enXB5Yvn9Y4pU64C2nToEqmyLV+6CLt3bldlS58hI9q06xRh2bZt2YQN61bDz+8VXFzc0LJNe3h4emm3T5syAefPnsGrVy9haZkAXhkyoHGTFkjr4Gh22dbt2IsVG7erOufm7IAuzRsgQzo3o/vevv8Q81aux7VbrHMv0LFJXdSsUFZvnyXrtuDQidO498gXFvHjIbNXOrRpUAuOaVIjstBuS5cuwa6dO/D27Vukz5AB7dp1QJo0acI9buuWzVi3bi38/Pzg4uKK1m3awtPTU7t9x47tOHTwAG7evIX3799h1eq1SJw4caTKtm77HgO7NUQGj3DstmJdmN2a1vvGbpE9Z0Rs3LYDq9dvwis/f7i5OKNDq2bw8khncv9DR49jwdIVePLsOdLap0aLxvWRN1dO7fbRE6Zg9/6DesfkzpENo4YMwK9KrHgyjYA5iAdOEExQrVo1NSnjokWLcP36dWzevFl5qF6+fBklm3348EH9tbW1RZIkSf5Tu1O0UWg9fPgQx48fR8uWLbF48WJky5YNjx8//lfntrOzg4WFhdn78/pZsmTBunXrcOHCBSUuGzZsiK1bt0a5DJ8/f8aXL1/wo4iTKCECL1zDpY5DzNo/gXNa5N48Cy8PnsTRXJVwZ8oiZJ7ljeSlCmn3SV2jHNL/2Qc3vKfhaJ4qeH3BB3m3zUP8FLaRLt+uU5cwbs0utCpfFMv7t4KHgx3aTlqCV4FvjO5/+tpdlM2TGXO6NcaiXs1hZ5sUbSYuwTO/QO0+PN/xyzcxvFlVrB/SHvVK5MPoFdtx8JwPosKWdUuxa+saJdqGjZ2nGr6jBnbGhw/BJo8JDgqCk0s6NGndzej2D8FBStxVqdUEwycuRJc+I+H76D7Gevc0u1x7j53E5IUr0bRmJSz4czDcnRzQZdg4vAoIs4UuQR+CYZ8qBdrUr4Fk1sY7P1Ims0Wb+tWxYMwgzB8zCDkzpUev0ZOV+IsMBw8fwew5c1Gvbh1MmzxRCbh+AwbC39/f6P6Xr1zFyDF/omzp0pg+eRIK5M+HId7DcffuPbU9ODgYN2/dQt06tdT5Bvbrg4cPH2HQUG9ElQ1rV2Lr5vVo3b4LxkyYBktLSwwZ0Ev7fWeMo4cOYP6cGahdtyHGT5kFZ1c3dYy/v5/efqXK/oEFS9dql0bNWkaqbOvXrsLWzRvQpn0n/DlhKiwsLTFoQO9wy3bk0AHMmzMTtes2wIQpM+Hs6qqO0S2bm3s6dOzSA9NmzccQ71FACDCwfy/1PWQO+46ewNQFy9GkZmXMGzs0tNNg6J/w8zde54KDP6g617pBTZN17uxlH1QtVxKzRg3EhEG98OnTZ3QZMgbvg0y/X6ZYu3YNtmzehHbtO2L8hInqmQ4Y0C9cux0+dAhz5sxB3br1MXnKVLi4uqpjdOsq61+OnLlQs1YtRAWt3WpVwbxxw77abQz8/APCsVvKULvZWH2Xc4bHgSPHMHPuQjSsUxMzJ/4JNxcn9Bo4zOS5Ll/1gfefE1CudAnMmjQWBfPlwcDhY3Dn3n29/XLnyI41i+dql349zO/EEH5dRMAJghH4o3PkyBGMHj0axYoVg5OTE/LkyYM+ffqgYsWK2n2aN2+OFClSKIFUvHhxnD8f1mM8ePBgJZDmzp0LFxcX9SNoLEyRvZUUMPRiJUyYEOXKlcONGze+OY8uEydOhLOzs55Xi+Vjj7q1tbXyEN67F9po04Q5UmilTp0a6dOnR7NmzZSQevPmDXr2NN3YffbsGSpUqIAECRKoe1i2bJm6Lq9vLITy7t276jO9jLQb74dey7/++ku7f9++fTFs2DAUKFAAbm5uygtYtmxZdQw5fPiw8lA+efJEryy02W+//ab1KvI+KaozZMigBOT9+/cjtENUeb7rMK4Pmoinm/aatb9Ty9p4f+chrvYcjTc+t3Fv+jI8WbcLLp0aa/dx6dwED+atxsNF6/Hm6i1cbDsIn98FwaFxtUiXb+me46haKCcqFcwON/uU6FevPCzjx8PGY2eN7j+ieXXULJoHng6p4ZI6BQY2rKR63U/63Nbuc/7WA5TPnxW5PF2U961a4VzKs3f5buRECOG5d25ehco1GyNXvsJwdHFHmy4DlVft9InDJo/Llis/ajZohdz5ixrdnjBRYvQdNhn5fisJ+7ROSOeVCY1bdcOdmz548Uy//phi5ZbdqFiyMMoX/015ynq2aggLi/jYuu+I0f0zuLuifaNaKFUoL+LFMx7EUih3NhTImRUO9nZwtLdD63rVkMDSEpev30JkWL9hI8qWLYMypUrCydERHdu3hYWlBXbt3mN0/42bNyNXzhyoUa0qHB0d0KhBfbi7uWHT184Rvhejhg9Dkd9+g0PatEjv5YV2bVrhxs2b6l2PynPdsnEdatauj7z5CypPWqduvfHq5Quc/OuoyeM2bViD0mV/R4nS5eDg6Iw27buod3jf7h16+3Gdja2tdkmYMFGkyrZ543rUrF0P+fIXVB6hLt164dXLlzjx17FwyrZOla1k6bJwdHRC2/adVTn27t6p3adsufLIlDkLUqWyU2KuXsMmePH8OZ49e2pW2VZu2YkKpYrijxKFVZ3r0aoxLC0ssHX/IaP7p0/ninaN6qBkoXwmozfGD+yB34v/BlfHtEjn4oi+HVrg6YuXuHbrDiID7bZp4wbUql0H+fPnV3br1q2Hsttffx03edyGDevV93ip0qWV3dq376DuaffuXdp9Kleugpo1a8HLK8ybGRlWbt6hb7fWTULttu+wabs1roOSv+VHvLjxvss5w2Ptxi34vUxJlC1ZHM6ODujctpWqOzv3GI/WWL95mxJntapWhpNDWjSpXwfp3Fywcav+e8DvGVsbG+2SJJJeS+HXRAScIBiBYR1cKEzYa2iMGjVqqEbPjh078M8//yBHjhwoUaIEXr16pd3n5s2bytNEcXLu3Dmj52ncuDFOnz6txAiFDn9Af//9d3z8+NGsZ8OwqMqVK6NIkSLKo8Vz0MNGIRUeKVOmVGGLvK6pnmOW7cGDBzhw4ADWrl2L6dOnm9XQ69evH7p3767umeGaderUUeU0RUBAgPJMksKFC8PV1RVLlizRbqctKB6bNm2qXffu3TslsCmQL1++rI6Pih1+BNb5suHF/jDRSp7vOQqbfKFCPFa8eLDKkREv9uk0iEJC8GL/cVjnyx6pa3389AlX7/sib/qwkD+GyvLzhdsPzDpH0IeP+PT5M6wSJdCuy+rmgEPnrymvHOvkKZ87uPf0JfJliHxo0bOnj+Hv9xKZsuXWE19uHhlww+cSvifv3r1Rzzxh4oi93B8/flLhVbmyZNSzXe4sGXDp+s3vUp7Pn79gz9GTCAoKRiZP823HOk9hlSNbVr2yZc+WDVd8rhk95qqPj9quS84c2dV6U7x9+07ZK1EUGoVPn/iqMMMs2cJCvhIlSqxCIa9dvWLyvm7dvK53DO8ra7acuOajf8zhA/vQoHZldGzTFEsWzFEe2ciWLWu2HJEq282b15FN55jQsuWAj0HZNAQFvce+PTuRys4OyZOnMKvOXTdS53JlyYDL175PnSNv371Xf5NG8rmy44yditmyhX0PUfh7enrB5+rVcOx2Q+8Y3hM/+/gYPyayaO2W1dBuGaNst+95Ttrg+s1byJE1i965cmTLgivXrhs95orPdeTMph9WnSv7t+/3+UuXUa1+EzRq3QETp89CQOBr/OpJTL738isiY+AEwdiLETeu8vK0aNECM2fOVOKMwqB27doq/O/o0aNqDBfFjCZ8cOzYsUrwUehQOBCGnDBUkV46Y9DTRgF17Ngx5ZEiFCoODg7qXBSJEcFxZBRA5cuXVx4tQi+bObAn9PXr1yoslIJOF4aNUpzyPnPnDm14z5s3z6xzU7xxjB0ZMmQIMmbMqMSssZ7X1atX49SpU5g1a5Z2HT2ECxYsUGPjyJYtWxAUFISaNWvq/WBSUNLDRyico2qH741FquQIfho6/kkDP8ezSoLYlhaIZ2OF2HHjIviZfjhu8NOXSORpfOyVKfzevMPnL19gm1S/oZYsSWLc9dUvgykmrduDFFZJ9ERgr9q/Y9jSzSjTaxzixo6NWLFjYUCDisjpEeb5NZcAv9D7tLLWDw/lZ8227wHDMVcsnI78hUuZ5a3xf/061HbWSfXW21pZ4d4j8zx4prh17wFa9h2ODx8+IoGlBUb2bK96+M2F7zXDgq2t9ceX2lhb48GDh0aP8fPzV9sN9+d6Y/D7ad6ChShapDASJUyIyMLxa8TaYAyslbWNEk/GeB0YEHpfRo55+CAsdKxw0RJImTIVbGyT4d7d21g8fzYePXqA3v2HmlU2ihBjZaNn3lTZAk2Ujc/g0QP9zpDtWzdh4fw56nspTVoHDB0+xqyxzQGm6pw165wvvge8h8nzl6pxcK5O4Y/3M2U3GxtrI3bTD3H9pq4aOYYdgN8Drd0MxmzTjvcePf7p56Soog0M7WZjbYUHD41HLbzy5/tq9c37yvUacufMjt8K5INdqpR47PsE85YsR5/B3pjy5wjEiRMnUmUUfi1EwAlCOGPgKEIYSnnixAklZsaMGaM8PhzYzfBDw4H/79+/x61bYWFSDL00Jd7I1atXlVjMmzevdh3PyYHf3GYO9DzRU1amTBmUKlUKJUuWVEKH4ZIRQc8KMeal0pQtZ86wnnIKMP4oRwRFrgZNOSh2DQUcPXscA8exExR5Gng//fv3V3bPly+fEtO8J/YEa4gfP77edaJiB3pXDT2sH0O+IF6s/5/ghPk7jqgxdHO6N4aFTgN05YGTuHj7ISa2q4vUyaxw5vo9jFq+TQm9iLxwRw/uwrxpo7Wfew4cix8NPbyTR/dXnkyOs/vZONqnxqKxQ/Dm3Xsc+OsUvKfOxbShvSMl4n60vYaP5DMKQYd2bc065tCBvZgxZbz2c/8hI39Y+cqUK6/9t7OLK2xsbDGwb3f4+j5C6tTf2vDggX2YPmWC9vPAIcPxIylSrASyZc+pOo42rl+DMSOHYfTYSep76Wczfs5iNd5y+vD+Ee574MB+TJ0yWft58BDzBLLw31C8cNi4aVdnJ7i6OKFBi3bKK6fr7fuVkCQm5iECThDCgePWKAa4DBgwQI15GzRoENq2bauEAcdcGaIrcHQFR1RhGIZGaGkwDK+kt6pjx47YuXMnVq1apcTPnj17lPgJD4o0jt+LagY6U+j2RGvEoWGSkUOHDqnxdcxIyTGAutAbyG28L469o3g2tDXH5RkKz8jaYeTIkcpDqEudWLaoFyc5/g30ttELpws/fwx4jS9Bwfjwwg9fPn2CRUp9u1ukSobgJ+Z5zTTYJE6IOLFjf5Ow5OXrN0hmFX741OLdx7Bg51HM7NIQHmnt9EIqp2zYh/FtauO3LKEZD7n92sMnWLLneIQCLmeeQnD3yKD9/OlrfQ3wfwUb2zC78LOTq+mMipETb/3UuLd+w6eaPVbKOkmSUNsZJI94xZBeAw9JZOG4lbSpU6l/e7k54+rNu1i9bQ96tQ4bBxkefC/57hsm9vBjr72JrK/s/ef2b/e3/la8jRqNp8+fYcyI4WZ73/LkLaCXKfLjx9CkFv5+frC1DavLAf5+cHF1N3qOJEmtQu/LwJvDYzjOzRQeXqHXffL4sVEBlydvfr1MkZo6Z1g2jl12dTVef5OaKBufgbWtvs0ZjsmFGS09vdKjbs0q+Ov4URQpWhzhYWWqzvkHmExQElnxdvz0OUz17oeUySNOiJQ3bz4VHmn4TOm1/dZuruHXVQNPL4+xMbBbVNHaLUA/IQjtmMyMTsUffU6rpEmUDQy93UxgYmvw/mmwpVfTIMEJ31euN4W9nR2skibFo8dPflkBJ5jH/083syB8B5gwg943hlRyrAA9VO7u7npL8uTmN/4Z4sfG1MmTJ7XrGM547do1dS1CDx6vpSvijI2ny549u0qywuQkmTJlwvLly8O9Nj1i3IfjxvjDYwi9ZSwbx/dpYLlMZcCLDBRj9G5yDJsm3NQQimWKsNmzZ6uQSHOnboiMHbgfwy51l5qxI58F0hD/E+eQrLi+aExeogD8ToQ+t5CPHxFw5jKSF88ftkOsWEhWLD/8TxhPPGKKeHHjIr1jar0EJBTLf1+9gyyuplP0L9x5FHO2HsK0TvWR0Vm/QczxcFwMBXKcWLHw5Yt+Z4IxEiRMBDt7B+2SxtEF1jbJcPn8ae0+7969xa3rV1Tike8h3p48foi+3pOVQIiMyPJ0c8Y/F6/o2e70havI5GFcgESVLyFf1Jgb88sWD+nc3XH23AW9sp07dx4ZvMJSs+vCpCTndBIpkTNnz6n1huLt0ePHGDXcWzW+zSVBwoRIbZ9GuzABCT1jF86f0Xuu169dhWf6DCbvy83dQ+8Y3teFc2fg6WX8GHLna2SDKZHHhEn29mm0i4Ojkyrb+fNnI1U2d3cPnP+mbGfhFU7Z6MXkfxrRGFGd82Cdu3BZ7xr/XLiCjJ5Rr3P8faB4O3zyH0wa0ltlrTSHULvZaxcmIGEHwfnz5/Tsdu2aD7xMhKSH2i0dzukcE1pXz8Hrq/D+t4TZTf9d/efi5Sjb7XuekzbwcHfD2QsX9c519vwFZDAx7UcGLw+cOR/2fpN/zl0w+X6T5y9eIvD1ayT7TsJYiLmIB04QjEARxfFnTJrBMD2m/WeiEYZQVqpUSYXnMUMXxQ/XMVEH0/FzzrgqVaogV67QeZcignOg8Xwca8cxYLxO79691Xw7XK/JWsk56Xid6tWrK+8SPVKahtedO3eUyGF2TP4AU2RxbJ2uV4s/7hoRSAHGBB8jRoxQc8CNGjXKaNkYxsmsYq1atcKMGTOUWGUmSHq+/g0Mm+Q4NWafZJiqJtskQ480iUwIQyF5j97e3hg6NOKwHnPsYAjHLxpOgWAsfJLTCCRyD5vjKaFLWiTN6oUPrwLUHG+e3l1hmSYVzjfppbbfm70STm3rwWtkDzxYuA7Ji+VT0wacqtgqrLwTFyDr/NHw/+cSAk5dgHPHRoibKAEeLArNxhkZ6pcqgIELNiCDUxpkckmD5Xv/wvsPH1RWStJ//nqktE6CjlVLqc8Ldh7BjM0HMKJZddgns8aLgNBB8Qkt4iOhpQUSJ7BUY90mrtsNy/hxkTqZNf65fhdbT5xH1xplIl0+CsGyFWthw6qFStClSJUaa5bOgbVtcpWVUsPwfu2RK38RlCkfOvYz6P07PPENG+/1/Olj3L19HYkTJ0XylHZKjEwa1VdNJdBj4FjVYGKyFMJ94poxJql2hdLwnjJXeck499uqrbsRFByM8sVDQ5eGTp6DFLbWatoAQhF252Ho+Biman/+0g/X79xXdtN43GYsXYN82bPALkUyvHv/HruPnMDZy9cwYYDx6RBMUbVKZYwdPwEe6dzh6eGBDZs2qTFXpUuVVNvHjBuP5MmSoWnjRupz5YoV0aN3H6xdv0HN/Xbo8BGVCKVzh/Zfy/sJw0aMUlMJDB00EF8+f8GrV6HepiRJEkd6fko+1wqVq2HNyqVKNKVMlRrLlyyAbbLkyJs/LPRrQJ9uyFegEP6oUEV9rlSlBiaNHwX3dJ5I5+GFLZvWISg4CCVKhc7RxTDJwwf2I2fuvEiSNCnu3bmFebOnI2OmLCrTpbllq1i5KlavXKbKxoyRy5YshG2yZCorpYb+fXogX4GCKF+h8teyVcPE8WNU2Tw8PLF503q9sj3xfYwjhw8ie45c6vvzxYsXWLdmJSzix0fO3HnMKlvtCmUxfMoceLm7qEyJq7fsxvvgYPxRPPRdGDZpFlIks0Hr+jW1de7u13FUTFr0/JUfbty5pzKbaurcuNmLsPfICYzs0xkJE1ji5VdPUOKECVVWVXOh3SpVroKVK1eo71G7VHZYsmSxslv+/KHjtEnfPr2Rv0ABVKgQmpW5SpWqGD9+rPpNo902bdqg7FaqVNgciQw35Tg6369T1zBrMX9PGHFhztQ6tSuWw/DJs+Hl9tVuW3epaRKYQTLUbjORwtYGrRvUMm63l9/aLaJzRobqlSuoedso5Dj327pNW1XyojIlQ72yo8ZPRvJktmjeqL76XLXiH+jSZyBWb9iMfLlyqGkImAila/vW2iEZi1esxm8F8isv3uMnTzB7wRLYp7ZDrhz6yYp+JX7VpCPfGxFwgmAEZqDkuDSG93FMG0MWmViEQotp8Pkjt337dpVtkWO4KLCYpp8ZFFOlCv1hMBeG/VHMUNQwqQDPwXNrGlP00jFZBwUX0+9T9DBJCMWKpgfVx8dHzVdH4cnQznbt2inhpTvInOtZbooiirNGjRqp64bXA8+y0RPGBC68L4ophpL+G1hOZpBk+CIXDbyGbpgkvYIc08b7Dk+EaTDHDlHFKmcm5N8XlhUzw9i+6u+DxetxoVkfWKROgQQOYWPt3t99qMRahnF94NyhIYIePsHFVv3xYk9YanXfNTvUnG8egzqGTuR9/ir+Lt8cHwwSm5hDmdyZ4Pf6LWZs3o+XgW/gmdYO0zo2QLKviU2evApAbB1v2ppDp/Hx02f0mLVK7zycR651xWLq36NaVMeUDXvRd946BL59j9S21mhXuUSUJ/KuUK0+goPeY+7UUXj39g08MmRB7yETED9+mIB++uSRSnKh4fZNH3j3baf9vHRe6FidwsV/R+suA+D38jn+ORma7r9PR/060n/ENGTIHJZN0BQlC+aFf8BrzFm5UYWxMQX7+P5dVVIJVaYXL/Vs98LPH427D9J+Xr55p1qyZ/RUY9yIX8BrDJsyBy/9ApAoYQI1txzFWx6dbHfmULTwb8orvHjpMtXwZQjb8KFDtCGU/N7RLVvGDOnRu0d3LFqyFAsXLYZ9GnsM6t8Pzs5OoWVnCv2v3v62HTrqXWvMyBHImiUzIkuV6rWVqJw+ZTzevnmD9BkzY+DQUXpjwSh6AnXC1AoVKYaAQH+sWLIgdNJnVzcMGjoa1jahHThx48bDhXP/YCuFXdB7JE+REvkLFkbNOqENX3OpWr2WKhsn3mbZMmTMhMERlO03VbYALF+y8KvN3TB46EitzePFj48rly8pYcdzMsFJxkyZMXrc5G8SzpiiRKF88A98jbkr1odOHu/iiHEDeujXudi6dc4PTbqFfe+u2LRDLdkyemHqsNDvoo279qu/HQaM0LtW3/Yt1PQCkaF69RrKblOmTP5qt4wYNtRbz26+BnYrXKSIstvSJUu0dXXoUG+9cN8d27dh+fJl2s+9enZXfzt36aon9CK028p1eOX31W4Ddez23PBd9UOTrmHjAFds2q4WZTfvfmadMzIU+62gel8XLlupQindXF0wakh/bQjls+cv9KIaMqb3Qr/unTF/6QrMX7wMaexTY2i/nnBxctT+Bt6+e09N5P3m7TvldcuVPSsa16uD+JHsbBF+PWKFGA6uEQRBCAfOA0dPnO5cdj8KZqNkI5WZOv8rtsUzHb7ysym217yJxH8GV1NH3AD7WTh/iNrk4/8Vry3/3ZjLH8n7WP9+HO+PIjb0x9VGN2yDopYd8b8gwFI/63B0wir4OaIrwXEjn631vyStx78LSY8OHEr//b2LRa4an8YpJiMeOEEQoh3sxbx48aIav/ZfijdBEARBEITojgg4QRCiHRz/x/nnWrdurTKACoIgCILw6xMrjoyBMwcRcIIgRAoOPP/RGJueQRAEQRCEX5vYIuDMQqYREARBEARBEARBiCGIgBMEQRAEQRAEQYghiIATBEEQBEEQBEGIIcgYOEEQBEEQBEEQfjqxdOZAFEwjAk4QBEEQBEEQhJ9OrDgSHGgOYiVBEARBEARBEIQYggg4QRAEQRAEQRCEGIIIOEEQBEEQBEEQhBiCjIETBEEQBEEQBOGnIxN5m4cIOEEQBEEQBEEQfjqShdI8JIRSEARBEARBEAQhhiACThAEQRAEQRAEIYYgIZSCIAg6FNs7JNra40DJQYiuhJysjuiKU/zoPTFsLIQguvIpJPo2E958TIDojG0sX0RXgkMsEV0Jica+hXifg392EQRBEX2/mQVBEARBEARB+L9BkpiYR/Tt5hAEQRAEQRAEQRD0EA+cIAiCIAiCIAg/nVhxonfIe3RBPHCCIAiCIAiCIAgxBBFwgiAIgiAIgiAIMQQJoRQEQRAEQRAE4acTK7b4lsxBrCQIgiAIgiAIghBDEAEnCIIgCIIgCIIQQ5AQSkEQBEEQBEEQfjqxYksWSnMQD5wgCIIgCIIgCEIMQTxwgiAIgiAIgiD8dGLLPHBmIR64H8TgwYORLVs2s/dfuHAhrK2tEZ04ePAgYsWKBX9/f6NljOw9RoW7d++qMpw7dw4/Cx8fH+TLlw+WlpY//H5jMob1JSIaN26MypUr//ByCYIgCIIg/Er8kh44NgwXLVqk/h03blykTZsWNWrUwNChQ1UjPDpSq1Yt/P7779/9vM7OzujcubNadKH42rhxo1YYFS1aVImTiRMnavcpUKAAfH19YWVlZfTc3bt3R4cOHb7rc2Pjn+XS4ODgoMqQPHlyfG+OHz8Ob29v/PXXX3j//j3SpUuHJk2aoFOnTogTJ452v0GDBiFRokS4du0aEidOrESli4sLzp49+42gM2bH/2dBV6xYMfj5+RntnJg0aRJCQkIQk1h14CQW7T6OlwFv4JE2FXrV+R2ZXNIa3Xf9kdPY+td53Hz8TH1O72iPDlVK6O3/LigYk9fvxYFzPgh4+w72yW1Qp3he1CiSO1Llsi2UC67dmsEqRyZY2qfE6Wpt8XTzvvCPKZwHGcb2RuIM6RD0wBc3R87Aw8Ub9PZxalMXrl2bwcIuBQIv+OBy52EIOHURUYHPetfaqTixfy3ev30NF8/sqNZ0IFKkdjJ5zL6Nc3Dx1B48e3wH8eJbwskjG8rX6YqU9i7afQL9n2PrsnG4fvE4goPeIUVqZ5Ss3BJZ8pY2u2zrduzF8k078Mo/AO7OjujSrD4ypHM1uu/t+48wd+V6XLt9F0+ev0THJnVQq3wZvX0Wr9+KQyf+wb1HvrCIHw+ZPd3RpkFNOKVJjciyees2rFm3Aa/8/ODq4oJ2rVvCy9PD5P6HjxzFwqXL8PTpM6Sxt0fzJo2QJ3eusLItW46Dh4/g+fMXiBc3LtK5u6Nxw/pI7+UZpWe6aul87N21Be/evoFn+sxo2a4rUqdxCPe4HVvXY/O6lfD3ewUnFzc0a90J6TwzaLf7vXqJJfNn4MLZ03j//h3s0zqgWq0GyFewaKTLt2HFLBzas1GVL51XFjRs3Rt29o4mj7l2+Qy2b1iCe7d84O/3Ah16/4mc+b697uMHd7B68RS1/+fPn5HGwQXte41BshR2ZpVt3fY9WLFxu6pzbs4O6NK8ITJ4uBnd9/b9h5i3Yh2u3WKde4GOTeuhZoWyevucu+yD5Ru3qX1e+vljRO9OKJw37LlH1m4rly7Anl1bld280mdSz9U+jfHvOg07tm7Axq/P1dnFHc1bd0Q6z/Rq27OnvmjdtI7R47r3HowCv5n3bNdv340VG7d9tZsjOjdvZNJud5Td1uLarTvKbh2a1kfNCuX+1TnNKd/KDVu15+rUgudyN7n/gWMnMG/5Gjx59gJpUtuhdcPayJ8ru3Y7zzNz0QqcOncBb96+Q9aMXuqcDvaR/y4Rfi1+WQ9c2bJlVcP/9u3bmDBhAmbNmqUa4tGVBAkSIGXKlIhOxI8fH3Z2dsqrYgyKmWTJkv3QMlBIsQwU4t+TDRs2oEiRIkrcHzhwQHnZKNwo6GrXrq0nLG7duoVChQrBycnph9/vz4b3/enTp//kWuwYiG5e5/DYdeoSxq3ZhVbli2J5/1bwcLBD20lL8CrwjdH9T1+7i7J5MmNOt8ZY1Ks57GyTos3EJXjmF6jdh+c7fvkmhjerivVD2qNeiXwYvWI7Dp7ziVTZ4iRKiMAL13Cp4xCz9k/gnBa5N8/Cy4MncTRXJdyZsgiZZ3kjealC2n1S1yiH9H/2wQ3vaTiapwpeX/BB3m3zED+FLaLCgS3zcGTnMlRvNgidhq1AfIsEmD2qJT5+CDZ5zK2rp1CgdB10HLoCrfrOwZdPnzB7ZAsl1DSsmN4Xz3zvoGn3qeg+egMy5y6JxZO64eGdq2aVa++xk5iycCWa1qyM+X8OgbuTA7oOGwu/gLDnpEvwh2DYp0qBNvVrIJm18c4tNqarli2O2SMHYOKgHvj0+TO6DB2L90Gm79UYFFqz5sxD/bq1MX3yBLi6OKPvgEHwM+HlvnzlKkaMGYuypUthxuSJKJA/LwZ7j8Cdu/e0+6RNkwbtW7fC7GlTMP7P0UiVKiX6DBgE/4AARJaNa5dj+5Z1aNmuG0aMnwULS0sMG9AdH8J5pscO78OiOdNQo25jjJk8VzX0vQd0R4C/n3afKeOH4/Gj++g1cATGT1uIvAUKY/yowbh963qkyrd9w2Ls2boKjVr3wcAxC2BhmQDjhnQIt3zBQe/h6OKBBq16mtznme9DDO/bAqnTOKO39yx4T1yBijWbIV68+GaVa9/RE5i6YDma1KqCeeOGqU6DrkPHwM/f+DMIDv4A+1Qp0bpBTSSzMV7nWLfUeVo2wr9lw9oV2LZlHVq364pR42couw0b0CNcux09vB8L5kxHzbqNMXbyHDi7uGHogB7w//pckyVPiXlL1ukttes1gWWCBMieK49Z5dp39C9MXbAMjWtVxdxx3up+uw0dZdJuQcHBSJ0qJVo1qA1bG+vvcs6Iyjdt/lI0rl0Vc8cPV+fqPsT0uS76XMfQcVPxR8mimDt+BH7LmxP9Ro3H7XsPtL/H/UaOw+OnzzCibzfMmzACqVIkR9dBI/E+KAi/chKT7738ivyyAs7CwkI1/OnBYZhWyZIlsWfPHrXty5cvGDlypPKiUDhlzZoVa9eu1W5jo37GjBl656O3JXbs2Lh3L/SH8P79+6hUqZISMUmTJkXNmjXx9OlTo2XZvXu38vwZhpZRMBQvXjzc8MQlS5YoLxobuxQWr1+/1u7Df9erV095h1KnTq2EKj1Aht42czxfhw4dUh4RijUu9DJFFBJnGEKpOVZ3YdkJeyibNWumtbmnp6e6nu656DXdtGmT9lhe31gIJcuaJ08e9Yx5371799YTHbRBx44d0bNnT9ja2qp6wPNrePv2LVq0aIGKFSti9uzZ6h5YzubNm6sysC6sXr1ae0///POP8t7y37rnMQceM3fuXFSpUgUJEyZUXr7Nmzdrt9M7xWeYIkUKZRduX7BggXb7gwcPVN1i3eC9sM7RJrrMnz8fGTNm1Nqjffv2ar0x2/FZamxLNM94x44dyJkzpzrH0aNHw31HNGzfvh0eHh5qOz1thuWKbAhlRM9NU34+J9qL7x3fn/Pnz2u3898sS5IkSdR23tPp06fxPVi65ziqFsqJSgWzw80+JfrVKw/L+PGw8dhZo/uPaF4dNYvmgadDarikToGBDSupH+STPrfDynvrAcrnz4pcni7K+1atcC7l2bt891GkyvZ812FcHzQRTzftNWt/p5a18f7OQ1ztORpvfG7j3vRleLJuF1w6Ndbu49K5CR7MW42Hi9bjzdVbuNh2ED6/C4JD42qILLzvwzuWoGSVVsiUqzjsnTxRp+1IBPo9w6XTpj2FLfvMRp4iVWDn4A57Jy/UbjMcfi988fDOFe0+d6+fRaEy9eDongXJUjmgVNXWSJAoCR7euWxW2VZt2YUKJYvgj+K/wcUhDXq0agQLi/jYuu+w0f3Tu7uifaPaKFkoH+LFM96xNH5Ad3U+V8c0SOfsiH7tm+Ppi5fKOxIZ1m3YhHJlS6NMqZJwcnREp/ZtYWFpgV27jT/njZu3IHfOHKhZrSocHR3QuEF9uLu5Ki+ehuJFiyBH9mxIndoOzk6OaNWiGd69e4c7d+5G+plu27RGecby5P9NNdg7dOunvGd//3XU5HFbNqxGybLlUbzU73BwdEbL9t2U8Nu/O6yM169eRrkK1ZRXLlVqe1Sv3QgJEyXG7ZvXI1W+3VsorJoiR94icHBOhxadhsDv1QucOXnI5HFZchZEtXptkDNfMZP7rF02HVlyFECtxh3h5OqJlKnTInueIkhqbV7nxsrNO1ChVFH8UaJwaJ1r3QSWFham61w6V7RrXAclf8uPeHHjGd0nf86saFmvBorki5rXTdduWzetRXX1XAup59qxWx+8evUigue6BqXK/oESpcqp59qqfdevz3W7tjPWxjaZ3nLyryMoWKgYEiRIaFbZVim7FcMfJYrAxSEturduquy2bZ/x55k+nRvaNa6r7BbfRCdwZM8ZHqs3bUf50sXwe4micHZIi25tmoV7rrVbdiJPjqyoU6UCnB3SoHm9mvBwdVFePPLw8RNcvnYT3Vo3VffimMZe/Tv4wwfsO/JXpMsn/Fr8sgJOl0uXLqlwOXqUCBumixcvxsyZM3H58mV06dIF9evXV8KAIq1OnTpYvny53jmWLVuGggULKi8MG7dsSL969UodQ2FITx/DII1RokQJ1QBft26ddh0FzapVq1Tj3RT0/DCccOvWrWrhtUaNGqXd3rVrVxw7dkwJApbhyJEjOHPmTKTtQyGVP39+JWroteRC4RtZNMdyuXnzJtzd3VG4cGE9YbxmzRpcuXIFAwcORN++fbVCieGYFCoazykXhnAa8ujRIxVqmjt3btVYp9CeN2+e8pzpQiFGYXvy5EmMGTNGCTCNgKegfvnypbqmIRUqVFCiZMWKFdp7ojjq1q2b+rexYyJiyJAh6t4uXLigys5nzrpDBgwYoOxBAXX16lV1P5pw0Y8fP6JMmTJKjPDZ8lmzw4A2+vDhg9qH+7dr1w4tW7bExYsXVV2g3SMLRTDrFsuQJUuWcN8RjbCsWrWqshcFIkUVz/FvCe+5EYZCP3v2TNmLwjpHjhzq/dLYk7ZlPTt16pTazjLFi2e8wRMZPn76hKv3fZE3fVhYHb8r+PnC7dDe0ogI+vBReWKsEiXQrsvq5oBD568prxwbTqd87uDe05fIlyFq4TvmYp0vG17s128APN9zFDb5QjtkYsWLB6scGfFi3/GwHUJC8GL/cVjnCwvvMZdXzx7itf8LeGTKp12XIGESOLplwb0bYQI8IoLehXZgJUwc5oVw9siOc3/txLs3/up75uzx7fj08QPcM0Qchvrx4yclqnJnyaD3XHNlyYhL12/he/H23Xv1N2mSRGYfw/f/xs2byK7TScayZc+WFVd9jHtor/j4qO265MqRw+T+vMb2HbvUO8fwzMjw7ImvCpXLki1MMCRKlFiFzF33uWTyehRhusfwnjJny4lrPmGC2yN9Rhw7vB+vXweqZ3r00D58/PABGTObPwb5+dNHCPB7iQxZwrw7FIFuHhlx69oFRBWW58LpYyoMc+zgDujQqDSG9miMf06EdoqZU+eu37qLXFkzflPn2Fj/2Tz9+lyzZstp8Fwz4JpPWMeJ4XO9dfMasugcw3viZ1PH3LpxDXdu30SJ0r9Hwm53kDNrJr1r5MqSCZev3YjEHf6Yc2rOxWN1z8VzmzoX1+fU2Z/kyZ5Fu/+Hjx/V3/g6v2E8J0OfL1y5hl+VWLFjf/flV+SXHANHKHjY2KVnJjg4WFX6qVOnqn+PGDECe/fuVaKFuLq6Kq8DwywZVsdG4Lhx45SXzdHRUX1hr1y5Ev3791f779u3TzWW79y5oxU6bOyyoc+GI8WFLux5oveMopBeKM056E2oVs10bzavS88cG/CkQYMG6rjhw4cr7xsbuzwnG7CEnht7e/tI24rePYpbeojo9YgqmmPZEOV98by0KWEjmkJGAz07HHtGAUdxw2dFTw6fT3hlmD59urI5nyU9R15eXnj8+DF69eqlRCGfM6EI0YTM0qvF/Wm7UqVK4fr10F7c9OlDY/MN4Tk1+2jCN1k+TblevHgRaU8TOwUI697kyZPx999/KyHGOpY9e3bkyhXaoNF4LAkFPusAPXiaMFY+Y3YG0HNWunRpJVwpLunN1WBY/8yBQom2Iea8IxSObm5u6j0h9KjynRg9ejT+DeE9N16fdqOAo6eQjB07VnVy0DtIEUt79ujRQz1DzTm+B35v3uHzly+wTZpYb32yJIlx19e8+jBp3R6ksEqiJwJ71f4dw5ZuRple4xBX/dDEwoAGFZHTI6we/AgsUiVH8FP9cvNzPKskiG1pgXg2VogdNy6Cn7002OclEnkaHxsWHoEBoddKYqU/ljWJVTIE+ptnP74LGxePhrNndqR2CHuuDTuNw+LJ3TCgRUHEjhMX8eNbonHXSUhuZ3psnQb/169Dn6tBKKStVVLcf+Rr5t1FXO5JC5Yji1c6uDqGP4ZIl8DAUPFiYxBmzM8PHhj30Pr5+X+zP78vOH5OlxN/n8KI0X+qd93W1gajvIfCyipppO7Lzy+0bljb2Oitt7K2VQLAGK8DA/Dly2dYWesfY21ti0cP7ms/d+s9BONHD0aT2uXV76eFhSV69PdGanvz7RfgH1o+K2v9sPekVsmUsIsqgQGvEBT0DtvWL1KeuhoN2+Pi2b8wdXRP9Bo2A16ZcoZfLk2dMxhbbmudFPcePcbPRvPsrGz0vYnW1jbwC/e5flHP0fAY3eeqy97d25HWwQleGfQFTGTtZvMv7PY9z6k5l8033yVWuP/Q+Lle+ft/891jY2WFV36hUU9Oae1VyOTsJSvRvS29eZZYvWU7nr98hZcG77Tw/8cvK+AYRsVGJsPlGFrIRjhFBb0JDBfRNFY10KPBhjRhSB0b9xRH7MGn14GNRvb+E3opKCJ0vVQZMmRQP5TcZqwBTVHITIYUGxRZ9Oj98ccf4Y4BYmNeI94Iw+NYDkKPH3u9GEqogYKJDemfDT1rFGcMXaMo0zBt2jQV7sdGNpOG0OaRzepI+1JU6I7Lo2f0zZs3ePjwoRLcGiGgi67tNPxXCTR0y8Kebob2acrSpk0bVS/pOaUgY0ihxvNIDyM9mbp1gAQFBSnvLM/B+qQR8P8GjYAkvGZE7wifQ968efW2a8TevyG850Z78DkbjkNkXaI9NF5pegMZesywab6zFJqmYAOWiy6fP3xUiSe+J/N3HFFj6OZ0bwwLnd7UlQdO4uLth5jYri5SJ7PCmev3MGr5NiX0frQX7kfyz9GtWDs3LPy1eU/9kPSosH6BN548uIH2g5ford+xegqC3r5Gq37zkDiJNS6e2q/GwLUftBipHU0n+/ivGDdniUpCMWN4P0QXsmbJjBlTJiqRuH3nbniPGo3J48d+I/50OXxgN2ZPDe2wIX0G/7vOmvBYuWQe3r55g4HDJyBpUiv8feKIGgM3bMwUODkbfy+OH9qBRTNGaj936T/hh5RN87uRI08RlKlYV/2bYZQ3fS7gwK71EQq46MahA3swS+e59hscFuXzo+B37pFDe1GjdsMffq2YDNut3r06Y/TUOfijfkvE+erRy5tD38su/H/yywo4NpQ1oWQUDRzDw1C7TJlCe3u2bduGNGnS6B2j6dXXCC6NgONfekv+TQILijo2JOnJY6OdSTToXQsPw9Avihb2ckUGioUAI4PT6f0zlV3y37B06VIlmOkh0rUv75vhh/TYsKFPUfLnn3+qULkfQXi2Y4ikRoQYC9Pkegry8GxKzLVreGUpV66cGlfJ8WQMFaQYY0gkPUsUKxzDRbFvCMeAabyNptBs1xWqFP2m3hcNvK4578iPIDxbsVwUdJrxe7poOkI4Zq5u3bqq7AyzpDePdY9jEI3BUFFdzzDp26ga+jWprrfOJnFC9eNpmLDk5es3SGal75UzZPHuY1iw8yhmdmkIj7R2eiGVUzbsw/g2tfFbltA6ye3XHj7Bkj3Hf6iAo7eNXjhd+PljwGt8CQrGhxd+KmGIRUr97zyLVMkQ/CRij1nGnMXg5J5Z+/nT13r3OuAFktqk0K5/HfASaZxDvaURibcrZw6h3aBFsE4WZsMXT+/j2O7l6DFmkxonRzhW7s61f3Bs9wpUbx5+4irrJElCn6tBkoFXAYHf9IxHVbwd/+c8pg3rg5TJIpf8hd8zfIcNE5bws6mEDDY21t/sz+8kWwMvWQJLS5Whkkt6Ly80btEKO3fvQZ2aoZ2Uxsidt5BepkjNM/X384ONbVhdCvB/BWdX42HcSZJaIXbsOHoJS0LL+ArWXz0+T3wfqSyVE6YvgoNTaFgnz3f10gXs3LoBrdobD2PPnqcw3DzCvDkMow0tz0tY65QvMOClSlISVZIksVZeQXsH/ZBT+7QuuH414ulurDR1zuD345V/IJL9hKROefIWhMfXTJG6vxEBfq9gaxv2/jMZiUu4zzW2eo668BjNc9Xlr2OH8CE4GEVL6GdvjYrd/JTdovaufs9zas5lmLCE5zb1vtrSO26wv5/B/p7urpg/caTKQMmIMmurpGjVY4Ba/6vyqyYd+d78moGhBvCLhV4hhkCyYc5GKL1AFHi6i65HjY1Ajp3jOBqGZ+mOVaN3jmOAuGjgOCb+UIbX8Oc52BjfsmWLKhM9cFGFIW1s7DJkUwMFhSb0TwM9crwHQ+jx0QgZwhBKjsv7N9DrRu8Hw+zobdSF47coltq2bau8OLS3xmsSmTLQ9ryOrijhuSkIOfbJHOjpYpIMTfifLhxDduPGDW3IozF4LMepGdqVvdn0Xuna1Rwoxho1aqTEL6cfYGIVwvFdLAuzkxrWVYpE3jO9tAwxNHVewrF7GsyZT8+cd4TPgeGMupw4cQI/EtrjyZMnqlfSsFy600zQ/hyzx7GOHKenmxTGkD59+qj3RnfpXq/SN/txzEF6x9R6CUgoLP++egdZXE2PF1248yjmbD2EaZ3qI6OzvhjmeDguhlle4yjR+mO9w/4nziFZcf13NHmJAvA7EVo/Qj5+RMCZy0heXMerGisWkhXLD/8TxpO26GKZIJEKYdQsqdK6IYl1cty4FNZhE/TuDe7fugCndKZ7k/meU7xdPLUPbfrPR7KU+u/4x+Agoz/4HPMQEhJxZxeTkHi6OeP0xSt6z/WfC1eQKYppxDXlpng7/Pc/mDy4p8paGVn4/c4U/+fOndcr27lzF5ToMkYGLy+cPa8/vuvM2XMm99eW90uIyc4dDQkSJlQhjJolraOzapxfPB/2Pfju3VvcuHYVHl6ZTN6Tq7sHLp77R++eLp47A0+v0DFhwZpnavBexI4TW5XTZPkSJEKq1A7axd7BFVY2yXDlQthv5Pt3b3Dr+mW4eep7+iND3Hjx4OKeAb6PwjJ7kieP7yN5itRm1TkPN2dVx/Tq3MXLyOgZ+fHL/xbD5+rw9bleOH/G4LlegadXBpPP1c3dExfOndEfK3juH6PH7Nu9DbnyFoCVlfmCNdRuLvjnwmUDu11CRs+ohcp/z3OaOteZC5dNnovrz1zQHy966txFo/snTpRQibcHj31x7dZtFMoTszy9wvfn/0LAEYZSsdeM4oKeIDbwOIaMIoJiZsqUKdq54wgbxhQcHLNGUcGMhRoYmpU5c2YlyHgsG7INGzZUY4N0Q9EM0ezPMWzVq1f/V94MNt7Z6Od4H6bBZ2goy0phqPvDx/ukN4LXpGeJorRfv35KBOmOm+L90hvGTIIc4xVZTx8b1vRycKwfE2/wM5fnz59rxyIxpHLXrl1KZDJ5h6741JSBiT443xrLYKxBQQFI4cz555j6n1kr6WVh6FxEHildbxPrAY/luClek/dNDy3Hq/HZcFxeePB6HCdGQc46xDqgySZJ0WAuHLfHclD48Rly7KZmbB7PR2HChDlMYsIxl/Q+MVMjw0U1HicKUY6ro9jT1GXC8FUKaU1yEoYCa8ZxRlS3InpHWrdura7H+sfnRS+1KY8yx8ZROGoW3ayRkYHvHb23DDOlOOMzY3Ii1mfWLYZSMgMnbUSvJoU965ipsY6E7yA9HbqLqfDJ+qUKYMORM9h8/Bxu+z7HiGVb8f7DB5WVkvSfvx6T14clXFmw8wimb96PQY0qwz6ZNV4EvFYL534jiRNYqrFuE9ftxulrd/DohR82Hz+LrSfOo1j2iL1ShtMIJM3qpRaS0CWt+relQ2iD0tO7K7IuCAt5uzd7JRK6OMBrZA81ps2pdV01bcCdSWHP8M7EBXBoVhNpGlRGYi9XZJo2GHETJcCDResRWfidVLhcA+zdOAuXTu+H7/3rWD6jD5LapESmXGEhwDO8m+LorjCP8/r5w1Q4Zv32Y2CRIKGa843Lxw+hjXzOB5fczhFr5w7B/ZsXlEfu4NaFuHHxL73zhketCmWwZe8hbD9wFHcfPsbY2YtV+nFmkSTDJs/GjKVr9JMV3Lmnlo+fPuP5Sz/174e+YVmIKd52Hz6OwZ1bI2ECSzUvFxemg48M1apUwvZdu7F77z7cv/8Ak6fNUCHUZUqF3tuYcRMwb2HY71blihVw+p8zWLt+A+4/eKjmfLt+8yYqlg/tLGTq8fmLFqukJk+fPcP1GzcxbuIkvHj5EoULhU0hYe4z/aNSDaxbuRinThzFvbu3MGXccJVdkNkLNQzu2xk7toQl8KpQpSb27tqKg3t34OH9u5gzbZxK3V+sVGgyizRpnWBnnwazpo5VooEeuc3rV6o54XTPa075Sleogy1r5uPs34fw4O5NzJ44WHkLmZVSw+gBbbB3W2gyLRL0/h3u3b6mFvLi2WP175fPn2j3KVelAf4+tgcHd2/AU98H6vhzp46geDl9z70palcshy17DmLH/iO4++ARxs5aqKYBYFZKMmzSTMxcskqvzt24c08tTKjEOnfDoM69ex+k3Yf4Pn2u/s35zyID7Va+UnWsXbkEf584hnt3b2PyuBGwtU2uZ/9Bfbti+5aw74IKVWqo53pg7048vH8Ps6ZNQHBQEIqX0p93zffxQ1y5dAElS0e+A7tWxXLYuucAduw/rOw2btYCZbffS4Q+T+9JMzBzyUoDu91VS5jd7uKh7xOzzxkZalb6Xf9cM+erd05zruETp2OWTvmqVyiLk2cvYOXGbbj38BHmqznrbqPq76X15ok7e/EKHj95iiMnT6PboJEolCeXSnbyqxI7TqzvvvyK/LIhlIaw156NO2a2Y0OYDW2GT3EsGcOv2LtPL50ubEBTMFCc6Y7l4hccG90UEcyySOHAEEtNw9kU9BRwzBob+99joufx48erhnT58uVVw5Pp1yludCcrpwhlKBmTVLChrzJ+Zc6svDaacFLCBjsFIb0vbAjTRpGBYorTKLCBryuEmbWTDe1WrVqpqRiYqZP2o4eLtmXZNDALJhvfFMEMl6Mw1U3qQRjSx3BDCgeGxdIbRuFqjjDRhSKN56ew/e2331SjiCKTYoDTMJia+04Dbc3EJkzaQYHDcnAsHs+pW1cigl5HeoFoIx7HsjDkjzCpzOHDh1WCFopCJq7h/TPMUhPGyWfGsjNslc+Qgo/3poHhw7QPQzHpjWX9pwcyIoYNGxbuO8KxhsyqSpHHes96TUHbtGnTb86lyUSqgR0pUZlrjs+Ez57PiBOus3OAiWV4/lSpUqnzMrso31fWRdqCdjMMkYwqZXJngt/rt5ixeT9eBr6BZ1o7TOvYAMm+JjZ58ioAsXXqzZpDp1UDv8essIYY4TxyrSuGpigf1aI6pmzYi77z1iHw7XuktrVGu8olIj2Rt1XOTMi/L2xsWIaxoc/pweL1uNCsDyxSp0CCr2KOvL/7EKcqtkKGcX3g3KEhgh4+wcVW/fFiT1iacN81O9Scbx6DOoZO5H3+Kv4u3xwfDBKbmEuxCs3wIfi9Ghv3/h0n8s6Blr1nIV78sI6sl08f4O3rsBDA43tDbTd9WNj0BqRWa281vUCcuPHQvOdMbFs5HvP+bI8Pwe/UVAK124xA+uz69c4UJQvmhX/Aa8xduUGFM6VzccS4/t20IZRM/6/7ffDCzw9NuoeFZq7YvFMt2TN6YurQPmrdhl371d/2A/XHE/Vt10wrDM2haOHflFd48dLlasoRRl4MHzoYNl9DIp89f65XtowZ0qNPj25YuGQZFixaAvs09hjcvy9cnEMTujDE68GDh9izbz8CAwKRJGlSeKZzx/gxo9SUApGlcvW6qpE+a8pYvOWEzxkyo/+wsYiv80yf+j5GYGBYmFjBwiUQGOCPlUvnh0747OqOfkPHakPt+Fvdb/AYLF04C6OG9kHQ+/dK0LXv2hc5ckdunO3vVRoqcbhg+gg1IbVH+qzoNnCyXvmePXmE14Fhde7OzasYPaC19vOK+aFj6QoW+wMtOoWO6+QUA5xbbtu6hVg2d5zKSNm+12h4ZDBvTHeJQvngH8g6tw6v/ALgzjo3sEdYnXv+Uu+7RNW5rmG/cSs2bVdLtoxemOodOrbS59YddBwwQrvPlAWhmbTLFSuEfh1bRcpuVarXUc915tfnmj5DZgwYNkbPbhTWus+1UOHi6rmuWLpAPVeGWw4YOuabEMp9e3YgWfIUyJYj8sm2ShTKr+w2b+Xar3ZzwtiBvfTsZviuNu0aNvZ05aZtasmWMT2mePc365yRLl9AoBJiTESizjWot0H5wjqaM3t5YGDXdpi7bA3mLF2FtPZ2GN67K1ydwqI62PEzdf5SFVqZzMYGZYoWQqOa5ncSC78usUL+q0wOwg+HCVvYwKdQ02S7FAQhcrw7FNZDGt04UDL8MV0/k5CT5s279jPIF1/f2x/deGsZtcnR/wsC8d+PyzKXNx/N7yz7GbiHGJ++ITrwLH7kpwr6r0jxIXLzYP6XhETQufuzSZU+5odWXq4UOj/y9yTjptBOtcjAxHvM1cBoMjoMNJ3VpqBjhskTOfxE05nOTnBdp8r35P/GA/crQo8WPV+sUOylpZeNMOROEARBEARBEGIS0SGJyapVq9RQGc6Fy4zbFGccHsQhI8xLYIgm6SGjnhj5xqFCHJJDjzCj5X4E/zdj4H5VmK2QPQMcH0QPHMdK6SZ0EARBEARBEATBPCi6OKyHwzU4tIhCjsNaKNCMwfH4HEbDBIgc+sOhKhwqZJjs7XsiHrgYDLM5GsswKQiCIAiCIAgxDWYR/pl8+PBBta2Zn0AD80fQUcIEgMag142ZxCnYGBXH3AEcs9+gQYMfVk4RcIIgCIIgCIIg/JIEBwerxTALtbFs8MyCzuzzTI6mCz9z2JIx6HnjcYUKFVLTyDBRG5MMGiZH/J5ICKUgCIIgCIIgCL8kI0eOVPPn6i5c971gBnVm4p4+fbqadmn9+vVqCi9m9P5RiAdOEARBEARBEIRfkj59+qikJLqYmouZeSQ4LRGnI9KFnzl1kTE4tzHDJZs3b64+c7ou5qXgXMOc+sjceYojg3jgBEEQBEEQBEGIFlkov/diYWGh5s/VXUwJOM7Py7lzOV+yhi9fvqjP+fMbn4vy3bt334g0ikDyo2ZrEw+cIAiCIAiCIAgCoLx1jRo1Qq5cuVRSEk4jQI8as1KShg0bqnmXNWGYFSpUUJkrmVyQ0w7cvHlTeeW4XiPkRMAJgiAIgiAIgiD8AGrVqoXnz59j4MCBaiLvbNmyYefOndrEJpysW9fj1r9/fzXnG/8+evQIKVKkUOJt+PDh+FHECvlRvj1BEIQYyLtDKxFdOVByEKIrIScvI7qSL/4pRGfeWtoiuhIIa0RX3nxMgOiMe4jxjHXRgWfxHRBdSfHhEaIrIbF+/iTT4ZEqfU7EdK7VKvPdz+m5ahd+NWQMnCAIgiAIgiAIQgxBxsAJgiAIgiAIgvDTYdIRIWLEAycIgiAIgiAIghBDEAEnCIIgCIIgCIIQQ5AQSkEQBEEQBEEQfjqxfsCk178iIuAEQRB0uJq6dLS1R8jJ6oiuxMqbEdGVp1cPIjpj9eUloispvjxGdCXNxzeIzvgmdEd0JUmIP6IrL+LbI7ri+z76ZowloUnuhf8HRMAJgiAIgiAIgvDTiR1HkpiYg/gpBUEQBEEQBEEQYggi4ARBEARBEARBEGIIEkIpCIIgCIIgCMJPR+aBMw/xwAmCIAiCIAiCIMQQxAMnCIIgCIIgCMJPR6YRMA/xwAmCIAiCIAiCIMQQRMAJgiAIgiAIgiDEECSEUhAEQRAEQRCEn44kMTEP8cAJgiAIgiAIgiDEEMQDJwiCIAiCIAjCT0c8cOYhHjhBEARBEARBEIQYggg4QRAEQRAEQRCEGIKEUAqCIJhJSEgI1i6bgwO7N+Pt29fwSJ8FTdv2RGp7B5PHXL10FlvXL8OdW9fg/+oFuvQdhdz5i2i3f/r0CWuWzsK508fx7MljJEiUGJmy5kKdRm1hkyxFpMq2a+1UnNi/Fu/fvoaLZ3ZUazoQKVI7mTxm38Y5uHhqD549voN48S3h5JEN5et0RUp7F+0+gf7PsXXZOFy/eBzBQe+QIrUzSlZuiSx5S5tVLttCueDarRmscmSCpX1KnK7WFk837wv/mMJ5kGFsbyTOkA5BD3xxc+QMPFy8QW8fpzZ14dq1GSzsUiDwgg8udx6GgFMXERVou5VLF2DPrq149/YNvNJnQst2XWGfJm24x+3YugEb162Ev98rOLu4o3nrjkjnmV5vn2tXL2PZ4rm4ce0qYseODRdXdwwY9icsLCzMKtvGbTuwev0mvPLzh5uLMzq0agYvj3Qm9z909DgWLF2BJ8+eI619arRoXB95c+XUbh89YQp27z+od0zuHNkwasgARJYN23Zh5cYteOUXADdnR3Rq2QTpPdxN7n/g2AnMX7ZalS2NvR1aN6yLfLmya7e/ex+E2YuX4+jJ0wh4/RqpU6ZEtfJlUalcqUiXbe3O/Vi2eRde+QfA3ckBXZvWQcZ0rkb3vf3gEeas2gSf2/fw5PlLdGpcC7X/0L/m3NWbMG/NFr11jvZ2WDXJG79andu0dTvWrN+grXPtWrWAl6eHyf0PHT2GRUuX48nTZ0hjnxrNGzdE3ty5tNsXL1uBg0eO4vnzF4gbNy7SubuhScP6SB/OOSOy3YqlC7B31za8/Wq7Vu26RGi77cp2q77azk3ZzsPAdj7KdvP0bDdw2BizbceybV01Hcf2rsf7d6/h6pkNdVr2Q8pwvod3rp+Hcyf34ekjfg9bqGOq1O+MVGmc1fa3rwOwdfV0XD3/F/xePEHipDbImrsYKtRuhwSJkuBXQ+aBMw/xwAmCIJjJlnVLsWvrGiXaho2dB0vLBBg1sDM+fAg2eUxwUBCcXNKhSetuRrd/CA5S4q5KrSYYPnEhuvQZCd9H9zHWu2eknsuBLfNwZOcyVG82CJ2GrUB8iwSYPaolPoZTtltXT6FA6TroOHQFWvWdgy+fPmH2yBZKqGlYMb0vnvneQdPuU9F99AZkzl0Siyd1w8M7V80qV5xECRF44RoudRxi1v4JnNMi9+ZZeHnwJI7mqoQ7UxYh8yxvJC9VSLtP6hrlkP7PPrjhPQ1H81TB6ws+yLttHuKnsEVU2LB2BbZtWYfW7bpi1PgZsLBMgGEDeoT7XI8e3o8Fc6ajZt3GGDt5jmoQDh3QA/7+fnoN6WEDeyJb9lwYPWEGxkyciXIVqiB27FhmlevAkWOYOXchGtapiZkT/4SbixN6DRwGP/8Ao/tfvuoD7z8noFzpEpg1aSwK5suDgcPH4M69+3r75c6RHWsWz9Uu/Xp0QWTZf+Q4ps1fgka1qmPO+JGqbN0HjzRZtktXr2HY2Mn4vWQxzJkwCr/lzYV+I8fi9r0H2n2mzV+Mv8+cR78u7bB46jhUr1gOk2YvwLGTpyNVtr3H/sbkRavRrEYFLBw9EOmcHNBl+ES8Cgg0un9Q8AfYp0yBtvWqIZm1lcnzujrYY+vscdpl1rBeiCrRtc4dPHwUs+bOR/06tTFj0ni4ujijz8Ah8PP3N1nnRowZh7KlSmLG5PEomC8vBg8fhTt372n3SZvGHu1bt8TsaZMwYcxIpEqVEr0HDIZ/gPG6EhEb1q7Eti3rlWgbPX46LCwtMXRAT3z48CEC281ArbqNMG7y7K+266lnO4q3YQN7KduNmTAdf06cgd8rVDbbdmTPxgU4uH0F6rTsjx4jlsLCIgGmDGsT7vfwzSunUaRsLfQYuQQdB87C58+fMGVYa+33cIDfMwS8eo6qDbui//h1aNhuKK6cO4alMwabXS7h10MEnCAI0YKdO3eiUKFCsLa2RrJkyVC+fHncunVLu/348ePIli0bLC0tkStXLmzcuBGxYsXCuXPntPtcunQJ5cqVQ+LEiZEqVSo0aNAAL168+C7lY8/qzs2rULlmY+TKVxiOLu5o02Wg8qqdPnHY5HHZcuVHzQatkDt/UaPbEyZKjL7DJiPfbyVhn9YJ6bwyoXGrbrhz0wcvnj0xu2yHdyxBySqtkClXcdg7eaJO25EI9HuGS6dNe7ta9pmNPEWqwM7BHfZOXqjdZjj8Xvji4Z0r2n3uXj+LQmXqwdE9C5KlckCpqq1Vr+/DO5fNKtvzXYdxfdBEPN2016z9nVrWxvs7D3G152i88bmNe9OX4cm6XXDp1Fi7j0vnJngwbzUeLlqPN1dv4WLbQfj8LggOjashsqge801rUb1WA+TJX0g17Dp264NXr17g77+Omjxuy4Y1KFX2D5QoVQ4Ojs5o1b6rakju371du8/8OVPxe8WqqFqzHhydXJAmrSMK/lYM8eLFN6tsazduwe9lSqJsyeJwdnRA57atlCdg5x7jz3T95m1KnNWqWhlODmnRpH4dpHNzwcatO/T2ixcvLmxtbLRLksSJEVlWb9qG8qWL4/eSReHsmBbd2jSHpUV8bN970Pi9bNmBPDmyok7VCnB2SINm9WrBw9VFefE0XPa5jjLFCyN75oxInSolKpYpqYTh1Rth3wPmsGLrHlQs8RvKFysEFwd79GxZHxbx42PrfuPPM4O7Czo0rIFSBfMo25giTuw4SGZjpV2sk0bN+xGd69y6jZtQrkxplC1VAk6ODujUro2qc7tM1LkNm7cgd84cqFmtCpwcHNC4QT24u7kqL56G4kWLIEe2rEhtZwdnJ0e0bt4U7969w+07dxFV29Wo1QB5v9qu01fbnQzHdpsNbNf6q+327Q57NxbMmYY/KlZFtZp1o2Q7lm3/tmUoW60FsuYphrTOHmjUwRsBfs9x/u/9Jo9r338G8herBHsHd6R19lQC7dULX9y/HdpJZu+YDi17jEeWXEWRws4BnpnzomKdDrh4+pASe8L/JyLgBEGIFrx9+xZdu3bF6dOnsW/fPhW+UqVKFXz58gWBgYGoUKECMmfOjDNnzmDYsGHo1Uu/99vf3x/FixdH9uzZ1TkoCJ8+fYqaNWt+l/I9e/oY/n4vkSlbbj3x5eaRATd8LuF78u7dGyVOEyY2r4H46tlDvPZ/AY9M+bTrEiRMAke3LLh347zZ1w1691r9TZg4zAvh7JEd5/7aiXdv/NWzOHt8Oz59/AD3DGF2+J5Y58uGF/v/0lv3fM9R2OTLpv4dK148WOXIiBf7joftEBKCF/uPwzpfWDieuTx94qtCqrJmCwszTJQoMdJ5ZsA1nzAhq8vHjx9x6+Y1ZNE5hvWVnzXHsGefYVhWVjbo060dmtSrgv69OuHq5QtmlYvXuH7zFnJkzaJ3jRzZsuDKtetGj7nicx05s4XtT3Jlz4YrPtf01p2/dBnV6jdBo9YdMHH6LAQEhj53c/n48ROu37qDnFkz65WNny+bKNvlazf09ie5s2fV2z+jlweO/f0Pnr98pRrDZy5cxoNHvsidPUukynbt9j3kzpJBr2y5s6THpeu38W948OQpKrTshmrtemPQpDkq3DIqRPs6l82wzmX9pg5p4Hrd/UmuHNlx1cT+vMb2nbuRKFFCuLmEhWpHxnZ+Rm2XHtd8Lodju+t6x4TaLof2GNruurKdNXp3a4/G9aqiX69OuHLZ/LDsl88eIdD/Bbyy5NWuY2eXc7rMuH3dvGdA3r97E3pfiZOGu49lwsSIE0dGQv2/Ik9eEIRoQbVq+t6T+fPnI0WKFLhy5QqOHj2qBM2cOXOUBy5Dhgx49OgRWrRood1/6tSpSryNGDFC7xwODg64fv06PDyiNt5CQ4BfaGPNylo/TI+fNdu+BwyhWrFwOvIXLoWECROZdUxgQKiXMYlVcr31SaySqQaFOVCcbVw8Gs6e2ZHaIWyMVcNO47B4cjcMaFEQsePERfz4lmjcdRKS25ke0/FvsEiVHMFP9cvMz/GskiC2pQXi2Vghdty4CH6mb/Pgpy+RyNP4GKfwYEOaWNnoP1draxvVUDTG68AAZS9r62+PefQgNFzx6ZPH6u+q5QvRqFkbNZbm4L5dGNS3GyZOXxDheB2KKl7DxsZab72NtRUePHxk9JhX/v5qu/7+1mq9htw5s+O3AvlglyolHvs+wbwly9FnsDem/DkCceLECbdMYWULxGeW7ZtrWeF+pMpmpcbPaeAYurHT5qB607aqLLFjxUL3di2RNaP+OKXw8H/9RpXN1kq/8cvP9x6Z59E2BsfP9W/XFE72qfDCL0CNh2szcDSWjh+KRAksf606Z22szj00eoyfn7+KmjDc/5VOaCI58fcpDB8zDsHBwcrrO3rYEFgZPKPI2c7mGztotpmynZW1TTi281V/Vy5fhMbNWn+13W5lu0nT50doOxLgF/q9ldQ6md76pJH8Hl67YAzcvLIpz5sx3gT6Ycfa2ShYMvIRBzEBmUbAPETACYIQLbhx4wYGDhyIkydPqrBH/pCR+/fv49q1a8iSJYsSbxry5Mmjd/z58+dx4MABFT5pCEMxjQk4Nia4GAqo+PEtcPTgLsybNlq7vufAsfjRMKHJ5NH9lUeJ4+xM8c/RrVg7N2z8Q/OeM/71tdcv8MaTBzfQfvASvfU7Vk9B0NvXaNVvHhInscbFU/vVGLj2gxYjteO/E8U/g0MH9mDW1HHaz/0Gj/oh1wn5EqL+li5XQYVtEVe3dLh4/gz279mO+o1b4mdQvHDYWEJXZye4ujihQYt2yiun6+37GazfuhNXrt3AiH49YJcyOc5fvoqJs+Yjua0NcmXT99791+TPHnZ9JkWhoKvSphf2HT+lwjXD4/+9zpGsWTJj5uQJSvzv2LUb3qP/xORxY74Ri8ZsN3PqeO3nfoNH/pDyhXz9vSlTrrye7S6cP4N9e3agQeOwzkINfx/ehhWzh2k/t+kz9V+XY9XcEXj84Ba6eS806XmbPqI97NK6onzN1vgVkSQm5iECThCEaAFDJJ2cnJSXzd7eXgm4TJkyhTswXZc3b96oc4weHSa6NKROndroMSNHjsSQIfrJNVq074lWHXohZ55CcPcIC8P69PGj+hvg/wo2tmGeLn52cvX4TuKtnxr31m/41HC9bxlzFoOTe+ZvyvY64AWS2oRlrnwd8BJpnL3MEm9XzhxCu0GLYJ3MTrv+xdP7OLZ7OXqM2aTGyRGOlbtz7R8c270C1ZsPwveG3jZ64XTh548Br/ElKBgfXvipZCsWKfV7uS1SJUPwk4h7ufPkLaiXeY7hVSTA7xVsbcPOyZAq9sIbI0lSKxWC5e+v3+PPY6y/elVsvp7LwUHfU5nGwQnPnz+LsJxWSZOoa9DDoQuThNgaeOU02Fpbf5NEhMknuN4U9nZ2sEqaFI8ePzFbwHH/OCzbN9eKbNm4f6hXLjj4A+YsXQnvPt2QP1cOtc7N2Qk3b9/Dqo1bzRZw1kkSq7IZJizh5/ASlESWJIkSwtE+FR4+efbr1TmDhCV8TjYGHi8N9BD7G9nf1sDblcDSUmWo5JLByxONWrTBzt17UadmdTNsF/Y9/PFj6O9BgJ9fpG0XYOAVNGa7tA6hmR81pHVwxIvnT42eN0vuoio8UsOnT6FlC/R/CSud7+HAgJdqbJs54u3iP4fRdeh82CRL9c32oPdvMdW7LSwSJEKrnhMQJ268CM8p/LrIGDhBEH46L1++VF62/v37o0SJEkifPj38/MJ+bD09PXHx4kU9b9mpU6f0zpEjRw5cvnwZzs7OcHd311sSJTIuhvr06YOAgAC9pUmrzmpbgoSJYGfvoF3SOLrA2iYZLp8Py4j37t1b3Lp+RSUe+R7i7cnjh+jrPVk1OMLDMkEiFcKoWVKldUMS6+S4cemkdp+gd29w/9YFOKXLavI8HGdE8Xbx1D606T8fyVLqhwl9DA4yGtLCHtKQkNAe6++N/4lzSFY8bCwfSV6iAPxOhCarCfn4EQFnLiN58fw6BYqFZMXyw//E2QjPnyBhQqS2T6tdmNCAjTj2tOs+1xvXrsDTK6zhqEu8ePHg5u6JC+fCjmGHw4Vz/2iPSZnKDrbJkuPRo7Asi8T30QOkSPlt48zYNTzc3XD2QtgYHDUG8fwFZDCRfj2DlwfOnNcfa/PPuQuqwWyK5y9eIvD1aySzNd5AN162uPBwc8E/Fy7ple3MhUvIaKJsGT3T6e1PTp+7oN3/0+dP+PTpswqV1iV2nNj4Eom6xrJ5ujrh9MWremU7fdEHmTwiH2JrCk55QPGW/KsA/aXqnE4d0tY5E3WI68+e069zZ86eQ/pw6hzh94dGyEZsuzTahbazMWq7q/D0ymjyvtzcPb6x3cVzZ7THaGz32MB2jx89NGk7fg+nTO2oXVKndUNS6+S4dvGknsfs7o2LcPXIEu73MMXbub/3o/PgOUie6ttwTZ6HmSnjxo2HNr0nqekGhP9vRMAJgvDTYe8uM0/Onj0bN2/exP79+1VCEw1169ZVP7gtW7bE1atXsWvXLowdGxrSqGnwtWvXDq9evUKdOnWUuGPYJPdr0qQJPn/+bPS6zK6WNGlSvYXhk8bgdcpWrIUNqxbin5NHcP/uTcwYPxTWtslVVkoNw/u1V1MNaAh6/w53b19XC3n+9LH6tybDJMXbpFF9cfumD9p1H6zuk8lSuGg8axHBshUu1wB7N87CpdP74Xv/OpbP6IOkNimRKVcJ7X4zvJvi6K5l2s/r5w9T4Zj124+BRYKEas43Lh8/hAo3zgeX3M4Ra+cOwf2bF5RH7uDWhbhx8S+980Y0jUDSrF5qIQld0qp/WzqEekU9vbsi64Iwr+m92SuR0MUBXiN7qDFtTq3rqmkD7kwKCym6M3EBHJrVRJoGlZHYyxWZpg1G3EQJ8GDRerPKZGi78pWqY+3KJfj7xDHcu3sbk8eNgK1tcpUhUMOgvl2xfUvY+StUqYG9u7biwN6deHj/HmZNm6CmjCj+NfyK561UtRa2b16P40cPwvfxQyxfMg+PHt5HydK/m1W26pUrYNuuvdi17wDuPXiIidNnIygoGGVKFlfbR42fjLmLlmr3r1rxD5w6cw6rN2zG/QcPsWj5KpWUonL50DK9f/8es+YvUslOOGcXxd4A71GwT22HXDlCk8SYS81Kf2Db7v3Yuf8Q7j54hPEz5+F9UDDKlQyd43D4hGmYvXhF2L1UKKemCKA37d7DR1iwYg2u3bqNKn+UUdsTJUyIbJnSY+bCZTh78TJ8nz7Djn0HsevAYfyWL3IJc+qUL4XN+w5j28FjuPvwMcbMWYqg4GCUL1ZQbR8yZR6mL1unn5Tlzn218H18/tJf/fuBb5jnZfLi1Thz+Rp8n73AhWs30fvPacrTV6pgWMKKX6HOVatcCdt37cHufftx78EDTJ4+E0FBQShTMvR9Hz1uIuYtDAuzrlKxAk6dOYs16zeqOsc531jnKpUPvd77oCDMW7REJTt5+uwZrt+8ibETp+DFy1coXKhglG23Rsd2k8aNVLZjVkoNA5XtwuaOrFilhppzb//enXjw1Xa8rxKlymrPW7lqLWxTtjsE38ePsHzJfGW7Embajuco/kc97Fg3BxdOHcSjezewaEp/5Y3Lmif0nSWTBrfAwR1h78bKuSPw9+HtaNJpFCwsE6mxdFw4xYyueAsOeo/6bQfj/bu32n2+mPhtE359JIRSEISfDsNbVq5ciY4dO6qwSXrcJk+ejKJFQ1PvU1ht2bIFbdq0UVMJMBslx8tR2GnGxTHs8tixYyo7ZenSpZW3jiGZZcuWVef/HlSoVl/9iM6dOkpNvuuRIQt6D5mgJ/qePnmkBs1roDDz7ttO+3npvMnqb+Hiv6N1lwHwe/lcCULSp2NDvev1HzENGTKHhpNFRLEKzfAh+L0aG8cJZF08c6Bl71l6PbUvnz7A29dh4U7H965Sf6cPC0vRT2q19lbTCzBEp3nPmdi2cjzm/dkeH4LfqakEarcZgfTZw0RreFjlzIT8+8IafBnG9lV/HyxejwvN+sAidQok+CrmyPu7D3GqYitkGNcHzh0aIujhE1xs1R8v9oSlCPdds0PN+eYxqGPoRN7nr+Lv8s3xwSCxiblUqV5HNYRnThmrJgZOnyEzBgwbo/dcn/g+QqDOcy1UuDgCA/zVhMJMnqAmSx46RhuSRSpUroGPHz6o9ORvXr9WKc8HeY+FXeo0ZpWr2G8FlVd44bKVKpTSzdUFo4b014YpPnv+Qs9jlTG9F/p174z5S1dg/uJlKlxtaL+ecHFyVNv5Hty+e09N5P3m7TvldcuVPSsa16uD+PEiF45V/LcC8A8MxPzla9SEz+4uTvhzUG9tuOazFy/05s/KlN4TA7p1wLylqzBnyUqktbfD8D7d4erkoN1nYPdOSvR5j5+KwDdvYJciBZrXr41KZSM3kXfJgnngF/gGc1dtwkv/QKRzdsCEfp1h+zWE8umLlypBioYXfv5o1HOo9vPyLbvUkj2DB6YPCR2L+vylHwZNmo2A12/V9AFZvdwxZ0Rf2Fgl+aXqXNHChdT8bIuWrlBREKxzI4YO0ibTefb8uZ5HnnWuT4+uWLhkGRYsXoo09vYY3K83XJxDwzgpcpl0Z8++0SqbcJKkSeCZLh0mjB6hphSImu1qIyjoPWZMGadju9GIHz8s3f8T38dGbBeAlUsXqkQxLq5uGDh0tIHtqquQ/fkGtkttpu1IqcpNEBz8HstnDcW7t6/h5pUd7ftP1/sefv70Id4Ehn0PH9m1Wv2dOKiZ3rkatBuqphd4cPuq8uKRQe3L6+0zbPp2JEtpfvliBAZeeME4sULouxUEQYhhLFu2THnX2MBNkCDBdzvvP9eNZzKLDvi+iXzWtv+KWHmNhy9FB5yvGp+bLLpg9eX7ZTH93sT9Yp4X+GcQ/0NouvXoim9C42OyogNJQoxPzB0deBPr+41V/N74vtfPAhrdKJE5chlRoyOPOtX67udMMym0s/JXQjxwgiDECBYvXgxXV1ekSZNGZZykp41zvH1P8SYIgiAIghDdEQEnCEKM4MmTJypskn+ZVbJGjRoYPnz4zy6WIAiCIAjCf4oIOEEQYgQ9e/ZUiyAIgiAIwv8zIuAEQRAEQRAEQfjpyETe5iECThAEQRAEQRCEn47hvKOCcWQeOEEQBEEQBEEQhBiCCDhBEARBEARBEIQYggg4QRAEQRAEQRCEGIKMgRMEQRAEQRAE4acjSUzMQwScIAiCIAiCIAg/HUliYh4SQikIgiAIgiAIghBDEAEnCIIgCIIgCIIQQxABJwiCIAiCIAiCEEOQMXCCIAiCIAiCIPx0ZAyceYiAEwRB0MH5g0+0tYdT/FiIrjy9ehDRlbvpiyI64+6zF9GVWHFCEF35FDcVojP3shRDdMXt4h5EV+5mLo7oisfFHYjeuPzsAgj/ERJCKQiCIAiCIAiCEEMQD5wgCIIgCIIgCD+f2OJbMgexkiAIgiAIgiAIQgxBPHCCIAiCIAiCIPx0YsWKvmO9oxPigRMEQRAEQRAEQYghiIATBEEQBEEQBEGIIUgIpSAIgiAIgiAIP51YksTELMQDJwiCIAiCIAiCEEMQD5wgCIIgCIIgCD+dWLEliYk5iAdOEARBEARBEAQhhiACThAEQRAEQRAEIYYgIZSCIAiCIAiCIPx8JInJr+eBu3v3rprg79y5cz+7KPDx8UG+fPlgaWmJbNmymXUMy75x48YfXjZBEARBEARBEKLGtGnT4OzsrNr5efPmxd9//x3u/v7+/mjXrh1Sp04NCwsLeHh4YPv27Yg2Aq5x48ZKiIwaNUpvPYXJrzB7+vHjx/H777/DxsZGPbTMmTNj/Pjx+Pz5s95+gwYNQqJEiXDt2jU0aNBA3Xt4C8Wnr68vypUr98PvoWLFinB0dFTlZ0Vi+R4/fqy3z4ULF/Dbb7+pfRwcHDBmzJgIzzt48OBv7svLy0tvn1u3bqFKlSpIkSIFkiZNipo1a+Lp06d6++geTxumS5dO1at//vkH/yUHDx7UK0uqVKlQrVo13L59+7ucny/+xIkTTV4zduzYsLKyQvbs2dGzZ09VP743mutlzJjxmzpsbW2NhQsXmn0uPn/DzoratWujbNmyeut27typrsn9DY9nvYzJrNuxD1Vbd0fR2i3QvPcwXLlhuq7cvv8IfcdMVfsXqNYEq7bu/maf9Tv3o0GXAShZv41aWvTxxl9nLkSxbHtRrXU3FKvdHC16DzWjbFPU/gWrNcaqrbu+2Wfx+q1o1nMIStZrjT+adEDvUZNw71HU62hISAhWLJmPpvWronaV0hjctyseP3oY4XE7tm5Aqya1UKtyKfTq0gY3rl39Zp9rVy9jYJ8uqFO1LOpV/x39e3ZEcHBwhOe2LZQLuTbMQIl7R/DHx2tIVbFExMcUzoNCf69H2TcXUfTqbqRtWOWbfZza1EWxG/tQ9vUFFDi2Gla5M+Pf2G3ZkoVoVK8mqlf+HQP69jDLbtu2bELzxvVQrVI5dO/cHtev+Zg8/+ABfVDx95I4cfxYlMq3dMlCNKxXC9Uq/4H+fXuaXb5mjeujaqXf0a1zh2/KN3XKRLRo2lCds17t6vAeOhAPHtyPdNmWqzpXDbWqlMGgvt3MKtv2rRvQsklt1KxcGj27tMF1I3XO5+plDOjTFbWrlkPd6n+gX89OZtU5DU6t6qLo1X0o8+o8ChxaBatcputIrLhx4d6nLYpc2q32L3RiI5KXKqS/U+zYSDewI4pe2YsyL8+pfd17t0F0qnPTpkxAy6YN1Dnr164G76ED8DCSz/R72y1O4kRIP6YPivnsU3bLv38FrHJmQlSh7ZYsWYz69eqgSuWK6Nu3Nx49ehThcVu3bEaTxg1RuVIFdOncSbUtdfnw4QOmT5uK2rVqoFrVyhjuPQx+fn74VZOYfO8lsqxatQpdu3ZVbf0zZ84ga9asKFOmDJ49e2Z0fz6fUqVKqbb+2rVr1fObM2cO0qRJg2jlgWOjf/To0b9M5aHhyYYNG1CkSBGkTZsWBw4cUF62Tp06wdvbWzVU+WLqCpVChQrByckJbdu2VY1vzZI/f360aNFCbx1Fkp2dnVLlP5pixYph9erVqgKtW7dOlbV69era7YGBgShdurQqO0XTn3/+qRrXs2fPjvDcFAK693X06FHttrdv36rzsvG+f/9+HDt2TNm2QoUK+PLli955FixYoI6/fPmy6uV48+aN6uFYvHgx/mtoJwrcNWvWqPKwvIZi50dd89SpU+jVqxf27t2LTJky4eLFiz/kehSlP8K2rGt8zp8+fdKu47vD+k7xqAvXc/9/847+TPYeO4nJC1eiac1KWPDnYLg7OaDLsHF4FRBodP+gD8GwT5UCberXQDJrK6P7pExmizb1q2PBmEGYP2YQcmZKj16jJyuBFdmyTVFlq4z5fw5RZes6bCz8TJQt2Iyynbvsg6pli2P2yAGYOKgHPn3+jC5Dx+J9kPmNVF02rF2BbVvWoXW7rhg1fgYsLBNg2IAe+PDB9PmOHt6PBXOmo2bdxhg7eQ6cXdwwdEAP+Pv76Ym3YQN7Ilv2XBg9YQbGTJyJchWqILYZP9pxEiVE4IVruNRxiFn3kMA5LXJvnoWXB0/iaK5KuDNlETLP8tZrFKauUQ7p/+yDG97TcDRPFby+4IO82+YhfgpbRIX1a1dh6+YNaNO+E/6cMBUWlpYYNKB3uO/EkUMHMG/OTNSu2wATpsyEs6urOkbXbho2b1z3rzpf16nybUTb9p0wdsIU1T4YOKBPBOU7iLlzZqFO3fqYOGUGXFxd1TG65XN3T4dOXbpj+qx5GOI9Uv3+DuzfO1LfzRvWrsS2LevRql0XjB4/Xdlu6ICe4ZYttM7NQK26jTBu8uyvda6nXtko3oYN7KXq3JgJ0/HnxBn4vUJls+ocSV2tHLxG9cbNEdNwrEBVBF68hjyb5pqsIx6DOsGxWS1c6eaNwzn+wP15K5Fz5VQkzZpeu49btxZwal4Hl7sOw+Hsf+Ba/3Fw7dIcTm0aILrUOTf3dOjYpQemzZqPId6jgBBgYP9eZj/TH2G3zNOHIXnxAjjXrBeO5K6IF/uOIc/WBbCwT4mosHbtGmzZvAnt2nfE+AkT1fswYEC/cG13+NAh1divW7c+Jk+Zqt4HHkOPjoY5s2fh779Pok+ffhg1+k+8evVSiTjhx0DHDdvxTZo0QYYMGTBz5kwkTJgQ8+fPN7o/17969Uo5swoWLKg68KknKPyilYArWbKkEiMjR440u6eengjekAZ6XCpXrowRI0Yozwe9AUOHDlUNwR49esDW1lYJKTb0DaGwKlCggHox2Og9dOiQ3vZLly4pT1fixInVuemBevHihXZ70aJF0b59e3Tu3BnJkydXqprigw+L3isKGZaf5W3evDkWLVqkFDVFEeGPHYUPy8t/U8zSHpolfvz46kHrrosTJ45eCKUmHJTnpCcsQYIEyJ07N65fv64a9bly5VLl5308f/5c7/7mzp2L9OnTq/unB2z69Ol627t06aLCOynQaKfevXvjxIkT+Pjxo9q+bNky9WXCCkdBRnHasWNHVWEjIm7cuHr3RftpYEOe90WvDj2XXGi706dPK0GnC583j6eNKfpo33r16qnnoukYePnyJerUqaN6MGhPnm/FihXac1CQJEuW7JteT9YrPnNy/vx5JRqSJEmiPII5c+ZU5dElZcqUylNZuHBhDBw4EFeuXMHNmzfVc2CPCu+RnjK+jOyJ0eu5/upVojC3t7dXdtTUsXv37qlnofG4GV6T908XO+1P29Fr2aZNWI8pz8E6anhvfHc08N67d++ubERvJkWwoXAiHTp0UD1J4fUQ379/H5UqVVL1ztB7ymc6ZMgQZU/N/XAdbUvxrWtTXp917uTJkwgKClLr+JefNQIuvGvpfoewrru4uKi6TlhPWA/4vvDZ87uI766578a/YeWW3ahYsjDKF/8NLg5p0LNVQ1hYxMfWfUeM7p/B3RXtG9VCqUJ5ES+e8eHGhXJnQ4GcWeFgbwdHezu0rlcNCSwtcfn6rUiVbdWWXahQsgj++Fq2Hq0afS3bYaP7p1dlq42ShfKZLNv4Ad3V+Vwd0yCdsyP6tW+Opy9e4tqtu4gsfFe2blqL6rUaIE/+QqpR3LFbH7x69QJ//xXWCWTIlg1rUKrsHyhRqhwcHJ3Rqn1X1ZjcvzssLGX+nKn4vWJVVK1ZD45OLkiT1hEFfyuGePHiR1iu57sO4/qgiXi6aa9Z9+HUsjbe33mIqz1H443PbdybvgxP1u2CS6ewd9KlcxM8mLcaDxetx5urt3Cx7SB8fhcEh8bVEBW7bd64HjVr10O+/AXh4uKKLt164dXLlzjxl2lv2aYN61C67O8oWbosHB2d0LZ9Z/UdtXf3Tr39bt+6iY3r16Jj5+6RLltY+TZ8LV8Bs8u3ccM6lClbTqd8nVT59uwO8wSXLfcHMmXOglSp7JSYq9+wCV48f45nz55Gqs7VqNUAeb/WuU5f69zJcOrcZoM61/prndu3e4d2nwVzpuGPilVRrWbdSNc54tKxMR4sWIOHS9bjjc8tXOowCJ/fByFtQ+N1JE3dSrj15yxVX9/ffYj7c1aqf7t0bKLdxyZfdjzdtg/Pdx7C+/uP8GTjLiVGrMPxUP3Xda5sufLaZ0oxVy+Sz/R72y22pQXsKpeGT/+x8Dt2Gu9u38eN4VPVX6cWdSJlN43tNm3cgFq166iOfNquW7ceynZ//XXc5HEbNqxXkSylSpdWtmvfvgMsLSyw++v7wN84/rt5i5bImi2bilrq3KUbrl69Ah+fb73Dwrew7UPnhe5iqj3E9jHb+GxfaGDEFD//9ddfRo/ZvHmzeuYMoaTuoDahvvmRzoAoCTiKERZsypQpePgwYre6Kdiopxfi8OHDSjywgVm+fHkVvsjGXuvWrdGqVatvrkGB161bN5w9e1YZjB4TNvYJeyyKFy+uwtLYqGQ4FxuGbCDqQmFBocWGM5X17t271TnYGDaE52dDWyMe6Dmi8GEZ+G9jx5gL77l///5KGFAc1a1bV4XTTZo0CUeOHFFCgqJCA8UXPw8fPhxXr15Vz2HAgAHqfozBHgEeQyEXL148tY4VkGKF96+BIpZeoYi8qjdu3FBCxdXVVQkuNsQ18GVgw17Xy8iGNCu+rqfOFBQ7r1+/xp49e7SNfgqubdu2KVHesmVLJcw0ccg1atRQLwdfHA10b3P/pk2bqs8sIzsCKMb4QlJYaOxgDAoDzQvMsjRq1EiVnQKYX5oMr+V6Qu/mhAkTMGvWLGUXinOKC7J+/Xp1XYp8jbcyPHhd1nfWR1MuemNQ8PJ5rly5UoXF0ib8IWB5dKEQZOcI31lj0ENKQcX6wg4RPgN67WrVqqW28y/ru64Hluv4XrA+0LtGaBvWZZaD4lzzZcfQZNYPCriIrqWBdZ82pi057pXXpKDns2Xdp1CsWrWq1jMe2XcjMnz8+EkJl1xZMmrXsV7nzpIBl67fxPfg8+cv2HOUojcYmTzdIl02lkW3bCzrpUgKwfB4++69+ps0SaJIH/v0iS/8/V4ha7ac2nWJEiVGOs8MuOZzxegx7HC6dfMasugcw/viZ80x7N1nSKWVlQ36dGuHJvWqoH+vTrh6OWphqBFhnS8bXuzX/wF/vucobPKFdljGihcPVjky4sU+ncZaSAhe7D8O63zZo2Q3P2W3HHp28/BMj2tXTdvt5s3ryKZzDO3Gc/jo2Do4KAjjxoxAq7YdYGMbNe/g0ydPVPmyZQu7N3YkeXh6wSeC8mU1KB/La6ouBAW9x949u5BKdRqmiKTtDOtcelzzuWyybLdU2QzrXA7tMaxzDKm0srJG727t0bheVfTr1QlXLpsXPcE6kjR7Rrw8YFhH/oJNXuPj6WPHj4/PBp5vChebAmHl9DtxFsmK5kci99CO8iSZPWGTPwee7zbeifMz6pzhM923Z6fZz/RH2I0hlrHjxsUXY/vkD7OtuTxR74PfN++Dp3ofroZjuxt6x4S+D9m14uzmjRvq91t3H0a5pEiRUv3W/WrEihX7uy8jR45UHfG6iyknFB0+bFtSiOnCz3zGxmAbhh3MPI7j3tj2GDdunIrgi3ZZKDnOiT3kFCDz5s2L0jnoZZs8ebKqrJ6enmoc1rt379C3b1+1vU+fPmqsHRvQ9FLoNlo5VonMmDFDiTSWgcJn6tSpSryx8aaBniZWdnq32OAkbIzrjvvSeMbYe28M9ubzeELPCcUWvQf897+B4o/iiTBckw3Uffv2KRcsadasmd44JdqblYINV0LvBD1GFBEUGxoYlkdb0J70xm3dulW7jRWQx+miqajcRgFtDHp3WBY+Kzam6ZGh95Diih4uXodfVrw27c+GNQUTK7Q547s04+noxSP0KumKY3qRdu3apbyWefLkUaKHgpdeWgoGsnTpUuURo/eKUGBS8GvOzeduCpZx7Nix6rq8R40Y00DPLD2HFB3saOC5+fzZK0NRyOuyXJq6zY4O2sXcOqJ7//TQRQSvz3vnX4ooQnvxfeB63XeAHkzWHb5b9DTzy0sX1jmGb965c0e9KxoPJwUbxS+9w6zvGg+sLhRlFFN8X9npwHeM3kR2EnC9ZjvrHL3CFGwRXUsjorme5yIUhvwRY93neYjuMzL33YgK/q9f4/OXL7C1Tqq33tbKCvceGf9CN5db9x6gZd/h+PDhIxJYWmBkz/bKixb5suk/U1urpLj/L8as6ULRPWnBcmTxSgdXx7SRPp7ijVjZ6AsFa2sb1Vg0xuvAAHVda+tvj3n0ddzM0yehY3tXLV+IRs3awMXVHQf37VJjnSZOXwD7NJEva3hYpEqO4Kdh0RyEn+NZJVG9+fFsrFSDMPjZS4N9XiKRp2ukr6fpULM2+E7m95ApuwVq7PbNMbTbA+3nuXNmwCt9RuVliSqaMhi7lqnOQE35bIwc81CnfGTb1s1YOH+O6sxLk9YBw4aPDrcDznid+/Y6mm2m6pyVtU04dS70nVq5fBEaN2v9tc7tVnVu0vT5Eda5+MltQuvIU4M68uwFEnvq/y5reLH3KFw6NMaro6FeouTF8sOuUin2pmv3uTV2NuImSYTC57Yj5PNnxIoTB9cHT8TjVWG//T+7zpHtWzfpPdOhw8eY9Ux/hN0+v3mrhK9777Z4c+22epfta/6hBOHbW5Ebm6drOxsbayO2M/U+BH613bfHPPhqOx4bN2489RusC6/zqwxl+tH06dNHjWnT5XsOaeIzZLuN7US2/eh84NhHDlFi2yTaZaFk6CB7t6PaA8AGG8WbrojQbZDRCAyTMvRI0OumgQ1KhhtqysAQL3oDWNE1i6ZhzLFgGmhcY+iOc/svyJIlyzciStcGXKe5f7rReQ8Udbr3R4Wve2+EooUeSnoWaceGDRuafW9shOuen54NwnBOCiWWmaKTvQz0eGpCS9nQ5jiyLVu2qOMoErg9R44ces/ZFJryacINKfyGDRum7EFBxHNSwOl6/ShGeI+aQcIUmJpEO4QvLMNgKbLYGWBoJ0JPGYUnRRBtTK8PvZP03PL8FH28F4b6MVxQc33a4v3798obyf04hlJ3LFhkMbz/iKAIoo0omHSfFwWmsftkveH7xPfWEL4/FFMaQUUY980fkYjeb4pleg7Zk0ihphHPDDnVhHNqhFxkrkWRphFvhLHkJUqUUPWBtueYAc2PV2TejQjDKv7j8XaO9qmxaOwQzBk1AFXKFIP31Lm48yByY+B+NOPmLMHt+w8xpKt5SREOHdiDutXKapfPn6P+XoRHyJfQd6Z0uQoq5M3VLR2atmyvGob79/y47F8/ioMH9qFm1fLa5UfZ7eSJ47hw/hyat2ob6fLVqFpBu3z6QeXTULRYCUyaMgMjR49THWujR3qbHEvEOlenWjnt8qPKFvJ1PHeZcuV16lw7Vef27QkLs/yeXOkxHG9v3UORc9tRNuAiMowfoMIIoTO2nOPD7GtXwLnG3XGsQDWcb9EbLp2aIk29ytGizmkoUqwEJk6ZiRGjxyNNmrQYM3LYDxvjbI7dzjfryR9dlLh1GGX9L8C5bQM8Xr1Nbx9THDiwXyUU0Sw/2nb/N3As6XdeLCwsVBtOdzEl4Dhshu1mwwR8/GyqQ57DcNgW43Ea6BCiU+RH1e9/NQ8ce9jZkKey1R2Xw8a6oVjQjL/SxbDXhQ1XY+sME2CEBxvYDHk01kilgTWwwa6LxjPHBiTDDQ3hejYyvze696tpuBuu09w/742w4UpvmC66lUZTAbnwvliJ2FhmGCDFLyugsYpJNOPSdKdqMHQja2CDm+dnqJsGjmdjg5kuaIprzVg3ipyI0DTeNd5B9lwwlJTjJ9lo5zNjKKDuy0BvKxv29NTw2kxCwhBK3bFU9NJx3Y4dO1RPCMMN6UHWFax8mdl7Qo+ZBnptGFbLMlBM8GWn/TTXp00ZdsoEJPQqMZkNy0wBZW4vsbH714wVjeg9Yn3gc2doqOHzN+ypI3weDC/ku0ov9veCwowCit4zdp6w80Aj4BjuyFBJhkQzHDoyGL6jvEfameGYFO0MB+3Xr586Nz2M5r4bujCEgp5kXXq0aYpebZvprbNOkgRxYsfGK3/9pCCvAgK+8cpFFo5BS5s69B3zcnPG1Zt3sXrbHvRqHfadGh5hZQswKFvgN165qIq34/+cx7RhfVTSFXPIk7egCrkyrLcBfq9ga5tMu57haPRgGCNJUiv1Dvj76/f68xjrr548m6/ncnAI9chqSOPghOfPzQ9FNhf20NMLpws/fwx4rcKwPrzww5dPn2CRMpnBPskQ/ETfc2eMPHnzq/BDDZ++2s3fz8/Abv5wdTUeZptUYzeDnnllN9tQDwnF2xPfx6hTo5LePqNGDEGGjJlU49qc8n00WT6/CMtn6DngMTZfy6f7HaA619KkhadXetSpWRV/HT+KIkWLm6hzYb/RHz+Gfk8HGClbRHUuwCDZi7E6l9YhbEx/6GdHvHge8VgubR1JZVBHUn7r3dU95kyt9ohtER/xklkj+PEzeA7rhnd3wrxbXiN64Pa4OfBdG9px8frydSRwtIdb95Z4tGzjT69zuuGYXDTPtG7NKiaf6X9hN/77ZJkGiJMwAeImTYzgJ8+RbfF4vLur7zk0Rt68+VR4pGGd8/PzN2I7420gtj1CbReWsERzjOZ9oLf606eP6jdf97ed1zEVMSVEHXbg08nDyCTmHSBsh/OzqbYTo+aWL1+u9tM4LBi1R92hO1wpWs0DR68GPS66A/vYa07Vqdv4/J5zt1GIaKDHgw1YTegjvT1sxLMR7O7urrcYNgh1YeOfXh6GYBnCMVYcU8Twxp8JhRS9RIy1Nbw3w5BIXTQCUDNgkyKE4w51xQAbxgwb5JcBQxN1z60ranThlwnFmq4w1kDxSPHGcY70IDI5TERQqPHLTDNwlF4djpWqX7++Emn8AtSEsepCDxs9bwwb5LG6nh1CkcnxdWz0M7zOMDEObefm5vbNffL6TErCcW/0FlPA6SbDIbQVOwwYCkwvE98DTSZJvrTmDmClJ4+ud3aKaLxO/KsbespzMVxVV7xyHe1rWB9M9RLRc8V7MRQtfH8YrqEJ2SAMP+SPiKbjwtT90Ha0Od8TvucUboQ95lz4TlH0ajxw5lzLFOzQ4Bcly08PM8tEz2dU3w12PgUEBOgtnZs3MCqyPN2c8c/FK3rv1ekLV5HJw3hjMKp8CfmixrWZi6Zspw3K9s+FK8jkYf5YOkP4/U3xdvjvfzB5cE+VtdJcEiRMiNT2abULk0GwAXzhfFgSoHfv3uLGtSvw9DL+zNkJ4ubuiQvnzujd14Vz/2iPSZnKDrbJkuPRI/3Glu+jB0iR0njH07/B/8Q5JCueT29d8hIF4Hci9Pct5ONHBJy5jOTFw6JE2LufrFh++J84G+H52RFhb59Guzg4OsHGxhbnz5/VsxvHYHmmN203d3cPnD9vaLez8Ppqt+o1amPytNmYNHWWdiHNWrRRWQLNLZ+jyfL5wCuC8l3QOYblO3/urMm6EEqI+s9YZ3BYnUujXVjnbIzWuavw9MposmxuLJtBnbt47oz2GE2de2xQ55hm35w6xzoSePayGq+mX0fywe9k+O2kL8EflAjh2C0m33i6LSw5WJwECbTeQS2fvyBWBNEv/1WdC++ZakTjz7Cbhs/v3ivxFtc6KVKULISnW7/dx7jt7LVL6Ptgg/Pnz+nZ7pp6H9KHY7t0OKdzDG3H31Ivr9Bj3NOlUx2w53Xa0Q8fPlCdVKaG/Qj/DkZvsUNYE2XIBHPsqGZWSsKoNrYfNHA7O6s5FIrtVDoNOIyFSU1+FP/KA0foGWGiCDZgNTCEipkTOcaM6es5JofeDzbOvwdMO8+wNlZcJpFgT54maQWNRaNTbHFMHEUZPUT0ujBDnaneeIo7jpXhWDsmy6DKZnmpuOlR4H0YJkL5GbDhSlHBkD4mq6AoY7IW2oAVjt4IekI4xQG/SCiwOJiSjWxN6Ck9UjwPw804Xo2igF4m2jI8OL6KYoXeKCafoTeL9tQVthRHfC4UHxQzrMwUTxSHurCxTpHP8rOy0/Ych0hPGoUf4TPmoFB6XHgvTHRDT6FhI5/3w7Lxueumyqco0jw7NuKZDIe20YyfjAhef8mSJSpEl6F1PJcmyQmhaKSgoceHX+Qcf8ftmvFZ7ESgUGadovjTzdhJ0cUxAEz6wQ4IvisUh0zYoYHJePhM+UXA58f7100rTGHKd49fJBRJFHR871hnGeb6xx9/mOx00Yy71EDhq3mXKaTZMUKPIsUY719zPxy3xh8Whp1S8GpCECjOmPGRgknXY8vj6SnTJDsx91rGYN3mvbGzhd5Sfub9an7AIno3jMHyG4ZRfDTRW1a7Qml4T5mrvGQZ0rmqed2CgoNRvnhoCvmhk+cgha21Ss2vzvPxE+48DB2j9enTZzx/6Yfrd+4joaWF1uM2Y+ka5MueBXYpkuHd+/fYfeQEzl6+hgkDuiEy1KpQBsOnzIGXm4sq2+qvZWMWSTJs8mwkt7UxKFtomOZHbdnuIaGlpbZsFG97jvyFUb07IWECS7z82kOcOGFCleEyMlB4l69UHWtXLlGCLpVdaqxYMg+2tslVVkoNg/p2VRkDf68QOo6xQpUamDJ+JNzTeSKdR3ps2bRWJd8oXqqc9ryVqtbCqmULVZZBelYO7NuFRw/vo0ffIWZNI5DIPWxuwoQuaZE0qxc+vApA0ANfeHp3hWWaVDjfpJfafm/2Sji1rQevkT3wYOE6JC+WT00bcKpimHf5zsQFyDp/NPz/uYSAUxfg3LER4iZKgAeLwt7tyNitYuWqWL1ymWpcM3sf5+eyTZZMb+xa/z49kK9AQZSvENpbXKlKNUwcP0bZzcPDE5s3rUdQcBBKlAqds5FJS4wlLmFSBDu71JEsXxWsWrn8a/lSqznhDMvXr08P5NcpX+Uq1TBBlc9DlW/Tpg2qfCVLhX4vPfH1xZHDB5E9R04ktbLGyxfPsXbNSljEj49cufNEqs6tUXUujapznBOOdY51TMPAvl2RL/9v+L1CaFRGxSo1MHn8KLil81B1jpks+V2tsR3PW7lqLaw0Wuf05740xZ3JC5FlzigEnLkE/9MX4NK+EeImTBAa3sehFXNGKcFxbVCoJ9QqdxZY2qdC4Pmr6m+6fu2VMLs9fq72nM+2H4Bbz9Z4/8AXb67cRNJs6eHcoTEeLl5nVpl+dJ2jxzf0meZS39H8vVv39ZnmNPOZ/gi7JS9ZCIgFvL1+B4ncnJQn883123i4OGrva6XKVbBy5Qr1e2eXyk7NCUfb5c8fFtnVt09v5C9QABUqhHZsV6lSFePHj1VtDt33oVSp0tr2aenSZTBnzmwkTpJEtTdmzpyuRKFG5P1KRNTp8F9Qq1Yt1b5gYjS2VZnzg1pG077hUBrdoUHsxOYQH7Z32f5i5zXbv2xjR1sBR5hpj5PeaWCDio05qk+OYWKDmQ1sc+YZMwc2QLmwIckGI3v+NY1jvjT0nNBobOixEccGNRt0EY3DYkOfIWAMM2NyDn5p84VimBZD96LDROX0NvHlZageBQVfbDaGNenmuY0igOKKvQX0jvHemelS01Dllye9URS7dBPTdqykFK7hQQFEscawQgo0ikR6Q3XHKTGkkL0S7Ilgg5+2Y4U2RNOLwSyVrOg8F7NL0oOqgWWmR4Vig/fF8tGdTS+JLrwf1jEKHY27m1BcsqwUOBR+vE964Ay9T6ZgYhxek2Xiy8n6rJtUhUKT9ZDigEKOz4HeaI4z07wXDBuk+GI91PVIU9CyPjEcgp5F1lWeR9dzxk4Jjulk+dn7RjsazqNGwcxxXswQyXGAvEcmk2GSFVNQGHJhHdDAsmzatEkliqEXkO8K641u1kramHWLZaCQ5LU1odNcR/GsGf+mgaKM+1FkR+ZaxmCHCgUxRR8FNd9rCleOzTTn3fi3lCyYF/4BrzFn5UYVrpjOxRHj+3fVhikyxX5sne+IF37+aNw9bPDy8s071ZI9oyemDe2t1vkFvMawKXPw0i8AiRImUPO3UbzlyZoxSmWbu3KDtmzj+nfTK5vu99cLPz800Snbis071cKyTR0a2qu4YVdoD3T7gaP0rtW3XTOtMIwMVarXUeJr5pSxePv2DdJnyIwBw8YgfvwwAf3E95FKiKChUOHiCAzwx4qlC1TiCTaWBwwdow1nIxUq18DHDx9Uavc3r1+rRvUg77GwSx1xIhhO2Jt/3xLt5wxjQxNoPVi8Hhea9YFF6hRI4BAmaJiKnGItw7g+cO7QEEEPn+Biq/54sScsy67vmh1qXiqPQR1hYZdCNR7/Lt8cHwwSm5hL1eq11G8RJ0F+++aNCnEcPHSUXlgOG8eBOt+LvxUphoDAACxfslB1YDD0bfDQkT8k3Kra1/Jx4m1N+YYMHWlQPl8E6sxJ+FuRoggI9MeyJYu05RsydIS2fPHix8PlyxeVCGCkB5NhZMyUGWPGTVL/Npcq1WurbIczpozTqXOjv7XdN3UuACuX0nasc24YOHS0QZ2rHjoVj0GdS21GnSO+677WkQEdED9VCry+cBV/V26hrSMJHOzpitfuH8fCAh4DOyGhiwM+v3mHZ7sO4XzzXvgUEJoRmVzu5g2PgR2RaeJAxE+RDEG+z/Bg/ircGDE9WtS5ePHj48rlS+qZvtV5pqPHTTb7mf4IuzFs0nMoO2rs8NHPH0827sH1wRMQEsXx7NWr11C2mzJl8lfbZcSwod56tvM1sF3hIkWU7ZYuWfLVdq4YOtRb731t0bKV+g4fMXyY8kLnyJkTbdt+v6EQwrfQkWMqZNLYdE10kuhGCP5oYoX811k7BOEHwOQWDA3U9QQLQlR4ecn0fD0/mxB2FUdTnlrqjwmKTtxNr9+xEN1w9zFvHrqfQSzOthxN+RTyXfqgfxh3s4Q/rutn4nYxdLqe6MitzKUQXfG4+GMS1Xwv3N1MDxmIKfiP/v7C1LrXVPxqRO9vP0GIAPZWsSeEy/ectFkQBEEQBEEQoiMi4IQYDcd9UcQx66jhODtBEARBEAQh5hCLqf+FCBEBJ8RoNJN+C4IgCIIgCDGcWD8/iUlMQKwkCIIgCIIgCIIQQxABJwiCIAiCIAiCEEMQAScIgiAIgiAIghBDkDFwgiAIgiAIgiD8dCSJiXmIB04QBEEQBEEQBCGGIB44QRAEQRAEQRB+PrHFt2QOYiVBEARBEARBEIQYggg4QRAEQRAEQRCEGIKEUAqCIAiCIAiC8NOJFSvWzy5CjEA8cIIgCIIgCIIgCDEE8cAJgiAIgiAIgvDzkSQmZiECThAEQYfXlsmjrT1iIQTRFasvLxFdcffZi+jMTa+SiK4kOnsO0ZUsIf8gOhP7YvStdw6PjiO6EhKN7fbuS/yfXQRBUEgIpSAIgiAIgiAIQgxBPHCCIAiCIAiCIPx0YsWWJCbmIB44QRAEQRAEQRCEGIIIOEEQBEEQBEEQhBiChFAKgiAIgiAIgvDziSW+JXMQKwmCIAiCIAiCIMQQxAMnCIIgCIIgCMLPR5KYmIV44ARBEARBEARBEGIIIuAEQRAEQRAEQRBiCBJCKQiCIAiCIAjCTyeWJDExC/HACYIgCIIgCIIgxBDEAycIgiAIgiAIws9HkpiYhXjgBEEIl8GDByNbtmzRzkqNGzdG5cqVf3YxBEEQBEEQ/lPEAycIvygUOIsWLVL/jhs3LmxtbZElSxbUqVNHbYsd+/v13/B8/v7+2Lhxo976WLFiaf+dJEkSeHp6on///qhUqZLZ57579y5cXFxw9uxZPSE5adIkhISE4L9k89ZtWLtuPV75+cHVxQVtW7eCl6eHyf0PHzmKRUuX4unTZ0hjb49mTRojT+5catunT5+wcPFSnDp9Gr5PniBRokTIni0rmjVuhGTJkkWpbGvWbdCWrV3rlhGWbeHSZdqyNW/SSFs2snjZchw8fATPn79AvLhxkc7dHY0b1kd6L89Il23jth1YvX4TXvn5w83FGR1aNYOXRzqT+x86ehwLlq7Ak2fPkdY+NVo0ro+8uXJqt4+eMAW79x/UOyZ3jmwYNWQAogLr0fKli7B753a8ffsG6TNkRJt2nWCfJm24x23bsgkb1q2Gn98ruLi4oWWb9vDw9DJ6/iED++LMP6fQt/8Q5CtQ0Kxy2RbKBdduzWCVIxMs7VPidLW2eLp5X/jHFM6DDGN7I3GGdAh64IubI2fg4eINevs4takL167NYGGXAoEXfHC58zAEnLpoVpkM72vLyhk4snc93r97DTfPbKjbsi9S2TuZPGbH+nk4e2Ifnjy6i/jxLeDqmRVVG3SGXRpn7T6Hd6/FqaM7cP+2D4Lev8WExYeRMFHSSJVt7Y79WLZ5J175B8DdyQFdm9VFxnSuRve9/eAR5qzcCJ/b9/Dk+Ut0alwbtcuXMnnuxRu2Y8aydaj5R0l0aVIHUa9zC7Hna53zypDJzDq3ERu/1jlnVec6mKxzQwf2UXWuj6pzhcwu26oDJ7Fo11G8DHgDDwc79KrzBzK5GC/X+sOnsfWvc7j5+Kn6nN7JHh2qlNLbP3sL4+9l5+pl0KiM+eWKCbbjsauWzcO+XVtCy5Y+M1q07YbUaRzCPW7n1vXYvH4F/P1ewcnFDU1bdUY6zwza7U98H2HxvGnwuXIBnz5+RLacedU+1ja2ZpdN+LUQD5wg/MKULVsWvr6+SgTt2LEDxYoVQ6dOnVC+fHklIP4LFixYoMpw+vRpFCxYENWrV8fFi5FvLBpiZWUFa2tr/FdQzMyeMxf16tbBtMkTlUjqN2CgEq7GuHzlKkaO+RNlS5fG9MmTUCB/PgzxHo67d++p7cHBwbh56xbq1qmlzjewXx88fPgIg4Z6R6lss+bMQ/26tTF98gS4ujij74BB8AunbCPGjEXZ0qUwY/JEFMifF4O9R+DO17KRtGnSoH3rVpg9bQrG/zkaqVKlRJ8Bg+AfEBCpsh04cgwz5y5Ewzo1MXPin3BzcUKvgcPg52/8PJev+sD7zwkoV7oEZk0ai4L58mDg8DG4c+++3n65c2THmsVztUu/Hl0QVdavXYWtmzegTftO+HPCVFhYWmLQgN748OGDyWOOHDqAeXNmonbdBpgwZSacXV3VMf7+ft/su3njOr3ODHOJkyghAi9cw6WOQ8zaP4FzWuTePAsvD57E0VyVcGfKImSe5Y3kpcIaoKlrlEP6P/vghvc0HM1TBa8v+CDvtnmInyLyDcFdGxdi//blqNeqH3qPXAILywSYPKwtPn4INnnM9cv/oGjZWug9cjE6DZqJz58/YdLQNggOeq/d58OHIGTMVhDlqjZDVNh77G9MXrQKzWpUxMIxg5DO2QFdvCfgVUCg0f2Dgj/APlUKtK1XDcmsrcI995Wbd7BxzyG4O4UvFiJi/dqV2KbqXGdV5ywtLTHYjDo3f85M1KrbEOOnzISLqxsGD+j1XevcrlMXMW71DrSqUAzLB7SBR1o7tJ24CK8C3xjd//S1OyibJzPmdGuKRb1bws7GCm0mLMIzvzBb7xnbU28Z3LiKKluJHGEC5VewHdm0bjl2bFmHlu26Y+S4Weqd8B7YDR/CeSeOHd6HRXOnokadxhg9aS6cXNwxfGA3BHwtW1DQe3gP6KrKNGjEJAz7czo+ffqIUUN748uXL/jViBU79ndffkV+zbsSBEFhYWEBOzs7pEmTBjly5EDfvn2xadMmJeYWLlyo9qEAad68OVKkSIGkSZOiePHiOH/+/DcWnDVrFhwcHJAwYULUrFkTAV8b8gyxpKeP5+UPDJeDB8O8IxRZLIOHhweGDRumhOOBAwe023fu3IlChQqp/eh5ori8deuWdju9byR79uzq3EWLFjUaQklB1LFjR6RMmVL9oPOcp06d+m41Yf2GjShbtgzKlCoJJ0dHdGzfFhaWFti1e4/R/Tdu3oxcOXOgRrWqcHR0QKMG9eHu5oZNW7eq7fS4jRo+DEV++w0OadMivZcX2rVphRs3b+LZs2f/Y+8s4KLKvjj+swBB6e4uOxFr7e7uWNfuWrvbtbs7MBC7O9YOMADXTlQaJMz/59xxhplhBgYW/6J7vn7eR+bNi/Puu+/N/d1z7rkZss0/YA9q16ohs62/zLbjamzbh1IliqPFN9s6CduchRdPSpVKv6F4saKwsrKEo4M9unftgoSEBDx+/CRDtu3cvQ91alZDrWpV4GhvhwG9uot6efiYak/Srr0HhDhr2aQRHOxs0blda7i5OGH3/kMK2+XJkxvGRkayJX++fMgM1GO+d/cutGjVFmV8y8HJyRkDBw9DZEQELl28oHa/PQH+qFGrDqrVqAV7ewf06jNAXNfxo4cVtnv08AF279qJfgOGZNi2d0fO4v64eXizR/V9VMahWyskPn6B4D9nID7kEZ4u2Yww/yNw6t9Jto3TgM54vno7Xqzfhfjgh7jdaxw+JyTBrlPTDJfbif2bUadZVxQtXRm2ju7o3HcSoqPe4daVlOdbmf5jlqBslYawtneFnaMHOvWZiMjw13j68J5sm2r12qFWk9/h5F4ImWHrvqNoUK0i6lUpDyc7a/zZrT20tbWw/+R5ldt7uzqhb4cWqF7eR9QrdSQkJmH8/JUY3qMj8uvpIbMIz+XuXWjeqh18fMsJb9AAUefCcemiahuJPQE75eqcoxAw6urcnl070HfA0AzbtunY32hSoSQalisOF2tzjGpXHzpaebD7wg2V20/t2hwtKvvAw94KTlZmGNuxkbi+y8Ep73BTg/wKy+lbwSjl4QTbTHQaZOeyI9sO7NmOpi07oFSZCkKI9Rk0ClGREbh68Zza/fbv3oaqNeujcvW6sLN3EuJPS1sHJ49J3seh927j7dsw9B44Eg6OLmLpPXAUHj0IwZ0g1feF+fVhAccw/zFIoBUpUgS7du0Sn5s3by4EA4m669evC6FXtWpVREZGyvZ58OABtm/fjn379gnBReGMvXr1Et8NGTJECDqpt4+WsmXLpjovCbfVq1eLv7W0tGTr379/j0GDBgkP3YkTJ0RoZ+PGjWU9i1euXBH/Hz9+XBxbarcyf/75J/z9/YWYvHHjBlxdXVGzZk2F68gsHz9+FMKqeNEisnVkZ7GiRXEvJFTlPsEhIeJ7eUoULybWq+P9+wQhUvUyIEaktsmfS2JbEbXnuidsS7kWomTx4mq3p3McPHREiE7yPGbEtvsPHqJ4kcIKthUvWhj3Qu+rse0+ShQtrGhbsdTlHHjnLpq264yOPfpi3pLliImNQ2Z4E/ZahFQVKVpctk5PLx/cPbwQGnxP7XU9eHAfReX2oeuiY4SEpOyTnJSE2TOnonuvvjAy/v6hToZliiL85EWFde+OnYdRGUndyJEnDwyKF0D4ib9TNvj6FeEn/4ZhmWIZOlf4m5eIjQ6HV2Ef2bq8evnh5FYIj0JTdwCpIzFB4tnRy5+250tTPn78hNBHT1GqsJfCvSlVyBt3QlNERWaYtWozyhYvjNKFM+c5+rd17uGD+wr7SOtcaKo6NwXde/XLcJ37+OkTgp++go+Xs8I5fLxcEPTwuUbHSPrwEZ8+f4aBnq7K7yNi43H+9n00Kp9yHb9C2RFv37wWIZCFipZUsM2VbAu5q9a2Rw/uo3DREgq2FS5aEve/7UPb5EAO5MmTR7YN/YZSuv2Qu0H45SDvZ1YvvyA8Bo5h/oN4enoiKCgI58+fFwKJBBz1RhKzZs0SY9l27tyJbt26iXVJSUnYsGGD8OQRCxcuRN26dTF79mzhXcubN6/wgNHfytCYu1y5ciExMVGIMkdHRyH4pDRtqtjzv2bNGuENvHfvHgoWLCj+Jsg7p+r4UhG4dOlS4VWsXbu2WLdy5UocO3ZMiMahQzPemypPbGyssN3Q0EhhvZGhIZ4/f6Fyn6ioaPG98va0XhUU/rN67TpU+q0i9HR1M2ybqnM9f/5SY9vIA0rj5+S5dOUqps74S9xbY2MjTJ88EQYGmo9FIlElbDNSts0Az1+oti0ymmxTbMyTrbReSqkSxVChbBlYWpjj1eswrN64BSPGT8bCv6aKupYRor5ds6GRUaryoIaiKmJjYyT1IdU+Rnj5PKWhu2rlUnh6FRCevf8H2hamSH4TrrCOPucxyI+cOtrIY2SAnLlzI/lthNI2EdDzUD0+TB0k3gh9Q8XxmvoGxoiJVjy+OqgMt6/9Cy6eRWFj74qsIDouDp+/fIGxUj01NtTH05evM33cY+cvI/TxU6yZnrlxlprVOSPZdxmpcy/k6tzqlUtEnSPvVIbtik+QlJ2+YgeSiX4+PAlTrFfqmO9/FGaG+eHjrbo+7fv7JnS1tVElk+GT2bXsiOgoSb1X/p0wNDRGdLTqd0mcsO0zDAwVBaMBvUteSELa3Ty9RVj3prXL0KZDN3zFV2xet0zsF/XtnMx/DxZwDPMfhEI9yNNDoZLx8fGpkmaQ2JIPY7S3t5eJN8LX11f8IIaGhqoVVVLmzp2LatWq4dGjRxg4cCAWLFggEqpI+eeffzB27FhcvnwZ4eHhMs/bs2fPhIDTBLKVeilpjJ0U6q0sXbo0goOD1e5HwoQWxXUfRLjV/xPyTk6ZNoPuDPr2lng2swNFChfC0oXzhEg8ePgoJk+fgQVzZqUSf/9vqlRMGdPl7OgAZycHtO/aW3jl5L19qjh96gSWLJwr+zx2wpTvYuPlS38jKPAW5i1chl+By2cPYPPylPGZfUYu/NfH3LpyGl49e4ChUyTh3NmVN+GRmLvWDwvGDIK2VooXRFNOnzqOpXJ1bsyEqfiedW7uwuX4Eaw5dBZHrtzGyqG/Q1vOWyTPngs3UNunsNrvf6ayO3fqKJYvniX7PGIcvcOzHgMDIwwePhErl8zGoX07heet3G9V4eTinumxeszPDws4hvkPQqKGxpaReLOyslIYsyYlqxKEkMCjcEZaKKFJnTp1hHeNxqoR9evXh4ODg/CYWVtbCwFHwi2tAelZxbRp0zBhgmKCiP59+2BAv74K62hsIIW1KA94pyQhRkq9ulLI66ScRESyvWFq8TZ9Bt68e4uZU6dkyPsmb5uqcxkrnSst22gsJI0lkyevjo7IUEkLjdHr1LU7Dh89htYtmmtkm4F+foltSl5HSmCizjZj8nwpJTgR15JGfbS2tISBvj5evgpLV8CV9vFVyDxHGd2I6KgoGBubKJSHs7OLymPo6xtI6oNSjz/VD0NjSRlSYzDs9Su0bq6YcXX61AnwLlAQU2fMQVZD3jbywslDnz/GxOFLUjI+hEfhy6dP0DZX7LDRtjBBcjoeliKlKonwSCmfPkqez9joCBgYSbzk4nNMJOwc1Wc/lRdvt6+fxZBJa2BkYoGswjB/fuTKmTNVwpLI6Nh0E5SoI+TRE0TFxKLTnxNl68hTdSv4PvwPncSZrcuRK5f6ESmlfcrCwyMlpJM6m1TXuSiRXCOjdU4a7nc78Kaoc22aN1DYZoaoc4UwJZ06Z5RPV1J2SglLKOyRvHBpseHIeaw9dA7LBnUSiU9UceP+E+HJm94tJQIjPbJz2ZX0KQ9XuUyRsneJOG7Kc0jeN0cn1Vl38wvbciFGyUNHCUwMjVKur0jx0li0ahtiY6JFlIFevvz4o11DWFhaqzwu8+vDAo5h/mOcPHlSZIEkb5itrS3CwsLENAMU2qgO8oa9evVKCCzi0qVL4geRpgWQxuN//vw53XOTR6xEiRKYMmWKmAYgIiJCePFIvFWoUEFsQ2Gd8kjHy6V1fBcXF7HdhQsXhBiU/tBTEpMBAwao3W/EiBFi/J08r58rZjuUevMojf7NW0Eo6+sr1pHQvHUrEA3q1VV5bBI8twID0aRRSgP+xs1bYr2yeHv56hVmTpsqxFhGkdpGtpTzLSNnW5Ba27w9PXEzMChN21Tx9ctXWQNKU9vcXV1wM+g2yvv6yGyjczeqW1uNbe64ERiEpg3rydZdvxUE7zSmL3gXHoHYuDiYfBNPaUFJeGiRXdPXrzAyMkZg4E04u0jC+BIS3uN+aDBq162v9rpcXd0RGHhDNiUAXVfQrZuoW19Sps2at0KNmorX2LdXV3Tp2hOlfCT3KauJvnQLZrUrKqwzrVoWUZduSa7140fE3LgL0yq+KdMR5MgBk8q+eLpkU5rH1smrJxb5ctM3NEXI7Suwc/KUjWd7/M9t/FZTvcCn/fxWTcetKycxaMIqmFqkePazAkpC4uHsgGu3g/Fb6eKye0Ofm9WukqljlizkhU1zFDt6pixeCwcbS7RrVDtN8ZZWnQsKvJGqztVKo865uLojKPCmLK29tM7VqS9J5tS0eWtUr1lHYb9+vf7A7117io6L9KDpQmgagMvBj1C5mLfsHFeCH6FllZSxjsqsO3wOqw+eweL+HVHAUf393H3+hji+h50VNCU7l11eXV2xyNtGaf3v3LoOJ2c3mW0PQoNRs3YjtbY5u7rjduB1lPatKLONPteq1yTV9voGko4s+j42JkqIyF+OXzRrZFbDAo5hfmEoPJAEGomfN2/eiAQk5HWiTI8dOnQQIozCISmb48yZM0WmSBJqBw4cEIlESpaUDMamrI4dO3YU4+MonI6yPdI4Nmn4JIm/I0eOCDFG4ZiU4l9+wLU8JKjo2JR0hLx/tP2KFSvE3yQUhw8frrA9eepojB3ZToKTbKHjy0PJNXr27CnGulF4JoV80vVQ1sQuXdSnIqdxf9Kxf1Ii1YRPNmncCLPmzIW7mys83N0RsGePGBtYo3o18f3M2XNgamKC3zt1FJ8bNWiAocNHYOeuADG/2pmz50SykQF9+8jE26Sp08VUAhPHjcWXz18QGSnpIc6fP5/a8lNF08YN8deceXBzc4Wnuzt27dkrbKtZveo32+bCxMRYzDEnsa0+hgwf+c22Ujh99izuP3iA/n17i+8Tk5Kwddt2+PqUFuUZExOLfQcOIDwiAhXLZ6zB0KxRfTFvGwk5mvvNf89+JCUlo2Y1SWN6+pwFMDUxxh8d20nKuUFdDBwxFtsD9qJMyeJiGgJKhDKoTw+JbYmJ2LB1OyqU9RVevFdhYVixdiOsrSxRsnjGJ5ynEKQGjZpgu99mWFvbwMLCEps3roOxiYnC2LXRI4YKsVbvW4OvYeOmmDdnJlzdPODu7oG9e3YhKTkJVavXEt9Tz76qRAhmZuawtLTSeBoBPVd72WddJ1voF/HEh8gYMcebx+RB0LGxQGDnYeL7pyv84NCrLTynDcXzdf4wrVxGTBtwtUF32TEez1uLImtmIPr6HcRcDYJjv47IrZcXz9fvynC5Va3XFgd3roS5lT1MzW2wZ+tiGBqZiayUUuaM74Zipaugcp1W4vPWlVNx5dwh9Bo+TwjCmCiJ5y+vbj6ReY+gdTTG7l2YZHzSy6cPoJNXF8amVholO2ldvwYmLVoNTxdHFHB1gt+B40hKTka9ypL7OWHBKpiZGIlpA6SJTx6/eCV7Lt9FRuH+42fIq6MNOysL6OXNCxd7xWkDdLS1oZ8/X6r1mpZd/W91zsraVtS5LRvXwtjEFGV8U56vMSOGCMFRV1bnmmH+nBlwdXOHm7sn9u3xF3WuWvWa6dY5Cw3rXLvqZTF2zS54O9qgoJMNthy/iMQPH0RWSmL06p0wN9JHvyY1xOe1h85i6d6TmPpHc1ibGiI8RpJMSFdbC7o6Ke/W+MQkHLt+B4OaS56PzJKdy45sq9uwBfy3rYeljS3MLaywbdMqGBmboJSvpIOSmDCyvxBrtetL6l+9Ri2xeO5UuLh5wtXdCwf27BDTalSuliIoTx07ABs7RyHg7ofcwdoVC8S5bGxT3g+/DBwWqhEs4BjmF4ZEDwkj8rBRqB9ln6QxaCTGpBN5Hzx4EKNGjULnzp3x7t07IcoqVqwIC4uUsCYKf2zSpIkIf6SsjiQAlyxZIvu+a9euIgyTBB+FZdI0AdJ0/8pQtkoK3yQvHB3Dz89PCEIKmySPHtknvy/ZTusmTpwoxsqRp05VyOf06dNFz2X79u0RFxcnbCFRqS7EMaNUqlhBTJ2wYdNmMVje2dkZUyZOkB2fyi6n3A9PAW8vDB86BOs3bsK69RtgbWONcaNHwdFR4iEkMXTp8mXxd6++/RTORd44Gn+Wcdu2yNk2Xmbb23fvFMZKkG0jhg7Guo2bsXb9RmHb+NEj4fTNNgqjouQsx06cRGxMLPLr68PDzRVzZk4XUwpkhMoVygnb1m32E6GULs5OmD5htCyE8u27cEXbvDwxasgArNm0FWs2bIaNtRUmjvoTTt/OS/X20ZOnYiLv+PcJwutWslgRdGrbGloZEL3yNGnWUgjexQvn4n18vAhxHD9xukK2VAqvipWbA6/Cb5URExuDLRvXfStzF4yfOC3L6hthUKIgfE9slH32njVS/P98wy4EdRkBbSsz5JXzZiQ+eSHEmvfsEXDs2wFJL8Jwu/tohB9L8Wq/3nFIzPnmPq6fZCLvwGBcqfcHPiglNtGEmo064UNSIjYtm4SE93Fw9SyGfmOWII9WSsM9POw54uNSQtfOHNkh/p899g+FY3XsPUFML0CcPboD+7enjEWaNeb3VNukRbVypREVG4dVfrsRER0r5oGbO2ogjL+FUNKYtpw5U+pceFQ0Og5N8bBt2XtELMW8PbBk4p/4HjRp1krUuSUL54g651WgEMZNnJZunYuVq3MUMjhu4vQsncy5ZqlCiIp7j6V7TojQSfKWLe7fQRZCGRYZg5w5UjwkO85cxcdPnzF0mZ/CcWgeuR4NqijML0fUKp12iPPPXHZEw6ZtxLxtyxf+hQQxyXghjJo4S0xaL+VN2CuRvERKuYpVRWjktk2rRRZLR2dXsY+8bS9fPsfm9SsQHx8Lc3NLNGnRXgg/5r9Ljq/k82UYhmEETx6oTm+fHciB7Pu6zvVF89DK/zfvc2VNivrvxQNPiRc3O6J3UxJ+mR0p/PU6sjNvddWHpf9o7F/KTSWRzXhmk3oamuzChy//3wRXGaWwm2Rs+c9MwvqUsaZZhW7HsfjV4EBThmEYhmEYhmGYnwQOoWQYhmEYhmEY5oeTg5OYaAR74BiGYRiGYRiGYX4SWMAxDMMwDMMwDMP8JHAIJcMwDMMwDMMwPx65LKeMeriUGIZhGIZhGIZhfhLYA8cwDMMwDMMwzI9Hbo5GRj3sgWMYhmEYhmEYhvlJYAHHMAzDMAzDMAzzk8AhlAzDMAzDMAzD/HBycBITjWAPHMMwDMMwDMMwzE8Ce+AYhmEYhmEYhvnxcBITjWAPHMMwDMMwDMMwzE8CCziGYRiGYRiGYZifBA6hZBiGYRiGYRjmx8NJTDSCBRzDMIwciTn0sm15fPqafV/ZZl9eIbuSI9dXZGf0bt5CduV9saLIruicnorsTA5dB2RXcibGIbuSE1+QXXGMC0T2pvqPNoD5P8EhlAzDMAzDMAzD/Hhy5Mj6JRMsXrwYjo6O0NHRgY+PD65cuaLRfn5+fsiRIwcaNWqE7wkLOIZhGIZhGIZhGADbtm3DoEGDMG7cONy4cQNFihRBzZo18fbt2zTL58mTJxgyZAgqVKjw3cuRBRzDMAzDMAzDMAyAOXPmoGvXrujcuTO8vb2xbNky6OrqYs2aNWrL5/Pnz2jbti0mTJgAZ2fn716OLOAYhmEYhmEYhvnx5MyZ9UsG+PDhA65fv45q1arJ1uXMmVN8vnjxotr9Jk6cCHNzc3Tp0gX/D7LviHiGYRiGYRiGYZh/QXJysljk0dbWFosy4eHhwptmYWGhsJ4+h4SEqDz++fPnsXr1aty69f9LSMUeOIZhGIZhGIZhssc0Alm8TJs2DQYGBgoLrcsK4uLi0L59e6xcuRKmpqb4f8EeOIZhGIZhGIZhfklGjBghkpLIo8r7RpAIy5UrF968eaOwnj5bWlqm2v7hw4cieUn9+vVl6758kUyFkTt3boSGhsLFxQVZDQs4hmEYhmEYhmF+SbTVhEuqQktLCyVKlMCJEydkUwGQIKPPffr0SbW9p6cnbt++rbBu9OjRwjM3f/582NnZ4XvAAo5hGIZhGIZhmB9PzszN25aVkLeuY8eOKFmyJEqXLo158+bh/fv3Iisl0aFDB9jY2IgwTJonrmDBggr7Gxoaiv+V12clLOAYhmEYhmEYhmEAtGzZEu/evcPYsWMRFhaGokWL4vDhw7LEJs+ePROZKX8kLOAYhmEYhmEYhmG+QeGSqkImidOnT6dZTuvWrfvu5chZKBnmFyJHjhzYvXu32u/ppUPbREdH/1/tYhiGYRiGYbIG9sAxTBbQqVMnrF+/Ht27d8eyZcsUvuvduzeWLFki4qmzqldm/PjxQqj9P+YcIcEXEBAgG8z7X+br16/Yumkdjh0+gPfv4+HpXRA9eg+AtY1tmvsd3LcbAf7bEB0VCUcnF3Tt2RfuHl6y70cNG4i7twMV9qlZuz569h2YIdu2bVqD40f2IeF9PDy8CqFb70Gwskl7APWh/buw199P2Obg5IIuPfrDzcNb9n1UZAQ2rlmKoJvXkJiYAGtbOzRt2R5lylXS2LaAA0fgt3sfIqNi4OJoj/7dOsPL3VXt9qcuXMKazdsR9vYdbKwt0aNDG5QpWUz2fUJiElZs2ILzl68hJi4OVubmaFqvFhrWro7MQGW3edN6HD18SNxXL+8C6NW7X7r39cC+PdjlvwNRUZFwcnJB95694e7hKft+0cJ5CLx5A5GREdDRyQsvb2907PwH7OzsM2TbPr+lOHd8FxIT4uDiURRtuo2EhbWD2n0O7VqNm5dOIOzlE2hpacPZowiatB8ASxtH2TZnj+7E1fOH8OxRCJIS32PuhrPQ1dPX2C7j8iXhPLgLDIoXhI61Oa417YU3e0+kvU/F0vCeNRz5vN2Q9Pw1HkxbihcbAhS2cejZBs6DukDb0gyxQSG4O2ASYq4qJgjQhG0nLmL94XOIiImHu50lhrWtj4LOqp+FXWeuYv/fN/DgpSTrnJeDDfo2raGw/djVO7Hvwg2F/coWdMPiQZIxMRmF7usWUecOyupcz979NapzAf7bZXWuW88+CnVu8cK5CnXO09sbnTp3hW0G6pzf2RtYf/IKwmPfw93GHMObVUMhByuV2x4PvI/VRy/ieXg0Pn7+AgczI7SvXAr1SxeQbbP04HkcvhGCsOg45MmVE952luhTrwIKO1rjV3petx89g037TiAiJhZu9jYY2qk5CrimPHPyPHz+Gst37kfIo+d4HR6Jge2bok2dygrbvE9MwrLt+3H6WiCiqB472mJwx2Yo4KL+2f8loNT/TLpwKTFMFkGZhvz8/JCYmChbl5SUhC1btsDeXvMfTyb7ErDTD/v37kKPPgMxc+5iMXh5wphh+PDhg9p9zp85hTUrl6JVmw6Ys3A5HJ1dxD7R0VEK21WvVRdrN+2ULR27dMuQbbt3bsHBff7o1nswps5ZDm0dHUwaMwQfPihOXirPhbMnsH7lYjRv0wkzF6yCo5MrJo8Zghg52xbOmYJXL59h2NipmLN4HXzKVsSc6ePx6OF9jew6ee5vLF6zER1bNsPKOdPg4uSAIeOnISo6RuX2d4JDMWnWAtSpVhkr505HBZ+SGDVtFh49fS7bZvGaDbhyIxCjBvbGhkWz0axBbcxfsRYXLl9DZvDfuQ379+5Grz79MWvuQnFfx44ZkeZ9PXfmNFatXI7Wbdph3sKlcHJ2FvvI31dXVzf0HzgES5avxoTJ00TDc+zo4WKSWE05snsdTh7cgrbdR2H4tI3Q1smLBZN64WMa9/X+3euoVKslhk/bgP7jluHz50+YP7EnkpNS3k0fPiShQNFyqN2kCzJDLj1dxAaF4k6/CRptn9fRFqX2LkfE6cs4X7IhHi9cj0LLJ8O0ennZNlbNa8PrrxH4Z/JinC/dGHFBIfA5sBpaZsYZsu3IlSDM3nYQ3RtUxZZxveFuZ4Vec9YiMjZe5fbXQh+hlk8RrPzzD6wf1QOWxgboOXst3kYp1tGyBd1xbO4I2TKteytkll2izgWgZ5/++GvuIvG8jhszPJ06dwqrVy5DqzbtMXfhMjg6O4t95Ouci6sb+g0cisXL12DC5OnAV2Ds6GEa17nDN4IxK+AUutcqB7+hHeFhY4aeS7YjIu69yu0NdHXwRw1fbBjYDjuHdUJDn4IYt+UgLgQ/lm3jYG6MEc2rwX94Z6wb0BbWxvrimJFxCfhVntejF69j3sYA/NG0NjZOHQY36gSYvhiRMXEqt0/68AE25qbo07oBTAxVd5xMXrEFl2+HYEKvjtg6cyTKFPZE7ykL8TbyF4+gyZEj65dfEBZwDJNFFC9eXIi4Xbt2ydbR3yTeihVL8R4kJyejX79+MDc3Fz885cuXx9WrV1OFOVLKWsqApKuri7Jly4q5RAjy4k2YMAGBgYFiO1rkPXvh4eFo3Lix2M/NzQ179+5VaS9lVNLX18fOnTsV1pNnT09PT6TAVYbmOqHz0XVVrlxZnKNIkSK4ePGiwnYXLlxApUqVxPdGRkaoWbMmoqKiMnT9R44cEeWWN29eVKlSBW/fvsWhQ4fg5eUl7G7Tpg0SElIaAJTmlzJCOTk5iX3ILuVr+zcIT8huf7Ro1Q4+vuWEJ63/4OGIjAjH5Yvn1e63J2AHatSqg6o1asPO3hE9+wwU6YxPHD2ksB2tMzI2li26unoZsu3Anh3CM1bat4Kwre/gUcJ7diUN2/YFbEe1WvVQpXodYVu3PoNFQ/Lk0QOybe4H30Xt+k2FV87CyhrNWnWErl4+PHqgmYDbvucA6tWogjrVKsHR3haDe/4BHW0tHDyuegzBzn2HULp4EbRuUh+Odjbo0rYl3J2dhBdPyt2Q+6hZpSKKFSoAKwtzNKhZTQjD4H8eIqNQ2e3dHYAWrdqijG9ZODk5Y+DgYYiMiMClixfU7rc7wB81a9VGtRq1YG/vIBqTdA+PHU2xs1btuihYqDAsLCxF47Bdh84If/cOb9++0di2E/s3o06zrihaujJsHd3Rue8kREe9w60rp9Tu13/MEpSt0hDW9q6wc/RApz4TERn+Gk8f3pNtU61eO9Rq8juc3AshM7w7chb3x83Dmz3HNdreoVsrJD5+geA/ZyA+5BGeLtmMMP8jcOrfSbaN04DOeL56O16s34X44Ie43WscPickwa5T0wzZtunIeTSpWAoNK5SAi40FRnVoCB0tLew+d13l9lO7tUSLKmXgYW8NJytzjO3cRJT95XuK9UkrTy6YGuSXLfp6eZEZJHVu17c6V07jOrcnwF+8S1Lq3ABR544fPSzbplbterI6R2KubQbr3MZT19CkbGE0KlMILlamGN2iJnS08mD3JdVe0FJu9qhaxB3OliawMzNC20ol4WZthpuPXsi2qVPSG2U8HGFraghXK1MMaVwF8Ukf8M+rd/hVntctB06iUZWyaFDJF862VhjRpZWoc3tPK/42SiEvWv+2jVGjbElo5c6tUuCdunIL/do0QnEvV9hZmqFbs7rif/9j5zQuL+bXhQUcw2Qhv//+O9auXSv7vGbNGlnaWSl//vkn/P39RcjljRs34OrqKgROZGSkwnajRo3C7Nmzce3aNTEZJB1bmh1p8ODBKFCgAF6/fi0WWieFxF2LFi0QFBSEOnXqoG3btqmOTZBIa9WqlYK9BH1u1qwZ8ufPr/Y6ybYhQ4aIEE53d3e0bt0anz59Et/RuqpVq8Lb21sIu/Pnz4sJLqW9mJpeP4WJLlq0CH///TeeP38urolS+ZJH88CBAzh69CgWLlwo257E24YNG0QI6927dzFw4EC0a9cOZ86cQVbwJuy1CL0pXLSEXBnmE6GQocEpDWN5Pn78iIcP7ivsQ5mrihQtgdAQxX3OnjqB9q0aoV/P37Fx7UokJyVpbNvbsNciBLJw0ZIKtrl5eOF+yB21tpEIk9+HbCskbLsrW+fuVQAXzp5EXFysEMnnz5zAxw8fUKBQ0XTt+vjxE+4/fIwSRQopnIM+3w1VLQDvhv6jsD1RqlgRhe0LeLrjwpXreBcRKRp0N4Lu4vnL1yhVrDAyypuwMHFfixYtpvBsUGhVSBr39cGD+yhStLjCdRUtWjzVfZWSlJSI48eOwMLSEqamZhrZFv7mJWKjw+FV2Ee2Lq9efji5FcKjUMWQ27RITJB4nvTyG+BHYVimKMJPKjZm3x07D6MyknqUI08eGBQvgPATf6ds8PUrwk/+DcMyKfcmPT5++oTgp6/g4+2qcG98vF0Q9PCZRsdISv6IT58/w0BPV2H9tZDHqNJ/ChqNmIMpG3YjOj7hX71L5OuPJu8SqnNUx+Svi44RkkadO3HssMZ17uOnzwh+HibEVso5cqCMhwOCHr9Kd38hekOf4snbKJRwsVN7Dv+/A5E/rzbcbTR7DrL780p1LuTxc5Qu6KFwfPp8+58UT2RG+Pz5Cz5/+QItrTwK67W18uBWaMY7qphfDx4DxzBZCAmGESNG4OnTpzJPFIVVSjMWkddr6dKlwmNWu3ZtsW7lypU4duwYVq9ejaFDh8qONWXKFPz222/i7+HDh6Nu3boiJJO8S/ny5ROiztLSUuV4PBJUxNSpU7FgwQJcuXIFtWrVSrXtH3/8Ibx7JAKtrKyEl+vgwYM4fjztXnUSb2SPVDCSmHzw4IGY0HLmzJnCc0jj/qTQ9xm9/smTJ6NcuXLi7y5duohyffjwIZydncU6EpmnTp3CsGHDhFePrpXs9vX1Fd/TdiQely9fLivHfwMJJMLQyEhhvYGhkWhQqCIuNkaIHlX7vHie0pisWKkqzM0tYGRsgqdPHmHDmhV4+fI5ho+eqJFtUVERamwzltmt2rbPwhZ5DA2N8VLOtsHDJ2DOjPHo3KoecuXKBW1tHQwdPRlW1mmPNyFiYmNFI8TIUFE40OdnL16q3CcyOlrl9jR+TgqNoZu1eCWa/d5L2JQzRw4M6d0NRQqkjCvUFOm9Uy47Q3FfFcNcpcR+u69GKvZ58Twl1JM4sH8v1q1ZKZ5dG1s7TJoyA3nyKDbK1EHijdA3NFFYr29gjJhoyT1PD7Jz+9q/4OJZFDb26scdfm+0LUyR/EZyPVLocx6D/Mipo408RgbImTs3kt8qXlfymwjoeUieeU2IiksQdc5YP5/CehP9fHjyWjOPz/ydh2FmqA+fAi4K492qFC8AGzMjvHgbiYX+R9Bn7joRcpkrg+nEpfUqdZ0zVPsukdY5VfX0pVKdO7h/j0KdmzhlpkZ1Luo9ld1XmORXFK4m+fXw+I1qu4i4xGRUH7NEiDMSfCObV4evp+LYrzN3HmDYun1I+vgRpvr5sKxXCxjlUzzPz/q8RsfGS+qcgWKnp7GBPp680szzqYxeXh0UcnPC6l2H4GRtAWNDfRy5cA237z+GrWXGhS/z68ECjmGyEDMzMyFsSKBQbyT9bWpqKvueBAj1BkqFCUE/DjRRZHBwsMKxChdO8SaQuCJIYKU3nk5+P+qZpHBD2k8VdF4SV+QNI5G4adMmODg4oGLFihqfQ942EnDkgWvevLnK/TJ7/TT3CoVjSsWbdB0JU4LEI4VTVq+umMSCxkTIh68qQ8KPFoV9kpOhpa2NM6eOY+nCObL1oydMw/eiZu16sr8dnZxhZGSMsSOH4PXrl7Cyskm1/dlTR7Fi0WzZ5xHjZ3w32/w2rsb7+HiMnTIX+voGuHLpnBgDN2nmQjg4pjRw/5/s2n8Y90L/wdRRQ2FpborAu8GYt3wNTI2NULJo2iGBp0+dwOKF82Sfx06Y/F1trVS5KooVKy48zAG7dmDGtMmYOWsetLS0Um17+ewBbF6eYk+fkSke5syydeU0vHr2AEOnfP+01r8Caw6cEWPoaDyctlzDncbISXGztRRL/eGzcC3kkYK3T12dW7Jwruzz2AlT8D35rXJVFC1WQtS53bt2YOa0SZgxa77KOpcV6GlrYfuwTkhI/oDL959i9u5TIlySwiul0N+0TXR8IvwvBmLo2r3YNLidEIc/6/P6vZnYuwMmLtuMOr1Hi04CDyc7EXIZ8lgzT/JPyw+eX+1ngQUcw2QxFOoonTtk8eLFmT6OfK8fjQkjqBcxI/tJ901rP/LCkZ0k4Ch8kkI+pefLjG3kIcwKlM+R1nXFx0tCxCi00sZGUfDQOAd1UNgleRDl6dV3IPr0H4zSPmUVMkV+/CgZIB8dFQVj4xSPCCX8cHJW3YDLr28gQmloH3loHxrnpg53T8l5w169UingSvmUV8gU+enjR5ltRsYpHQYx0ZFwTNO2XAoJS8QxoiNhaCSxLez1S5Glcu6S9bBzcBLr6HjBd4JweH8AuvcZgrQw0NcXDQ/lhCX02djIUOU+xuSFULm9xCuXnPwBKzf5YfKIwfAtKQmJcnF0wINHT7Ft9/50BVxpH1+FzHPUoaDqvlJyA2dn1QJV/9t9Ve7xp32MjBV7+akThRbKkOfh6YXWLZrg4t/n8VulKqmOW6RUJREeKeXTtzoXGx0BA6OUXvfYmEjYObpDE/F2+/pZDJm0BkYmkglofxTkbSMvnDz0+WNMHL4kJeNDeBS+fPoEbXNFb6O2hQmSwxQ9d2lhlF9X1DnlhCURsfEwUfKQKLPh8DmsPXgGy4b8LhKfpIWtuTEM8+ni+duIdAWccp37pLbORadb56JV1DnDVHUun1ikda5Ni8Zq65w8RnpUdjkQoZRchBKYmKYhtMjrZm8mscHT1gKPwyKw+tglBQGnq60FezNajFDYyRr1J63A7ou30aVGmZ/2eZViqJ9PUueUEpZExsSqTVCiCbYWZlgxbgASk5JFRkpTIwOMmL9GJD/5pflFk45kNSxzGSaLoVBF8vzQDw2N7ZLHxcVF9ORRaKUU2o6SeNCYMU2hY2Qkk116YZ8U8kmhlvfu3RPTHfwbyHNGCVhUkVXXrwztS0Lt2bNnYkyd/EKJZdRBYZkxMTEKS7ceEvGdV1cXVtY2soWSfJBnLCgwJZV4QsJ73A8NhoeXattJdLq4uivsQ6Iz6NYNeHiqv97HDyVjHNSJPIlttrLF1t5RiK7bgdcVbPsnNBjungXV2ubs6o7bt64r2HZb2CYJeU1OlozDUxb0OXPlxNcvX9Xan3KO3HB3ccL1oDsK57gRdAcFPFQLkAIebgrbE9duBcm2//T5Ez59+qzSpi9f0+/gIE+utbWNbKGEBnRfAwNvKt3XEHimcV9dxX29qXBdgbdupnlfKSUg/ZM2QpXRyasHcyt72WJl5wJ9Q1OE3JZ4mqXj2R7/c1tMDZDmdBcrp+HWlZMYOH4FTC1SdwL8v4m+dAsmVRQb66ZVyyLqkmQqlK8fPyLmxl2YVpGEQAty5IBJZV9EX0op5/TIkzs3vByscTn4gcK9uRL8EIVd1EcvrDt0Fiv3ncTiQZ1QwCn98OA3kTGIeZ8IUwP9DNc5O7V1Lu13CdW5wFTvkpvw1KDOSUVjWuTJnQtedpbCi5ZyDsm4NhJdmkKvBgqnTHObL8CHb+Omf9bnVXb83Lnh6WSHq3dCFY5/9e59EQb5b8mroy3EW2x8Ai4FBaNiycwlHmJ+LdgDxzBZDI3JkYYD0t/yUM9ez549xVgvY2NjEQ5JY8Yo/I/GeWmKo6MjHj9+LMIVbW1tRcKRtDxNaUHjApo0aSJsqlGjhjjev4FEUaFChdCrVy/06NFDCDYaq0ZhlRROmhXXrwxdP43Lo8Ql9MNJmS1JjJFQpBBSdaKUyky53LS0Vad9JsFQv1FT7PDbJBoS5hZW2LJxLYxNTOHjm5IKfcyIwShTtjzq1m8sPjds3Bzz50yHq5sH3Nw9sW+PP5KSk1C1umRMIoVJnj11EiVK+SC/vj6ePn6I1SuWoEDBwiKbpCaQbXUbNoe/3wYh6MwtrUToI42pKy1n2/iRA+DjW0FklSTqN26BRZTa380Dru5eIpMlpZqvXL2O+N7G1gGW1jZYvmgWOnTpJbx2Vy6eE3PCjRg3XSPbWjSsi2nzl8LT1Rmebq7Yue+g6FGuXU0yLnHK3MUwMzFGtw6ScZvN6tdGv1EThTeN5n6jaQhCHz4SY9wIPV1dFC3ohWXrNkNbSwuW5ma4decejpw6i96/t9fIJuWya9CoMbb5bRH31cLCCps2roOxiYnIEChl1Iih8C1bDvXqS+ZDbNS4KebOmQlXN3e4u3tgz54AcV+rVZd02oS9fo1zZ0+jWPES0DcwRET4O+zc4SdsLlmqtMa2Va3XFgd3rhSCztTcBnu2LoahkZnISillzvhuKFa6CirXkaS137pyKq6cO4Rew+cJURgTJfFg5dXNBy1tHfE3raMxdu/CJGOAXj59AJ28ujA2tdIo2QlNI6DnKudhcbKFfhFPfIiMEXO8eUweBB0bCwR2Hia+f7rCDw692sJz2lA8X+cP08plxLQBVxt0lx3j8by1KLJmBqKv30HM1SA49uuI3Hp58Xx9SmZfTWhXszzGrtoJb0dbFHSyxZZjF5CY/AENy0s8tqNX7oC5kT76NZPcK/K6Ld19XGSjtDY1Qvg3Twp5jXR1tJGQlIzle0+iaokCIvsked3m7zgMO3NjMTYuc3WuCbb7bf5W5yyxWUWdGz1iKMrI1bmGjZtinqhzHqLO7d2zS+FdEvb61bc6VxIGBgYiI7H/tzpXQsM6175ySYzZdBAF7CxR0MEKm05fQ+KHj2jkIxENozYegLlBPvRvIHl+Vx+9BG97S9iZGuLDp884d+8hDly9i1EtJOHsFFa56uglVCroClMDPRFC6XfuJt7GxKF6Mc9f5nltU7cKJizdCC9nezH329ZDp5CYnIz6v0k6LcYt2QAzIwP0ad1Qlvjk0Ysw2d/voqIR+uSFqG+UaZK4GHiP8vjAwdocL8LeYf6W3XC0tkCD3+Q6OZj/LCzgGOY7QKJBHdOnTxcio3379iJVPyX8oJT5ygOs06Jp06ayVP4UdkOhj5S8JLOQeKLsjtJMl/8GykpJGSJHjhwpxrZRSKWPj48ssUpWXL8qJk2aJMYgUljko0ePREIAmtqB7MgqGjdrJQa3L1k4R4wL8ypQCGMnTlcYH0GNqNiYlBDA8r9VRkxsNLZuXCtCeJycXTBu4gxZmGLu3HkQdOs69pOwS0qEqZk5fMtVRIvW7TJkW6NmbUTmyuULZ32bZLwQRk+aJSZylvKGbItNsa1cxaqIjYmG36Y1kknGnV0xauIsOdtyY9T4mdi0bjmmTxyBpMREIej6DBqJ4qU0a0RUqVAW0bGxWLNlByKjouHq5IC/xg0XoZLE2/BwEYIlpaCXB8YM7ovVm7Zh5UY/2FpbYsqIIXB2kJtUeUh/rNiwFZPnLEJsfDwszczwR7tWaFgrcxN5N23WUtxXmsiX7qt3gYKYMHGa0n19jdiYWNnnCr9VEvd188b14r5S+NaEiVNl9TiPVh7cvXtbNLIpxJcSJhQoWAgzZ88Xf2tKzUad8CEpEZuWTULC+zi4ehZDvzFLkEfuvoaHPUd8XEp42JkjO8T/s8f+oXCsjr0niOkFiLNHd2D/9uWy72aN+T3VNmlhUKIgfE9slH32niV5zp5v2IWgLiOgbWWGvHJhiIlPXgix5j17BBz7dkDSizDc7j4a4cdSprl4veOQmPPNfVw/yUTegcG4Uu8PfFBKbJJumZUujKi490KURcTEwcPOCosHdpaFUIZFRivUuR2nLguP0dAlWxSO071BFfRoVE2E3/3zPExM5B2XkAQzw/zwLeCGXo2rQStP5ppRTb7VOZp4W1rnxqfzLqkg3iUx2LJxnazOjZ84Ta7OaeHe3Tuizr2Xq3MzZi/QuM7VKu6FqPhELDl4Xkzk7WFrjiU9m8NEXxJCGRYVK5IGSSFxN3XHUbyJjod2ntxwMjfGlA51xXEICi18/CYCe6/cEeLNUE8HBeytsLZ/GzGlwK/yvNbwLSGSmSzfeQAR0XFwd7DBguG9ZSGUYeGRClED76Ji0G5ESifYpv0nxEJTBiwfO0Csi09IwmK/vWLeN/18uqhSuih6tayP3LkVO4aZ/yY5vlKsBcMw/2k2btwovFevXr36IYO1sxPBD1VnR8wOfPqaffvczD6ln2b8RxGbR3FcVXbjVWL2zSr3vlj600X8KCqfnorszHNLzbxePwKHB0eRXXnmmrmOmP8HljEpYZLZEf3i2bfsNCXp4IosP6ZOHUkEx69E9m0NMAzz3aHQRZpCgLxi3bt3/8+LN4ZhGIZhfiCchVIjOIkJw/yHofFnlPqf5pOjsWsMwzAMwzBM9oYFHMP8hxk/frzIsEVZI2lycIZhGIZhGCZ7wwKOYRiGYRiGYRjmJ4HHwDEMwzAMwzAM8+Phibw1ggUcwzAMwzAMwzA/nhwcHKgJXEoMwzAMwzAMwzA/CSzgGIZhGIZhGIZhfhJYwDEMwzAMwzAMw/wk8Bg4hmEYhmEYhmF+PJzERCPYA8cwDMMwDMMwDPOTwAKOYRiGYRiGYRjmJ4FDKBmGYRiGYRiG+fHkZN+SJnApMQzDMAzDMAzD/CSwB45hGIZhGIZhmB/OV05iohEs4BiGYeTIiS/ZtjziP+ZFdsXmYzyyK59yWyA7U/jrdWRXdE5PRXblVKWRyM7YB59FtiUyHNmVD1+1kF15r2uG7Iz+jzaA+b/BIZQMwzAMwzAMwzA/CeyBYxiGYRiGYRjmx5ODfUuawKXEMAzDMAzDMAzzk8AeOIZhGIZhGIZhfjzsgdMI9sAxDMMwDMMwDMP8JLCAYxiGYRiGYRiG+UngEEqGYRiGYRiGYX44PA+cZrAHjmEYhmEYhmEY5ieBPXAMwzAMwzAMw/x4OImJRrAHjmEYhmEYhmEY5ieBBRzDMAzDMAzDMMxPAodQMgzDMAzDMAzz48mR40db8FPAHrgfwJMnT5AjRw7cunULP5qQkBCUKVMGOjo6KFq06I82J9uwbt06GBoayj6PHz/+X5eP8jF/dhwdHTFv3rwfbQbDMAzDMMx/iv+sB65Tp05Yv349pk2bhuHDh8vW7969G40bN8bXr1/xM/P3339j8uTJuHjxIhITE+Hm5obOnTujf//+yJUrl2y7cePGQU9PD6GhociXL59s/f79+/HXX3/hxo0b+Pz5MwoUKIDevXuLcvtRnDp1Sth0+fJlcU0kIGrXro1BgwbBxsbmu557yJAh6Nu3r+wzlUN0dLSoL/KQMA8ICECjRo1SHaNly5aoU6cOfgTdu3fHqlWr4Ofnh+bNm3+Xc9D9GDBggFh+Vei9sGXTehw9fBDv38fDy7sAevbuD2sb2zT3O7BvDwL8tyMqKhJOTi7o1rMP3D08Zd8vXjgXgTdvIDIyAjo6eeHp7Y1OnbvC1s4+Q7YFbF2OM8d2I+F9PNw8C6NDj+GwtFZ/jNC7N3AwYCOePgxBdFQ4+g7/CyXKVEq13avnj7F9w0KxPb0PbOyc0GfYTJiYWWpk287DJ7F57xFERsfA1cEOg35vjQJuziq3ffT8JVZu24OQR08R9i4C/Tu1RKu61RW2WbV9D1bv2Kewzt7aEtvmT0ZmoLLbumktjh85IO6rp1dBdO89MN37enB/AHb7b0N0VCQcnVzwR49+cPfwUtgmJPguNm9YjX9Cg5EzZ044Obti7KSZ0NbW1si2nYeo7A6nlF2XNmmXnd9uubJrhVb1FMtOng0BB7F0sz9a1K2GgZ1bI6NsO3ER6w+fQ0RMPNztLDGsbX0UdLZTue2uM1ex/+8bePDyjfjs5WCDvk1rKGw/dvVO7LtwQ2G/sgXdsHhQ5wzZZVy+JJwHd4FB8YLQsTbHtaa98GbvibT3qVga3rOGI5+3G5Kev8aDaUvxYkOAwjYOPdvAeVAXaFuaITYoBHcHTELM1dvIbJ3btmkNjh/ZJ55XD69C6NZ7EKxsVJeflEP7d2Gvv5+ocw5OLujSoz/cPLxl30dFRmDjmqUIunkNiYkJsLa1Q9OW7VGmXOrnWh1+V+5h/YU7CI9PhLulEYbX9kUhW7N09zt0+xGG+59GZQ97zGtdTbZ+6akbOHznMcJi3yNPrpzwtjJBn6olUNjWHJktOz9RdvsVyi695/XQ/gDs+VZ2jrKykzyvb9+8Rs/fW6ncb/Dw8ShbobJGtgUcOAK/3fsQGRUNV0cH9OvWGV7urmq3P33hIlZv3o6wt+9ga22J7h3aokzJYrLvKzVsqXK/Hh3bolWTBvglycm+JU34T5cSeZ1mzJiBqKgo/Ap8+PBB/E8C4rfffoOtra0QPeRlI+FGgq5Vq1YK4vThw4coX748HBwcYGJiItYtXLgQDRs2RLly5YRYCgoKEvv16NFDCJkfwfLly1GtWjVYWlrC398f9+7dw7JlyxATE4PZs2er3Icaml++fMmS85O4lZZPZsmbNy/MzTP3g/VvSEhIEMLtzz//xJo1a/7v5/+V2LVzG/bvDUDPPv3x19xF0NbRwbgxw2XPnirOnTmF1SuXoVWb9pi7cBkcnZ3FPtHRKe8dF1c39Bs4FIuXr8GEydOBr8DY0cNEHdaUgwEbcGz/NnTsMQJjZ66Ftk5ezJ7QFx8+JKvdJzkpEfZO7mjf/U+127x9/QJTRnaFlY0jhk9ejsnztqJBiy7Ik0dLI7uOX7iCBeu3o0vz+lg3YyzcHOwwcMo8RMbEqtw+KfkDrM3N0KttU5gYGqg9rrOdNfavmC1blk8ahswSsNMPB/btEqJtxpwl4r5OHPNnmvf1/NmTWLtyKVq26YjZC1aIBiHtI39fSbxNGjsMRYuVxMy5S/DXvKWoU78RcubMkYGy24YuzRtg3cxxcHO0w8DJc9MuO4v0y4649+Axdh87A1eHtBu96jhyJQiztx1E9wZVsWVcb7jbWaHXnLWIjI1Xuf210Eeo5VMEK//8A+tH9YClsQF6zl6Lt1ExCtuVLeiOY3NHyJZp3VU3qtMil54uYoNCcaffBI22z+toi1J7lyPi9GWcL9kQjxeuR6Hlk2FavbxsG6vmteH11wj8M3kxzpdujLigEPgcWA0tM2Nkht07t+DgPn906z0YU+csF3Vu0pghaT6vF86ewPqVi9G8TSfMXLAKjk6umDxmCGLk6tzCOVPw6uUzDBs7FXMWr4NP2YqYM308Hj28r5Fdh+88wqwjV9C9UlH4dW8ADwtj9Nx0BBHxiWnu9zIqDnOOXkFxe4tU3zmYGGBEnTLw79kI636vC2vD/Oi58Qgi36d9THXs3rkVB8XzOhjT5iwTbbn0y+4k1q1cjBZtOuKvBSuF+J0kV3YmpuZYtXGXwtKybWfo5M2LYiV9NLLr5Lm/sWTNBnRq2RQr50yHi5MDho6fiqhoxTou5U5wKCbOWoC61Spj1dzpKO9TCqOn/YVHT5/JtvFft1xhGda3h+gorlhWM5uYX5f/tICTCgLywqlCVdgchYyRp0HeE0PelqlTp8LCwkKEyE2cOBGfPn3C0KFDYWxsLITU2rVrUx2fhFXZsmXFy6dgwYI4c+aMwvd37twRHiYSD3Ts9u3bIzw8XPZ9pUqV0KdPH+HxMDU1Rc2aNfH+/Xt07doVDRo0wIoVK4T9ZO8ff/whPI47d+7E9u3bxf70Erh+/bqwl/6m633+/DkGDx4sjknX5O3tDVdXV7GOvF8klkjUEadPnxb7HThwAIULFxbXQeGYZLc858+fR4UKFYSAsbOzQ79+/YSdUsg+Otfvv/+O/Pnzw97eXtgu5cWLF2IfWkiA0HXTPhUrVhRepbFjxyqEKO7du1fYTT3cz549Q3JyshCe5KUjb6OPj4+wXR7al86rq6srPLARERFq6wL9TWW5Z88ecf20KB8vI2GZGzduFNdjYGAghHJcXJxsGxKgVD+dnJxE+RUpUkTcQynU+dC2bVuYmZmJ78nTqlzXduzYIcqDPM1nz54V91geaR2eNWsWrKyshFAlb+vHjx9l27x9+xb169cX5yBbNm/ejIyydOlSuLi4QEtLCx4eHuK65ZkzZw4KFSok7hHVk169eiE+Pj5V+R05cgReXl7iuahVqxZev34t24buQ+nSpcUxaFvqhHj69CmyAur42Lt7F1q0aosyvuXg5OSMgYOHITIiApcuXlC7354Af9SoVQfVatSCvb0DevUZIOrm8aOHZdvUql0PBQsVhoWFpRBzbTt0Rvi7d3j79o3Gth3dR8LqdxT3+Q12jm7o2n8CoiLDceOy4ntFnsIlyqFp254oUUZ97/LOzUtQuHhZtOzUDw7OHjC3skWx0r9B31CzhuvW/cfQoGoF1KtcHk521vizWztoa2lh/8nzKrf3dnVC3w7NUb1caeTJoz5IJFfOXDAxMpAthvr5kRmo7Pbv2YnmLdvDx7e8EGL9B49AZGQ4Ll9UbSOxN2AHqteqi6rVa8PO3hE9+gwSjfATRw/Jtlm7cjHqNmiCpi3awN7BCTa29ihXobLG4nfrvqNoUK0i6lWRll17aGunV3YtUL28T5pll5CYhPHzV2J4j47Ir6eHzLDpyHk0qVgKDSuUgIuNBUZ1aAgdLS3sPndd5fZTu7VEiypl4GFvDScrc4zt3ESU/eV7DxW208qTC6YG+WWLvl7eDNv27shZ3B83D2/2HNdoe4durZD4+AWC/5yB+JBHeLpkM8L8j8Cpf0rEidOAzni+ejterN+F+OCHuN1rHD4nJMGuU9MM20fXfWDPDuEZK+1bQdS5voNHCe/ZlTTq3L6A7ahWqx6qVK8j6ly3PoNFnTt59IBsm/vBd1G7flPhlbOwskazVh2hq5cPjx5oJuA2XryDJsU90KiYO1zMjTC6Xjno5MmN3TfV7//5yxeM3HUGPSsXh61R6uewTmEXlHGxga2xPlzNjTCkZmnEJ3/EP2+iMvm87kAzUXaS57Xv4JEZLrvu38ruxNGD4nuKTDIyNlFYrlw8h7LlKyNvXl2NbNux5wDq1qiK2tUqw9HeFoN6/gEdbS0cPH5K5fb++w6hdPGiwpPmYGeLLm1bws3ZSXjxpJgYGSos569cQ7FCBWBtmVooM/8t/tMCjh5YEg7kcSKRkFlOnjyJV69eicYxNUIpLLFevXowMjISYoc8VxTCpnwOEngkjG7evAlfX1/RQJYKBwrPq1KlCooVK4Zr167h8OHDePPmDVq0aKFwDBIS1CC+cOGC8EgdPXpUHEOVp4yO7+7ujq1bt4rP1PCl0Eiygf6mfUgcUMNd1f50DdRolu4vfx0k7K5evSqEBJ1H2vgnDx81sps2bSo8edu2bROCjoSnPLR/yZIlRVlQw71nz54irFMqQKgnnDxIqpAXReRtIq8qCbu7d+8Kjxedi0JJyQtFNlAIIdn0zz//iH3oHnXp0kVsR+MSK1euLLyV6qCyofsgFQ+0kBDPDFQ+FIZJIau0kIifPn267HsSbxs2bBD3lq5n4MCBaNeunUzsjxkzRngjDx06hODgYCGSSMzLs3r1arEPCUTqECAhpAx5askW+p/qFG0jvx2JPBJ+9D3VkSVLlghRpynkFSYvMNU1EvhUlyikl44nhcLLFixYIK6TbKDnSvme0/0loUnij543EujSukqdJiREyftM95nuebdu3YTAzgrehL0WIZBFihaXrdPTyydC5kKD76nch56DBw/uo6jcPnSddIyQENX7JCUl4sSxw7CwtISpafphS8S7Ny8RExUB78KlZeuo0ebiXgAPQ4OQWagDIejaBRGGOWt8X/TtWAMTh3bC9Uvpd1gQHz9+QuijpyhV2Fvh+ksV9sKd+4/wb3ge9gb1uw1G097DMW7+ShEy+O/uawmF+0qhVaEhd9Xe14cP7ivsQ9dVuGhx2T7kibsfGgwDA0MMH9wHndo2wahh/XHv7u0Mlp2XYtkV8sadUEXRk1FmrdqMssULo7TcfckIHz99QvDTV/DxdlWwzcfbBUEPU7wHaZGU/BGfPn+GgZ5i4/hayGNU6T8FjUbMwZQNuxEdn4DvjWGZogg/eVFh3btj52FURtJplyNPHhgUL4DwE3+nbPD1K8JP/g3DMinhbpryNuy1COMrXLRkqjp3P0SxA1S+zpEIk9+HyrxQ0RIK9dTdq4DwNsXFxYrn9/yZE/j44QMKFEp/DPfHT58R/CoCZZyt5c6RQ3wOevFO7X7Lz9yCkZ4OmhR31+gc/tdDkV9bC+4Wxpl6XiVll/HntXCq57UE7qvZ5+E/oXj86AGq1qir+fP68BFKFCmkcA76fC9U0tZQ5m7ofZQoUlBhXeliRXAvVLVYjoyOxqVrN1GnmmbhnD8rX3PkyPLlV+Q/LeAI8raQF4REV2YhLxs1PMmrQF4k+p8amiNHjhQekREjRgiRRcJFHhIMJGzIm0ANb2pgU2ObWLRokRBvJDA9PT3F3+R9ogbv/fspDzcdf+bMmeKctEi/o2Oqgo4l3Ya8j7lz5xaijP6m/+k7soM8McrQNTg7Oyucn6Cyq169uvCeUMObhCY12KUChDxE5NEjW0noUFmRKElKSpIdg8aGkXAjb9+wYcOECJE27klo6evrq7RJ1YuaxAWdh8qDPJbkkSIRSF5A8gBRg5/CRqWeqvnz5wsxRmKBBC55+sibqQ4qJ/JEkReFyo0WKpvMQD+wJJTIA0v2kZf1xAnJWA3yHNL9p/tO9lDZk5AiMUYhpQQJGKobJH7Ji0deZRLQUqjsLl26JMbfEbQvXbfyGE/qbKA6R/WDOh/q1q0rs4PuNwnElStXCg9riRIlRD2lcYiaQqKLbKd7TGVM4xabNGki1kuhOkLima6DOi9IREu9xfL3l8QsXW/x4sXFMyS1MzY2VoTUkv10n+kZ6Nixo/CsZgXSUGtDI6NUHQgkAFQRGxsj7nHqfYwQHanY+3xw/x60aFIPLZrUx/VrVzFxykzkyZNHI9tioiXixcBQMcxX38BECLvMEhsTiaSkBBzYtR6FivtiyLiFKF6mEhbN+BMhd1R7WuSJjosXvfPGBvoK6+lzhJqwIk2gMWCje/+OuaMGYGjXdnj1Nhw9x87A+8SUd4qmUGOQMFB1j9Tc17hv99XAUP0+1NAk/LasF566sRNnwMXFHeNGDsarl+l3GEbHxakuO8N/V3bHzl9G6OOn6Nk2454jKVFxCRLb9FPGTRMm+vkQEZMSQZAW83cehpmhPnwKuCiMd5v0R3MsH9oF/ZvXwvXQx+gzd5041/dE28IUyW9SolsI+pzHID9y6mhDy9QIOXPnRvJbxWcp+U0EtC0VO8w0IerbM6n8XjAwNE6nzn1WUecU9xk8fAI+f/6Ezq3qoXWjqlixaBaGjp4MK+v0Q2WjEpLx+etXmORT9Hqa6OVFuBohfeNpGAJu3Me4+inhpqo4E/oMZaZsQKnJ67Hx0l0s61BTiL6MIr1WQyNF8Uflkl7Z0fOp6T4njh6ArZ0DPL0VBZY6YmIlgtlYKXTZyNBAjIdTJ8iMlRKbSbZX/XwfOXkGunl1UME3paOO+e/yn01iIg95bKjBmNnxXeTFop4WKRTuSA1yeU8fhaUpeyzI6yaFhBQ1SsmLQgQGBgoBI59YRAp5SqgRTFBjWhX/zyQs8tdBYpaEk/x1kDdEPuSObKMX3ePHj2VCk0IwpZDHhESRtLxoe029KCSk5I91+/ZtMY5IWl5SSBxJx7SRrSTkla+JvJ7fGxIrFDYqhUSq9LofPHggOgJIHMtD3kgSbQR5KqkTgJLN1KhRQ3ig5L2BUvEn9cqRUCZvI3m3qlatqlCH5ZPbkB1UdtLyofopX9dI6GUkoyYdg7xh8lB4I4lnKcePHxeCn0KLSYyRR41EPpUBhbYS9D+JM1XlRXWPRCJdL5UZiVnylKYl/Kke0KJQvsnJ0NLWxulTJ7Bk4VzZ+rETpuB78lvlqiharAQiIyOxe9cOzJw2CTNmzVfZOfD3mUNYvzQl9Hvg6BQ7sxLpe6R46d9Qs0Eb8TeFUT4ICcKpI7vgWVD1++d741sspZebEnuQoGvccxhO/H1VhGumxZlTx7Bs0RzZ51HjVYfQ/1u+fhMdNWvXE2GWhLOLG4ICb+DEsUNo36kr/t+8CY/E3LV+WDBmELS1NOsc+B6sOXBGjKGj8XDacp0UNEZOiputpVjqD5+FayGPFLx9PxtnTx3FikUpY7VHjJ/x3c7lt3E13sfHY+yUudDXN8CVS+fEGLhJMxfCwTHl3ZkVvE/+iFEBZzGuQbl0xVgpJyts79EI0QlJ8L8RiqE7TmHTH/VTiUVlzp46huVyZTdyfEqEyveCfhPOnTmB5q06IDtx8PhpVPutvAhBZxgWcIAYS0WNPvKUyWdZJFGmLITkxwVJUe4lJ7Ghal1GEmrQ2B/ypJC4VEa+QUpjfeSRChVqMKsK66P1NB5KHbQ/eTEoJNTaOiWMQiocSDySlyQj10HhcuTVUkbeM5JWeUltolDF9Lxw5BmTF3t0fhImNNZPXqAQqsTx/5u0rls6/ovGGCpn2ZRmsKOQSBrjdfDgQRw7dkyIMhq/Rp4tEq7kEQ0LCxMCTAqtJ2EnL+D+bX3Niqk1yHNGgnTKlClCjJHHmsQm1TupgFNlp/wzSt5Fqmskvilcd/To0aJcyHOoChKMEyYoJjro3XcA+vYfhNI+vgqZIj99e/ajo6JgbJzi6aJwZ2dn1Q0jakDRe4T2kYfC6wyNFXuDKQyIFsqk5uHphTYtGuPi3+fxW6UqqY5brHRFuLindBJ9+vhB5okzNE7xCMTGRIgkJZklf35D8dxY2zkprLe2dcL94PSnQTHMnw+5cuZMlXSDPqeXZCNDdurpwt7aAi/C0g/rLe1TDu5yWfs+Sssu1X2NEhkjVZ7v232VTx4h3UfqGaAxNIStXcqYaclne4S/S39so2H+/KrLLjrzZRfy6AmiYmLR6c+JsnXk3boVfB/+h07izNblyJUr/cAco/y6EtuUEpZExMbDxCDtsYgbDp/D2oNnsGzI7yLxSVrYmhvDMJ8unr+N+K4Cjrxt5IWThz5/jInDl6RkfAiPwpdPn6Btrujh1rYwQXKYoudOFaV8yitkipR/lxjJPa8x0ZFwTLPO5VJR5yJldS7s9UuRpXLukvWwc5A8s3S84DtBOLw/AN37pN1JbaSrjVw5cqRKWBLxPhGm+VKPA3seGYtX0fHotyVlrOEXaafPhLXY07cp7IwlHmRdrTywN6FFH4XtzFF/wU4xrq5LhRTRropSPuVkmSLl22DkOZM+YwSVS3plJ59gSLqPsiePuHjhND4kJ+G3quojcZQx0NcX7wTKFisPJTAxNlLd2UneN/LCpd4+9fMddDcYz1++wrih/TW2ifm1+c+HUEqhcUf79u0T42ak0HguavzKNxCzcu42Cm2TQt4GEhlSjxSFh9FYIPLQUFih/KIs2uQhLww1flVlZqTkHhRS17q1+nTR5M2hRrKq/Sl0jZKPKO8vfx0UZkYhd/LXQWO0lK+BFk3DDps1aya2pVBRVVADWh3kqSLBQl4a5fOTl48gW6WJWVRdkyrInoxkCMwM8olYlG2nJB/y9ZRCBTdt2iSS7EgTwJCoo4QoNK6Q6q10oTGMu3btSrPc5CFvm7R+SqHxiZruLy1jGqcpD32WdibQsUkwUr0jsUWinToRMgPdc+qMoak0yBO+ZcsWtdvSdtQ5IL9079FbfEei0draRrbY2TvAyMgYgYE3ZfsnJLwX45w8vFR3itCz5OrqjsDAG4rjym7dhKdnWuOPvop/0oaeMnnz6sHCyk62WNs5w8DIBPeCrsq2SUyIx8P7d+HikeKRzii58+SBk6s3Xr9UTAQT9uoZTM3SD2mmRBoezg64dlvikZde/7XbISjorjoVfmagpBwk3kxVNHyUyaurCytrG9lCCQ3ovpJnTHa8hPci7b+HZwG199XF1R1BtxTv6+1bN2T7mFtYwtjEFK9eKiYNovBJM3OLf1F2wSjokTlPSslCXtg0ZwLWzxonW7xcHFGzgo/4WxPxJmzLnRteDta4HPxAwbYrwQ9R2EV9yPK6Q2exct9JLB7UCQWc0g/pexMZgxgSD0phpFlN9KVbMKmi2MljWrUsoi5Jfu+/fvyImBt3YVrFV2GyYZPKvoi+lPI+SLvO2coWW3tHIRxuB15PVefcPQuqrXPOru64feu62jqXnCwJIVaOWMmZKye+fkk/KidP7lzwsjbB5ccp794vX77i8qNXKKxiGgEnUwPs7NkY23o0ki2VPOyFt43+ttRX31Yhoffh0+cMl52drOwy/rwqlx09v+4q9jl59CBK+pQT41c1RTyvLs64EXRb4RzXg+7A28NN5T4FPNxxI0hxzOO1W7fh7ZG60+3A8VNwd3GGq5Nih9AvSY6cWb/8grAH7hs0fovGatH4LCmU7fDdu3dCOJCIoF59GgtE47GygsWLF4txYdS4nTt3rhA/NIaOIC8KjTkisURjs0iUUUgdJeKgBB3K3iQpJO5ofBRlM6SQNRojRPbSOCFKNkLXoZwIRdkrRtdLySYoqySNyaKXH2VcpDF9tJ6yOMpDWSwpHJFCR0eNGiXC9aTzoNF4NmqQkx2UCZPsI0FHXhEac6UJJFaofOgYFFrXoUMHIWwpKQyNpSNPmrqpBEgI0H2lfWgbatzTPaXyoFBLGutFHhsK5yOvFU2fQFkO0wufpPPTdiRk6Npp3KDUO0ShocpCn+5zRqHQSgrrpcQl9ENA4/ZIYJDwoXtKoo0ycFJoI4VAUtgHJUKRimcap0bXR5kr5SHRRMeksFaqZ+lBIbE0RpA8qTRWk7x5NF6NvJ3KvHz5MtW10xQVVPeo3lH5U2gjdZaQiKSwSYJEKfWsUkIh8jxLk/JkBCp3Eq+UgZW8x3RvqMOC7r06SCArz8elpa16/AE1iho0aoLtfpuFoKOMkZs3roOxiYnISill9IihKFO2HOrVlzwDDRs3xbw5M+Hq5gF3dw/s3bMLSclJqFq9lvg+7PUrnDt7GsWKlxT1iMZt+u/wE2EyJUppNtaBbKtRvzX27VgDS2s7mJrbYNeWZaJ3n7JSSpkxRpJxslpdyTsgKTEBb16nCIzwt6/w9FEo8uU3kM3xVrtxeyyZNRIeBYrBq1BJ3L5xEbeunsPwyZrdn9b1qmPS4jXwdHFAAVcn+B04jqTkZNSrLCmzCQtXw8zYUKS+lyYDePxC0oCkjoN3EdG4//gZ8upow85KInwWbNiO8iWKwMrMBO+iorFq2x7hEapeLuOptans6jVshh1+G4Wgs7C0wpaNa2BsbCqyUkoZO3IQyvhWQJ36knDrBo2bYwGlCndzh5u7l8hkSSG/0vtKx23UpCX8Nq8TmfLIm3fqxBG8fPEMQ0eO16zs6tfApEWr4eniqLrsFqyCmYmR+rKLjFIoO728eeFiryicdLS1oZ8/X6r16dGuZnmMXbUT3o62KOhkiy3HLiAx+QMalpck7Bm9cgfMjfTRr5nEi0Fet6W7j4tslNamRgj/NlZOV1sLujraSEhKxvK9J1G1RAGRfZK8bvN3HIadubEYG5fRaQT0XFOEpK6TLfSLeOJDZIyY481j8iDo2FggsLNk6omnK/zg0KstPKcNxfN1/jCtXEZMG3C1QXfZMR7PW4sia2Yg+vodxFwNgmO/jsitlxfP1+9CRqG6Ubdhc/j7bRCixNzSSoQ+kkeJMitKGT9yAHx8K4iskkT9xi2waM40uLh5wNXdS2SypKlAKleXzC9qY+sAS2sbLF80Cx269BKeJ8qkSHPCjRinWehhe9+CGBNwDgWsTVHQxgybLt1F4sdPIislMWrXGZjr66F/tZLQzpMbbhaKkQT5dSQds9L1CR8+YtXZQCHsTPPrihBKvyvBeBubgOoFnDJVdvUaNsdOWdlZYuvGNSrKbqDI8FmnfhNZ2S0UZecJN3dP8bxS2VX5Ft4s5fWrF7h3JxCjMhHm2rxhXUybvwQeri7wcnPBzn0HkZSUjNrVJHPwTZ27CKYmxujWQRKO3rR+bfQfNQHbdu9DmZLFxTQEoQ8fYnBvxfDq9wkJOHPhEnp2bp9hm5hfFxZwSkKEwq6kUEOYEmJQIolJkyYJ7xQ1qOVT3P9brx8t1OClBix5yKRjlagBSo1YEkDkVaPGOTWEqSEtP95OFSTSaPwchaJRYgxqVJCAIHFFDe/0xpPRNpQwgwQNjVGSTuRNjXfKHKjqOijDIDWWKSEMNc6l3jUSSZQxkc5NtpA3k8YwSZNqaIo0+QXZROPVpBN5U9gdJcRICwqro4QYJD5JYFAZk6ikfQn6m8QyJWMhQUQCg0Lv6J6rg6ZqoJT1NG6RQh2pvEnwE6rsOXfuHDID2UAeNgr1e/TokRh3Rl5NEtMElTN5kSgEkQQVlTGJfEokQ6GXqrxPVH+oDEngaSLgpGVIApwyPJJQp/KkDJjK0P2RT0xCUMZISp5CdYm+o7pCUxHQMaVlRiKTMrhSyDBdD4U10zWnJb6UIY8ZjZ+jsFHKxErhtnR9JDyziibNWorniSbepnEm3gUKYvzE6QreZBJksTEpIrDCb5URExuDLRvXiU4aCrccP3GaSBxD5NHSwr27d4Swo2PSQPsCBQthxuwFqQbdp0Wdxh1Eg2Ttkqliclt3ryIYPHYBtLRSBOrbsJeIi03xnD5+EIwZY3rIPm9dIxlLV65yXXTtLxEZJPhobrkD/uuwedVskZGyz7AZcPdOP6sdUa1caUTFxguRFREdK+Yyo+Qj0sH+b8IjkFPunRQeFY2OciF+W/YdEUsxb3csmSDJSvouIgrj5q9ATNx7MX1AEU9XrJw6EkbphO+po3GzViL759KFs79N0F4IYybNSH1fY1Pua/mKVcR99ttE9zUSTs4uIlGJfEhW/UbNRAjwmpWLER8XJ4TcuMk0XYdNBsouDqv8dsuV3UC5sotUmFNOlN3QlJDgLXuPiKWYtweWTFQ/119mqFm6MKLi3gtRRolLPOyssHhgZ1kIZVhktIJtO05dFhkIhy5RfCd1b1AFPRpVE++lf56HiYm84xKSYGaYH74F3NCrcTVopTElgioMShSE74mUaUq8Z0nel8837EJQlxHQtjJDXrnwzcQnL4RY8549Ao59OyDpRRhudx+N8GMpicde7zgk5nxzH9dPMpF3YDCu1PsDH5QSm2hKo2ZtkJyUhOULZ0kmj/cuhNGTZik8r2+U6ly5ilURGxMtJrEWk1E7u2LUxFmyOkeda6PGz8SmdcsxfeIIJCUmCkHXZ9BIFC8l5z1Mg1oFnRH1PglLTt0QE3l7WBpjSbsasrFqYTHvFZ7X9KCQzMfhMdgbeFKIN8O82ihgY4a1v9cRUwpkhkbNWovndZlc2Y2Z9JdC2dHzSslLpJSrWAUxcmVHHSqjJ/6VKoTy5LGDMDE1Q5HipTJsV5UKZREdG4u1W7ZLJvJ2csTMcSNkiUroXZdDrv1W0MsDYwb3xepN27Bqox9srC0xefjzn8wAAQAASURBVMRQODsoerFJ2FHbqWrFlI7CX5mvv6jHLKvJ8fX/me2C+aUgAUPj4ahRmpGEFgyTnQl9qBjylp2I/JB148ayGo+PgciuhOlmbfKGrMYy8d9NqfA90YnVbC7CH8GpShJhll2xDz6L7Irb1dTTyWQXHpTqiOyKyacwZGesPDXrWMvOxF/am+XHzFemAX41WOYyDMMwDMMwDMP8JHAIJcMwDMMwDMMwP55fdOLtrIYFHJNpaPwSR+AyDMMwDMMwzP8PFnAMwzAMwzAMw/xwOImJZvAYOIZhGIZhGIZhmJ8EFnAMwzAMwzAMwzByczXTdFU0JzLNf3zlyhWog6aiommcaHogWmg6qrS2zwpYwDEMwzAMwzAMkz2SmGT1kkFoTmia05fmB75x44aYq7ZmzZp4+/at2mm1WrduLeYEvnjxIuzs7MQczjT38PeCBRzDMAzDMAzDMAyAOXPmoGvXrujcuTO8vb2xbNky6OrqYs2aNSrLZ/PmzejVqxeKFi0KT09PrFq1Cl++fMGJEye+W3mygGMYhmEYhmEY5seTI2fWLxngw4cPuH79ugiDlJIzZ07xmbxrmpCQkICPHz/C2NgY3wvOQskwDMMwDMMwzC9JcnKyWOTR1tYWizLh4eH4/PkzLCwsFNbT55CQEI3ON2zYMFhbWyuIwKyGPXAMwzAMwzAMw/ySTJs2DQYGBgoLrfseTJ8+HX5+fggICBAJUL4X7IFjGIZhGIZhGOaH8zUTSUfSY8SIESIpiTyqvG+EqakpcuXKhTdv3iisp8+WlpZpnmfWrFlCwB0/fhyFCxfG94Q9cAzDMAzDMAzD/JJoa2tDX19fYVEn4LS0tFCiRAmFBCTShCS+vr5qzzFz5kxMmjQJhw8fRsmSJfG9YQ8cwzAMwzAMwzA/ngwmHfkekLeuY8eOQoiVLl0a8+bNw/v370VWSqJDhw6wsbGRhWHOmDEDY8eOxZYtW8TccWFhYWJ9vnz5xPI9YAHHMAwjh3HSq2xbHsY5XiO78lrXFdmVp4UrIzuT8/ZxZFdy6Dogu2IffBbZmWdeFZFdyR1yEtmVp56/IbuiE3L4R5vA/B9o2bIl3r17J0QZiTGaHoA8a9LEJs+ePROZKaUsXbpUZK9s1qyZwnFoHrnx48d/FxtZwDEMwzAMwzAMw3yjT58+YlE3cbc8T548wf8bFnAMwzAMwzAMw/xwviLrk5j8ivz4QFOGYRiGYRiGYRhGI1jAMQzDMAzDMAzD/CSwgGMYhmEYhmEYhvlJ4DFwDMMwDMMwDMP8cL5mg2kEfgZYwDEMwzAMwzAM8+NhAacRLHMZhmEYhmEYhmF+EljAMQzDMAzDMAzD/CSwgGMYhmEYhmEYhvlJ4DFwDMMwDMMwDMP8cL7m4Im8NYEFHMMwDMMwDMMwPxzOQqkZHELJfFeePHmCHDly4NatWz+8pENCQlCmTBno6OigaNGiGu1Dtu/evfu728YwDMMwDMMwmsAeuP8AnTp1wvr16zFt2jQMHz5ctp6ESePGjfH161f8zPz999+YPHkyLl68iMTERLi5uaFz587o378/cuXKJdtu3Lhx0NPTQ2hoKHbu3CnEWVo8fvwYr1+/hpGREX4kDx8+xJAhQ3D+/HkkJyejVq1aWLhwISwsLGTbREZGom/fvti3bx9y5syJpk2bYv78+ciXL5/4/vTp06hcubL4m647f/78cHZ2RvXq1TFw4EBYWVn9365n/Pjxou5lVtRLryUqKgqGhob4f+J/6Di27j6IyOgYuDjaYeAf7eHt5qJy20fPXmC13y6EPnyCsHfh6Ne5DVrUr6WwzUb/fThz6RqevnwNba08KOTphp7tW8LeJuP3w//gMSXbOsDbPQ3btvqn2PZ721S23bobgi27D4htIqKiMXV4f1T0KYnMQu8Zv01rcezIfiS8j4enV0F06z0I1ja2ae53aH8Advv7IToqEo5OrvijRz+4eXgpbBMafBebN6zCP6HBov47ObtizKS/oK2trZFtDt3bwGlAF2hbmCLudgjuDp6MmGu3VW6bI3duuAztBpu2jaBjbYH39x8jZMwshB87n7JRzpxwG90HNq0aiGMmvX6Ll5sC8GD6UmSm3LZsWodjhw/iPZWbd0H07N0/3XI7sG83dvtvR5QoNxd069kX7h6eKo8/cewI3Lh+FSNGT0CZsuUzYd96HP1mn5d3AQ3t24OAb/Y5Cfv6KNi3eOFcBN68gcjICOjo5IWntzc6de4KWzv7DNm2bdMaHD+yT9Q5D69Cos5Z2dilud+h/buw91udc3ByQZce/eHm4S37PioyAhvXLEXQzWtITEyAta0dmrZsjzLlKqVrk3H5knAe3AUGxQtCx9oc15r2wpu9J9Lep2JpeM8ajnzebkh6/hoPpi3Fiw0BCts49GwD50FdoG1phtigENwdMAkxV1XXYU3Kbauocwdkda5H7wHp3tOD+3YjwH/bt2fVBV1FnUt5VkcNG4i7twMV9qlZuz569h2osW0ZuU7xrA7rDtv2jaBj8+1ZHTEL746ek22TK58ePCb0h0XDatA2N0HsrXu4O2iq2udfk7LbtGkjjhw+hPfv38PL2xu9e/eFjY1Nmvvt37cX/v47xe+ak5MzevTsBQ8PD9n3hw4dxJnTp/DgwUNR57Zt3yn7fWf+m7AH7j8CeZ1mzJghXg6/Ah8+fBD/BwQE4LfffoOtrS1OnTolvGwk3EjQtWrVSkGckhAqX748HBwc0KtXLyHOpIuvry+6du2qsM7Ozg6WlpYaNwK/B/QDUKNGDSG6Tp48iQsXLohrr1+/Pr58+SLbrm3btrh79y6OHTuG/fv34+zZs+jWrVuq45F4ffXqFa5evYphw4bh+PHjKFiwIG7fztyP1X+JE+cvYdHaLejcohFWz5oIV0d7DJr4F6KiY1Vun5z8AdYWZujRvgVMDA1UbnPzbgia1K6G5dPHYu64Yfj06TMGTpiJxKTkzNnWsjFWz570zbaZiIqOScM2c4ltRqptIxvEcbp1RFYQsHMrDuzzR4/egzB9zlJo6+TFpDFD8eGD+ms9f/Yk1q5cghZtOmHWgpWiUThxzFBER0cpiLdJY/9E0WIlMWPuUsyctwy16zdGzpyajaOwalobntOH48HUxbhQtglib4ei9J5V0DIzVrm9+7j+sO/SEvcGT8bZ4nXxbLUfSvgtgn6RlIaqy+CucPijNe4OmoSzxeoidPRsOA/8Aw492yOj7NrphwN7A9CzzwD8NXeReJePHzNc9g5Uxbkzp7Bm5TK0bNMBcxYug5OzC8aPGaZQblL27vZPtzMrbfu2Yb+wr7+wT1tHB+M0sG/1ymVo1aY95i5cBkdnZ7GPvH0urm7oN3AoFi9fgwmTpwNfgbGjh+Hz588a27Z75xYc3OePbr0HY+qc5cK2SWOGpFnnLpw9gfUrF6N5m06YuWCV6DSYPGYIYuRsWzhnCl69fIZhY6dizuJ18ClbEXOmj8ejh/fTtSmXni5ig0Jxp98Eja4hr6MtSu1djojTl3G+ZEM8XrgehZZPhmn1FKFt1bw2vP4agX8mL8b50o0RFxQCnwOr1dbh9AjY6Yf9e3ehR5+BmDl3sahzE8YMS/Oenhd1bilaiTq3HI7OLmIf5TpXvVZdrN20U7Z07JL6d0odGb1Oj4kD4NC1pRB5ZwrXwdMVfiixcxH0i6Y8q4WpLKuWRWCnP3G2WH28O3YBPofXQtvaHJlh584d2Ld3D3r36Yc5c+eJshszZlSaZXf2zBmsXLkSbdq0w4KFi+Dk7Cz2iY6Olm1DnbfFS5REi5YtM2UX8+vBAu4/QrVq1YQYIS+cOq+IcljhvHnz4OjoqODJa9SoEaZOnSq8P+T9mDhxIj59+oShQ4fC2NhYCKm1a9emOj4Jq7Jly4qXGQmGM2fOKHx/584d1K5dW/Qo0bHbt2+P8PBw2feVKlVCnz59MGDAAJiamqJmzZpC3JDoatCgAVasWCHsJ3v/+OMP4XEkL9v27dvF/tRAuX79urCX/iYxS+UhXbS0tKCrq6uwjrx38iGU0nBQOmaFChWQN29elCpVCvfv3xeCqGTJksJ+uo53794pXN+qVavg5eUlrt/T0xNLliyRfUcvdro28oLR9yQwpfeJBBudd926dShUqJBY6NquXbsmBB0RHByMw4cPi3P4+PgIkUoeOj8/PyHW5DE3NxfX5u7uLgQuHd/MzAw9e/aUbUPXQp45KmcDAwMhkG/cuCH7/vfff0e9evUUjvvx40dx7NWrV4vPVPZkK5WRiYmJqH90vzRh48aNoizJS0i2tmnTBm/fvpXdA6knkTyjdD+oXhIkaKncnJycxHmLFCki7Mgq/PYdRv3qlVC3akU42dlgaPdO0NHWxv6TinVZipebM3p3bI1q5csgT548KreZM3Yo6lSpAGd7W7g52WNk3654Ex6B0IePM2bb3kOKtvXoLLHtxFn1tnVqjWoVfJEnt2rbfEsUQbe2zfFbmcx73aRQR8r+PTvRrGV7lPYtL4RYv8EjEBkZjisX5TxXSuwL2CEafFWr14advSO69xkkGuEnjx6UbbNm5SLUadAETVq0hb2DE2xs7VGuQmXkyaOlkW1O/Trh+dodeLFxF+JDHuJO33H4nJgE2w5NVW5v06YhHv61HO+OnEXikxd4ttJP/O3Ur7NsG6MyxfDmwAm8O3wGic9eImz3EYSfuADDkoUyXG77du9C81bt4ONbTpTbgMHDEBkRjktplNuegJ2oUasOqtWoBXt7RyH+qCPq+NHDCts9evgAe3btQN8BQzNkl7x9e3fvQotWbVHGt5zwHAwU9kXg0sULadjnL2efA3qpsK9W7XooWKgwLCwshZhr26Ezwt+9w9u3bzS27cCeHcIzVtq3gii7voNHCe9Z2nVuO6rVqocq1euIOtetz+Bvde6AbJv7wXdRu35T4ZWzsLJGs1YdoauXD48epC/gqK7cHzcPb/Yc1+g6HLq1QuLjFwj+cwbiQx7h6ZLNCPM/Aqf+kvce4TSgM56v3o4X63chPvghbvcah88JSbDrpLoOp1/n/NFCrs71Hzxc1LnLada5HeKeVq0heVZ79hko7umJo4cUtqN1RsbGskVXV09j2zJ6nTZtG+LBjGV4d/isKMNny7fi7aEzcB74u/g+p442LJvUQMiIvxB5/hoSHj7DP5MWIeHhU+GVz0zZ7dkdgJatWotOYXoeBg8eKp6Hixf/VrtfQMAuEVlTvUYN8Tz06dNXvL+PHj0i26ZRo8Zo0aKlaD/88lCHUlYvvyAs4P4jkBgh4UUN+xcvXmT6OCQaSBSQh2fOnDkiLJEa89SYvnz5Mnr06IHu3bunOgcJvMGDB+PmzZvixUYepIiICPEd9TJVqVIFxYoVE8KExMibN2/QokULhWOQcCGhRaJj2bJlOHr0qDgGhRcqQ8cnkbJ161bxmTxqBQoUEDbQ36r20RS65tGjRwtRkzt3biEw/vzzTxGyeO7cOTx48ABjx46Vbb9582bxecqUKUJs0X0YM2aMuB5iwYIF2Lt3rxCG5CGj7aXCmXrdSKTIewFJ5FGYGIVUEhQ6SmKaRI8UEky0Dd2TtCChQ/eMylQqkuLi4tCxY0dx/EuXLomQ1Dp16oj1BAlkukdUjlLI65eQkICWLVuK9a1btxZCj66XQh6bNGmicaguicFJkyYhMDBQiGcSbVKRRl5Rf39/8TeVFZ2Lyp0g8bZhwwZRN8gbSaGh7dq1S9VZkBk+fvyE+w+foGThArJ1VL4lC3vjbugDZBXvExLF//oZCI2R2VZE2bYCWWrbv+FN2GsRVlWkaAnZOj29fKIBHBpyT209ePggFIXl9qHros/Sfah3n8ImDQyMMGJwb3Ru2xijh/VH8N0gjezKkScP9IsVQMQpucbV168IP3kRRj6qx8nm1NLCZyUPKQk+o7IpdkZdugmTSr7Qc5U8x/kLecDItzjeHVUtqNMqNwoxLFK0uEK5UVhaaHBa5XZfYR8qN/osX9bJSUmYPXMKuvfqJxrSmSGz9j14cB9FVdgXoqYuJCUl4sSxw7CwtISpqZlGtr39VucKFy2pVOe8cD/kjlrbSITJ70O2FRJ17q5snbtXAVw4exJxcbGi4+j8mRP4+OEDChTSbGx1RjAsU1TUR3neHTsPozJFZXXYoHgBhJ9QrsN/w7BMsUzfU/nnTtM6p/ys0vOu/HyfPXUC7Vs1Qr+ev2Pj2pWiHmpCZq4zp3YefElS9Hx9SUqGUdnishDLnLlzq3iek2FcLqV+akpYWJiIcipaNMUeGrbh4eGJkODgNJ6HfxT2obKjzyEhqvf5LyQxyerlV4THwP2HoPFu5KUiASL1lGQU8rKR4KAXDMVnz5w5UzTcR44cKb4fMWIEpk+fLhr/5OGRQh4mGpdFLF26VAgAsoGEz6JFi4R4I2EjZc2aNaKxTt4tEmIECQk6nxSpZ4w8W6qgniranyBPDokt8pDR3/8GEn/kASQoXJPEyokTJ1CuXDmxrkuXLsJjJoXKe/bs2ULEEOQhunfvHpYvXy6E0rNnz8S1keeMxBp54KRQ0hX6AaBwRyofEkE0jpHCiKQCin40yPslD10r3Sv6Lj2kPXoklOg4JKblIe8mCUQSQiTWyZNK9548ZXT/CPK6Nm/eXJQvlTl5Zel6pddC3jhNIeEnhcbpUX0jT2d8fLw4Pl0XQbZKx8CR0KXyoZBQ6iCQ7kv1kMqZvIj/hpi4OHz+8gXGhvoK640NDcT4tayAGoIL1mwS4+CcHWwzbpuBYigk2fr0paIH9kdBDWnCwEhRKBgaGonGoiriYmNEmRgapt7n5fNn4u83YZLr27ZlHTp26SnGvp0+cQTjRg7GvCVr0x2zo2VqJBpwyW8knUlSkt+GI5+Hk8p9wo+fh1PfTpIe+0fPYFrZF5YNq1MvmWybh7NWIHd+PVS8dRBfP39Gjly5cH/8PLzath8ZQRrybqg0DldSbqrD4WOl5aZinxfPn8s+r165BJ5eBYSXJbOot89Q7X1Ny76XcvYRB/fvwbo1K5GUlAQbWztMnDJTrTc7tW2Se6p8HgNDY1l9VF3nPsPAUNk2Y1mdIwYPn4A5M8ajc6t6onNUW1sHQ0dPhpW15s+tptAYyuQ3KdEoBH3OY5BfeJDyGBlI6vBbpTr8JgJ6Hs4ZPp+0bFKXmwbPqop9XsiVW8VKVWFubgEjYxM8ffIIG9aswMuXzzF89MR07ZI9qxm4zndHzwtPZcS5q8K7ZlrFF5aNUp7Vz/HvEXXxBtxG9RLeTSpXm1b1hDh+/yDF7ow+D0ZGhiqeB3XPq6QTwFDFPs+VngeGkefXlKWMWih0kDw/5BnJDOTFIvEmhcId5Rvn9GNGIXNSb44UaaNaKi7IWyS1gTwtNH6NGufSRSoqaNyalBIlUnr35Pl/J2EpXLiw7G9pIhH5MqB10uunsEG6BhJ18tdHY/Sk10beJUroQaKoX79+wrMohcIbd+zYIZKT0H4U0kgey+LFiyvch3+DtPyk42DI+0mhqSQq6Xz6+vpCPJHQlEJeOGmoLG1/6NAhmfCi0MWqVauKMiFRR7H9GRl7SaGu5EG1t7cXYZRS8SV/fmXI60kdCRT6KV/O5JGTr0PKkPCjH1D5JTmNsQrfkzkrN+DRs5eYMKg3fnbOnDqGNk1ryZbPnz99l/N8/SKpuzVq1xdhls4ubvi9Wx/R2D95LCXMMiu5N3QK3j98it9uHUStmNvwnjNGhF9CbkwqjauzblUftzoNwYWyTRHYdTic+v8uEp+kxelTx9GySV3Z8r3K7fKlvxEUeAt/dM9YXTt96gRaNKknW76XfVJ+q1wV8xYuw9QZc2BjY4uZ0yapHUt09tRRtGtaU7ZkZKxcRvHbuBrv4+MxdspczJi3EvUatxBj4J4+Uf+uya6cOXUcrZrUkS2fvmO51axdD8VKlIKjkzN+q1xNhGZe+vs8Xr9++V3Od2/QFLx/8BSV7hxC7YQ7KDB/LJ6vV3xWb3X6U4TYVXt2DrXf34Zjn/Z4te2AwjbqOHXqJJo2aSRbvvfzwDDysAfuP0bFihWF94g8ZdKwNILEgLIQIte+Msq9n9ToV7VOPsFGepA4oAY7iUtl5LMjkidKHqlnjoQgeYWUofXe3imZw7IK+euVih7lddLrp2sjSMTQ+DR5pBkySYxRxksSQeRBotBRCoGUjt+iJCYkQmhMIIlf6pkjLyJ5mAj6W1kwkweMMlNq4m2UCmlp2CZ5BSk0lUITyYNG4ZskwOUbTh06dBCeQArfpCyg5FWkcYHS66JkKrSexCiF7Y4aNUqEc9J2aUGCl+onLRRKSgKWhBt9TmsQuLScDxw4kCrbV1pJaCjscsIExWQCQ3p2wZ+9uyqsM8ifH7ly5kSkUsISyvioLkFJRsXb39duYdHkUTA3zVg4m8y2GMWEJWSryf85S6eU0j7lFLLPSd8lMVGRMDY2ka2nEEjymqkiv76BeC9FRyv2+tM+ht88edSTT9jZpXitCRs7B7x7p/hMqOJDeBS+fPoEbYsUmwht89ReD/l9brTsg5zaWshjYojkV2/hMWkwEh6n9JZ7Th2KR7NX4vVOiYiMu3sfee2t4TKkG15uVj8tSWkf8m6nLrfoqCgV5aY6w6i+tNyUOk1oH2mo5O3Amwh7/QptmjdQ2GbG1AnwLlAIU2bMUWOfr0KmyE9q7YuGcybsMzRW9OBQ6B4t5En18PRCmxaNcfHv8/itkmKUAFHKp7xCpkh524yMTWXrY6Ij4ZhmnculkLBEYlukrM6FvX4pslTOXbIedg6S9xkdL/hOEA7vD0D3PpkPz1cF1UPywslDnz/GxIlwQFkdNleqwxYmSA5TXYeV65zis/pB5T2N0eRZVbqntE9a4bnunpLzhr16BSurtLM0ZuY6aZ/rzXorPKueU4cg4VHKs0p/X6raHrl08yK3fj4kh71Dsc1zFZ5ndfj4lBHhkcplFxUVreJ5UO0lpA5SSdmlJCyR7mOk9DwwjDzsgfsPQiGO5NGhxrcUaihTuJ28iMvKudtoLJW8uCAvizT0kQQMjVkiAeHq6qqwKIs2eUjYUDgdhScqQ2PK/vnnHxHe+CMhb5y1tTUePXqU6trkxQy9xGn8GAm9bdu2iXFeJMDkoaQiJN5oHCIJNkreQpC4opc9lakU2oZEpLJoVIamXaAQSRL2VAcIGg9HnkAa90YeVxJA8gllCPKyUkIb8sJRuChN2yAPiVgKKSVxROMeaewiZQxND0p2Q+KR6igJQvLEKotTOhYh38NOQp3sJLGnXM4UiqsO6siIiYlRWPp3TZ11MU+e3HB3ccT1oJRxMFS+14PuoYCH6kaNJtDzRuLt7OXrmD9huMhamVFSbLunaNvtu//Ktn9DXl1dEU4mXSipATWAgwJTkuEkJLzHP6H34OGpupOFOkVcXD0QdOuGwnUF3bou28fcwhLGJqYiDEue1y+fw8w8ZZoNdXz9+BGxN++K8WoycuSASeUyiLqc9vvvS/IH0SCkcTSWjWrgzQFJUiEiV968+KrcifX5C3Kk4zWnREpW1jayxc7eAUYqyu1+aDA8vNIqN3cEBd5UKrebsnJr2rw15i9eiXmLVsgW4veuPUXmx7Tss7a2kS1S+wLlzqWJfa6u7giUuyapfZ5q6oKEr+KfVJilV+dsv9W524HXlepcMNw9C6q1zdnVHbdvXVew7fatG/DwlIwxTU6WjNlSztyZM1dOmUc4K4m+dAsmVcoorKOsiVGXbsnqcMyNuyI8ULEO+yL6Usp9UUfeVHXO8V/UOeV7SuWm/p4+/hYdockYzH9znQrPauMaeLMv9bQNnxMShXjLbagPsxrlEaZiG9XPg7VsoQQklA8gMPCWQtmFhobAU81QD8nz4IZbcvtQ2VH7y/ObwP2v8RU5snz5FWEP3H8QCm2jtPM0tkg+yyNlTqQxZs2aNRNj1MgjRMIiK1i8eLEIySPRNnfuXBFSJw256927txAuJLZoTBWJMgqJoyyKlFlRfi43eUjc0fgmGmtHKfNpnB3ZS+PRKGkKXYdyIpQfAYkYEkQUjkiZpihsj5K1UBkMGjRIJIMhTyONA6SeOAqZJM+ZdHwXiSQqNxJYJLpp3B0l6JDOEUPf0XEp7JESeFCvPZUFlQv9qMhDYojGk1BCEhJ8dL9JnO3atUu2Dd0naSZICimksqRkJ8pQGCWNiSMhRV47KeRpo3tAApvGqdFnqlvyYxVJOCp3EFC4JIVNkkAjrx0lV6HspJTQRB7yClLjiRKnkMgk22hfGptI5UI/fjSekMQYiVGqE/L2yUOiT9lDl/xNICrTqn4tTFm4Ep6uTiKL4/Z9R5GYnIy6VSqK7yfNXw4zEyP0aNdCllzkyQtJaNDHT5/wLjIK/zx+irw6OrC1koiL2SvW4/i5S5g2YgB08+qI+daIfLq60NbWLIuisK1BbUxZsAKeLt9s239ETANAWSklti2DmbERerRvqdq2iNS2JSQm4WVYSsa/12/eiW3y59ODpZmiRyA96H7Va9gMO/02isa1haUVtm5cDWNjU5GVUsq4kYPg41sedepLxovWb9wcC+dMg6ubB9zcvbBvz06R9KBK9dqy4zZs0hLbNq8T2fLIQ3DqxBG8fPEMQ0dqlqb98YJ1KLxyOmJu3EH0tSA49emI3Lp5JWGRFDK9crpo/IWOk3ilDEoVFvO/xQYGi//dRvURwuzRnFWyY749eAouf/ZA4vPXiL/3QKQtd+zbCS82+Ge43Oo3aoLtfpsl5WZhiS0b1wrRWkau3MaMGCLmb6tbXxKi2bBxM8yfMwOubu5wc/fEvj3+SEpOQrXqkrG70gyAypiZmYt7kxH7GnyzjwQd2bd54zoYm5iIrJRSRo8YijJly6GezL6mmDdnpriv7u4e2Ltnl7CvanXJXITkHTx39jSKFS8p3pv0jvLf4QdtLS2UKFVaY9vqNmwOf78NouzMLa1E6CN5beXr3PiRA+DjW0FklSTqN26BRXOmwcXNA67uXiKTZXJSIipXryO+t7F1gKW1DZYvmoUOXXoJ79OVi+fEnHAjxk3XaBoBPdeUuex0nWyhX8QTHyJjxBxvHpMHiTnLAjsPE99T6nuHXm3hOW0onq/zh2nlMiKd/tUG3WXHeDxvLYqsmYHo63cQczUIjv06IrdeXkm4YAaR1Lmm2OG3SdxTcwsrWZ2jZ1PKmBGDv9W5xuJzw8bNMX/O9G/Pakqdk95TCpM8e+okSpTyQX59fTx9/BCrVyxBgYKFxbOrCeldZ5G1M5D08g1CR0ueVcPSkmc15tuz6j62r3hWH85KeVZpOga65vj7j6HnYg/PGX8iPvQRXqzLXNk1bNQYfn5bxW+vpYUlNm7cIJ4HX9+UKKGRI4bDt2xZ1K8v6YRt3LgJ5syZJX576XnYsydAlF316jVk+1CHLrUZXn/LLE1j1um3j35j6ffvV+JXTTqS1bCA+49C6fTJ0yOFGteU2p4SQVCDmRKOUIOYvDNZAXlUaKFGO3lFyENGHiWCXnTU0KZEHdToJ4FDjXQSJemN8yKRRuPnKMMjeWxInNBLkEL2aMqBfzO/UVZBQod66v766y8hhkh4kogm+wh6+ZKQIo8hiVVK2HHw4EHZtVO2RfIU0QucvJR0bSRU5KFwQxJtNPZMOpG3vECXQqKPyoTGh1FIB5U3iUj5UEtKLkOCmDyj5L2iOqEqayeFeZLwJC+dvFAkwURZSmkaChKAdC/JS0rTK0ihRCckWOUh2ymElDx6lBSH7CcbZs2aJfM2EhQiSaKYQjjJ80fhnLQP1VsSuRQWSR5PEsC0vzTBzr+lavkyiI6Nw6qtu0TopKuTPWaPGSoSmRCU/l9+7rHwqCh0HjxG9nnrnkNiKVrAE4smSWzafUTitek7JiWBDzGyT1cxvUCGbfPzR2TUN9vGytn2LgI5cyjZNmi0nG0HxSJsmzxKrAt5+Bj95OxauHaL+L925fIY1S+l8agpjZu1FuJr2cJZ3yZ8LoQxk2ZCSytFQFN4GiW5kFK+YhXExkRj66a1IrmCmKB74kxZOBtRv1FzkQFw7crFiI+LE43BcZNnwTKdkCwpr/0PiXmk3Mf0hZaFGeKCgnGlUVd8+JYsIa+dNSDnWcmlrQ33sf2h62SHz/EJeHvkDAL/GIZPMZIsrQRNBO4+th8KzhsLLTMTMZH38zXb8M/UlOlDNKVJs1bivbZk4Rwx7sqrQCGMmzhN5omWlNsrxMqF0Fb4rbIoxy0b10kmBnZ2wbiJ0xXKLato0qylsI8m3ib7vAsUxPiJ09O1L0bOPgq3HD9xmvBeEHm0tHDv7h0h7OiYlOCkQMFCmDF7gfhbUxo1ayPq3PJvdc7TuxBGT5qlUOfekG1yda5cxaqizvltWiOZkNrZFaMmzpKVHYWxjxo/E5vWLcf0iSOQlJgoBF2fQSNRvJScd0gNBiUKwvfERtln71mSd8HzDbsQ1GUEtK3MkNcuRUTTVBUk1rxnj4Bj3w5IehGG291HK0wc/3rHtzo8rp9kguvAYFyp94esDmeUxirq3Nh07ml5cU+jsXXjWrk6N0Ou3PII7/l+EnZJiTA1M4dvuYpo0bqdxnald51UbvKe75z0rE4YAF3nb8/q4TNizJv8s0rJYIRotrXEx8hohAUcReiYufj6KXPj2Zo1ay7KbuHCBd+ehwKYNHGyQtm9Viq7ir/9Jp6HTRs3fnsenDFx4mTZ80AcOngAW7Zsln0e9qfkN3nAwEEKQo/575Dj6/87AwTDML8ENO6MxBR5CKUZNn8F3t1Ne+qFH0o26JBQx1st9aGqP5qnhSVzB2ZXnG9rNifYj4ACkLIrH75q7qX+ETzzknjAsyPOISkhv9mNR56pxzhmFzxCFOdSzG64uqQ9zvy/+htsViDt4SQ/I+yBYxgmQ1CIIoU0kVeNvFzy3jGGYRiGYRjm+8ICjmGYDEGJQigBi62trQhdpJAihmEYhmGYXznSJDvBLS+GYTIEjcPjyGuGYRiGYZgfA6d6YRiGYRiGYRiG+UlgDxzDMAzDMAzDMD+cr+xb0gj2wDEMwzAMwzAMw/wksAeOYRiGYRiGYZgfzldOYqIR7IFjGIZhGIZhGIb5SWABxzAMwzAMwzAM85PAIZQMwzAMwzAMw/xwvuZg35ImcCkxDMMwDMMwDMP8JLAHjmEYhmEYhmGYH85X5PjRJvwUsAeOYRiGYRiGYRjmJ4EFHMMwDMMwDMMwzE8Ch1AyDMMwDMMwDPPD4SQmmsECjmEYRo4YHfNsWx7JX3WQXcn/NRrZFZfbx5CdsXv5N7IrORPjkG2JDEd2JnfISWRXHnlWQXbFJeQEsitGic+QvXH60QYw/ydYwDEMwzAMwzAM88P5moOTmGgCj4FjGIZhGIZhGIb5SWABxzAMwzAMwzAM85PAIZQMwzAMwzAMw/xweB44zWAPHMMwDMMwDMMwzE8CCziGYRiGYRiGYZifBBZwDMMwDMMwDMMwPwk8Bo5hGIZhGIZhmB8OT+StGSzgGIZhGIZhGIb54XASE83gEEqGYRiGYRiGYZifBBZwDMMwDMMwDMMwPwks4P5jPHnyBDly5MCtW7fwM+Po6Ih58+b9aDOY/3g9ZBiGYRiG+X/DY+B+AJ06dcL69esxbdo0DB8+XLZ+9+7daNy4Mb5+/YqfWVg9ffpU/J03b164uLigf//++OOPP/5v55VHuYzViQknJyfcvHkTRYsWzdB5SYQEBASgUaNGGbZ3wIABYsmuJCYmYvr06di6daso2/z586Ny5coYP348ChQokO7+lSpVEuWpSmjb2dnh9evXMDU1xc8EPZubNm3EkcOH8P79e3h5e6N3776wsbFJc7/9+/bC338noqKi4OTkjB49e8HDw0P2/aFDB3Hm9Ck8ePAQiYkJ2LZ9J/Lly5dh2/w2rcWxI/uR8D4enl4F0a33IFjb2Ka536H9Adjt74foqEg4Ornijx794ObhJb57++Y1evzeWuV+Q4aPR9kKlTSybc/+g9ixKwCRUdFwcXJE7+5d4enhrnb7M+cvYP2mLQh78xY21lb4o1MH+JQqKft+w+atOH3uPN69C0fu3Lnh5uqCzh3awSuNY6ZXdls2rcfRwwfx/n08vLwLoGfv/umW3YF9exDgvx1RUZFwcnJBt5594O7hKft+8cK5CLx5A5GREdDRyQtPb2906twVtnb2Gtu27dRlrD9yHhEx8XC3s8Sw1nVR0Em1XbvOXsP+i7fw4NUb8dnLwRp9G1dX2L5Y1zEq9x3QrCY61iyPjOB39gbWn7yC8Nj3cLcxx/Bm1VDIwUrltscD72P10Yt4Hh6Nj5+/wMHMCO0rl0L90invkqUHz+PwjRCERcchT66c8LazRJ96FVDY0TpDdgnbrtzD+gt3EB6fCHdLIwyv7YtCtmbp7nfo9iMM9z+Nyh72mNe6Woptp27g8J3HCIt9L7HNygR9qpZAYVtzZLbObd20DscOHxB1ztO7IHr0HpBunTu4bzcC/Ld9e15d0LVnX7h/e16JUcMG4u7tQIV9atauj559B2pkl3H5knAe3AUGxQtCx9oc15r2wpu9J9Lep2JpeM8ajnzebkh6/hoPpi3Fiw0BCts49GwD50FdoG1phtigENwdMAkxV28j888rld1BWdlp9rzuxu5vzyuVXTdRdp4qjz9x7AjcuH4VI0ZPQJmymj8X/odOYPOeQ4iMjoGroz0GdWkLbzdnlds+evYSq/wCEPLoCcLeRaB/59ZoWa+Gwja7Dp9EwJFTeP0uXHx2srPB780bwLd4YfyqcBITzWAP3A9CR0cHM2bMEA26X4EPHz7I/p44caJonN+5cwft2rVD165dcejQoe9ug/S88kvfvn2/+3l/RZKTk1GtWjWsWbMGkydPxv3793Hw4EF8+vQJPj4+uHTpkkZ1QR25cuWCpaWlaHz/TOzcuQP79u5B7z79MGfuPPEcjxkzKs1rPnvmDFauXIk2bdphwcJFcHJ2FvtER0crlHfxEiXRomXLTNsWsHMrDuzzR4/egzB9zlJo6+TFpDFD8eFDstp9zp89ibUrl6BFm06YtWClaNRMHDMU0dGS95KJqTlWb/RXWFq17QydvHlRrGRpjew6ffY8lq9ag3atW2Hp/DlwdnLEiLETECV3/fLcDQ7B1JmzUat6NSxdMAflyvhg/JTpePwkpYPG1sYafXp0w4rF8zF35jRYWJhj+JjxiI6JQWbYtXMb9u8NQM8+/fHX3EXQ1tHBuDHD07yv586cwuqVy9CqTXvMXbgMjs7OYh9p2REurm7oN3AoFi9fgwmTp9PofIwdPQyfP3/WyK4jV29j9vZD6F6/MraM6Ql3W0v0mrcekbHxKre/FvoYtUoXwsrBv2P98G6wNDJAz7nr8TYqVrbNsVl/KizjOzUWHVFVi3tnqMwO3wjGrIBT6F6rHPyGdoSHjRl6LtmOiLj3Krc30NXBHzV8sWFgO+wc1gkNfQpi3JaDuBD8WLaNg7kxRjSvBv/hnbFuQFtYG+uLY0bGJWTMtjuPMOvIFXSvVBR+3RvAw8IYPTcdQUR8Ypr7vYyKw5yjV1Dc3iLVdw4mBhhRpwz8ezbCut/rwtowP3puPILI92kfUx0BO/2wf+8u9OgzEDPnLhbvkgljhqVZ586fOYU1K5eiVZsOmLNwORydXcQ+8nWOqF6rLtZu2ilbOnbpprFdufR0ERsUijv9Jmi0fV5HW5TauxwRpy/jfMmGeLxwPQotnwzT6imix6p5bXj9NQL/TF6M86UbIy4oBD4HVkPLzBiZYddOPxwQz+sA8bxS2Y3X4Hlds3IZWoqyWwYnZxeMV1F2xN7d/uKZyCjHL1zGgnV++L1FQ6z9azxcHewwcNJsRMakPH/yJH1IhrWFGXq2aw4TQwOV25ibGKNnu2ZYO3Mc1swchxIFvTBsxgIh/n5VKIlJVi+/IizgfhDUOKYGLHmIVEFeDmVvEHkyyHMj78kjz8/UqVNhYWEBQ0NDIWKokT106FAYGxvD1tYWa9euTXX8kJAQlC1bVrz4ChYsiDNnzih8T+Krdu3awgtAx27fvj3CwyU9QFLvSp8+fYQHibwoNWvWlH1Hnhq6NmdnZwwbNkzYcezYMdn31HAlj5yZmRn09fVRpUoVBAam9Bg+fPgQDRs2FOel85cqVQrHjx9Pt0yl55Vf9PT0xHcklNu2bSvOSZ5BNzc3WbmQ940oVqyYeGnTtRFXr15F9erVxfUZGBjgt99+w40bN2Tnk94L8prSfvL3Zs+ePShevLgoXyqHCRMmiPuiKUuXLhXeSy0tLeGp2bhxo8L3c+bMQaFChcT1kTerV69eiI9PadStW7dO1IcjR47Ay8tLlGOtWrWEqJVy+vRplC5dWhyDti1XrpzMi0l17eLFi9i/fz9atGgBBwcHsa2/v784XpcuXWSeYmk9nDJlCqytrRU8S5qGUJIt9PnEiRMoWbIkdHV1Rf0MDQ1V2C+tciV76Lmxt7eHtra2sKVfv37IKuj4e3YHoGWr1vD19RWetMGDhyIyIgIXL/6tdr+AgF2i7KvXqAF7ewf06dMXOtraOHr0iGybRo0ao0WLlvD09My0bfv37ESzlu1R2re8EGL9Bo9AZGQ4rlw8r3a/fQE7RGOvavXasLN3RPc+g4R4OXn0oExoGxmbKCyXL55DufKVkTevrka2+e/eg9o1a6BW9apwsLdD/949xf05ckx1r37A3n0oVaI4WjRtDAc7O3Rq3xauLs7CiyelSqXfULxoEVhZWsLRwR49/vgdCQkJePT4SabKbu/uXWjRqi3K+JYT93Xg4GHivl66eEHtfnsC/FGjVh1Uq1FL3NdefQaI6zp+9LBsm1q166FgocKwsLAUYq5th84If/cOb99KPGTpsenY32hSoSQalisOF2tzjGpXHzpaebD7Qsp7SJ6pXZujRWUfeNhbwcnKDGM7NhLXdzn4oWwbU4P8CsvpW8Eo5eEE2ww2pjeeuoYmZQujUZlCcLEyxegWNSW2XVLtVSnlZo+qRdzhbGkCOzMjtK1UEm7WZrj56IVsmzolvVHGwxG2poZwtTLFkMZVEJ/0Af+8epcx2y7eQZPiHmhUzB0u5kYYXa8cdPLkxu6b99Xu8/nLF4zcdQY9KxeHrVH+VN/XKeyCMi42sDXWh6u5EYbULI345I/4503GO2Hpnuzb7Y8WrdrBx7eceF77Dx6OyIhwXE7jed0TsEPUuao1JM9rzz4DRZ07cVSxg5TWGRkbyxZdXcnvoCa8O3IW98fNw5s96f/mEg7dWiHx8QsE/zkD8SGP8HTJZoT5H4FT/06ybZwGdMbz1dvxYv0uxAc/xO1e4/A5IQl2nZoic2W3C83lym6AeF7DcSnNstsp97xS2aV+XolHDx9gz64d6DtgaIZt89t3FA2qVUS9KhWEp+zP7h2gra2F/SfOqdze29UZfTq2RPXyPsiTR3VnZvlSRVG2RBHYWVvC3toSPdo2RV4dHdy9n/JMM/9NWMD9IKhhRMJr4cKFePEi5Qcso5w8eRKvXr3C2bNnRaN+3LhxqFevHoyMjHD58mX06NED3bt3T3UOEniDBw8WYYPUGK1fvz4iIiJkAotEFQmaa9eu4fDhw3jz5o1oyMtDYaAkMC5cuIBly5alsu3Lly+iwU/iibaT0rx5c7x9+1Z45a5fvy4a5FWrVkVkZKT4noRInTp1RGOe7KPGL9n37NmzTJfTmDFjcO/ePXHO4OBgIZCk4XtXrlwR/5NIJIGza9cu8TkuLg4dO3bE+fPnhceJRB/ZReulAo8gIUj7ST+fO3cOHTp0EKGjdM7ly5cLQUUCRxMoJJP2pftDQpruX+fOnXHq1CnZNjlz5sSCBQtw9+5dcR+oHvz5558Kx6EG7axZs4T4o/pB5TdkyBDxHYkeEl0kSoOCgoRY69atm6zXccuWLUK8FilSROGYdN6BAweK65IX3XSvSGyRUCfRl1lGjRqF2bNni3pH3rnff/9d9l165Up1be7cuWL9P//8I0KSSeRmFWFhYaIuFy1aTLaOxK+HhydCgoNV7vPx40c8ePCPwj5UhvQ5JET1PpnhTdhrEVJVpGgJOdvywc3DG6Eh99Ta9vBBKArL7UO20Wd1+zz8JxSPHz1A1Rp1NLKLznH/wUMUL1pY4Rwkvu6FKIpzKbRefnuiZPFiCFazPZ3j4OGj0NPThcu3zpiMlh2FVBUpWlyh7CgsLTRYfdk9eHAfReX2oeuiY4SoKbukpEScOHYYFpaWMDVNP5Tv46dPCH76Cj5ezgrn8PFyQdDD5xpdW9KHj/j0+TMM9FSL7YjYeJy/fR+NyqdchyZ8/PQZwc/DhNhKsS0Hyng4IOjxq3T3F6Iy9CmevI1CCRc7tefw/zsQ+fNqw93GLGO2vYpAGWdrRducrRH0Qr0QXH7mFoz0dNCkePphuMK266HIr60FdwvjTNc5+WdPkzr38MH9VM9rERXP69lTJ9C+VSP06/k7Nq5dieSkJHwvDMsURfjJiwrr3h07D6Mykg7oHHnywKB4AYSfkOvk+voV4Sf/hmGZlPfi935eqeyKqHhe5cuOymn2zCno3qufEL4Z4ePHTwh9+AQlCxdQOEepwt64c/8BsoLPn7/g2PnLSEpKRkEPlyw5JvPz8nPFL/1ikOeGvGwkulavXp2pY5B3ixry9KIgz8fMmTNFw33kyJHi+xEjRohxTCRCWrVqJduPvGdNm0p6v0jMkEgjG0gELFq0SIg3EphSKJSOPD0USufuLvmBI0FD51OGvG6jR48WYWEkFMhG6Rg4soMEEwk46v0iSGRQY3vnzp1CRJBokBcOkyZNEqJm7969wm51SM8rDwm2ChUqCPFC10TeHULeW0ZeOcLExER47aSQiJVnxYoVwlNF3koSydL9aJ38fuQVonF3JP4I8hTRNVDZ0r1ODyoP8mqRV40YNGiQEJC0nsagEfJj5+haKMyRxPqSJUsUfrRIWJMnj6CyIw8tERsbi5iYGHEd0u/JsyaF7rP0XMpIt6NtpF5iEjKrVq1SEOqZgcQYiUqCyrBu3bpISkqShBelU650j+k+kHc7T548whNHXsOsQhrubGRkqLCe7r+6UGgqZ+rIMFSxz/PnmjXCNYHEG2FgpNjoMDQ0Eo0dVcTFxkhsM0y9z8vnqjtLjh89CFs7BzHmRBNiYuPEOYwMFa/fyNAAz9V0XEVFRYvyUd4+UinU6dKVq5gyc7Z4zxgbGWHGpAkwMNDXyC7F80mOa2hkpOK+qi67WGnZpdqHyk7xvh7cvwfr1qwU9djG1g4Tp8wU9TNdu+IThFfIWF9xLKSJfj48CUuJhkiL+f5HYWaYHz7eqsfg7Pv7JnS1tVElg+GTUe/Jtq8wya8oDE3y6+HxG9VlRsQlJqP6mCVCAJGoGtm8Onw9U97FxJk7DzBs3T4kffwIU/18WNarBYzy6WpuW0IyPn/9CpN8eRVt08uLx+Gqw3ZvPA1DwI372N4j7bHMZ0KfYdjO00j6+Amm+XWxrENNIfoy+7wq1x8DTZ5XFfu8kHteK1aqCnNzC+Etf/rkETasWYGXL59j+GjJuz+r0bYwRfIbxfpIn/MY5EdOHW3kMTJAzty5kfw2QmmbCOh5qK6XmXtejdJ4D6t/Xl/IPa+rVy6Bp1cB4dnLKNFxcZLn1VDxHWRsYICnL8Pwb3j49Dm6jZyCDx8+Iq+ONqb92Ud4+Jj/NizgfjA0Do6EgtQzklEomQSJNykUdkghkfKePhImJJjkIa+bFPJ0kLAhzxRBnhXy9qhKokDhjVIBV6JESk+gsnePBAh5pehvEiKurq6yY5OHjWxSTphBxyboewqFO3DggDgGiUD6Pj0PnPS88kiTS/Ts2VMIVgqBrFGjhvA+UYheWpDXkQQhhfdR+dG4FRLH6dlB10heSXmPG+1LDTjan8ID04LuAwlZeSi8cf78+bLP5C2k8FsKhSWRQGWkfHz6XyrOCCsrK1k9IFFNZUWhr+RpI9FDHlbaRkpGkumQp+vfijeicOEUz4vUFrKZxFh65UqeXQr9JGFHXlvylpLnNq1xdtT4p0V5HXUunDp1EosWLpCtHz/h+zSAMsOZU8ewfNFs2edR46d/93NSuZw7cxzNW3VAdqBI4UJYtmAuYmJjcejIUUye8RcWzJ6ZSiwqc/rUCSxZOFf2eewEzTzjmeW3ylVRtFgJEWGwe9cOzJw2CTNmzc+S5yUt1hw6iyNXbmPl0N+hrUYw7rlwA7V9Cqv9PqvR09bC9mGdkJD8AZfvP8Xs3adEuCSFV0qhv2mb6PhE+F8MxNC1e7FpcDshDr8H75M/YlTAWYxrUC5dMVbKyUqIvOiEJPjfCMXQHaew6Y/6qcSiMmdOHcfShXNkn0dPUD10IiuoWbue7G9HJ2cYGRlj7MgheP36Jaysfr5G/2lRdinP65gJKR3LWcnlS38jKPAW5i5cjuyGvbUV1s+agPiERJy6eBWTF63C4onDf1kRx0lMNIMF3A+mYsWKohFNnjJ58UGiTLkBTR4VZZR7cikETtU66n3SFBJQ1PAlcamMfANfOr5MGQpNJMFGy44dO0TjngSit7e3ODYdg0SRMtJedxKzFIpHHic6Bo1Za9asWbrJMaTnVQWN56PxXZSIg45NIZu9e/cW51AHeXoorJSEE40Bo0Y9Cd/07KBrJG9RkyZNUn1HnqR/C40fI88ZiVISMyTGyLNJ49LINqmAU1UP5OsUhX7SGDHyvm7btk2IVSqbMmXKCJEuFfTKSNdLhXxadSGjyNssDeeU1t30ypU8xBTGSeKWroM6Dv766y/hMVXn8SARTMeUp2/ffujXfwB8fMqI8EgpHz9+kHmIjI1TOiAo5JhEoypojCc9y9FRij3/tI+RsWJvcEYo7VNOIfOc9N0QExWpZFsUnJxVPxP59Q0ktkUr9vjTPoZKnjzi4oUz+JCcjEpVU8a7poeBfn5xDuWEJVHRMSLMWxXk4YxWsb2xoeL2NA6EMlTS4u3pgY5de+Lw0eNo3aJZmjaV9vFVyDz36VvZRUdFqbivqsOU9KVlp9TjL8pO6b5SeBctlCHPw9MLbVo0xsW/z+O3Sooe/lTlkE8XuXLmTJWwhMIeyQuXFhuOnMfaQ+ewbFAnkfhEFTfuPxGevOndFEPjNcFIj2zLgQil5CKUwMQ0DaFFXjd7M0n5eNpa4HFYBFYfu6Qg4HS1tWBvRosRCjtZo/6kFdh98Ta61CijmW262siVI0eqhCUR7xNhqsKT9zwyFq+i49FvS8qYry/f3pPFJ6zFnr5NYWcs8aroauWBvQkt+ihsZ476C3aKcXVdKiiGmitT2qes0vP6QWWdi9HkeVWqc7RPWuF+7p6S84a9evVdBBx528gLJw99/hgThy9JyfgQHoUvnz5B21yx01bbwgTJGniSqew8VLzrUj+vVHYZf16lZXc78CbCXr9Cm+YNFLaZMXUCvAsUwpQZKQJcFYb580ue12jFhCWRMfTuynhkgDw0Ps7WSpJYx9PFEcEPnmD7gWMY1kOxw5rJWhYvXizaEDR8gqLCaMhTWlE91N6l4TrURqMINWpDU0fy94LHwGUDKMRx3759YhySFArPo0oj3+DOyjmz5LMIkveGxqJJQ+NoTBqNraLQPKkQky4ZbahTo7ply5ZCoEqPTddFXhHlY0vHpJGXhcQshZiS+KOwOHog/i1UpiTKNm3aJDw1FBJJSHvClTPDkR0kcOgBJE8nCTj5RC4ECQPl/egaSUgoXx8t8t5SddB9oHMr20ICmKB7RaKGxopJxRaNg8wMFFZK9+bvv/8Wnlsa+0ZQuC0JIflxbgSdl8aZkS3K4+O+N5qUK4l96nygsGLqJKBn6vZt9amq6doplFR+6d6jp/iOhDAlQpEulKiCREdgYMpzmJDwHqGhIfCUCz9Vrh+urm64JbcPlSE9y57fGlaZIa+uLqysbWULJTQg0RUUeEPBtn9C78HD01utbS6uHgi6dUPBtqBb11Xuc+LoAZT0KQsDg7Q9XMrncHd1wc3AIIVz0GcSXaqg9TdvpWxP3Lh5C15qtpfy9esXlZ1cykjuq41ssRP31RiBgTcVyu5+aDA8vNSXnaurOwIDlcvuJjzVlPc3K8U/qWhMizy5c4tpAC4HP1I4x5XgRyisZtwYse7wOaw8cBqL+3dAAUf1Dfbd52+I43vYqU77n7ZtueBlZym8aCm2Sca1kejSlC9fJePJ0tzmC/AhAwmghG3WJrgsNxZP2PboFQqrmEbAydQAO3s2xrYejWRLJQ974W2jvy311f/mkdD7kI79Kc+rjWyh59VIxfOaXp1zcXVX2EdS526ofcaJx98iWzI6pktToi/dgkkVRXFtWrUsoi5J3nlfP35EzI27MK2SEvWDHDlgUtkX0ZdSnrm0nlfFsnP4F2V3M9XzKi27ps1bY/7ilZi3aIVsIX7v2lNkktVEZHm4OOL67XsK57gWFIyC7qpFeWb5It51mj8TPxvZIQvltm3bxPAVGp5BkVvU3iFni3I0mxRqQ7Vu3Vp0pFPuBoryooXyGHwv2AOXDSCRQhkSqdEphTIhvnv3TowxI+8TeUloPBf16GdVzwL1EJBYoAY5xY5LE0aQZ4rSnlNlpPFF5OF58OAB/Pz8xDgnCsvMCJR0gsQBJaagUD3yYlHFpmuTig8KlyTBRp46sosSiVBDnLww1KOhiQeRkouQOFR++VOZjR07VoR8khCjUDBKtCEVrObm5qLhT2VMWTvJm0NZJ8kOSgBCNlGYIoVo0nbykMilBB4U4igyfxkZiXORh4zC/ujekbggIUQPMo1Vk/Ly5ctUopw8fXQeCmckcUXlReKeykOaiZMECzVUqTeIykhdEpm0ePz4sRCwDRo0EOKEhBEl/qAkIQQlKqGMj3R8Eoo0dQCFlNK4SPLAkS2apFmmOqx8jfJe3IyQXrlSQhMS02Qr3XcS6nS/qEzVQfdMOhYzZZ3iWA0pdL0NGzWGn99WUWaWFpbYuHEDjE1M4OubEo47csRw+JYti/r1JT25jRs3wZw5s0R9cnf3wJ49AUhKTkL16inz/VB4HT2Dr78JceqwINupblJ21fQg2+o1bIadfhuFoLOwtMLWjathbGwqslJKGTdyEHx8y6NOfYkXs37j5lg4Zxpc3Tzg5u6FfXt2ioH8VarXVjj+61cvcO9OUKZCNZs2aoiZc+fD3c0VHu5uCNizT4S91qxWVXw/Y/Y8mJqYoEun9pLyalAfg4ePwo5du8Xcb6fPnhOJUAb0kYwJTUxKwpZtO+DrUxomxkYihHLv/kMIj4hExfIZH7tCZdegURNs99ssBB1ljNy8cZ24r5SVUsroEUNRpmw51KsvGSfVsHFTzJszU5Qd3de9e3aJ+1q1ei3xPfXmnzt7GsWKlxTvE+r88d/hB20tLZQopdnYzHbVy2Lsml3wdrRBQScbbDl+EYkfPoislMKm1TthbqSPfk0kdWntobNYuvckpv7RHNamhgiPiZN5tXR1Uup5fGISjl2/g0HNJbZmhvaVS2LMpoMoYGeJgg5W2HT6GhI/fEQjH0nioFEbD8DcIB/6N5CMaV199BK87S1hZ2ooRM+5ew9x4OpdjGpRXXxPYZWrjl5CpYKuMDXQEyGUfudu4m1MHKoXy1h21va+BTEm4BwKWJuioI0ZNl26i8SPn0RWSmHbrjMw19dD/2oloZ0nN9wsFL2m+XUknXrS9QkfPmLV2UAh7GjsG4VQ+l0JxtvYBFQv4JSpOle/UVPs8Nsk6py5hRW2bFwLYxNT8XxKGTNisJiDrG79xuJzw8bNMX/O9G/Pqyf27fFXqHMUJnn21EmUKOWD/Pr6ePr4IVavWIICBQuLbI2aTiOg5yrnEXWyhX4RT3yIjBFzvHlMHgQdGwsEdh4mvn+6wg8OvdrCc9pQPF/nD9PKZcS0AVcbdJcd4/G8tSiyZgair99BzNUgOPbriNx6efF8/a5Mlp3keRXvOgtLWdmVUSi7Id/KTvq8NsP8OTPg6uauUHbVqksiCqQZO5UxMzMX71NNaFW/BiYvXCW8ZDT327b9R5GUnIx6VSR2TVywEmbGhmLaAIJE2OMXknf+p0+f8S4iCvcfPxPPqtTjtnTTDpQpVhiWZiZISEzE0XOXcPNuKOaOGZzhsmM0h5IC0hRYlECOoDYWtVMpH4SquYUpUouGblD7jaDx+RQJRDklMto+0xQWcNkESi5Bil8KiQtKSEENZqoINH6LQgulXqOs8PrRQo1rEgSUIETqAaPGKYkCSgpC48VI8FAjmCqnJh4kZchbQ8ehBjiFMNJC2QbpwaAGPnnYKJSUxu9JHxwSkzRGjWwiO0hApQcdnxZ5KIMjPTzkZSNvi7RhTIlNSJAS5A0k8Uz3gPan78h7Q0ldaCwaeX7Ik0j3QnmsIokb6qUhwUvj7ej41EtDApGORy506v2j9PDKk5lT+KZyCCcJRpo7j14G9B2JX5rmgMIdpdMbUE8QlREdm66Jyo5CAaXiSxNI4ND4OcpgSWGiJKpIuFN5ESRiKbMlXTMlxJGfyJu8t/LjLNPif+ydBXxURxfFb/vhUNzd3V2LOxR3SqFQoLgUd3e34sXd3aVQKFbc3T0Et5Lvd4a+5e1mk2wgZN4m59/flmR3szuZ995mztx7z50/f74tqmeA8xm/o3/xa16RgotzGscDQg4bIxC/jvWWX0LVqtWU+Bg3bqy8eP5c0qZLJ/369rerZ7pz57Y8NfUj+75gQfF86ilz58xRIg3pln379rdLIdywfp3Mnz/P9n2njh/PszZt29kJPd+oVLWWEl+/jxv+XzPqDNKj31AJFerTwv3unVuqoN8g//dF5KnnE1kwd6YyVkD6Vo++Q72lUG7bskGiRY8hmbPm8PecFfo+v+rPNmvuAvX7J0uaRAb27WUzg7n/4IF88+2nzYB0aVJLlw7t5I8582Tm7LkSL25c6d2tsyRJ/FGII03pxs1bsmXbEPW58F3E7yRVihQyashA1VLgc6hctYY6rmi8/fG4ppfefQfbHde7Dse1QMHC6rjOn/PHf8c1mfTuO8h2XEOGCiWnT51Uwg6vCcOEdOkzyJARY9XXrlAyRwbxePZCJq3aplInES1DZM1Iobz72FO+/ebTZ/KSXQdVRKvD7x8/2wzQR67pD0Xs+suBUjk/vxlwqaxpxOP5K5m4fo9q5J0qfkyZ+Gs1ifZfxOqux1P51rTJA3E3cMlmuffkuRJNSWJGlQH1yqrXMY7rlXuPZPWBk0q8RQ4fRtIljCMzW9dWLQX8Nbb0ScXjxWuZuOOIauSdKnZUmVi3hK1W7a7nC7ux+QVSMq889JTVx7Yr8RY5bGhJFy+GzPy5jGop8DlUqlpTnXMTx41U50eadBmkpx/nXH51zj2RBXNmqnMOKYO9+g6xXa8hQoRUEfS1ECevX0n0GDElT77vpXot1z9vI2VLL3m2fWpbk3b4R0O0G7OXy/GGXSR0nBgS1hS1fXX1phJraUd0kcQt68nrm3flRJPu8nDLJ0v/O0s2qJ5vKXu1+tjI+9gZOVCukbx1MDZxlcpO5q5X30F+Xq9PTdfrx7kb7DRd/HMpli+XPPF8JlMXrlSNvFMkSSgju7eTqP/1eLv38JHdeffQ44nU/+2Tsdn81RvVLUu6VKrGDXh4PpN+46bKIw9PCR8urOotB/GWM9Mnt0viN87q3Z1t4AKUoiDTycgcA1j7YkPdnClnBvdj7eG4ZoFB39fiGy//OBUQQkgQ5+KlT42FrcYbry+vofxafOfl3OHPCrz61veaMd0kuOV8UWAFvn31MYpnSR675sapiys5/b9RFVhcTu17DaZOkp113iPSCsR49fntjAKDaOl9N2dzBy5d/pQ2HlDMmT3bW7070iNhmOcIssKwIY+0SLPhHzLSUFOPFl2OYPMAG+LIXDNAEAbvieylrwEjcIQQQgghhJAgSZcuXbxFyJxF39wJCjhCCCGEEEKIdry8/G864hc+pUs6A6U78HpwjJzhe3PPXzO43z/PDwjoQkkIIYQQQggJ9oSC0VS2bMqgzgBGevjenFJpBvebnw9gYuLT8wMCRuAIIYQQQgghRESlW6LtFFzI0fsNradevHhhc6WEaRzq5GAgB2A4V7BgQWVsV7ZsWWWSB+f1gDIepIAjhBBCCCGEWBIvCyQH1qhRQ7mkw5kc7akyZ86sWk0ZbunXr1+3c2WHazoct7t3766cu9E2CA6Urjp2fw50oSSEEBN0ofw86EL5+dCF8jOhC+VnQxfKz4MulF+fC5euBfhrpkjmcz9Yd0W/zCWEEEIIIYQQ4hKsgSOEEEIIIYRox0sC3oUyKMIIHCGEEEIIIYS4CYzAEUIIIYQQQrTDCJxrMAJHCCGEEEIIIW4CBRwhhBBCCCGEuAlMoSSEEEIIIYRohymUrsEIHCGEEEIIIYS4CYzAEUIIIYQQQrTDCJxrUMARQoiJSG8eWHY+vCycNPEwVFyxKlczFBEr43Viq1iVb+WDWJW3XqHEylxLXVCsSrKz28SqXEpdVKxKiLMbxcpE0z0AEmhYdzVACCGEEEIIIcQORuAIIYQQQggh2vHy+kb3ENwCRuAIIYQQQgghxE1gBI4QQgghhBCiHZqYuAYjcIQQQgghhBDiJlDAEUIIIYQQQoibQAFHCCGEEEIIIW4Ca+AIIYQQQggh2mENnGtQwBFCCCGEEEK0QwHnGkyhJIQQQgghhBA3gQKOEEIIIYQQQtwEtxFwV69elW+++UaOHj2qeyhy9uxZyZ07t4QJE0YyZ87s0s9g7CtXrvzqYyOEEEIIIYQEXfwl4OrXr6+EyODBg+3uhzDB/e7OX3/9JWXKlJEoUaIocZYhQwYZOXKk/Pvvv3bP69Wrl4QPH17OnTsnP/74o/rdfbtBfN65c0dKly4dKL/HunXrJFeuXBI2bFj1u1SsWNHu8evXr0vZsmUlXLhwEjNmTOnQoYO8f//ez9cdPXq0pEqVSr1uggQJpG3btvL69Wvb48+ePZM2bdpIokSJ1HPy5s0rBw8etHuNQoUK2eYldOjQEi9ePClfvrwsX75cAhvzMYoUKZLky5dPtm/fHiCvjWvFcd4d3xPnUIoUKdRzDx8+HCDv6+z9cC5fu3bN7n6MDe/rKjt37lSv9eTJE9t9v//+u3z33Xd2587z588lZMiQ6jg7+/lLly6JO7Ns/Rap2ritFKn+s/zSsZecPu/z73P5+k3pNmSMen7+Sj/K4jUbv/g1fWP5+s1SrXFrKVq9vjTu2NPX17ly/aZ0HzJaPb9ApTqyeM2GL35Nv/Dy8pL5c2bIz3WrSI1KJaVX1/Zy+9ZNP39u/doV0rhBTalesYR0bPurnD93xttzzp45JT26tJOalUtL7aplpVvH1vLmzRuXx5aoSW0pdGablHx8TPLuWiSRsmfw8bnfhAghybs0k4InN6vn59+/UqIXz2/3nP9FCC9phnaRwme3SclHRyXP9gUSKVt6+dx5mzdnptSvU02qVSwtPbp2cGne1q1ZKb/Ury1VK5SS39o0l/Pnzvr4+n16dJYKZYrK/r/2fNb45s75Q+rVqSFVKpaV7l07uji+VdKwfl2pXKGMtG/T0tv4xo8bLb/8XE+9Zp2aVaV/355y48Z1f49twZzp0rBuJalVqbj07trOpbFtWLtCmjaoITUrFpfObZvKBdM5d//eHalStqDT219/7nB5bIl+rS2FL2yTUs+OS969iyVSDj/OuW7NpdDZLer5BQ6vkhglCng759KO6CqFL26XUk+PSd7dC3w9j93xnIuaP7tkXzFJil77U8q+Oyexfijq9898n1PyH1gupZ6fkEJnNkv8epW+6Fj4BX63OXNmS906taRSxR+ka9fOcuvWLT9/bu2a1dKgfj2pWKG8tG3TWq0vzWzYsF46d+ogVatUlrJlSqm/tUEVL69vAvwWFPF3BA6LwSFDhoiHh4cEBd6+fav+XbFihRQsWFDix48vO3bsUFG21q1bS//+/aVmzZrqojTAIjR//vxKqDRr1kyJM+OWJ08e+eWXX+zug9iJHTu2Eixfm2XLlilR2aBBAzl27Jjs3btXateubXscYhTiDb83BOusWbPkjz/+kJ49e/r6uvPnz5fOnTsr8XrmzBmZPn26LFq0SLp27Wp7TqNGjWTLli0yZ84cOXHihJQoUUKKFSvm7cPLmB/MI8abNm1aNceNGzeWwGbmzJlqLJin6NGjS7ly5eTy5cuB8p6nTp2SCRMmqA9iCO7Zs2d/lfeDcPLr+H4OhQsXVmM/dOiQ7b4///xTnet///23nbjHNZUwYUJJliyZv98H154rGwxfm2179sv4mfOlQY1KMn1EP0meOKG06ztUPJ54On3+mzdvJW6smNL0x+oSLUqkAHlNn8e2T8bPnCf1a1SWaSP6q9dp33ewj6/z+s0biRMrpjT5saZEjRI5QF7TL1YsXSjr1iyXJs3bypCREyV0mDDSt0dH22ewM/bs3i4zp06SGrV/khFjp0jiJMnUzzx54mEn3vr17CSZs2SXoaMmyrDRk6RM+Yry7beu/dGOU6W0pB7cWS4OnCB781aWpyfOSc5V0yRUjKhOn5+yV2tJ2LCGnG7fX3ZnLSvXpy+UbAvHS8RMaWzPyTCxn0QvkleONuwkf+b4QR5u2ys5186U0HFjin9ZjnlbvUJ+bdFGho0ar/4G9+7R2dd5+3PXDpkx9XepUbuejBz3uyRJmkx69+hkN28Gq1cu+6IN2GVLF8na1SulWYvWMnzUODW+nj26+DG+nTJt6mSpVbuujB43SZIkTap+xjy+5MlTSOu2v8nEydOlT/9B6nOgZ/fO3jZUfWPl0gWyXp1z7WXQyN/V2Pr1+E3evvVZ3O/dvV3+mDpBqtf+SYaNnSqJkiRTP+P539iiRY8p0+Yst7vVqNNAwoQNK1my53JpXHGqlZY0w7rIhf4TZE/OSvLs+FnJtW66j+dcqr5tJNEvNeRUm36yK2MZuTZloWRbOl4iZv50zmWc3F+iF80rx+p3lN1ZysuDLXsl18agdc79L3w4eXr8nJxs1cel54dNHF9yrJ4sj3b+LXuyV5Ar42ZJBsyTacPFv8fCL5YuXSJrVq+S5i1aychRo9Xc9ejRzde5271rl0ydOlVq164rY8eNV9cDfsa8YYoNqazZskv1GjU+a1wk6OFvAYcFORZogwYNcvp47969vaUVInKTOHFib9GJgQMHSqxYsSRy5MjSt29ftUhDNChq1KhKSGGh6wiEFSI7uCjSp08vu3btsnv85MmTKtIVIUIE9doQMw8fPrQ9jshAixYtVKQIC/aSJUvKixcvlKj44YcfZMqUKWr8GC8ECQTO0qVLZfHixern8aGDaAnGi68hZjEfxi1UqFAqsmW+73//+59dCqWRDorXLFCggIpW5ciRQ86fP68iVtmzZ1fjx+/x4MEDu99v2rRpkiZNGvX7p06dWiZOnGh7DPMH0Tls2DBp2rSppEyZUomj6tWr256zefNmOX36tMydO1f9nniPfv36KSHh2wcMxB4iVBCDmBuIs1q1asmBAwfU469evVJibOjQofL9999L8uTJ1bmAfydNmmT3Wsb84BgjFRVzOHnyZPUBtnXrVtvzOnXqpH4HPD+p+kDrIe/evbPN4bfffmsnHoxzDcL6w4cPapOhTp06EiNGDDXHiHY5nlM49zAWnEsYJ34PiNBHjx6p3w8RQrw/orELFiyw+1mcF7gfrx0tWjR1beBcwu+N82bVqlW2aBsiUI7vacwjXgfjxHlpbIy4ch35dT4Y4HVxvHFt+AT+OLRq1UpFZPFa2KAwoqeYa4g1gIgufh9cw4jGxokTx+53w9cVKlSQJEmSyP79++3uN17Dt/cynov32LBhg2TLlk1tfOzZs0dtSOA1EPWLGDGiesx8/PEc43rCpgneA8cjoFi4eoOUL15Iyhb9XpIkiCcdmjaQMKFDy9ptu50+P02KpNK8fi0pViCPhAwRMkBe0ycWqdcpLGWLFpQkCeLLb01/Vq+zbtsuH8aWTJrXr63GFipEiAB5Td/A4nvtqqVSrcaPkitPfiXEWrfvIo8fP5S/9/m8A796xRIpXqqsFC1eWhIkTCxNW7RTwm/b5k8Rw5lTJ0jZHypLleq1JWGiJBIvfkLJV6CwhAwZyqWxJWlVX27MXCI35yyX52cvycmWveTfV68lfr0qTp8fr3YFuTRssjzYtFteXb0p16cuVF8nadVAPf5tmNASu2IJOdt9uHjsPSQvL1+XCwPGq38T/VLL3/O2ZuVyqVazruTKk0/NW5v2neTxo4ey35d5W7ViqZQoVUaKlSglCRMmVgtxXEdbN9tHgS9fuiirli+Rlm06+Gtc5vGtXrlCqtesI7nz5JUkSZJKWzW+R7J/314ff27limVSslTp/8aXSIk/jG/L5k2255QqXVbSZ8gosWLFVmKubr0G8vDBA7l//57LY1u7aolUrfGj5PzvnGvZvqt4PH4kB3yZuzUrFkuxUuWkSPEy6pxr0qL9f+fcevU4/p5HiRrN7nZg35+SN39hCRs2nEtjS9KmgdyYvlhuzlouz89ckhPNesm/L19Lgvo+nHN1KsjFIb/Lg4275dWVm3J98gK5v2GXJG3786dzrnIJOdtlmDzec0heXrouF/qNl5eXrqnoclA553Cdne81Wu6t+rRO8I1EjWuq+TrTcYg8P3tZrk2cJ3eXbZIkret/9rHwa+5WrVwhNWrWUpv5uB7at++grod9+/7y8edWrFgupUqVkuIlSqjroUWLluqzdrPpeqhYsZJUr15D/Z0n5LMEHD68ILzGjRsnN2/6HVL3CaSq3b59W3bv3q3SFBHZQfQDC0Ts3kOANGnSxNt7QOC1b99e/vnnH3WBIP0Oi22A3YoiRYpIlixZ1MJu48aNcu/ePTsBA7C4htBC1AVpYBA1eI3ffvvN2zjx+hARxuIdkZN06dKpMeBrZz/jKvidu3fvLkeOHJEQIUIocdSxY0cZM2aMimRcvHjRLnIyb9489f2AAQNUFAzHAaIGvw/A6yDaBWGDOcDiGgLNvHDft2+fEh0QtwYQsU+fPlURIZ+AaIZwNQQbolTr169XKaeGeMTOKBbkZrCYxsLaL3766Sd17M2plFioIzoIwYk5gcAbNWqUegxCBoLJUZDhe4gLzAHmBj8LIYD5gkCDaPcJjBVAyCJ6BIGAdFTMH6KD2Awwfn8cewi8n3/+Wb02REflypXVBzjOCZxz+EA2orCYP99AOipSUCEeXcWv88EAwhvXFiKoPoHzDgIcP4vzCMIb58Xjx4+VGMJjAGkd+H1wPAAEFaJrBvgamySIZhv3QxTjmjYEnG/vZQbjRbo2freMGTMqkQvRD7GHcxGPI10TIJqL+a5SpYocP35cRYdx3kG8BgTv3r2X85euSvZM6Wz34RzLnjGdnDp3UetrfnydK5ItU3qH10kvp85d+IKxBdxr3rt7Rzw8HkumzNls94UPH0FSpEoj5846/9zBZs2li+ftfgZjyJg5q+1nsLuPlMpIkSJL5/YtpH6dytKtU2s5feqES+P6JmRIiZglnTzaYVpceXnJw+37JEou5/XN34YKJf++to/gQPBFyZvNlu72bYgQ8sHZc/J8+l38N29Z7eYtJebtzGk/5i2r3bzh+3NnP/3Mm9evZcTQAdKkWSuJEvXzog337t5V48ucOYtpfOElZarUctaX8V10Mr7MDuMz8/r1K9m6ZZPEih1bokeP4eLY7sgTj8eS8TPOuYzezrlsct6Hn7l04ZxcuXxRipYo6/I5FylrOnm4zfGc+0si5/40j2a+DR1SPry232DF+RUlb1a7c877eflGoub7NM9B4ZzzD5FzZ1bXspkHW/ZIlNyZP/tY+MZddT14eLseUqnrwXvq96fr4YLdz3y8HrLI2bPOfyao80G+CfBbUOSzTEwqVaqkogMQIJ8Lomxjx45Vu/hYBOPfly9fqpQ8REq6dOmiRJbj4h8LMizSEHXAghy1S0jnA+PHj1fCBQtZ7FLg6xkzZqiFJKJbBnh9RIrwnrgZj+E1nYHXMp6DyAnEFiJk+Br/fi5Y6GPhivdF5AyLUizAseDG2Bs2bGi3OMZ8jxgxQgkFRDjwLxb+iF4BI/UP0RsIw7Vr1ypRhAW1sTjGB4xZvAHjezzmExCXiDoiWoJFM1Lh8LpGCiXEFgQ1onkQ5hBziPpAMGLB7xf4wIJQRrTHAL8DhA/EGoQ05suIhAJESCGsjVoXiAGkbiJ91Kj1wzwiomkIPryOM3Du4f2wQQHxgcgb3g/nOaJ/LVu2VALBeH/8ThCtOAZ4bYhipNPifMANYhC7j+bIrG8Yu2rm398v/DofzCBijg0NbAw4gigVriVEbiH4EbWFWMbvgGsLc4LrFSBqht8H1x2AKMNGCOYCAhQbK5g/RGGNyBzOARwjPNev9zKD86148eLqXMP743jiGGKucA1Xq1ZNMmXKZPv9IPAQWcdjOG/w+YK0VHMq5+fi+eyZ/Pvhg0T97/c2iBo5ojwypbnoeE2fXieKep3PS3cM6NfEQhpEihLF7v7IkaPYHnPk2VNPFUmPFNnnn8FiEyycP0tF6nr2HSLJkqV0ub4uVPQoauH75t7HTUCDN/cfSuhYzjd7Hm7dI0la1pdwyRIhJUOlSsauUFxCx/4oLP59/kI89v8jyTs3k9BxYuLDTeLWLK8EofEcVzEi8pGdzJtPZQxP/5s3pz9j2iSZPnWipE6TTkVZPhcs9D93fFGcjs/+Z9atXS3VKpeXapV/kMOHDkq/AUNsmzZ+YZwjkaPYC4VIfp5z/6qxuPoz2zavk/gJEknqtK7VONrOufsO59y9RxI6tvNz7sHmPSpqFC75f+dc0bwSu2Lxj+eXcc7tOyIpun065+LV/kEJldCxYwapc84/4Bp+c+9TBhbA9yEjfaeilp9zLHzDmJ8oDmnpyLrxee6e/jd3Tn7G4XogJEBcKJH2hh107I5/DohiYdFuFhFYBBtg0Yi0tPv379v9HESCAYQUFufGGJBiBcFjLKJxMxbGZvMERFacYa5zCwwQVXAUUeY5wH3G74+FL34HiDrz74caPeN3w4cA6NatmxK5+D0RkUI62pIlS1waExbJ5teHGAZYjONrpOhBKCFShugUBJsBat8whxA/EC9YQCNKZT7OvoGfNefFI4oCMWsIZQgsjM8Aabg4T1C/CBCtg0gw0gx//fVXWbhwoRJhiPogDdQRjA+vDQGKqBBEBI4LBCh+NxwPiAc8Z9OmTbb3h3AoWrSoehxCAiLkS+pCjXPP1boAV84HMxBK9erVcxqFw/OxC4i5NsAiKWfOnH5e3xDxGAuiYhCHEOFIWYWIM+rgcO5ABKMGzj/vhWvbTLt27ZRoh4hDZM78e+Lax/E3zwU2R3BNXLlyxcfxQ1jiD6j59saXVGLiGrt2bJFaVUrbbu///To1jF7/feaVLF1OpVkmTZZCfm7cXOLFTyDbtjg3ZvlSTncYIC8uXZOCR9dLKc8TknZkD5V+Kf+NBRxr2FEttIte2i2lnhyXxM1+lNuL19k9xxk7d2yVGpXL2m7/fqV5+3v/X3L82FFp1KS5v35u545t/wmqj7evdVwNChUuKmPGTZJBQ0aovytDBvX3MdV/944tUqdKKdvta82d4+fHn7u2uRx9+1xOtxsgLy5ek0InN0jplycl3ZiecmOW/Tl3tP7Hc67Y9T+l9IsTkrjFj3J7kfufc1Zmx47tUqVyRdstMM654NLIO6BvQRHnxQ8ugB12LJAQKTO72WGx7iiEjLolM467aFi4OrvPECWuAEMFRFggLh1BOqE5pG0Gi06ABaSzVDfcjwVwQGP+fY2Fu+N9xu9vOA5BKMDwwgxEjPl3NI8VQgqLZ0N4QAwZaYAGSDM1HosbN65dqwYj8oLIIFIIsYAGEC5YuCO1EIIRxx2REtQk4n4shDGeGjVqqPf3CwimCxcuqFpAI2qDiEqfPn3UeYaID8QYIk4GiGpBlECkIvoEoxUjtQ8gwgP3RaR6IjURgqt58+YyfPhw23OQkglBgNeH8DBAhAivhboz/K44ZxDdMRYPmHO8JkQhUnCRUox5gGhBNMy/GOLF+Fm/riNXzgdHMJc41wOynQXSHw3jHwhYCDeA8wipl5gfPIbUZv/ieJ0isoxIMDYOkBaLCCTOCWQEYD6Qco26N0cgHH0CkTvMi5nfmjWSjs1/sbsv0nffyf++/VYee9pHnx4/eSrRIjs3AfGLgHpNn17HQ72Oc/OUr/2aOXPlk5SpPn0OvXv38brx9PCQqFGj2e5HCmSSpMmdvsZ3ESOp68AwjzD/jBFVQf0RiJ/AvjY0foKE8vCB37VSbx96yIf37yV0rE9jAqFjet+5N//MkRot5NvQoSRktMjy5vZ9SdWvvby8csP2HHz9d8kf5X/hwkqIiBHkzd0Hknn2SHl59dNznJEzV15JlSqNt2v+idN5c24IFPG/ecPPmMHPGGlrJ479I3fv3Jba1X6we86QgX0kbboMMmDISB/Gl0elR7oyvqR+jM/D6fiiePsMwC1uvPiSKnUaqVW9suz7a48ULOT98yRHrnwqPdL72B7bzhOA8ymxr+fc/7wZb+BnHCN5YN/enfL2zWspWLSkuIrtnIvpcM7FiiZv7vp8zh2u2tzunEs98Dd5edl0zl2+IfuL2p9zWeaNsjsv3fGc+xJwDTtG0vH9O89nKgX1c46FmVy5cqv0SMfPOQ+PJw5z98THdRDquT/OnX3WBX7G8XogJMD6wGEXfM2aNWqxbYBFMFLxzIvPgOzdZjZGQNoW0g6N1MesWbOqOi5EYLCwNN8cF4NmYCQBoWIWBwarV69WwgKRGp0gGodFMdIkHX83Y9FvGD6Y7WfxYYy0PBh7GBFMpBmaI5sQIvgQgfBDVNP82oaAQ4qhYyTNEAqOQgNzDfGGP9CIWsHUwi8QzcXzETkEWPhjzBBFiMQgLc7RCh9AUML4BJFBI6XRDM5H1NchnRNiDCY1ZiBa8XuaxRtAWiDGXbduXRVtw4evOQ3XENiIJEEAIHUQgtKIBuJr/7ilYWw4BhCTrlxHrpwPjkBQIQUZaa/msUF4GzWh5vMGUTVjM8BIAXX2OyHqiSgbbub2AdjkgdDChoFR/+bKe/kGBCjSRCGacayNGkhc+6h3dJwL3HxLX8UGlKenp92t9S8/eXteyJAhJGWyxHL4+Kd6DmyuHD5xStKlcr4Y9IuAes2Pr5NEDh8/5fA6JyVdqhRfMLbPf82w4cJJnLjxbDeYQUSJElWOHztie87Lly+UPXuq1Ol8GENISZY8pRw/esRuDCeOHrH9TMxYsSVqtOhy+5b9IhXpkzFi2qeKO8Pr3Tt5+s8piVboU2YHohjRCucWj799/7v14c1btZBG/RFMS+6t896C5N+Xr9RCOkTkiBKjWH65t9b3NiXhvM1bIqfzhrq/VGnS+j5vx/75NNYPH+T40X8kVeqPP1OlWi0ZM2GqjB4/xXYDP//yq7Rq28HX8cWNG892S/jf+I6Z3uvj+M5Kal/Gl9zJ+I6ZxuccL/Wfsw3hT+dcfNsN5xxE14nPOOdOHD3sMHdHJKWTn9m+eb1kz5VP1WC6Cs45zyOnJHoRx3MujzzZ/2lO/DznKpWQe2u2+X7Olcgvd508x53OuS/hyf6jEq1Ibrv7kH7qsf/oFx+LT9dDXNvt4/UQRY4dO2o3d+fU9ZDGl+shhRw1/QzmDn/vU6d2/jOEfFEEDiAygSgJUuUMsICDcyJqzKpWrarqbrCIw+I0IIBbIhbzEG2InmDRjxo6gOgKIhIQW0iZg/iAEQh26eHW51NkAoIDdUOGlT0WuRjvtm3blGkKfg9HIxQdQCggwoBoEeqxkL4BsxbMAdLLMGaYvyAygcU6BBAiSQBpfoZYxUIZ0TQcI4gEpCZi7nxrc4DIJsxmUFOGiA/mFVE53G/MK8QaBAfqCvE45g4prEZNmgHEIN4XggsmNRA9OJZIeTQW+jjGiBri2CEqh6iLIY7M4DyAkyUcK3EeGEYkAAYfELVI18VcoSbQpzpHR/D+cIeEkMQHMn53RCoNkYFIG84PzCfqwvA9znvj9bGJgPmAmEYqMI6ZEV3Fzhp+f4wJohDnHqJiqNdC3rur15Ff54NPggXXCNIKER01zn/MveEAi4gV3hfHCSmaAOcSBCvmEMY1mGej/hPHDOcPFlZGBA7ga1xLiFoax9WV93IGjFCMaxECFecNRJ8h+HH8cR7g/SDq8T4QdNicQG2sT+Ccdzzv3/gg+Gr+UFoGjJ0iqZMlUQ6Ti9duklev3ygHSdBvzO8SI2oUafpjDZsRyNWbH1tovHv/Xh488pALV65J2DBhJH6cWC69pqvU+KG0DBw7+b/XSSZL1m5Ur1Om6Mfj0X/MJImuxlbTNLabDmO7+t/YYrv0mv4B5065ClVlycI5apEYK3Yc1RMuatToypXSoGfXdpI7TwEpU/5jr6YfKlWTsSMHS7IUKSVFyjTKyRJpuUWLl7K9bsXKNWThvD+UWx6ieTu2bZJbN69Lh669XRrblbF/SMapg8XzyEl5cui4JGnxk4QIF/ZjWiRS3acOVovmc70+Rggi5cgoYeLGkqfHzqh/U3RrId98+61cHjnN9prRi+UXZO28OH9FwidLJKkHdpDn5y/Lzdn+63eJ3698xcqyeOE8JUrgyDh/zkwlWnOb5q1Hl98kd978Urb8x96TFSpVlTEjh0hyNW+pZc2qZfL6zWspVvxjpAhREWcmEjFixFTHxj/j+6FiJVm0cL4SdLFixVE94aJGiya5TXVO3bp0kDx580m5/8ZXsVIVGTVyqBpfypSpZNWqFXbju3vnjvy5e6dkyZpNIkaKLI8ePpClSxZK6FChJHuOnC6PrVyFarJ04Ww1dzFjx5YFc2aoaBxcKQ16d20rOdU593Hzr3yl6jJu5CBJliK1mjucc29ev5Iixe37uN65fVNOnzwm3Xp7z/jxiyujZ0qmGUPkyeGT4nnwuCRu9ZOECB/2Y1okUvRnDpHXt+7Jue4fz7nIOT+ec57/nXMpe7ZU59yl4aZzrnh+9Ts/V+dcQkk9pKM8P3dZbv4RdM45tBEIn/xTRkW4JPElYqbU8vaxp7y+cUdS9W8nYeLFkmMNOqnH0W4hUbM6knpQB7nxxzKJXji3ahtw8IcmLh8L/85dhYqVZOHCBUrQxY4VW/WEw/WQJ8+n7K6uXTpLnrx5pXz5j9HISpUqy8iRw9W6w3w9FC9ewvYz8DHA3/Y7t2+r77Exj7/DWH+gBCQoEVT7tllKwBlGA6hVMsACFtEQ1EuhhggLLJhBOEY+viTqhxt2J7C7jgiZ4SyICwY7+1jMYWGNBS0Wnljc+lWHhYUhUr3g6AcrciwScDEhAoTUOSs0KsfCFDs+EGVYzGKRChGN8RngMUTRINCw6IXYguOnUTAOsYVFOBbRiMbhNRChwnH0DYg8zAH+hdMlIkQQb5gvA0QvIBCwuMbiHMcejzumxkJA4IbICMQNRBbOIaTCGaClAyItWJDjOKJ3HQQj0ugcwcIfQssQ8gZ4fYzH+KDDcYUgdAX8nohuIX0Tcw5hj5o7/I4AQgoOqoicIV0U5xkiuEazdrSlQEQK0UOk9xnujMAQtHDsRF0HjGEQpUIUyT/XkSvngyM4Lrg+zP37AK4p7PrhvIEZCcYNAWqcNxgnBCNq6DB+pK6i5gxAnOFcg1g3G+RAwOG1jHYDrr6XM3DewikW7wshjWseETgj/RF1i0jfxfWK44yNBET7DJEaEBTNn1uePH0m0xYuk8cenpI8SUIZ0bODRP0vpfDeg0fyrelz4qGHhzRo1932/YJV69Utc7rUMr5/N5de0/Wx5VGvM33h0v9eJ5EM79nJbmzfOIzt53YfxwAWrlqnbpnTpZFx/bu79Jr+pVLVmspNcNK4EfLixXNJkzaD9Og3xC5CihQrGCIY5P++iDz19JSFc/9QhhlI4YJRiTmdrXzFqmqTYMbUCfL82TMl5Hr1Hy5x4sRzaVx3lm1QPZ9S9mgpoWLFkGfHz8iBir/I2/+MDcImiCvy4VMk/H+hQ0vKnq0lXJIE8u/zl3J/0y451qiTvPd8ZnsOUthS9cViMra883gid1dukfO9R4nXZ/QzrKzm7bVMHDdSXjx/LmnSZZBefQd5nzdTumuBgoXVPM6fg3n7mPrWq+9gp2mAX0qVqjXU+NB4G+NLmy699PE2vjvy1POpaXyFxPPpE5k352PmBdIt+/QdaPsMCBkqpJw6dUJWr1quPj9hhpEufQYZOmKMN4MR36hYtZY6534fN1ydc6nVOTdMQoUKbTd3MC8xyPd9EfH0fCIL585Q6ZfYFOjed5i3udu+Zb1Eix5DMmX9mPbvH+4s+e+c69VKGdtgM+BAuUamcy6Orb4TfItzrk8bCZf0v3Nu4y5V82Y+52DMoQRM/Njy7vETubtis5zrEbTOuUjZ0kuebXNs36cd/vHv2I3Zy+V4wy4SOk4MNXcGaPMBsZZ2RBdJ3LKevL55V0406S4Pt+xx+Vj4l6pVq6m5Gzdu7H/XQzrp17e/3dzdcZi77wsWFM+nnjJ3zpz/roek0rdvf7u/iRvWr5P58+fZvu/U8aMDepu27eyEHgk+fOMV2M4dhAQwEDgwaYF9PCFfyoPT9jWiVsLry7LevyoPQ8UVq3I1o/9rMAOTpCdc62ulg2/F9Tr0wOatl2u9/nRxLY3/o9WBRbKzvqdW6uRS6qJiVVKdte9rZzWSJ/N/Db7VOHzeuePrl5At5ddvWxHYWHc1QIgfYGcWPdqQIgebf0IIIYQQQoI6FHDEbUF6JdIvkZromD5JCCGEEEJIUOSLa+AI0QVqsIw6LEIIIYQQ4t7QxMQ1GIEjhBBCCCGEEDeBEThCCCGEEEKIdrzQg4X4CSNwhBBCCCGEEOImUMARQgghhBBCiJvAFEpCCCGEEEKIdmhi4hqMwBFCCCGEEEKIm8AIHCGEEEIIIUQ7H3QPwE1gBI4QQgghhBBC3AQKOEIIIYQQQghxE5hCSQghhBBCCNEOTUxcgxE4QgghhBBCCHETKOAIIYQQQgghxE1gCiUhhJh4EyKcZecj5L9vxKrceRVVrErKExvEyrz8EEqsSuJnx8SqvAgXQ6xMmLMbxapEeXVdrEoIC8/budSlxMokf3dO9xBIIEEBRwghhBBCCNGOl3yjewhuAQUcIYQQQgghRDs0MXEN1sARQgghhBBCiJtAAUcIIYQQQgghbgIFHCGEEEIIIYS4CayBI4QQQgghhGiHJiauQQFHCCGEEEII0c4HL90jcA+YQkkIIYQQQggh/uTx48dSp04diRgxokSOHFkaNmwoz58/9/X5LVu2lFSpUknYsGElYcKE0qpVK/H09PTX+1LAEUIIIYQQQog/gXg7deqUbNmyRdauXSu7d++Wxo0b+/j827dvq9vw4cPl5MmT8scff8jGjRuV8PMPTKEkhBBCCCGEEH9w5swZJb4OHjwo2bNnV/eNGzdOypQpowRa3Lhxvf1M+vTpZdmyZbbvkyVLJgMGDJC6devK+/fvJUQI16QZI3CEEEIIIYQQS5iYBPTta7Fv3z6VNmmIN1CsWDH59ttv5e+//3b5dZA+iRRMV8UbYASOEEIIIYQQoh0vr4AXXG/evFE3M6FDh1a3L+Hu3bsSM2ZMu/sgwqJGjaoec4WHDx9Kv379fE27dAYjcCTYcvXqVfnmm2/k6NGjuociZ8+eldy5c0uYMGEkc+bMEpQoVKiQtGnTRvcwCCGEEBIMGTRokESKFMnuhvt8onPnzmp96NsN67Yv5enTp1K2bFlJmzat9O7d218/ywgc0Ur9+vVl1qxZ6kLCBWOwcuVKqVSpknh5ubef7F9//SX9+/dXYfZXr15JihQppEGDBtK6dWv53//+Z3ter169JHz48HLu3DmJECGCug8fEAbhwoVTudT58uVT7kXZsmWT4H7ePHnyRJ0ngcnKdRtk8fJV8tjjiSRLklhaNmkoqVOm8PH5u/b8JTPnLpC79x9I/Lhx5Jf6dSVX9k/HbsiocbJ5+067n8mRNbMM7tPD32Nbvn6zLFyxVh4/8ZRkiRNK619+krQpk/v4/B1798v0+Uvk7v2HEi9ObGlar6bkyZ7F9jhe5/dZC+Tg0ePy/MVLyZQutXrNBHHjyOeAa3ntoomyd+tyefXymSRNlVlqNe4mMeMk8vFnNi6fLkf/3ib3bl2RkKFCq5+pVLeNxIqXWD3+4pmnrF08Uc4c2yceD+9KhIhRJFOOwlK+ZnMJG/47f41t7tw5smnjBnnx4oWkSZtWmjdvKfHixfP159auWS3Lli0VDw8PSZIkqTT9tZlyFjN4+/atTJs6RXbv3iXv3r2TrFmzSbPmLSRKlCj+GtuiedNl26Y18uLFc0mdJoP80qy9xImXwNef27h2uaxevkCeeDyWREmSyc9N2kiKVGltj9+9c0tmT58gZ08fl/fv3knmbLnUcyJHiery2BZv3iVz12yTR55PJUXCeNKhfjVJl/zjsXHk0o07MnnpWjl7+YbcefhY2v5YRWqXKWz3nBevXsvvi9fKzkPHxMPzuaRMHF/a/1RV0iXz+RzxiRXrNsnClWvUtZo8cSJp1biBpPHleti5d59Mn7f4v2s1tjSpV0dym66HQhVqOP25pj/VkZqVf/D3+L7WObdhw3rZtXOHXLx4SV69eimLFi+1/U1xlWUbtsm8VRvUZ0DyxAmlXcM6kjZFUqfPvXz9lkxbuELOXr4qdx88ktYNakmNciXsnrN843ZZsWmH3HnwUH2fJEE8+bnaD5Ina0b5HKw4d1HzZ5ek7RtKpKzpJUzcmHKoSjO5t3qb7z/zfU5JO7yzREibQl7fuCMXB02Sm7NX2D0n0a+1JWm7hhI6dgx5evysnGrTTzwPnnBpTOQTXbp0kXbt2nmLwPlE+/bt1TrDN5ImTSqxY8eW+/fv292POjY4TeIx33j27JmUKlVKvvvuO1mxYoWEDBlS/AMjcEQ7iDoNGTJEfagGBbBoA7ggCxYsKPHjx5cdO3ao3RoINwi6mjVr2onTS5cuSf78+SVRokQSLVo02/0zZ86UO3fuKIejCRMmKGvaXLlyyezZs7X8bsGZHX/uld+n/SH1alWX30cPk2RJEkmnnv3E44lz699TZ85K/2GjpHSJojJ5zHDJlzun9BwwVK5cu273vBxZs8iS2dNst24d2vp7bNv27JMJM+ZK/ZqVZdrIAWrR9VufwT6O7cTZ89J3xHgpW6yQTBs5UArkyibdBo+Uy9duqMdxbnYbNEJu37svA7u2l+mjBkqsGNGlXa9B8ur1a/kctqycKTvXL5BajbtLh4FzJXTosDKu36/y7q19WouZi6cPScFSNaTDoDnSqudk+fff9zKuX1N58/qletzT4754Pn4gleu1k+4jl0m95n3l9NG9MneS/3Yyly5dImtWr5LmLVrJyFGj1WdSjx7dbNeyM3bv2iVTp06V2rXrythx4yVJ0qTqZ7CxYDB1ymQ5cOBv6dKlmwweMkweP34kA/r389fYVi2bLxvWLJPGzX+TQSMmS+gwYaV/z/by1pd527t7m8yaNl6q1aovQ8ZMk0RJksuAnu3F88nHz9jXr19J/x7t1CZRr4FjpN+wifL+/TsZ3LezfPjwwaVxbd53WEbPWSGNqpSWOQM7SYpE8aTl4Any2POZ0+e/fvtW4sWMLi1q/SDRIkd0+pz+U+bL3yfOSp9mP8mCoV0ld8bU0nzAOLn/+NOcusL2P/+SiTNmS/0aVWTqyMHqWu3Qe6CP18PJM+ek7/CxUrZYYZk2arDkz5VDug8aJpdN1+qyPybb3Tq1bKrm7/u8ueRz+FrnHNLEsmbLLtVrOBecfrF1798y9o+F8nP1CjJzWG9JniiBtO03Qh57PnX6/Ndv30jcWDHk17rVJFrkSE6fEzNaVPm1blWZObSXzBjaS7KlTyOdhoxV4i+ozN3/woeTp8fPyclWfVx6ftjE8SXH6snyaOffsid7BbkybpZkmNxfohfPb3tOnGqlJc2wLnKh/wTZk7OSPDt+VnKtmy6hYri+yUI+iTXUmJlvvgm4GDFiSOrUqX29hQoVSvLkyaPOocOHD9t+dvv27epzFGs13yJvJUqUUK+xevVqdQ77Fwo4oh0UfGKnwqdwNsLKjmmFo0ePlsSJP+30YqekYsWKMnDgQIkVK5YqKu3bt6/aCenQoYPKR4aQgiByBMIqb9686gKCO9CuXbvsHofNa+nSpdVOHF77xx9/VDnL5hTBFi1aqDTB6NGjS8mSJdWu4C+//CI//PCDTJkyRY0f423UqJGKOC5dulQWL16sfh6LAFz8GC++NofR8XtgbvCzuNjxc7CsxfuZBe+ePXukQIECqqdIggQJVE8RjMEAP48c61q1aqlIH3YqIQjN4EMI48MHFz7cihQpIseOHfN2HObMmaNeDykIEKLYRTLAe9arV0/NVZw4cWTEiBHe5ht/JH/77Tc1BowFH3I7d36KQsFSF7/3pk2bJE2aNOq1sEsFIWuMA3O4atUqWyoDfh5/vDEveF8cS4hh31Ik/MvSlWukTMliUqpYEUmcMIG0adZE/QHYuMX5Luvy1euUOKtRuaIkShBfGtStJSmSJZGVazfYPS9kyBASNUoU2+07f+6Wg8Wr1ku5EoWlTNFCkjhBfGn/a0MJEzq0rNu2y/nvsmaj5MyaSWpVKi+JE8STRnWqS8qkSVQUD9y8fVdOnbso7Zv+LGlSJJOE8eKqr9+8fSvb/tzn7/FBEG5fN09KVflFMuUsLPETp5SfWvYXT48HcuzAdh9/rkX3SZKncAWJmyC5xE+cSgm0xw/vyPXLZ9TjcROmkMYdRkrG7IUkRuwEkipDLvmhVks5cWiXEnuujm3VyhVSo2Yt9ccYO/Pt23eQx48eyb59f/n4cytWLFfnZfESJSRhwkTSokVLNeebN2+yXQv4utEvjSVT5swq+t6mbXs5c+a0nD17xuWxrVu1WKrUqCc5chdQQqxFu27i8fiRHNz3p48/t3blIilasrwULl5WEiRMosRfqNBhZPuWderxc6dPyP37d6V5266SKHEydWvetptcvnhWTh4/4tLY5q/bLhWL5JUfCuWRpPHjSJeGNSUMFiM7nZ8fiKK1rlNJSuTNLqGcFOpD4O04cFRa1a4oWdMklwSxY0jjqmXVv8u2+Py7OmPJqnVStkRRKV2ssCROGF/a/dpIwoQOJeu37nD6/GVrNkjOrJlVJA3XasM6NSRF0iQqimcQLUpku9ueA4ckS4Z0Ejd2LPEvX+ucAxUrVpLq1WuoBebnsHDNZvmh2PdSrkgBFSnr2KSehA4dStZuc34M0iZPKi1+qiHF8+dSn2XOyJ8js+TNlkkSxI0tCePGlqZ1qkjYMGHk1PlLQWbuHmzaLed7jZZ7q7a69PxEjWvKqys35UzHIfL87GW5NnGe3F22SZK0/hT1SdKmgdyYvlhuzlouz89ckhPNesm/L19LgvpVJCiDve2Avn0tsEbBeYX13oEDB2Tv3r1qHYK1keFAeevWLXVO4XGzeMPfiOnTp6vvUS+H27///uvye1PAEe0glRDCC9arN2/e/OzXwa4HemugB8fIkSNVWmK5cuVUuhLcgJo2bSpNmjTx9h4QeAiX//PPP+oPQvny5eXRo0c2UQMhkyVLFjl06JCyi713755Ur17d7jUgKLCTgov3999/l82bN6vXgFBxBK+fMmVKWbBggfoewiRdunRqDPja2c+Yadu2rRJN6DliRO/wAVKlShU5fvy4LFq0SAk6fIiYGTZsmGTKlEn9nkhXRTTQeA1QrVo1lQqwYcMGJSizZs0qRYsWVakABngvpC2i1wluELuDBw+2m0vcB3GFOYCwOnLEfkGIcSGldOHChWq8eF+M/8KFC7bnvHz5UlnwQizieF6/ft02L/gX82+IOtwgwMeOHat2siCMkYo6b948O5H/JSD97fzFS5I106eUH7hMZc2cUU6fO+/0Z06fPS/ZMtunCGXPkllOnz1nd9+xk6ekSt0G8lPTljJ64mTxfPrMn2N7L+cvXZHsGdPbjS1bpvRy6tynOTWD+7OZng9yZsloe/7bd+/Uv6FMKR14zZAhQsjx0/bjd4VH92/J0ycPJXXGTzuSSHFMnCKDXD5/3OXXefXyY3PU8BEi+vqcMOEiyP/+51qFAP5oYjMkc+ZP6XLYWEiVKrWcPXPGx/Ph4sULdj+D+cH3hji7eOGC2kAyPwebKzFixFTW065w/94dlQKZIfMnh7Pw4SNI8lRp5NzZUz6O7fLF85Ixcza7sWXMnF3O//czeM438o1dyg4+v7755ls5e8rv4/Hu/Xs5e+WG5Eyfyu498P2JC1fkc/j33w/y74cPEiqUfRpR6FAh5ei5S/66Hs5duizZMmWwGxu+P+3j9XBeXS9mcmbJ5OO1/fjJE9l/6B8pU8w+BdRVvtY596V8nLurkj1jOrv3yJExrZw8fzFA3gPHecuev+X16zeSPlWyIDN3/iVy7szycLv9ZseDLXskSu6Pm9XfhAwpkbKmk4fbTKLUy0sebv9LIuf+9HsERT7INwF++5pgrQGBhvUS2gcgmwob9+bzD2sSrGsA1kRYk544cUKSJ0+uNp2N240bH7NgXIE1cMQSoN4N0R2ILuxIfA6IsmERjw9m5LUPHTpUXTBdu3a15UBDbEDcYHfELCggfsCkSZOUSMMYOnbsKOPHj1fiDQLTYMaMGWohdv78eSXEAHbX8X4GRm0WdmecgYsdPw8QYYNrESJNfuVMGz9rmLAARJkQlTOMQjAWzAPSN/H7GKF51M8ZdYYYN8TmqFGjpHjx4mpOsDsEAWekFUBA4fdA1M9wR0JaACJkyNkGiEZu27ZN9TBBeifmbe7cueqDzBC2iHwaQIghCop/jd0pCDLMOe435hkfeBDC6I9iHCNEKAHmCZFGRPLM84XXxO+OD09E5RCBCyggqvC7R4kS2e7+KJEjyY2bt3xc5OFx++dHVvcb5MiWRQrkzS2xY8WU23fuyvQ586VL7/4ybthAuxpJX8f27Jla+Dq+V9RIkeT6zds+ji2q49giRVL1QiBR/LgqZXLKnIXyWzNE88LI4jXr5cGjx/LoM1KdPT0+RqwjRv6UHqy+jxRNCTtXwPwvnTlUkqXOrCJvznj+1EM2LJ0i+Yq5vkNtRLIdjy2iwD6ldWPHFOOJ7ORnjD/A+NkQIUJ6q6HB+7iaLv7E4+NGUuTI9jVzkSNHlSdPPm2smHn21FM+fPhXIkW2T7OKFDmK3Lp5TX2dInVaCR0mjMyd+bvUrtdYvMRL5v3xu/o5j//e09dxPX2uzrmokezrDKNGiihXb9+TzyF82DCSIUUSmb58gySJG0uiRo4om/YekhPnr0j82DFcfh3P/46Nt/M7sl/Xg/dr+7GH85TLTdt3SbiwYaRAnpzyOXytc+5LefLfZwnm3vGz5Not1xz1fOLStRvSuOsAefv2nYQNE1oGdWyhInxBZe78S+hY0eXNPfvPPnwfMtJ38m2Y0BIySiT5NkQIeXPf/np8c++RhE/lvB6R6AFrz/nz5/v4ODaSzSUzyNoKCH8HCjhiGVAHh2iXXxEon0AUC+LNAOmOSIk0wIIY9WWOBaeIuhlASKGfh7FDjhRC1K85K2RGNMoQcD6ZinwNExbjNQ2TE4wRkSzsApmfgz9YV65csYlI8+9pfI9UVOM1IMDM9XcAxiv4Pc0fRIZ4A9gxMuYTz0MaoznvGx9s5iJx7DghRcCYNwOIMfN7w7TFEG+O7+MTSKOFGMX7ITqH6CvSFPxrLYw0wdChQklgUOT7T/UOSRMnkqRJEsmPvzRXUTlztC+wwXXQv1MbGTJ+qpSt21j+919EL1fWTC79/IHd62TBlE+1Xr92Gf/FY1o0baDcvnFJ2vf/w8fI28SBLSR2/KRSrnpTH19nx47tMn7cWNv3vft83BiwAn/u2CyTJwy3fd+l15Cv8j6RIkWR9p37ytSJI2TDmqUq8pavYFFJkiylnXlSYNO3eT3p+/s8KdO8uzrnUiVJoFIuz16xrxvVzfqtO6VYwfwuf05Y+ZwLLBLGjSOzhveR5y9fyY59B6X/+GkyoW9nP0Uc544Q51DAEcvw/fffq/oxRMrM7j8QZY5CCBEaRxwdfLAQcXafq0X6AKIGKY8Ql45AVJhTOMwYAgVCEOl9juB+2MZ+Doa4TJIkiW2MSA1F3ZsjCRMmdOk18Rr4fcy1aOZdSoOAmE8IaaRoOkaYzCLZ2fv4JYaR8gnBihTQrVu3qjRL1FcigugTiF726WNfdN62xa/SrmUzu/siRfxOnYce/0WoDGCKENVhV9cAO/qOpgkeTnb6zcSNHVsiRYwot27fdVnARfruO7XYdXyvx56+j+2x49gcnp8qeVKZMXqQcqBEKmDkSBGlSYce6n6/yJijkEqPNHj//qO5wNMnjyRSlE/RlKeej1Rtmyvi7cTh3dKu7wyJEs17zdHrVy9kfP9mEjpseGnScZT8L4TPbl65cuVW6VYG7959HBuObdSonzYRkD4NlzFnoEYU58MTh/MBPxMl6sdoGVK3YQyCc958buN9fHKhzJ4rvyQ3OUXCHfLj63pIlKjRTe/zWBIncR6F/C5iJPn22/+Jp0OEDgYmkaN8+v0yZc0p46ctkqeeT9S1GD7Cd9KobgWJFftjZNw3IkeMoM45R8MSGF34ZFDiCvFjxZApvdrIq9dvlCNl9CiRpMuYGcr8xFUi/XdsvJ3fflyr5sj4p+d7N+U4fuqM3Lh1W3p1aO3ymALrnPtSIv/3WfL4yVPvnyVfcFwB6uPix/l47aZOlljOXLwqi9dtkU5N6weJufMviLYhCmcG37/zfCYfXr+Rtw895MP79xI6pv2mauhY0eTNXdeyFkjQhjVwxFIgxXHNmjWqRsoAphrIezcv4AOyd9v+/fttX2OhCnFhRK0gCuAAicgTcpXNN0fRZgaRH0SfnJl4oE4L9V4wFPkcEDXDHySIE2OMp0+f9jY+3FDX4uz3NL43/56YY0ReHF8DxiyugIgZhBdyuw2Q0mKkigKkoyICh2ia4/u4kj5qgN/LWbEv5qVGjRrKbQy1gMuWLbOr4XMEmwWenp52t+ZNGnl7Hn6vlMmTyT/HP9k3Q7j+c+y4pE1lH000SJs6pRw5Zl9PdPjocUmb2mfB8uDhI3n67JlE88eiAgujlMmSyOHjp+zGduT4KUmXyvkiH/cfOX7S7r6DR084fX6E8OGUeLtx+46qLcqf0+8WFmHChpeYcRLabnHiJ5OIkaPLuRN/20XMrl44IUlTZvTdQn/aQDl6YLu06T1Vosf6lI5rfh04UyJd8dfOY1S7Ad8wWnIYNxgaQFAdO/bpM+Xlyxdy7txZSe1DCjTOh+TJU8hR089gzvG5lDr1x59JniKFup6OmT6rbt68IQ8e3PcxtTpsuHASJ2582y1+wsTK1v/k0cN2Y7t47oykSp3Ox7ElTZ5SThw7bDc2fJ/Syc9EjBRZiTc8/tTTQ4lIv0AtZOokCeTgyXN273Hw1HmVBvmlIMUO4u3p85ey//gZ+T77p80AP8cWMoSkSpZUjjhcq4ePn5S0Pl4PKb1dD4eOnnB6ba/bukNSJksqyZO4Xl8bWOfcl/Jx7hLL4ROn7d7j0PEzkt6XFgyfwwevD6rmLqjMnX95sv+oRCuS2+6+6EXzisf+j2P0evdOPI+ckuhFTJkz33wj0QrnkSf7/5Gg3sg7oG9BEQo4YikyZMig6rlQw2XOF37w4IGqMUOaHtwTEWUJKPB6sPyHG2Xz5s2V6Pj555/VY/geAgBi6+DBg+r94Y6IXm6+uQVB3E2ePFmZeaB+DCmOqFlDjRiii1WrVvVmhOIM7BBCWF27dk0ZjuDnkGuN2jYjMtapUyfVbw51YviDBHGI93U0MUHNG+YQggq/85IlS5SRCYAYREolnDxhPoKx4jW7deumzFtcAVGGhg0bKiMTGMrAvRO/qzmtFZFJHF84VS5fvlxFzFB7h0jYunUfHfJcAYIac4rCYDiCIiIL4xoYw+A44nfE7wdRaI4gumQt7ENaVNWK5WXdpq2yadsOuXbjpoyeOEUV4pcsVkQ9PnjkWJk2a67t+ZV/KCsHjxyVxStWy/UbN2XW/EXKCKViudK29NTJM2Yps5O79+4rsdej/2CJGye2ZM/qv2bu1SuUkbVbdsiG7bvl6o1bMuL3Gcruv0zRgurxAaMnyuQ5Cz/9LuVLyd//HJeFK9fJtZu3ZMaCpUqcVS5Twq5P3D8nTsvtu/fkz78PSftegyR/zuzK7MS/IIJapGwd2bBsqhw/uFNuXbsgs8Z1V9G4TDk/zh8Y0/sX2bnho7kPWDhtoBzYvV4atB4socOEV7V0uL1989pOvL15/UrqNustr16+sD3ng4tuXhhbhYqVZOHCBbJ//z65euWKjBg+XKJGiyZ58nyKnnft0lnWrFlt+75SpcqqD9XWrVtU/eWECePk9ZvXUrx4CdtnQIkSJWXq1CkqRRnX5ahRI9Ui09VFI8ZWtkJ1WbZolhz8e49cu3pJxo/sL1GiRpMceQrYntena2vVasCgXMUasm3TWtm5bYPcvHFVpUpijgoXK2N7zo4t65SpCfrB7d6xSUYO7qneK15816L2tcsWkZU7/pK1u/bLlVt3ZfCMRfLqzRspX/DjorTXxNkyfsEqO+OTc1dvqhu+fuDxRH194+4D23P2HTstfx09LbfuP5S/j5+Rpv3HSOK4seSHgvbp335RrUJZWbt5u2zcvktdq6N+n6au1dLFCqnHB44aL1Nmf6pZqVK+tBw4ckwWrVyjroeZC5bIuUuXpFLZknav++LlS9m1d7+ULf7pnP0cvtY5B/D3Cn+n7tz+WO+Hz3J8b3YL9o2a5UvI6q27ZP2OPXL15m0ZNmW2vH7zRsoV+Sjs+46dKpPmLrE3UbpyXd3ev/9XHjzyUF/fvPOpFhLP/+fUOblz/6GqhTO+L/F9niAzd2gjEDFTanUD4ZLEV1+HSfAxUydV/3aSaeanTJ5rUxZKuCQJJPWgDqqmLVHT2qptwJUxn1LEr4yeKQkaVpd4P1aUCKmTSvoJvSVE+LByY9Zyf88bCXowhZJYDphVIHpigN3qiRMnKoMLWOHDcAR1cmaXny+N+uEG8YNIECJkRtQJO34QPhBJiKqhXgrmGKixMgsTZ0BsoX4OBh+w+H/9+rUy2YAoguGIK7UmEIoARiSw3YdBBwQPImYGGTNmVM6PeF28D6IWiIYhEmUGLpcQY0gZhFCB4EHKKsBY1q9fr14D7wnBDPGDtFbUEroKnC6NtFPUyuE9EdUyA7MS9MLDY7DXxVznzp1b1ay5Cix7ke6JekW8H+YZ7weBioUyUsJy5Mihfie/jpOrFC6QT/0uf8xbqNJ3kiVNIoP7dLelZd1/8NDumKZLk1q6/dZGZsxdIDNmz5N4ceNI324dJUmijwtkjOvy1WuqkTfSFBF1y54lk9SvU8vO/dEViubPI088nyohphoXJ0kkw3t1thk53HvwSNU5GWRInVJ6tmsu0+YtkalzF6nGxQM6t5OkiT41h37k8UTGz5irUiujRYkiJQvll5+qV/7s+StesYG8efNK5k/uKy9fPJNkqbNIi+4T7SJmD+7dlOdPP6U5/bnpY6uN0b0a2r3Wj837qvYCNy6fUVE80KuF/fnTb+J6iRbTNZOEqlWrqetz3Lix8uL5c0mbLp3069vfLoJ9585teWo6l78vWFA8n3rK3Dlz1KYP0rf69u1vlx75S+Mm6pwYOKDfx0be2bJJs2b2Gyt+UaFKbdW3bfK4YfISjbzTZpBufYdLKNO83bt7W5mXGOT7vqhKjVw0d7pysUycNLn6GXOT7lu3bsi8WVPk+fOnEjNmbKlc/Ucl/FylRJ5sysxk8tJ18ujJM0mZKJ6M7dzclkJ59+Fju+vhgYen1O3yybF27tpt6oaWAZN7fjRgev7ytUxYuFr1fYsYIZwUyZlZmtUoLyFCuGboY1CkQF558vSpzJy/+L/rIbEM7dXFlr587+Ej+cb0uZA+TSrp0b6lTJ+7SKbNWSjx4saW/l06SNL/rlVzfzl8vhb9Pp98KV/rnNuwfp3Mn/+pHrpTx4815W3atrMTKz5RLF8ueeL5TKYuXKnSUFMkSSgju7f79Fny8JF8azquDz2eSP3fetm+n796o7plSZdK1bgBD89n0m/cVHnk4Snhw4VVveVG9WgvOTOlCzJzFylbesmzbY7t+7TDP5qn3Zi9XI437CKh48SQsP+JOfDq6k05+EMTSTuiiyRuWU9e37wrJ5p0l4db9nz6HZZsUD3fUvZq9bGR97EzcqBcI3nrYGxCgiffeH0NlwVCiKVAxAqi0XCqJD5z87x9KpWVCPmvz82bdXPy/ectxgKDROE+9hC0Ki8/+JyOrZvEzz71grQaL8K57k6pgxchnTe2tgJRXln3mvAI+0noWI1zqUuJlSn7zv9tXqzGlmMB/3eueCbfU+vdEaZQEkIIIYQQQoibwBRKQgghhBBCiHa8vnLj7aACBRwhwQCj6TchhBBCCHFvmEJJCCGEEEIIIW4CI3CEEEIIIYQQ7XygtaJLMAJHCCGEEEIIIW4CI3CEEEIIIYQQ7Xh50cTEFRiBI4QQQgghhBA3gQKOEEIIIYQQQtwEplASQgghhBBCtONFExOXYASOEEIIIYQQQtwERuAIIYQQQggh2vkgNDFxBUbgCCGEEEIIIcRNoIAjhBBCCCGEEHfBixBCSIDz+vVrr169eql/rYiVx8exBb15s/r4OLagN29WH5+Vx0aszzf4n24RSQghQY2nT59KpEiRxNPTUyJGjChWw8rj49iC3rxZfXwcW9CbN6uPz8pjI9aHKZSEEEIIIYQQ4iZQwBFCCCGEEEKIm0ABRwghhBBCCCFuAgUcIYR8BUKHDi29evVS/1oRK4+PYwt682b18XFsQW/erD4+K4+NWB+amBBCCCGEEEKIm8AIHCGEEEIIIYS4CRRwhBBCCCGEEOImUMARQgghhBBCiJtAAUcIIYQQQgghbgIFHCGEEEIIIYS4CRRwhBASQNy4cUNu3rxp+/7AgQPSpk0bmTJlCufYRS5evCibNm2SV69eqe+9vLw4d4QQQogJCjhCCAkgateuLTt27FBf3717V4oXL65EXLdu3aRv377a5/nIkSNy4sQJ2/erVq2SihUrSteuXeXt27dax/bo0SMpVqyYpEyZUsqUKSN37txR9zds2FDat2+vdWwkaMINl4Dj33//laNHj4qHh4dYBXymnTt3Tt6/fy9W5smTJ7qHQNwQCjhCCAkgTp48KTlz5lRfL168WNKnTy9//fWXzJs3T/744w/t89ykSRM5f/68+vry5ctSs2ZNCRcunCxZskQ6duyodWxt27aVECFCyPXr19WYDGrUqCEbN24U3cyZM0fy5csncePGlWvXrqn7Ro8erUSwVRaBI0aMkEaNGqnbqFGjxNPTU6zAn3/+KXXr1pU8efLIrVu3bPO5Z88ereOy+oaLlecOmQXTp0+3ibeCBQtK1qxZJUGCBLJz506tY3v58qXa+MHnSLp06dRnCmjZsqUMHjxY69iGDBkiixYtsn1fvXp1iRYtmsSLF0+OHTumdWzEvaCAI4SQAOLdu3cSOnRo9fXWrVvlhx9+UF+nTp3aFlHSCcRb5syZ1dcQbd9//73Mnz9fictly5ZpHdvmzZvV4iZ+/Ph296dIkcImmHQxadIkadeunYoMQihhwQoiR46sRJxuDh06JMmSJVOi7fHjx+o2cuRIdR+irjrBeVWyZEkJGzas/PPPP/LmzRt1P8TlwIEDtY7N6hsuVp67pUuXSqZMmdTXa9askStXrsjZs2fVRgwEsE66dOmixBCEZJgwYWz3I8JvFk86+P3335XIBVu2bFG3DRs2SOnSpaVDhw5ax0bcCwo4QggJILDbiz/Q2DXHH+ZSpUqp+2/fvq12WXWDerIPHz7YBCYECcCC4uHDh1rH9uLFC7vImwHEiCGKdTFu3DiZOnWqWpj+73//s92fPXt2u5RUXWDRjM2Cq1evyvLly9UNC+py5cqpSIlO+vfvr64JzF/IkCFt9yOaqVtcWn3Dxcpzh8+L2LFjq6/Xr18v1apVU+nPP//8s/ZrYuXKlTJ+/HjJnz+/fPPNN3afz5cuXdI6NkR6DQG3du1aFYErUaKEyoA4ePCg1rER94ICjhBCAghEkCZPniyFChWSWrVq2XaoV69ebdvp1wkEBxaFSMHatWuXlC1bVt2PxX6sWLG0jq1AgQIye/Zs2/dYeEFsDh06VAoXLqx1bJifLFmyeLsfi38ITytE4Dp16qRSUA3wNRaFeEwnqEFCpNeRSJEiaa/9sfqGi5XnDp8Xp0+fVtFopDgj/dRIXzRvcujgwYMHEjNmTG/341o1CzodRIkSRdVeAswbooLG5poR2SfEFT592hNCCPls8Ac4adKkqt4CRfP4Q23QuHFjp9GlwAbpfnXq1FE71IgmJU+e3JYOlTdvXq1jg1ArWrSoEhwwH4D4OHXqlIrA7d27V+vYkiRJogwaEiVKZHc/FmBp0qQR3USMGFGdd4gcmcFC8bvvvhOdIEoDZ9HEiRPb3Y8aLlwvujdcKlWqJMOGDZOffvrJchsuVp67Bg0aqOhRnDhxlCgyhMjff//t7TzUsVG1bt06VfMGDNE2bdo0VUuok8qVK6vaS6SGw7gJqZMAKbLG5zEhrkABRwghASTg8AcYogN/nM04LsB0kTFjRqfpTVjA6t41R/0RavSQ+gTR8fz5c7XYad68uVok6gT1bxjH69ev1XGG0cWCBQtk0KBBalGoGxi9wLRh+PDhNiEO0YuaGkSCdfLLL79I69atZcaMGWohjejWvn375LfffpMePXpoHRsi5UgFfPr0qSU3XKw8d71791bXLDYJkD5ppKLic6Rz585ax4b6QAgjRAixmTZmzBj1NeobkXmgE9Sp4u8B5g2bVhEiRFD3I2W3WbNmWsdG3AwvQgghAULatGm99u3bZ+nZ9PDw8Jo6dapX586dvR49eqTuO3z4sNfNmzd1D83SzJ071yt58uRe33zzjbrFixfPa9q0aV5W4M2bN16tWrXyChUqlNe3336rbqFDh/Zq06aN1+vXr7WO7cOHD179+/f3Ch8+vG3uwoQJ49W9e3et43IH3GXuXr165WU1Ll686NWoUSOvHDlyeKVJk8arTp06XsePH9c9LK9du3Z5vXv3ztv9uA+PEeIq3+B/ukUkIYQEBeDGhl1VuBZid9pqHD9+XKUpwj0RhheosUEqVvfu3VUKnrkGTcfYnIHIA5zkEiZMqN3MxKjxQXTQWY2NFcZmmDTAgdIKUSQDpMUiHRBzlzZtWlvkQSf37t1T0axt27bJ/fv3vTWNt0pNkhXnDnODSBdqCDGPiJ7jswSRQUSYEBEm3kGEEtE2x88PpFPiPqucc8T6UMARQkgAgTQsLKKRthMqVChl/20G9Vw6QZ0KejVBZCJNEVbbWHQhtQh1GRB1uvj2229ttSrGQtpsOAAXPqQKwiTGbA0eGLx69UqNyRBEaGuwYsUKtZiGgxxxT5Bmh42LFi1a2Gq5zFSoUEF0AkdHpP851jHCjAP1XUit1AX65M2aNUv9i1RPtGTAZwls+lFri1RPXcChE58XGTJkUN+jV+PMmTPV9YrUT3w26/ycg+CNESOG3f0QwKjdQzovIa5AAUcIIQEEekf55nIGowSdwL0OixtEZ8wCDoIkVapUqsZLF1hkwUkRdVuGgQRqzdCculevXkoUo7YGIg61XoEJRBrq8Zo2barc/zBXWASifgr91n799VcJbDAenG8wMMHXvoG2ArrAOYU2DGiYjSiX0cbCQKcdPq4BOFAavRHdJVpjWPjjmtAF6n2xmYKIvvmzBL3gYBTi4eGhbWw5cuRQnxVVqlSRy5cvK+GGawQ2/XDe1dG70bhG8TkHt1NzNgGibshAwOcKjJEIcQWamBBCSABRv359S88lFg3Odnix++u4IxzYDBgwQEUb0LjYADvoaOyNtCyIufDhw0v79u0DXcBBZMB8wHDsxOIZrnFotNyzZ08tAg5i3NgsgIjTbY/uE0ilQ5P2qlWrKmFupXGiH5cVq0hwjWJcuD179swu4ozFPvqu6U7hvXXrllPXRAh09NfTCT7PDFG+ZMkSKViwoMyfP18Z+9SsWVOLgMP1CnBMIXjN2RnYDMqdO7eKZBLiKhRwhBASQGChgAUrXNkc0yetABoVI+Vp8eLF6nssppFChsgXdqt1AndMR5t+gPsM50wsynQ0WEZarJHGBjGC3XSkQmHRheilDpASZoBInFVBs2IIDjSfthpYyCNSg0iSVZxiAWpUcW3ihubYjuD+Pn36iE4Q1UL00vGaxQaHs56JgQlEkhHpRYN2NLQ3BDuilzqvV5xnqLvEZhQhXwIFHCGEBBBYuOCPM+pT0CMJYg6LfKuAdEREQrB7j7ouCM67d++qlCdEwHSC3lGDBw+WKVOm2GpUsJOP+4y+Utj119FwHJEG9M5Dz7BNmzZJ27Zt1f1ICUT0SzdFihRRaZJY+DtGcipWrCjbt2/XNrZ48eJp70XnE0jHhTg3DF9QN2WFmlWkm0KE4Lgiyhs1alTbY7g2IJrixo0rOkHkGSnhuCYhlnD+wRQJRkgQ7TpBLVn//v1VzS/aBsBUCly5ckXL54cZpIMTEhCwBo4QQgIQ1KWgETAK/Dds2KAW/zAj+PHHH7UvHsyNgFFzAVc7mJoYTXh1AiMVRAgR2UK/OoDIG1LGsCCEEJ4zZ44SnKiTC0wQVYDJC8aCmh9E4QD6wO3evVsdZ51gzjAvjml1EJgQUDpT2jA3Y8eOVW6FziKsOsE16hu6a1YR3UXUCMfXiiACh4g+6t+MzxIIO93GPvhsq1OnjsouQA9HQzRhYw1uj0in1IW7OJ8S60MBRwghXwn8gUZECdEt/GEuU6aMtGrVSu2sE++g3mfevHmqhgWgqB/CyQoRHAgkpG9mypTJtqBGXR4icEaEUFfrBaSWIspmjtTgfIMhAtIDdbqLPnjwQEWjIXStFOVyJxAlhBhBOwEzxkYHEbvzHrVuqJ81N2c3DHVgDON4DgYmVnc+Je4DBRwhhHwFsLhH3cPChQvVIh8GJ0g3wu5vs2bNAt2IwwA7v8bur6MjoE5bcoPTp087XawiOqcDRK9Qz3j06FHL9fZz1nrBDMYNB0hEgHWB6C6OJ9KJEYF2XLDqjnKZF/eO55zu9FiI3wYNGvgY4bVCtAZz5uyzBH0bdQHTlzNnzkiSJEnEaljd+ZS4D6yBI4SQAAILGaT5QbhduHBBypcvLwsWLFDOisbCFUIONtI6BByMD5DyhBoRZ7u/OoHdN2rMkDaJcUGQmMena7GK3XosRq2wWHYENT2YJ9i3Y8PA7CSKWimkVCLioDs1Fj3BELm0GuinBgMfmPogtc4R3ce8TZs2qm3F33//LYUKFVK9B5GCh/ou1LPqBJ9v2BjA8TVjXLc65w4bLfg8saKAs6rzKXE/KOAIISSAgOU9DBGwsIFQc2bNj7Qn9CnSAeqQ4FiIejyr0bp1a7XgQnQQ/2LRivQ6HW0DHOnWrZt07dpViXNzmqJujJoyx+iHlUB6KQxzrEjHjh2VYQhMLnBNTJgwQUXJkXYK8xzdIC0WfcOw4YJoK4538eLFVWQQ9ZfoaaYLfL6FCBFC1adabTMIAhd1Zv369ZNs2bJ5c3zUGVm1qvMpcT+YQkkIIQEEUmMKFChg2fmMFi2aitRAZFqN6NGjqwUrBC56JmGcqIHDfRBx6Lum01304sWLKp0Si2jHBaHOZtRWTj8FMHxB5Bd1oKhLcqw/0rmYRmQVromIbmEcOI4wHYJQR+Qc7Q90gjGhzhELfZx3SL9GOwZEXtOlS6dq43SBa+Dw4cPa6j99w2z6YhaWVogOoi4Pxw1mV6wJJV8CI3CEEBJAWFm8gUaNGqlFIBpjWw0sqgyzEoi527dvKwGHhSvsyXUCK34r4yz91Lx41blgRbowgHunGSssphHhRfqpIZYMQ5X8+fNrac7uCM5/nPsQcEhBNaI2iKQj6qW7D5yunmp+gaiqVdHRRJwETSjgCCEkAMBuPXohIcUOxgNp0qSxPebh4aEaZevsx2UYNcAVE81tEelyjIaMHDlSa90K7MiRPpkrVy4ZOnSoquPCeI1Fti6s3rvJMf0U0UvUdFkh/dTKi2mcV4hmIRKHSBJq4XLmzClr1qzx1lNP13E1GtfjHIQYhksrrgtzI3cdDBkyRKWgDhw40HKRVfS3tCpWMe0h7g9TKAkh5AtBVKtevXpqgeXp6SmHDh2SadOmqV5EAMYDaLyr2xShcOHCPj6GaIhOgYkG2TCVqFy5skpXLFeunGongLTPRYsWWaL1AlLG4G4HkMKG1EorYOX0UyszatQoZfKC1h7Y1IDpECKDSJXFZgYElJVA6t3Zs2eV4MQxt0KaomPtmxUiqwDmL9OnT7e7XlGbjOtDN5cuXVICHP+OGTNGmQ3BaRTHFeMkxBUo4Agh5AvBQh5RNywEAXbysVjAH2fYp1tFwLkbSGlDzYhugwS4i9asWVN27txpi8xggQhBjDYRzsxqAhPMEeq3EH1DfSM2DzA2LBARHdFZK2X1xbQZ9Msz6uCs3GMNKbNNmza1NZTXwa5duywbBcMGGpx/0UYDEVVw8OBBZaaDOUPDcZ3zhl5wqGVEb0RcE4gEwzQH4166dKm2sRH3ggKOEEK+kAgRIqj6I7NtNVLHYB4xbNgwVZ9EAee+1KhRQy2aYXhhpMbCMATpUFjsw/BCd+0lIm2o1UPjc6Tsdu/eXaWfImp48uRJbWOz8mLaXUGqMeaNG0I+Xw+4LqdOnaqcMgFMQ1ADjOsYwkkXefLkkWrVqkm7du1UzS+OpdEGBNkHN2/e1DY24l5QwBFCyBcCcYb6t9y5c3vbbUUqIFKxYPutY8GFRQFaB6AmBV/7Bn4H4h1EipBi59j+AYuuEiVKqAiTTnxLP0WE0NFAJDCx8mLauEZRJ2hEB2HO0aFDB0sbEukScHDERK0q0ifxtW/ojGBiswBpw44Omdh0QUsGnRFp82afWcAh+ovxok6ZEFegiQkhhHwhiCyghsFRwCGNCIYIWFDrFB9GCqLVUtbcBfRZczRpALjPCj3YEOEygFhCnZRV0k8RgTOLN4CvYYCBxbRO5s6dq1KfIXyN9Oc9e/YowYtND0QzyScyZ84sd+/eVTVb+NrseGpGdw0cNqvQTsNRwN24ccPmdKsLpGDDmMaxyTgEZ7x48bSNi7gfFHCEEPKFtG3bVv766y+nj6HHFEQc0u90YHar0+1c567AQAVRVKRKItoK0PAZx11ndMs34IaKhSL6r40fP17bOKy8mMbcwO0Ux9EAQg4GJmgCTQFnDxw7jXpPfG3llGfUHiOymjdvXnXf3r17VWS1Vq1aWseGWtpOnTrJkiVLlNDFBhDGhsbjMMIixFWYQkkIIcEcpEMhGuLYAJp8EhuoZzx16pQkSJDAdh/SyVavXi3x48fXNlUYE+otYS1fvXp1tcOP/lz9+/dXfcOQnoXn6AKCaMWKFU4X02itobMvVujQodXcIGppBmmoOLa60tlgiuRb5BQpgBcuXLBkDRwMf2Ci07VrV21jwOcYzi/0y0O6rhEtR28/mIXguOscW/PmzVWEF8cP0Wj8i80C3AdXVEJcgQKOEEICEOyoYgGIhYxjet33339vyblGHQYWjVZIB7QqSBVDHRzSEwHMTIoVK6Z1TBCPVatWtS1SIdaQrgghly1bNmnTpo2tkbYurLyYhnDD2Jo0aWJ3P8Y6YsQIJZJ00KdPH7ftT6jTYAVRQXNqIoQunFgB3FnDhQsnVgFRaZgLPX/+XH32pkiRQveQiJtBAUcIIQHE/v371U7qtWvXvNWG6K4L8Q262jknUaJEKn0Slvz4V2ekzafaS9iRI90PUQ8428Gif8aMGd4MV3RjxcX0pEmTlMhFSwNzdBCRELQAcRR2xNqfJTBXwTVrXK/4l3VlJKhCAUcIIQEECvtTpkypdtDjxInjLQ3KqiYiFHDO6d27t+r99vfff6tIEnb3sShE3RtqG2PHji06wfmENgGIJGHBjGjWxo0btUcGzaCxPcaGmjwzMFlB+hhq5HSC9E5E2wwXSkRWEZWrUKGC6AatFrARZIhdbAxhvHDKhPupFdH5WYJr1bgZ1yyi0oaYwy1WrFiBPi5srLgK6i8JcQUKOEIICSDChw+vFjCONTW6efr0qZ81cHDMtGqEUDdv3rxRkRksDGE7j8Xhu3fvlFjH4nDChAlaxoWIg+EKCMy25FYBTYvLly8vzZo185amiBTQ9evXi9VAWwiMS7eJCUQaHDLRtBtjSpUqlap1RI0jFvpIQ7UaVtkMQv0ijKUMQYeWH7hmYaYT2DWhEI5m0Cwe6cQ4ngAtP1D7hrTn7du3B+rYiPtCAUcIIQEEFvOwR9ddd+Rsoe+bKQJ2+a2c4mk10CgbUZtx48apGhZd84bjOmvWLFtkFw57MAVxjDLAgEUXiLxB/BoN0A1QS4j0z0ePHonVsIoIiR49utowQFosUmRxvsFuftmyZdKzZ09b1NBK0aQHDx7I/Pnztc+dAaJwOP/Q5gWmPjqvVwDhDUGJ6xZtPozPE7SzQO/B9u3baxsbcS/YRoAQQgKIli1bqj/AiIpkyJDBW+8wXc1t4VJIvmwRuG/fPrv0LNTWwEAEkUud/PTTT3bfO9Zt6RbmiF4a5iVmEA1BiiDxvW7QaLWwefNmFY2DaEe/SaRT6gAC0i90mjXhWkUtMj7zjGsVzrEYE9pp6L5esfGDY2mIN4Cv4RqLiCsFHHEVCjhCCAkgYIsOYIpgYDS71bmQ1r1ocVf69u1rWwTCHAGLwMaNG8u8efNs/eB04g6uoTBamTJliooeOaZQImWM+AxSsVeuXCmVKlWSTZs22frVweFWV+2glTeDkAGBaxW1qvjMw2YGooGoR7ZSOjuilI7gvmfPnmkZE3FPKOAIISSAsGJzW7/q38zoNpSwoolJwoQJ1a55tWrVJFq0aGJFdu/erVwUYQpiBhsGSB/TGRFBZAGmKkhLNJqeb9u2TQ4ePKgiEcRnkCaJOjyjYXyePHnU/Zg3WM/rwqglW7t2rbfUWJ38+eefSqxByMFkCCLOatcsxDjSJfGZgs0NANEJ4xxEWAlxFdbAEUJIEMav+jczVqlbsQqIehipWEgdg2mJsTDELUaMGGIFYIBw584dm5mJAerLcJ/u43r06FEZNmyY+jds2LAqlbhLly7ael+NHTvW18dv3bqlGo/rnjeAdGwc20yZMqlrGcCQA5stEFG6QAox+iJaScC9ePFCiThcr7hucb7hmsW1aly3uq9ZpMX+9ttvqtUHhDDAxkvDhg3VNQIjLEJcgQKOEEK+ADjpwWkP9W742jd0mEnABMHg6tWr0rlzZ6lfv75tNx+1XSioHzRokLd6KvIJpDdhcYj5xOLQcBuFwxxqa3SChf29e/e8LU7hbpc9e3Z/RWGDA+Zmz1aOqM+cOVNq1qypRK/VGDhwoDq/YK7iGPm10jW7Z88e2yYMrllsGqCBthXEprkvIoUb8S8UcIQQEkBW7sYOudMPWwu4PCINq1GjRsqt0AzqRFCnhEUO8R0cQ0RAINYnTpyo1dXOSLlatWqVcj5FHzjzONEeAlbl6A2nu1bv4sWLqnbLsW5PZ3qn1YGbKIxekL6LCI3RbNwqqYBIhY0QIYIybHIUIMuXLxfd4FxDqi4EHG4Qc2gvoPtzmJCAwJrbJoQQ4iaYF6RWN5VAtA3mEY4gSgNhR7yDY3ro0CHbLj5qyrB7Hj9+fLWIdezxFJgY7QNgkgO3QnOkBv3C4Fb4yy+/iE7gCIg6LrgmYpxW29SwMkjlXLNmjfzxxx8qBRD9/VA/hUi57ibykSNHtpk2We1aNVIojWsV6Z64TtGvUef1CjCewYMHK/HrbEPj8uXL2sZG3AtG4AghJJiAaEyFChVk6NChdvejdx2iOOfOndM2NiuC1Fg0A0YqFlwnsfjDQhr/WqlZdp8+fVRdjRXTsDJnzqzqkDBGGEw41mMaItQq9W9mWrVqJVYBKbJz585V6c7ooYeIK6JyaJLuW+Q/OIG6QAgkiFtco8b1ihRFq4DsB6Rh//jjj06vh9atW2sbG3EvKOAIISSYLA7Xr1+vds1Ru5UrVy51H9IBL1y4oJoDlylTJtDHZGWw2DIWgroMN/wDdvQNEQ6x7mhqogOISqNe0Ir1b7Bvh7EEIkrgyZMnEi5cODV3VouGwK0Q5hcQcVj8owE0eoihVg5CJbBBii7q4IzzDamUOkGjblyr2DCwKjjP1q1bp5rYE/JFeBFCCAkQEidO7BU+fHivb775xitKlCjqhq9xHx4zbkmSJNE249evX/fq0qWLV6VKldSta9eu6j7iM7NmzfJ6/fq1t/vfvHmjHtPN06dPverWresVIkQIdb7hhq/r1Knj9eTJE61jK1y4sNeGDRu8rMi8efO88uXL53X27Fnbffi6QIECXnPnzvWyAnfv3vUaNmyYV9q0ab3ChAnjVbNmTa8tW7aox54/f+7VsWNHr4QJEwbqmP7++2+v9OnTe3377be28w1fZ8iQwevAgQNeumnQoIG6JhzBfOExneDz//Tp01rHQIIGjMARQkgAATMQGFtMnz5d7UgDRERQh4SmsnXq1OFcuyFWt+mvUaOGanOAZtlmd1GkYyGFceHChdrGtmLFCunevbvqc4UIDdxazaClgC6QWrd06VJvPdUOHz4sVatW1e5CifRItLJARAk1qvXq1ZOoUaN6i7oiZTCw6m9Pnz6tovdoH4D+dEYbAdw/atQo9XmHuse0adOK1a7Xhw8fqrl6//69trEhDRbp6oiiItJLyOdCAUcIIcFkQQhghY9UI6SHLVmyRBX4z5kzR6WW5c+fX/fwLIlPNv1IDUTK1uPHj0V3miIW+o7HD8catVKoC9KFs/os1P3A0ES3iQkW0KhHypEjh939SCtGSiJSK3WCGjcIN0OUOwPzeP36dUmUKFGgjKl69epKACHl2rF+C2OBMypE+uLFiyWwQbsMjAFppUgLN1+vOM9gCIM2Krdv3xZd4G8D2gdgnIkTJ/a2oXHkyBFtYyPuBV0oCSEkgMCur7PdXSweIAB0g0UXiucRCcRC4c2bN+p+T09P1dcJNXLEfrGFRSpuaMFg7neFYwpBDoGkm2jRojk1A8F9WMzqxAqbFj6BY4rIOHqZZc2a1bbZ8uuvv0qxYsV0D09F8v0C52ZgiTcAd8cNGzZ4E2/GWLp27aqtlhb1Zcb16qwODvfDTEcnFStW1Pr+JOjACBwhhARgyhOsvx0XhI0bN1aRLr8afQeGIEHaE1KxYDuPCBLcFJF+B8dF9LMjnzAWe/i3ffv2queV2aYfO+gwhcHXOkEPP0RTEUk17OVxLGE3j4gIRArxDgxMMEfok2dEQrABU7JkSWXdbwUTGERPESVElO3t27fajZDChAmjolsJEiRw+viNGzeU4Q/6rQU2mCdEtooUKaI2q8zpprhGIXThJktIUIAROEIICSDgEIcFIfqqOS4IIep0g/oUZ42TEamB+x6xp1evXupfCDXUmWHxarXooAEW1QkTJlQ3gAU/GntDpOgQcK5uVvzwww+iC6TYIeoMJ0VY84PUqVNbxsUQGyuIZiGVE0IOggR1XIZLpg4BBxGEFFOfBBycMgMzImimYMGCtqgvxmfV9gr4rEWqPVIpURuK44qMCDRux0YfIa5AAUcIIcFkQYjozMWLF5UgMbNnzx5L9TWzGhDlRjT1zJkz6ut06dJ5q3UMTKyeiuXK+HTXwBng+rTKNWoG0XJE9X///Xe1yQJzEGwM1a1bV1u/sJo1a0q7du2USVP69OntHjtx4oTqR4gIv04gICGSkIJqvl5//vnnQO876Kz1AtJzMY6rV68qgysIuOXLl6tNl9mzZ2sdH3EfmEJJCCHBhEGDBikXNEQKixcvrsTmtWvX1EKxR48e0rJlS91DtCRw+sPCdefOnXb9wmBgAodHR3MT4h5APCJVctu2beoYOzo5bt++XXSCcw0RLYglfA1nUbg+4j5sKhibRIEJUiNRO4gx4DME40HaIoTS1q1bJWfOnGredEarDx06pLIewoYNq8YDDh48KK9evZLNmzfb0tt1APGG9x86dKhdGvtff/0ltWvXVqKOEFdgBI4QQr4A7Ea7ysiRI7XONRzYsEjFAgxpWUinRJodds0p3nwGc/Ps2TM5deqUnW06FtFIY1uwYIHoxqppWUj9g0umFUEUCwKubNmyKprkzJhDJ4i2GWmASJlEhAbnH6I3qDXTAYQZjEzQMgDnPerOACKY/fv3V5tB+EzRCcaA1NypU6fajIeQyg5HzzZt2sju3bu1jQ1CEi7AjuAaZQ0y8Q+MwBFCyBeAKIxLH7bffKN1Rx/Rhr1796q+W6ihQSrl8+fPVb8mszkH8Q4WzIguOLObL1GihPb6Qce0LNQ6Ylcf/dd0p2Xh3IL1PNLXrNamInr06GpudLkm+gXOrfr166vIDFLtcJyxYQCzGg8PDxUFI95B5A31g0hfN4NNF9Qn62wPASGOlh9IvzZH4LZs2aKuEV3CnLgfjMARQsgXgN1odwDNbbEgRKoT0rF0Ntp1NxC1dOzXBHBfYDVQ9isKjIW+kZZlAGGCxb9OkLKLKBecAVF7iUUqaqSs4AYIZ8LkyZOLVUFrD0R+wYABA9S8ocUBXB6RBq0TCA1sSsWPH9+2mTF//nz1uQLXXZ1EjBhRbVw4CjiM2Xx96ACRwb59+9r65GEOMdZOnTopR1tCXMWaFj2EEOKmoB4ETnGPHj0Sq4E0MTTwJv4D4gPpduYGwGgXgVQtpKPqBmlZzpwmrZCWBTOTlStXqvlq2rSpWuTDZKJcuXLKuMFZ38TAAq0hxowZo65ZK4JokRHhR+QG7Q7QrBpmOpkyZdI6NmwMGJtXOMcQAYaI69atmxIoOoFjLJqgL1q0SIk23FCrihTKWrVqaR3biBEjVOYDjidq8uCciU0ECEuIdEJchSmUhBASAGAR07FjR2WfbuyaYye4UqVKyjwEtUi6wQKwS5cu0q9fP8mWLZu32iSMl3gHC0DsnKMGzrBPx30QxDjeRhRCF+6WljVu3DhVp4e+ZkhjhLBDfSZSewMTXJsQIagXhEuhY5QVAlM32AxCWiwiNYhgomm7FUCDeLhiwmBl7NixSiwhRRsmITieOjeKcF7h/IJ7p7FBgGOL6OXgwYO11+gZzr9IiYWYg6mJFRrHE/eCAo4QQr4Q7IpnzpxZ/TGuU6eOSt3Brj5qLlDoj8UODCV015qZ+yKZDRswVqtYulsVzBHq4AznP5hJWGXRhcgCIr5Iy4IYwcIQKbOIfsGoZvTo0bqHKPfu3ZNZs2apdEo4n0I8IUpy8+ZNGTJkiEqpxOI/MGnQoIGvj8+cOVN0gc0CCA6IIjOI2EycONFbemBgg8+ykydPKlGJzY18+fKpNECkA0LUIbqkG9S6wdQHJEuWLNA3CAj5mlDAEULIF4KIFswQYAXtaCkPe3IsbrBY7Nq1q9a5Nhzj/GqES9wLT09PqVq1qkqlxCYCxBAiwnny5FGtInS6QCKKBSGECCHqoyA20cfMaMcAsMiGIEbkhHyM5iO6i88SRLPMG0JwVoRYh3hC5FUXuXLlUumdcPBEbS2icUjrxL84FyHMiXPQtgIunkaPOpz7cMe0yoYQcQ8o4Agh5AvJnTu3qkHyaUcfhgNYeKGPE3EfXHVv1N242ADRGqRPWiktC86Y6KEH4ebo4mmAaA0MWHr16iVWiKbPmzdPNYFGPzEdIJKFaC+Op2M/NcwV3DwhmpCarQv0REQUFfOFdhqGqQo2qRCl1pF+inRhv0CmAY6tLhA9RT0tRC42WABEL1qAQNQ1b95c29iIe0EBRwghXwjS1iDOkDrkDCxo8ubNK48fP9Y61371P0K6HfkEUl99WwiixxlqbHSmnsIFE2mJWDAbtVJJkiRRC8Qff/xRe28zpLG5Q+oaauEgQjCPEJ0QJxMmTNAyFohv1ASi/YIzYMgBwYu0bJ3gvIeAM18nOAdxvHVEB3HMfBsrRPGbN2+0Xq+ol8WxbdGihd39ONfgOgqzH0JcgQKOEEK+EDSLxR9en4xKkBKFP9w6Hfcca+AMzAt81sC5xp07d6RPnz5qwQ+HSpjD6ABpdeXLl1dpkkhfM1LtkJp14sQJVZsEB8jABot6V9FpnINrFuIXKZ7o5YfeanDJhHDSKXyRXoron08tDtDDEQ6VuvsPugurVq1SkUG4yCK6CQGls3bw6NGj3o7thQsXlAkRoueEuALbCBBCyBeCRbMzcWSAxaAVrMqxQDXfUJ8H8YHUtsA2kHBH4C6K5tgpU6ZUizDUdekSbwDiA1FV1NSgcTEMcxCdQRolog1oHK+jiTcECKIyvt2M5+hg2bJlqkceIuY4jrB2x+Ie13CGDBm0Ry1xnvkmbOE0qnuhD1MaRHhRb4kNLJjmmG9WACmoBQoUUC0P0LYCzpg6xRvApsqKFSucikyMkRBXYSNvQgj5QiDOsKj3aeFnBfEGkBrmSPHixVVDYzSDRn8p4p13794p63ukOMHGHREbpCjqBoINkQWjV5gZRAaxWEU9V2DX6Fm9uT36hCESA+t73Y2dfRNxjvVv5gin7s8UNI6H42SPHj0kTpw42kWvGZi94PhicwXnPq4T3a0+DGDkg35vqCE018BBbKIvIVoyGLRq1UrjSInVYQolIYR8IbBHdwUU+1sR1OghJUv3rr7VwCIZEayePXuq9FeYbMD63ioRhtixY6tFKlpYOANRudKlS2tv5m01YDgE8Ybeb4giQdAhGoheYYheYpGtE0QCfRNEVmj7AeH7559/+nju6QD9DnGtzp07V0WzsOECh0crgfpUV8Dx1dlLj1gfCjhCCAkmoD+Y40IQ9VxobguBguay5BNIp8MiqmXLlsrm2yczDl11XIicoqcaIiDOQFogFowwbtAJarUOHDigUnZhumIFB0+4OaJvHuoY//77bylZsqSsW7dOpVTCwt/K7T6s0PYDIhfRXdRtWQVcnxA+MAhB6xbf0hgJcXco4AghJAB3gLGAMNJ1sGiFKQIWO40bN9Y+z8bOvmP6FdogYCGruzmw1fCp8blVIiGIBCK65th70FynhBolnZGaNWvWqOb2iO5C6JrnEV/rdmY1DCSQFotIOsaJ3mZIka1cubLuoVkW1MyidnDy5MmqmbcV8K0O2UB35NIAPQ+vXLmiGoyjhpAQ/0IBRwghAQQK5iHUkJaFhTXq4rCbjwUiojhI79EJojWOCx4s/n2qtQnuWD0SguOHFMnQoUM7fRyRN6RY6lyw4hqAYQjS2azeTgDRQUTh0Cdsw4YN2iOX+AxBdNBIgUXKLBpo41/dIOUULSIQucdxRfqpGSsIcyuCOcPfAiPt/vz585I0aVJ1X7x48bSbrBD3gQKOEEICcFGDgnS426EYHXU2KE7HbnXTpk1Z00ACFJ8axzuC6JIuwocPr1oaYJHqTiDdU0cvM4D+gqjTg6MoIkboM2mIIkR9a9WqpSJfOgWxX3W/Vq331Q2aeONvwujRo6VUqVIqrR3XBlwoe/furepWCXEFxm0JISQA3QqNaAhs3I1aC6QmotZMN3A1Q/8hR3ez8ePHq95SWFQQ51y6dEkJIfw7ZswYtbhHlCZhwoTKDEMHOoWZq6C2DD3NrCjgIEKiR4+uUiZBx44dZcqUKSrlGc6FOhf5SL9GNLBYsWI20xxEUtEyAtEaPGfq1Knaxmh1gTZnzhz5/fffVZrivn37JFGiRDJq1Ch1HlaoUEHbuNCXERt7SFs3pxPjMwSfLYS4CvvAEUJIAIE/wlg0wJ1ty5YtaofVMJOA/bxu0P/KWXF/3rx5ZenSpVrG5C6plDA0QTrb8uXLbW6dcCyEMyWxZ/Xq1bYbxFGHDh1UdAHnn/kx3HSCtM6wYcOqr7HIx0bG0KFDlahr27attnFhntDjD+LX7HiKr0uUKKHqVa10vb5+/Vq1NjDfdDJp0iTVFgWpuzDQMVKIkSGhe5PqwYMHTiO7iLpaqRUDsT6MwBFCSAAxZMgQqVSpkgwbNkztUGfKlEndj4Vqzpw5tc/zo0ePnPaCg7nEw4cPtYzJHUBdSv/+/dWi0Nw3DL3WsOgn9lSsWNHblPTt29dyhhIwHUJE2oiMwLgENazY5ChUqJDWWjw4jPoEHnN08wxsIDjQaw1OnvhccUTncUXPRkQncR7CYdcArVJ+++03beMyxoDIKqKowBBt06ZNs/WFI8QVKOAIISSAwKIPQgg70NjtNcCi0AoGDliswtQCNttmkApoxRQ3q4AaLriJOoKddApf7+gWF64SIUIEJT6QBos6VQh0AFMftBnQBXqY4TMDZiqONv2okfr111+lfPnyohOkm6JhO6JdMG2aMGGC3Lp1S9XmmUWTDpA26ay9AdLbITx1R31hPIRm4zCAQTo2vv7rr79cNk0iBDCFkhBCAhCkOZnFG4DNti5DBDNYoGLhhbQ/LBZwgzMmIkw6U8asTuTIkZ3WMGIxDec44jNohO7MzRE26nhMJ8WLF5dGjRqpG9wAkXIHTp06pdUaH1HdWLFiSbZs2VTqNZpR44avEcHBZ4nuyC/aQ0ycOFGqVKmibPDhwNu9e3clUNAfTifofYh+fo5g80p3Y+/8+fOrsUG8IS0bGwc4nkjhxfEmxFXoQkkIIQG4cPCtjgFNoXWDHfMBAwaoujyAhSrqk3Q1VHYHkHaF+rclS5YoW/wjR46oHmuYM9xYB+f7hgbEr+MGBiJfuE9nqh3qoyA6kEqJqJZRs4rjiTTFbt26iU7OnDmjXG3NbQSQZmeFfo2IXiJyhOgl+l6iNhRp4oh+QZgYdaI6QDoiPtPQp65hw4bqexiEDBo0SH1ds2ZNbWMjJKCggCOEkAAC6TCOrpSI0mDnF0YOVurxg2J6GDhgIUZ8B9Gi5s2bK2MJCA5EHPBv7dq11X1mownivVcdxK5js3EYwBQuXJj9wtyUjBkzqloz9ECEU2bmzJll+PDhqn0KjGBu3rypdXyIAkLEGc6OaGjfp08fJeh04unpqQyurl69qjb7kLpetGhRVYdMiH+ggCOEkK8M6kNgpW4F23ek7uzcuVMtbCBAYMqBaBwWEBRzvnP9+nU5efKkii6gxiZFihSBdNTcD8wPFqgQanBnheg1gPhFpAYRL5hg6ASOsajbQnQcEVakxMKCHtF0pLvpZPv27bJnzx4VwYQQxmIfrUmscN7Bkh8bF2hJgpYpqMlDjzpsWo0cOVK1ObBK42xcr1ZIYZ87d66qP3Z06YSxFNyLa9SooW1sxP2ggCOEkK8MFofYodZtr33t2jW1aIYQQV0S6n6wKMRiC99jEUFIQIBoh/Fv+/bt7TYHkJ6I1F3UT/nmthgYdv0w4KhTp44SbUgJxPWA+rL169erm64m4hBE2PSBcIMpDAQxTEIQOUctK6JcVgIRJaQWwygJ0TliD+YmV65c6lxDvTHSYCF4cc6htQGath88eNDmXEyIX1DAEULIVwaLLRT8Y5GjE9hqI+IGdzsYIiA6ggUrInK//PKLXLhwQev4rMrPP//s6+Poy0V8bpaNyAKcHa0GRBEW06hjxHVhXA9Ie4ZToFF7FtigRgsbKpg7OCeiBhObP/geUbnq1atLjx49LBPlshpWrEVu0KCBigQiyusMtLBAFgQ/S4irsI0AIYQEcNqYAXZYsQjErjkEnG6QLga7aseoB6Ih2N0nzvHw8LD7HmliSKWECQZ6wRGfQT9Eo44QkSXHFgMwwdDFuXPn5Pvvv/d2P1LacGx1gbYeuE6NuijY8sPZFjVnON8QsUFfQt0CDi62qHuD2QpImzatqvWFI6VO2rRp42stsg727t3r69+Apk2bSrNmzQJ1TMS9oYAjhJCv1MAY6U8wb0B/OCs4x2Hx7Mz1D4YD5gbVxJ4VK1Y4nUs4FyZLlozT5QuI6iKCCUFiBpsbuht5w9Xx4sWL3loGoO5MZ19ERN3MG0H4HME8oX4V5M2bV3s0H/VciCpVrlxZ1cEZ8wZDDhj7oL5WFz4JW6MWWQeoM4aDrU/gMW6iEf/AFEpCCAkmIJUN0YUpU6YowXb8+HElMCtUqKAiIVYwWXEnEMGBOHfWI458JF++fMrABA6sceLE8ZbaprPmB7byECJIW0NPONS8oU4UaZVIUWzZsqWWcUEUQbQhZRLRcvRuXLt2rS3FGS0tsFmk87xDPzU0G3fsHwkDk6lTp9qiclZCZy0yjieyMXwyU4FTK5wydW5oEPeCEThCCAlA8Ad45cqVtgUMHPjgHGcFq3n0RSpZsqRKdXr9+rXaJceiMHr06LJgwQLdw3M74ORpREWIc9C0+PDhw5aIQDsCUYlIKqJGcCtEOqVRc6ZLvAGkJZYoUUI1kIfgDR8+vF3tFD5b6tevL7rFEIxWHMFnXdeuXcWKLF26VKJGjart/Tdt2qQ20JyhM2WXuCeMwBFCSACBdKwyZcqoVJhUqVLZojQJEiSQdevWWSLdDoJj0aJFyrABRfVZs2ZVzmjoCUecA9c/x/Q/RD9wTFHjBddC4pwcOXIoy3ndlvy+gfo8XLu4HrC5YYV2GhCUSEnE2HLnzq02WawE3CZRT9akSRO7++Fki40inYZIftUiI3KoIwLnF7pTiol7QQFHCCEBBMQbFgtoImvs9D569Ejq1q2r/oBjwU/cDzScdlbbCEMJ1HeZe5wRe+Ca2L17dxk4cKBkyJBBQoYMafc4Gxj7D0RqEJnTzaRJk5RZCM5/1OQZRh2ofxszZow3YaejhYVVa5EJCQgo4AghJIBAqtP+/fvVQtUMol2oBcIOv05QU4Od/LJly6rvUVuDejhEHZBCmShRIq3jI0EPI/LgWPtmBROTFy9eKIfHbdu2OXXI1GE3b2bIkCHKYMVo8Iz2AehdB/MV1Ovp7hkGcx9E24x0cdTFISqHmlryCWQ54ByDk2jfvn1Vim64cOE4ReSLoIAjhJAAAlE3mA0YO9IG2JlGvcjjx4+1zjXSOrFzjsjRvn37VO0PLMkxZkSRli9frnV8Vubhw4fK+Q+iA4tq9NEjrlnN+0bBggW1TWOtWrXU+NDM25nBim6bfvQzQzQfnydbtmxRAg7pz4sXL5br16/L5s2bxYoRQohLnS6Unp6ear6M6xWOovis0xXtRXo6Ukrjx4+vaqGRfu2TmQkhrkIBRwghAQQaAh85ckQ1ys6ZM6fNMQ5NsrNly6bSi3SCXd+zZ88qx8lOnTqphcTs2bPl1KlTKr0INSLEHswN2gVAhDsKD4hho9aRuB9IRURaM6LjVgQL//Pnz6saWohJGA9NnjxZ3ZcrVy5v/QmtALINEHHSFVmFq2iLFi28OU3CPAT1eUY0MzDJkyePqqtEHSjSOxGB86nOsmfPnoE+PuKeMHGfEEICiLFjxypTC/zBNmp9YBoCZzbUhegGiwbU5EHAYffeMOcIEyaMvHr1SvfwLAeMDyDUUD8De3TUzyD17/Tp08oqHQ2L0dCbu+l+R2WwqWF2ZkXtlE+OfIEFUtp0uhK6Mr4bN24oAYcm1GjeDXAO0uzCO9g8Q286mDKhvYH5ekWmASKtuC+wU0+xcderVy+V6YCIIBq1O6ubxWMUcMRVGIEjhJAABukyiHQZdSFwbLMCWNhgXHBpQ80b0rCQCrh69Wpl/Q0xQj6BKOXWrVtV9A0i1wwEL3bUYfeOfmLEOWicjNYViCYZUemDBw+q+cMmAqI1ukC0ZtWqVao21Io1SYgkYdGfIkUK+eeff1RKIDZhFi5cKEOHDlWCxWrojMBBvKHO2NxywUzVqlVVGiX6/unCr35whLgKBRwhhASjSAgcAbGrj7TAUqVKqfuxO4yGwd26ddM9REuBhSh6haH2yBlWXkhbBUQpsYGBiKURdUBUulGjRsokZPfu3drGho0M9PJDlAZ1jY4OmbqP67t371TkHtcr+r5hvABtGb777js1h1ZDp4BLmTKlahNQrFgxp49jM6ZZs2YqBZUQd4cCjhBCvgCkIfbr1085UDr2C3MEaXjEvWqkEEHyKYKK3mHZs2dnE15fQOQN0SNH+3aktWHu0O/MKnbzjmBjg3hPE/cN9MBEI3IdAg7RSZxXSBF3BjIOkBEB91FdIDqI7AdDREJ0wvAF0UFC/ANr4Agh5AvA4hQ75caOvaOTnYFP9+uIwh04cMCbbTrGhxoR8olnz5756lyHKIju1hBWB/OHhbOjgENUCfOnE3cQaHPmzFHGJYhWwjkWrT5QzwWHSh12/Yj++YVPAuprg80Ax1RnM6FDh1ZGMDrAZy1cTyHgINqM6wEmSTBWqVatmhJ2Vvk7QawPBRwhhHwBO3bssH29c+dOS8/lmjVrVB0cRAcW1ubFAgWczyLOp0UhnO6Qfkd8BovThg0bqqiMueEz+oVhQUt8Bi6nMLVAw+wBAwbYolqIDEPE6RBwV65cESuzadMmH81xsHmlC6TCIoUT9cblypWzewz3oX4Pz8GxJsQVmEJJCCEBAKJwSBc7evSopE+f3pJzip3fMmXKyMCBAy1p2mA1YDjg2464FZpRW523b98qsQYLd9S+Yc5Qb4kaTDTRRlQkMIHrJNLX0NAeLo++HV/dfRvTpk2rrtWKFSuqaCXqy9DTDGZDaPuB3oRWAFEt3yJfgd003jd0Xa8ZM2ZU4gzuq86ASysE3PHjxwN9bMQ9YQSOEEICABggIHXIyot51Ke0atWK4u0zoqvk84BYw8IUTp0wDAHJkiXTdg4aBiAAUSwrg2iXYVxiBqJXZx0XwOccxCWE+b1795Qohrjs0aOHMoRB1DWwMaeEW9GZ2CdzFYDH4DpKiKtQwBFCSAABF0fY8aNuxYr9pWDnDlMOLLSI36AHHPk8fIo0OBLYlu7o0+jsa8daKkTSdYM6N4wDdW9m0BMOZhw6QUon2i/AhfWXX36x3Y/sAwhjHQLOAM6mSNd17LUG0Yn03e+//z7Qx4TsDKRw+lQfiHRsK0QxiftAAUcIIQHE+PHjlTNh3Lhx1aILzpRWsiUvW7asSmeDU1uGDBm82aaj4Tjxzv/+9z+5c+eOt95NaIqO+6wcddUFmhfjGkAEyd3qBBEtQfsD3ccVrrbNmzdXKYqYQ5gPwegC0cxp06ZpHdvs2bNlypQpUrRoUWnatKntfjTJNnpg6qJw4cJOr1cIKDym47jmyZNH1TTi5owJEyao5xDiKhRwhBASQKBWxcoYO+V9+/b19hhruXzGJwHy5s0blSJIvIMaN4gNpAHCoKFu3bqWjEpbGfR5Q+QGvRsRFYTdPDaHkJJas2ZN7enYztprII3RcOXVhVGb6gg2XBw31QIzOwN1ixjDb7/9plwoMc4zZ87IiBEjVEN5pmwT/0ABRwghwcSW3Mo1IlbueYXFICIe6DNlgF18pGo52uOTTxEF9D1cvny5SpPs0qWLigAjta5EiRK0S3cRuMbiBgEH91jHqJJOg5U///zTW3rn0qVLndbtBQaVK1e2Xa9ofG42yMH1CoMQwwk1sMH7Llq0SBo3bizLli2zewxmOtjsyJcvn5axEfeEAo4QQgIQpOlgEQPDBqQrIuqA1MlYsWJJvHjxONduhNHzCjvlMGtAKqUBIm8wa8D9xDlYQKNVAG7Xrl1TaZXNmjVTbpTof2UWxMR3YPpiJedYtDdADSEicdgYglA/d+6cSq1cu3atljEZ7QNwvcKoBtFL8/WaO3duu3q9wKZSpUqqDnnz5s12jbyxoWGlY0vcAwo4QggJILDDCzcxLCSuXr2qFgsQcFjcoJkxFje6ammcgXFiAYGd68C2c3cHjJ5XqJvBMcROOfmylgxYXOuuLUPfLXfodYZ0OwglpNbdv3/fWwRdZ5sD9KBDX0mkYyMtEePMmjWruq948eJaxjRz5kz1LzZWkKaoK13SJ5BaWr58ebXpY/V0e2J92AeOEEICCIg3LGLgzGbu2/TXX3+p+hWIOh1AgPgULYTpCqKD27dv99EhjdgDAXLixAmVPkZR5zOoETRSKPfs2aMaGKMerlSpUi717PpauPreulOO0bMR1yfSTnGNOtZ1+eSiGdx59eqV2igwolqI/q5YsUKlfSLapZMYMWKovwcpUqTQOg7i/lDAEUJIAIGIFtIl0efKLOCwgEiVKpVyk7MasK9GjQ3GO3/+fN3DsSRowAvXTiykId5gQ75v3z61QES6GMwJiD1IlVy4cKEkSJBAtRTAOYbm2cR1cE1C+MLZ0Wrgc+3gwYMSLVo0b5tC2MS6fPmytrFBpCGrAO6YGA8+e5FCicbnqMuEwY4u2rZtq7Id0MSekC+BKZSEEBJA4A8zBJEjqHfAzqsViRgxomq+W61aNd1DsSxLlixRLooAKWKIpMIqHf3+4C6H3lLEHqSJIaKLhf6uXbvUzRmI0OnCiv3CzMAgB9EkK4JrwFkqLKKuqIvTCTbRjPpV1CPHjh1b/vnnH2UeglRPnQIO9Z+ISG/dulWyZcvmLc0TApMQV6CAI4SQAAJ91FATsnjxYvU9Up5Q+9apUyepUqWKZecZkRGd9TRWB7VIWASC9evXK7GL2kFElmDpTrxTr149yztNWrFfmJmJEydK586dlehAg2zHvo3YfNFZP7hp0yabcQjAfG3btk3VoOkEjp2IXgIYhiAah7RZmJggG0InJ0+eVBFKYBiZGFj9eiHWggKOEEICCPTzqVq1qloQYue8YMGCaoGIBq0DBgyw7Dzv379fpX0S56D+CM3P48SJIxs3brQ148VC0exMST4Bx0mrY8V+YWYiR46sIvpFihRxOm4dAtMw38D7O9bgQWBCvOFzUCfoT7dy5Url+giRibRFACMYHaLXDHu9kYCCAo4QQgII7EZv2bJF1a3AkRJ9m5AmU7RoUa1zjLE4w9PTUw4fPiwDBw60fA87ncB4o3r16krAYeEKsxrw999/sw+cG2LlfmFmUDcIUYTaVGcmJjowjF2SJEmiauCsWNeIiCVMoyDc8NmLDTQjGqerR50jMKdBqxmk6aLdgU+bCYT4BE1MCCHkC4GhBXbt4bJnMGvWLCWKEKXBrvW4ceO0WfWbLdwdwQIMbQaQ5skFhM+glubGjRsqfTJ+/Pi2Y4woCSzViXsJcuP4QZg79gtDFAktQHSLE5jkoHYLJhzEf9y9e1dlP8AAxnAdPXDggIrAobZQF/g7gXMOkTh83l64cEHViSIdG462uqOXxH2ggCOEkC+kdOnSyokQIgjAYh6RN6QYpUmTRoYNGyZNmjSR3r17a5lrn+o+sJihDT4JrvTp08eS/cIMEJ1BNMmI+FqNFy9eKHMa1Pm+ffvW7rFWrVppG5fVa0ORyjlt2jT1t8FwKkaqJzbS0OCeEFeggCOEkC8EqXVwJ8yePbv6Hs6EWNggldJwMUQ0DnVUgQ0K5mEsAKEGgxUsWI3+SMR1uFglgQ0+N7Dp06FDB9XGwtHEJGPGjNoOCiKD6FOHDANcG1GjRlU2/fhsQQ2wzjYC4NChQ8pMypm41Ol8CjMkiDVEBs2tZjBfOJ5IuyfEFVgDRwghX4iHh4eqUTGAeENUziBHjhwq/U4HZ86cUQssCDhEHNAbiQIuYBerjDa4D+YNDdRD+ZY2DDt6ndSoUUP9i/Q6AyMVWpeJiQHqy8qXL6/aRaD2F0ZIEJhot9G6dWvRCfoPItJVsmRJVfeGvnBwfLx3754yNtEJPj+cff7CBVhXij1xTyjgCCHkC4F4u3LlimpajN1eLPwglgyePXvmbfc8sMicObOq+cmfP79a+A0fPlwiRIjg9LlI1yLutVgl/gP1isZC2XBUtCr4TLEqR48elcmTJ6v6Mjixov8bIklDhw5VqeOGUYwOYMqEPnDNmzdXUS60+oDpCtLYkS2hkwIFCsjs2bOlX79+6nsIcRjDYN7QuoIQV2EKJSGEfCFoDItUmCFDhij7apgj3L59WxkigHnz5sno0aOVa1tgc+7cOZW+CcczCMu0adN6a1xsLCR0RxysCoxK4DgJMwl8DdMa1K/gPixW0dSbkOBEjBgx5K+//pIUKVKonogwaULEC9cC6n8RadIFahpRSwYzmmjRosnOnTtVCiqyEdCSAeYmOvvAwRkTkeDt27er3qEYKyJwaB7Pdi7EVRiBI4SQLwS7qdhxRt83RLcg4AzxBmbMmKHSeHQA0YGUIoDdcqSPOTYuJr6DaJvhZIe5Q10NBByicbpSY0nQBI2ykX6Nc87cNNsZWPzrAumn2JCCgMPnHqL3SCueM2eOajquE6THIusBxIsXT4kmCDg0aEcatE4wN0jnHD9+vIoOouYNfzsQLdQdHSTuBSNwhBASQKCvGgScY3Nn7K7ifrOoI+4DxDf6haG3FOzl0ScMdW9YrKL+EZE44h5gce9quwxct4ENNgpggY+NAmPTwBm6a+BgEgKRhLQ/uCqi5syIyE2fPl2lbusC1ykMpeDqiM01RAeROosenYh86TQxISSgoIAjhJBg5Gq3YMECtQMMkPqExU7VqlV1D83S+LZYRXQVjnLEPUB03NyTq3///ir1z2j2jPRYuAT26NFD1T7qABFe1NOyL+PnAeH9+vVriRs3rq2+zLheu3fvrr11CjZ9IHKR0gmQ1o46ZZgjEeIqFHCEEBLEwSKmVq1aSsBBtBmNbLGAuHjxompODWHHBaN3YPyCOYI5DdJRndUPEvekSpUqSpS3aNHC7n6kt23dulXVs+oAEXzUaVk51Rm1ZIhkoSbUzNOnT5U5DOq7dHD16lUVacP1itRO3emcjuzevVsZIiH92mg7c/jwYZXeiVY06P1HiCtQwBFCSBAHjmyINCD6UK5cObvHUGeD3V9EHNq0aaNtjFZ1AUSdkdG/L378+LJs2TLbwou4N0hrhpti8uTJ7e6HYEcKoK6eXOY0Sqvi0xgRoUbd2bt37wJ9TDt27FCfb69evVLfY7MFEXK4xVoF1OIh2jtp0iRbqj1SYZs1a6aihCdOnNA9ROIm+JxgTQghJEgwc+ZMGTZsmDfxBiBQkGKEhQ6xBw2U379/L3PnzpWlS5cqAQcrchI0gEPhqlWrvN2P+/CYTqwaDUf9J24AGxvG97ihXyJSAyHgdIBNqOLFi8utW7dUeizqVTt27ChWApsD7du3t6uTxteo18NjhLgKI3CEEBLECRs2rGonkDBhQqePX7t2TaVVGjvX5COxY8dWwg099ADS2iDikCYGq3Li3vzxxx/SqFEj5fqYK1cudR8MaTZu3ChTp05VxjW6oluNGzd22vDZzMiRI0XH2AxxifRiZ581MA0xNx8PLJDOiSgWasoAHCcjRoyoGnjrFuQG+fLlUxtDjj0Ika47ePBg1WOSEFdgMj8hhARxsKhCjYVPAg6CJEyYMIE+LquDdDAYHxjA5htzifvRGJi4NxBoaAcxduxYmzMhvt+zZ49N0OkCqXS+udbqitAhrRjCDU27Dxw4oPrBGWC8SKl0dOENLPA5Fj16dNv3EMC4XuEOrFPAGRFLAPfa1q1bq2hb7ty51X0QbRMmTFACjhBXYQSOEEKCOGXLllXiDXUXzmjatKlyvlu/fn2gj83KYCEKx07zIhUROCzw0STYALv8hASnGjirzhvqfGEQYgDzptGjR0usWLG09c8zopbOIpZWag1B3AsKOEIICeIgrahQoUIqbee3335T6ZJYTMCFcsSIEarmBwYASO8hztPFDDBv5hQyLrrcm0uXLqka0cuXL6uFPkTThg0b1IZHunTptIzJHVwoIZQQ7cLmEECt2ZQpU1T6IhxtEyVKFOhj8q1vnoGO6xUp6q6iY96Ie0IBRwghwYAVK1aouhrH5sToiTR58mRlqU7s2bVrl0tTArty4p7HF/Vv2LiAvTs2NJAaiFQ29P5D/aMO3CECh5YaiOijnQB65xUtWlQJ4LVr1yr3RzbLJuTrQgFHCCHBBBT1o0nxhQsX1PfoCVeiRAk/zRIICYrAzh09EOEA+N1338mxY8dstV2VK1eWmzdvBvqYsmbNKj/++KP8+uuvyh0WEXMrXp8Y09mzZ1WkslOnTipiOHv2bDl16pSK9j948ED3EC3L7du3VRo2amnRo9MMauQIcQUKOEIIIcQXjhw5IiFDhlQ9nABSTpF2h3Sx3r17+2o2QazdBw5mITCkMQs4NINGmvHr168DfUww3cAGC2otrZxKiTFhMyhLlizqBhEM4YmU1EyZMmnroWfV9E6z8ylakeAzA8Yq5hRtfI1UXkJcgS6UhBASjNi2bZu6Odv9ZS8452DB1blzZyXgsMCqWbOmVKpUSZYsWaKimkgdI+4HbOchkBwdRdHPTFcvMzQQb9CggWpdgRrL4cOHK6HpjJ49e4ou0G8NLRgg3mD0U6ZMGXU/InBmgx8dDBw40GbYhPROODyOGjVKpXe2bdtWa3onetXhuHXp0sWlmj1CfIICjhBCggl9+vSRvn37Svbs2ZUlvlWbBVsNLFCxsAYQbd9//73Mnz9f9u7dq8QcBZx7gmOH9D8cU1wL2NDAMUXaYr169bRFaHr16qXEBsYEQxXUlDmCx3QKOIii7t27y40bN2TZsmU2m/7Dhw8r50edYEzJkye39VdDfS/qf1HriPROnWDDB+cdxRv5UphCSQghwQSINtTVINWJuA7aBGBhip5wiDyUK1dO9XJC6wWYObABunvy9u1bad68uRJNcCaEUMK/tWvXVvfp6mfmTmYmVsTK6Z1I54waNaqK6BPyJVDAEUJIMAG75DBoSJYsme6huBVw2kuQIIEUK1ZMGjZsKKdPn1Y7/HAx/Omnn1TNFHEvkJ6ISA16/D18+FDVwmFhjwW/uXk7sQcbQC1btlS1egARS0T0Q4cOrb5/9uyZimpOnDhR29TVqVNHGazgWKLmDRst+OxbvXq1dO3aVU6ePKltbNggwAYQNn2Qko3aWjMjR47UNjbiXlDAEUJIMAELK9TToA6DuA7MLbAoxIIfu/lIcQNYyD569EilUxL3AumSYcKEUTVbVhVsSO2EAEEKr+Eai+hg1apVtY3J0VgF0emjR48q8xdw7949iRs3rtaG1E+ePLGld8LNs1SpUup+XLcwD+nWrZu2sfXv31+lviJyj+bijiYm27dv1zY24l5QwBFCSDABaX+w+s6YMaO6cff3y4BLIRa0jvNI3AM06p4+fbrkzp1brCYuUUcGAQfRBkdMgD51Fy9eVK0PIOx01LA6pnWa3TutIuCsDPpuwlClfv36uodC3Bxa4BBCSDDh+PHjyowDizCkEcFtz7hhF504B2mSaPTsCCI4FG/uCxp2d+jQQWtKnTPGjBkjW7duVSl/SAWEEQdu586dkxUrVsiWLVvUc4hz4IIJsyZE4KwGUk1hpkLIl8IIHCGEEOILFStWlPXr16v+UbB4h6DTZTNPAjYaAlfA9+/fq9Q6o67L4PHjx1qmG9HxNm3ayM8//+z0cUQNIeCwIRPYuEMEDq6wMKGBMC9cuLCqW0XbD6NOTyeDBg1SKahjx47VPRTi5lDAEUJIMOTmzZvqXzQMJn7z4MEDmTNnjmoSDBMTGJpggQ1xxyice4Jj6RsQ6jqAkES0LWHChE4fv3btmkqr1OF+CgGHOi6jNx3qahHFRONsw8QENV5WSKE8cuSIEnJINzXcRXHNZs2aVduYICRR5wZTFaTwOn526OxRR9wLCjhCCAkmoLYGi68RI0bYrLSxg96+fXtV2M/eRK4vDGfOnCnTpk1TC9m6detKs2bNLGuGQdwL2Mzv3LlTReKcAcdM9CL08PDQkp7oSu3dlStXxCq8e/dOuWJCbOJruD+2atVKRdMDu44Q7+kb+FwhxBXYyJsQQoIJEGlIv0Ltj1GHsWfPHundu7cy5BgwYIDuIVoepD+hBgk3GJiUKVNGLajTpk2rLNbbtm2re4jED27fvq3s2hEpgouiGU9PT7XJgWbecAnUQZ48eWTSpEnq5lMTbTxHB+7UMgNiDTWDEEW4XmFWg3RKZB+gnQDqDAPbQZYCjQQUjMARQkgwAbUpv//+u/zwww92969atUpFkG7duqVtbFZfCMJQAouvzZs3q8hIo0aNVEqWIQCwUER6lo6oCPEfEGdPnz6VKVOmOH28adOmEilSJBkyZIiWqf3rr7+kUKFCKj0XY0W6JPrWwYUS0XNcrzt27KAZhh8RcqROIqugXr166no13DwB6uNy5MihJQ2VkICAEThCCAkmwJTBvIgxwH26DBvcgThx4tis3dEIHU6ejsAsIXLkyFrGR/zHxo0b1UaGT2DB/8svv2gTcHnz5pVFixZJ48aNZdmyZd6MVyBMdDgZ+sd4AymKuoAwK168uIpg+lSjmiRJEqlZs2agjw3v61va5uXLlwN1PMR9YQSOEEKCCbly5VI3x4UYGlIfPHhQ9u/fr21sVgbmJei9hbYBxP0JHz68imb5ZBJy/fp1SZMmjbx48UJ0AodMRHzNjbxLlCgh4cKF0zIeiA9XgEDRKURg8gLHWCvi2P4B0X20ccGmAsxgOnfurG1sxL2ggCOEkGDCrl27pGzZsmrhatTQ7Nu3T/VLgk1+gQIFdA+RkK8OHBPh9gcjEGeg51/lypXl4cOH2o4GFvalSpVSkUKa4wR9UNd46NAh1sgRl6GAI4SQYGbggMUCGgQDRBpQ/4b6OOIzWFwtXrxYRWfevn1r9xitv90LbGLgfJ86darTx1EvhesEmxo6iREjhqqHo4DzH2gZMGrUKB+vVyumiyNiidRs1GYS4gqsgSOEkGAEFq50m/QfCxcuVHVRJUuWVCltSGNDWhuaFqOvE3EvYAyCGikYlSBtzXCbxPGEkyh6h+E46wbtKQzXWCsCN0eY+zgTSXD51EWfPn1Uiw+0R+nevbty34V75sqVK5XzqBVZunSpah9BiKswAkcIIUGY48ePS/r06ZUbG772DZ/6TgV3MC9NmjSR5s2bq755x44dU/VAuA8GJ1gwEvdi8uTJ0rp1a5WqCCdR1G2hhQAMLxC9+fXXX3UPUdWmzp49W0XgsmXLpmr3rCKStm3bptxskyZNqqL5+IyBSIJbJhplo1m1LpIlS6bqfBFpxfV69OhR232o8w3s1gFmsmTJYmdigvm6e/euPHjwQPWqg3ENIa5AAUcIIUEYCDcsEGLGjKm+xuIBiwZHcD9Sj4h3sHA+deqUamIcLVo01WQZzYBhhFGkSBHVG464H2ibgTS7ixcvqmsCJiFVq1aV+PHjixWAs6lP4HrVKZJy5swppUuXVpsXxqYGPmPq1Kmjavd0CmCzSQ02WNatW6dEJdIUIaAg1HWBnptmAYfPZKTKom2EM4dgQnyCKZSEEBKEuXLlilogGF8T/wPr9mfPnqmv48WLp3pIQcA9efJEOQUS9wTH0sqN19HrzapAIKGdAQgRIoTqpxYhQgTp27evVKhQQauAgwDHpgoEHCJvSIeFgIPTbujQoUUnEHCEBAQUcIQQEoQx22nDXhs9prDgMvP+/XtllmBV623dwK1wy5YtSrShnQBS7xD9wH1FixbVPTzyBVy4cEEJpfv376tef2asUi+FCOGlS5fUeRg2bFgVLfStl1hgRbmMujdEuTC+dOnSqe91uncC1KUixRMtU5CGatQSolZPl2A3sh98A4/js5gQV2AKJSGEBBP+97//qZ1ppDqZefTokbqPKZTOgWvd69evlQEMFvkwujDcAWGSgAgdcT/gQolIEdoKxI4d226Bja+PHDmidXy4LqtXr64EJsYDsYmas59//lmdcyNGjNA2NjTIRo0ZGp7DFGbVqlVSv3595ciKsW3dulWsAlql4IbrtXz58lrGgPnxCYwN9Xn4bMHnDCGuQAFHCCHBBOwCw2nPSKk0gKNi9uzZaWFNghWIOKOFRqdOncSKwPkUkUE4KqLdB+rMIOA2bdok7dq1U3WZukA92fPnz5XBDxqew/HR2NSAuQqj+X5z7tw51bh7zZo1qnYQ6aecN+IqTKEkhJAgDpoSA+ziY5fcXAeCqBvcKZFaSZwD0wOkS8JlD3OIRTRSJ+FeSNwXDw8PlRJrVVC7BbHmaKoCkYR0aJ3gGjCnU6LhuFVAejMigcb1CsdYmNP41Lg9sEGPwV69esmsWbNUaxK4ZMLFkxD/QAFHCCFBHPS7AqidgWMc6mgMQoUKJblz51apUMQ7c+fOlRYtWniLTmJOsWitUaMGp81NgXiDSGratKlYEUS2woUL5zSlV7cZB4CJD/qXof4N/fTQxwxpp+irB4MYHeBYTpkyRaVxwlUUn3mIDE6YMEFFW8eNGyc6N4IGDhyoxoCm3ajTK1CggLbxEPeGAo4QQoI4M2fOVP/CBh/1Ko79pIhzsBht0KCBSm+C+QFsvrEgPH36tIwePVp+/PFHdV+mTJk4hW5I8uTJpUePHqo3GAxq0APOTKtWrUQnWNyjD1y/fv3U94gmGTWYvrUYCAwQtS9WrJjayECkCxtAEHCIfMEsBOMObFasWKE+62bMmCE//fSTraYRc4bm7Kh3RAN39K8LbHDMhgwZomot4d4Jp05CvgTWwBFCCCFOgHhDnc+SJUuczg/SspBGiQUjcT+QWucTWPyjzksnaFeBVF2jMTaEB+reEIHbu3evssjXBcQbxgVhYvSBQ1olol21a9dWoi6wwfzACXPQoEFOH0etI5qO+2Yo8jXrj5H5gHmDmZRPQAAT4gqMwBFCSDACKU9oXoxdcsMG3EC3657VwCJ54sSJvqZrIS2LuCdW74uIuigYDI0fP16JJGwmoJ61efPmyrpfJ+ipNnnyZG/3I3Xy7t27WsaEzy+4wvoE5q5KlSqiy5BGd+sHErSggCOEkGACrKq7deumjEywC40IE+pXsBjDopB4NxtAHY1P4LFbt25x2twcbGRAzCGi5dgjUTdIUcQ1azVQg+dYFwogOB1dbgML9J9zNHwxg8fQmkEHSOEkJCD5NkBfjRBCiGVBNAkF/iiih3lJx44dlbsian1QYE/sefnypYQJE8bXRSz7Nrn38W3YsKEyCkHqHaLSAM2fBw8eLFZxyhw+fLgaJ27o/YYUSt0gXRG29+/evVPfI7qE+UOaoq4oF4S4Yx2jGYhzx6wDQtwV1sARQkgwAQvVM2fOqF5DaNwN8QYDDjQIhhOlrt1pq4K6FVh9Gy6ezlz4EMVkA3T3pHXr1ipNFoY0pUqVUsYcqONCdLp3797yzz//aB3f7t27VeNpnH/o0wgOHz6szjv0DtNpi48NH9SAHjp0SJ49e6aa3CN1Ep8jGzZs0GKUhOu1cePGTp07DcGO5u28XklQwFq5AoQQQr4acEDD7j0EXMKECZX7HgQc0sfgrki8Azc732Bdi/uycuVKWbRokRId5uOIaBxSi3WDtGa0qZg0aZLN+ALiA3WXeOzEiRPaxgZRiQ2gPXv2KOGL+jyYmsCkQxcQtGiO7ddzCAkKUMARQkgwoUiRIrJ69WrJkiWLihzBGh+mJthFN5p9k0/AfpwEXR48eKAi0c76r1lBmF+8eFFdn2bXQnzdrl07LTb9zsifP7+6mY1EevbsKWvXrg30sezcuTPQ35MQXVDAEUJIMAH1b4YowQ5+tGjRlO036lmaNGmie3iEBCpIS1y3bp2qeQOGaJs2bZrkyZNH+9FARAspz6lSpbK7H/fp7D24adMmFX1DHW2jRo1U2ins+Tt37qxSO0uWLKltbIQEFyjgCCEkmIAaEdwMatasqW7Ed9CDC6lid+7cUfOHBStEb4oUKTh1bszAgQOldOnSqjH7+/fvZcyYMeprbGrs2rVLy5iQjmgAcyHU6SEShzRPgLTnCRMmaDNZmT59uq1pNwxWIHZHjhypRDDSPdG7Lk2aNKILXKNIOXW8XitWrKjcd33rwUaIO0ETE0IICSZgIVOwYEH5/ffflYOi2X47Z86c2hsXW4379+8rEwmkmGIhiOgl0k/ROgDpd0hlQyNj4r6g1g1iCI2ojTouOClmyJBBy3hwniES6FdNKp6jw4wjY8aM8uOPP0qHDh1k2bJlUq1aNSUu0VvSNwv/wADXKWrwkidPrppm79u3TzUVh/MkooZp06aVjRs3qp56hLg7FHCEEBJMwOIQi5vIkSOrWjiYmoB79+4pFzm6s9mD6OSbN2+UEyUE72+//aZ6X+F7ROWqV68uPXr0UFESQgKCa9euufxcmBEFNnCXPHXqlCROnFiJTFwXO3bskHz58oluUItXvHhx6dWrl/p+7ty5qgk6opaIFqIGGCYmiLQS4u5QwBFCSDAB6UNoGQAh8vfffysXvhw5clDA+eK0h3Q6uBIa5hZRokRREcuIESOqBWL//v1V/Q9xT7BpsWLFClVXBhClqVChguUaeltpEwjtAgzzF0SzEL1EdF83aB+AFE5jLIiYo4/jjRs3JFasWKpuD2mUiKAT4u7wE4oQQoIJ2DGPECGCLF++XLp06aLSKWFsgl1r4h1EF8xuhFi8YsGPeimQN29euXr1KqfOTUEkCbWMECSGUciQIUMkRowYyowjffr0uocot2/fVvVcSOd1dEVFjZwOUPeGzxGAa+GPP/6Q6NGjax8bRCXq3gwBh8wCjA+bLQA1q1Zogk5IQMAIHCGEBKMIHBY4xu45IkgwJKhVq5ZKC2QKpT1orWA084bjXseOHZU9OqKYAFFMmCNgTon7AadJiDUcX0RWAVLtEKVBjSOirzqBMII7LM49OMaaNxPwtY6aVaRO+tViQdfY2rRpI9u2bZNhw4apzZd+/fqpTSukeALUwcF9F6YwhLg7FHCEEBJM058ACv0rVaqkFqwUcPZgEVqiRAlVl4RFKep/lixZYmtWjAU2GgcPGjQokI8kCQhgdAHjCyNF1gBpeEgtfvXqldaJTpAggTRt2lRFy83uscQ5MKFp2LChyjDAZxkEOjapkiRJoh7fvHmzeHp6KuMVQtwdCjhCCAnmINUIdVxIqST2vHz5Uvbu3avMTOC255gqRtwX9FIbNWqUMrcwA4MaGNOcOHFCdIKo24EDByRZsmRiJd69eyelSpVSbrZWbKXx+vVrlTpppHkSEhShgCOEEEJIsGP9+vUqLbZ37952fdb69u2rWgvA1dDAqKMKTDA29FtDg2yrgdRTpJhaUcA5A6mUfqV+EuJOUMARQkgQBn2tUBeCGh/0MPNtEXPkyJFAHZu7ARdK9LtCDU2cOHFU7SCiJMQ9MaclGteF0X/N/L2unmt4z3LlyqlUTvSlCxkypN3jaKCti7Zt26o6M10NxZ2BKHm3bt1U1LJs2bKqnx9cYo0xwrAGUUMdYpyQgIYulIQQEoSBJbrRtBuGG8R1YCkPB0BEQWBFXqBAAXny5ImkTJlSNYCGSQIiNkaNDXEvDHMLq4LaShhvGA6ZjiYmOkGK4owZM2Tr1q2SLVs2VR+qW1yiVnDRokU2U6br168r06HJkycrsd6zZ0/p3r27jB07NtDHRkhAwwgcIYQQ4ofpS926deXKlSsq7Q794WCYAPMXpJLNnz+f80cCHETNUaMHV0yrUbhwYR8fg7hEHWFgkzBhQiUqYTIEAyKkd8LQBJtYAH3g4LrL1h8kKMAIHCGEEOIHcOtE+hXEG4BBQp8+faRmzZqcOzfl4MGDsmDBAjl//rz6HpEuRG+yZ88uVgCR83z58okVsWL08uHDhyo6DtALDm1TkidPbnscgg5uu4QEBehLSwghQRjs4iMF0JUb8Y6RqgZnO9S9mYkXLx4XhG4KDEJy5cqlmlLfvHlT3dDUHvehdsoKwAlz3LhxYmVQD4o0T6PlglFDqANE4LDRYohzXLuohzNA30Zcs4QEBRiBI4SQIMzo0aN1D8GtKVq0qIQIEUKePn2qer6lT5/e9hj6w9HExP1AfRSEEWqh0CjbMAeBPf6kSZOUgENvuHr16mkdJ8QHUhFRx4XxOJqYID1QF48ePZLq1aurSByEEprbI+qFPmzYNBoxYkSgjwk985BuClF++PBhGT58uHTt2lW1SEE6NI5t+/btA31chHwNKOAIISQI89NPP+kegtvSq1cvu+8d+0qtWbNGGZsQ92LChAkycOBAadGihd39EEitWrVSBh3jx4/XLuAiR44slStXFisCF0rMF4xC0qRJY7u/Ro0a0q5dOy0Crk2bNqpeFVG4n3/+WaXDwr0T5iXo54gxw6WSkKAATUwIISQIg8iRYZuNr32D9tokOADHRDTpRsTIGTDAwMIfbSOIc2LHjq1SJ9EM/bvvvpNjx46p+cTcZcyYUZn8EEK+HqyBI4SQIAzSme7fv2/b0cf3jjfjfuI3ML3gwt69gbnF27dvfXwcqZR4DvEZXAPhwoXzdv/jx49tbUusAHrAofUHIUENplASQkgQBjU0hkGJFZ3j3A3UTMHowqfoDXGP5vbz5s1TffycMWfOHPUc3aC/oG/93hDt0gVSh2fPnm2bQ4zzw4cPMnToUF9bDAQ2SJVFrR42qQgJSlDAEUJIEKZgwYJ2C8IECRJ4WxTCOQ6Nqonf6HTZIwHDb7/9pprav3nzRplaxIoVS92Pnn+o3YLxz4oVK7RPN2q6HCOD//zzj2zcuFE6dOggOoFQg8HPoUOHVDQTrp6nTp1SEbi9e/eKVeD1SoIqrIEjhJBgAtLC7ty5owr9HR3lcN+///6rbWzugrneh7gvcKGEkINhidHbz9PTUzmOQpzAwt/KJiwQTjNnztQ6DswXzF5wPaDmDVHL5s2be2u3oRNerySoQgFHCCHBBFhp37t3T2LEiGF3P+zw06ZNy9ouF9izZ4/kyJHDUnU+5PNA77clS5YoC3yAJtBVqlRRUWorg9TJzJkz+2lKRERlFqD3Gz77CAlKMIWSEEKCOLD1Bkid7NGjh535AKJuaHCLBSHxPdqAFDuIXzT1poBzTxAl2rZtmzLtmTFjhorCOTPjsDJLly611bXqxMPDQ6ZPny5nzpxR32MTqEGDBtrHhqgq0jlxvQKkdWJsjn30CHFnGIEjhJAgjmEqsGvXLsmTJ4+EChXK9hi+Tpw4sVrIpkiRQuMorQmaAo8cOVI18TaTKlUqVT+FxsXEfQgbNqyKuMWPH1+lFBui3IpkyZLFrl4V9VwY74MHD2TixInSuHFjbWPbvXu3lC9fXqWfZs+eXd2H5tlwfER/xO+//z7QxwQTFfR8Q4opNlzMYJzo+9enTx9G40iQgBE4QggJ4hjuk9gdHzNmDPu9uciwYcOkd+/eqrlzyZIlbWYXSEPdvHmzqpNCFALil7gHiDTjOsifP78SRDjGjg3aDSAGdFKhQgU7AYc0QIjNQoUKSerUqbWODbVuaNo9adIkW8sFRPObNWumHkOfvcCmc+fO8scff6jWAc6uV2QfwHBlyJAhgT42QgIaRuAIIYQQJyRKlEgt8GFD7oxFixYpN8Dr169z/twERFJ79eolly5dkiNHjqjUOhiXOALhhMeJz5HMo0ePqki04/xCJL969UpLc/FZs2Yp8eYMNB6vV6+eEnSEuDuMwBFCSBDHMRXLnFYE4wZEkrCQJfagAXqGDBl8nBY89vDhQ06bGwHBsXDhQltEC/Vwjq6susG4fOv/BvA4ar101hKi9s1RwOG+TJkyaRnTs2fPJG7cuD4+DndMNCAnJCjACBwhhARxUPfhDNSrIMqwf/9+1fA7X758gT42K4M6HvTOg1GDY5QG6WI///yzXL16VdUWEhJQrFq1ysfH9u3bJ2PHjlX1XjDTCUyOHz9uJ9TQ+61ly5aSO3dudR8+R1B/hhRGpFcGNmXLllWiFk3ao0ePbvcYNlp+/PFHle65du3aQB8bIQENBRwhhARzunXrphZfiEYQ+wUr0rHQQBlizlxTAxMHGMCgtiZ9+vScNjcELQQWLFgg58+fV98jGl27dm2pWrWqWA2kJqLGCwYhderUkb59+6oUXx2RQb+aY+M5OnpKomVAmTJl5OzZsyo6br5eUZOHLAOIN6u3iSDEFSjgCCEkmAPLbThVImWQeE/Lmjt3rhK4hi05am3g5onFfsSIETllbgaiV7Vq1VICDqLNMARBVOnixYtSrVo1Jez8SmMMDG7fvq1q9ozarkGDBmnbMEC/SFcJbHFpPraodXN2vZYoUYIOlCTIQAFHCCHBHOxYw5WP9VwkODBq1Cjp37+/EkXlypWze2z16tXKpRKOhW3atNE2RtjgDxw4UMaNG6dMQeCcWKBAAW3jIYRYCwo4QggJ5mChuHHjRpUWSLyDdDDDKh2g8fmbN2/Urj6bA7sfGTNmVOIMNYzOQM0j2m2Ya74Ck6FDhyrBhsgRrk20E7AiiA7u2bNHRe4R+TKD1hu6QY0voqxwiUVEEJFVGDcREhSggCOEkCAOTA982uVH891169bJhg0bpFixYoE+Nitz584dtehDOhYMXlauXKmMENavX68eR+PznTt3Knc74l4W+KgpS5gwoY+pgkir1GGFb9SaYYy4Hs0bB44sX75cdIF+a02aNFF1oNGiRbNLN8XXly9fDvQxVa5c2VbDiLRw9MvDWJImTarMhvA1zJrSpEkT6GMjJKChgCOEkCAOnBSdgfot2IC3bdtWRZOIPegZhX5hMI+Asx1MErCgRn0UonJYLCK9bfz48Zw6NyJq1KhKeCMS5wwYXsC0Bk3adVC/fn2X6u9mzpwpuoARSNOmTaVLly6WqSvDcf3rr7+U+IaZSZQoUdQcQWTCiOjXX39V1zBq5AhxdyjgCCGEECegpxSiHLBJf/z4sbIm37JlixQtWlQ9jt38X375RYk84j7Abh7Rt0mTJjl9HMIEaXdGpJV4B1G3AwcOSLJkySwzPeHChVPiG2PCtYvMAvTANIDbaM6cOVVqJSHujjW2TQghhBCLgQhMvHjxbLv7WCCa3fWSJ0+u0iyJ+7XNQJ1b9erVlQh5+vSpSidGqixSZmfMmKGeQ3ymYcOGqr7MSiCiik0VgPpBR9dMfI/UVEKCAvadSQkhhARZ2rVr5/R+pGuFCRNGCRIYJkCsEJGYMWMqgWb0jWrRooXd3EDghQ8fnlPlZuTNm1cWLVokjRs3lmXLltk9hrQ7pMiyqb3voJ0BHDxhfoSea45mPiNHjpTABs6hSHvGWGCigtTwR48eqZo31DyiHQNqWAkJCjCFkhBCggno9XbkyBFVv4XaNyOtCHVdqBvBIgdiDs5yaHob3IGYLVKkiLRu3drp4xMmTFAplmyA7p68fPlSNWI3N/JGrzBEWonvoA1Dz5491ecIGmY7mpgYkbDABoIcDqNwyDQ3HA8dOrRKjR0+fLivxjCEuAsUcIQQEkwYPXq0/Pnnn6qw32hAjdSxRo0aqT5wqOeCMQfc91jo7zdIv8NiX1djZfL5wNSiVKlS8vvvvys3UeI/EKlEPz0YrlgNbFBhowpOmGhvAJfYbNmyyXfffad7aIQEGBRwhBASTEA9F0w4HKNrsNxG5OHWrVtq4YOv2dSbBHVixIihXAsp4PwPasywGcS5I0QPNDEhhJBgAqJtaLrryIMHD5SRA4gcObK8fftWw+iszZw5c1RdFNztDHMERDRXrVqle2jkM6lbt64yMyH+B2lXx0VKAAAUpklEQVTF48aNs/T1iqwC8/WKiCGvVxJUoIkJIYQEo5qun3/+WUaMGCE5cuRQ9x08eFB+++03qVixoi0tELVA5BOwm0e9D2prBgwYoFK0DLELEYd5Je7H+/fvlePk1q1bVYqdoyGNDiMOdwGfE6hzW7t2raRLl86biYnOJuM+Xa9I++T1SoIKTKEkhJBgwvPnz5Uz2+zZs9XiFYQIEUJ++ukntTuNBezRo0fV/WhQTT6ClNOBAwcqkYs6mmPHjknSpEnl5MmTUqhQIaaburGpj0/oNOJwBxo0aGDZJuO8XklwgAKOEEKCoZBDgT+AEIkQIYLuIVka9I46e/as6gFnFnAXLlxQvadg+kIIsQa8XklwgDVwhBASzIBgg/DAjeLNb5IkSWKLTJpBDyz0mCLuzcWLF5XrqiHEzfbzxP3g9UqCA6yBI4SQYMKLFy9k8ODBqm8ZzExgsW3GiMoR7w3QmzdvLq9fv1aLe9T/oNkzmhlPmzaN0+WmoMlz9erVZceOHSplEhFVRFYbNmyo6qVQK0p8Fknm3m+O6Pws4fVKggMUcIQQEkxAv7ddu3bJjz/+qHoj+bYAI/bzhrSs7t27q+bP6JUHd7sxY8ZIzZo1OVVuCupBYb5x/fp1u0hqjRo1lAiggPMZGIQ49tX7559/VFS6Q4cOohNeryQ4wBo4QggJJsA1cd26dcoOn3weEHCoIYwZMyanMAj0MkPqZKZMmexqGxE9QnoxjjPxHxMmTJBDhw5pNTExw+uVBFVYA0cIIcEEpIVFjRpV9zDcmnDhwlG8BaGUYhxPRx4/fiyhQ4fWMiZ3p3Tp0rJs2TKxCrxeSVCFAo4QQoIJ/fr1U/2RsCtN/FcrhRo42JNHjx5diWDzjbgnBQoUUC01DJBSjLrQoUOH+tpigPjM0qVLtV8TvF5JcIA1cIQQEkxATc+lS5ckVqxYkjhxYm/Nd48cOaJtbFYGNYNwKoS5BeaOtYNBAwi1okWLqpS/t2/fSseOHeXUqVMqArd3717dw7M0WbJksbsOYO5z9+5defDggUycOFHr2Hi9kuAABRwhhAQT0Iia+J8///xT9uzZo2qlSNAhffr0cv78eRk/fryqgUPNW+XKlVW0FSY/xGcqVKhgJ+C+/fZbiREjhmpsnzp1aq1Tx+uVBAdoYkIIIYT4Qo4cOWTcuHGSO3duzhMhFofXKwkOUMARQgghvnDw4EHp3Lmzqh9E1MYx9TRixIicPzfFw8NDpk+fLmfOnFHfo86xQYMG2uu4rAoibX6lEOPx9+/fiy54vZLgAFMoCSEkCIOFKNLEYL4BF0rfFl+o/SHO2y88ffpUihQpYnc/6n4wn//++y+nzQ3ZvXu3lC9fXiJFiiTZs2dX940dO1b69u0ra9aske+//173EC3HihUrfHxs3759av5gBKMTXq8kOEABRwghQZhRo0ap+h7jaxpw+J86deqoqNv8+fNpYhKEQK0bmnZPmjRJ/ve//6n7IMabNWumHjtx4oTuIVqy9s2Rc+fOqQg1RC+uFQhgnfB6JcEBplASQgghfvSS+ueffyRVqlScpyBE2LBh5ejRo96OKwRJ5syZ5dWrV9rG5g7cvn1bevXqJbNmzZKSJUvKoEGDVIqxbni9kuAA+8ARQkgwoVixYvLHH3+odEDiOkivu3HjBqcsiJE1a1Zb7ZsZ3EfHUZ/x9PSUTp06SfLkyVXbhW3btqnomxXEG+D1SoIDTKEkhJBgQrp06aRLly4qRaxs2bJSt25dKVOmjDdTDmJPy5YtpXXr1tKhQwfJkCGDt/nKmDEjp8xNOH78uO3rVq1aqeOKHn+Gw+j+/ftlwoQJMnjwYI2jtHbvvCFDhkjs2LFlwYIFTlMqdcPrlQQHmEJJCCHBCBgMbN26VdVzwZAAtT9Vq1ZVdSMFCxbUPTzLOu85glpCmpi4r4sijp1v0JzG5/lD6imi+UbdoDOWL18uuuD1SoIDFHCEEBJMef36tUp9GjBggDJsoJuic65du+brPCZKlOirHB8S+MfSDI+rd+rXr++SEdLMmTNFF7xeSXCAAo4QQoIhd+/elYULF8rcuXPlyJEjkjNnTpU+RgghhBBrwxo4QggJJsC8ZNmyZSp9cufOnZI0aVKVOrlo0SJJliyZ7uFZitWrV0vp0qVVvRu+9o0ffvgh0MZFAt5Jcc+ePXL//n1v/ctQI0fcA16vJLjBCBwhhAQTULuCZt7ofQXhZjQvJs7raBCljBkzptOaGgPWSrkvcGRt0qSJhAoVSqJFi2aXGoivL1++rHV8xHV4vZLgBgUcIYQEE7Zs2SJFixb1VZCQT1y/fl0SJEjA5udBFBzbpk2bKmdWXhPuD69XEpyggCOEEEKcAJe9O3fuqCgcCXog6nbgwAGmDwcReL2S4ARr4AghJAiTJUsWlyNIMDMhn/DLap64Nw0bNpQlS5ZI586ddQ+FBAC8XklwggKOEEKCMBUrVtQ9BLfGVfFL3I9BgwZJuXLlZOPGjU4btI8cOVLb2MjnweuVBBeYQkkIIYQ4AXVRjRs3lnDhwvk6P1zouyf9+/eXnj17SqpUqSRWrFjeTEy2b9+udXzEf/B6JcEJRuAIISSYcfjwYTlz5oz6Ol26dCrNkjgHDc7hUugT3PF3X0aMGCEzZsxQzalJ0IDXKwkuMAJHCCHBBPS6qlmzpuoBFzlyZHXfkydPpHDhwqqpd4wYMXQP0bLW5CToETt2bPnzzz8lRYoUuodCAgBeryQ4QS9pQggJJrRs2VKePXsmp06dksePH6vbyZMnVYNvNi32DqNrQZvWrVvLuHHjdA+DBBC8XklwghE4QggJJkSKFEm2bt0qOXLksLsfVuolSpRQ0TjyCe7oB20qVaqk6tzQTgCpxI4mJsuXL9c2NuJ/eL2S4AQjcIQQEkz48OGDt0UqwH14jHwia9asqkYqYsSI0rdvX3n58iWnJ4iBNOLKlStLwYIFJXr06GqDw3wj7gOvVxLcYASOEEKCCRUqVFBRtgULFkjcuHHVfbdu3ZI6depIlChRZMWKFbqHaBnChg0rFy5ckPjx47NBMCEWh9crCW7QhZIQQoIJ48ePlx9++EESJ04sCRIkUPfduHFD0qdPL3PnztU9PEuROXNmadCggeTPn181CB4+fLhEiBDB6XNhRU8I0QevVxLcYASOEEKCERAjqIM7e/as+j5NmjRSrFgx3cOyHOfOnZNevXrJpUuX5MiRI5I2bVoJESLE/9u799Cc3zeA49fM+RAm5+OYQ5jNIRlZRCRjyJmcZgxlxHJKLQmbkMMc/pgNsTQmVsy5nBVtzo2ZSEuWw4RhDr/uu+z7fWz7jPl993w+z/1+1VN7Ps8/d9e62nPtvu/rkl95eXnpz+E8vr6+lo0vsrOzy3U9KDvyFaahgAMAQ6jdtp87b/h9NEfwTJs3b3Z5X1BQIOnp6ZKWliZRUVGydOlSt60NZUe+wgQUcABgCG9vb30kcPLkyTJ69Gh97w2Aq7i4OLlx44YkJCQQGgC2RBdKADCE+lLas2dP3VWxcePGMmLECDl06JB8/vzZ3UuzteTkZN2tUN0VVC/1s4obPNOQIUPk8OHD7l4Gyoh8hQko4ADAEF27dpX169fLs2fP5MSJE1K/fn2ZNWuWNGzYUGbMmOHu5dmOGq0wbtw4/bp//774+fnplxqErp6NHz9e3ymEZ1HFuY+Pj7uXgT9EvsIkHKEEAIOpBhxhYWFy+/Zt+fbtm7uXYyubNm2S1atXy549eyQkJMTls2PHjukulStXrpQFCxa4bY34u39o/LuJiSrGX7x4Ibm5ubJ9+3b9zw04B/kKk1DAAYBhnj9/LgcOHNCvu3fvSlBQkJ4FFxER4e6l2UqXLl10cVbS7mR8fLxuhKGKXzhPdHS0SwGnml+oXel+/fpJhw4d3Lo2/DnyFSahgAMAQ+zatUsXbZcvX9ZfUFXRNnHiRGnZsqW7l2bb4cCqPXmLFi2K/fzp06c6jvn5+eW+NgCuyFeYhEHeAGAIdRxwwoQJsmXLFgkICHD3chzxhfDt27clFnDv3r2TqlWrlvu68HfUTpvV/DdFff7161dC7SDkK0zCDhwAGELd8Sntiyv+MXToUF287dixo9iwqCOnqiHM8ePHCZuDHD16tMTPrl69qv/BoRpifPr0qVzXhb9DvsIk7MABgCFU8Xbx4kV9lPLx48e6217Tpk1l37594uvrq2fE4R8rVqzQ96FevXolixcv1sclVRH84MED2bBhgy4Ezp8/T8gcJjQ0tMgzdVRWDe5OTU3VR4vVqA04C/kKkzBGAAAMoWZbDR48WB81Sk9PL5z/lpeXJ2vWrHH38mynd+/ecvDgQV2kqUYvavC5ai/fp08f/SwpKUn/DOfKycmR8PBw8ff310cmMzIydNdR7oU6D/kKk3CEEgAMapu+cOFCmTJlitSqVUtu3bolrVu31sWcGl6sWqijqI8fP8qpU6fk4cOH+n27du1k0KBBUr16dcLlUD//abF161YJDAyUmJgY6du3r7uXhf8D8hUm4AglABhCHRMLDg4u8rx27dq6WQeKKigokGHDhsnOnTtlxIgRhMgDxMbG6oKtUaNGehe1uCOVcCbyFaaggAMAQ6gvrFlZWdKqVSuX55cuXdI7cSiqUqVKzHnzMOqumzpG7Ofnp49LqldxUlJSyn1t+DvkK0zBHTgAMIS66xMZGSnXr1/XDU3U/Z/9+/fLokWLZM6cOe5enm1NnjxZD+2GZ1BHiMeOHavvM6rd55JecCbyFSZgBw4ADNp5UO3RBwwYoO+JqOOUVapUkaioKJk5c6a7l2dbqrnF7t275cyZM9K9e3epUaOGy+cbN25029rw5xITEwmbByNfYQKamACAYb58+aKPUr5//146duyoxwqsX7+eJiYl6N+/f4mxVDuZ586d+69+VQD+EPkKE7ADBwAeTo0LiI6OltOnTxfuuKmGHAkJCTJy5Ejx9vbW3SlRPGa9Ac5BvsIE7MABgIdbsmSJ3mUbOHCgXLlyRXJzc2X69Oly7do1Wb58uYwZM0YXcbCmdi3VAHR19FQ1wVBDvdUOHAD7IV/hydiBAwAPl5ycLHv37pXhw4fL3bt3pUuXLvqeiJoDRwFSulevXummF+o/+ypejx490l07w8LC9HDvDRs2lMNvEcDvIF9hArpQAoCHe/78uW6+oXTu3Fkfo1RHJinefo+KlWpP/uzZM5fh3ePGjZO0tLT/6LcGoCzIV5iAHTgA8HDfvn2TypUrF76vWLGi1KxZ061rcpJTp07JyZMnpVmzZi7P27ZtK0+fPnXbugAURb7CBBRwAODh1F2tadOm6Z035dOnTxIREVGkHT6Di4v34cMHl523n16/fl0YUwD2QL7CBByhBAAPN3XqVGnQoEHhgGI16LZJkyYMLv5Nffv21XcIf1JHT9U8vdjYWMuW5QDKH/kKE9CFEgAAC6rxixp+3q1bNz3zTTWDuXfvnt6Bu3z5srRp04b4ATZBvsIEFHAAAJQiLy9Ptm3bpjt3qgHoqpibN2+eNG7cmNgBNkO+wtNRwAEAAACAQ9DEBACAUrx580bi4+PlwYMH+n3Hjh31MHQfHx9iB9gM+QpPxw4cAAAWLly4IMOGDdNNX3r06KGf3bx5U96+fSupqakSHBxM/ACbIF9hAgo4AAAs+Pv7S1BQkOzYsUO8vb0LZ+vNnTtXrly5Infu3CF+gE2QrzABBRwAABaqVasmGRkZ0r59e5fnmZmZEhgYKPn5+cQPsAnyFSZgDhwAABZUx8mfd9/+TT0LCAggdoCNkK8wAU1MAAD4xe3btwt/nj9/vkRGRkpWVpb06tVLP7t27ZrExcXJunXriB3gZuQrTMMRSgAAflGhQgXx8vKSHz9+WP8R9fLS9+EAuA/5CtOwAwcAwC+ePHlCTACHIF9hGnbgAAAAAMAh2IEDAKAUOTk5cunSJXn58qV8//7d5TN1Rw6AfZCv8HTswAEAYCExMVFmz54tlStXlnr16ul7b4V/RL28JDs7m/gBNkG+wgQUcAAAWGjevLlERETIsmXLdLMEAPZFvsIE/CUCAMDCx48fZfz48RRvgAOQrzABBRwAABbCwsIkOTmZGAEOQL7CBByhBADAgprzFhISIvn5+eLv7y+VKlVy+Xzjxo3ED7AJ8hUmoAslAAAW1q5dKydPnpT27dvr9782MQFgH+QrTMAOHAAAFurWrSubNm2SadOmESfA5shXmIA7cAAAWKhSpYr06dOHGAEOQL7CBBRwAABYiIyMlK1btxIjwAHIV5iAI5QAAFgYOXKknDt3Tg/x7tSpU5EmJikpKcQPsAnyFSagiQkAABbq1Kkjo0aNIkaAA5CvMAE7cAAAAADgENyBAwAAAACH4AglAAAWfH19Lee9ZWdnEz/AJshXmIACDgAACwsWLHB5X1BQIOnp6ZKWliZRUVHEDrAR8hUm4A4cAABlEBcXJzdu3JCEhATiB9gc+QpPQgEHAEAZqKOTgYGB8u7dO+IH2Bz5Ck9CExMAAMrg0KFD4uPjQ+wAByBf4Um4AwcAgIWuXbu6NDH58eOHvHjxQnJzc2X79u3EDrAR8hUmoIADAMBCaGioSwFXoUIFqV+/vvTr1086dOhA7AAbIV9hAu7AAQAAAIBDsAMHAEAx1E6b1fw3RX3+9etX4ge4GfkKk1DAAQBQjCNHjpQYl6tXr8qWLVvk+/fvxA6wAfIVJuEIJQAAvykzM1OWLl0qqampMmnSJFm1apW0bNmS+AE2RL7CUzFGAACAUuTk5Eh4eLj4+/vrI5MZGRmyZ88eijfAhshXeDoKOAAASpCXlydLliwRPz8/uXfvnpw9e1bvvnXu3JmYATZDvsIU3IEDAKAYsbGxEhMTI40aNZKkpCTdnhyAPZGvMAl34AAAKKGrXbVq1WTgwIHi7e1dYoxSUlKIH+Bm5CtMwg4cAADFmDJlSqljBADYA/kKk7ADBwAAAAAOQRMTAAAAAHAICjgAAAAAcAgKOAAAAABwCAo4AAAAAHAICjgAAAAAcAgKOAAAAABwCAo4AAAAAHAICjgAAAAAEGf4H0bVb199AQ9KAAAAAElFTkSuQmCC", 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" ] - } + }, + "metadata": {}, + "output_type": "display_data" }, { + "name": "stdout", "output_type": "stream", "text": [ "\n", @@ -842,19 +834,52 @@ ] } ], - "id": "1be01d4b" + "source": [ + "# Mapa de calor de correlaciones\n", + "plt.figure(figsize=(12, 8))\n", + "correlaciones = train.corr()\n", + "\n", + "sns.heatmap(correlaciones,\n", + " annot=True, # muestra los números\n", + " fmt='.2f', # 2 decimales\n", + " cmap='coolwarm', # azul=negativo, rojo=positivo\n", + " center=0,\n", + " square=True)\n", + "\n", + "plt.title('Mapa de Correlaciones', fontsize=14)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Correlaciones con la variable objetivo\n", + "print(\"\\nCorrelación con SeriousDlqin2yrs:\")\n", + "print(correlaciones['SeriousDlqin2yrs'].sort_values(ascending=False))" + ] }, { "cell_type": "markdown", + "id": "f64323be", "metadata": {}, "source": [ "Para el análisis se utilizaron únicamente las variables con mayor relación con el incumplimiento (SeriousDlqin2yrs). Dado que las variables de retrasos en pagos presentan correlaciones muy altas entre sí, se decidió no considerar NumberOfTime60-89DaysPastDueNotWorse para evitar redundancia y posibles problemas de multicolinealidad." - ], - "id": "f64323be" + ] }, { "cell_type": "code", + "execution_count": 37, + "id": "ad52d012", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Variables seleccionadas para modelado:\n", + "['RevolvingUtilizationOfUnsecuredLines', 'age', 'NumberOfTime30-59DaysPastDueNotWorse', 'NumberOfTimes90DaysLate', 'DebtRatio', 'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans', 'NumberRealEstateLoansOrLines', 'NumberOfDependents']\n", + "\n", + "Dimensiones de X e y: (150000, 9) (150000,)\n" + ] + } + ], "source": [ "# Selección justificada de características\n", "variables = [\n", @@ -875,42 +900,45 @@ "print('Variables seleccionadas para modelado:')\n", "print(variables)\n", "print('\\nDimensiones de X e y:', X.shape, y.shape)\n" - ], - "execution_count": 37, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Variables seleccionadas para modelado:\n", - "['RevolvingUtilizationOfUnsecuredLines', 'age', 'NumberOfTime30-59DaysPastDueNotWorse', 'NumberOfTimes90DaysLate', 'DebtRatio', 'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans', 'NumberRealEstateLoansOrLines', 'NumberOfDependents']\n", - "\n", - "Dimensiones de X e y: (150000, 9) (150000,)\n" - ] - } - ], - "id": "ad52d012" + ] }, { "cell_type": "markdown", + "id": "a7b34b7c", "metadata": {}, "source": [ "\n", "## 4. Implementación de Modelos" - ], - "id": "a7b34b7c" + ] }, { "cell_type": "markdown", + "id": "c356c762", "metadata": {}, "source": [ "### 4.1 Preparación de datos para modelado y validación\n", "Se divide el conjunto de entrenamiento en entrenamiento interno y validación. Además, se aplica al set de `test` la misma lógica de imputación y tratamiento de variables continuas usando parámetros obtenidos en train." - ], - "id": "c356c762" + ] }, { "cell_type": "code", + "execution_count": 45, + "id": "5405f3fc", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dimensiones split interno:\n", + "X_train: (120000, 9) | X_val: (30000, 9)\n", + "\n", + "Faltantes:\n", + "X_val: 0\n", + "X_test: 0\n" + ] + } + ], "source": [ "# Variables predictoras y objetivo\n", "X = train[variables].copy()\n", @@ -941,34 +969,44 @@ "print('\\nFaltantes:')\n", "print('X_val:', X_val.isnull().sum().sum())\n", "print('X_test:', X_test.isnull().sum().sum())" - ], - "execution_count": 45, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Dimensiones split interno:\n", - "X_train: (120000, 9) | X_val: (30000, 9)\n", - "\n", - "Faltantes:\n", - "X_val: 0\n", - "X_test: 0\n" - ] - } - ], - "id": "5405f3fc" + ] }, { "cell_type": "markdown", + "id": "4b01231b", "metadata": {}, "source": [ "### 4.2 k-Vecinos más cercanos" - ], - "id": "4b01231b" + ] }, { "cell_type": "code", + "execution_count": 52, + "id": "c057d149", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "===== k-NN con Normalización (MinMax) =====\n", + " precision recall f1-score support\n", + "\n", + " 0 0.93 0.99 0.96 27949\n", + " 1 0.30 0.06 0.10 2051\n", + "\n", + " accuracy 0.93 30000\n", + " macro avg 0.62 0.52 0.53 30000\n", + "weighted avg 0.89 0.93 0.90 30000\n", + "\n", + "Matriz de confusión:\n", + "[[27665 284]\n", + " [ 1930 121]]\n", + "ROC-AUC: 0.6562\n" + ] + } + ], "source": [ "resultados_modelos = []\n", "\n", @@ -1002,35 +1040,36 @@ "print(confusion_matrix(y_val, pred_knn_minmax))\n", "\n", "print(f\"ROC-AUC: {auc_knn_minmax:.4f}\")\n" - ], - "execution_count": 52, + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "3ce6fc3d", + "metadata": {}, "outputs": [ { + "name": "stdout", "output_type": "stream", "text": [ "\n", - "===== k-NN con Normalización (MinMax) =====\n", + "===== k-NN con Estandarización (StandardScaler) =====\n", " precision recall f1-score support\n", "\n", - " 0 0.93 0.99 0.96 27949\n", - " 1 0.30 0.06 0.10 2051\n", + " 0 0.94 0.99 0.96 27949\n", + " 1 0.50 0.12 0.19 2051\n", "\n", " accuracy 0.93 30000\n", - " macro avg 0.62 0.52 0.53 30000\n", - "weighted avg 0.89 0.93 0.90 30000\n", + " macro avg 0.72 0.56 0.58 30000\n", + "weighted avg 0.91 0.93 0.91 30000\n", "\n", "Matriz de confusión:\n", - "[[27665 284]\n", - " [ 1930 121]]\n", - "ROC-AUC: 0.6562\n" + "[[27701 248]\n", + " [ 1806 245]]\n", + "ROC-AUC: 0.6891\n" ] } ], - "id": "c057d149" - }, - { - "cell_type": "code", - "metadata": {}, "source": [ "# -----------------------------\n", "# k-NN con Estandarización (media y desviación estándar)\n", @@ -1062,65 +1101,24 @@ "print(confusion_matrix(y_val, pred_knn_std))\n", "\n", "print(f\"ROC-AUC: {auc_knn_std:.4f}\")" - ], - "execution_count": 53, - "outputs": [ - { - "output_type": "stream", - "text": [ - "\n", - "===== k-NN con Estandarización (StandardScaler) =====\n", - " precision recall f1-score support\n", - "\n", - " 0 0.94 0.99 0.96 27949\n", - " 1 0.50 0.12 0.19 2051\n", - "\n", - " accuracy 0.93 30000\n", - " macro avg 0.72 0.56 0.58 30000\n", - "weighted avg 0.91 0.93 0.91 30000\n", - "\n", - "Matriz de confusión:\n", - "[[27701 248]\n", - " [ 1806 245]]\n", - "ROC-AUC: 0.6891\n" - ] - } - ], - "id": "3ce6fc3d" + ] }, { "cell_type": "markdown", + "id": "03c512cb", "metadata": {}, "source": [ "### 4.3 Regresión Logística " - ], - "id": "03c512cb" + ] }, { "cell_type": "code", - "metadata": {}, - "source": [ - "# Regresión Logística (base) con estandarización\n", - "log_reg = LogisticRegression(max_iter=50000, random_state=123)\n", - "log_reg.fit(X_train, y_train)\n", - "\n", - "pred_log = log_reg.predict(X_val)\n", - "proba_log = log_reg.predict_proba(X_val)[:, 1]\n", - "auc_log = roc_auc_score(y_val, proba_log)\n", - "\n", - "resultados_modelos.append({\n", - " 'Modelo': 'Regresión Logística (base)',\n", - " 'ROC-AUC': auc_log\n", - "})\n", - "\n", - "print('Regresión Logística (modelo base)')\n", - "print(classification_report(y_val, pred_log))\n", - "print('Matriz de confusión:\\n', confusion_matrix(y_val, pred_log))\n", - "print(f'ROC-AUC: {auc_log:.4f}')\n" - ], "execution_count": 50, + "id": "49a4e758", + "metadata": {}, "outputs": [ { + "name": "stdout", "output_type": "stream", "text": [ "Regresión Logística (modelo base)\n", @@ -1140,19 +1138,34 @@ ] } ], - "id": "49a4e758" + "source": [ + "# Regresión Logística (base) con estandarización\n", + "log_reg = LogisticRegression(max_iter=50000, random_state=123)\n", + "log_reg.fit(X_train, y_train)\n", + "\n", + "pred_log = log_reg.predict(X_val)\n", + "proba_log = log_reg.predict_proba(X_val)[:, 1]\n", + "auc_log = roc_auc_score(y_val, proba_log)\n", + "\n", + "resultados_modelos.append({\n", + " 'Modelo': 'Regresión Logística (base)',\n", + " 'ROC-AUC': auc_log\n", + "})\n", + "\n", + "print('Regresión Logística (modelo base)')\n", + "print(classification_report(y_val, pred_log))\n", + "print('Matriz de confusión:\\n', confusion_matrix(y_val, pred_log))\n", + "print(f'ROC-AUC: {auc_log:.4f}')\n" + ] }, { "cell_type": "code", - "metadata": {}, - "source": [ - "tabla_resultados = pd.DataFrame(resultados_modelos).sort_values('ROC-AUC', ascending=False)\n", - "print('Comparación inicial de modelos (validación):')\n", - "print(tabla_resultados)" - ], "execution_count": 55, + "id": "a3f23596", + "metadata": {}, "outputs": [ { + "name": "stdout", "output_type": "stream", "text": [ "Comparación inicial de modelos (validación):\n", @@ -1163,19 +1176,24 @@ ] } ], - "id": "a3f23596" + "source": [ + "tabla_resultados = pd.DataFrame(resultados_modelos).sort_values('ROC-AUC', ascending=False)\n", + "print('Comparación inicial de modelos (validación):')\n", + "print(tabla_resultados)" + ] }, { "cell_type": "markdown", + "id": "8a6ec5ff", "metadata": {}, "source": [ "\n", "## 5. Optimización de Hiperparámetros y Validación" - ], - "id": "8a6ec5ff" + ] }, { "cell_type": "markdown", + "id": "28bf840a", "metadata": {}, "source": [ "### 3.2.1 Resumen cuantitativo del tratamiento de outliers\n", @@ -1187,12 +1205,14 @@ "- `MonthlyIncome` se recorta en el percentil 99 (`cap_income`), lo que reduce el impacto de unos pocos ingresos extremadamente altos.\n", "\n", "En la siguiente celda de código se calcula el número y porcentaje de observaciones que quedan exactamente en cada límite, lo que sirve como aproximación de cuántos puntos fueron afectados por el tratamiento (winsorización). Esto permite justificar que el recorte es suave: afecta una fracción pequeña del total, pero estabiliza las distribuciones de variables con colas muy largas." - ], - "id": "28bf840a" + ] }, { "cell_type": "code", + "execution_count": null, + "id": "2d737254", "metadata": {}, + "outputs": [], "source": [ "# Resumen cuantitativo del efecto del tratamiento de outliers\n", "cols_bounds = [\n", @@ -1218,25 +1238,25 @@ "\n", "resumen_outliers = pd.DataFrame(rows)\n", "resumen_outliers" - ], - "execution_count": null, - "outputs": [], - "id": "2d737254" + ] }, { "cell_type": "markdown", + "id": "9ff8868a", "metadata": {}, "source": [ "\n", "## 5. Optimización de Hiperparámetros y Validación\n", "\n", "En esta sección utilizamos **validación cruzada estratificada (StratifiedKFold)** y **Grid Search (GridSearchCV)** para buscar los mejores hiperparámetros de los modelos k-NN y Regresión Logística, usando como métrica principal el **ROC-AUC** debido al desbalance de clases." - ], - "id": "9ff8868a" + ] }, { "cell_type": "code", + "execution_count": null, + "id": "5a2739b2", "metadata": {}, + "outputs": [], "source": [ "from sklearn.model_selection import StratifiedKFold\n", "from sklearn.pipeline import Pipeline\n", @@ -1281,24 +1301,24 @@ " .head(10)\n", ")\n", "resultados_knn_cv" - ], - "execution_count": null, - "outputs": [], - "id": "5a2739b2" + ] }, { "cell_type": "markdown", + "id": "f9031e95", "metadata": {}, "source": [ "### 5.1 Grid Search para Regresión Logística\n", "\n", "A continuación optimizamos una **Regresión Logística** usando un `Pipeline` con `StandardScaler` y explorando distintos valores de `C` y del parámetro `class_weight`. Usamos nuevamente validación cruzada estratificada y **ROC-AUC** como métrica principal." - ], - "id": "f9031e95" + ] }, { "cell_type": "code", + "execution_count": null, + "id": "85413737", "metadata": {}, + "outputs": [], "source": [ "# Grid Search para Regresión Logística con StandardScaler\n", "\n", @@ -1335,24 +1355,24 @@ " .head(10)\n", ")\n", "resultados_log_cv" - ], - "execution_count": null, - "outputs": [], - "id": "85413737" + ] }, { "cell_type": "markdown", + "id": "c258bac3", "metadata": {}, "source": [ "### 5.2 Comparación de modelos tras validación cruzada\n", "\n", "A partir de los resultados de `GridSearchCV`, comparamos los **mejores modelos** de k-NN y Regresión Logística según el ROC-AUC medio de validación cruzada. Esto nos permite elegir un **modelo final** para el resto del análisis." - ], - "id": "c258bac3" + ] }, { "cell_type": "code", + "execution_count": null, + "id": "900b204c", "metadata": {}, + "outputs": [], "source": [ "# Resumen comparativo de modelos después de Grid Search\n", "\n", @@ -1366,13 +1386,11 @@ "\n", "print(\"Comparación de modelos (ROC-AUC medio en CV):\")\n", "resumen_modelos_cv" - ], - "execution_count": null, - "outputs": [], - "id": "900b204c" + ] }, { "cell_type": "markdown", + "id": "9f252bd0", "metadata": {}, "source": [ "\n", @@ -1383,22 +1401,24 @@ "- Evaluamos sus métricas en un conjunto de validación (accuracy, precision, recall, F1, matriz de confusión y ROC-AUC).\n", "- Analizamos la **curva ROC**.\n", "- Realizamos un **análisis de umbral** considerando distintos costos para Falsos Positivos (FP) y Falsos Negativos (FN), para proponer un umbral de decisión adecuado para riesgo crediticio." - ], - "id": "9f252bd0" + ] }, { "cell_type": "markdown", + "id": "08b36606", "metadata": {}, "source": [ "### 6.1 Métricas del modelo final en el conjunto de validación\n", "\n", "Usamos el split `X_train`, `X_val`, `y_train`, `y_val` definido anteriormente para evaluar el modelo de Regresión Logística con los mejores hiperparámetros obtenidos por Grid Search." - ], - "id": "08b36606" + ] }, { "cell_type": "code", + "execution_count": null, + "id": "e3b0a09a", "metadata": {}, + "outputs": [], "source": [ "# Ajuste del modelo final (Regresión Logística óptima) en el conjunto de entrenamiento interno\n", "\n", @@ -1415,14 +1435,14 @@ "print(classification_report(y_val, pred_val_05))\n", "print(\"Matriz de confusión:\\n\", confusion_matrix(y_val, pred_val_05))\n", "print(f\"ROC-AUC (val): {roc_auc_score(y_val, proba_val):.4f}\")" - ], - "execution_count": null, - "outputs": [], - "id": "e3b0a09a" + ] }, { "cell_type": "code", + "execution_count": null, + "id": "88d4d613", "metadata": {}, + "outputs": [], "source": [ "# Curva ROC del modelo final\n", "\n", @@ -1438,13 +1458,11 @@ "plt.legend(loc=\"lower right\")\n", "plt.grid(alpha=0.3)\n", "plt.show()" - ], - "execution_count": null, - "outputs": [], - "id": "88d4d613" + ] }, { "cell_type": "markdown", + "id": "97ebb85d", "metadata": {}, "source": [ "### 6.2 Análisis de umbral (threshold) basado en costo\n", @@ -1455,12 +1473,14 @@ "- Costo(FP) = 1\n", "\n", "Luego barrimos distintos umbrales \\(t\\) sobre la probabilidad estimada \\(\\hat{p}\\) y calculamos el costo total \\(5\\cdot FN + 1\\cdot FP\\)." - ], - "id": "97ebb85d" + ] }, { "cell_type": "code", + "execution_count": null, + "id": "5fa62b89", "metadata": {}, + "outputs": [], "source": [ "# Barrido de umbrales con costos FN/FP\n", "\n", @@ -1494,14 +1514,14 @@ "\n", "print(\"Top 10 umbrales con menor costo total:\")\n", "tabla_umbral.head(10)" - ], - "execution_count": null, - "outputs": [], - "id": "5fa62b89" + ] }, { "cell_type": "code", + "execution_count": null, + "id": "38ca55dc", "metadata": {}, + "outputs": [], "source": [ "# Visualización del costo total vs umbral\n", "\n", @@ -1522,14 +1542,14 @@ "\n", "print(f\"Umbral recomendado (mínimo costo): {best_t:.2f}\")\n", "best_row" - ], - "execution_count": null, - "outputs": [], - "id": "38ca55dc" + ] }, { "cell_type": "code", + "execution_count": null, + "id": "2be98251", "metadata": {}, + "outputs": [], "source": [ "# Métricas del modelo final con el umbral recomendado\n", "\n", @@ -1538,13 +1558,11 @@ "print(f\"Métricas con umbral recomendado t={best_t:.2f}:\")\n", "print(classification_report(y_val, pred_val_best))\n", "print(\"Matriz de confusión:\\n\", confusion_matrix(y_val, pred_val_best))" - ], - "execution_count": null, - "outputs": [], - "id": "2be98251" + ] }, { "cell_type": "markdown", + "id": "c6ca88a4", "metadata": {}, "source": [ "\n", @@ -1553,12 +1571,14 @@ "Entrenamos el **modelo final** (Regresión Logística con hiperparámetros óptimos) usando **todo el conjunto de entrenamiento** y generamos probabilidades para el conjunto `test`.\n", "\n", "Finalmente, construimos un archivo tipo *submission* con el formato de `sampleEntry.csv` (`Id`, `Probability`)." - ], - "id": "c6ca88a4" + ] }, { "cell_type": "code", + "execution_count": null, + "id": "e1c82129", "metadata": {}, + "outputs": [], "source": [ "# Entrenar modelo final con todos los datos y predecir en test\n", "\n", @@ -1574,14 +1594,14 @@ "})\n", "\n", "submission.head()" - ], - "execution_count": null, - "outputs": [], - "id": "e1c82129" + ] }, { "cell_type": "code", + "execution_count": null, + "id": "b13b1664", "metadata": {}, + "outputs": [], "source": [ "# (Opcional) Guardar submission en disco\n", "\n", @@ -1591,27 +1611,13 @@ "output_path = \"../output/submission_logistic.csv\"\n", "submission.to_csv(output_path, index=False)\n", "print(f\"Archivo guardado en: {output_path}\")" - ], - "execution_count": null, - "outputs": [], - "id": "b13b1664" - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "" - ], - "id": "4d3047f1" + ] }, { "cell_type": "markdown", + "id": "4d3047f1", "metadata": {}, - "source": [ - "\n", - "## 6. Métricas de Evaluación y Decisión" - ], - "id": "105fa98a" + "source": [] } ], "metadata": { @@ -1635,4 +1641,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} From 631e9b4534e41ce232f39f89a7bb0852c548a6c4 Mon Sep 17 00:00:00 2001 From: YURYVOM <112267599+YURYVOM@users.noreply.github.com> Date: Sat, 14 Mar 2026 08:11:20 -0500 Subject: [PATCH 09/12] VO --- notebook/proyecto_1.ipynb | 208 +++++++++++++++++++------------------- 1 file changed, 102 insertions(+), 106 deletions(-) diff --git a/notebook/proyecto_1.ipynb b/notebook/proyecto_1.ipynb index 13a253a..8a087bb 100644 --- a/notebook/proyecto_1.ipynb +++ b/notebook/proyecto_1.ipynb @@ -79,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 1, "id": "48e9f010", "metadata": {}, "outputs": [], @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 2, "id": "c98c4be2", "metadata": {}, "outputs": [ @@ -171,7 +171,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 3, "id": "7b59092d", "metadata": {}, "outputs": [ @@ -378,7 +378,7 @@ "max 20.000000 " ] }, - "execution_count": null, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -410,7 +410,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 4, "id": "7a4bd274", "metadata": {}, "outputs": [ @@ -444,7 +444,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 5, "id": "122b37f6", "metadata": {}, "outputs": [ @@ -486,13 +486,13 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 11, "id": "610a5772", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -539,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 12, "id": "ce567172", "metadata": {}, "outputs": [ @@ -755,7 +755,7 @@ "max 20.00 " ] }, - "execution_count": null, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -799,13 +799,13 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 6, "id": "1be01d4b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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GU9VXr15d3Tfnk6OdOnXqpKY5MMSYvSOaR82QPXv2qOkZOMcdr8dpB/Lnzx8ybNgwvXT84c0Dx+kGeDzvLXfu3CErV64Md9qBmzdvhjRr1kw9D14zZcqUavoJ2tec8t+9e1fN05Y6dWo1lxv/8jPXm5oqwBjh1SdOecA5B21sbFQZOX8dy8hpKTTPgvO8sQ5zPkOWgc+Xz7ls2bJG57kTBOHnE4v/+9kiUhAEQRCiMwyPpDeDoWf0WgiCIAjCz0LGwAmCIAiCIAiCIMQQRMAJgiAIgiAIgiDEEETACYIgCIIgCIIgxBBEwAmCIAhCBDCzIoeMy/g3QRCEX5vDhw+r7LTM3Mp5NZmNNyKYZTdHjhwqSy0z4vI340ciAk4QBEEQBEEQBAFQcydyWo1p06aZZQ8mt/rjjz/U/I6cSqRz585o3ry50XkivxeShVIQBEEQBEEQBMEAeuA2bNiAypUrwxS9evXCtm3b1DySGmrXrg1/f3/s3LkTPwLxwAmCIAiCIAiC8EsSHByMwMBAvYXrvhd//fUXSpYsqbeuTJkyav2PIu4PO7MgCEIMZFs8T0RXiu0dgujK1dSlEV1x/uCD6Mxry+SIrryPlQjRldj4guiMbdBjRFcCLFMiumIV/BzRleC4CRGdSeuRCTGdH/EbfKpfHQwZov/7OWjQIAwePPi7nP/JkydIlSqV3jp+plB8//49EiRIgO+NCDhBEARBEARBEH5J+vTpg65du+qtY7KRmIwIOEEQBEEQBEEQfkksLCx+qGCzs7PD06dP9dbxc9KkSX+I943IGDhBEARBEARBEIQokD9/fuzbt09v3Z49e9T6H4V44ARBEARBEARB+OnEihfrZxcBb968wc2bN/WmCeD0ALa2tnB0dFQhmY8ePcLixYvV9tatW2Pq1Kno2bMnmjZtiv3792P16tUqM+WPQjxwgiAIgiAIgiAIAE6fPo3s2bOrhXD8HP89cOBA9dnX1xf379/X2srFxUWJNXrdOH/cuHHjMHfuXJWJ8kchHjhBEARBEARBEAQARYsWRUhIiElbLFy40OgxZ8+e/c/sJwJOEARBEARBEISfTuy4Pz+EMiYgIZSCIAiCIAiCIAgxBPHACYIgCIIgCILw04kVT3xL5iBWEgRBEARBEARBiCGIgBMEQRAEQRAEQYghSAilIAiCIAiCIAg/HUliYh7igROE/ximmu3cufMvU7ZYsWJh48aNP6xMgiAIgiAIQhjigRMEEzx//lxN2sjJGZ8+fQobGxs1QSPXFSxYMMp2W79+PeLFi/ef2Z3zlTRp0kT9O3bs2EiaNCk8PDzwxx9/oFOnTrCysvpX5+eElrSNuRw8eBATJkzA33//jcDAQKRLlw49evRAvXr1EF2xLZQLrt2awSpHJljap8Tpam3xdPO+8I8pnAcZxvZG4gzpEPTAFzdHzsDDxRv09nFqUxeuXZvBwi4FAi/44HLnYQg4dTFKZVx14CQW7T6OlwFv4JE2FXrV+R2ZXNIa3Xf9kdPY+td53Hz8TH1O72iPDlVK6O3/LigYk9fvxYFzPgh4+w72yW1Qp3he1CiSO0rl45w6a5fNwYHdm/H27Wt4pM+Cpm17IrW9g8ljrl46i63rl+HOrWvwf/UCXfqOQu78RbTbP336hDVLZ+Hc6eN49uQxEiRKjExZc6FOo7awSZbC7LKt27EPyzbtwCv/ALg7O6Jrs3rIkM7V6L637z/C3JUb4HP7Lp48f4lOTeqgVvnSevus37kfG3YdgO/zF+qzi0MaNK1REflzZEFk2bx1G9auW49Xfn5wdXFB29at4OXpYXL/w0eOYtHSpXj69BnS2NujWZPGyJM7l9ZeCxcvxanTp+H75AkSJUqE7NmyolnjRkiWLBmi+lxXLF2IPTu34e3bN/DKkAmt23WGfRrjdU/D9i0bsWHdKvj7vYKzixtatOkAD8/02u39enXB5Yvn9Y4pU64C2nToEqmyLV+6CLt3bldlS58hI9q06xRh2bZt2YQN61bDz+8VXFzc0LJNe3h4emm3T5syAefPnsGrVy9haZkAXhkyoHGTFkjr4Gh22dbt2IsVG7erOufm7IAuzRsgQzo3o/vevv8Q81aux7VbrHMv0LFJXdSsUFZvnyXrtuDQidO498gXFvHjIbNXOrRpUAuOaVIjstBuS5cuwa6dO/D27Vukz5AB7dp1QJo0acI9buuWzVi3bi38/Pzg4uKK1m3awtPTU7t9x47tOHTwAG7evIX3799h1eq1SJw4caTKtm77HgO7NUQGj3DstmJdmN2a1vvGbpE9Z0Rs3LYDq9dvwis/f7i5OKNDq2bw8khncv9DR49jwdIVePLsOdLap0aLxvWRN1dO7fbRE6Zg9/6DesfkzpENo4YMwK9KrHgyjYA5iAdOEExQrVo1NSnjokWLcP36dWzevFl5qF6+fBklm3348EH9tbW1RZIkSf5Tu1O0UWg9fPgQx48fR8uWLbF48WJky5YNjx8//lfntrOzg4WFhdn78/pZsmTBunXrcOHCBSUuGzZsiK1bt0a5DJ8/f8aXL1/wo4iTKCECL1zDpY5DzNo/gXNa5N48Cy8PnsTRXJVwZ8oiZJ7ljeSlCmn3SV2jHNL/2Qc3vKfhaJ4qeH3BB3m3zUP8FLaRLt+uU5cwbs0utCpfFMv7t4KHgx3aTlqCV4FvjO5/+tpdlM2TGXO6NcaiXs1hZ5sUbSYuwTO/QO0+PN/xyzcxvFlVrB/SHvVK5MPoFdtx8JwPosKWdUuxa+saJdqGjZ2nGr6jBnbGhw/BJo8JDgqCk0s6NGndzej2D8FBStxVqdUEwycuRJc+I+H76D7Gevc0u1x7j53E5IUr0bRmJSz4czDcnRzQZdg4vAoIs4UuQR+CYZ8qBdrUr4Fk1sY7P1Ims0Wb+tWxYMwgzB8zCDkzpUev0ZOV+IsMBw8fwew5c1Gvbh1MmzxRCbh+AwbC39/f6P6Xr1zFyDF/omzp0pg+eRIK5M+HId7DcffuPbU9ODgYN2/dQt06tdT5Bvbrg4cPH2HQUG9ElQ1rV2Lr5vVo3b4LxkyYBktLSwwZ0Ev7fWeMo4cOYP6cGahdtyHGT5kFZ1c3dYy/v5/efqXK/oEFS9dql0bNWkaqbOvXrsLWzRvQpn0n/DlhKiwsLTFoQO9wy3bk0AHMmzMTtes2wIQpM+Hs6qqO0S2bm3s6dOzSA9NmzccQ71FACDCwfy/1PWQO+46ewNQFy9GkZmXMGzs0tNNg6J/w8zde54KDP6g617pBTZN17uxlH1QtVxKzRg3EhEG98OnTZ3QZMgbvg0y/X6ZYu3YNtmzehHbtO2L8hInqmQ4Y0C9cux0+dAhz5sxB3br1MXnKVLi4uqpjdOsq61+OnLlQs1YtRAWt3WpVwbxxw77abQz8/APCsVvKULvZWH2Xc4bHgSPHMHPuQjSsUxMzJ/4JNxcn9Bo4zOS5Ll/1gfefE1CudAnMmjQWBfPlwcDhY3Dn3n29/XLnyI41i+dql349zO/EEH5dRMAJghH4o3PkyBGMHj0axYoVg5OTE/LkyYM+ffqgYsWK2n2aN2+OFClSKIFUvHhxnD8f1mM8ePBgJZDmzp0LFxcX9SNoLEyRvZUUMPRiJUyYEOXKlcONGze+OY8uEydOhLOzs55Xi+Vjj7q1tbXyEN67F9po04Q5UmilTp0a6dOnR7NmzZSQevPmDXr2NN3YffbsGSpUqIAECRKoe1i2bJm6Lq9vLITy7t276jO9jLQb74dey7/++ku7f9++fTFs2DAUKFAAbm5uygtYtmxZdQw5fPiw8lA+efJEryy02W+//ab1KvI+KaozZMigBOT9+/cjtENUeb7rMK4Pmoinm/aatb9Ty9p4f+chrvYcjTc+t3Fv+jI8WbcLLp0aa/dx6dwED+atxsNF6/Hm6i1cbDsIn98FwaFxtUiXb+me46haKCcqFcwON/uU6FevPCzjx8PGY2eN7j+ieXXULJoHng6p4ZI6BQY2rKR63U/63Nbuc/7WA5TPnxW5PF2U961a4VzKs3f5buRECOG5d25ehco1GyNXvsJwdHFHmy4DlVft9InDJo/Llis/ajZohdz5ixrdnjBRYvQdNhn5fisJ+7ROSOeVCY1bdcOdmz548Uy//phi5ZbdqFiyMMoX/015ynq2aggLi/jYuu+I0f0zuLuifaNaKFUoL+LFMx7EUih3NhTImRUO9nZwtLdD63rVkMDSEpev30JkWL9hI8qWLYMypUrCydERHdu3hYWlBXbt3mN0/42bNyNXzhyoUa0qHB0d0KhBfbi7uWHT184Rvhejhg9Dkd9+g0PatEjv5YV2bVrhxs2b6l2PynPdsnEdatauj7z5CypPWqduvfHq5Quc/OuoyeM2bViD0mV/R4nS5eDg6Iw27buod3jf7h16+3Gdja2tdkmYMFGkyrZ543rUrF0P+fIXVB6hLt164dXLlzjx17FwyrZOla1k6bJwdHRC2/adVTn27t6p3adsufLIlDkLUqWyU2KuXsMmePH8OZ49e2pW2VZu2YkKpYrijxKFVZ3r0aoxLC0ssHX/IaP7p0/ninaN6qBkoXwmozfGD+yB34v/BlfHtEjn4oi+HVrg6YuXuHbrDiID7bZp4wbUql0H+fPnV3br1q2Hsttffx03edyGDevV93ip0qWV3dq376DuaffuXdp9Kleugpo1a8HLK8ybGRlWbt6hb7fWTULttu+wabs1roOSv+VHvLjxvss5w2Ptxi34vUxJlC1ZHM6ODujctpWqOzv3GI/WWL95mxJntapWhpNDWjSpXwfp3Fywcav+e8DvGVsbG+2SJJJeS+HXRAScIBiBYR1cKEzYa2iMGjVqqEbPjh078M8//yBHjhwoUaIEXr16pd3n5s2bytNEcXLu3Dmj52ncuDFOnz6txAiFDn9Af//9d3z8+NGsZ8OwqMqVK6NIkSLKo8Vz0MNGIRUeKVOmVGGLvK6pnmOW7cGDBzhw4ADWrl2L6dOnm9XQ69evH7p3767umeGaderUUeU0RUBAgPJMksKFC8PV1RVLlizRbqctKB6bNm2qXffu3TslsCmQL1++rI6Pih1+BNb5suHF/jDRSp7vOQqbfKFCPFa8eLDKkREv9uk0iEJC8GL/cVjnyx6pa3389AlX7/sib/qwkD+GyvLzhdsPzDpH0IeP+PT5M6wSJdCuy+rmgEPnrymvHOvkKZ87uPf0JfJliHxo0bOnj+Hv9xKZsuXWE19uHhlww+cSvifv3r1Rzzxh4oi93B8/flLhVbmyZNSzXe4sGXDp+s3vUp7Pn79gz9GTCAoKRiZP823HOk9hlSNbVr2yZc+WDVd8rhk95qqPj9quS84c2dV6U7x9+07ZK1EUGoVPn/iqMMMs2cJCvhIlSqxCIa9dvWLyvm7dvK53DO8ra7acuOajf8zhA/vQoHZldGzTFEsWzFEe2ciWLWu2HJEq282b15FN55jQsuWAj0HZNAQFvce+PTuRys4OyZOnMKvOXTdS53JlyYDL175PnSNv371Xf5NG8rmy44yditmyhX0PUfh7enrB5+rVcOx2Q+8Y3hM/+/gYPyayaO2W1dBuGaNst+95Ttrg+s1byJE1i965cmTLgivXrhs95orPdeTMph9WnSv7t+/3+UuXUa1+EzRq3QETp89CQOBr/OpJTL738isiY+AEwdiLETeu8vK0aNECM2fOVOKMwqB27doq/O/o0aNqDBfFjCZ8cOzYsUrwUehQOBCGnDBUkV46Y9DTRgF17Ngx5ZEiFCoODg7qXBSJEcFxZBRA5cuXVx4tQi+bObAn9PXr1yoslIJOF4aNUpzyPnPnDm14z5s3z6xzU7xxjB0ZMmQIMmbMqMSssZ7X1atX49SpU5g1a5Z2HT2ECxYsUGPjyJYtWxAUFISaNWvq/WBSUNLDRyico2qH741FquQIfho6/kkDP8ezSoLYlhaIZ2OF2HHjIviZfjhu8NOXSORpfOyVKfzevMPnL19gm1S/oZYsSWLc9dUvgykmrduDFFZJ9ERgr9q/Y9jSzSjTaxzixo6NWLFjYUCDisjpEeb5NZcAv9D7tLLWDw/lZ8227wHDMVcsnI78hUuZ5a3xf/061HbWSfXW21pZ4d4j8zx4prh17wFa9h2ODx8+IoGlBUb2bK96+M2F7zXDgq2t9ceX2lhb48GDh0aP8fPzV9sN9+d6Y/D7ad6ChShapDASJUyIyMLxa8TaYAyslbWNEk/GeB0YEHpfRo55+CAsdKxw0RJImTIVbGyT4d7d21g8fzYePXqA3v2HmlU2ihBjZaNn3lTZAk2Ujc/g0QP9zpDtWzdh4fw56nspTVoHDB0+xqyxzQGm6pw165wvvge8h8nzl6pxcK5O4Y/3M2U3GxtrI3bTD3H9pq4aOYYdgN8Drd0MxmzTjvcePf7p56Soog0M7WZjbYUHD41HLbzy5/tq9c37yvUacufMjt8K5INdqpR47PsE85YsR5/B3pjy5wjEiRMnUmUUfi1EwAlCOGPgKEIYSnnixAklZsaMGaM8PhzYzfBDw4H/79+/x61bYWFSDL00Jd7I1atXlVjMmzevdh3PyYHf3GYO9DzRU1amTBmUKlUKJUuWVEKH4ZIRQc8KMeal0pQtZ86wnnIKMP4oRwRFrgZNOSh2DQUcPXscA8exExR5Gng//fv3V3bPly+fEtO8J/YEa4gfP77edaJiB3pXDT2sH0O+IF6s/5/ghPk7jqgxdHO6N4aFTgN05YGTuHj7ISa2q4vUyaxw5vo9jFq+TQm9iLxwRw/uwrxpo7Wfew4cix8NPbyTR/dXnkyOs/vZONqnxqKxQ/Dm3Xsc+OsUvKfOxbShvSMl4n60vYaP5DMKQYd2bc065tCBvZgxZbz2c/8hI39Y+cqUK6/9t7OLK2xsbDGwb3f4+j5C6tTf2vDggX2YPmWC9vPAIcPxIylSrASyZc+pOo42rl+DMSOHYfTYSep76Wczfs5iNd5y+vD+Ee574MB+TJ0yWft58BDzBLLw31C8cNi4aVdnJ7i6OKFBi3bKK6fr7fuVkCQm5iECThDCgePWKAa4DBgwQI15GzRoENq2bauEAcdcGaIrcHQFR1RhGIZGaGkwDK+kt6pjx47YuXMnVq1apcTPnj17lPgJD4o0jt+LagY6U+j2RGvEoWGSkUOHDqnxdcxIyTGAutAbyG28L469o3g2tDXH5RkKz8jaYeTIkcpDqEudWLaoFyc5/g30ttELpws/fwx4jS9Bwfjwwg9fPn2CRUp9u1ukSobgJ+Z5zTTYJE6IOLFjf5Ow5OXrN0hmFX741OLdx7Bg51HM7NIQHmnt9EIqp2zYh/FtauO3LKEZD7n92sMnWLLneIQCLmeeQnD3yKD9/OlrfQ3wfwUb2zC78LOTq+mMipETb/3UuLd+w6eaPVbKOkmSUNsZJI94xZBeAw9JZOG4lbSpU6l/e7k54+rNu1i9bQ96tQ4bBxkefC/57hsm9vBjr72JrK/s/ef2b/e3/la8jRqNp8+fYcyI4WZ73/LkLaCXKfLjx9CkFv5+frC1DavLAf5+cHF1N3qOJEmtQu/LwJvDYzjOzRQeXqHXffL4sVEBlydvfr1MkZo6Z1g2jl12dTVef5OaKBufgbWtvs0ZjsmFGS09vdKjbs0q+Ov4URQpWhzhYWWqzvkHmExQElnxdvz0OUz17oeUySNOiJQ3bz4VHmn4TOm1/dZuruHXVQNPL4+xMbBbVNHaLUA/IQjtmMyMTsUffU6rpEmUDQy93UxgYmvw/mmwpVfTIMEJ31euN4W9nR2skibFo8dPflkBJ5jH/083syB8B5gwg943hlRyrAA9VO7u7npL8uTmN/4Z4sfG1MmTJ7XrGM547do1dS1CDx6vpSvijI2ny549u0qywuQkmTJlwvLly8O9Nj1i3IfjxvjDYwi9ZSwbx/dpYLlMZcCLDBRj9G5yDJsm3NQQimWKsNmzZ6uQSHOnboiMHbgfwy51l5qxI58F0hD/E+eQrLi+aExeogD8ToQ+t5CPHxFw5jKSF88ftkOsWEhWLD/8TxhPPGKKeHHjIr1jar0EJBTLf1+9gyyuplP0L9x5FHO2HsK0TvWR0Vm/QczxcFwMBXKcWLHw5Yt+Z4IxEiRMBDt7B+2SxtEF1jbJcPn8ae0+7969xa3rV1Tike8h3p48foi+3pOVQIiMyPJ0c8Y/F6/o2e70havI5GFcgESVLyFf1Jgb88sWD+nc3XH23AW9sp07dx4ZvMJSs+vCpCTndBIpkTNnz6n1huLt0ePHGDXcWzW+zSVBwoRIbZ9GuzABCT1jF86f0Xuu169dhWf6DCbvy83dQ+8Y3teFc2fg6WX8GHLna2SDKZHHhEn29mm0i4Ojkyrb+fNnI1U2d3cPnP+mbGfhFU7Z6MXkfxrRGFGd82Cdu3BZ7xr/XLiCjJ5Rr3P8faB4O3zyH0wa0ltlrTSHULvZaxcmIGEHwfnz5/Tsdu2aD7xMhKSH2i0dzukcE1pXz8Hrq/D+t4TZTf9d/efi5Sjb7XuekzbwcHfD2QsX9c519vwFZDAx7UcGLw+cOR/2fpN/zl0w+X6T5y9eIvD1ayT7TsJYiLmIB04QjEARxfFnTJrBMD2m/WeiEYZQVqpUSYXnMUMXxQ/XMVEH0/FzzrgqVaogV67QeZcignOg8Xwca8cxYLxO79691Xw7XK/JWsk56Xid6tWrK+8SPVKahtedO3eUyGF2TP4AU2RxbJ2uV4s/7hoRSAHGBB8jRoxQc8CNGjXKaNkYxsmsYq1atcKMGTOUWGUmSHq+/g0Mm+Q4NWafZJiqJtskQ480iUwIQyF5j97e3hg6NOKwHnPsYAjHLxpOgWAsfJLTCCRyD5vjKaFLWiTN6oUPrwLUHG+e3l1hmSYVzjfppbbfm70STm3rwWtkDzxYuA7Ji+VT0wacqtgqrLwTFyDr/NHw/+cSAk5dgHPHRoibKAEeLArNxhkZ6pcqgIELNiCDUxpkckmD5Xv/wvsPH1RWStJ//nqktE6CjlVLqc8Ldh7BjM0HMKJZddgns8aLgNBB8Qkt4iOhpQUSJ7BUY90mrtsNy/hxkTqZNf65fhdbT5xH1xplIl0+CsGyFWthw6qFStClSJUaa5bOgbVtcpWVUsPwfu2RK38RlCkfOvYz6P07PPENG+/1/Olj3L19HYkTJ0XylHZKjEwa1VdNJdBj4FjVYGKyFMJ94poxJql2hdLwnjJXeck499uqrbsRFByM8sVDQ5eGTp6DFLbWatoAQhF252Ho+Biman/+0g/X79xXdtN43GYsXYN82bPALkUyvHv/HruPnMDZy9cwYYDx6RBMUbVKZYwdPwEe6dzh6eGBDZs2qTFXpUuVVNvHjBuP5MmSoWnjRupz5YoV0aN3H6xdv0HN/Xbo8BGVCKVzh/Zfy/sJw0aMUlMJDB00EF8+f8GrV6HepiRJEkd6fko+1wqVq2HNyqVKNKVMlRrLlyyAbbLkyJs/LPRrQJ9uyFegEP6oUEV9rlSlBiaNHwX3dJ5I5+GFLZvWISg4CCVKhc7RxTDJwwf2I2fuvEiSNCnu3bmFebOnI2OmLCrTpbllq1i5KlavXKbKxoyRy5YshG2yZCorpYb+fXogX4GCKF+h8teyVcPE8WNU2Tw8PLF503q9sj3xfYwjhw8ie45c6vvzxYsXWLdmJSzix0fO3HnMKlvtCmUxfMoceLm7qEyJq7fsxvvgYPxRPPRdGDZpFlIks0Hr+jW1de7u13FUTFr0/JUfbty5pzKbaurcuNmLsPfICYzs0xkJE1ji5VdPUOKECVVWVXOh3SpVroKVK1eo71G7VHZYsmSxslv+/KHjtEnfPr2Rv0ABVKgQmpW5SpWqGD9+rPpNo902bdqg7FaqVNgciQw35Tg6369T1zBrMX9PGHFhztQ6tSuWw/DJs+Hl9tVuW3epaRKYQTLUbjORwtYGrRvUMm63l9/aLaJzRobqlSuoedso5Dj327pNW1XyojIlQ72yo8ZPRvJktmjeqL76XLXiH+jSZyBWb9iMfLlyqGkImAila/vW2iEZi1esxm8F8isv3uMnTzB7wRLYp7ZDrhz6yYp+JX7VpCPfGxFwgmAEZqDkuDSG93FMG0MWmViEQotp8Pkjt337dpVtkWO4KLCYpp8ZFFOlCv1hMBeG/VHMUNQwqQDPwXNrGlP00jFZBwUX0+9T9DBJCMWKpgfVx8dHzVdH4cnQznbt2inhpTvInOtZbooiirNGjRqp64bXA8+y0RPGBC68L4ophpL+G1hOZpBk+CIXDbyGbpgkvYIc08b7Dk+EaTDHDlHFKmcm5N8XlhUzw9i+6u+DxetxoVkfWKROgQQOYWPt3t99qMRahnF94NyhIYIePsHFVv3xYk9YanXfNTvUnG8egzqGTuR9/ir+Lt8cHwwSm5hDmdyZ4Pf6LWZs3o+XgW/gmdYO0zo2QLKviU2evApAbB1v2ppDp/Hx02f0mLVK7zycR651xWLq36NaVMeUDXvRd946BL59j9S21mhXuUSUJ/KuUK0+goPeY+7UUXj39g08MmRB7yETED9+mIB++uSRSnKh4fZNH3j3baf9vHRe6FidwsV/R+suA+D38jn+ORma7r9PR/060n/ENGTIHJZN0BQlC+aFf8BrzFm5UYWxMQX7+P5dVVIJVaYXL/Vs98LPH427D9J+Xr55p1qyZ/RUY9yIX8BrDJsyBy/9ApAoYQI1txzFWx6dbHfmULTwb8orvHjpMtXwZQjb8KFDtCGU/N7RLVvGDOnRu0d3LFqyFAsXLYZ9GnsM6t8Pzs5OoWVnCv2v3v62HTrqXWvMyBHImiUzIkuV6rWVqJw+ZTzevnmD9BkzY+DQUXpjwSh6AnXC1AoVKYaAQH+sWLIgdNJnVzcMGjoa1jahHThx48bDhXP/YCuFXdB7JE+REvkLFkbNOqENX3OpWr2WKhsn3mbZMmTMhMERlO03VbYALF+y8KvN3TB46EitzePFj48rly8pYcdzMsFJxkyZMXrc5G8SzpiiRKF88A98jbkr1odOHu/iiHEDeujXudi6dc4PTbqFfe+u2LRDLdkyemHqsNDvoo279qu/HQaM0LtW3/Yt1PQCkaF69RrKblOmTP5qt4wYNtRbz26+BnYrXKSIstvSJUu0dXXoUG+9cN8d27dh+fJl2s+9enZXfzt36aon9CK028p1eOX31W4Ddez23PBd9UOTrmHjAFds2q4WZTfvfmadMzIU+62gel8XLlupQindXF0wakh/bQjls+cv9KIaMqb3Qr/unTF/6QrMX7wMaexTY2i/nnBxctT+Bt6+e09N5P3m7TvldcuVPSsa16uD+JHsbBF+PWKFGA6uEQRBCAfOA0dPnO5cdj8KZqNkI5WZOv8rtsUzHb7ysym217yJxH8GV1NH3AD7WTh/iNrk4/8Vry3/3ZjLH8n7WP9+HO+PIjb0x9VGN2yDopYd8b8gwFI/63B0wir4OaIrwXEjn631vyStx78LSY8OHEr//b2LRa4an8YpJiMeOEEQoh3sxbx48aIav/ZfijdBEARBEITojgg4QRCiHRz/x/nnWrdurTKACoIgCILw6xMrjoyBMwcRcIIgRAoOPP/RGJueQRAEQRCEX5vYIuDMQqYREARBEARBEARBiCGIgBMEQRAEQRAEQYghiIATBEEQBEEQBEGIIcgYOEEQBEEQBEEQfjqxdOZAFEwjAk4QBEEQBEEQhJ9OrDgSHGgOYiVBEARBEARBEIQYggg4QRAEQRAEQRCEGIIIOEEQBEEQBEEQhBiCjIETBEEQBEEQBOGnIxN5m4cIOEEQBEEQBEEQfjqShdI8JIRSEARBEARBEAQhhiACThAEQRAEQRAEIYYgIZSCIAg6FNs7JNra40DJQYiuhJysjuiKU/zoPTFsLIQguvIpJPo2E958TIDojG0sX0RXgkMsEV0Jica+hXifg392EQRBEX2/mQVBEARBEARB+L9BkpiYR/Tt5hAEQRAEQRAEQRD0EA+cIAiCIAiCIAg/nVhxonfIe3RBPHCCIAiCIAiCIAgxBBFwgiAIgiAIgiAIMQQJoRQEQRAEQRAE4acTK7b4lsxBrCQIgiAIgiAIghBDEAEnCIIgCIIgCIIQQ5AQSkEQBEEQBEEQfjqxYksWSnMQD5wgCIIgCIIgCEIMQTxwgiAIgiAIgiD8dGLLPHBmIR64H8TgwYORLVs2s/dfuHAhrK2tEZ04ePAgYsWKBX9/f6NljOw9RoW7d++qMpw7dw4/Cx8fH+TLlw+WlpY//H5jMob1JSIaN26MypUr//ByCYIgCIIg/Er8kh44NgwXLVqk/h03blykTZsWNWrUwNChQ1UjPDpSq1Yt/P7779/9vM7OzujcubNadKH42rhxo1YYFS1aVImTiRMnavcpUKAAfH19YWVlZfTc3bt3R4cOHb7rc2Pjn+XS4ODgoMqQPHlyfG+OHz8Ob29v/PXXX3j//j3SpUuHJk2aoFOnTogTJ452v0GDBiFRokS4du0aEidOrESli4sLzp49+42gM2bH/2dBV6xYMfj5+RntnJg0aRJCQkIQk1h14CQW7T6OlwFv4JE2FXrV+R2ZXNIa3Xf9kdPY+td53Hz8TH1O72iPDlVK6O3/LigYk9fvxYFzPgh4+w72yW1Qp3he1CiSO1Llsi2UC67dmsEqRyZY2qfE6Wpt8XTzvvCPKZwHGcb2RuIM6RD0wBc3R87Aw8Ub9PZxalMXrl2bwcIuBQIv+OBy52EIOHURUYHPetfaqTixfy3ev30NF8/sqNZ0IFKkdjJ5zL6Nc3Dx1B48e3wH8eJbwskjG8rX6YqU9i7afQL9n2PrsnG4fvE4goPeIUVqZ5Ss3BJZ8pY2u2zrduzF8k078Mo/AO7OjujSrD4ypHM1uu/t+48wd+V6XLt9F0+ev0THJnVQq3wZvX0Wr9+KQyf+wb1HvrCIHw+ZPd3RpkFNOKVJjciyees2rFm3Aa/8/ODq4oJ2rVvCy9PD5P6HjxzFwqXL8PTpM6Sxt0fzJo2QJ3eusLItW46Dh4/g+fMXiBc3LtK5u6Nxw/pI7+UZpWe6aul87N21Be/evoFn+sxo2a4rUqdxCPe4HVvXY/O6lfD3ewUnFzc0a90J6TwzaLf7vXqJJfNn4MLZ03j//h3s0zqgWq0GyFewaKTLt2HFLBzas1GVL51XFjRs3Rt29o4mj7l2+Qy2b1iCe7d84O/3Ah16/4mc+b697uMHd7B68RS1/+fPn5HGwQXte41BshR2ZpVt3fY9WLFxu6pzbs4O6NK8ITJ4uBnd9/b9h5i3Yh2u3WKde4GOTeuhZoWyevucu+yD5Ru3qX1e+vljRO9OKJw37LlH1m4rly7Anl1bld280mdSz9U+jfHvOg07tm7Axq/P1dnFHc1bd0Q6z/Rq27OnvmjdtI7R47r3HowCv5n3bNdv340VG7d9tZsjOjdvZNJud5Td1uLarTvKbh2a1kfNCuX+1TnNKd/KDVu15+rUgudyN7n/gWMnMG/5Gjx59gJpUtuhdcPayJ8ru3Y7zzNz0QqcOncBb96+Q9aMXuqcDvaR/y4Rfi1+WQ9c2bJlVcP/9u3bmDBhAmbNmqUa4tGVBAkSIGXKlIhOxI8fH3Z2dsqrYgyKmWTJkv3QMlBIsQwU4t+TDRs2oEiRIkrcHzhwQHnZKNwo6GrXrq0nLG7duoVChQrBycnph9/vz4b3/enTp//kWuwYiG5e5/DYdeoSxq3ZhVbli2J5/1bwcLBD20lL8CrwjdH9T1+7i7J5MmNOt8ZY1Ks57GyTos3EJXjmF6jdh+c7fvkmhjerivVD2qNeiXwYvWI7Dp7ziVTZ4iRKiMAL13Cp4xCz9k/gnBa5N8/Cy4MncTRXJdyZsgiZZ3kjealC2n1S1yiH9H/2wQ3vaTiapwpeX/BB3m3zED+FLaLCgS3zcGTnMlRvNgidhq1AfIsEmD2qJT5+CDZ5zK2rp1CgdB10HLoCrfrOwZdPnzB7ZAsl1DSsmN4Xz3zvoGn3qeg+egMy5y6JxZO64eGdq2aVa++xk5iycCWa1qyM+X8OgbuTA7oOGwu/gLDnpEvwh2DYp0qBNvVrIJm18c4tNqarli2O2SMHYOKgHvj0+TO6DB2L90Gm79UYFFqz5sxD/bq1MX3yBLi6OKPvgEHwM+HlvnzlKkaMGYuypUthxuSJKJA/LwZ7j8Cdu/e0+6RNkwbtW7fC7GlTMP7P0UiVKiX6DBgE/4AARJaNa5dj+5Z1aNmuG0aMnwULS0sMG9AdH8J5pscO78OiOdNQo25jjJk8VzX0vQd0R4C/n3afKeOH4/Gj++g1cATGT1uIvAUKY/yowbh963qkyrd9w2Ls2boKjVr3wcAxC2BhmQDjhnQIt3zBQe/h6OKBBq16mtznme9DDO/bAqnTOKO39yx4T1yBijWbIV68+GaVa9/RE5i6YDma1KqCeeOGqU6DrkPHwM/f+DMIDv4A+1Qp0bpBTSSzMV7nWLfUeVo2wr9lw9oV2LZlHVq364pR42couw0b0CNcux09vB8L5kxHzbqNMXbyHDi7uGHogB7w//pckyVPiXlL1ukttes1gWWCBMieK49Z5dp39C9MXbAMjWtVxdxx3up+uw0dZdJuQcHBSJ0qJVo1qA1bG+vvcs6Iyjdt/lI0rl0Vc8cPV+fqPsT0uS76XMfQcVPxR8mimDt+BH7LmxP9Ro3H7XsPtL/H/UaOw+OnzzCibzfMmzACqVIkR9dBI/E+KAi/chKT7738ivyyAs7CwkI1/OnBYZhWyZIlsWfPHrXty5cvGDlypPKiUDhlzZoVa9eu1W5jo37GjBl656O3JXbs2Lh3L/SH8P79+6hUqZISMUmTJkXNmjXx9OlTo2XZvXu38vwZhpZRMBQvXjzc8MQlS5YoLxobuxQWr1+/1u7Df9erV095h1KnTq2EKj1Aht42czxfhw4dUh4RijUu9DJFFBJnGEKpOVZ3YdkJeyibNWumtbmnp6e6nu656DXdtGmT9lhe31gIJcuaJ08e9Yx5371799YTHbRBx44d0bNnT9ja2qp6wPNrePv2LVq0aIGKFSti9uzZ6h5YzubNm6sysC6sXr1ae0///POP8t7y37rnMQceM3fuXFSpUgUJEyZUXr7Nmzdrt9M7xWeYIkUKZRduX7BggXb7gwcPVN1i3eC9sM7RJrrMnz8fGTNm1Nqjffv2ar0x2/FZamxLNM94x44dyJkzpzrH0aNHw31HNGzfvh0eHh5qOz1thuWKbAhlRM9NU34+J9qL7x3fn/Pnz2u3898sS5IkSdR23tPp06fxPVi65ziqFsqJSgWzw80+JfrVKw/L+PGw8dhZo/uPaF4dNYvmgadDarikToGBDSupH+STPrfDynvrAcrnz4pcni7K+1atcC7l2bt891GkyvZ812FcHzQRTzftNWt/p5a18f7OQ1ztORpvfG7j3vRleLJuF1w6Ndbu49K5CR7MW42Hi9bjzdVbuNh2ED6/C4JD42qILLzvwzuWoGSVVsiUqzjsnTxRp+1IBPo9w6XTpj2FLfvMRp4iVWDn4A57Jy/UbjMcfi988fDOFe0+d6+fRaEy9eDongXJUjmgVNXWSJAoCR7euWxW2VZt2YUKJYvgj+K/wcUhDXq0agQLi/jYuu+w0f3Tu7uifaPaKFkoH+LFM96xNH5Ad3U+V8c0SOfsiH7tm+Ppi5fKOxIZ1m3YhHJlS6NMqZJwcnREp/ZtYWFpgV27jT/njZu3IHfOHKhZrSocHR3QuEF9uLu5Ki+ehuJFiyBH9mxIndoOzk6OaNWiGd69e4c7d+5G+plu27RGecby5P9NNdg7dOunvGd//3XU5HFbNqxGybLlUbzU73BwdEbL9t2U8Nu/O6yM169eRrkK1ZRXLlVqe1Sv3QgJEyXG7ZvXI1W+3VsorJoiR94icHBOhxadhsDv1QucOXnI5HFZchZEtXptkDNfMZP7rF02HVlyFECtxh3h5OqJlKnTInueIkhqbV7nxsrNO1ChVFH8UaJwaJ1r3QSWFham61w6V7RrXAclf8uPeHHjGd0nf86saFmvBorki5rXTdduWzetRXX1XAup59qxWx+8evUigue6BqXK/oESpcqp59qqfdevz3W7tjPWxjaZ3nLyryMoWKgYEiRIaFbZVim7FcMfJYrAxSEturduquy2bZ/x55k+nRvaNa6r7BbfRCdwZM8ZHqs3bUf50sXwe4micHZIi25tmoV7rrVbdiJPjqyoU6UCnB3SoHm9mvBwdVFePPLw8RNcvnYT3Vo3VffimMZe/Tv4wwfsO/JXpMsn/Fr8sgJOl0uXLqlwOXqUCBumixcvxsyZM3H58mV06dIF9evXV8KAIq1OnTpYvny53jmWLVuGggULKi8MG7dsSL969UodQ2FITx/DII1RokQJ1QBft26ddh0FzapVq1Tj3RT0/DCccOvWrWrhtUaNGqXd3rVrVxw7dkwJApbhyJEjOHPmTKTtQyGVP39+JWroteRC4RtZNMdyuXnzJtzd3VG4cGE9YbxmzRpcuXIFAwcORN++fbVCieGYFCoazykXhnAa8ujRIxVqmjt3btVYp9CeN2+e8pzpQiFGYXvy5EmMGTNGCTCNgKegfvnypbqmIRUqVFCiZMWKFdp7ojjq1q2b+rexYyJiyJAh6t4uXLigys5nzrpDBgwYoOxBAXX16lV1P5pw0Y8fP6JMmTJKjPDZ8lmzw4A2+vDhg9qH+7dr1w4tW7bExYsXVV2g3SMLRTDrFsuQJUuWcN8RjbCsWrWqshcFIkUVz/FvCe+5EYZCP3v2TNmLwjpHjhzq/dLYk7ZlPTt16pTazjLFi2e8wRMZPn76hKv3fZE3fVhYHb8r+PnC7dDe0ogI+vBReWKsEiXQrsvq5oBD568prxwbTqd87uDe05fIlyFq4TvmYp0vG17s128APN9zFDb5QjtkYsWLB6scGfFi3/GwHUJC8GL/cVjnCwvvMZdXzx7itf8LeGTKp12XIGESOLplwb0bYQI8IoLehXZgJUwc5oVw9siOc3/txLs3/up75uzx7fj08QPcM0Qchvrx4yclqnJnyaD3XHNlyYhL12/he/H23Xv1N2mSRGYfw/f/xs2byK7TScayZc+WFVd9jHtor/j4qO265MqRw+T+vMb2HbvUO8fwzMjw7ImvCpXLki1MMCRKlFiFzF33uWTyehRhusfwnjJny4lrPmGC2yN9Rhw7vB+vXweqZ3r00D58/PABGTObPwb5+dNHCPB7iQxZwrw7FIFuHhlx69oFRBWW58LpYyoMc+zgDujQqDSG9miMf06EdoqZU+eu37qLXFkzflPn2Fj/2Tz9+lyzZstp8Fwz4JpPWMeJ4XO9dfMasugcw3viZ1PH3LpxDXdu30SJ0r9Hwm53kDNrJr1r5MqSCZev3YjEHf6Yc2rOxWN1z8VzmzoX1+fU2Z/kyZ5Fu/+Hjx/V3/g6v2E8J0OfL1y5hl+VWLFjf/flV+SXHANHKHjY2KVnJjg4WFX6qVOnqn+PGDECe/fuVaKFuLq6Kq8DwywZVsdG4Lhx45SXzdHRUX1hr1y5Ev3791f779u3TzWW79y5oxU6bOyyoc+GI8WFLux5oveMopBeKM056E2oVs10bzavS88cG/CkQYMG6rjhw4cr7xsbuzwnG7CEnht7e/tI24rePYpbeojo9YgqmmPZEOV98by0KWEjmkJGAz07HHtGAUdxw2dFTw6fT3hlmD59urI5nyU9R15eXnj8+DF69eqlRCGfM6EI0YTM0qvF/Wm7UqVK4fr10F7c9OlDY/MN4Tk1+2jCN1k+TblevHgRaU8TOwUI697kyZPx999/KyHGOpY9e3bkyhXaoNF4LAkFPusAPXiaMFY+Y3YG0HNWunRpJVwpLunN1WBY/8yBQom2Iea8IxSObm5u6j0h9KjynRg9ejT+DeE9N16fdqOAo6eQjB07VnVy0DtIEUt79ujRQz1DzTm+B35v3uHzly+wTZpYb32yJIlx19e8+jBp3R6ksEqiJwJ71f4dw5ZuRple4xBX/dDEwoAGFZHTI6we/AgsUiVH8FP9cvNzPKskiG1pgXg2VogdNy6Cn7002OclEnkaHxsWHoEBoddKYqU/ljWJVTIE+ptnP74LGxePhrNndqR2CHuuDTuNw+LJ3TCgRUHEjhMX8eNbonHXSUhuZ3psnQb/169Dn6tBKKStVVLcf+Rr5t1FXO5JC5Yji1c6uDqGP4ZIl8DAUPFiYxBmzM8PHhj30Pr5+X+zP78vOH5OlxN/n8KI0X+qd93W1gajvIfCyipppO7Lzy+0bljb2Oitt7K2VQLAGK8DA/Dly2dYWesfY21ti0cP7ms/d+s9BONHD0aT2uXV76eFhSV69PdGanvz7RfgH1o+K2v9sPekVsmUsIsqgQGvEBT0DtvWL1KeuhoN2+Pi2b8wdXRP9Bo2A16ZcoZfLk2dMxhbbmudFPcePcbPRvPsrGz0vYnW1jbwC/e5flHP0fAY3eeqy97d25HWwQleGfQFTGTtZvMv7PY9z6k5l8033yVWuP/Q+Lle+ft/891jY2WFV36hUU9Oae1VyOTsJSvRvS29eZZYvWU7nr98hZcG77Tw/8cvK+AYRsVGJsPlGFrIRjhFBb0JDBfRNFY10KPBhjRhSB0b9xRH7MGn14GNRvb+E3opKCJ0vVQZMmRQP5TcZqwBTVHITIYUGxRZ9Oj98ccf4Y4BYmNeI94Iw+NYDkKPH3u9GEqogYKJDemfDT1rFGcMXaMo0zBt2jQV7sdGNpOG0OaRzepI+1JU6I7Lo2f0zZs3ePjwoRLcGiGgi67tNPxXCTR0y8Kebob2acrSpk0bVS/pOaUgY0ihxvNIDyM9mbp1gAQFBSnvLM/B+qQR8P8GjYAkvGZE7wifQ968efW2a8TevyG850Z78DkbjkNkXaI9NF5pegMZesywab6zFJqmYAOWiy6fP3xUiSe+J/N3HFFj6OZ0bwwLnd7UlQdO4uLth5jYri5SJ7PCmev3MGr5NiX0frQX7kfyz9GtWDs3LPy1eU/9kPSosH6BN548uIH2g5ford+xegqC3r5Gq37zkDiJNS6e2q/GwLUftBipHU0n+/ivGDdniUpCMWN4P0QXsmbJjBlTJiqRuH3nbniPGo3J48d+I/50OXxgN2ZPDe2wIX0G/7vOmvBYuWQe3r55g4HDJyBpUiv8feKIGgM3bMwUODkbfy+OH9qBRTNGaj936T/hh5RN87uRI08RlKlYV/2bYZQ3fS7gwK71EQq46MahA3swS+e59hscFuXzo+B37pFDe1GjdsMffq2YDNut3r06Y/TUOfijfkvE+erRy5tD38su/H/yywo4NpQ1oWQUDRzDw1C7TJlCe3u2bduGNGnS6B2j6dXXCC6NgONfekv+TQILijo2JOnJY6OdSTToXQsPw9Avihb2ckUGioUAI4PT6f0zlV3y37B06VIlmOkh0rUv75vhh/TYsKFPUfLnn3+qULkfQXi2Y4ikRoQYC9Pkegry8GxKzLVreGUpV66cGlfJ8WQMFaQYY0gkPUsUKxzDRbFvCMeAabyNptBs1xWqFP2m3hcNvK4578iPIDxbsVwUdJrxe7poOkI4Zq5u3bqq7AyzpDePdY9jEI3BUFFdzzDp26ga+jWprrfOJnFC9eNpmLDk5es3SGal75UzZPHuY1iw8yhmdmkIj7R2eiGVUzbsw/g2tfFbltA6ye3XHj7Bkj3Hf6iAo7eNXjhd+PljwGt8CQrGhxd+KmGIRUr97zyLVMkQ/CRij1nGnMXg5J5Z+/nT13r3OuAFktqk0K5/HfASaZxDvaURibcrZw6h3aBFsE4WZsMXT+/j2O7l6DFmkxonRzhW7s61f3Bs9wpUbx5+4irrJElCn6tBkoFXAYHf9IxHVbwd/+c8pg3rg5TJIpf8hd8zfIcNE5bws6mEDDY21t/sz+8kWwMvWQJLS5Whkkt6Ly80btEKO3fvQZ2aoZ2Uxsidt5BepkjNM/X384ONbVhdCvB/BWdX42HcSZJaIXbsOHoJS0LL+ArWXz0+T3wfqSyVE6YvgoNTaFgnz3f10gXs3LoBrdobD2PPnqcw3DzCvDkMow0tz0tY65QvMOClSlISVZIksVZeQXsH/ZBT+7QuuH414ulurDR1zuD345V/IJL9hKROefIWhMfXTJG6vxEBfq9gaxv2/jMZiUu4zzW2eo668BjNc9Xlr2OH8CE4GEVL6GdvjYrd/JTdovaufs9zas5lmLCE5zb1vtrSO26wv5/B/p7urpg/caTKQMmIMmurpGjVY4Ba/6vyqyYd+d78moGhBvCLhV4hhkCyYc5GKL1AFHi6i65HjY1Ajp3jOBqGZ+mOVaN3jmOAuGjgOCb+UIbX8Oc52BjfsmWLKhM9cFGFIW1s7DJkUwMFhSb0TwM9crwHQ+jx0QgZwhBKjsv7N9DrRu8Hw+zobdSF47coltq2bau8OLS3xmsSmTLQ9ryOrijhuSkIOfbJHOjpYpIMTfifLhxDduPGDW3IozF4LMepGdqVvdn0Xuna1Rwoxho1aqTEL6cfYGIVwvFdLAuzkxrWVYpE3jO9tAwxNHVewrF7GsyZT8+cd4TPgeGMupw4cQI/EtrjyZMnqlfSsFy600zQ/hyzx7GOHKenmxTGkD59+qj3RnfpXq/SN/txzEF6x9R6CUgoLP++egdZXE2PF1248yjmbD2EaZ3qI6OzvhjmeDguhlle4yjR+mO9w/4nziFZcf13NHmJAvA7EVo/Qj5+RMCZy0heXMerGisWkhXLD/8TxpO26GKZIJEKYdQsqdK6IYl1cty4FNZhE/TuDe7fugCndKZ7k/meU7xdPLUPbfrPR7KU+u/4x+Agoz/4HPMQEhJxZxeTkHi6OeP0xSt6z/WfC1eQKYppxDXlpng7/Pc/mDy4p8paGVn4/c4U/+fOndcr27lzF5ToMkYGLy+cPa8/vuvM2XMm99eW90uIyc4dDQkSJlQhjJolraOzapxfPB/2Pfju3VvcuHYVHl6ZTN6Tq7sHLp77R++eLp47A0+v0DFhwZpnavBexI4TW5XTZPkSJEKq1A7axd7BFVY2yXDlQthv5Pt3b3Dr+mW4eep7+iND3Hjx4OKeAb6PwjJ7kieP7yN5itRm1TkPN2dVx/Tq3MXLyOgZ+fHL/xbD5+rw9bleOH/G4LlegadXBpPP1c3dExfOndEfK3juH6PH7Nu9DbnyFoCVlfmCNdRuLvjnwmUDu11CRs+ohcp/z3OaOteZC5dNnovrz1zQHy966txFo/snTpRQibcHj31x7dZtFMoTszy9wvfn/0LAEYZSsdeM4oKeIDbwOIaMIoJiZsqUKdq54wgbxhQcHLNGUcGMhRoYmpU5c2YlyHgsG7INGzZUY4N0Q9EM0ezPMWzVq1f/V94MNt7Z6Od4H6bBZ2goy0phqPvDx/ukN4LXpGeJorRfv35KBOmOm+L90hvGTIIc4xVZTx8b1vRycKwfE2/wM5fnz59rxyIxpHLXrl1KZDJ5h6741JSBiT443xrLYKxBQQFI4cz555j6n1kr6WVh6FxEHildbxPrAY/luClek/dNDy3Hq/HZcFxeePB6HCdGQc46xDqgySZJ0WAuHLfHclD48Rly7KZmbB7PR2HChDlMYsIxl/Q+MVMjw0U1HicKUY6ro9jT1GXC8FUKaU1yEoYCa8ZxRlS3InpHWrdura7H+sfnRS+1KY8yx8ZROGoW3ayRkYHvHb23DDOlOOMzY3Ii1mfWLYZSMgMnbUSvJoU965ipsY6E7yA9HbqLqfDJ+qUKYMORM9h8/Bxu+z7HiGVb8f7DB5WVkvSfvx6T14clXFmw8wimb96PQY0qwz6ZNV4EvFYL534jiRNYqrFuE9ftxulrd/DohR82Hz+LrSfOo1j2iL1ShtMIJM3qpRaS0CWt+relQ2iD0tO7K7IuCAt5uzd7JRK6OMBrZA81ps2pdV01bcCdSWHP8M7EBXBoVhNpGlRGYi9XZJo2GHETJcCDResRWfidVLhcA+zdOAuXTu+H7/3rWD6jD5LapESmXGEhwDO8m+LorjCP8/r5w1Q4Zv32Y2CRIKGa843Lxw+hjXzOB5fczhFr5w7B/ZsXlEfu4NaFuHHxL73zhketCmWwZe8hbD9wFHcfPsbY2YtV+nFmkSTDJs/GjKVr9JMV3Lmnlo+fPuP5Sz/174e+YVmIKd52Hz6OwZ1bI2ECSzUvFxemg48M1apUwvZdu7F77z7cv/8Ak6fNUCHUZUqF3tuYcRMwb2HY71blihVw+p8zWLt+A+4/eKjmfLt+8yYqlg/tLGTq8fmLFqukJk+fPcP1GzcxbuIkvHj5EoULhU0hYe4z/aNSDaxbuRinThzFvbu3MGXccJVdkNkLNQzu2xk7toQl8KpQpSb27tqKg3t34OH9u5gzbZxK3V+sVGgyizRpnWBnnwazpo5VooEeuc3rV6o54XTPa075Sleogy1r5uPs34fw4O5NzJ44WHkLmZVSw+gBbbB3W2gyLRL0/h3u3b6mFvLi2WP175fPn2j3KVelAf4+tgcHd2/AU98H6vhzp46geDl9z70palcshy17DmLH/iO4++ARxs5aqKYBYFZKMmzSTMxcskqvzt24c08tTKjEOnfDoM69ex+k3Yf4Pn2u/s35zyID7Va+UnWsXbkEf584hnt3b2PyuBGwtU2uZ/9Bfbti+5aw74IKVWqo53pg7048vH8Ps6ZNQHBQEIqX0p93zffxQ1y5dAElS0e+A7tWxXLYuucAduw/rOw2btYCZbffS4Q+T+9JMzBzyUoDu91VS5jd7uKh7xOzzxkZalb6Xf9cM+erd05zruETp2OWTvmqVyiLk2cvYOXGbbj38BHmqznrbqPq76X15ok7e/EKHj95iiMnT6PboJEolCeXSnbyqxI7TqzvvvyK/LIhlIaw156NO2a2Y0OYDW2GT3EsGcOv2LtPL50ubEBTMFCc6Y7l4hccG90UEcyySOHAEEtNw9kU9BRwzBob+99joufx48erhnT58uVVw5Pp1yludCcrpwhlKBmTVLChrzJ+Zc6svDaacFLCBjsFIb0vbAjTRpGBYorTKLCBryuEmbWTDe1WrVqpqRiYqZP2o4eLtmXZNDALJhvfFMEMl6Mw1U3qQRjSx3BDCgeGxdIbRuFqjjDRhSKN56ew/e2331SjiCKTYoDTMJia+04Dbc3EJkzaQYHDcnAsHs+pW1cigl5HeoFoIx7HsjDkjzCpzOHDh1WCFopCJq7h/TPMUhPGyWfGsjNslc+Qgo/3poHhw7QPQzHpjWX9pwcyIoYNGxbuO8KxhsyqSpHHes96TUHbtGnTb86lyUSqgR0pUZlrjs+Ez57PiBOus3OAiWV4/lSpUqnzMrso31fWRdqCdjMMkYwqZXJngt/rt5ixeT9eBr6BZ1o7TOvYAMm+JjZ58ioAsXXqzZpDp1UDv8essIYY4TxyrSuGpigf1aI6pmzYi77z1iHw7XuktrVGu8olIj2Rt1XOTMi/L2xsWIaxoc/pweL1uNCsDyxSp0CCr2KOvL/7EKcqtkKGcX3g3KEhgh4+wcVW/fFiT1iacN81O9Scbx6DOoZO5H3+Kv4u3xwfDBKbmEuxCs3wIfi9Ghv3/h0n8s6Blr1nIV78sI6sl08f4O3rsBDA43tDbTd9WNj0BqRWa281vUCcuPHQvOdMbFs5HvP+bI8Pwe/UVAK124xA+uz69c4UJQvmhX/Aa8xduUGFM6VzccS4/t20IZRM/6/7ffDCzw9NuoeFZq7YvFMt2TN6YurQPmrdhl371d/2A/XHE/Vt10wrDM2haOHflFd48dLlasoRRl4MHzoYNl9DIp89f65XtowZ0qNPj25YuGQZFixaAvs09hjcvy9cnEMTujDE68GDh9izbz8CAwKRJGlSeKZzx/gxo9SUApGlcvW6qpE+a8pYvOWEzxkyo/+wsYiv80yf+j5GYGBYmFjBwiUQGOCPlUvnh0747OqOfkPHakPt+Fvdb/AYLF04C6OG9kHQ+/dK0LXv2hc5ckdunO3vVRoqcbhg+gg1IbVH+qzoNnCyXvmePXmE14Fhde7OzasYPaC19vOK+aFj6QoW+wMtOoWO6+QUA5xbbtu6hVg2d5zKSNm+12h4ZDBvTHeJQvngH8g6tw6v/ALgzjo3sEdYnXv+Uu+7RNW5rmG/cSs2bVdLtoxemOodOrbS59YddBwwQrvPlAWhmbTLFSuEfh1bRcpuVarXUc915tfnmj5DZgwYNkbPbhTWus+1UOHi6rmuWLpAPVeGWw4YOuabEMp9e3YgWfIUyJYj8sm2ShTKr+w2b+Xar3ZzwtiBvfTsZviuNu0aNvZ05aZtasmWMT2mePc365yRLl9AoBJiTESizjWot0H5wjqaM3t5YGDXdpi7bA3mLF2FtPZ2GN67K1ydwqI62PEzdf5SFVqZzMYGZYoWQqOa5ncSC78usUL+q0wOwg+HCVvYwKdQ02S7FAQhcrw7FNZDGt04UDL8MV0/k5CT5s279jPIF1/f2x/deGsZtcnR/wsC8d+PyzKXNx/N7yz7GbiHGJ++ITrwLH7kpwr6r0jxIXLzYP6XhETQufuzSZU+5odWXq4UOj/y9yTjptBOtcjAxHvM1cBoMjoMNJ3VpqBjhskTOfxE05nOTnBdp8r35P/GA/crQo8WPV+sUOylpZeNMOROEARBEARBEGIS0SGJyapVq9RQGc6Fy4zbFGccHsQhI8xLYIgm6SGjnhj5xqFCHJJDjzCj5X4E/zdj4H5VmK2QPQMcH0QPHMdK6SZ0EARBEARBEATBPCi6OKyHwzU4tIhCjsNaKNCMwfH4HEbDBIgc+sOhKhwqZJjs7XsiHrgYDLM5GsswKQiCIAiCIAgxDWYR/pl8+PBBta2Zn0AD80fQUcIEgMag142ZxCnYGBXH3AEcs9+gQYMfVk4RcIIgCIIgCIIg/JIEBwerxTALtbFs8MyCzuzzTI6mCz9z2JIx6HnjcYUKFVLTyDBRG5MMGiZH/J5ICKUgCIIgCIIgCL8kI0eOVPPn6i5c971gBnVm4p4+fbqadmn9+vVqCi9m9P5RiAdOEARBEARBEIRfkj59+qikJLqYmouZeSQ4LRGnI9KFnzl1kTE4tzHDJZs3b64+c7ou5qXgXMOc+sjceYojg3jgBEEQBEEQBEGIFlkov/diYWGh5s/VXUwJOM7Py7lzOV+yhi9fvqjP+fMbn4vy3bt334g0ikDyo2ZrEw+cIAiCIAiCIAgCoLx1jRo1Qq5cuVRSEk4jQI8as1KShg0bqnmXNWGYFSpUUJkrmVyQ0w7cvHlTeeW4XiPkRMAJgiAIgiAIgiD8AGrVqoXnz59j4MCBaiLvbNmyYefOndrEJpysW9fj1r9/fzXnG/8+evQIKVKkUOJt+PDh+FHECvlRvj1BEIQYyLtDKxFdOVByEKIrIScvI7qSL/4pRGfeWtoiuhIIa0RX3nxMgOiMe4jxjHXRgWfxHRBdSfHhEaIrIbF+/iTT4ZEqfU7EdK7VKvPdz+m5ahd+NWQMnCAIgiAIgiAIQgxBxsAJgiAIgiAIgvDTYdIRIWLEAycIgiAIgiAIghBDEAEnCIIgCIIgCIIQQ5AQSkEQBEEQBEEQfjqxfsCk178iIuAEQRB0uJq6dLS1R8jJ6oiuxMqbEdGVp1cPIjpj9eUloispvjxGdCXNxzeIzvgmdEd0JUmIP6IrL+LbI7ri+z76ZowloUnuhf8HRMAJgiAIgiAIgvDTiR1HkpiYg/gpBUEQBEEQBEEQYggi4ARBEARBEARBEGIIEkIpCIIgCIIgCMJPR+aBMw/xwAmCIAiCIAiCIMQQxAMnCIIgCIIgCMJPR6YRMA/xwAmCIAiCIAiCIMQQRMAJgiAIgiAIgiDEECSEUhAEQRAEQRCEn44kMTEP8cAJgiAIgiAIgiDEEMQDJwiCIAiCIAjCT0c8cOYhHjhBEARBEARBEIQYggg4QRAEQRAEQRCEGIKEUAqCIJhJSEgI1i6bgwO7N+Pt29fwSJ8FTdv2RGp7B5PHXL10FlvXL8OdW9fg/+oFuvQdhdz5i2i3f/r0CWuWzsK508fx7MljJEiUGJmy5kKdRm1hkyxFpMq2a+1UnNi/Fu/fvoaLZ3ZUazoQKVI7mTxm38Y5uHhqD549voN48S3h5JEN5et0RUp7F+0+gf7PsXXZOFy/eBzBQe+QIrUzSlZuiSx5S5tVLttCueDarRmscmSCpX1KnK7WFk837wv/mMJ5kGFsbyTOkA5BD3xxc+QMPFy8QW8fpzZ14dq1GSzsUiDwgg8udx6GgFMXERVou5VLF2DPrq149/YNvNJnQst2XWGfJm24x+3YugEb162Ev98rOLu4o3nrjkjnmV5vn2tXL2PZ4rm4ce0qYseODRdXdwwY9icsLCzMKtvGbTuwev0mvPLzh5uLMzq0agYvj3Qm9z909DgWLF2BJ8+eI619arRoXB95c+XUbh89YQp27z+od0zuHNkwasgARJYN23Zh5cYteOUXADdnR3Rq2QTpPdxN7n/g2AnMX7ZalS2NvR1aN6yLfLmya7e/ex+E2YuX4+jJ0wh4/RqpU6ZEtfJlUalcqUiXbe3O/Vi2eRde+QfA3ckBXZvWQcZ0rkb3vf3gEeas2gSf2/fw5PlLdGpcC7X/0L/m3NWbMG/NFr11jvZ2WDXJG79andu0dTvWrN+grXPtWrWAl6eHyf0PHT2GRUuX48nTZ0hjnxrNGzdE3ty5tNsXL1uBg0eO4vnzF4gbNy7SubuhScP6SB/OOSOy3YqlC7B31za8/Wq7Vu26RGi77cp2q77azk3ZzsPAdj7KdvP0bDdw2BizbceybV01Hcf2rsf7d6/h6pkNdVr2Q8pwvod3rp+Hcyf34ekjfg9bqGOq1O+MVGmc1fa3rwOwdfV0XD3/F/xePEHipDbImrsYKtRuhwSJkuBXQ+aBMw/xwAmCIJjJlnVLsWvrGiXaho2dB0vLBBg1sDM+fAg2eUxwUBCcXNKhSetuRrd/CA5S4q5KrSYYPnEhuvQZCd9H9zHWu2eknsuBLfNwZOcyVG82CJ2GrUB8iwSYPaolPoZTtltXT6FA6TroOHQFWvWdgy+fPmH2yBZKqGlYMb0vnvneQdPuU9F99AZkzl0Siyd1w8M7V80qV5xECRF44RoudRxi1v4JnNMi9+ZZeHnwJI7mqoQ7UxYh8yxvJC9VSLtP6hrlkP7PPrjhPQ1H81TB6ws+yLttHuKnsEVU2LB2BbZtWYfW7bpi1PgZsLBMgGEDeoT7XI8e3o8Fc6ajZt3GGDt5jmoQDh3QA/7+fnoN6WEDeyJb9lwYPWEGxkyciXIVqiB27FhmlevAkWOYOXchGtapiZkT/4SbixN6DRwGP/8Ao/tfvuoD7z8noFzpEpg1aSwK5suDgcPH4M69+3r75c6RHWsWz9Uu/Xp0QWTZf+Q4ps1fgka1qmPO+JGqbN0HjzRZtktXr2HY2Mn4vWQxzJkwCr/lzYV+I8fi9r0H2n2mzV+Mv8+cR78u7bB46jhUr1gOk2YvwLGTpyNVtr3H/sbkRavRrEYFLBw9EOmcHNBl+ES8Cgg0un9Q8AfYp0yBtvWqIZm1lcnzujrYY+vscdpl1rBeiCrRtc4dPHwUs+bOR/06tTFj0ni4ujijz8Ah8PP3N1nnRowZh7KlSmLG5PEomC8vBg8fhTt372n3SZvGHu1bt8TsaZMwYcxIpEqVEr0HDIZ/gPG6EhEb1q7Eti3rlWgbPX46LCwtMXRAT3z48CEC281ArbqNMG7y7K+266lnO4q3YQN7KduNmTAdf06cgd8rVDbbdmTPxgU4uH0F6rTsjx4jlsLCIgGmDGsT7vfwzSunUaRsLfQYuQQdB87C58+fMGVYa+33cIDfMwS8eo6qDbui//h1aNhuKK6cO4alMwabXS7h10MEnCAI0YKdO3eiUKFCsLa2RrJkyVC+fHncunVLu/348ePIli0bLC0tkStXLmzcuBGxYsXCuXPntPtcunQJ5cqVQ+LEiZEqVSo0aNAAL168+C7lY8/qzs2rULlmY+TKVxiOLu5o02Wg8qqdPnHY5HHZcuVHzQatkDt/UaPbEyZKjL7DJiPfbyVhn9YJ6bwyoXGrbrhz0wcvnj0xu2yHdyxBySqtkClXcdg7eaJO25EI9HuGS6dNe7ta9pmNPEWqwM7BHfZOXqjdZjj8Xvji4Z0r2n3uXj+LQmXqwdE9C5KlckCpqq1Vr+/DO5fNKtvzXYdxfdBEPN2016z9nVrWxvs7D3G152i88bmNe9OX4cm6XXDp1Fi7j0vnJngwbzUeLlqPN1dv4WLbQfj8LggOjashsqge801rUb1WA+TJX0g17Dp264NXr17g77+Omjxuy4Y1KFX2D5QoVQ4Ojs5o1b6rakju371du8/8OVPxe8WqqFqzHhydXJAmrSMK/lYM8eLFN6tsazduwe9lSqJsyeJwdnRA57atlCdg5x7jz3T95m1KnNWqWhlODmnRpH4dpHNzwcatO/T2ixcvLmxtbLRLksSJEVlWb9qG8qWL4/eSReHsmBbd2jSHpUV8bN970Pi9bNmBPDmyok7VCnB2SINm9WrBw9VFefE0XPa5jjLFCyN75oxInSolKpYpqYTh1Rth3wPmsGLrHlQs8RvKFysEFwd79GxZHxbx42PrfuPPM4O7Czo0rIFSBfMo25giTuw4SGZjpV2sk0bN+xGd69y6jZtQrkxplC1VAk6ODujUro2qc7tM1LkNm7cgd84cqFmtCpwcHNC4QT24u7kqL56G4kWLIEe2rEhtZwdnJ0e0bt4U7969w+07dxFV29Wo1QB5v9qu01fbnQzHdpsNbNf6q+327Q57NxbMmYY/KlZFtZp1o2Q7lm3/tmUoW60FsuYphrTOHmjUwRsBfs9x/u/9Jo9r338G8herBHsHd6R19lQC7dULX9y/HdpJZu+YDi17jEeWXEWRws4BnpnzomKdDrh4+pASe8L/JyLgBEGIFrx9+xZdu3bF6dOnsW/fPhW+UqVKFXz58gWBgYGoUKECMmfOjDNnzmDYsGHo1Uu/99vf3x/FixdH9uzZ1TkoCJ8+fYqaNWt+l/I9e/oY/n4vkSlbbj3x5eaRATd8LuF78u7dGyVOEyY2r4H46tlDvPZ/AY9M+bTrEiRMAke3LLh347zZ1w1691r9TZg4zAvh7JEd5/7aiXdv/NWzOHt8Oz59/AD3DGF2+J5Y58uGF/v/0lv3fM9R2OTLpv4dK148WOXIiBf7joftEBKCF/uPwzpfWDieuTx94qtCqrJmCwszTJQoMdJ5ZsA1nzAhq8vHjx9x6+Y1ZNE5hvWVnzXHsGefYVhWVjbo060dmtSrgv69OuHq5QtmlYvXuH7zFnJkzaJ3jRzZsuDKtetGj7nicx05s4XtT3Jlz4YrPtf01p2/dBnV6jdBo9YdMHH6LAQEhj53c/n48ROu37qDnFkz65WNny+bKNvlazf09ie5s2fV2z+jlweO/f0Pnr98pRrDZy5cxoNHvsidPUukynbt9j3kzpJBr2y5s6THpeu38W948OQpKrTshmrtemPQpDkq3DIqRPs6l82wzmX9pg5p4Hrd/UmuHNlx1cT+vMb2nbuRKFFCuLmEhWpHxnZ+Rm2XHtd8Lodju+t6x4TaLof2GNruurKdNXp3a4/G9aqiX69OuHLZ/LDsl88eIdD/Bbyy5NWuY2eXc7rMuH3dvGdA3r97E3pfiZOGu49lwsSIE0dGQv2/Ik9eEIRoQbVq+t6T+fPnI0WKFLhy5QqOHj2qBM2cOXOUBy5Dhgx49OgRWrRood1/6tSpSryNGDFC7xwODg64fv06PDyiNt5CQ4BfaGPNylo/TI+fNdu+BwyhWrFwOvIXLoWECROZdUxgQKiXMYlVcr31SaySqQaFOVCcbVw8Gs6e2ZHaIWyMVcNO47B4cjcMaFEQsePERfz4lmjcdRKS25ke0/FvsEiVHMFP9cvMz/GskiC2pQXi2Vghdty4CH6mb/Pgpy+RyNP4GKfwYEOaWNnoP1draxvVUDTG68AAZS9r62+PefQgNFzx6ZPH6u+q5QvRqFkbNZbm4L5dGNS3GyZOXxDheB2KKl7DxsZab72NtRUePHxk9JhX/v5qu/7+1mq9htw5s+O3AvlglyolHvs+wbwly9FnsDem/DkCceLECbdMYWULxGeW7ZtrWeF+pMpmpcbPaeAYurHT5qB607aqLLFjxUL3di2RNaP+OKXw8H/9RpXN1kq/8cvP9x6Z59E2BsfP9W/XFE72qfDCL0CNh2szcDSWjh+KRAksf606Z22szj00eoyfn7+KmjDc/5VOaCI58fcpDB8zDsHBwcrrO3rYEFgZPKPI2c7mGztotpmynZW1TTi281V/Vy5fhMbNWn+13W5lu0nT50doOxLgF/q9ldQ6md76pJH8Hl67YAzcvLIpz5sx3gT6Ycfa2ShYMvIRBzEBmUbAPETACYIQLbhx4wYGDhyIkydPqrBH/pCR+/fv49q1a8iSJYsSbxry5Mmjd/z58+dx4MABFT5pCEMxjQk4Nia4GAqo+PEtcPTgLsybNlq7vufAsfjRMKHJ5NH9lUeJ4+xM8c/RrVg7N2z8Q/OeM/71tdcv8MaTBzfQfvASvfU7Vk9B0NvXaNVvHhInscbFU/vVGLj2gxYjteO/E8U/g0MH9mDW1HHaz/0Gj/oh1wn5EqL+li5XQYVtEVe3dLh4/gz279mO+o1b4mdQvHDYWEJXZye4ujihQYt2yiun6+37GazfuhNXrt3AiH49YJcyOc5fvoqJs+Yjua0NcmXT99791+TPHnZ9JkWhoKvSphf2HT+lwjXD4/+9zpGsWTJj5uQJSvzv2LUb3qP/xORxY74Ri8ZsN3PqeO3nfoNH/pDyhXz9vSlTrrye7S6cP4N9e3agQeOwzkINfx/ehhWzh2k/t+kz9V+XY9XcEXj84Ba6eS806XmbPqI97NK6onzN1vgVkSQm5iECThCEaAFDJJ2cnJSXzd7eXgm4TJkyhTswXZc3b96oc4weHSa6NKROndroMSNHjsSQIfrJNVq074lWHXohZ55CcPcIC8P69PGj+hvg/wo2tmGeLn52cvX4TuKtnxr31m/41HC9bxlzFoOTe+ZvyvY64AWS2oRlrnwd8BJpnL3MEm9XzhxCu0GLYJ3MTrv+xdP7OLZ7OXqM2aTGyRGOlbtz7R8c270C1ZsPwveG3jZ64XTh548Br/ElKBgfXvipZCsWKfV7uS1SJUPwk4h7ufPkLaiXeY7hVSTA7xVsbcPOyZAq9sIbI0lSKxWC5e+v3+PPY6y/elVsvp7LwUHfU5nGwQnPnz+LsJxWSZOoa9DDoQuThNgaeOU02Fpbf5NEhMknuN4U9nZ2sEqaFI8ePzFbwHH/OCzbN9eKbNm4f6hXLjj4A+YsXQnvPt2QP1cOtc7N2Qk3b9/Dqo1bzRZw1kkSq7IZJizh5/ASlESWJIkSwtE+FR4+efbr1TmDhCV8TjYGHi8N9BD7G9nf1sDblcDSUmWo5JLByxONWrTBzt17UadmdTNsF/Y9/PFj6O9BgJ9fpG0XYOAVNGa7tA6hmR81pHVwxIvnT42eN0vuoio8UsOnT6FlC/R/CSud7+HAgJdqbJs54u3iP4fRdeh82CRL9c32oPdvMdW7LSwSJEKrnhMQJ268CM8p/LrIGDhBEH46L1++VF62/v37o0SJEkifPj38/MJ+bD09PXHx4kU9b9mpU6f0zpEjRw5cvnwZzs7OcHd311sSJTIuhvr06YOAgAC9pUmrzmpbgoSJYGfvoF3SOLrA2iYZLp8Py4j37t1b3Lp+RSUe+R7i7cnjh+jrPVk1OMLDMkEiFcKoWVKldUMS6+S4cemkdp+gd29w/9YFOKXLavI8HGdE8Xbx1D606T8fyVLqhwl9DA4yGtLCHtKQkNAe6++N/4lzSFY8bCwfSV6iAPxOhCarCfn4EQFnLiN58fw6BYqFZMXyw//E2QjPnyBhQqS2T6tdmNCAjTj2tOs+1xvXrsDTK6zhqEu8ePHg5u6JC+fCjmGHw4Vz/2iPSZnKDrbJkuPRo7Asi8T30QOkSPlt48zYNTzc3XD2QtgYHDUG8fwFZDCRfj2DlwfOnNcfa/PPuQuqwWyK5y9eIvD1aySzNd5AN162uPBwc8E/Fy7ple3MhUvIaKJsGT3T6e1PTp+7oN3/0+dP+PTpswqV1iV2nNj4Eom6xrJ5ujrh9MWremU7fdEHmTwiH2JrCk55QPGW/KsA/aXqnE4d0tY5E3WI68+e069zZ86eQ/pw6hzh94dGyEZsuzTahbazMWq7q/D0ymjyvtzcPb6x3cVzZ7THaGz32MB2jx89NGk7fg+nTO2oXVKndUNS6+S4dvGknsfs7o2LcPXIEu73MMXbub/3o/PgOUie6ttwTZ6HmSnjxo2HNr0nqekGhP9vRMAJgvDTYe8uM0/Onj0bN2/exP79+1VCEw1169ZVP7gtW7bE1atXsWvXLowdGxrSqGnwtWvXDq9evUKdOnWUuGPYJPdr0qQJPn/+bPS6zK6WNGlSvYXhk8bgdcpWrIUNqxbin5NHcP/uTcwYPxTWtslVVkoNw/u1V1MNaAh6/w53b19XC3n+9LH6tybDJMXbpFF9cfumD9p1H6zuk8lSuGg8axHBshUu1wB7N87CpdP74Xv/OpbP6IOkNimRKVcJ7X4zvJvi6K5l2s/r5w9T4Zj124+BRYKEas43Lh8/hAo3zgeX3M4Ra+cOwf2bF5RH7uDWhbhx8S+980Y0jUDSrF5qIQld0qp/WzqEekU9vbsi64Iwr+m92SuR0MUBXiN7qDFtTq3rqmkD7kwKCym6M3EBHJrVRJoGlZHYyxWZpg1G3EQJ8GDRerPKZGi78pWqY+3KJfj7xDHcu3sbk8eNgK1tcpUhUMOgvl2xfUvY+StUqYG9u7biwN6deHj/HmZNm6CmjCj+NfyK561UtRa2b16P40cPwvfxQyxfMg+PHt5HydK/m1W26pUrYNuuvdi17wDuPXiIidNnIygoGGVKFlfbR42fjLmLlmr3r1rxD5w6cw6rN2zG/QcPsWj5KpWUonL50DK9f/8es+YvUslOOGcXxd4A71GwT22HXDlCk8SYS81Kf2Db7v3Yuf8Q7j54hPEz5+F9UDDKlQyd43D4hGmYvXhF2L1UKKemCKA37d7DR1iwYg2u3bqNKn+UUdsTJUyIbJnSY+bCZTh78TJ8nz7Djn0HsevAYfyWL3IJc+qUL4XN+w5j28FjuPvwMcbMWYqg4GCUL1ZQbR8yZR6mL1unn5Tlzn218H18/tJf/fuBb5jnZfLi1Thz+Rp8n73AhWs30fvPacrTV6pgWMKKX6HOVatcCdt37cHufftx78EDTJ4+E0FBQShTMvR9Hz1uIuYtDAuzrlKxAk6dOYs16zeqOsc531jnKpUPvd77oCDMW7REJTt5+uwZrt+8ibETp+DFy1coXKhglG23Rsd2k8aNVLZjVkoNA5XtwuaOrFilhppzb//enXjw1Xa8rxKlymrPW7lqLWxTtjsE38ePsHzJfGW7Embajuco/kc97Fg3BxdOHcSjezewaEp/5Y3Lmif0nSWTBrfAwR1h78bKuSPw9+HtaNJpFCwsE6mxdFw4xYyueAsOeo/6bQfj/bu32n2+mPhtE359JIRSEISfDsNbVq5ciY4dO6qwSXrcJk+ejKJFQ1PvU1ht2bIFbdq0UVMJMBslx8tR2GnGxTHs8tixYyo7ZenSpZW3jiGZZcuWVef/HlSoVl/9iM6dOkpNvuuRIQt6D5mgJ/qePnmkBs1roDDz7ttO+3npvMnqb+Hiv6N1lwHwe/lcCULSp2NDvev1HzENGTKHhpNFRLEKzfAh+L0aG8cJZF08c6Bl71l6PbUvnz7A29dh4U7H965Sf6cPC0vRT2q19lbTCzBEp3nPmdi2cjzm/dkeH4LfqakEarcZgfTZw0RreFjlzIT8+8IafBnG9lV/HyxejwvN+sAidQok+CrmyPu7D3GqYitkGNcHzh0aIujhE1xs1R8v9oSlCPdds0PN+eYxqGPoRN7nr+Lv8s3xwSCxiblUqV5HNYRnThmrJgZOnyEzBgwbo/dcn/g+QqDOcy1UuDgCA/zVhMJMnqAmSx46RhuSRSpUroGPHz6o9ORvXr9WKc8HeY+FXeo0ZpWr2G8FlVd44bKVKpTSzdUFo4b014YpPnv+Qs9jlTG9F/p174z5S1dg/uJlKlxtaL+ecHFyVNv5Hty+e09N5P3m7TvldcuVPSsa16uD+PEiF45V/LcC8A8MxPzla9SEz+4uTvhzUG9tuOazFy/05s/KlN4TA7p1wLylqzBnyUqktbfD8D7d4erkoN1nYPdOSvR5j5+KwDdvYJciBZrXr41KZSM3kXfJgnngF/gGc1dtwkv/QKRzdsCEfp1h+zWE8umLlypBioYXfv5o1HOo9vPyLbvUkj2DB6YPCR2L+vylHwZNmo2A12/V9AFZvdwxZ0Rf2Fgl+aXqXNHChdT8bIuWrlBREKxzI4YO0ibTefb8uZ5HnnWuT4+uWLhkGRYsXoo09vYY3K83XJxDwzgpcpl0Z8++0SqbcJKkSeCZLh0mjB6hphSImu1qIyjoPWZMGadju9GIHz8s3f8T38dGbBeAlUsXqkQxLq5uGDh0tIHtqquQ/fkGtkttpu1IqcpNEBz8HstnDcW7t6/h5pUd7ftP1/sefv70Id4Ehn0PH9m1Wv2dOKiZ3rkatBuqphd4cPuq8uKRQe3L6+0zbPp2JEtpfvliBAZeeME4sULouxUEQYhhLFu2THnX2MBNkCDBdzvvP9eNZzKLDvi+iXzWtv+KWHmNhy9FB5yvGp+bLLpg9eX7ZTH93sT9Yp4X+GcQ/0NouvXoim9C42OyogNJQoxPzB0deBPr+41V/N74vtfPAhrdKJE5chlRoyOPOtX67udMMym0s/JXQjxwgiDECBYvXgxXV1ekSZNGZZykp41zvH1P8SYIgiAIghDdEQEnCEKM4MmTJypskn+ZVbJGjRoYPnz4zy6WIAiCIAjCf4oIOEEQYgQ9e/ZUiyAIgiAIwv8zIuAEQRAEQRAEQfjpyETe5iECThAEQRAEQRCEn47hvKOCcWQeOEEQBEEQBEEQhBiCCDhBEARBEARBEIQYggg4QRAEQRAEQRCEGIKMgRMEQRAEQRAE4acjSUzMQwScIAiCIAiCIAg/HUliYh4SQikIgiAIgiAIghBDEAEnCIIgCIIgCIIQQxABJwiCIAiCIAiCEEOQMXCCIAiCIAiCIPx0ZAyceYiAEwRB0MH5g0+0tYdT/FiIrjy9ehDRlbvpiyI64+6zF9GVWHFCEF35FDcVojP3shRDdMXt4h5EV+5mLo7oisfFHYjeuPzsAgj/ERJCKQiCIAiCIAiCEEMQD5wgCIIgCIIgCD+f2OJbMgexkiAIgiAIgiAIQgxBPHCCIAiCIAiCIPx0YsWKvmO9oxPigRMEQRAEQRAEQYghiIATBEEQBEEQBEGIIUgIpSAIgiAIgiAIP51YksTELMQDJwiCIAiCIAiCEEMQD5wgCIIgCIIgCD+dWLEliYk5iAdOEARBEARBEAQhhiACThAEQRAEQRAEIYYgIZSCIAiCIAiCIPx8JInJr+eBu3v3rprg79y5cz+7KPDx8UG+fPlgaWmJbNmymXUMy75x48YfXjZBEARBEARBEKLGtGnT4OzsrNr5efPmxd9//x3u/v7+/mjXrh1Sp04NCwsLeHh4YPv27Yg2Aq5x48ZKiIwaNUpvPYXJrzB7+vHjx/H777/DxsZGPbTMmTNj/Pjx+Pz5s95+gwYNQqJEiXDt2jU0aNBA3Xt4C8Wnr68vypUr98PvoWLFinB0dFTlZ0Vi+R4/fqy3z4ULF/Dbb7+pfRwcHDBmzJgIzzt48OBv7svLy0tvn1u3bqFKlSpIkSIFkiZNipo1a+Lp06d6++geTxumS5dO1at//vkH/yUHDx7UK0uqVKlQrVo13L59+7ucny/+xIkTTV4zduzYsLKyQvbs2dGzZ09VP743mutlzJjxmzpsbW2NhQsXmn0uPn/DzoratWujbNmyeut27typrsn9DY9nvYzJrNuxD1Vbd0fR2i3QvPcwXLlhuq7cvv8IfcdMVfsXqNYEq7bu/maf9Tv3o0GXAShZv41aWvTxxl9nLkSxbHtRrXU3FKvdHC16DzWjbFPU/gWrNcaqrbu+2Wfx+q1o1nMIStZrjT+adEDvUZNw71HU62hISAhWLJmPpvWronaV0hjctyseP3oY4XE7tm5Aqya1UKtyKfTq0gY3rl39Zp9rVy9jYJ8uqFO1LOpV/x39e3ZEcHBwhOe2LZQLuTbMQIl7R/DHx2tIVbFExMcUzoNCf69H2TcXUfTqbqRtWOWbfZza1EWxG/tQ9vUFFDi2Gla5M+Pf2G3ZkoVoVK8mqlf+HQP69jDLbtu2bELzxvVQrVI5dO/cHtev+Zg8/+ABfVDx95I4cfxYlMq3dMlCNKxXC9Uq/4H+fXuaXb5mjeujaqXf0a1zh2/KN3XKRLRo2lCds17t6vAeOhAPHtyPdNmWqzpXDbWqlMGgvt3MKtv2rRvQsklt1KxcGj27tMF1I3XO5+plDOjTFbWrlkPd6n+gX89OZtU5DU6t6qLo1X0o8+o8ChxaBatcputIrLhx4d6nLYpc2q32L3RiI5KXKqS/U+zYSDewI4pe2YsyL8+pfd17t0F0qnPTpkxAy6YN1Dnr164G76ED8DCSz/R72y1O4kRIP6YPivnsU3bLv38FrHJmQlSh7ZYsWYz69eqgSuWK6Nu3Nx49ehThcVu3bEaTxg1RuVIFdOncSbUtdfnw4QOmT5uK2rVqoFrVyhjuPQx+fn74VZOYfO8lsqxatQpdu3ZVbf0zZ84ga9asKFOmDJ49e2Z0fz6fUqVKqbb+2rVr1fObM2cO0qRJg2jlgWOjf/To0b9M5aHhyYYNG1CkSBGkTZsWBw4cUF62Tp06wdvbWzVU+WLqCpVChQrByckJbdu2VY1vzZI/f360aNFCbx1Fkp2dnVLlP5pixYph9erVqgKtW7dOlbV69era7YGBgShdurQqO0XTn3/+qRrXs2fPjvDcFAK693X06FHttrdv36rzsvG+f/9+HDt2TNm2QoUK+PLli955FixYoI6/fPmy6uV48+aN6uFYvHgx/mtoJwrcNWvWqPKwvIZi50dd89SpU+jVqxf27t2LTJky4eLFiz/kehSlP8K2rGt8zp8+fdKu47vD+k7xqAvXc/9/847+TPYeO4nJC1eiac1KWPDnYLg7OaDLsHF4FRBodP+gD8GwT5UCberXQDJrK6P7pExmizb1q2PBmEGYP2YQcmZKj16jJyuBFdmyTVFlq4z5fw5RZes6bCz8TJQt2Iyynbvsg6pli2P2yAGYOKgHPn3+jC5Dx+J9kPmNVF02rF2BbVvWoXW7rhg1fgYsLBNg2IAe+PDB9PmOHt6PBXOmo2bdxhg7eQ6cXdwwdEAP+Pv76Ym3YQN7Ilv2XBg9YQbGTJyJchWqILYZP9pxEiVE4IVruNRxiFn3kMA5LXJvnoWXB0/iaK5KuDNlETLP8tZrFKauUQ7p/+yDG97TcDRPFby+4IO82+YhfgpbRIX1a1dh6+YNaNO+E/6cMBUWlpYYNKB3uO/EkUMHMG/OTNSu2wATpsyEs6urOkbXbho2b1z3rzpf16nybUTb9p0wdsIU1T4YOKBPBOU7iLlzZqFO3fqYOGUGXFxd1TG65XN3T4dOXbpj+qx5GOI9Uv3+DuzfO1LfzRvWrsS2LevRql0XjB4/Xdlu6ICe4ZYttM7NQK26jTBu8uyvda6nXtko3oYN7KXq3JgJ0/HnxBn4vUJls+ocSV2tHLxG9cbNEdNwrEBVBF68hjyb5pqsIx6DOsGxWS1c6eaNwzn+wP15K5Fz5VQkzZpeu49btxZwal4Hl7sOw+Hsf+Ba/3Fw7dIcTm0aILrUOTf3dOjYpQemzZqPId6jgBBgYP9eZj/TH2G3zNOHIXnxAjjXrBeO5K6IF/uOIc/WBbCwT4mosHbtGmzZvAnt2nfE+AkT1fswYEC/cG13+NAh1divW7c+Jk+Zqt4HHkOPjoY5s2fh779Pok+ffhg1+k+8evVSiTjhx0DHDdvxTZo0QYYMGTBz5kwkTJgQ8+fPN7o/17969Uo5swoWLKg68KknKPyilYArWbKkEiMjR440u6eengjekAZ6XCpXrowRI0Yozwe9AUOHDlUNwR49esDW1lYJKTb0DaGwKlCggHox2Og9dOiQ3vZLly4pT1fixInVuemBevHihXZ70aJF0b59e3Tu3BnJkydXqprigw+L3isKGZaf5W3evDkWLVqkFDVFEeGPHYUPy8t/U8zSHpolfvz46kHrrosTJ45eCKUmHJTnpCcsQYIEyJ07N65fv64a9bly5VLl5308f/5c7/7mzp2L9OnTq/unB2z69Ol627t06aLCOynQaKfevXvjxIkT+Pjxo9q+bNky9WXCCkdBRnHasWNHVWEjIm7cuHr3RftpYEOe90WvDj2XXGi706dPK0GnC583j6eNKfpo33r16qnnoukYePnyJerUqaN6MGhPnm/FihXac1CQJEuW7JteT9YrPnNy/vx5JRqSJEmiPII5c+ZU5dElZcqUylNZuHBhDBw4EFeuXMHNmzfVc2CPCu+RnjK+jOyJ0eu5/upVojC3t7dXdtTUsXv37qlnofG4GV6T908XO+1P29Fr2aZNWI8pz8E6anhvfHc08N67d++ubERvJkWwoXAiHTp0UD1J4fUQ379/H5UqVVL1ztB7ymc6ZMgQZU/N/XAdbUvxrWtTXp917uTJkwgKClLr+JefNQIuvGvpfoewrru4uKi6TlhPWA/4vvDZ87uI766578a/YeWW3ahYsjDKF/8NLg5p0LNVQ1hYxMfWfUeM7p/B3RXtG9VCqUJ5ES+e8eHGhXJnQ4GcWeFgbwdHezu0rlcNCSwtcfn6rUiVbdWWXahQsgj++Fq2Hq0afS3bYaP7p1dlq42ShfKZLNv4Ad3V+Vwd0yCdsyP6tW+Opy9e4tqtu4gsfFe2blqL6rUaIE/+QqpR3LFbH7x69QJ//xXWCWTIlg1rUKrsHyhRqhwcHJ3Rqn1X1ZjcvzssLGX+nKn4vWJVVK1ZD45OLkiT1hEFfyuGePHiR1iu57sO4/qgiXi6aa9Z9+HUsjbe33mIqz1H443PbdybvgxP1u2CS6ewd9KlcxM8mLcaDxetx5urt3Cx7SB8fhcEh8bVEBW7bd64HjVr10O+/AXh4uKKLt164dXLlzjxl2lv2aYN61C67O8oWbosHB2d0LZ9Z/UdtXf3Tr39bt+6iY3r16Jj5+6RLltY+TZ8LV8Bs8u3ccM6lClbTqd8nVT59uwO8wSXLfcHMmXOglSp7JSYq9+wCV48f45nz55Gqs7VqNUAeb/WuU5f69zJcOrcZoM61/prndu3e4d2nwVzpuGPilVRrWbdSNc54tKxMR4sWIOHS9bjjc8tXOowCJ/fByFtQ+N1JE3dSrj15yxVX9/ffYj7c1aqf7t0bKLdxyZfdjzdtg/Pdx7C+/uP8GTjLiVGrMPxUP3Xda5sufLaZ0oxVy+Sz/R72y22pQXsKpeGT/+x8Dt2Gu9u38eN4VPVX6cWdSJlN43tNm3cgFq166iOfNquW7ceynZ//XXc5HEbNqxXkSylSpdWtmvfvgMsLSyw++v7wN84/rt5i5bImi2bilrq3KUbrl69Ah+fb73Dwrew7UPnhe5iqj3E9jHb+GxfaGDEFD//9ddfRo/ZvHmzeuYMoaTuoDahvvmRzoAoCTiKERZsypQpePgwYre6Kdiopxfi8OHDSjywgVm+fHkVvsjGXuvWrdGqVatvrkGB161bN5w9e1YZjB4TNvYJeyyKFy+uwtLYqGQ4FxuGbCDqQmFBocWGM5X17t271TnYGDaE52dDWyMe6Dmi8GEZ+G9jx5gL77l///5KGFAc1a1bV4XTTZo0CUeOHFFCgqJCA8UXPw8fPhxXr15Vz2HAgAHqfozBHgEeQyEXL148tY4VkGKF96+BIpZeoYi8qjdu3FBCxdXVVQkuNsQ18GVgw17Xy8iGNCu+rqfOFBQ7r1+/xp49e7SNfgqubdu2KVHesmVLJcw0ccg1atRQLwdfHA10b3P/pk2bqs8sIzsCKMb4QlJYaOxgDAoDzQvMsjRq1EiVnQKYX5oMr+V6Qu/mhAkTMGvWLGUXinOKC7J+/Xp1XYp8jbcyPHhd1nfWR1MuemNQ8PJ5rly5UoXF0ib8IWB5dKEQZOcI31lj0ENKQcX6wg4RPgN67WrVqqW28y/ru64Hluv4XrA+0LtGaBvWZZaD4lzzZcfQZNYPCriIrqWBdZ82pi057pXXpKDns2Xdp1CsWrWq1jMe2XcjMnz8+EkJl1xZMmrXsV7nzpIBl67fxPfg8+cv2HOUojcYmTzdIl02lkW3bCzrpUgKwfB4++69+ps0SaJIH/v0iS/8/V4ha7ac2nWJEiVGOs8MuOZzxegx7HC6dfMasugcw/viZ80x7N1nSKWVlQ36dGuHJvWqoH+vTrh6OWphqBFhnS8bXuzX/wF/vucobPKFdljGihcPVjky4sU+ncZaSAhe7D8O63zZo2Q3P2W3HHp28/BMj2tXTdvt5s3ryKZzDO3Gc/jo2Do4KAjjxoxAq7YdYGMbNe/g0ydPVPmyZQu7N3YkeXh6wSeC8mU1KB/La6ouBAW9x949u5BKdRqmiKTtDOtcelzzuWyybLdU2QzrXA7tMaxzDKm0srJG727t0bheVfTr1QlXLpsXPcE6kjR7Rrw8YFhH/oJNXuPj6WPHj4/PBp5vChebAmHl9DtxFsmK5kci99CO8iSZPWGTPwee7zbeifMz6pzhM923Z6fZz/RH2I0hlrHjxsUXY/vkD7OtuTxR74PfN++Dp3ofroZjuxt6x4S+D9m14uzmjRvq91t3H0a5pEiRUv3W/WrEihX7uy8jR45UHfG6iyknFB0+bFtSiOnCz3zGxmAbhh3MPI7j3tj2GDdunIrgi3ZZKDnOiT3kFCDz5s2L0jnoZZs8ebKqrJ6enmoc1rt379C3b1+1vU+fPmqsHRvQ9FLoNlo5VonMmDFDiTSWgcJn6tSpSryx8aaBniZWdnq32OAkbIzrjvvSeMbYe28M9ubzeELPCcUWvQf897+B4o/iiTBckw3Uffv2KRcsadasmd44JdqblYINV0LvBD1GFBEUGxoYlkdb0J70xm3dulW7jRWQx+miqajcRgFtDHp3WBY+Kzam6ZGh95Diih4uXodfVrw27c+GNQUTK7Q547s04+noxSP0KumKY3qRdu3apbyWefLkUaKHgpdeWgoGsnTpUuURo/eKUGBS8GvOzeduCpZx7Nix6rq8R40Y00DPLD2HFB3saOC5+fzZK0NRyOuyXJq6zY4O2sXcOqJ7//TQRQSvz3vnX4ooQnvxfeB63XeAHkzWHb5b9DTzy0sX1jmGb965c0e9KxoPJwUbxS+9w6zvGg+sLhRlFFN8X9npwHeM3kR2EnC9ZjvrHL3CFGwRXUsjorme5yIUhvwRY93neYjuMzL33YgK/q9f4/OXL7C1Tqq33tbKCvceGf9CN5db9x6gZd/h+PDhIxJYWmBkz/bKixb5suk/U1urpLj/L8as6ULRPWnBcmTxSgdXx7SRPp7ijVjZ6AsFa2sb1Vg0xuvAAHVda+tvj3n0ddzM0yehY3tXLV+IRs3awMXVHQf37VJjnSZOXwD7NJEva3hYpEqO4Kdh0RyEn+NZJVG9+fFsrFSDMPjZS4N9XiKRp2ukr6fpULM2+E7m95ApuwVq7PbNMbTbA+3nuXNmwCt9RuVliSqaMhi7lqnOQE35bIwc81CnfGTb1s1YOH+O6sxLk9YBw4aPDrcDznid+/Y6mm2m6pyVtU04dS70nVq5fBEaN2v9tc7tVnVu0vT5Eda5+MltQuvIU4M68uwFEnvq/y5reLH3KFw6NMaro6FeouTF8sOuUin2pmv3uTV2NuImSYTC57Yj5PNnxIoTB9cHT8TjVWG//T+7zpHtWzfpPdOhw8eY9Ux/hN0+v3mrhK9777Z4c+22epfta/6hBOHbW5Ebm6drOxsbayO2M/U+BH613bfHPPhqOx4bN2489RusC6/zqwxl+tH06dNHjWnT5XsOaeIzZLuN7US2/eh84NhHDlFi2yTaZaFk6CB7t6PaA8AGG8WbrojQbZDRCAyTMvRI0OumgQ1KhhtqysAQL3oDWNE1i6ZhzLFgGmhcY+iOc/svyJIlyzciStcGXKe5f7rReQ8Udbr3R4Wve2+EooUeSnoWaceGDRuafW9shOuen54NwnBOCiWWmaKTvQz0eGpCS9nQ5jiyLVu2qOMoErg9R44ces/ZFJryacINKfyGDRum7EFBxHNSwOl6/ShGeI+aQcIUmJpEO4QvLMNgKbLYGWBoJ0JPGYUnRRBtTK8PvZP03PL8FH28F4b6MVxQc33a4v3798obyf04hlJ3LFhkMbz/iKAIoo0omHSfFwWmsftkveH7xPfWEL4/FFMaQUUY980fkYjeb4pleg7Zk0ihphHPDDnVhHNqhFxkrkWRphFvhLHkJUqUUPWBtueYAc2PV2TejQjDKv7j8XaO9qmxaOwQzBk1AFXKFIP31Lm48yByY+B+NOPmLMHt+w8xpKt5SREOHdiDutXKapfPn6P+XoRHyJfQd6Z0uQoq5M3VLR2atmyvGob79/y47F8/ioMH9qFm1fLa5UfZ7eSJ47hw/hyat2ob6fLVqFpBu3z6QeXTULRYCUyaMgMjR49THWujR3qbHEvEOlenWjnt8qPKFvJ1PHeZcuV16lw7Vef27QkLs/yeXOkxHG9v3UORc9tRNuAiMowfoMIIoTO2nOPD7GtXwLnG3XGsQDWcb9EbLp2aIk29ytGizmkoUqwEJk6ZiRGjxyNNmrQYM3LYDxvjbI7dzjfryR9dlLh1GGX9L8C5bQM8Xr1Nbx9THDiwXyUU0Sw/2nb/N3As6XdeLCwsVBtOdzEl4Dhshu1mwwR8/GyqQ57DcNgW43Ea6BCiU+RH1e9/NQ8ce9jZkKey1R2Xw8a6oVjQjL/SxbDXhQ1XY+sME2CEBxvYDHk01kilgTWwwa6LxjPHBiTDDQ3hejYyvze696tpuBuu09w/742w4UpvmC66lUZTAbnwvliJ2FhmGCDFLyugsYpJNOPSdKdqMHQja2CDm+dnqJsGjmdjg5kuaIprzVg3ipyI0DTeNd5B9lwwlJTjJ9lo5zNjKKDuy0BvKxv29NTw2kxCwhBK3bFU9NJx3Y4dO1RPCMMN6UHWFax8mdl7Qo+ZBnptGFbLMlBM8GWn/TTXp00ZdsoEJPQqMZkNy0wBZW4vsbH714wVjeg9Yn3gc2doqOHzN+ypI3weDC/ku0ov9veCwowCit4zdp6w80Aj4BjuyFBJhkQzHDoyGL6jvEfameGYFO0MB+3Xr586Nz2M5r4bujCEgp5kXXq0aYpebZvprbNOkgRxYsfGK3/9pCCvAgK+8cpFFo5BS5s69B3zcnPG1Zt3sXrbHvRqHfadGh5hZQswKFvgN165qIq34/+cx7RhfVTSFXPIk7egCrkyrLcBfq9ga5tMu57haPRgGCNJUiv1Dvj76/f68xjrr548m6/ncnAI9chqSOPghOfPzQ9FNhf20NMLpws/fwx4rcKwPrzww5dPn2CRMpnBPskQ/ETfc2eMPHnzq/BDDZ++2s3fz8/Abv5wdTUeZptUYzeDnnllN9tQDwnF2xPfx6hTo5LePqNGDEGGjJlU49qc8n00WT6/CMtn6DngMTZfy6f7HaA619KkhadXetSpWRV/HT+KIkWLm6hzYb/RHz+Gfk8HGClbRHUuwCDZi7E6l9YhbEx/6GdHvHge8VgubR1JZVBHUn7r3dU95kyt9ohtER/xklkj+PEzeA7rhnd3wrxbXiN64Pa4OfBdG9px8frydSRwtIdb95Z4tGzjT69zuuGYXDTPtG7NKiaf6X9hN/77ZJkGiJMwAeImTYzgJ8+RbfF4vLur7zk0Rt68+VR4pGGd8/PzN2I7420gtj1CbReWsERzjOZ9oLf606eP6jdf97ed1zEVMSVEHXbg08nDyCTmHSBsh/OzqbYTo+aWL1+u9tM4LBi1R92hO1wpWs0DR68GPS66A/vYa07Vqdv4/J5zt1GIaKDHgw1YTegjvT1sxLMR7O7urrcYNgh1YeOfXh6GYBnCMVYcU8Twxp8JhRS9RIy1Nbw3w5BIXTQCUDNgkyKE4w51xQAbxgwb5JcBQxN1z60ranThlwnFmq4w1kDxSPHGcY70IDI5TERQqPHLTDNwlF4djpWqX7++Emn8AtSEsepCDxs9bwwb5LG6nh1CkcnxdWz0M7zOMDEObefm5vbNffL6TErCcW/0FlPA6SbDIbQVOwwYCkwvE98DTSZJvrTmDmClJ4+ud3aKaLxO/KsbespzMVxVV7xyHe1rWB9M9RLRc8V7MRQtfH8YrqEJ2SAMP+SPiKbjwtT90Ha0Od8TvucUboQ95lz4TlH0ajxw5lzLFOzQ4Bcly08PM8tEz2dU3w12PgUEBOgtnZs3MCqyPN2c8c/FK3rv1ekLV5HJw3hjMKp8CfmixrWZi6Zspw3K9s+FK8jkYf5YOkP4/U3xdvjvfzB5cE+VtdJcEiRMiNT2abULk0GwAXzhfFgSoHfv3uLGtSvw9DL+zNkJ4ubuiQvnzujd14Vz/2iPSZnKDrbJkuPRI/3Glu+jB0iR0njH07/B/8Q5JCueT29d8hIF4Hci9Pct5ONHBJy5jOTFw6JE2LufrFh++J84G+H52RFhb59Guzg4OsHGxhbnz5/VsxvHYHmmN203d3cPnD9vaLez8Ppqt+o1amPytNmYNHWWdiHNWrRRWQLNLZ+jyfL5wCuC8l3QOYblO3/urMm6EEqI+s9YZ3BYnUujXVjnbIzWuavw9MposmxuLJtBnbt47oz2GE2de2xQ55hm35w6xzoSePayGq+mX0fywe9k+O2kL8EflAjh2C0m33i6LSw5WJwECbTeQS2fvyBWBNEv/1WdC++ZakTjz7Cbhs/v3ivxFtc6KVKULISnW7/dx7jt7LVL6Ptgg/Pnz+nZ7pp6H9KHY7t0OKdzDG3H31Ivr9Bj3NOlUx2w53Xa0Q8fPlCdVKaG/Qj/DkZvsUNYE2XIBHPsqGZWSsKoNrYfNHA7O6s5FIrtVDoNOIyFSU1+FP/KA0foGWGiCDZgNTCEipkTOcaM6es5JofeDzbOvwdMO8+wNlZcJpFgT54maQWNRaNTbHFMHEUZPUT0ujBDnaneeIo7jpXhWDsmy6DKZnmpuOlR4H0YJkL5GbDhSlHBkD4mq6AoY7IW2oAVjt4IekI4xQG/SCiwOJiSjWxN6Ck9UjwPw804Xo2igF4m2jI8OL6KYoXeKCafoTeL9tQVthRHfC4UHxQzrMwUTxSHurCxTpHP8rOy0/Ych0hPGoUf4TPmoFB6XHgvTHRDT6FhI5/3w7Lxueumyqco0jw7NuKZDIe20YyfjAhef8mSJSpEl6F1PJcmyQmhaKSgoceHX+Qcf8ftmvFZ7ESgUGadovjTzdhJ0cUxAEz6wQ4IvisUh0zYoYHJePhM+UXA58f7100rTGHKd49fJBRJFHR871hnGeb6xx9/mOx00Yy71EDhq3mXKaTZMUKPIsUY719zPxy3xh8Whp1S8GpCECjOmPGRgknXY8vj6SnTJDsx91rGYN3mvbGzhd5Sfub9an7AIno3jMHyG4ZRfDTRW1a7Qml4T5mrvGQZ0rmqed2CgoNRvnhoCvmhk+cgha21Ss2vzvPxE+48DB2j9enTZzx/6Yfrd+4joaWF1uM2Y+ka5MueBXYpkuHd+/fYfeQEzl6+hgkDuiEy1KpQBsOnzIGXm4sq2+qvZWMWSTJs8mwkt7UxKFtomOZHbdnuIaGlpbZsFG97jvyFUb07IWECS7z82kOcOGFCleEyMlB4l69UHWtXLlGCLpVdaqxYMg+2tslVVkoNg/p2VRkDf68QOo6xQpUamDJ+JNzTeSKdR3ps2bRWJd8oXqqc9ryVqtbCqmULVZZBelYO7NuFRw/vo0ffIWZNI5DIPWxuwoQuaZE0qxc+vApA0ANfeHp3hWWaVDjfpJfafm/2Sji1rQevkT3wYOE6JC+WT00bcKpimHf5zsQFyDp/NPz/uYSAUxfg3LER4iZKgAeLwt7tyNitYuWqWL1ymWpcM3sf5+eyTZZMb+xa/z49kK9AQZSvENpbXKlKNUwcP0bZzcPDE5s3rUdQcBBKlAqds5FJS4wlLmFSBDu71JEsXxWsWrn8a/lSqznhDMvXr08P5NcpX+Uq1TBBlc9DlW/Tpg2qfCVLhX4vPfH1xZHDB5E9R04ktbLGyxfPsXbNSljEj49cufNEqs6tUXUujapznBOOdY51TMPAvl2RL/9v+L1CaFRGxSo1MHn8KLil81B1jpks+V2tsR3PW7lqLaw0Wuf05740xZ3JC5FlzigEnLkE/9MX4NK+EeImTBAa3sehFXNGKcFxbVCoJ9QqdxZY2qdC4Pmr6m+6fu2VMLs9fq72nM+2H4Bbz9Z4/8AXb67cRNJs6eHcoTEeLl5nVpl+dJ2jxzf0meZS39H8vVv39ZnmNPOZ/gi7JS9ZCIgFvL1+B4ncnJQn883123i4OGrva6XKVbBy5Qr1e2eXyk7NCUfb5c8fFtnVt09v5C9QABUqhHZsV6lSFePHj1VtDt33oVSp0tr2aenSZTBnzmwkTpJEtTdmzpyuRKFG5P1KRNTp8F9Qq1Yt1b5gYjS2VZnzg1pG077hUBrdoUHsxOYQH7Z32f5i5zXbv2xjR1sBR5hpj5PeaWCDio05qk+OYWKDmQ1sc+YZMwc2QLmwIckGI3v+NY1jvjT0nNBobOixEccGNRt0EY3DYkOfIWAMM2NyDn5p84VimBZD96LDROX0NvHlZageBQVfbDaGNenmuY0igOKKvQX0jvHemelS01Dllye9URS7dBPTdqykFK7hQQFEscawQgo0ikR6Q3XHKTGkkL0S7Ilgg5+2Y4U2RNOLwSyVrOg8F7NL0oOqgWWmR4Vig/fF8tGdTS+JLrwf1jEKHY27m1BcsqwUOBR+vE964Ay9T6ZgYhxek2Xiy8n6rJtUhUKT9ZDigEKOz4HeaI4z07wXDBuk+GI91PVIU9CyPjEcgp5F1lWeR9dzxk4Jjulk+dn7RjsazqNGwcxxXswQyXGAvEcmk2GSFVNQGHJhHdDAsmzatEkliqEXkO8K641u1kramHWLZaCQ5LU1odNcR/GsGf+mgaKM+1FkR+ZaxmCHCgUxRR8FNd9rCleOzTTn3fi3lCyYF/4BrzFn5UYVrpjOxRHj+3fVhikyxX5sne+IF37+aNw9bPDy8s071ZI9oyemDe2t1vkFvMawKXPw0i8AiRImUPO3UbzlyZoxSmWbu3KDtmzj+nfTK5vu99cLPz800Snbis071cKyTR0a2qu4YVdoD3T7gaP0rtW3XTOtMIwMVarXUeJr5pSxePv2DdJnyIwBw8YgfvwwAf3E95FKiKChUOHiCAzwx4qlC1TiCTaWBwwdow1nIxUq18DHDx9Uavc3r1+rRvUg77GwSx1xIhhO2Jt/3xLt5wxjQxNoPVi8Hhea9YFF6hRI4BAmaJiKnGItw7g+cO7QEEEPn+Biq/54sScsy67vmh1qXiqPQR1hYZdCNR7/Lt8cHwwSm5hL1eq11G8RJ0F+++aNCnEcPHSUXlgOG8eBOt+LvxUphoDAACxfslB1YDD0bfDQkT8k3Kra1/Jx4m1N+YYMHWlQPl8E6sxJ+FuRoggI9MeyJYu05RsydIS2fPHix8PlyxeVCGCkB5NhZMyUGWPGTVL/Npcq1WurbIczpozTqXOjv7XdN3UuACuX0nasc24YOHS0QZ2rHjoVj0GdS21GnSO+677WkQEdED9VCry+cBV/V26hrSMJHOzpitfuH8fCAh4DOyGhiwM+v3mHZ7sO4XzzXvgUEJoRmVzu5g2PgR2RaeJAxE+RDEG+z/Bg/ircGDE9WtS5ePHj48rlS+qZvtV5pqPHTTb7mf4IuzFs0nMoO2rs8NHPH0827sH1wRMQEsXx7NWr11C2mzJl8lfbZcSwod56tvM1sF3hIkWU7ZYuWfLVdq4YOtRb731t0bKV+g4fMXyY8kLnyJkTbdt+v6EQwrfQkWMqZNLYdE10kuhGCP5oYoX811k7BOEHwOQWDA3U9QQLQlR4ecn0fD0/mxB2FUdTnlrqjwmKTtxNr9+xEN1w9zFvHrqfQSzOthxN+RTyXfqgfxh3s4Q/rutn4nYxdLqe6MitzKUQXfG4+GMS1Xwv3N1MDxmIKfiP/v7C1LrXVPxqRO9vP0GIAPZWsSeEy/ectFkQBEEQBEEQoiMi4IQYDcd9UcQx66jhODtBEARBEAQh5hCLqf+FCBEBJ8RoNJN+C4IgCIIgCDGcWD8/iUlMQKwkCIIgCIIgCIIQQxABJwiCIAiCIAiCEEMQAScIgiAIgiAIghBDkDFwgiAIgiAIgiD8dCSJiXmIB04QBEEQBEEQBCGGIB44QRAEQRAEQRB+PrHFt2QOYiVBEARBEARBEIQYggg4QRAEQRAEQRCEGIKEUAqCIAiCIAiC8NOJFSvWzy5CjEA8cIIgCIIgCIIgCDEE8cAJgiAIgiAIgvDzkSQmZiECThAEQYfXlsmjrT1iIQTRFasvLxFdcffZi+jMTa+SiK4kOnsO0ZUsIf8gOhP7YvStdw6PjiO6EhKN7fbuS/yfXQRBUEgIpSAIgiAIgiAIQgxBPHCCIAiCIAiCIPx0YsWWJCbmIB44QRAEQRAEQRCEGIIIOEEQBEEQBEEQhBiChFAKgiAIgiAIgvDziSW+JXMQKwmCIAiCIAiCIMQQxAMnCIIgCIIgCMLPR5KYmIV44ARBEARBEARBEGIIIuAEQRAEQRAEQRBiCBJCKQiCIAiCIAjCTyeWJDExC/HACYIgCIIgCIIgxBDEAycIgiAIgiAIws9HkpiYhXjgBEEIl8GDByNbtmzRzkqNGzdG5cqVf3YxBEEQBEEQ/lPEAycIvygUOIsWLVL/jhs3LmxtbZElSxbUqVNHbYsd+/v13/B8/v7+2Lhxo976WLFiaf+dJEkSeHp6on///qhUqZLZ57579y5cXFxw9uxZPSE5adIkhISE4L9k89ZtWLtuPV75+cHVxQVtW7eCl6eHyf0PHzmKRUuX4unTZ0hjb49mTRojT+5catunT5+wcPFSnDp9Gr5PniBRokTIni0rmjVuhGTJkkWpbGvWbdCWrV3rlhGWbeHSZdqyNW/SSFs2snjZchw8fATPn79AvLhxkc7dHY0b1kd6L89Il23jth1YvX4TXvn5w83FGR1aNYOXRzqT+x86ehwLlq7Ak2fPkdY+NVo0ro+8uXJqt4+eMAW79x/UOyZ3jmwYNWQAogLr0fKli7B753a8ffsG6TNkRJt2nWCfJm24x23bsgkb1q2Gn98ruLi4oWWb9vDw9DJ6/iED++LMP6fQt/8Q5CtQ0Kxy2RbKBdduzWCVIxMs7VPidLW2eLp5X/jHFM6DDGN7I3GGdAh64IubI2fg4eINevs4takL167NYGGXAoEXfHC58zAEnLpoVpkM72vLyhk4snc93r97DTfPbKjbsi9S2TuZPGbH+nk4e2Ifnjy6i/jxLeDqmRVVG3SGXRpn7T6Hd6/FqaM7cP+2D4Lev8WExYeRMFHSSJVt7Y79WLZ5J175B8DdyQFdm9VFxnSuRve9/eAR5qzcCJ/b9/Dk+Ut0alwbtcuXMnnuxRu2Y8aydaj5R0l0aVIHUa9zC7Hna53zypDJzDq3ERu/1jlnVec6mKxzQwf2UXWuj6pzhcwu26oDJ7Fo11G8DHgDDwc79KrzBzK5GC/X+sOnsfWvc7j5+Kn6nN7JHh2qlNLbP3sL4+9l5+pl0KiM+eWKCbbjsauWzcO+XVtCy5Y+M1q07YbUaRzCPW7n1vXYvH4F/P1ewcnFDU1bdUY6zwza7U98H2HxvGnwuXIBnz5+RLacedU+1ja2ZpdN+LUQD5wg/MKULVsWvr6+SgTt2LEDxYoVQ6dOnVC+fHklIP4LFixYoMpw+vRpFCxYENWrV8fFi5FvLBpiZWUFa2tr/FdQzMyeMxf16tbBtMkTlUjqN2CgEq7GuHzlKkaO+RNlS5fG9MmTUCB/PgzxHo67d++p7cHBwbh56xbq1qmlzjewXx88fPgIg4Z6R6lss+bMQ/26tTF98gS4ujij74BB8AunbCPGjEXZ0qUwY/JEFMifF4O9R+DO17KRtGnSoH3rVpg9bQrG/zkaqVKlRJ8Bg+AfEBCpsh04cgwz5y5Ewzo1MXPin3BzcUKvgcPg52/8PJev+sD7zwkoV7oEZk0ai4L58mDg8DG4c+++3n65c2THmsVztUu/Hl0QVdavXYWtmzegTftO+HPCVFhYWmLQgN748OGDyWOOHDqAeXNmonbdBpgwZSacXV3VMf7+ft/su3njOr3ODHOJkyghAi9cw6WOQ8zaP4FzWuTePAsvD57E0VyVcGfKImSe5Y3kpcIaoKlrlEP6P/vghvc0HM1TBa8v+CDvtnmInyLyDcFdGxdi//blqNeqH3qPXAILywSYPKwtPn4INnnM9cv/oGjZWug9cjE6DZqJz58/YdLQNggOeq/d58OHIGTMVhDlqjZDVNh77G9MXrQKzWpUxMIxg5DO2QFdvCfgVUCg0f2Dgj/APlUKtK1XDcmsrcI995Wbd7BxzyG4O4UvFiJi/dqV2KbqXGdV5ywtLTHYjDo3f85M1KrbEOOnzISLqxsGD+j1XevcrlMXMW71DrSqUAzLB7SBR1o7tJ24CK8C3xjd//S1OyibJzPmdGuKRb1bws7GCm0mLMIzvzBb7xnbU28Z3LiKKluJHGEC5VewHdm0bjl2bFmHlu26Y+S4Weqd8B7YDR/CeSeOHd6HRXOnokadxhg9aS6cXNwxfGA3BHwtW1DQe3gP6KrKNGjEJAz7czo+ffqIUUN748uXL/jViBU79ndffkV+zbsSBEFhYWEBOzs7pEmTBjly5EDfvn2xadMmJeYWLlyo9qEAad68OVKkSIGkSZOiePHiOH/+/DcWnDVrFhwcHJAwYULUrFkTAV8b8gyxpKeP5+UPDJeDB8O8IxRZLIOHhweGDRumhOOBAwe023fu3IlChQqp/eh5ori8deuWdju9byR79uzq3EWLFjUaQklB1LFjR6RMmVL9oPOcp06d+m41Yf2GjShbtgzKlCoJJ0dHdGzfFhaWFti1e4/R/Tdu3oxcOXOgRrWqcHR0QKMG9eHu5oZNW7eq7fS4jRo+DEV++w0OadMivZcX2rVphRs3b+LZs2f/Y+8s4KLKvjj+swBB6e4uOxFr7e7uWNfuWrvbtbs7MBC7O9YOMADXTlQaJMz/59xxhplhBgYW/6J7vn7eR+bNi/Puu+/N/d1z7rkZss0/YA9q16ohs62/zLbjamzbh1IliqPFN9s6CduchRdPSpVKv6F4saKwsrKEo4M9unftgoSEBDx+/CRDtu3cvQ91alZDrWpV4GhvhwG9uot6efiYak/Srr0HhDhr2aQRHOxs0blda7i5OGH3/kMK2+XJkxvGRkayJX++fMgM1GO+d/cutGjVFmV8y8HJyRkDBw9DZEQELl28oHa/PQH+qFGrDqrVqAV7ewf06jNAXNfxo4cVtnv08AF279qJfgOGZNi2d0fO4v64eXizR/V9VMahWyskPn6B4D9nID7kEZ4u2Yww/yNw6t9Jto3TgM54vno7Xqzfhfjgh7jdaxw+JyTBrlPTDJfbif2bUadZVxQtXRm2ju7o3HcSoqPe4daVlOdbmf5jlqBslYawtneFnaMHOvWZiMjw13j68J5sm2r12qFWk9/h5F4ImWHrvqNoUK0i6lUpDyc7a/zZrT20tbWw/+R5ldt7uzqhb4cWqF7eR9QrdSQkJmH8/JUY3qMj8uvpIbMIz+XuXWjeqh18fMsJb9AAUefCcemiahuJPQE75eqcoxAw6urcnl070HfA0AzbtunY32hSoSQalisOF2tzjGpXHzpaebD7wg2V20/t2hwtKvvAw94KTlZmGNuxkbi+y8Ep73BTg/wKy+lbwSjl4QTbTHQaZOeyI9sO7NmOpi07oFSZCkKI9Rk0ClGREbh68Zza/fbv3oaqNeujcvW6sLN3EuJPS1sHJ49J3seh927j7dsw9B44Eg6OLmLpPXAUHj0IwZ0g1feF+fVhAccw/zFIoBUpUgS7du0Sn5s3by4EA4m669evC6FXtWpVREZGyvZ58OABtm/fjn379gnBReGMvXr1Et8NGTJECDqpt4+WsmXLpjovCbfVq1eLv7W0tGTr379/j0GDBgkP3YkTJ0RoZ+PGjWU9i1euXBH/Hz9+XBxbarcyf/75J/z9/YWYvHHjBlxdXVGzZk2F68gsHz9+FMKqeNEisnVkZ7GiRXEvJFTlPsEhIeJ7eUoULybWq+P9+wQhUvUyIEaktsmfS2JbEbXnuidsS7kWomTx4mq3p3McPHREiE7yPGbEtvsPHqJ4kcIKthUvWhj3Qu+rse0+ShQtrGhbsdTlHHjnLpq264yOPfpi3pLliImNQ2Z4E/ZahFQVKVpctk5PLx/cPbwQGnxP7XU9eHAfReX2oeuiY4SEpOyTnJSE2TOnonuvvjAy/v6hToZliiL85EWFde+OnYdRGUndyJEnDwyKF0D4ib9TNvj6FeEn/4ZhmWIZOlf4m5eIjQ6HV2Ef2bq8evnh5FYIj0JTdwCpIzFB4tnRy5+250tTPn78hNBHT1GqsJfCvSlVyBt3QlNERWaYtWozyhYvjNKFM+c5+rd17uGD+wr7SOtcaKo6NwXde/XLcJ37+OkTgp++go+Xs8I5fLxcEPTwuUbHSPrwEZ8+f4aBnq7K7yNi43H+9n00Kp9yHb9C2RFv37wWIZCFipZUsM2VbAu5q9a2Rw/uo3DREgq2FS5aEve/7UPb5EAO5MmTR7YN/YZSuv2Qu0H45SDvZ1YvvyA8Bo5h/oN4enoiKCgI58+fFwKJBBz1RhKzZs0SY9l27tyJbt26iXVJSUnYsGGD8OQRCxcuRN26dTF79mzhXcubN6/wgNHfytCYu1y5ciExMVGIMkdHRyH4pDRtqtjzv2bNGuENvHfvHgoWLCj+Jsg7p+r4UhG4dOlS4VWsXbu2WLdy5UocO3ZMiMahQzPemypPbGyssN3Q0EhhvZGhIZ4/f6Fyn6ioaPG98va0XhUU/rN67TpU+q0i9HR1M2ybqnM9f/5SY9vIA0rj5+S5dOUqps74S9xbY2MjTJ88EQYGmo9FIlElbDNSts0Az1+oti0ymmxTbMyTrbReSqkSxVChbBlYWpjj1eswrN64BSPGT8bCv6aKupYRor5ds6GRUaryoIaiKmJjYyT1IdU+Rnj5PKWhu2rlUnh6FRCevf8H2hamSH4TrrCOPucxyI+cOtrIY2SAnLlzI/lthNI2EdDzUD0+TB0k3gh9Q8XxmvoGxoiJVjy+OqgMt6/9Cy6eRWFj74qsIDouDp+/fIGxUj01NtTH05evM33cY+cvI/TxU6yZnrlxlprVOSPZdxmpcy/k6tzqlUtEnSPvVIbtik+QlJ2+YgeSiX4+PAlTrFfqmO9/FGaG+eHjrbo+7fv7JnS1tVElk+GT2bXsiOgoSb1X/p0wNDRGdLTqd0mcsO0zDAwVBaMBvUteSELa3Ty9RVj3prXL0KZDN3zFV2xet0zsF/XtnMx/DxZwDPMfhEI9yNNDoZLx8fGpkmaQ2JIPY7S3t5eJN8LX11f8IIaGhqoVVVLmzp2LatWq4dGjRxg4cCAWLFggEqpI+eeffzB27FhcvnwZ4eHhMs/bs2fPhIDTBLKVeilpjJ0U6q0sXbo0goOD1e5HwoQWxXUfRLjV/xPyTk6ZNoPuDPr2lng2swNFChfC0oXzhEg8ePgoJk+fgQVzZqUSf/9vqlRMGdPl7OgAZycHtO/aW3jl5L19qjh96gSWLJwr+zx2wpTvYuPlS38jKPAW5i1chl+By2cPYPPylPGZfUYu/NfH3LpyGl49e4ChUyTh3NmVN+GRmLvWDwvGDIK2VooXRFNOnzqOpXJ1bsyEqfiedW7uwuX4Eaw5dBZHrtzGyqG/Q1vOWyTPngs3UNunsNrvf6ayO3fqKJYvniX7PGIcvcOzHgMDIwwePhErl8zGoX07heet3G9V4eTinumxeszPDws4hvkPQqKGxpaReLOyslIYsyYlqxKEkMCjcEZaKKFJnTp1hHeNxqoR9evXh4ODg/CYWVtbCwFHwi2tAelZxbRp0zBhgmKCiP59+2BAv74K62hsIIW1KA94pyQhRkq9ulLI66ScRESyvWFq8TZ9Bt68e4uZU6dkyPsmb5uqcxkrnSst22gsJI0lkyevjo7IUEkLjdHr1LU7Dh89htYtmmtkm4F+foltSl5HSmCizjZj8nwpJTgR15JGfbS2tISBvj5evgpLV8CV9vFVyDxHGd2I6KgoGBubKJSHs7OLymPo6xtI6oNSjz/VD0NjSRlSYzDs9Su0bq6YcXX61AnwLlAQU2fMQVZD3jbywslDnz/GxOFLUjI+hEfhy6dP0DZX7LDRtjBBcjoeliKlKonwSCmfPkqez9joCBgYSbzk4nNMJOwc1Wc/lRdvt6+fxZBJa2BkYoGswjB/fuTKmTNVwpLI6Nh0E5SoI+TRE0TFxKLTnxNl68hTdSv4PvwPncSZrcuRK5f6ESmlfcrCwyMlpJM6m1TXuSiRXCOjdU4a7nc78Kaoc22aN1DYZoaoc4UwJZ06Z5RPV1J2SglLKOyRvHBpseHIeaw9dA7LBnUSiU9UceP+E+HJm94tJQIjPbJz2ZX0KQ9XuUyRsneJOG7Kc0jeN0cn1Vl38wvbciFGyUNHCUwMjVKur0jx0li0ahtiY6JFlIFevvz4o11DWFhaqzwu8+vDAo5h/mOcPHlSZIEkb5itrS3CwsLENAMU2qgO8oa9evVKCCzi0qVL4geRpgWQxuN//vw53XOTR6xEiRKYMmWKmAYgIiJCePFIvFWoUEFsQ2Gd8kjHy6V1fBcXF7HdhQsXhBiU/tBTEpMBAwao3W/EiBFi/J08r58rZjuUevMojf7NW0Eo6+sr1pHQvHUrEA3q1VV5bBI8twID0aRRSgP+xs1bYr2yeHv56hVmTpsqxFhGkdpGtpTzLSNnW5Ba27w9PXEzMChN21Tx9ctXWQNKU9vcXV1wM+g2yvv6yGyjczeqW1uNbe64ERiEpg3rydZdvxUE7zSmL3gXHoHYuDiYfBNPaUFJeGiRXdPXrzAyMkZg4E04u0jC+BIS3uN+aDBq162v9rpcXd0RGHhDNiUAXVfQrZuoW19Sps2at0KNmorX2LdXV3Tp2hOlfCT3KauJvnQLZrUrKqwzrVoWUZduSa7140fE3LgL0yq+KdMR5MgBk8q+eLpkU5rH1smrJxb5ctM3NEXI7Suwc/KUjWd7/M9t/FZTvcCn/fxWTcetKycxaMIqmFqkePazAkpC4uHsgGu3g/Fb6eKye0Ofm9WukqljlizkhU1zFDt6pixeCwcbS7RrVDtN8ZZWnQsKvJGqztVKo865uLojKPCmLK29tM7VqS9J5tS0eWtUr1lHYb9+vf7A7117io6L9KDpQmgagMvBj1C5mLfsHFeCH6FllZSxjsqsO3wOqw+eweL+HVHAUf393H3+hji+h50VNCU7l11eXV2xyNtGaf3v3LoOJ2c3mW0PQoNRs3YjtbY5u7rjduB1lPatKLONPteq1yTV9voGko4s+j42JkqIyF+OXzRrZFbDAo5hfmEoPJAEGomfN2/eiAQk5HWiTI8dOnQQIozCISmb48yZM0WmSBJqBw4cEIlESpaUDMamrI4dO3YU4+MonI6yPdI4Nmn4JIm/I0eOCDFG4ZiU4l9+wLU8JKjo2JR0hLx/tP2KFSvE3yQUhw8frrA9eepojB3ZToKTbKHjy0PJNXr27CnGulF4JoV80vVQ1sQuXdSnIqdxf9Kxf1Ii1YRPNmncCLPmzIW7mys83N0RsGePGBtYo3o18f3M2XNgamKC3zt1FJ8bNWiAocNHYOeuADG/2pmz50SykQF9+8jE26Sp08VUAhPHjcWXz18QGSnpIc6fP5/a8lNF08YN8deceXBzc4Wnuzt27dkrbKtZveo32+bCxMRYzDEnsa0+hgwf+c22Ujh99izuP3iA/n17i+8Tk5Kwddt2+PqUFuUZExOLfQcOIDwiAhXLZ6zB0KxRfTFvGwk5mvvNf89+JCUlo2Y1SWN6+pwFMDUxxh8d20nKuUFdDBwxFtsD9qJMyeJiGgJKhDKoTw+JbYmJ2LB1OyqU9RVevFdhYVixdiOsrSxRsnjGJ5ynEKQGjZpgu99mWFvbwMLCEps3roOxiYnC2LXRI4YKsVbvW4OvYeOmmDdnJlzdPODu7oG9e3YhKTkJVavXEt9Tz76qRAhmZuawtLTSeBoBPVd72WddJ1voF/HEh8gYMcebx+RB0LGxQGDnYeL7pyv84NCrLTynDcXzdf4wrVxGTBtwtUF32TEez1uLImtmIPr6HcRcDYJjv47IrZcXz9fvynC5Va3XFgd3roS5lT1MzW2wZ+tiGBqZiayUUuaM74Zipaugcp1W4vPWlVNx5dwh9Bo+TwjCmCiJ5y+vbj6ReY+gdTTG7l2YZHzSy6cPoJNXF8amVholO2ldvwYmLVoNTxdHFHB1gt+B40hKTka9ypL7OWHBKpiZGIlpA6SJTx6/eCV7Lt9FRuH+42fIq6MNOysL6OXNCxd7xWkDdLS1oZ8/X6r1mpZd/W91zsraVtS5LRvXwtjEFGV8U56vMSOGCMFRV1bnmmH+nBlwdXOHm7sn9u3xF3WuWvWa6dY5Cw3rXLvqZTF2zS54O9qgoJMNthy/iMQPH0RWSmL06p0wN9JHvyY1xOe1h85i6d6TmPpHc1ibGiI8RpJMSFdbC7o6Ke/W+MQkHLt+B4OaS56PzJKdy45sq9uwBfy3rYeljS3MLaywbdMqGBmboJSvpIOSmDCyvxBrtetL6l+9Ri2xeO5UuLh5wtXdCwf27BDTalSuliIoTx07ABs7RyHg7ofcwdoVC8S5bGxT3g+/DBwWqhEs4BjmF4ZEDwkj8rBRqB9ln6QxaCTGpBN5Hzx4EKNGjULnzp3x7t07IcoqVqwIC4uUsCYKf2zSpIkIf6SsjiQAlyxZIvu+a9euIgyTBB+FZdI0AdJ0/8pQtkoK3yQvHB3Dz89PCEIKmySPHtknvy/ZTusmTpwoxsqRp05VyOf06dNFz2X79u0RFxcnbCFRqS7EMaNUqlhBTJ2wYdNmMVje2dkZUyZOkB2fyi6n3A9PAW8vDB86BOs3bsK69RtgbWONcaNHwdFR4iEkMXTp8mXxd6++/RTORd44Gn+Wcdu2yNk2Xmbb23fvFMZKkG0jhg7Guo2bsXb9RmHb+NEj4fTNNgqjouQsx06cRGxMLPLr68PDzRVzZk4XUwpkhMoVygnb1m32E6GULs5OmD5htCyE8u27cEXbvDwxasgArNm0FWs2bIaNtRUmjvoTTt/OS/X20ZOnYiLv+PcJwutWslgRdGrbGloZEL3yNGnWUgjexQvn4n18vAhxHD9xukK2VAqvipWbA6/Cb5URExuDLRvXfStzF4yfOC3L6hthUKIgfE9slH32njVS/P98wy4EdRkBbSsz5JXzZiQ+eSHEmvfsEXDs2wFJL8Jwu/tohB9L8Wq/3nFIzPnmPq6fZCLvwGBcqfcHPiglNtGEmo064UNSIjYtm4SE93Fw9SyGfmOWII9WSsM9POw54uNSQtfOHNkh/p899g+FY3XsPUFML0CcPboD+7enjEWaNeb3VNukRbVypREVG4dVfrsRER0r5oGbO2ogjL+FUNKYtpw5U+pceFQ0Og5N8bBt2XtELMW8PbBk4p/4HjRp1krUuSUL54g651WgEMZNnJZunYuVq3MUMjhu4vQsncy5ZqlCiIp7j6V7TojQSfKWLe7fQRZCGRYZg5w5UjwkO85cxcdPnzF0mZ/CcWgeuR4NqijML0fUKp12iPPPXHZEw6ZtxLxtyxf+hQQxyXghjJo4S0xaL+VN2CuRvERKuYpVRWjktk2rRRZLR2dXsY+8bS9fPsfm9SsQHx8Lc3NLNGnRXgg/5r9Ljq/k82UYhmEETx6oTm+fHciB7Pu6zvVF89DK/zfvc2VNivrvxQNPiRc3O6J3UxJ+mR0p/PU6sjNvddWHpf9o7F/KTSWRzXhmk3oamuzChy//3wRXGaWwm2Rs+c9MwvqUsaZZhW7HsfjV4EBThmEYhmEYhmGYnwQOoWQYhmEYhmEY5oeTg5OYaAR74BiGYRiGYRiGYX4SWMAxDMMwDMMwDMP8JHAIJcMwDMMwDMMwPx65LKeMeriUGIZhGIZhGIZhfhLYA8cwDMMwDMMwzI9Hbo5GRj3sgWMYhmEYhmEYhvlJYAHHMAzDMAzDMAzzk8AhlAzDMAzDMAzD/HBycBITjWAPHMMwDMMwDMMwzE8Ce+AYhmEYhmEYhvnxcBITjWAPHMMwDMMwDMMwzE8CCziGYRiGYRiGYZifBA6hZBiGYRiGYRjmx8NJTDSCBRzDMIwciTn0sm15fPqafV/ZZl9eIbuSI9dXZGf0bt5CduV9saLIruicnorsTA5dB2RXcibGIbuSE1+QXXGMC0T2pvqPNoD5P8EhlAzDMAzDMAzD/Hhy5Mj6JRMsXrwYjo6O0NHRgY+PD65cuaLRfn5+fsiRIwcaNWqE7wkLOIZhGIZhGIZhGADbtm3DoEGDMG7cONy4cQNFihRBzZo18fbt2zTL58mTJxgyZAgqVKjw3cuRBRzDMAzDMAzDMAyAOXPmoGvXrujcuTO8vb2xbNky6OrqYs2aNWrL5/Pnz2jbti0mTJgAZ2fn716OLOAYhmEYhmEYhvnx5MyZ9UsG+PDhA65fv45q1arJ1uXMmVN8vnjxotr9Jk6cCHNzc3Tp0gX/D7LviHiGYRiGYRiGYZh/QXJysljk0dbWFosy4eHhwptmYWGhsJ4+h4SEqDz++fPnsXr1aty69f9LSMUeOIZhGIZhGIZhssc0Alm8TJs2DQYGBgoLrcsK4uLi0L59e6xcuRKmpqb4f8EeOIZhGIZhGIZhfklGjBghkpLIo8r7RpAIy5UrF968eaOwnj5bWlqm2v7hw4cieUn9+vVl6758kUyFkTt3boSGhsLFxQVZDQs4hmEYhmEYhmF+SbTVhEuqQktLCyVKlMCJEydkUwGQIKPPffr0SbW9p6cnbt++rbBu9OjRwjM3f/582NnZ4XvAAo5hGIZhGIZhmB9PzszN25aVkLeuY8eOKFmyJEqXLo158+bh/fv3Iisl0aFDB9jY2IgwTJonrmDBggr7Gxoaiv+V12clLOAYhmEYhmEYhmEAtGzZEu/evcPYsWMRFhaGokWL4vDhw7LEJs+ePROZKX8kLOAYhmEYhmEYhmG+QeGSqkImidOnT6dZTuvWrfvu5chZKBnmFyJHjhzYvXu32u/ppUPbREdH/1/tYhiGYRiGYbIG9sAxTBbQqVMnrF+/Ht27d8eyZcsUvuvduzeWLFki4qmzqldm/PjxQqj9P+YcIcEXEBAgG8z7X+br16/Yumkdjh0+gPfv4+HpXRA9eg+AtY1tmvsd3LcbAf7bEB0VCUcnF3Tt2RfuHl6y70cNG4i7twMV9qlZuz569h2YIdu2bVqD40f2IeF9PDy8CqFb70Gwskl7APWh/buw199P2Obg5IIuPfrDzcNb9n1UZAQ2rlmKoJvXkJiYAGtbOzRt2R5lylXS2LaAA0fgt3sfIqNi4OJoj/7dOsPL3VXt9qcuXMKazdsR9vYdbKwt0aNDG5QpWUz2fUJiElZs2ILzl68hJi4OVubmaFqvFhrWro7MQGW3edN6HD18SNxXL+8C6NW7X7r39cC+PdjlvwNRUZFwcnJB95694e7hKft+0cJ5CLx5A5GREdDRyQsvb2907PwH7OzsM2TbPr+lOHd8FxIT4uDiURRtuo2EhbWD2n0O7VqNm5dOIOzlE2hpacPZowiatB8ASxtH2TZnj+7E1fOH8OxRCJIS32PuhrPQ1dPX2C7j8iXhPLgLDIoXhI61Oa417YU3e0+kvU/F0vCeNRz5vN2Q9Pw1HkxbihcbAhS2cejZBs6DukDb0gyxQSG4O2ASYq4qJgjQhG0nLmL94XOIiImHu50lhrWtj4LOqp+FXWeuYv/fN/DgpSTrnJeDDfo2raGw/djVO7Hvwg2F/coWdMPiQZIxMRmF7usWUecOyupcz979NapzAf7bZXWuW88+CnVu8cK5CnXO09sbnTp3hW0G6pzf2RtYf/IKwmPfw93GHMObVUMhByuV2x4PvI/VRy/ieXg0Pn7+AgczI7SvXAr1SxeQbbP04HkcvhGCsOg45MmVE952luhTrwIKO1rjV3petx89g037TiAiJhZu9jYY2qk5CrimPHPyPHz+Gst37kfIo+d4HR6Jge2bok2dygrbvE9MwrLt+3H6WiCiqB472mJwx2Yo4KL+2f8loNT/TLpwKTFMFkGZhvz8/JCYmChbl5SUhC1btsDeXvMfTyb7ErDTD/v37kKPPgMxc+5iMXh5wphh+PDhg9p9zp85hTUrl6JVmw6Ys3A5HJ1dxD7R0VEK21WvVRdrN+2ULR27dMuQbbt3bsHBff7o1nswps5ZDm0dHUwaMwQfPihOXirPhbMnsH7lYjRv0wkzF6yCo5MrJo8Zghg52xbOmYJXL59h2NipmLN4HXzKVsSc6ePx6OF9jew6ee5vLF6zER1bNsPKOdPg4uSAIeOnISo6RuX2d4JDMWnWAtSpVhkr505HBZ+SGDVtFh49fS7bZvGaDbhyIxCjBvbGhkWz0axBbcxfsRYXLl9DZvDfuQ379+5Grz79MWvuQnFfx44ZkeZ9PXfmNFatXI7Wbdph3sKlcHJ2FvvI31dXVzf0HzgES5avxoTJ00TDc+zo4WKSWE05snsdTh7cgrbdR2H4tI3Q1smLBZN64WMa9/X+3euoVKslhk/bgP7jluHz50+YP7EnkpNS3k0fPiShQNFyqN2kCzJDLj1dxAaF4k6/CRptn9fRFqX2LkfE6cs4X7IhHi9cj0LLJ8O0ennZNlbNa8PrrxH4Z/JinC/dGHFBIfA5sBpaZsYZsu3IlSDM3nYQ3RtUxZZxveFuZ4Vec9YiMjZe5fbXQh+hlk8RrPzzD6wf1QOWxgboOXst3kYp1tGyBd1xbO4I2TKteytkll2izgWgZ5/++GvuIvG8jhszPJ06dwqrVy5DqzbtMXfhMjg6O4t95Ouci6sb+g0cisXL12DC5OnAV2Ds6GEa17nDN4IxK+AUutcqB7+hHeFhY4aeS7YjIu69yu0NdHXwRw1fbBjYDjuHdUJDn4IYt+UgLgQ/lm3jYG6MEc2rwX94Z6wb0BbWxvrimJFxCfhVntejF69j3sYA/NG0NjZOHQY36gSYvhiRMXEqt0/68AE25qbo07oBTAxVd5xMXrEFl2+HYEKvjtg6cyTKFPZE7ykL8TbyF4+gyZEj65dfEBZwDJNFFC9eXIi4Xbt2ydbR3yTeihVL8R4kJyejX79+MDc3Fz885cuXx9WrV1OFOVLKWsqApKuri7Jly4q5RAjy4k2YMAGBgYFiO1rkPXvh4eFo3Lix2M/NzQ179+5VaS9lVNLX18fOnTsV1pNnT09PT6TAVYbmOqHz0XVVrlxZnKNIkSK4ePGiwnYXLlxApUqVxPdGRkaoWbMmoqKiMnT9R44cEeWWN29eVKlSBW/fvsWhQ4fg5eUl7G7Tpg0SElIaAJTmlzJCOTk5iX3ILuVr+zcIT8huf7Ro1Q4+vuWEJ63/4OGIjAjH5Yvn1e63J2AHatSqg6o1asPO3hE9+wwU6YxPHD2ksB2tMzI2li26unoZsu3Anh3CM1bat4Kwre/gUcJ7diUN2/YFbEe1WvVQpXodYVu3PoNFQ/Lk0QOybe4H30Xt+k2FV87CyhrNWnWErl4+PHqgmYDbvucA6tWogjrVKsHR3haDe/4BHW0tHDyuegzBzn2HULp4EbRuUh+Odjbo0rYl3J2dhBdPyt2Q+6hZpSKKFSoAKwtzNKhZTQjD4H8eIqNQ2e3dHYAWrdqijG9ZODk5Y+DgYYiMiMClixfU7rc7wB81a9VGtRq1YG/vIBqTdA+PHU2xs1btuihYqDAsLCxF47Bdh84If/cOb9++0di2E/s3o06zrihaujJsHd3Rue8kREe9w60rp9Tu13/MEpSt0hDW9q6wc/RApz4TERn+Gk8f3pNtU61eO9Rq8juc3AshM7w7chb3x83Dmz3HNdreoVsrJD5+geA/ZyA+5BGeLtmMMP8jcOrfSbaN04DOeL56O16s34X44Ie43WscPickwa5T0wzZtunIeTSpWAoNK5SAi40FRnVoCB0tLew+d13l9lO7tUSLKmXgYW8NJytzjO3cRJT95XuK9UkrTy6YGuSXLfp6eZEZJHVu17c6V07jOrcnwF+8S1Lq3ABR544fPSzbplbterI6R2KubQbr3MZT19CkbGE0KlMILlamGN2iJnS08mD3JdVe0FJu9qhaxB3OliawMzNC20ol4WZthpuPXsi2qVPSG2U8HGFraghXK1MMaVwF8Ukf8M+rd/hVntctB06iUZWyaFDJF862VhjRpZWoc3tPK/42SiEvWv+2jVGjbElo5c6tUuCdunIL/do0QnEvV9hZmqFbs7rif/9j5zQuL+bXhQUcw2Qhv//+O9auXSv7vGbNGlnaWSl//vkn/P39RcjljRs34OrqKgROZGSkwnajRo3C7Nmzce3aNTEZJB1bmh1p8ODBKFCgAF6/fi0WWieFxF2LFi0QFBSEOnXqoG3btqmOTZBIa9WqlYK9BH1u1qwZ8ufPr/Y6ybYhQ4aIEE53d3e0bt0anz59Et/RuqpVq8Lb21sIu/Pnz4sJLqW9mJpeP4WJLlq0CH///TeeP38urolS+ZJH88CBAzh69CgWLlwo257E24YNG0QI6927dzFw4EC0a9cOZ86cQVbwJuy1CL0pXLSEXBnmE6GQocEpDWN5Pn78iIcP7ivsQ5mrihQtgdAQxX3OnjqB9q0aoV/P37Fx7UokJyVpbNvbsNciBLJw0ZIKtrl5eOF+yB21tpEIk9+HbCskbLsrW+fuVQAXzp5EXFysEMnnz5zAxw8fUKBQ0XTt+vjxE+4/fIwSRQopnIM+3w1VLQDvhv6jsD1RqlgRhe0LeLrjwpXreBcRKRp0N4Lu4vnL1yhVrDAyypuwMHFfixYtpvBsUGhVSBr39cGD+yhStLjCdRUtWjzVfZWSlJSI48eOwMLSEqamZhrZFv7mJWKjw+FV2Ee2Lq9efji5FcKjUMWQ27RITJB4nvTyG+BHYVimKMJPKjZm3x07D6MyknqUI08eGBQvgPATf6ds8PUrwk/+DcMyKfcmPT5++oTgp6/g4+2qcG98vF0Q9PCZRsdISv6IT58/w0BPV2H9tZDHqNJ/ChqNmIMpG3YjOj7hX71L5OuPJu8SqnNUx+Svi44RkkadO3HssMZ17uOnzwh+HibEVso5cqCMhwOCHr9Kd38hekOf4snbKJRwsVN7Dv+/A5E/rzbcbTR7DrL780p1LuTxc5Qu6KFwfPp8+58UT2RG+Pz5Cz5/+QItrTwK67W18uBWaMY7qphfDx4DxzBZCAmGESNG4OnTpzJPFIVVSjMWkddr6dKlwmNWu3ZtsW7lypU4duwYVq9ejaFDh8qONWXKFPz222/i7+HDh6Nu3boiJJO8S/ny5ROiztLSUuV4PBJUxNSpU7FgwQJcuXIFtWrVSrXtH3/8Ibx7JAKtrKyEl+vgwYM4fjztXnUSb2SPVDCSmHzw4IGY0HLmzJnCc0jj/qTQ9xm9/smTJ6NcuXLi7y5duohyffjwIZydncU6EpmnTp3CsGHDhFePrpXs9vX1Fd/TdiQely9fLivHfwMJJMLQyEhhvYGhkWhQqCIuNkaIHlX7vHie0pisWKkqzM0tYGRsgqdPHmHDmhV4+fI5ho+eqJFtUVERamwzltmt2rbPwhZ5DA2N8VLOtsHDJ2DOjPHo3KoecuXKBW1tHQwdPRlW1mmPNyFiYmNFI8TIUFE40OdnL16q3CcyOlrl9jR+TgqNoZu1eCWa/d5L2JQzRw4M6d0NRQqkjCvUFOm9Uy47Q3FfFcNcpcR+u69GKvZ58Twl1JM4sH8v1q1ZKZ5dG1s7TJoyA3nyKDbK1EHijdA3NFFYr29gjJhoyT1PD7Jz+9q/4OJZFDb26scdfm+0LUyR/EZyPVLocx6D/Mipo408RgbImTs3kt8qXlfymwjoeUieeU2IiksQdc5YP5/CehP9fHjyWjOPz/ydh2FmqA+fAi4K492qFC8AGzMjvHgbiYX+R9Bn7joRcpkrg+nEpfUqdZ0zVPsukdY5VfX0pVKdO7h/j0KdmzhlpkZ1Luo9ld1XmORXFK4m+fXw+I1qu4i4xGRUH7NEiDMSfCObV4evp+LYrzN3HmDYun1I+vgRpvr5sKxXCxjlUzzPz/q8RsfGS+qcgWKnp7GBPp680szzqYxeXh0UcnPC6l2H4GRtAWNDfRy5cA237z+GrWXGhS/z68ECjmGyEDMzMyFsSKBQbyT9bWpqKvueBAj1BkqFCUE/DjRRZHBwsMKxChdO8SaQuCJIYKU3nk5+P+qZpHBD2k8VdF4SV+QNI5G4adMmODg4oGLFihqfQ942EnDkgWvevLnK/TJ7/TT3CoVjSsWbdB0JU4LEI4VTVq+umMSCxkTIh68qQ8KPFoV9kpOhpa2NM6eOY+nCObL1oydMw/eiZu16sr8dnZxhZGSMsSOH4PXrl7Cyskm1/dlTR7Fi0WzZ5xHjZ3w32/w2rsb7+HiMnTIX+voGuHLpnBgDN2nmQjg4pjRw/5/s2n8Y90L/wdRRQ2FpborAu8GYt3wNTI2NULJo2iGBp0+dwOKF82Sfx06Y/F1trVS5KooVKy48zAG7dmDGtMmYOWsetLS0Um17+ewBbF6eYk+fkSke5syydeU0vHr2AEOnfP+01r8Caw6cEWPoaDyctlzDncbISXGztRRL/eGzcC3kkYK3T12dW7Jwruzz2AlT8D35rXJVFC1WQtS53bt2YOa0SZgxa77KOpcV6GlrYfuwTkhI/oDL959i9u5TIlySwiul0N+0TXR8IvwvBmLo2r3YNLidEIc/6/P6vZnYuwMmLtuMOr1Hi04CDyc7EXIZ8lgzT/JPyw+eX+1ngQUcw2QxFOoonTtk8eLFmT6OfK8fjQkjqBcxI/tJ901rP/LCkZ0k4Ch8kkI+pefLjG3kIcwKlM+R1nXFx0tCxCi00sZGUfDQOAd1UNgleRDl6dV3IPr0H4zSPmUVMkV+/CgZIB8dFQVj4xSPCCX8cHJW3YDLr28gQmloH3loHxrnpg53T8l5w169UingSvmUV8gU+enjR5ltRsYpHQYx0ZFwTNO2XAoJS8QxoiNhaCSxLez1S5Glcu6S9bBzcBLr6HjBd4JweH8AuvcZgrQw0NcXDQ/lhCX02djIUOU+xuSFULm9xCuXnPwBKzf5YfKIwfAtKQmJcnF0wINHT7Ft9/50BVxpH1+FzHPUoaDqvlJyA2dn1QJV/9t9Ve7xp32MjBV7+akThRbKkOfh6YXWLZrg4t/n8VulKqmOW6RUJREeKeXTtzoXGx0BA6OUXvfYmEjYObpDE/F2+/pZDJm0BkYmkglofxTkbSMvnDz0+WNMHL4kJeNDeBS+fPoEbXNFb6O2hQmSwxQ9d2lhlF9X1DnlhCURsfEwUfKQKLPh8DmsPXgGy4b8LhKfpIWtuTEM8+ni+duIdAWccp37pLbORadb56JV1DnDVHUun1ikda5Ni8Zq65w8RnpUdjkQoZRchBKYmKYhtMjrZm8mscHT1gKPwyKw+tglBQGnq60FezNajFDYyRr1J63A7ou30aVGmZ/2eZViqJ9PUueUEpZExsSqTVCiCbYWZlgxbgASk5JFRkpTIwOMmL9GJD/5pflFk45kNSxzGSaLoVBF8vzQDw2N7ZLHxcVF9ORRaKUU2o6SeNCYMU2hY2Qkk116YZ8U8kmhlvfu3RPTHfwbyHNGCVhUkVXXrwztS0Lt2bNnYkyd/EKJZdRBYZkxMTEKS7ceEvGdV1cXVtY2soWSfJBnLCgwJZV4QsJ73A8NhoeXattJdLq4uivsQ6Iz6NYNeHiqv97HDyVjHNSJPIlttrLF1t5RiK7bgdcVbPsnNBjungXV2ubs6o7bt64r2HZb2CYJeU1OlozDUxb0OXPlxNcvX9Xan3KO3HB3ccL1oDsK57gRdAcFPFQLkAIebgrbE9duBcm2//T5Ez59+qzSpi9f0+/gIE+utbWNbKGEBnRfAwNvKt3XEHimcV9dxX29qXBdgbdupnlfKSUg/ZM2QpXRyasHcyt72WJl5wJ9Q1OE3JZ4mqXj2R7/c1tMDZDmdBcrp+HWlZMYOH4FTC1SdwL8v4m+dAsmVRQb66ZVyyLqkmQqlK8fPyLmxl2YVpGEQAty5IBJZV9EX0op5/TIkzs3vByscTn4gcK9uRL8EIVd1EcvrDt0Fiv3ncTiQZ1QwCn98OA3kTGIeZ8IUwP9DNc5O7V1Lu13CdW5wFTvkpvw1KDOSUVjWuTJnQtedpbCi5ZyDsm4NhJdmkKvBgqnTHObL8CHb+Omf9bnVXb83Lnh6WSHq3dCFY5/9e59EQb5b8mroy3EW2x8Ai4FBaNiycwlHmJ+LdgDxzBZDI3JkYYD0t/yUM9ez549xVgvY2NjEQ5JY8Yo/I/GeWmKo6MjHj9+LMIVbW1tRcKRtDxNaUHjApo0aSJsqlGjhjjev4FEUaFChdCrVy/06NFDCDYaq0ZhlRROmhXXrwxdP43Lo8Ql9MNJmS1JjJFQpBBSdaKUyky53LS0Vad9JsFQv1FT7PDbJBoS5hZW2LJxLYxNTOHjm5IKfcyIwShTtjzq1m8sPjds3Bzz50yHq5sH3Nw9sW+PP5KSk1C1umRMIoVJnj11EiVK+SC/vj6ePn6I1SuWoEDBwiKbpCaQbXUbNoe/3wYh6MwtrUToI42pKy1n2/iRA+DjW0FklSTqN26BRZTa380Dru5eIpMlpZqvXL2O+N7G1gGW1jZYvmgWOnTpJbx2Vy6eE3PCjRg3XSPbWjSsi2nzl8LT1Rmebq7Yue+g6FGuXU0yLnHK3MUwMzFGtw6ScZvN6tdGv1EThTeN5n6jaQhCHz4SY9wIPV1dFC3ohWXrNkNbSwuW5ma4decejpw6i96/t9fIJuWya9CoMbb5bRH31cLCCps2roOxiYnIEChl1Iih8C1bDvXqS+ZDbNS4KebOmQlXN3e4u3tgz54AcV+rVZd02oS9fo1zZ0+jWPES0DcwRET4O+zc4SdsLlmqtMa2Va3XFgd3rhSCztTcBnu2LoahkZnISillzvhuKFa6CirXkaS137pyKq6cO4Rew+cJURgTJfFg5dXNBy1tHfE3raMxdu/CJGOAXj59AJ28ujA2tdIo2QlNI6DnKudhcbKFfhFPfIiMEXO8eUweBB0bCwR2Hia+f7rCDw692sJz2lA8X+cP08plxLQBVxt0lx3j8by1KLJmBqKv30HM1SA49uuI3Hp58Xx9SmZfTWhXszzGrtoJb0dbFHSyxZZjF5CY/AENy0s8tqNX7oC5kT76NZPcK/K6Ld19XGSjtDY1Qvg3Twp5jXR1tJGQlIzle0+iaokCIvsked3m7zgMO3NjMTYuc3WuCbb7bf5W5yyxWUWdGz1iKMrI1bmGjZtinqhzHqLO7d2zS+FdEvb61bc6VxIGBgYiI7H/tzpXQsM6175ySYzZdBAF7CxR0MEKm05fQ+KHj2jkIxENozYegLlBPvRvIHl+Vx+9BG97S9iZGuLDp884d+8hDly9i1EtJOHsFFa56uglVCroClMDPRFC6XfuJt7GxKF6Mc9f5nltU7cKJizdCC9nezH329ZDp5CYnIz6v0k6LcYt2QAzIwP0ad1Qlvjk0Ysw2d/voqIR+uSFqG+UaZK4GHiP8vjAwdocL8LeYf6W3XC0tkCD3+Q6OZj/LCzgGOY7QKJBHdOnTxcio3379iJVPyX8oJT5ygOs06Jp06ayVP4UdkOhj5S8JLOQeKLsjtJMl/8GykpJGSJHjhwpxrZRSKWPj48ssUpWXL8qJk2aJMYgUljko0ePREIAmtqB7MgqGjdrJQa3L1k4R4wL8ypQCGMnTlcYH0GNqNiYlBDA8r9VRkxsNLZuXCtCeJycXTBu4gxZmGLu3HkQdOs69pOwS0qEqZk5fMtVRIvW7TJkW6NmbUTmyuULZ32bZLwQRk+aJSZylvKGbItNsa1cxaqIjYmG36Y1kknGnV0xauIsOdtyY9T4mdi0bjmmTxyBpMREIej6DBqJ4qU0a0RUqVAW0bGxWLNlByKjouHq5IC/xg0XoZLE2/BwEYIlpaCXB8YM7ovVm7Zh5UY/2FpbYsqIIXB2kJtUeUh/rNiwFZPnLEJsfDwszczwR7tWaFgrcxN5N23WUtxXmsiX7qt3gYKYMHGa0n19jdiYWNnnCr9VEvd188b14r5S+NaEiVNl9TiPVh7cvXtbNLIpxJcSJhQoWAgzZ88Xf2tKzUad8CEpEZuWTULC+zi4ehZDvzFLkEfuvoaHPUd8XEp42JkjO8T/s8f+oXCsjr0niOkFiLNHd2D/9uWy72aN+T3VNmlhUKIgfE9slH32niV5zp5v2IWgLiOgbWWGvHJhiIlPXgix5j17BBz7dkDSizDc7j4a4cdSprl4veOQmPPNfVw/yUTegcG4Uu8PfFBKbJJumZUujKi490KURcTEwcPOCosHdpaFUIZFRivUuR2nLguP0dAlWxSO071BFfRoVE2E3/3zPExM5B2XkAQzw/zwLeCGXo2rQStP5ppRTb7VOZp4W1rnxqfzLqkg3iUx2LJxnazOjZ84Ta7OaeHe3Tuizr2Xq3MzZi/QuM7VKu6FqPhELDl4Xkzk7WFrjiU9m8NEXxJCGRYVK5IGSSFxN3XHUbyJjod2ntxwMjfGlA51xXEICi18/CYCe6/cEeLNUE8HBeytsLZ/GzGlwK/yvNbwLSGSmSzfeQAR0XFwd7DBguG9ZSGUYeGRClED76Ji0G5ESifYpv0nxEJTBiwfO0Csi09IwmK/vWLeN/18uqhSuih6tayP3LkVO4aZ/yY5vlKsBcMw/2k2btwovFevXr36IYO1sxPBD1VnR8wOfPqaffvczD6ln2b8RxGbR3FcVXbjVWL2zSr3vlj600X8KCqfnorszHNLzbxePwKHB0eRXXnmmrmOmP8HljEpYZLZEf3i2bfsNCXp4IosP6ZOHUkEx69E9m0NMAzz3aHQRZpCgLxi3bt3/8+LN4ZhGIZhfiCchVIjOIkJw/yHofFnlPqf5pOjsWsMwzAMwzBM9oYFHMP8hxk/frzIsEVZI2lycIZhGIZhGCZ7wwKOYRiGYRiGYRjmJ4HHwDEMwzAMwzAM8+Phibw1ggUcwzAMwzAMwzA/nhwcHKgJXEoMwzAMwzAMwzA/CSzgGIZhGIZhGIZhfhJYwDEMwzAMwzAMw/wk8Bg4hmEYhmEYhmF+PJzERCPYA8cwDMMwDMMwDPOTwAKOYRiGYRiGYRjmJ4FDKBmGYRiGYRiG+fHkZN+SJnApMQzDMAzDMAzD/CSwB45hGIZhGIZhmB/OV05iohEs4BiGYeTIiS/ZtjziP+ZFdsXmYzyyK59yWyA7U/jrdWRXdE5PRXblVKWRyM7YB59FtiUyHNmVD1+1kF15r2uG7Iz+jzaA+b/BIZQMwzAMwzAMwzA/CeyBYxiGYRiGYRjmx5ODfUuawKXEMAzDMAzDMAzzk8AeOIZhGIZhGIZhfjzsgdMI9sAxDMMwDMMwDMP8JLCAYxiGYRiGYRiG+UngEEqGYRiGYRiGYX44PA+cZrAHjmEYhmEYhmEY5ieBPXAMwzAMwzAMw/x4OImJRrAHjmEYhmEYhmEY5ieBBRzDMAzDMAzDMMxPAodQMgzDMAzDMAzz48mR40db8FPAHrgfwJMnT5AjRw7cunULP5qQkBCUKVMGOjo6KFq06I82J9uwbt06GBoayj6PHz/+X5eP8jF/dhwdHTFv3rwfbQbDMAzDMMx/iv+sB65Tp05Yv349pk2bhuHDh8vW7969G40bN8bXr1/xM/P3339j8uTJuHjxIhITE+Hm5obOnTujf//+yJUrl2y7cePGQU9PD6GhociXL59s/f79+/HXX3/hxo0b+Pz5MwoUKIDevXuLcvtRnDp1Sth0+fJlcU0kIGrXro1BgwbBxsbmu557yJAh6Nu3r+wzlUN0dLSoL/KQMA8ICECjRo1SHaNly5aoU6cOfgTdu3fHqlWr4Ofnh+bNm3+Xc9D9GDBggFh+Vei9sGXTehw9fBDv38fDy7sAevbuD2sb2zT3O7BvDwL8tyMqKhJOTi7o1rMP3D08Zd8vXjgXgTdvIDIyAjo6eeHp7Y1OnbvC1s4+Q7YFbF2OM8d2I+F9PNw8C6NDj+GwtFZ/jNC7N3AwYCOePgxBdFQ4+g7/CyXKVEq13avnj7F9w0KxPb0PbOyc0GfYTJiYWWpk287DJ7F57xFERsfA1cEOg35vjQJuziq3ffT8JVZu24OQR08R9i4C/Tu1RKu61RW2WbV9D1bv2Kewzt7aEtvmT0ZmoLLbumktjh85IO6rp1dBdO89MN37enB/AHb7b0N0VCQcnVzwR49+cPfwUtgmJPguNm9YjX9Cg5EzZ044Obti7KSZ0NbW1si2nYeo7A6nlF2XNmmXnd9uubJrhVb1FMtOng0BB7F0sz9a1K2GgZ1bI6NsO3ER6w+fQ0RMPNztLDGsbX0UdLZTue2uM1ex/+8bePDyjfjs5WCDvk1rKGw/dvVO7LtwQ2G/sgXdsHhQ5wzZZVy+JJwHd4FB8YLQsTbHtaa98GbvibT3qVga3rOGI5+3G5Kev8aDaUvxYkOAwjYOPdvAeVAXaFuaITYoBHcHTELM1dvIbJ3btmkNjh/ZJ55XD69C6NZ7EKxsVJeflEP7d2Gvv5+ocw5OLujSoz/cPLxl30dFRmDjmqUIunkNiYkJsLa1Q9OW7VGmXOrnWh1+V+5h/YU7CI9PhLulEYbX9kUhW7N09zt0+xGG+59GZQ97zGtdTbZ+6akbOHznMcJi3yNPrpzwtjJBn6olUNjWHJktOz9RdvsVyi695/XQ/gDs+VZ2jrKykzyvb9+8Rs/fW6ncb/Dw8ShbobJGtgUcOAK/3fsQGRUNV0cH9OvWGV7urmq3P33hIlZv3o6wt+9ga22J7h3aokzJYrLvKzVsqXK/Hh3bolWTBvglycm+JU34T5cSeZ1mzJiBqKgo/Ap8+PBB/E8C4rfffoOtra0QPeRlI+FGgq5Vq1YK4vThw4coX748HBwcYGJiItYtXLgQDRs2RLly5YRYCgoKEvv16NFDCJkfwfLly1GtWjVYWlrC398f9+7dw7JlyxATE4PZs2er3Icaml++fMmS85O4lZZPZsmbNy/MzTP3g/VvSEhIEMLtzz//xJo1a/7v5/+V2LVzG/bvDUDPPv3x19xF0NbRwbgxw2XPnirOnTmF1SuXoVWb9pi7cBkcnZ3FPtHRKe8dF1c39Bs4FIuXr8GEydOBr8DY0cNEHdaUgwEbcGz/NnTsMQJjZ66Ftk5ezJ7QFx8+JKvdJzkpEfZO7mjf/U+127x9/QJTRnaFlY0jhk9ejsnztqJBiy7Ik0dLI7uOX7iCBeu3o0vz+lg3YyzcHOwwcMo8RMbEqtw+KfkDrM3N0KttU5gYGqg9rrOdNfavmC1blk8ahswSsNMPB/btEqJtxpwl4r5OHPNnmvf1/NmTWLtyKVq26YjZC1aIBiHtI39fSbxNGjsMRYuVxMy5S/DXvKWoU78RcubMkYGy24YuzRtg3cxxcHO0w8DJc9MuO4v0y4649+Axdh87A1eHtBu96jhyJQiztx1E9wZVsWVcb7jbWaHXnLWIjI1Xuf210Eeo5VMEK//8A+tH9YClsQF6zl6Lt1ExCtuVLeiOY3NHyJZp3VU3qtMil54uYoNCcaffBI22z+toi1J7lyPi9GWcL9kQjxeuR6Hlk2FavbxsG6vmteH11wj8M3kxzpdujLigEPgcWA0tM2Nkht07t+DgPn906z0YU+csF3Vu0pghaT6vF86ewPqVi9G8TSfMXLAKjk6umDxmCGLk6tzCOVPw6uUzDBs7FXMWr4NP2YqYM308Hj28r5Fdh+88wqwjV9C9UlH4dW8ADwtj9Nx0BBHxiWnu9zIqDnOOXkFxe4tU3zmYGGBEnTLw79kI636vC2vD/Oi58Qgi36d9THXs3rkVB8XzOhjT5iwTbbn0y+4k1q1cjBZtOuKvBSuF+J0kV3YmpuZYtXGXwtKybWfo5M2LYiV9NLLr5Lm/sWTNBnRq2RQr50yHi5MDho6fiqhoxTou5U5wKCbOWoC61Spj1dzpKO9TCqOn/YVHT5/JtvFft1xhGda3h+gorlhWM5uYX5f/tICTCgLywqlCVdgchYyRp0HeE0PelqlTp8LCwkKEyE2cOBGfPn3C0KFDYWxsLITU2rVrUx2fhFXZsmXFy6dgwYI4c+aMwvd37twRHiYSD3Ts9u3bIzw8XPZ9pUqV0KdPH+HxMDU1Rc2aNfH+/Xt07doVDRo0wIoVK4T9ZO8ff/whPI47d+7E9u3bxf70Erh+/bqwl/6m633+/DkGDx4sjknX5O3tDVdXV7GOvF8klkjUEadPnxb7HThwAIULFxbXQeGYZLc858+fR4UKFYSAsbOzQ79+/YSdUsg+Otfvv/+O/Pnzw97eXtgu5cWLF2IfWkiA0HXTPhUrVhRepbFjxyqEKO7du1fYTT3cz549Q3JyshCe5KUjb6OPj4+wXR7al86rq6srPLARERFq6wL9TWW5Z88ecf20KB8vI2GZGzduFNdjYGAghHJcXJxsGxKgVD+dnJxE+RUpUkTcQynU+dC2bVuYmZmJ78nTqlzXduzYIcqDPM1nz54V91geaR2eNWsWrKyshFAlb+vHjx9l27x9+xb169cX5yBbNm/ejIyydOlSuLi4QEtLCx4eHuK65ZkzZw4KFSok7hHVk169eiE+Pj5V+R05cgReXl7iuahVqxZev34t24buQ+nSpcUxaFvqhHj69CmyAur42Lt7F1q0aosyvuXg5OSMgYOHITIiApcuXlC7354Af9SoVQfVatSCvb0DevUZIOrm8aOHZdvUql0PBQsVhoWFpRBzbTt0Rvi7d3j79o3Gth3dR8LqdxT3+Q12jm7o2n8CoiLDceOy4ntFnsIlyqFp254oUUZ97/LOzUtQuHhZtOzUDw7OHjC3skWx0r9B31CzhuvW/cfQoGoF1KtcHk521vizWztoa2lh/8nzKrf3dnVC3w7NUb1caeTJoz5IJFfOXDAxMpAthvr5kRmo7Pbv2YnmLdvDx7e8EGL9B49AZGQ4Ll9UbSOxN2AHqteqi6rVa8PO3hE9+gwSjfATRw/Jtlm7cjHqNmiCpi3awN7BCTa29ihXobLG4nfrvqNoUK0i6lWRll17aGunV3YtUL28T5pll5CYhPHzV2J4j47Ir6eHzLDpyHk0qVgKDSuUgIuNBUZ1aAgdLS3sPndd5fZTu7VEiypl4GFvDScrc4zt3ESU/eV7DxW208qTC6YG+WWLvl7eDNv27shZ3B83D2/2HNdoe4durZD4+AWC/5yB+JBHeLpkM8L8j8Cpf0rEidOAzni+ejterN+F+OCHuN1rHD4nJMGuU9MM20fXfWDPDuEZK+1bQdS5voNHCe/ZlTTq3L6A7ahWqx6qVK8j6ly3PoNFnTt59IBsm/vBd1G7flPhlbOwskazVh2hq5cPjx5oJuA2XryDJsU90KiYO1zMjTC6Xjno5MmN3TfV7//5yxeM3HUGPSsXh61R6uewTmEXlHGxga2xPlzNjTCkZmnEJ3/EP2+iMvm87kAzUXaS57Xv4JEZLrvu38ruxNGD4nuKTDIyNlFYrlw8h7LlKyNvXl2NbNux5wDq1qiK2tUqw9HeFoN6/gEdbS0cPH5K5fb++w6hdPGiwpPmYGeLLm1bws3ZSXjxpJgYGSos569cQ7FCBWBtmVooM/8t/tMCjh5YEg7kcSKRkFlOnjyJV69eicYxNUIpLLFevXowMjISYoc8VxTCpnwOEngkjG7evAlfX1/RQJYKBwrPq1KlCooVK4Zr167h8OHDePPmDVq0aKFwDBIS1CC+cOGC8EgdPXpUHEOVp4yO7+7ujq1bt4rP1PCl0Eiygf6mfUgcUMNd1f50DdRolu4vfx0k7K5evSqEBJ1H2vgnDx81sps2bSo8edu2bROCjoSnPLR/yZIlRVlQw71nz54irFMqQKgnnDxIqpAXReRtIq8qCbu7d+8Kjxedi0JJyQtFNlAIIdn0zz//iH3oHnXp0kVsR+MSK1euLLyV6qCyofsgFQ+0kBDPDFQ+FIZJIau0kIifPn267HsSbxs2bBD3lq5n4MCBaNeunUzsjxkzRngjDx06hODgYCGSSMzLs3r1arEPCUTqECAhpAx5askW+p/qFG0jvx2JPBJ+9D3VkSVLlghRpynkFSYvMNU1EvhUlyikl44nhcLLFixYIK6TbKDnSvme0/0loUnij543EujSukqdJiREyftM95nuebdu3YTAzgrehL0WIZBFihaXrdPTyydC5kKD76nch56DBw/uo6jcPnSddIyQENX7JCUl4sSxw7CwtISpafphS8S7Ny8RExUB78KlZeuo0ebiXgAPQ4OQWagDIejaBRGGOWt8X/TtWAMTh3bC9Uvpd1gQHz9+QuijpyhV2Fvh+ksV9sKd+4/wb3ge9gb1uw1G097DMW7+ShEy+O/uawmF+0qhVaEhd9Xe14cP7ivsQ9dVuGhx2T7kibsfGgwDA0MMH9wHndo2wahh/XHv7u0Mlp2XYtkV8sadUEXRk1FmrdqMssULo7TcfckIHz99QvDTV/DxdlWwzcfbBUEPU7wHaZGU/BGfPn+GgZ5i4/hayGNU6T8FjUbMwZQNuxEdn4DvjWGZogg/eVFh3btj52FURtJplyNPHhgUL4DwE3+nbPD1K8JP/g3DMinhbpryNuy1COMrXLRkqjp3P0SxA1S+zpEIk9+HyrxQ0RIK9dTdq4DwNsXFxYrn9/yZE/j44QMKFEp/DPfHT58R/CoCZZyt5c6RQ3wOevFO7X7Lz9yCkZ4OmhR31+gc/tdDkV9bC+4Wxpl6XiVll/HntXCq57UE7qvZ5+E/oXj86AGq1qir+fP68BFKFCmkcA76fC9U0tZQ5m7ofZQoUlBhXeliRXAvVLVYjoyOxqVrN1GnmmbhnD8rX3PkyPLlV+Q/LeAI8raQF4REV2YhLxs1PMmrQF4k+p8amiNHjhQekREjRgiRRcJFHhIMJGzIm0ANb2pgU2ObWLRokRBvJDA9PT3F3+R9ogbv/fspDzcdf+bMmeKctEi/o2Oqgo4l3Ya8j7lz5xaijP6m/+k7soM8McrQNTg7Oyucn6Cyq169uvCeUMObhCY12KUChDxE5NEjW0noUFmRKElKSpIdg8aGkXAjb9+wYcOECJE27klo6evrq7RJ1YuaxAWdh8qDPJbkkSIRSF5A8gBRg5/CRqWeqvnz5wsxRmKBBC55+sibqQ4qJ/JEkReFyo0WKpvMQD+wJJTIA0v2kZf1xAnJWA3yHNL9p/tO9lDZk5AiMUYhpQQJGKobJH7Ji0deZRLQUqjsLl26JMbfEbQvXbfyGE/qbKA6R/WDOh/q1q0rs4PuNwnElStXCg9riRIlRD2lcYiaQqKLbKd7TGVM4xabNGki1kuhOkLima6DOi9IREu9xfL3l8QsXW/x4sXFMyS1MzY2VoTUkv10n+kZ6Nixo/CsZgXSUGtDI6NUHQgkAFQRGxsj7nHqfYwQHanY+3xw/x60aFIPLZrUx/VrVzFxykzkyZNHI9tioiXixcBQMcxX38BECLvMEhsTiaSkBBzYtR6FivtiyLiFKF6mEhbN+BMhd1R7WuSJjosXvfPGBvoK6+lzhJqwIk2gMWCje/+OuaMGYGjXdnj1Nhw9x87A+8SUd4qmUGOQMFB1j9Tc17hv99XAUP0+1NAk/LasF566sRNnwMXFHeNGDsarl+l3GEbHxakuO8N/V3bHzl9G6OOn6Nk2454jKVFxCRLb9FPGTRMm+vkQEZMSQZAW83cehpmhPnwKuCiMd5v0R3MsH9oF/ZvXwvXQx+gzd5041/dE28IUyW9SolsI+pzHID9y6mhDy9QIOXPnRvJbxWcp+U0EtC0VO8w0IerbM6n8XjAwNE6nzn1WUecU9xk8fAI+f/6Ezq3qoXWjqlixaBaGjp4MK+v0Q2WjEpLx+etXmORT9Hqa6OVFuBohfeNpGAJu3Me4+inhpqo4E/oMZaZsQKnJ67Hx0l0s61BTiL6MIr1WQyNF8Uflkl7Z0fOp6T4njh6ArZ0DPL0VBZY6YmIlgtlYKXTZyNBAjIdTJ8iMlRKbSbZX/XwfOXkGunl1UME3paOO+e/yn01iIg95bKjBmNnxXeTFop4WKRTuSA1yeU8fhaUpeyzI6yaFhBQ1SsmLQgQGBgoBI59YRAp5SqgRTFBjWhX/zyQs8tdBYpaEk/x1kDdEPuSObKMX3ePHj2VCk0IwpZDHhESRtLxoe029KCSk5I91+/ZtMY5IWl5SSBxJx7SRrSTkla+JvJ7fGxIrFDYqhUSq9LofPHggOgJIHMtD3kgSbQR5KqkTgJLN1KhRQ3ig5L2BUvEn9cqRUCZvI3m3qlatqlCH5ZPbkB1UdtLyofopX9dI6GUkoyYdg7xh8lB4I4lnKcePHxeCn0KLSYyRR41EPpUBhbYS9D+JM1XlRXWPRCJdL5UZiVnylKYl/Kke0KJQvsnJ0NLWxulTJ7Bk4VzZ+rETpuB78lvlqiharAQiIyOxe9cOzJw2CTNmzVfZOfD3mUNYvzQl9Hvg6BQ7sxLpe6R46d9Qs0Eb8TeFUT4ICcKpI7vgWVD1++d741sspZebEnuQoGvccxhO/H1VhGumxZlTx7Bs0RzZ51HjVYfQ/1u+fhMdNWvXE2GWhLOLG4ICb+DEsUNo36kr/t+8CY/E3LV+WDBmELS1NOsc+B6sOXBGjKGj8XDacp0UNEZOiputpVjqD5+FayGPFLx9PxtnTx3FikUpY7VHjJ/x3c7lt3E13sfHY+yUudDXN8CVS+fEGLhJMxfCwTHl3ZkVvE/+iFEBZzGuQbl0xVgpJyts79EI0QlJ8L8RiqE7TmHTH/VTiUVlzp46huVyZTdyfEqEyveCfhPOnTmB5q06IDtx8PhpVPutvAhBZxgWcIAYS0WNPvKUyWdZJFGmLITkxwVJUe4lJ7Ghal1GEmrQ2B/ypJC4VEa+QUpjfeSRChVqMKsK66P1NB5KHbQ/eTEoJNTaOiWMQiocSDySlyQj10HhcuTVUkbeM5JWeUltolDF9Lxw5BmTF3t0fhImNNZPXqAQqsTx/5u0rls6/ovGGCpn2ZRmsKOQSBrjdfDgQRw7dkyIMhq/Rp4tEq7kEQ0LCxMCTAqtJ2EnL+D+bX3Niqk1yHNGgnTKlClCjJHHmsQm1TupgFNlp/wzSt5Fqmskvilcd/To0aJcyHOoChKMEyYoJjro3XcA+vYfhNI+vgqZIj99e/ajo6JgbJzi6aJwZ2dn1Q0jakDRe4T2kYfC6wyNFXuDKQyIFsqk5uHphTYtGuPi3+fxW6UqqY5brHRFuLindBJ9+vhB5okzNE7xCMTGRIgkJZklf35D8dxY2zkprLe2dcL94PSnQTHMnw+5cuZMlXSDPqeXZCNDdurpwt7aAi/C0g/rLe1TDu5yWfs+Sssu1X2NEhkjVZ7v232VTx4h3UfqGaAxNIStXcqYaclne4S/S39so2H+/KrLLjrzZRfy6AmiYmLR6c+JsnXk3boVfB/+h07izNblyJUr/cAco/y6EtuUEpZExMbDxCDtsYgbDp/D2oNnsGzI7yLxSVrYmhvDMJ8unr+N+K4Cjrxt5IWThz5/jInDl6RkfAiPwpdPn6Btrujh1rYwQXKYoudOFaV8yitkipR/lxjJPa8x0ZFwTLPO5VJR5yJldS7s9UuRpXLukvWwc5A8s3S84DtBOLw/AN37pN1JbaSrjVw5cqRKWBLxPhGm+VKPA3seGYtX0fHotyVlrOEXaafPhLXY07cp7IwlHmRdrTywN6FFH4XtzFF/wU4xrq5LhRTRropSPuVkmSLl22DkOZM+YwSVS3plJ59gSLqPsiePuHjhND4kJ+G3quojcZQx0NcX7wTKFisPJTAxNlLd2UneN/LCpd4+9fMddDcYz1++wrih/TW2ifm1+c+HUEqhcUf79u0T42ak0HguavzKNxCzcu42Cm2TQt4GEhlSjxSFh9FYIPLQUFih/KIs2uQhLww1flVlZqTkHhRS17q1+nTR5M2hRrKq/Sl0jZKPKO8vfx0UZkYhd/LXQWO0lK+BFk3DDps1aya2pVBRVVADWh3kqSLBQl4a5fOTl48gW6WJWVRdkyrInoxkCMwM8olYlG2nJB/y9ZRCBTdt2iSS7EgTwJCoo4QoNK6Q6q10oTGMu3btSrPc5CFvm7R+SqHxiZruLy1jGqcpD32WdibQsUkwUr0jsUWinToRMgPdc+qMoak0yBO+ZcsWtdvSdtQ5IL9079FbfEei0draRrbY2TvAyMgYgYE3ZfsnJLwX45w8vFR3itCz5OrqjsDAG4rjym7dhKdnWuOPvop/0oaeMnnz6sHCyk62WNs5w8DIBPeCrsq2SUyIx8P7d+HikeKRzii58+SBk6s3Xr9UTAQT9uoZTM3SD2mmRBoezg64dlvikZde/7XbISjorjoVfmagpBwk3kxVNHyUyaurCytrG9lCCQ3ovpJnTHa8hPci7b+HZwG199XF1R1BtxTv6+1bN2T7mFtYwtjEFK9eKiYNovBJM3OLf1F2wSjokTlPSslCXtg0ZwLWzxonW7xcHFGzgo/4WxPxJmzLnRteDta4HPxAwbYrwQ9R2EV9yPK6Q2exct9JLB7UCQWc0g/pexMZgxgSD0phpFlN9KVbMKmi2MljWrUsoi5Jfu+/fvyImBt3YVrFV2GyYZPKvoi+lPI+SLvO2coWW3tHIRxuB15PVefcPQuqrXPOru64feu62jqXnCwJIVaOWMmZKye+fkk/KidP7lzwsjbB5ccp794vX77i8qNXKKxiGgEnUwPs7NkY23o0ki2VPOyFt43+ttRX31Yhoffh0+cMl52drOwy/rwqlx09v+4q9jl59CBK+pQT41c1RTyvLs64EXRb4RzXg+7A28NN5T4FPNxxI0hxzOO1W7fh7ZG60+3A8VNwd3GGq5Nih9AvSY6cWb/8grAH7hs0fovGatH4LCmU7fDdu3dCOJCIoF59GgtE47GygsWLF4txYdS4nTt3rhA/NIaOIC8KjTkisURjs0iUUUgdJeKgBB3K3iQpJO5ofBRlM6SQNRojRPbSOCFKNkLXoZwIRdkrRtdLySYoqySNyaKXH2VcpDF9tJ6yOMpDWSwpHJFCR0eNGiXC9aTzoNF4NmqQkx2UCZPsI0FHXhEac6UJJFaofOgYFFrXoUMHIWwpKQyNpSNPmrqpBEgI0H2lfWgbatzTPaXyoFBLGutFHhsK5yOvFU2fQFkO0wufpPPTdiRk6Npp3KDUO0ShocpCn+5zRqHQSgrrpcQl9ENA4/ZIYJDwoXtKoo0ycFJoI4VAUtgHJUKRimcap0bXR5kr5SHRRMeksFaqZ+lBIbE0RpA8qTRWk7x5NF6NvJ3KvHz5MtW10xQVVPeo3lH5U2gjdZaQiKSwSYJEKfWsUkIh8jxLk/JkBCp3Eq+UgZW8x3RvqMOC7r06SCArz8elpa16/AE1iho0aoLtfpuFoKOMkZs3roOxiYnISill9IihKFO2HOrVlzwDDRs3xbw5M+Hq5gF3dw/s3bMLSclJqFq9lvg+7PUrnDt7GsWKlxT1iMZt+u/wE2EyJUppNtaBbKtRvzX27VgDS2s7mJrbYNeWZaJ3n7JSSpkxRpJxslpdyTsgKTEBb16nCIzwt6/w9FEo8uU3kM3xVrtxeyyZNRIeBYrBq1BJ3L5xEbeunsPwyZrdn9b1qmPS4jXwdHFAAVcn+B04jqTkZNSrLCmzCQtXw8zYUKS+lyYDePxC0oCkjoN3EdG4//gZ8upow85KInwWbNiO8iWKwMrMBO+iorFq2x7hEapeLuOptans6jVshh1+G4Wgs7C0wpaNa2BsbCqyUkoZO3IQyvhWQJ36knDrBo2bYwGlCndzh5u7l8hkSSG/0vtKx23UpCX8Nq8TmfLIm3fqxBG8fPEMQ0eO16zs6tfApEWr4eniqLrsFqyCmYmR+rKLjFIoO728eeFiryicdLS1oZ8/X6r16dGuZnmMXbUT3o62KOhkiy3HLiAx+QMalpck7Bm9cgfMjfTRr5nEi0Fet6W7j4tslNamRgj/NlZOV1sLujraSEhKxvK9J1G1RAGRfZK8bvN3HIadubEYG5fRaQT0XFOEpK6TLfSLeOJDZIyY481j8iDo2FggsLNk6omnK/zg0KstPKcNxfN1/jCtXEZMG3C1QXfZMR7PW4sia2Yg+vodxFwNgmO/jsitlxfP1+9CRqG6Ubdhc/j7bRCixNzSSoQ+kkeJMitKGT9yAHx8K4iskkT9xi2waM40uLh5wNXdS2SypKlAKleXzC9qY+sAS2sbLF80Cx269BKeJ8qkSHPCjRinWehhe9+CGBNwDgWsTVHQxgybLt1F4sdPIislMWrXGZjr66F/tZLQzpMbbhaKkQT5dSQds9L1CR8+YtXZQCHsTPPrihBKvyvBeBubgOoFnDJVdvUaNsdOWdlZYuvGNSrKbqDI8FmnfhNZ2S0UZecJN3dP8bxS2VX5Ft4s5fWrF7h3JxCjMhHm2rxhXUybvwQeri7wcnPBzn0HkZSUjNrVJHPwTZ27CKYmxujWQRKO3rR+bfQfNQHbdu9DmZLFxTQEoQ8fYnBvxfDq9wkJOHPhEnp2bp9hm5hfFxZwSkKEwq6kUEOYEmJQIolJkyYJ7xQ1qOVT3P9brx8t1OClBix5yKRjlagBSo1YEkDkVaPGOTWEqSEtP95OFSTSaPwchaJRYgxqVJCAIHFFDe/0xpPRNpQwgwQNjVGSTuRNjXfKHKjqOijDIDWWKSEMNc6l3jUSSZQxkc5NtpA3k8YwSZNqaIo0+QXZROPVpBN5U9gdJcRICwqro4QYJD5JYFAZk6ikfQn6m8QyJWMhQUQCg0Lv6J6rg6ZqoJT1NG6RQh2pvEnwE6rsOXfuHDID2UAeNgr1e/TokRh3Rl5NEtMElTN5kSgEkQQVlTGJfEokQ6GXqrxPVH+oDEngaSLgpGVIApwyPJJQp/KkDJjK0P2RT0xCUMZISp5CdYm+o7pCUxHQMaVlRiKTMrhSyDBdD4U10zWnJb6UIY8ZjZ+jsFHKxErhtnR9JDyziibNWorniSbepnEm3gUKYvzE6QreZBJksTEpIrDCb5URExuDLRvXiU4aCrccP3GaSBxD5NHSwr27d4Swo2PSQPsCBQthxuwFqQbdp0Wdxh1Eg2Ttkqliclt3ryIYPHYBtLRSBOrbsJeIi03xnD5+EIwZY3rIPm9dIxlLV65yXXTtLxEZJPhobrkD/uuwedVskZGyz7AZcPdOP6sdUa1caUTFxguRFREdK+Yyo+Qj0sH+b8IjkFPunRQeFY2OciF+W/YdEUsxb3csmSDJSvouIgrj5q9ATNx7MX1AEU9XrJw6EkbphO+po3GzViL759KFs79N0F4IYybNSH1fY1Pua/mKVcR99ttE9zUSTs4uIlGJfEhW/UbNRAjwmpWLER8XJ4TcuMk0XYdNBsouDqv8dsuV3UC5sotUmFNOlN3QlJDgLXuPiKWYtweWTFQ/119mqFm6MKLi3gtRRolLPOyssHhgZ1kIZVhktIJtO05dFhkIhy5RfCd1b1AFPRpVE++lf56HiYm84xKSYGaYH74F3NCrcTVopTElgioMShSE74mUaUq8Z0nel8837EJQlxHQtjJDXrnwzcQnL4RY8549Ao59OyDpRRhudx+N8GMpicde7zgk5nxzH9dPMpF3YDCu1PsDH5QSm2hKo2ZtkJyUhOULZ0kmj/cuhNGTZik8r2+U6ly5ilURGxMtJrEWk1E7u2LUxFmyOkeda6PGz8SmdcsxfeIIJCUmCkHXZ9BIFC8l5z1Mg1oFnRH1PglLTt0QE3l7WBpjSbsasrFqYTHvFZ7X9KCQzMfhMdgbeFKIN8O82ihgY4a1v9cRUwpkhkbNWovndZlc2Y2Z9JdC2dHzSslLpJSrWAUxcmVHHSqjJ/6VKoTy5LGDMDE1Q5HipTJsV5UKZREdG4u1W7ZLJvJ2csTMcSNkiUroXZdDrv1W0MsDYwb3xepN27Bqox9srC0xefjzn8wAAQAASURBVMRQODsoerFJ2FHbqWrFlI7CX5mvv6jHLKvJ8fX/me2C+aUgAUPj4ahRmpGEFgyTnQl9qBjylp2I/JB148ayGo+PgciuhOlmbfKGrMYy8d9NqfA90YnVbC7CH8GpShJhll2xDz6L7Irb1dTTyWQXHpTqiOyKyacwZGesPDXrWMvOxF/am+XHzFemAX41WOYyDMMwDMMwDMP8JHAIJcMwDMMwDMMwP55fdOLtrIYFHJNpaPwSR+AyDMMwDMMwzP8PFnAMwzAMwzAMw/xwOImJZvAYOIZhGIZhGIZhmJ8EFnAMwzAMwzAMwzByczXTdFU0JzLNf3zlyhWog6aiommcaHogWmg6qrS2zwpYwDEMwzAMwzAMkz2SmGT1kkFoTmia05fmB75x44aYq7ZmzZp4+/at2mm1WrduLeYEvnjxIuzs7MQczjT38PeCBRzDMAzDMAzDMAyAOXPmoGvXrujcuTO8vb2xbNky6OrqYs2aNSrLZ/PmzejVqxeKFi0KT09PrFq1Cl++fMGJEye+W3mygGMYhmEYhmEY5seTI2fWLxngw4cPuH79ugiDlJIzZ07xmbxrmpCQkICPHz/C2NgY3wvOQskwDMMwDMMwzC9JcnKyWOTR1tYWizLh4eH4/PkzLCwsFNbT55CQEI3ON2zYMFhbWyuIwKyGPXAMwzAMwzAMw/ySTJs2DQYGBgoLrfseTJ8+HX5+fggICBAJUL4X7IFjGIZhGIZhGOaH8zUTSUfSY8SIESIpiTyqvG+EqakpcuXKhTdv3iisp8+WlpZpnmfWrFlCwB0/fhyFCxfG94Q9cAzDMAzDMAzD/JJoa2tDX19fYVEn4LS0tFCiRAmFBCTShCS+vr5qzzFz5kxMmjQJhw8fRsmSJfG9YQ8cwzAMwzAMwzA/ngwmHfkekLeuY8eOQoiVLl0a8+bNw/v370VWSqJDhw6wsbGRhWHOmDEDY8eOxZYtW8TccWFhYWJ9vnz5xPI9YAHHMAwjh3HSq2xbHsY5XiO78lrXFdmVp4UrIzuT8/ZxZFdy6Dogu2IffBbZmWdeFZFdyR1yEtmVp56/IbuiE3L4R5vA/B9o2bIl3r17J0QZiTGaHoA8a9LEJs+ePROZKaUsXbpUZK9s1qyZwnFoHrnx48d/FxtZwDEMwzAMwzAMw3yjT58+YlE3cbc8T548wf8bFnAMwzAMwzAMw/xwviLrk5j8ivz4QFOGYRiGYRiGYRhGI1jAMQzDMAzDMAzD/CSwgGMYhmEYhmEYhvlJ4DFwDMMwDMMwDMP8cL5mg2kEfgZYwDEMwzAMwzAM8+NhAacRLHMZhmEYhmEYhmF+EljAMQzDMAzDMAzD/CSwgGMYhmEYhmEYhvlJ4DFwDMMwDMMwDMP8cL7m4Im8NYEFHMMwDMMwDMMwPxzOQqkZHELJfFeePHmCHDly4NatWz+8pENCQlCmTBno6OigaNGiGu1Dtu/evfu728YwDMMwDMMwmsAeuP8AnTp1wvr16zFt2jQMHz5ctp6ESePGjfH161f8zPz999+YPHkyLl68iMTERLi5uaFz587o378/cuXKJdtu3Lhx0NPTQ2hoKHbu3CnEWVo8fvwYr1+/hpGREX4kDx8+xJAhQ3D+/HkkJyejVq1aWLhwISwsLGTbREZGom/fvti3bx9y5syJpk2bYv78+ciXL5/4/vTp06hcubL4m647f/78cHZ2RvXq1TFw4EBYWVn9365n/Pjxou5lVtRLryUqKgqGhob4f+J/6Di27j6IyOgYuDjaYeAf7eHt5qJy20fPXmC13y6EPnyCsHfh6Ne5DVrUr6WwzUb/fThz6RqevnwNba08KOTphp7tW8LeJuP3w//gMSXbOsDbPQ3btvqn2PZ721S23bobgi27D4htIqKiMXV4f1T0KYnMQu8Zv01rcezIfiS8j4enV0F06z0I1ja2ae53aH8Advv7IToqEo5OrvijRz+4eXgpbBMafBebN6zCP6HBov47ObtizKS/oK2trZFtDt3bwGlAF2hbmCLudgjuDp6MmGu3VW6bI3duuAztBpu2jaBjbYH39x8jZMwshB87n7JRzpxwG90HNq0aiGMmvX6Ll5sC8GD6UmSm3LZsWodjhw/iPZWbd0H07N0/3XI7sG83dvtvR5QoNxd069kX7h6eKo8/cewI3Lh+FSNGT0CZsuUzYd96HP1mn5d3AQ3t24OAb/Y5Cfv6KNi3eOFcBN68gcjICOjo5IWntzc6de4KWzv7DNm2bdMaHD+yT9Q5D69Cos5Z2dilud+h/buw91udc3ByQZce/eHm4S37PioyAhvXLEXQzWtITEyAta0dmrZsjzLlKqVrk3H5knAe3AUGxQtCx9oc15r2wpu9J9Lep2JpeM8ajnzebkh6/hoPpi3Fiw0BCts49GwD50FdoG1phtigENwdMAkxV1XXYU3Kbauocwdkda5H7wHp3tOD+3YjwH/bt2fVBV1FnUt5VkcNG4i7twMV9qlZuz569h2osW0ZuU7xrA7rDtv2jaBj8+1ZHTEL746ek22TK58ePCb0h0XDatA2N0HsrXu4O2iq2udfk7LbtGkjjhw+hPfv38PL2xu9e/eFjY1Nmvvt37cX/v47xe+ak5MzevTsBQ8PD9n3hw4dxJnTp/DgwUNR57Zt3yn7fWf+m7AH7j8CeZ1mzJghXg6/Ah8+fBD/BwQE4LfffoOtrS1OnTolvGwk3EjQtWrVSkGckhAqX748HBwc0KtXLyHOpIuvry+6du2qsM7Ozg6WlpYaNwK/B/QDUKNGDSG6Tp48iQsXLohrr1+/Pr58+SLbrm3btrh79y6OHTuG/fv34+zZs+jWrVuq45F4ffXqFa5evYphw4bh+PHjKFiwIG7fztyP1X+JE+cvYdHaLejcohFWz5oIV0d7DJr4F6KiY1Vun5z8AdYWZujRvgVMDA1UbnPzbgia1K6G5dPHYu64Yfj06TMGTpiJxKTkzNnWsjFWz570zbaZiIqOScM2c4ltRqptIxvEcbp1RFYQsHMrDuzzR4/egzB9zlJo6+TFpDFD8eGD+ms9f/Yk1q5cghZtOmHWgpWiUThxzFBER0cpiLdJY/9E0WIlMWPuUsyctwy16zdGzpyajaOwalobntOH48HUxbhQtglib4ei9J5V0DIzVrm9+7j+sO/SEvcGT8bZ4nXxbLUfSvgtgn6RlIaqy+CucPijNe4OmoSzxeoidPRsOA/8Aw492yOj7NrphwN7A9CzzwD8NXeReJePHzNc9g5Uxbkzp7Bm5TK0bNMBcxYug5OzC8aPGaZQblL27vZPtzMrbfu2Yb+wr7+wT1tHB+M0sG/1ymVo1aY95i5cBkdnZ7GPvH0urm7oN3AoFi9fgwmTpwNfgbGjh+Hz588a27Z75xYc3OePbr0HY+qc5cK2SWOGpFnnLpw9gfUrF6N5m06YuWCV6DSYPGYIYuRsWzhnCl69fIZhY6dizuJ18ClbEXOmj8ejh/fTtSmXni5ig0Jxp98Eja4hr6MtSu1djojTl3G+ZEM8XrgehZZPhmn1FKFt1bw2vP4agX8mL8b50o0RFxQCnwOr1dbh9AjY6Yf9e3ehR5+BmDl3sahzE8YMS/Oenhd1bilaiTq3HI7OLmIf5TpXvVZdrN20U7Z07JL6d0odGb1Oj4kD4NC1pRB5ZwrXwdMVfiixcxH0i6Y8q4WpLKuWRWCnP3G2WH28O3YBPofXQtvaHJlh584d2Ld3D3r36Yc5c+eJshszZlSaZXf2zBmsXLkSbdq0w4KFi+Dk7Cz2iY6Olm1DnbfFS5REi5YtM2UX8+vBAu4/QrVq1YQYIS+cOq+IcljhvHnz4OjoqODJa9SoEaZOnSq8P+T9mDhxIj59+oShQ4fC2NhYCKm1a9emOj4Jq7Jly4qXGQmGM2fOKHx/584d1K5dW/Qo0bHbt2+P8PBw2feVKlVCnz59MGDAAJiamqJmzZpC3JDoatCgAVasWCHsJ3v/+OMP4XEkL9v27dvF/tRAuX79urCX/iYxS+UhXbS0tKCrq6uwjrx38iGU0nBQOmaFChWQN29elCpVCvfv3xeCqGTJksJ+uo53794pXN+qVavg5eUlrt/T0xNLliyRfUcvdro28oLR9yQwpfeJBBudd926dShUqJBY6NquXbsmBB0RHByMw4cPi3P4+PgIkUoeOj8/PyHW5DE3NxfX5u7uLgQuHd/MzAw9e/aUbUPXQp45KmcDAwMhkG/cuCH7/vfff0e9evUUjvvx40dx7NWrV4vPVPZkK5WRiYmJqH90vzRh48aNoizJS0i2tmnTBm/fvpXdA6knkTyjdD+oXhIkaKncnJycxHmLFCki7Mgq/PYdRv3qlVC3akU42dlgaPdO0NHWxv6TinVZipebM3p3bI1q5csgT548KreZM3Yo6lSpAGd7W7g52WNk3654Ex6B0IePM2bb3kOKtvXoLLHtxFn1tnVqjWoVfJEnt2rbfEsUQbe2zfFbmcx73aRQR8r+PTvRrGV7lPYtL4RYv8EjEBkZjisX5TxXSuwL2CEafFWr14advSO69xkkGuEnjx6UbbNm5SLUadAETVq0hb2DE2xs7VGuQmXkyaOlkW1O/Trh+dodeLFxF+JDHuJO33H4nJgE2w5NVW5v06YhHv61HO+OnEXikxd4ttJP/O3Ur7NsG6MyxfDmwAm8O3wGic9eImz3EYSfuADDkoUyXG77du9C81bt4ONbTpTbgMHDEBkRjktplNuegJ2oUasOqtWoBXt7RyH+qCPq+NHDCts9evgAe3btQN8BQzNkl7x9e3fvQotWbVHGt5zwHAwU9kXg0sULadjnL2efA3qpsK9W7XooWKgwLCwshZhr26Ezwt+9w9u3bzS27cCeHcIzVtq3gii7voNHCe9Z2nVuO6rVqocq1euIOtetz+Bvde6AbJv7wXdRu35T4ZWzsLJGs1YdoauXD48epC/gqK7cHzcPb/Yc1+g6HLq1QuLjFwj+cwbiQx7h6ZLNCPM/Aqf+kvce4TSgM56v3o4X63chPvghbvcah88JSbDrpLoOp1/n/NFCrs71Hzxc1LnLada5HeKeVq0heVZ79hko7umJo4cUtqN1RsbGskVXV09j2zJ6nTZtG+LBjGV4d/isKMNny7fi7aEzcB74u/g+p442LJvUQMiIvxB5/hoSHj7DP5MWIeHhU+GVz0zZ7dkdgJatWotOYXoeBg8eKp6Hixf/VrtfQMAuEVlTvUYN8Tz06dNXvL+PHj0i26ZRo8Zo0aKlaD/88lCHUlYvvyAs4P4jkBgh4UUN+xcvXmT6OCQaSBSQh2fOnDkiLJEa89SYvnz5Mnr06IHu3bunOgcJvMGDB+PmzZvixUYepIiICPEd9TJVqVIFxYoVE8KExMibN2/QokULhWOQcCGhRaJj2bJlOHr0qDgGhRcqQ8cnkbJ161bxmTxqBQoUEDbQ36r20RS65tGjRwtRkzt3biEw/vzzTxGyeO7cOTx48ABjx46Vbb9582bxecqUKUJs0X0YM2aMuB5iwYIF2Lt3rxCG5CGj7aXCmXrdSKTIewFJ5FGYGIVUEhQ6SmKaRI8UEky0Dd2TtCChQ/eMylQqkuLi4tCxY0dx/EuXLomQ1Dp16oj1BAlkukdUjlLI65eQkICWLVuK9a1btxZCj66XQh6bNGmicaguicFJkyYhMDBQiGcSbVKRRl5Rf39/8TeVFZ2Lyp0g8bZhwwZRN8gbSaGh7dq1S9VZkBk+fvyE+w+foGThArJ1VL4lC3vjbugDZBXvExLF//oZCI2R2VZE2bYCWWrbv+FN2GsRVlWkaAnZOj29fKIBHBpyT209ePggFIXl9qHros/Sfah3n8ImDQyMMGJwb3Ru2xijh/VH8N0gjezKkScP9IsVQMQpucbV168IP3kRRj6qx8nm1NLCZyUPKQk+o7IpdkZdugmTSr7Qc5U8x/kLecDItzjeHVUtqNMqNwoxLFK0uEK5UVhaaHBa5XZfYR8qN/osX9bJSUmYPXMKuvfqJxrSmSGz9j14cB9FVdgXoqYuJCUl4sSxw7CwtISpqZlGtr39VucKFy2pVOe8cD/kjlrbSITJ70O2FRJ17q5snbtXAVw4exJxcbGi4+j8mRP4+OEDChTSbGx1RjAsU1TUR3neHTsPozJFZXXYoHgBhJ9QrsN/w7BMsUzfU/nnTtM6p/ys0vOu/HyfPXUC7Vs1Qr+ev2Pj2pWiHmpCZq4zp3YefElS9Hx9SUqGUdnishDLnLlzq3iek2FcLqV+akpYWJiIcipaNMUeGrbh4eGJkODgNJ6HfxT2obKjzyEhqvf5LyQxyerlV4THwP2HoPFu5KUiASL1lGQU8rKR4KAXDMVnz5w5UzTcR44cKb4fMWIEpk+fLhr/5OGRQh4mGpdFLF26VAgAsoGEz6JFi4R4I2EjZc2aNaKxTt4tEmIECQk6nxSpZ4w8W6qgniranyBPDokt8pDR3/8GEn/kASQoXJPEyokTJ1CuXDmxrkuXLsJjJoXKe/bs2ULEEOQhunfvHpYvXy6E0rNnz8S1keeMxBp54KRQ0hX6AaBwRyofEkE0jpHCiKQCin40yPslD10r3Sv6Lj2kPXoklOg4JKblIe8mCUQSQiTWyZNK9548ZXT/CPK6Nm/eXJQvlTl5Zel6pddC3jhNIeEnhcbpUX0jT2d8fLw4Pl0XQbZKx8CR0KXyoZBQ6iCQ7kv1kMqZvIj/hpi4OHz+8gXGhvoK640NDcT4tayAGoIL1mwS4+CcHWwzbpuBYigk2fr0paIH9kdBDWnCwEhRKBgaGonGoiriYmNEmRgapt7n5fNn4u83YZLr27ZlHTp26SnGvp0+cQTjRg7GvCVr0x2zo2VqJBpwyW8knUlSkt+GI5+Hk8p9wo+fh1PfTpIe+0fPYFrZF5YNq1MvmWybh7NWIHd+PVS8dRBfP39Gjly5cH/8PLzath8ZQRrybqg0DldSbqrD4WOl5aZinxfPn8s+r165BJ5eBYSXJbOot89Q7X1Ny76XcvYRB/fvwbo1K5GUlAQbWztMnDJTrTc7tW2Se6p8HgNDY1l9VF3nPsPAUNk2Y1mdIwYPn4A5M8ajc6t6onNUW1sHQ0dPhpW15s+tptAYyuQ3KdEoBH3OY5BfeJDyGBlI6vBbpTr8JgJ6Hs4ZPp+0bFKXmwbPqop9XsiVW8VKVWFubgEjYxM8ffIIG9aswMuXzzF89MR07ZI9qxm4zndHzwtPZcS5q8K7ZlrFF5aNUp7Vz/HvEXXxBtxG9RLeTSpXm1b1hDh+/yDF7ow+D0ZGhiqeB3XPq6QTwFDFPs+VngeGkefXlKWMWih0kDw/5BnJDOTFIvEmhcId5Rvn9GNGIXNSb44UaaNaKi7IWyS1gTwtNH6NGufSRSoqaNyalBIlUnr35Pl/J2EpXLiw7G9pIhH5MqB10uunsEG6BhJ18tdHY/Sk10beJUroQaKoX79+wrMohcIbd+zYIZKT0H4U0kgey+LFiyvch3+DtPyk42DI+0mhqSQq6Xz6+vpCPJHQlEJeOGmoLG1/6NAhmfCi0MWqVauKMiFRR7H9GRl7SaGu5EG1t7cXYZRS8SV/fmXI60kdCRT6KV/O5JGTr0PKkPCjH1D5JTmNsQrfkzkrN+DRs5eYMKg3fnbOnDqGNk1ryZbPnz99l/N8/SKpuzVq1xdhls4ubvi9Wx/R2D95LCXMMiu5N3QK3j98it9uHUStmNvwnjNGhF9CbkwqjauzblUftzoNwYWyTRHYdTic+v8uEp+kxelTx9GySV3Z8r3K7fKlvxEUeAt/dM9YXTt96gRaNKknW76XfVJ+q1wV8xYuw9QZc2BjY4uZ0yapHUt09tRRtGtaU7ZkZKxcRvHbuBrv4+MxdspczJi3EvUatxBj4J4+Uf+uya6cOXUcrZrUkS2fvmO51axdD8VKlIKjkzN+q1xNhGZe+vs8Xr9++V3Od2/QFLx/8BSV7hxC7YQ7KDB/LJ6vV3xWb3X6U4TYVXt2DrXf34Zjn/Z4te2AwjbqOHXqJJo2aSRbvvfzwDDysAfuP0bFihWF94g8ZdKwNILEgLIQIte+Msq9n9ToV7VOPsFGepA4oAY7iUtl5LMjkidKHqlnjoQgeYWUofXe3imZw7IK+euVih7lddLrp2sjSMTQ+DR5pBkySYxRxksSQeRBotBRCoGUjt+iJCYkQmhMIIlf6pkjLyJ5mAj6W1kwkweMMlNq4m2UCmlp2CZ5BSk0lUITyYNG4ZskwOUbTh06dBCeQArfpCyg5FWkcYHS66JkKrSexCiF7Y4aNUqEc9J2aUGCl+onLRRKSgKWhBt9TmsQuLScDxw4kCrbV1pJaCjscsIExWQCQ3p2wZ+9uyqsM8ifH7ly5kSkUsISyvioLkFJRsXb39duYdHkUTA3zVg4m8y2GMWEJWSryf85S6eU0j7lFLLPSd8lMVGRMDY2ka2nEEjymqkiv76BeC9FRyv2+tM+ht88edSTT9jZpXitCRs7B7x7p/hMqOJDeBS+fPoEbYsUmwht89ReD/l9brTsg5zaWshjYojkV2/hMWkwEh6n9JZ7Th2KR7NX4vVOiYiMu3sfee2t4TKkG15uVj8tSWkf8m6nLrfoqCgV5aY6w6i+tNyUOk1oH2mo5O3Amwh7/QptmjdQ2GbG1AnwLlAIU2bMUWOfr0KmyE9q7YuGcybsMzRW9OBQ6B4t5En18PRCmxaNcfHv8/itkmKUAFHKp7xCpkh524yMTWXrY6Ij4ZhmnculkLBEYlukrM6FvX4pslTOXbIedg6S9xkdL/hOEA7vD0D3PpkPz1cF1UPywslDnz/GxIlwQFkdNleqwxYmSA5TXYeV65zis/pB5T2N0eRZVbqntE9a4bnunpLzhr16BSurtLM0ZuY6aZ/rzXorPKueU4cg4VHKs0p/X6raHrl08yK3fj4kh71Dsc1zFZ5ndfj4lBHhkcplFxUVreJ5UO0lpA5SSdmlJCyR7mOk9DwwjDzsgfsPQiGO5NGhxrcUaihTuJ28iMvKudtoLJW8uCAvizT0kQQMjVkiAeHq6qqwKIs2eUjYUDgdhScqQ2PK/vnnHxHe+CMhb5y1tTUePXqU6trkxQy9xGn8GAm9bdu2iXFeJMDkoaQiJN5oHCIJNkreQpC4opc9lakU2oZEpLJoVIamXaAQSRL2VAcIGg9HnkAa90YeVxJA8gllCPKyUkIb8sJRuChN2yAPiVgKKSVxROMeaewiZQxND0p2Q+KR6igJQvLEKotTOhYh38NOQp3sJLGnXM4UiqsO6siIiYlRWPp3TZ11MU+e3HB3ccT1oJRxMFS+14PuoYCH6kaNJtDzRuLt7OXrmD9huMhamVFSbLunaNvtu//Ktn9DXl1dEU4mXSipATWAgwJTkuEkJLzHP6H34OGpupOFOkVcXD0QdOuGwnUF3bou28fcwhLGJqYiDEue1y+fw8w8ZZoNdXz9+BGxN++K8WoycuSASeUyiLqc9vvvS/IH0SCkcTSWjWrgzQFJUiEiV968+KrcifX5C3Kk4zWnREpW1jayxc7eAUYqyu1+aDA8vNIqN3cEBd5UKrebsnJr2rw15i9eiXmLVsgW4veuPUXmx7Tss7a2kS1S+wLlzqWJfa6u7giUuyapfZ5q6oKEr+KfVJilV+dsv9W524HXlepcMNw9C6q1zdnVHbdvXVew7fatG/DwlIwxTU6WjNlSztyZM1dOmUc4K4m+dAsmVcoorKOsiVGXbsnqcMyNuyI8ULEO+yL6Usp9UUfeVHXO8V/UOeV7SuWm/p4+/hYdockYzH9znQrPauMaeLMv9bQNnxMShXjLbagPsxrlEaZiG9XPg7VsoQQklA8gMPCWQtmFhobAU81QD8nz4IZbcvtQ2VH7y/ObwP2v8RU5snz5FWEP3H8QCm2jtPM0tkg+yyNlTqQxZs2aNRNj1MgjRMIiK1i8eLEIySPRNnfuXBFSJw256927txAuJLZoTBWJMgqJoyyKlFlRfi43eUjc0fgmGmtHKfNpnB3ZS+PRKGkKXYdyIpQfAYkYEkQUjkiZpihsj5K1UBkMGjRIJIMhTyONA6SeOAqZJM+ZdHwXiSQqNxJYJLpp3B0l6JDOEUPf0XEp7JESeFCvPZUFlQv9qMhDYojGk1BCEhJ8dL9JnO3atUu2Dd0naSZICimksqRkJ8pQGCWNiSMhRV47KeRpo3tAApvGqdFnqlvyYxVJOCp3EFC4JIVNkkAjrx0lV6HspJTQRB7yClLjiRKnkMgk22hfGptI5UI/fjSekMQYiVGqE/L2yUOiT9lDl/xNICrTqn4tTFm4Ep6uTiKL4/Z9R5GYnIy6VSqK7yfNXw4zEyP0aNdCllzkyQtJaNDHT5/wLjIK/zx+irw6OrC1koiL2SvW4/i5S5g2YgB08+qI+daIfLq60NbWLIuisK1BbUxZsAKeLt9s239ETANAWSklti2DmbERerRvqdq2iNS2JSQm4WVYSsa/12/eiW3y59ODpZmiRyA96H7Va9gMO/02isa1haUVtm5cDWNjU5GVUsq4kYPg41sedepLxovWb9wcC+dMg6ubB9zcvbBvz06R9KBK9dqy4zZs0hLbNq8T2fLIQ3DqxBG8fPEMQ0dqlqb98YJ1KLxyOmJu3EH0tSA49emI3Lp5JWGRFDK9crpo/IWOk3ilDEoVFvO/xQYGi//dRvURwuzRnFWyY749eAouf/ZA4vPXiL/3QKQtd+zbCS82+Ge43Oo3aoLtfpsl5WZhiS0b1wrRWkau3MaMGCLmb6tbXxKi2bBxM8yfMwOubu5wc/fEvj3+SEpOQrXqkrG70gyAypiZmYt7kxH7GnyzjwQd2bd54zoYm5iIrJRSRo8YijJly6GezL6mmDdnpriv7u4e2Ltnl7CvanXJXITkHTx39jSKFS8p3pv0jvLf4QdtLS2UKFVaY9vqNmwOf78NouzMLa1E6CN5beXr3PiRA+DjW0FklSTqN26BRXOmwcXNA67uXiKTZXJSIipXryO+t7F1gKW1DZYvmoUOXXoJ79OVi+fEnHAjxk3XaBoBPdeUuex0nWyhX8QTHyJjxBxvHpMHiTnLAjsPE99T6nuHXm3hOW0onq/zh2nlMiKd/tUG3WXHeDxvLYqsmYHo63cQczUIjv06IrdeXkm4YAaR1Lmm2OG3SdxTcwsrWZ2jZ1PKmBGDv9W5xuJzw8bNMX/O9G/Pakqdk95TCpM8e+okSpTyQX59fTx9/BCrVyxBgYKFxbOrCeldZ5G1M5D08g1CR0ueVcPSkmc15tuz6j62r3hWH85KeVZpOga65vj7j6HnYg/PGX8iPvQRXqzLXNk1bNQYfn5bxW+vpYUlNm7cIJ4HX9+UKKGRI4bDt2xZ1K8v6YRt3LgJ5syZJX576XnYsydAlF316jVk+1CHLrUZXn/LLE1j1um3j35j6ffvV+JXTTqS1bCA+49C6fTJ0yOFGteU2p4SQVCDmRKOUIOYvDNZAXlUaKFGO3lFyENGHiWCXnTU0KZEHdToJ4FDjXQSJemN8yKRRuPnKMMjeWxInNBLkEL2aMqBfzO/UVZBQod66v766y8hhkh4kogm+wh6+ZKQIo8hiVVK2HHw4EHZtVO2RfIU0QucvJR0bSRU5KFwQxJtNPZMOpG3vECXQqKPyoTGh1FIB5U3iUj5UEtKLkOCmDyj5L2iOqEqayeFeZLwJC+dvFAkwURZSmkaChKAdC/JS0rTK0ihRCckWOUh2ymElDx6lBSH7CcbZs2aJfM2EhQiSaKYQjjJ80fhnLQP1VsSuRQWSR5PEsC0vzTBzr+lavkyiI6Nw6qtu0TopKuTPWaPGSoSmRCU/l9+7rHwqCh0HjxG9nnrnkNiKVrAE4smSWzafUTitek7JiWBDzGyT1cxvUCGbfPzR2TUN9vGytn2LgI5cyjZNmi0nG0HxSJsmzxKrAt5+Bj95OxauHaL+L925fIY1S+l8agpjZu1FuJr2cJZ3yZ8LoQxk2ZCSytFQFN4GiW5kFK+YhXExkRj66a1IrmCmKB74kxZOBtRv1FzkQFw7crFiI+LE43BcZNnwTKdkCwpr/0PiXmk3Mf0hZaFGeKCgnGlUVd8+JYsIa+dNSDnWcmlrQ33sf2h62SHz/EJeHvkDAL/GIZPMZIsrQRNBO4+th8KzhsLLTMTMZH38zXb8M/UlOlDNKVJs1bivbZk4Rwx7sqrQCGMmzhN5omWlNsrxMqF0Fb4rbIoxy0b10kmBnZ2wbiJ0xXKLato0qylsI8m3ib7vAsUxPiJ09O1L0bOPgq3HD9xmvBeEHm0tHDv7h0h7OiYlOCkQMFCmDF7gfhbUxo1ayPq3PJvdc7TuxBGT5qlUOfekG1yda5cxaqizvltWiOZkNrZFaMmzpKVHYWxjxo/E5vWLcf0iSOQlJgoBF2fQSNRvJScd0gNBiUKwvfERtln71mSd8HzDbsQ1GUEtK3MkNcuRUTTVBUk1rxnj4Bj3w5IehGG291HK0wc/3rHtzo8rp9kguvAYFyp94esDmeUxirq3Nh07ml5cU+jsXXjWrk6N0Ou3PII7/l+EnZJiTA1M4dvuYpo0bqdxnald51UbvKe75z0rE4YAF3nb8/q4TNizJv8s0rJYIRotrXEx8hohAUcReiYufj6KXPj2Zo1ay7KbuHCBd+ehwKYNHGyQtm9Viq7ir/9Jp6HTRs3fnsenDFx4mTZ80AcOngAW7Zsln0e9qfkN3nAwEEKQo/575Dj6/87AwTDML8ENO6MxBR5CKUZNn8F3t1Ne+qFH0o26JBQx1st9aGqP5qnhSVzB2ZXnG9rNifYj4ACkLIrH75q7qX+ETzzknjAsyPOISkhv9mNR56pxzhmFzxCFOdSzG64uqQ9zvy/+htsViDt4SQ/I+yBYxgmQ1CIIoU0kVeNvFzy3jGGYRiGYRjm+8ICjmGYDEGJQigBi62trQhdpJAihmEYhmGYXznSJDvBLS+GYTIEjcPjyGuGYRiGYZgfA6d6YRiGYRiGYRiG+UlgDxzDMAzDMAzDMD+cr+xb0gj2wDEMwzAMwzAMw/wksAeOYRiGYRiGYZgfzldOYqIR7IFjGIZhGIZhGIb5SWABxzAMwzAMwzAM85PAIZQMwzAMwzAMw/xwvuZg35ImcCkxDMMwDMMwDMP8JLAHjmEYhmEYhmGYH85X5PjRJvwUsAeOYRiGYRiGYRjmJ4EFHMMwDMMwDMMwzE8Ch1AyDMMwDMMwDPPD4SQmmsECjmEYRo4YHfNsWx7JX3WQXcn/NRrZFZfbx5CdsXv5N7IrORPjkG2JDEd2JnfISWRXHnlWQXbFJeQEsitGic+QvXH60QYw/ydYwDEMwzAMwzAM88P5moOTmGgCj4FjGIZhGIZhGIb5SWABxzAMwzAMwzAM85PAIZQMwzAMwzAMw/xweB44zWAPHMMwDMMwDMMwzE8CCziGYRiGYRiGYZifBBZwDMMwDMMwDMMwPwk8Bo5hGIZhGIZhmB8OT+StGSzgGIZhGIZhGIb54XASE83gEEqGYRiGYRiGYZifBBZwDMMwDMMwDMMwPwks4P5jPHnyBDly5MCtW7fwM+Po6Ih58+b9aDOY/3g9ZBiGYRiG+X/DY+B+AJ06dcL69esxbdo0DB8+XLZ+9+7daNy4Mb5+/YqfWVg9ffpU/J03b164uLigf//++OOPP/5v55VHuYzViQknJyfcvHkTRYsWzdB5SYQEBASgUaNGGbZ3wIABYsmuJCYmYvr06di6daso2/z586Ny5coYP348ChQokO7+lSpVEuWpSmjb2dnh9evXMDU1xc8EPZubNm3EkcOH8P79e3h5e6N3776wsbFJc7/9+/bC338noqKi4OTkjB49e8HDw0P2/aFDB3Hm9Ck8ePAQiYkJ2LZ9J/Lly5dh2/w2rcWxI/uR8D4enl4F0a33IFjb2Ka536H9Adjt74foqEg4Ornijx794ObhJb57++Y1evzeWuV+Q4aPR9kKlTSybc/+g9ixKwCRUdFwcXJE7+5d4enhrnb7M+cvYP2mLQh78xY21lb4o1MH+JQqKft+w+atOH3uPN69C0fu3Lnh5uqCzh3awSuNY6ZXdls2rcfRwwfx/n08vLwLoGfv/umW3YF9exDgvx1RUZFwcnJBt5594O7hKft+8cK5CLx5A5GREdDRyQtPb2906twVtnb2Gtu27dRlrD9yHhEx8XC3s8Sw1nVR0Em1XbvOXsP+i7fw4NUb8dnLwRp9G1dX2L5Y1zEq9x3QrCY61iyPjOB39gbWn7yC8Nj3cLcxx/Bm1VDIwUrltscD72P10Yt4Hh6Nj5+/wMHMCO0rl0L90invkqUHz+PwjRCERcchT66c8LazRJ96FVDY0TpDdgnbrtzD+gt3EB6fCHdLIwyv7YtCtmbp7nfo9iMM9z+Nyh72mNe6Woptp27g8J3HCIt9L7HNygR9qpZAYVtzZLbObd20DscOHxB1ztO7IHr0HpBunTu4bzcC/Ld9e15d0LVnX7h/e16JUcMG4u7tQIV9atauj559B2pkl3H5knAe3AUGxQtCx9oc15r2wpu9J9Lep2JpeM8ajnzebkh6/hoPpi3Fiw0BCts49GwD50FdoG1phtigENwdMAkxV28j888rld1BWdlp9rzuxu5vzyuVXTdRdp4qjz9x7AjcuH4VI0ZPQJmymj8X/odOYPOeQ4iMjoGroz0GdWkLbzdnlds+evYSq/wCEPLoCcLeRaB/59ZoWa+Gwja7Dp9EwJFTeP0uXHx2srPB780bwLd4YfyqcBITzWAP3A9CR0cHM2bMEA26X4EPHz7I/p44caJonN+5cwft2rVD165dcejQoe9ug/S88kvfvn2/+3l/RZKTk1GtWjWsWbMGkydPxv3793Hw4EF8+vQJPj4+uHTpkkZ1QR25cuWCpaWlaHz/TOzcuQP79u5B7z79MGfuPPEcjxkzKs1rPnvmDFauXIk2bdphwcJFcHJ2FvtER0crlHfxEiXRomXLTNsWsHMrDuzzR4/egzB9zlJo6+TFpDFD8eFDstp9zp89ibUrl6BFm06YtWClaNRMHDMU0dGS95KJqTlWb/RXWFq17QydvHlRrGRpjew6ffY8lq9ag3atW2Hp/DlwdnLEiLETECV3/fLcDQ7B1JmzUat6NSxdMAflyvhg/JTpePwkpYPG1sYafXp0w4rF8zF35jRYWJhj+JjxiI6JQWbYtXMb9u8NQM8+/fHX3EXQ1tHBuDHD07yv586cwuqVy9CqTXvMXbgMjs7OYh9p2REurm7oN3AoFi9fgwmTp9PofIwdPQyfP3/WyK4jV29j9vZD6F6/MraM6Ql3W0v0mrcekbHxKre/FvoYtUoXwsrBv2P98G6wNDJAz7nr8TYqVrbNsVl/KizjOzUWHVFVi3tnqMwO3wjGrIBT6F6rHPyGdoSHjRl6LtmOiLj3Krc30NXBHzV8sWFgO+wc1gkNfQpi3JaDuBD8WLaNg7kxRjSvBv/hnbFuQFtYG+uLY0bGJWTMtjuPMOvIFXSvVBR+3RvAw8IYPTcdQUR8Ypr7vYyKw5yjV1Dc3iLVdw4mBhhRpwz8ezbCut/rwtowP3puPILI92kfUx0BO/2wf+8u9OgzEDPnLhbvkgljhqVZ586fOYU1K5eiVZsOmLNwORydXcQ+8nWOqF6rLtZu2ilbOnbpprFdufR0ERsUijv9Jmi0fV5HW5TauxwRpy/jfMmGeLxwPQotnwzT6imix6p5bXj9NQL/TF6M86UbIy4oBD4HVkPLzBiZYddOPxwQz+sA8bxS2Y3X4Hlds3IZWoqyWwYnZxeMV1F2xN7d/uKZyCjHL1zGgnV++L1FQ6z9azxcHewwcNJsRMakPH/yJH1IhrWFGXq2aw4TQwOV25ibGKNnu2ZYO3Mc1swchxIFvTBsxgIh/n5VKIlJVi+/IizgfhDUOKYGLHmIVEFeDmVvEHkyyHMj78kjz8/UqVNhYWEBQ0NDIWKokT106FAYGxvD1tYWa9euTXX8kJAQlC1bVrz4ChYsiDNnzih8T+Krdu3awgtAx27fvj3CwyU9QFLvSp8+fYQHibwoNWvWlH1Hnhq6NmdnZwwbNkzYcezYMdn31HAlj5yZmRn09fVRpUoVBAam9Bg+fPgQDRs2FOel85cqVQrHjx9Pt0yl55Vf9PT0xHcklNu2bSvOSZ5BNzc3WbmQ940oVqyYeGnTtRFXr15F9erVxfUZGBjgt99+w40bN2Tnk94L8prSfvL3Zs+ePShevLgoXyqHCRMmiPuiKUuXLhXeSy0tLeGp2bhxo8L3c+bMQaFChcT1kTerV69eiI9PadStW7dO1IcjR47Ay8tLlGOtWrWEqJVy+vRplC5dWhyDti1XrpzMi0l17eLFi9i/fz9atGgBBwcHsa2/v784XpcuXWSeYmk9nDJlCqytrRU8S5qGUJIt9PnEiRMoWbIkdHV1Rf0MDQ1V2C+tciV76Lmxt7eHtra2sKVfv37IKuj4e3YHoGWr1vD19RWetMGDhyIyIgIXL/6tdr+AgF2i7KvXqAF7ewf06dMXOtraOHr0iGybRo0ao0WLlvD09My0bfv37ESzlu1R2re8EGL9Bo9AZGQ4rlw8r3a/fQE7RGOvavXasLN3RPc+g4R4OXn0oExoGxmbKCyXL55DufKVkTevrka2+e/eg9o1a6BW9apwsLdD/949xf05ckx1r37A3n0oVaI4WjRtDAc7O3Rq3xauLs7CiyelSqXfULxoEVhZWsLRwR49/vgdCQkJePT4SabKbu/uXWjRqi3K+JYT93Xg4GHivl66eEHtfnsC/FGjVh1Uq1FL3NdefQaI6zp+9LBsm1q166FgocKwsLAUYq5th84If/cOb99KPGTpsenY32hSoSQalisOF2tzjGpXHzpaebD7Qsp7SJ6pXZujRWUfeNhbwcnKDGM7NhLXdzn4oWwbU4P8CsvpW8Eo5eEE2ww2pjeeuoYmZQujUZlCcLEyxegWNSW2XVLtVSnlZo+qRdzhbGkCOzMjtK1UEm7WZrj56IVsmzolvVHGwxG2poZwtTLFkMZVEJ/0Af+8epcx2y7eQZPiHmhUzB0u5kYYXa8cdPLkxu6b99Xu8/nLF4zcdQY9KxeHrVH+VN/XKeyCMi42sDXWh6u5EYbULI345I/4503GO2Hpnuzb7Y8WrdrBx7eceF77Dx6OyIhwXE7jed0TsEPUuao1JM9rzz4DRZ07cVSxg5TWGRkbyxZdXcnvoCa8O3IW98fNw5s96f/mEg7dWiHx8QsE/zkD8SGP8HTJZoT5H4FT/06ybZwGdMbz1dvxYv0uxAc/xO1e4/A5IQl2nZoic2W3C83lym6AeF7DcSnNstsp97xS2aV+XolHDx9gz64d6DtgaIZt89t3FA2qVUS9KhWEp+zP7h2gra2F/SfOqdze29UZfTq2RPXyPsiTR3VnZvlSRVG2RBHYWVvC3toSPdo2RV4dHdy9n/JMM/9NWMD9IKhhRMJr4cKFePEi5Qcso5w8eRKvXr3C2bNnRaN+3LhxqFevHoyMjHD58mX06NED3bt3T3UOEniDBw8WYYPUGK1fvz4iIiJkAotEFQmaa9eu4fDhw3jz5o1oyMtDYaAkMC5cuIBly5alsu3Lly+iwU/iibaT0rx5c7x9+1Z45a5fvy4a5FWrVkVkZKT4noRInTp1RGOe7KPGL9n37NmzTJfTmDFjcO/ePXHO4OBgIZCk4XtXrlwR/5NIJIGza9cu8TkuLg4dO3bE+fPnhceJRB/ZReulAo8gIUj7ST+fO3cOHTp0EKGjdM7ly5cLQUUCRxMoJJP2pftDQpruX+fOnXHq1CnZNjlz5sSCBQtw9+5dcR+oHvz5558Kx6EG7axZs4T4o/pB5TdkyBDxHYkeEl0kSoOCgoRY69atm6zXccuWLUK8FilSROGYdN6BAweK65IX3XSvSGyRUCfRl1lGjRqF2bNni3pH3rnff/9d9l165Up1be7cuWL9P//8I0KSSeRmFWFhYaIuFy1aTLaOxK+HhydCgoNV7vPx40c8ePCPwj5UhvQ5JET1PpnhTdhrEVJVpGgJOdvywc3DG6Eh99Ta9vBBKArL7UO20Wd1+zz8JxSPHz1A1Rp1NLKLznH/wUMUL1pY4Rwkvu6FKIpzKbRefnuiZPFiCFazPZ3j4OGj0NPThcu3zpiMlh2FVBUpWlyh7CgsLTRYfdk9eHAfReX2oeuiY4SoKbukpEScOHYYFpaWMDVNP5Tv46dPCH76Cj5ezgrn8PFyQdDD5xpdW9KHj/j0+TMM9FSL7YjYeJy/fR+NyqdchyZ8/PQZwc/DhNhKsS0Hyng4IOjxq3T3F6Iy9CmevI1CCRc7tefw/zsQ+fNqw93GLGO2vYpAGWdrRducrRH0Qr0QXH7mFoz0dNCkePphuMK266HIr60FdwvjTNc5+WdPkzr38MH9VM9rERXP69lTJ9C+VSP06/k7Nq5dieSkJHwvDMsURfjJiwrr3h07D6Mykg7oHHnywKB4AYSfkOvk+voV4Sf/hmGZlPfi935eqeyKqHhe5cuOymn2zCno3qufEL4Z4ePHTwh9+AQlCxdQOEepwt64c/8BsoLPn7/g2PnLSEpKRkEPlyw5JvPz8nPFL/1ikOeGvGwkulavXp2pY5B3ixry9KIgz8fMmTNFw33kyJHi+xEjRohxTCRCWrVqJduPvGdNm0p6v0jMkEgjG0gELFq0SIg3EphSKJSOPD0USufuLvmBI0FD51OGvG6jR48WYWEkFMhG6Rg4soMEEwk46v0iSGRQY3vnzp1CRJBokBcOkyZNEqJm7969wm51SM8rDwm2ChUqCPFC10TeHULeW0ZeOcLExER47aSQiJVnxYoVwlNF3koSydL9aJ38fuQVonF3JP4I8hTRNVDZ0r1ODyoP8mqRV40YNGiQEJC0nsagEfJj5+haKMyRxPqSJUsUfrRIWJMnj6CyIw8tERsbi5iYGHEd0u/JsyaF7rP0XMpIt6NtpF5iEjKrVq1SEOqZgcQYiUqCyrBu3bpISkqShBelU650j+k+kHc7T548whNHXsOsQhrubGRkqLCe7r+6UGgqZ+rIMFSxz/PnmjXCNYHEG2FgpNjoMDQ0Eo0dVcTFxkhsM0y9z8vnqjtLjh89CFs7BzHmRBNiYuPEOYwMFa/fyNAAz9V0XEVFRYvyUd4+UinU6dKVq5gyc7Z4zxgbGWHGpAkwMNDXyC7F80mOa2hkpOK+qi67WGnZpdqHyk7xvh7cvwfr1qwU9djG1g4Tp8wU9TNdu+IThFfIWF9xLKSJfj48CUuJhkiL+f5HYWaYHz7eqsfg7Pv7JnS1tVElg+GTUe/Jtq8wya8oDE3y6+HxG9VlRsQlJqP6mCVCAJGoGtm8Onw9U97FxJk7DzBs3T4kffwIU/18WNarBYzy6WpuW0IyPn/9CpN8eRVt08uLx+Gqw3ZvPA1DwI372N4j7bHMZ0KfYdjO00j6+Amm+XWxrENNIfoy+7wq1x8DTZ5XFfu8kHteK1aqCnNzC+Etf/rkETasWYGXL59j+GjJuz+r0bYwRfIbxfpIn/MY5EdOHW3kMTJAzty5kfw2QmmbCOh5qK6XmXtejdJ4D6t/Xl/IPa+rVy6Bp1cB4dnLKNFxcZLn1VDxHWRsYICnL8Pwb3j49Dm6jZyCDx8+Iq+ONqb92Ud4+Jj/NizgfjA0Do6EgtQzklEomQSJNykUdkghkfKePhImJJjkIa+bFPJ0kLAhzxRBnhXy9qhKokDhjVIBV6JESk+gsnePBAh5pehvEiKurq6yY5OHjWxSTphBxyboewqFO3DggDgGiUD6Pj0PnPS88kiTS/Ts2VMIVgqBrFGjhvA+UYheWpDXkQQhhfdR+dG4FRLH6dlB10heSXmPG+1LDTjan8ID04LuAwlZeSi8cf78+bLP5C2k8FsKhSWRQGWkfHz6XyrOCCsrK1k9IFFNZUWhr+RpI9FDHlbaRkpGkumQp+vfijeicOEUz4vUFrKZxFh65UqeXQr9JGFHXlvylpLnNq1xdtT4p0V5HXUunDp1EosWLpCtHz/h+zSAMsOZU8ewfNFs2edR46d/93NSuZw7cxzNW3VAdqBI4UJYtmAuYmJjcejIUUye8RcWzJ6ZSiwqc/rUCSxZOFf2eewEzTzjmeW3ylVRtFgJEWGwe9cOzJw2CTNmzc+S5yUt1hw6iyNXbmPl0N+hrUYw7rlwA7V9Cqv9PqvR09bC9mGdkJD8AZfvP8Xs3adEuCSFV0qhv2mb6PhE+F8MxNC1e7FpcDshDr8H75M/YlTAWYxrUC5dMVbKyUqIvOiEJPjfCMXQHaew6Y/6qcSiMmdOHcfShXNkn0dPUD10IiuoWbue7G9HJ2cYGRlj7MgheP36Jaysfr5G/2lRdinP65gJKR3LWcnlS38jKPAW5i5cjuyGvbUV1s+agPiERJy6eBWTF63C4onDf1kRx0lMNIMF3A+mYsWKohFNnjJ58UGiTLkBTR4VZZR7cikETtU66n3SFBJQ1PAlcamMfANfOr5MGQpNJMFGy44dO0TjngSit7e3ODYdg0SRMtJedxKzFIpHHic6Bo1Za9asWbrJMaTnVQWN56PxXZSIg45NIZu9e/cW51AHeXoorJSEE40Bo0Y9Cd/07KBrJG9RkyZNUn1HnqR/C40fI88ZiVISMyTGyLNJ49LINqmAU1UP5OsUhX7SGDHyvm7btk2IVSqbMmXKCJEuFfTKSNdLhXxadSGjyNssDeeU1t30ypU8xBTGSeKWroM6Dv766y/hMVXn8SARTMeUp2/ffujXfwB8fMqI8EgpHz9+kHmIjI1TOiAo5JhEoypojCc9y9FRij3/tI+RsWJvcEYo7VNOIfOc9N0QExWpZFsUnJxVPxP59Q0ktkUr9vjTPoZKnjzi4oUz+JCcjEpVU8a7poeBfn5xDuWEJVHRMSLMWxXk4YxWsb2xoeL2NA6EMlTS4u3pgY5de+Lw0eNo3aJZmjaV9vFVyDz36VvZRUdFqbivqsOU9KVlp9TjL8pO6b5SeBctlCHPw9MLbVo0xsW/z+O3Sooe/lTlkE8XuXLmTJWwhMIeyQuXFhuOnMfaQ+ewbFAnkfhEFTfuPxGevOndFEPjNcFIj2zLgQil5CKUwMQ0DaFFXjd7M0n5eNpa4HFYBFYfu6Qg4HS1tWBvRosRCjtZo/6kFdh98Ta61CijmW262siVI0eqhCUR7xNhqsKT9zwyFq+i49FvS8qYry/f3pPFJ6zFnr5NYWcs8aroauWBvQkt+ihsZ476C3aKcXVdKiiGmitT2qes0vP6QWWdi9HkeVWqc7RPWuF+7p6S84a9evVdBBx528gLJw99/hgThy9JyfgQHoUvnz5B21yx01bbwgTJGniSqew8VLzrUj+vVHYZf16lZXc78CbCXr9Cm+YNFLaZMXUCvAsUwpQZKQJcFYb580ue12jFhCWRMfTuynhkgDw0Ps7WSpJYx9PFEcEPnmD7gWMY1kOxw5rJWhYvXizaEDR8gqLCaMhTWlE91N6l4TrURqMINWpDU0fy94LHwGUDKMRx3759YhySFArPo0oj3+DOyjmz5LMIkveGxqJJQ+NoTBqNraLQPKkQky4ZbahTo7ply5ZCoEqPTddFXhHlY0vHpJGXhcQshZiS+KOwOHog/i1UpiTKNm3aJDw1FBJJSHvClTPDkR0kcOgBJE8nCTj5RC4ECQPl/egaSUgoXx8t8t5SddB9oHMr20ICmKB7RaKGxopJxRaNg8wMFFZK9+bvv/8Wnlsa+0ZQuC0JIflxbgSdl8aZkS3K4+O+N5qUK4l96nygsGLqJKBn6vZt9amq6doplFR+6d6jp/iOhDAlQpEulKiCREdgYMpzmJDwHqGhIfCUCz9Vrh+urm64JbcPlSE9y57fGlaZIa+uLqysbWULJTQg0RUUeEPBtn9C78HD01utbS6uHgi6dUPBtqBb11Xuc+LoAZT0KQsDg7Q9XMrncHd1wc3AIIVz0GcSXaqg9TdvpWxP3Lh5C15qtpfy9esXlZ1cykjuq41ssRP31RiBgTcVyu5+aDA8vNSXnaurOwIDlcvuJjzVlPc3K8U/qWhMizy5c4tpAC4HP1I4x5XgRyisZtwYse7wOaw8cBqL+3dAAUf1Dfbd52+I43vYqU77n7ZtueBlZym8aCm2Sca1kejSlC9fJePJ0tzmC/AhAwmghG3WJrgsNxZP2PboFQqrmEbAydQAO3s2xrYejWRLJQ974W2jvy311f/mkdD7kI79Kc+rjWyh59VIxfOaXp1zcXVX2EdS526ofcaJx98iWzI6pktToi/dgkkVRXFtWrUsoi5J3nlfP35EzI27MK2SEvWDHDlgUtkX0ZdSnrm0nlfFsnP4F2V3M9XzKi27ps1bY/7ilZi3aIVsIX7v2lNkktVEZHm4OOL67XsK57gWFIyC7qpFeWb5It51mj8TPxvZIQvltm3bxPAVGp5BkVvU3iFni3I0mxRqQ7Vu3Vp0pFPuBoryooXyGHwv2AOXDSCRQhkSqdEphTIhvnv3TowxI+8TeUloPBf16GdVzwL1EJBYoAY5xY5LE0aQZ4rSnlNlpPFF5OF58OAB/Pz8xDgnCsvMCJR0gsQBJaagUD3yYlHFpmuTig8KlyTBRp46sosSiVBDnLww1KOhiQeRkouQOFR++VOZjR07VoR8khCjUDBKtCEVrObm5qLhT2VMWTvJm0NZJ8kOSgBCNlGYIoVo0nbykMilBB4U4igyfxkZiXORh4zC/ujekbggIUQPMo1Vk/Ly5ctUopw8fXQeCmckcUXlReKeykOaiZMECzVUqTeIykhdEpm0ePz4sRCwDRo0EOKEhBEl/qAkIQQlKqGMj3R8Eoo0dQCFlNK4SPLAkS2apFmmOqx8jfJe3IyQXrlSQhMS02Qr3XcS6nS/qEzVQfdMOhYzZZ3iWA0pdL0NGzWGn99WUWaWFpbYuHEDjE1M4OubEo47csRw+JYti/r1JT25jRs3wZw5s0R9cnf3wJ49AUhKTkL16inz/VB4HT2Dr78JceqwINupblJ21fQg2+o1bIadfhuFoLOwtMLWjathbGwqslJKGTdyEHx8y6NOfYkXs37j5lg4Zxpc3Tzg5u6FfXt2ioH8VarXVjj+61cvcO9OUKZCNZs2aoiZc+fD3c0VHu5uCNizT4S91qxWVXw/Y/Y8mJqYoEun9pLyalAfg4ePwo5du8Xcb6fPnhOJUAb0kYwJTUxKwpZtO+DrUxomxkYihHLv/kMIj4hExfIZH7tCZdegURNs99ssBB1ljNy8cZ24r5SVUsroEUNRpmw51KsvGSfVsHFTzJszU5Qd3de9e3aJ+1q1ei3xPfXmnzt7GsWKlxTvE+r88d/hB20tLZQopdnYzHbVy2Lsml3wdrRBQScbbDl+EYkfPoislMKm1TthbqSPfk0kdWntobNYuvckpv7RHNamhgiPiZN5tXR1Uup5fGISjl2/g0HNJbZmhvaVS2LMpoMoYGeJgg5W2HT6GhI/fEQjH0nioFEbD8DcIB/6N5CMaV199BK87S1hZ2ooRM+5ew9x4OpdjGpRXXxPYZWrjl5CpYKuMDXQEyGUfudu4m1MHKoXy1h21va+BTEm4BwKWJuioI0ZNl26i8SPn0RWSmHbrjMw19dD/2oloZ0nN9wsFL2m+XUknXrS9QkfPmLV2UAh7GjsG4VQ+l0JxtvYBFQv4JSpOle/UVPs8Nsk6py5hRW2bFwLYxNT8XxKGTNisJiDrG79xuJzw8bNMX/O9G/Pqyf27fFXqHMUJnn21EmUKOWD/Pr6ePr4IVavWIICBQuLbI2aTiOg5yrnEXWyhX4RT3yIjBFzvHlMHgQdGwsEdh4mvn+6wg8OvdrCc9pQPF/nD9PKZcS0AVcbdJcd4/G8tSiyZgair99BzNUgOPbriNx6efF8/a5Mlp3keRXvOgtLWdmVUSi7Id/KTvq8NsP8OTPg6uauUHbVqksiCqQZO5UxMzMX71NNaFW/BiYvXCW8ZDT327b9R5GUnIx6VSR2TVywEmbGhmLaAIJE2OMXknf+p0+f8S4iCvcfPxPPqtTjtnTTDpQpVhiWZiZISEzE0XOXcPNuKOaOGZzhsmM0h5IC0hRYlECOoDYWtVMpH4SquYUpUouGblD7jaDx+RQJRDklMto+0xQWcNkESi5Bil8KiQtKSEENZqoINH6LQgulXqOs8PrRQo1rEgSUIETqAaPGKYkCSgpC48VI8FAjmCqnJh4kZchbQ8ehBjiFMNJC2QbpwaAGPnnYKJSUxu9JHxwSkzRGjWwiO0hApQcdnxZ5KIMjPTzkZSNvi7RhTIlNSJAS5A0k8Uz3gPan78h7Q0ldaCwaeX7Ik0j3QnmsIokb6qUhwUvj7ej41EtDApGORy506v2j9PDKk5lT+KZyCCcJRpo7j14G9B2JX5rmgMIdpdMbUE8QlREdm66Jyo5CAaXiSxNI4ND4OcpgSWGiJKpIuFN5ESRiKbMlXTMlxJGfyJu8t/LjLNPif+ydBXxURxfFb/vhUNzd3V2LOxR3SqFQoLgUd3e34sXd3aVQKFbc3T0Et5Lvd4a+5e1mk2wgZN4m59/flmR3szuZ995mztx7z50/f74tqmeA8xm/o3/xa16RgotzGscDQg4bIxC/jvWWX0LVqtWU+Bg3bqy8eP5c0qZLJ/369rerZ7pz57Y8NfUj+75gQfF86ilz58xRIg3pln379rdLIdywfp3Mnz/P9n2njh/PszZt29kJPd+oVLWWEl+/jxv+XzPqDNKj31AJFerTwv3unVuqoN8g//dF5KnnE1kwd6YyVkD6Vo++Q72lUG7bskGiRY8hmbPm8PecFfo+v+rPNmvuAvX7J0uaRAb27WUzg7n/4IF88+2nzYB0aVJLlw7t5I8582Tm7LkSL25c6d2tsyRJ/FGII03pxs1bsmXbEPW58F3E7yRVihQyashA1VLgc6hctYY6rmi8/fG4ppfefQfbHde7Dse1QMHC6rjOn/PHf8c1mfTuO8h2XEOGCiWnT51Uwg6vCcOEdOkzyJARY9XXrlAyRwbxePZCJq3aplInES1DZM1Iobz72FO+/ebTZ/KSXQdVRKvD7x8/2wzQR67pD0Xs+suBUjk/vxlwqaxpxOP5K5m4fo9q5J0qfkyZ+Gs1ifZfxOqux1P51rTJA3E3cMlmuffkuRJNSWJGlQH1yqrXMY7rlXuPZPWBk0q8RQ4fRtIljCMzW9dWLQX8Nbb0ScXjxWuZuOOIauSdKnZUmVi3hK1W7a7nC7ux+QVSMq889JTVx7Yr8RY5bGhJFy+GzPy5jGop8DlUqlpTnXMTx41U50eadBmkpx/nXH51zj2RBXNmqnMOKYO9+g6xXa8hQoRUEfS1ECevX0n0GDElT77vpXot1z9vI2VLL3m2fWpbk3b4R0O0G7OXy/GGXSR0nBgS1hS1fXX1phJraUd0kcQt68nrm3flRJPu8nDLJ0v/O0s2qJ5vKXu1+tjI+9gZOVCukbx1MDZxlcpO5q5X30F+Xq9PTdfrx7kb7DRd/HMpli+XPPF8JlMXrlSNvFMkSSgju7eTqP/1eLv38JHdeffQ44nU/+2Tsdn81RvVLUu6VKrGDXh4PpN+46bKIw9PCR8urOotB/GWM9Mnt0viN87q3Z1t4AKUoiDTycgcA1j7YkPdnClnBvdj7eG4ZoFB39fiGy//OBUQQkgQ5+KlT42FrcYbry+vofxafOfl3OHPCrz61veaMd0kuOV8UWAFvn31MYpnSR675sapiys5/b9RFVhcTu17DaZOkp113iPSCsR49fntjAKDaOl9N2dzBy5d/pQ2HlDMmT3bW7070iNhmOcIssKwIY+0SLPhHzLSUFOPFl2OYPMAG+LIXDNAEAbvieylrwEjcIQQQgghhJAgSZcuXbxFyJxF39wJCjhCCCGEEEKIdry8/G864hc+pUs6A6U78HpwjJzhe3PPXzO43z/PDwjoQkkIIYQQQggJ9oSC0VS2bMqgzgBGevjenFJpBvebnw9gYuLT8wMCRuAIIYQQQgghRESlW6LtFFzI0fsNradevHhhc6WEaRzq5GAgB2A4V7BgQWVsV7ZsWWWSB+f1gDIepIAjhBBCCCGEWBIvCyQH1qhRQ7mkw5kc7akyZ86sWk0ZbunXr1+3c2WHazoct7t3766cu9E2CA6Urjp2fw50oSSEEBN0ofw86EL5+dCF8jOhC+VnQxfKz4MulF+fC5euBfhrpkjmcz9Yd0W/zCWEEEIIIYQQ4hKsgSOEEEIIIYRox0sC3oUyKMIIHCGEEEIIIYS4CYzAEUIIIYQQQrTDCJxrMAJHCCGEEEIIIW4CBRwhhBBCCCGEuAlMoSSEEEIIIYRohymUrsEIHCGEEEIIIYS4CYzAEUIIIYQQQrTDCJxrUMARQoiJSG8eWHY+vCycNPEwVFyxKlczFBEr43Viq1iVb+WDWJW3XqHEylxLXVCsSrKz28SqXEpdVKxKiLMbxcpE0z0AEmhYdzVACCGEEEIIIcQORuAIIYQQQggh2vHy+kb3ENwCRuAIIYQQQgghxE1gBI4QQgghhBCiHZqYuAYjcIQQQgghhBDiJlDAEUIIIYQQQoibQAFHCCGEEEIIIW4Ca+AIIYQQQggh2mENnGtQwBFCCCGEEEK0QwHnGkyhJIQQQgghhBA3gQKOEEIIIYQQQtwEtxFwV69elW+++UaOHj2qeyhy9uxZyZ07t4QJE0YyZ87s0s9g7CtXrvzqYyOEEEIIIYQEXfwl4OrXr6+EyODBg+3uhzDB/e7OX3/9JWXKlJEoUaIocZYhQwYZOXKk/Pvvv3bP69Wrl4QPH17OnTsnP/74o/rdfbtBfN65c0dKly4dKL/HunXrJFeuXBI2bFj1u1SsWNHu8evXr0vZsmUlXLhwEjNmTOnQoYO8f//ez9cdPXq0pEqVSr1uggQJpG3btvL69Wvb48+ePZM2bdpIokSJ1HPy5s0rBw8etHuNQoUK2eYldOjQEi9ePClfvrwsX75cAhvzMYoUKZLky5dPtm/fHiCvjWvFcd4d3xPnUIoUKdRzDx8+HCDv6+z9cC5fu3bN7n6MDe/rKjt37lSv9eTJE9t9v//+u3z33Xd2587z588lZMiQ6jg7+/lLly6JO7Ns/Rap2ritFKn+s/zSsZecPu/z73P5+k3pNmSMen7+Sj/K4jUbv/g1fWP5+s1SrXFrKVq9vjTu2NPX17ly/aZ0HzJaPb9ApTqyeM2GL35Nv/Dy8pL5c2bIz3WrSI1KJaVX1/Zy+9ZNP39u/doV0rhBTalesYR0bPurnD93xttzzp45JT26tJOalUtL7aplpVvH1vLmzRuXx5aoSW0pdGablHx8TPLuWiSRsmfw8bnfhAghybs0k4InN6vn59+/UqIXz2/3nP9FCC9phnaRwme3SclHRyXP9gUSKVt6+dx5mzdnptSvU02qVSwtPbp2cGne1q1ZKb/Ury1VK5SS39o0l/Pnzvr4+n16dJYKZYrK/r/2fNb45s75Q+rVqSFVKpaV7l07uji+VdKwfl2pXKGMtG/T0tv4xo8bLb/8XE+9Zp2aVaV/355y48Z1f49twZzp0rBuJalVqbj07trOpbFtWLtCmjaoITUrFpfObZvKBdM5d//eHalStqDT219/7nB5bIl+rS2FL2yTUs+OS969iyVSDj/OuW7NpdDZLer5BQ6vkhglCng759KO6CqFL26XUk+PSd7dC3w9j93xnIuaP7tkXzFJil77U8q+Oyexfijq9898n1PyH1gupZ6fkEJnNkv8epW+6Fj4BX63OXNmS906taRSxR+ka9fOcuvWLT9/bu2a1dKgfj2pWKG8tG3TWq0vzWzYsF46d+ogVatUlrJlSqm/tUEVL69vAvwWFPF3BA6LwSFDhoiHh4cEBd6+fav+XbFihRQsWFDix48vO3bsUFG21q1bS//+/aVmzZrqojTAIjR//vxKqDRr1kyJM+OWJ08e+eWXX+zug9iJHTu2Eixfm2XLlilR2aBBAzl27Jjs3btXateubXscYhTiDb83BOusWbPkjz/+kJ49e/r6uvPnz5fOnTsr8XrmzBmZPn26LFq0SLp27Wp7TqNGjWTLli0yZ84cOXHihJQoUUKKFSvm7cPLmB/MI8abNm1aNceNGzeWwGbmzJlqLJin6NGjS7ly5eTy5cuB8p6nTp2SCRMmqA9iCO7Zs2d/lfeDcPLr+H4OhQsXVmM/dOiQ7b4///xTnet///23nbjHNZUwYUJJliyZv98H154rGwxfm2179sv4mfOlQY1KMn1EP0meOKG06ztUPJ54On3+mzdvJW6smNL0x+oSLUqkAHlNn8e2T8bPnCf1a1SWaSP6q9dp33ewj6/z+s0biRMrpjT5saZEjRI5QF7TL1YsXSjr1iyXJs3bypCREyV0mDDSt0dH22ewM/bs3i4zp06SGrV/khFjp0jiJMnUzzx54mEn3vr17CSZs2SXoaMmyrDRk6RM+Yry7beu/dGOU6W0pB7cWS4OnCB781aWpyfOSc5V0yRUjKhOn5+yV2tJ2LCGnG7fX3ZnLSvXpy+UbAvHS8RMaWzPyTCxn0QvkleONuwkf+b4QR5u2ys5186U0HFjin9ZjnlbvUJ+bdFGho0ar/4G9+7R2dd5+3PXDpkx9XepUbuejBz3uyRJmkx69+hkN28Gq1cu+6IN2GVLF8na1SulWYvWMnzUODW+nj26+DG+nTJt6mSpVbuujB43SZIkTap+xjy+5MlTSOu2v8nEydOlT/9B6nOgZ/fO3jZUfWPl0gWyXp1z7WXQyN/V2Pr1+E3evvVZ3O/dvV3+mDpBqtf+SYaNnSqJkiRTP+P539iiRY8p0+Yst7vVqNNAwoQNK1my53JpXHGqlZY0w7rIhf4TZE/OSvLs+FnJtW66j+dcqr5tJNEvNeRUm36yK2MZuTZloWRbOl4iZv50zmWc3F+iF80rx+p3lN1ZysuDLXsl18agdc79L3w4eXr8nJxs1cel54dNHF9yrJ4sj3b+LXuyV5Ar42ZJBsyTacPFv8fCL5YuXSJrVq+S5i1aychRo9Xc9ejRzde5271rl0ydOlVq164rY8eNV9cDfsa8YYoNqazZskv1GjU+a1wk6OFvAYcFORZogwYNcvp47969vaUVInKTOHFib9GJgQMHSqxYsSRy5MjSt29ftUhDNChq1KhKSGGh6wiEFSI7uCjSp08vu3btsnv85MmTKtIVIUIE9doQMw8fPrQ9jshAixYtVKQIC/aSJUvKixcvlKj44YcfZMqUKWr8GC8ECQTO0qVLZfHixern8aGDaAnGi68hZjEfxi1UqFAqsmW+73//+59dCqWRDorXLFCggIpW5ciRQ86fP68iVtmzZ1fjx+/x4MEDu99v2rRpkiZNGvX7p06dWiZOnGh7DPMH0Tls2DBp2rSppEyZUomj6tWr256zefNmOX36tMydO1f9nniPfv36KSHh2wcMxB4iVBCDmBuIs1q1asmBAwfU469evVJibOjQofL9999L8uTJ1bmAfydNmmT3Wsb84BgjFRVzOHnyZPUBtnXrVtvzOnXqpH4HPD+p+kDrIe/evbPN4bfffmsnHoxzDcL6w4cPapOhTp06EiNGDDXHiHY5nlM49zAWnEsYJ34PiNBHjx6p3w8RQrw/orELFiyw+1mcF7gfrx0tWjR1beBcwu+N82bVqlW2aBsiUI7vacwjXgfjxHlpbIy4ch35dT4Y4HVxvHFt+AT+OLRq1UpFZPFa2KAwoqeYa4g1gIgufh9cw4jGxokTx+53w9cVKlSQJEmSyP79++3uN17Dt/cynov32LBhg2TLlk1tfOzZs0dtSOA1EPWLGDGiesx8/PEc43rCpgneA8cjoFi4eoOUL15Iyhb9XpIkiCcdmjaQMKFDy9ptu50+P02KpNK8fi0pViCPhAwRMkBe0ycWqdcpLGWLFpQkCeLLb01/Vq+zbtsuH8aWTJrXr63GFipEiAB5Td/A4nvtqqVSrcaPkitPfiXEWrfvIo8fP5S/9/m8A796xRIpXqqsFC1eWhIkTCxNW7RTwm/b5k8Rw5lTJ0jZHypLleq1JWGiJBIvfkLJV6CwhAwZyqWxJWlVX27MXCI35yyX52cvycmWveTfV68lfr0qTp8fr3YFuTRssjzYtFteXb0p16cuVF8nadVAPf5tmNASu2IJOdt9uHjsPSQvL1+XCwPGq38T/VLL3/O2ZuVyqVazruTKk0/NW5v2neTxo4ey35d5W7ViqZQoVUaKlSglCRMmVgtxXEdbN9tHgS9fuiirli+Rlm06+Gtc5vGtXrlCqtesI7nz5JUkSZJKWzW+R7J/314ff27limVSslTp/8aXSIk/jG/L5k2255QqXVbSZ8gosWLFVmKubr0G8vDBA7l//57LY1u7aolUrfGj5PzvnGvZvqt4PH4kB3yZuzUrFkuxUuWkSPEy6pxr0qL9f+fcevU4/p5HiRrN7nZg35+SN39hCRs2nEtjS9KmgdyYvlhuzlouz89ckhPNesm/L19Lgvo+nHN1KsjFIb/Lg4275dWVm3J98gK5v2GXJG3786dzrnIJOdtlmDzec0heXrouF/qNl5eXrqnoclA553Cdne81Wu6t+rRO8I1EjWuq+TrTcYg8P3tZrk2cJ3eXbZIkret/9rHwa+5WrVwhNWrWUpv5uB7at++grod9+/7y8edWrFgupUqVkuIlSqjroUWLluqzdrPpeqhYsZJUr15D/Z0n5LMEHD68ILzGjRsnN2/6HVL3CaSq3b59W3bv3q3SFBHZQfQDC0Ts3kOANGnSxNt7QOC1b99e/vnnH3WBIP0Oi22A3YoiRYpIlixZ1MJu48aNcu/ePTsBA7C4htBC1AVpYBA1eI3ffvvN2zjx+hARxuIdkZN06dKpMeBrZz/jKvidu3fvLkeOHJEQIUIocdSxY0cZM2aMimRcvHjRLnIyb9489f2AAQNUFAzHAaIGvw/A6yDaBWGDOcDiGgLNvHDft2+fEh0QtwYQsU+fPlURIZ+AaIZwNQQbolTr169XKaeGeMTOKBbkZrCYxsLaL3766Sd17M2plFioIzoIwYk5gcAbNWqUegxCBoLJUZDhe4gLzAHmBj8LIYD5gkCDaPcJjBVAyCJ6BIGAdFTMH6KD2Awwfn8cewi8n3/+Wb02REflypXVBzjOCZxz+EA2orCYP99AOipSUCEeXcWv88EAwhvXFiKoPoHzDgIcP4vzCMIb58Xjx4+VGMJjAGkd+H1wPAAEFaJrBvgamySIZhv3QxTjmjYEnG/vZQbjRbo2freMGTMqkQvRD7GHcxGPI10TIJqL+a5SpYocP35cRYdx3kG8BgTv3r2X85euSvZM6Wz34RzLnjGdnDp3UetrfnydK5ItU3qH10kvp85d+IKxBdxr3rt7Rzw8HkumzNls94UPH0FSpEoj5846/9zBZs2li+ftfgZjyJg5q+1nsLuPlMpIkSJL5/YtpH6dytKtU2s5feqES+P6JmRIiZglnTzaYVpceXnJw+37JEou5/XN34YKJf++to/gQPBFyZvNlu72bYgQ8sHZc/J8+l38N29Z7eYtJebtzGk/5i2r3bzh+3NnP/3Mm9evZcTQAdKkWSuJEvXzog337t5V48ucOYtpfOElZarUctaX8V10Mr7MDuMz8/r1K9m6ZZPEih1bokeP4eLY7sgTj8eS8TPOuYzezrlsct6Hn7l04ZxcuXxRipYo6/I5FylrOnm4zfGc+0si5/40j2a+DR1SPry232DF+RUlb1a7c877eflGoub7NM9B4ZzzD5FzZ1bXspkHW/ZIlNyZP/tY+MZddT14eLseUqnrwXvq96fr4YLdz3y8HrLI2bPOfyao80G+CfBbUOSzTEwqVaqkogMQIJ8Lomxjx45Vu/hYBOPfly9fqpQ8REq6dOmiRJbj4h8LMizSEHXAghy1S0jnA+PHj1fCBQtZ7FLg6xkzZqiFJKJbBnh9RIrwnrgZj+E1nYHXMp6DyAnEFiJk+Br/fi5Y6GPhivdF5AyLUizAseDG2Bs2bGi3OMZ8jxgxQgkFRDjwLxb+iF4BI/UP0RsIw7Vr1ypRhAW1sTjGB4xZvAHjezzmExCXiDoiWoJFM1Lh8LpGCiXEFgQ1onkQ5hBziPpAMGLB7xf4wIJQRrTHAL8DhA/EGoQ05suIhAJESCGsjVoXiAGkbiJ91Kj1wzwiomkIPryOM3Du4f2wQQHxgcgb3g/nOaJ/LVu2VALBeH/8ThCtOAZ4bYhipNPifMANYhC7j+bIrG8Yu2rm398v/DofzCBijg0NbAw4gigVriVEbiH4EbWFWMbvgGsLc4LrFSBqht8H1x2AKMNGCOYCAhQbK5g/RGGNyBzOARwjPNev9zKD86148eLqXMP743jiGGKucA1Xq1ZNMmXKZPv9IPAQWcdjOG/w+YK0VHMq5+fi+eyZ/Pvhg0T97/c2iBo5ojwypbnoeE2fXieKep3PS3cM6NfEQhpEihLF7v7IkaPYHnPk2VNPFUmPFNnnn8FiEyycP0tF6nr2HSLJkqV0ub4uVPQoauH75t7HTUCDN/cfSuhYzjd7Hm7dI0la1pdwyRIhJUOlSsauUFxCx/4oLP59/kI89v8jyTs3k9BxYuLDTeLWLK8EofEcVzEi8pGdzJtPZQxP/5s3pz9j2iSZPnWipE6TTkVZPhcs9D93fFGcjs/+Z9atXS3VKpeXapV/kMOHDkq/AUNsmzZ+YZwjkaPYC4VIfp5z/6qxuPoz2zavk/gJEknqtK7VONrOufsO59y9RxI6tvNz7sHmPSpqFC75f+dc0bwSu2Lxj+eXcc7tOyIpun065+LV/kEJldCxYwapc84/4Bp+c+9TBhbA9yEjfaeilp9zLHzDmJ8oDmnpyLrxee6e/jd3Tn7G4XogJEBcKJH2hh107I5/DohiYdFuFhFYBBtg0Yi0tPv379v9HESCAYQUFufGGJBiBcFjLKJxMxbGZvMERFacYa5zCwwQVXAUUeY5wH3G74+FL34HiDrz74caPeN3w4cA6NatmxK5+D0RkUI62pIlS1waExbJ5teHGAZYjONrpOhBKCFShugUBJsBat8whxA/EC9YQCNKZT7OvoGfNefFI4oCMWsIZQgsjM8Aabg4T1C/CBCtg0gw0gx//fVXWbhwoRJhiPogDdQRjA+vDQGKqBBEBI4LBCh+NxwPiAc8Z9OmTbb3h3AoWrSoehxCAiLkS+pCjXPP1boAV84HMxBK9erVcxqFw/OxC4i5NsAiKWfOnH5e3xDxGAuiYhCHEOFIWYWIM+rgcO5ABKMGzj/vhWvbTLt27ZRoh4hDZM78e+Lax/E3zwU2R3BNXLlyxcfxQ1jiD6j59saXVGLiGrt2bJFaVUrbbu///To1jF7/feaVLF1OpVkmTZZCfm7cXOLFTyDbtjg3ZvlSTncYIC8uXZOCR9dLKc8TknZkD5V+Kf+NBRxr2FEttIte2i2lnhyXxM1+lNuL19k9xxk7d2yVGpXL2m7/fqV5+3v/X3L82FFp1KS5v35u545t/wmqj7evdVwNChUuKmPGTZJBQ0aovytDBvX3MdV/944tUqdKKdvta82d4+fHn7u2uRx9+1xOtxsgLy5ek0InN0jplycl3ZiecmOW/Tl3tP7Hc67Y9T+l9IsTkrjFj3J7kfufc1Zmx47tUqVyRdstMM654NLIO6BvQRHnxQ8ugB12LJAQKTO72WGx7iiEjLolM467aFi4OrvPECWuAEMFRFggLh1BOqE5pG0Gi06ABaSzVDfcjwVwQGP+fY2Fu+N9xu9vOA5BKMDwwgxEjPl3NI8VQgqLZ0N4QAwZaYAGSDM1HosbN65dqwYj8oLIIFIIsYAGEC5YuCO1EIIRxx2REtQk4n4shDGeGjVqqPf3CwimCxcuqFpAI2qDiEqfPn3UeYaID8QYIk4GiGpBlECkIvoEoxUjtQ8gwgP3RaR6IjURgqt58+YyfPhw23OQkglBgNeH8DBAhAivhboz/K44ZxDdMRYPmHO8JkQhUnCRUox5gGhBNMy/GOLF+Fm/riNXzgdHMJc41wOynQXSHw3jHwhYCDeA8wipl5gfPIbUZv/ieJ0isoxIMDYOkBaLCCTOCWQEYD6Qco26N0cgHH0CkTvMi5nfmjWSjs1/sbsv0nffyf++/VYee9pHnx4/eSrRIjs3AfGLgHpNn17HQ72Oc/OUr/2aOXPlk5SpPn0OvXv38brx9PCQqFGj2e5HCmSSpMmdvsZ3ESOp68AwjzD/jBFVQf0RiJ/AvjY0foKE8vCB37VSbx96yIf37yV0rE9jAqFjet+5N//MkRot5NvQoSRktMjy5vZ9SdWvvby8csP2HHz9d8kf5X/hwkqIiBHkzd0Hknn2SHl59dNznJEzV15JlSqNt2v+idN5c24IFPG/ecPPmMHPGGlrJ479I3fv3Jba1X6we86QgX0kbboMMmDISB/Gl0elR7oyvqR+jM/D6fiiePsMwC1uvPiSKnUaqVW9suz7a48ULOT98yRHrnwqPdL72B7bzhOA8ymxr+fc/7wZb+BnHCN5YN/enfL2zWspWLSkuIrtnIvpcM7FiiZv7vp8zh2u2tzunEs98Dd5edl0zl2+IfuL2p9zWeaNsjsv3fGc+xJwDTtG0vH9O89nKgX1c46FmVy5cqv0SMfPOQ+PJw5z98THdRDquT/OnX3WBX7G8XogJMD6wGEXfM2aNWqxbYBFMFLxzIvPgOzdZjZGQNoW0g6N1MesWbOqOi5EYLCwNN8cF4NmYCQBoWIWBwarV69WwgKRGp0gGodFMdIkHX83Y9FvGD6Y7WfxYYy0PBh7GBFMpBmaI5sQIvgQgfBDVNP82oaAQ4qhYyTNEAqOQgNzDfGGP9CIWsHUwi8QzcXzETkEWPhjzBBFiMQgLc7RCh9AUML4BJFBI6XRDM5H1NchnRNiDCY1ZiBa8XuaxRtAWiDGXbduXRVtw4evOQ3XENiIJEEAIHUQgtKIBuJr/7ilYWw4BhCTrlxHrpwPjkBQIQUZaa/msUF4GzWh5vMGUTVjM8BIAXX2OyHqiSgbbub2AdjkgdDChoFR/+bKe/kGBCjSRCGacayNGkhc+6h3dJwL3HxLX8UGlKenp92t9S8/eXteyJAhJGWyxHL4+Kd6DmyuHD5xStKlcr4Y9IuAes2Pr5NEDh8/5fA6JyVdqhRfMLbPf82w4cJJnLjxbDeYQUSJElWOHztie87Lly+UPXuq1Ol8GENISZY8pRw/esRuDCeOHrH9TMxYsSVqtOhy+5b9IhXpkzFi2qeKO8Pr3Tt5+s8piVboU2YHohjRCucWj799/7v14c1btZBG/RFMS+6t896C5N+Xr9RCOkTkiBKjWH65t9b3NiXhvM1bIqfzhrq/VGnS+j5vx/75NNYPH+T40X8kVeqPP1OlWi0ZM2GqjB4/xXYDP//yq7Rq28HX8cWNG892S/jf+I6Z3uvj+M5Kal/Gl9zJ+I6ZxuccL/Wfsw3hT+dcfNsN5xxE14nPOOdOHD3sMHdHJKWTn9m+eb1kz5VP1WC6Cs45zyOnJHoRx3MujzzZ/2lO/DznKpWQe2u2+X7Olcgvd508x53OuS/hyf6jEq1Ibrv7kH7qsf/oFx+LT9dDXNvt4/UQRY4dO2o3d+fU9ZDGl+shhRw1/QzmDn/vU6d2/jOEfFEEDiAygSgJUuUMsICDcyJqzKpWrarqbrCIw+I0IIBbIhbzEG2InmDRjxo6gOgKIhIQW0iZg/iAEQh26eHW51NkAoIDdUOGlT0WuRjvtm3blGkKfg9HIxQdQCggwoBoEeqxkL4BsxbMAdLLMGaYvyAygcU6BBAiSQBpfoZYxUIZ0TQcI4gEpCZi7nxrc4DIJsxmUFOGiA/mFVE53G/MK8QaBAfqCvE45g4prEZNmgHEIN4XggsmNRA9OJZIeTQW+jjGiBri2CEqh6iLIY7M4DyAkyUcK3EeGEYkAAYfELVI18VcoSbQpzpHR/D+cIeEkMQHMn53RCoNkYFIG84PzCfqwvA9znvj9bGJgPmAmEYqMI6ZEV3Fzhp+f4wJohDnHqJiqNdC3rur15Ff54NPggXXCNIKER01zn/MveEAi4gV3hfHCSmaAOcSBCvmEMY1mGej/hPHDOcPFlZGBA7ga1xLiFoax9WV93IGjFCMaxECFecNRJ8h+HH8cR7g/SDq8T4QdNicQG2sT+Ccdzzv3/gg+Gr+UFoGjJ0iqZMlUQ6Ti9duklev3ygHSdBvzO8SI2oUafpjDZsRyNWbH1tovHv/Xh488pALV65J2DBhJH6cWC69pqvU+KG0DBw7+b/XSSZL1m5Ur1Om6Mfj0X/MJImuxlbTNLabDmO7+t/YYrv0mv4B5065ClVlycI5apEYK3Yc1RMuatToypXSoGfXdpI7TwEpU/5jr6YfKlWTsSMHS7IUKSVFyjTKyRJpuUWLl7K9bsXKNWThvD+UWx6ieTu2bZJbN69Lh669XRrblbF/SMapg8XzyEl5cui4JGnxk4QIF/ZjWiRS3acOVovmc70+Rggi5cgoYeLGkqfHzqh/U3RrId98+61cHjnN9prRi+UXZO28OH9FwidLJKkHdpDn5y/Lzdn+63eJ3698xcqyeOE8JUrgyDh/zkwlWnOb5q1Hl98kd978Urb8x96TFSpVlTEjh0hyNW+pZc2qZfL6zWspVvxjpAhREWcmEjFixFTHxj/j+6FiJVm0cL4SdLFixVE94aJGiya5TXVO3bp0kDx580m5/8ZXsVIVGTVyqBpfypSpZNWqFXbju3vnjvy5e6dkyZpNIkaKLI8ePpClSxZK6FChJHuOnC6PrVyFarJ04Ww1dzFjx5YFc2aoaBxcKQ16d20rOdU593Hzr3yl6jJu5CBJliK1mjucc29ev5Iixe37uN65fVNOnzwm3Xp7z/jxiyujZ0qmGUPkyeGT4nnwuCRu9ZOECB/2Y1okUvRnDpHXt+7Jue4fz7nIOT+ec57/nXMpe7ZU59yl4aZzrnh+9Ts/V+dcQkk9pKM8P3dZbv4RdM45tBEIn/xTRkW4JPElYqbU8vaxp7y+cUdS9W8nYeLFkmMNOqnH0W4hUbM6knpQB7nxxzKJXji3ahtw8IcmLh8L/85dhYqVZOHCBUrQxY4VW/WEw/WQJ8+n7K6uXTpLnrx5pXz5j9HISpUqy8iRw9W6w3w9FC9ewvYz8DHA3/Y7t2+r77Exj7/DWH+gBCQoEVT7tllKwBlGA6hVMsACFtEQ1EuhhggLLJhBOEY+viTqhxt2J7C7jgiZ4SyICwY7+1jMYWGNBS0Wnljc+lWHhYUhUr3g6AcrciwScDEhAoTUOSs0KsfCFDs+EGVYzGKRChGN8RngMUTRINCw6IXYguOnUTAOsYVFOBbRiMbhNRChwnH0DYg8zAH+hdMlIkQQb5gvA0QvIBCwuMbiHMcejzumxkJA4IbICMQNRBbOIaTCGaClAyItWJDjOKJ3HQQj0ugcwcIfQssQ8gZ4fYzH+KDDcYUgdAX8nohuIX0Tcw5hj5o7/I4AQgoOqoicIV0U5xkiuEazdrSlQEQK0UOk9xnujMAQtHDsRF0HjGEQpUIUyT/XkSvngyM4Lrg+zP37AK4p7PrhvIEZCcYNAWqcNxgnBCNq6DB+pK6i5gxAnOFcg1g3G+RAwOG1jHYDrr6XM3DewikW7wshjWseETgj/RF1i0jfxfWK44yNBET7DJEaEBTNn1uePH0m0xYuk8cenpI8SUIZ0bODRP0vpfDeg0fyrelz4qGHhzRo1932/YJV69Utc7rUMr5/N5de0/Wx5VGvM33h0v9eJ5EM79nJbmzfOIzt53YfxwAWrlqnbpnTpZFx/bu79Jr+pVLVmspNcNK4EfLixXNJkzaD9Og3xC5CihQrGCIY5P++iDz19JSFc/9QhhlI4YJRiTmdrXzFqmqTYMbUCfL82TMl5Hr1Hy5x4sRzaVx3lm1QPZ9S9mgpoWLFkGfHz8iBir/I2/+MDcImiCvy4VMk/H+hQ0vKnq0lXJIE8u/zl3J/0y451qiTvPd8ZnsOUthS9cViMra883gid1dukfO9R4nXZ/QzrKzm7bVMHDdSXjx/LmnSZZBefQd5nzdTumuBgoXVPM6fg3n7mPrWq+9gp2mAX0qVqjXU+NB4G+NLmy699PE2vjvy1POpaXyFxPPpE5k352PmBdIt+/QdaPsMCBkqpJw6dUJWr1quPj9hhpEufQYZOmKMN4MR36hYtZY6534fN1ydc6nVOTdMQoUKbTd3MC8xyPd9EfH0fCIL585Q6ZfYFOjed5i3udu+Zb1Eix5DMmX9mPbvH+4s+e+c69VKGdtgM+BAuUamcy6Orb4TfItzrk8bCZf0v3Nu4y5V82Y+52DMoQRM/Njy7vETubtis5zrEbTOuUjZ0kuebXNs36cd/vHv2I3Zy+V4wy4SOk4MNXcGaPMBsZZ2RBdJ3LKevL55V0406S4Pt+xx+Vj4l6pVq6m5Gzdu7H/XQzrp17e/3dzdcZi77wsWFM+nnjJ3zpz/roek0rdvf7u/iRvWr5P58+fZvu/U8aMDepu27eyEHgk+fOMV2M4dhAQwEDgwaYF9PCFfyoPT9jWiVsLry7LevyoPQ8UVq3I1o/9rMAOTpCdc62ulg2/F9Tr0wOatl2u9/nRxLY3/o9WBRbKzvqdW6uRS6qJiVVKdte9rZzWSJ/N/Db7VOHzeuePrl5At5ddvWxHYWHc1QIgfYGcWPdqQIgebf0IIIYQQQoI6FHDEbUF6JdIvkZromD5JCCGEEEJIUOSLa+AI0QVqsIw6LEIIIYQQ4t7QxMQ1GIEjhBBCCCGEEDeBEThCCCGEEEKIdrzQg4X4CSNwhBBCCCGEEOImUMARQgghhBBCiJvAFEpCCCGEEEKIdmhi4hqMwBFCCCGEEEKIm8AIHCGEEEIIIUQ7H3QPwE1gBI4QQgghhBBC3AQKOEIIIYQQQghxE5hCSQghhBBCCNEOTUxcgxE4QgghhBBCCHETKOAIIYQQQgghxE1gCiUhhJh4EyKcZecj5L9vxKrceRVVrErKExvEyrz8EEqsSuJnx8SqvAgXQ6xMmLMbxapEeXVdrEoIC8/budSlxMokf3dO9xBIIEEBRwghhBBCCNGOl3yjewhuAQUcIYQQQgghRDs0MXEN1sARQgghhBBCiJtAAUcIIYQQQgghbgIFHCGEEEIIIYS4CayBI4QQQgghhGiHJiauQQFHCCGEEEII0c4HL90jcA+YQkkIIYQQQggh/uTx48dSp04diRgxokSOHFkaNmwoz58/9/X5LVu2lFSpUknYsGElYcKE0qpVK/H09PTX+1LAEUIIIYQQQog/gXg7deqUbNmyRdauXSu7d++Wxo0b+/j827dvq9vw4cPl5MmT8scff8jGjRuV8PMPTKEkhBBCCCGEEH9w5swZJb4OHjwo2bNnV/eNGzdOypQpowRa3Lhxvf1M+vTpZdmyZbbvkyVLJgMGDJC6devK+/fvJUQI16QZI3CEEEIIIYQQS5iYBPTta7Fv3z6VNmmIN1CsWDH59ttv5e+//3b5dZA+iRRMV8UbYASOEEIIIYQQoh0vr4AXXG/evFE3M6FDh1a3L+Hu3bsSM2ZMu/sgwqJGjaoec4WHDx9Kv379fE27dAYjcCTYcvXqVfnmm2/k6NGjuociZ8+eldy5c0uYMGEkc+bMEpQoVKiQtGnTRvcwCCGEEBIMGTRokESKFMnuhvt8onPnzmp96NsN67Yv5enTp1K2bFlJmzat9O7d218/ywgc0Ur9+vVl1qxZ6kLCBWOwcuVKqVSpknh5ubef7F9//SX9+/dXYfZXr15JihQppEGDBtK6dWv53//+Z3ter169JHz48HLu3DmJECGCug8fEAbhwoVTudT58uVT7kXZsmWT4H7ePHnyRJ0ngcnKdRtk8fJV8tjjiSRLklhaNmkoqVOm8PH5u/b8JTPnLpC79x9I/Lhx5Jf6dSVX9k/HbsiocbJ5+067n8mRNbMM7tPD32Nbvn6zLFyxVh4/8ZRkiRNK619+krQpk/v4/B1798v0+Uvk7v2HEi9ObGlar6bkyZ7F9jhe5/dZC+Tg0ePy/MVLyZQutXrNBHHjyOeAa3ntoomyd+tyefXymSRNlVlqNe4mMeMk8vFnNi6fLkf/3ib3bl2RkKFCq5+pVLeNxIqXWD3+4pmnrF08Uc4c2yceD+9KhIhRJFOOwlK+ZnMJG/47f41t7tw5smnjBnnx4oWkSZtWmjdvKfHixfP159auWS3Lli0VDw8PSZIkqTT9tZlyFjN4+/atTJs6RXbv3iXv3r2TrFmzSbPmLSRKlCj+GtuiedNl26Y18uLFc0mdJoP80qy9xImXwNef27h2uaxevkCeeDyWREmSyc9N2kiKVGltj9+9c0tmT58gZ08fl/fv3knmbLnUcyJHiery2BZv3iVz12yTR55PJUXCeNKhfjVJl/zjsXHk0o07MnnpWjl7+YbcefhY2v5YRWqXKWz3nBevXsvvi9fKzkPHxMPzuaRMHF/a/1RV0iXz+RzxiRXrNsnClWvUtZo8cSJp1biBpPHleti5d59Mn7f4v2s1tjSpV0dym66HQhVqOP25pj/VkZqVf/D3+L7WObdhw3rZtXOHXLx4SV69eimLFi+1/U1xlWUbtsm8VRvUZ0DyxAmlXcM6kjZFUqfPvXz9lkxbuELOXr4qdx88ktYNakmNciXsnrN843ZZsWmH3HnwUH2fJEE8+bnaD5Ina0b5HKw4d1HzZ5ek7RtKpKzpJUzcmHKoSjO5t3qb7z/zfU5JO7yzREibQl7fuCMXB02Sm7NX2D0n0a+1JWm7hhI6dgx5evysnGrTTzwPnnBpTOQTXbp0kXbt2nmLwPlE+/bt1TrDN5ImTSqxY8eW+/fv292POjY4TeIx33j27JmUKlVKvvvuO1mxYoWEDBlS/AMjcEQ7iDoNGTJEfagGBbBoA7ggCxYsKPHjx5cdO3ao3RoINwi6mjVr2onTS5cuSf78+SVRokQSLVo02/0zZ86UO3fuKIejCRMmKGvaXLlyyezZs7X8bsGZHX/uld+n/SH1alWX30cPk2RJEkmnnv3E44lz699TZ85K/2GjpHSJojJ5zHDJlzun9BwwVK5cu273vBxZs8iS2dNst24d2vp7bNv27JMJM+ZK/ZqVZdrIAWrR9VufwT6O7cTZ89J3xHgpW6yQTBs5UArkyibdBo+Uy9duqMdxbnYbNEJu37svA7u2l+mjBkqsGNGlXa9B8ur1a/kctqycKTvXL5BajbtLh4FzJXTosDKu36/y7q19WouZi6cPScFSNaTDoDnSqudk+fff9zKuX1N58/qletzT4754Pn4gleu1k+4jl0m95n3l9NG9MneS/3Yyly5dImtWr5LmLVrJyFGj1WdSjx7dbNeyM3bv2iVTp06V2rXrythx4yVJ0qTqZ7CxYDB1ymQ5cOBv6dKlmwweMkweP34kA/r389fYVi2bLxvWLJPGzX+TQSMmS+gwYaV/z/by1pd527t7m8yaNl6q1aovQ8ZMk0RJksuAnu3F88nHz9jXr19J/x7t1CZRr4FjpN+wifL+/TsZ3LezfPjwwaVxbd53WEbPWSGNqpSWOQM7SYpE8aTl4Any2POZ0+e/fvtW4sWMLi1q/SDRIkd0+pz+U+bL3yfOSp9mP8mCoV0ld8bU0nzAOLn/+NOcusL2P/+SiTNmS/0aVWTqyMHqWu3Qe6CP18PJM+ek7/CxUrZYYZk2arDkz5VDug8aJpdN1+qyPybb3Tq1bKrm7/u8ueRz+FrnHNLEsmbLLtVrOBecfrF1798y9o+F8nP1CjJzWG9JniiBtO03Qh57PnX6/Ndv30jcWDHk17rVJFrkSE6fEzNaVPm1blWZObSXzBjaS7KlTyOdhoxV4i+ozN3/woeTp8fPyclWfVx6ftjE8SXH6snyaOffsid7BbkybpZkmNxfohfPb3tOnGqlJc2wLnKh/wTZk7OSPDt+VnKtmy6hYri+yUI+iTXUmJlvvgm4GDFiSOrUqX29hQoVSvLkyaPOocOHD9t+dvv27epzFGs13yJvJUqUUK+xevVqdQ77Fwo4oh0UfGKnwqdwNsLKjmmFo0ePlsSJP+30YqekYsWKMnDgQIkVK5YqKu3bt6/aCenQoYPKR4aQgiByBMIqb9686gKCO9CuXbvsHofNa+nSpdVOHF77xx9/VDnL5hTBFi1aqDTB6NGjS8mSJdWu4C+//CI//PCDTJkyRY0f423UqJGKOC5dulQWL16sfh6LAFz8GC++NofR8XtgbvCzuNjxc7CsxfuZBe+ePXukQIECqqdIggQJVE8RjMEAP48c61q1aqlIH3YqIQjN4EMI48MHFz7cihQpIseOHfN2HObMmaNeDykIEKLYRTLAe9arV0/NVZw4cWTEiBHe5ht/JH/77Tc1BowFH3I7d36KQsFSF7/3pk2bJE2aNOq1sEsFIWuMA3O4atUqWyoDfh5/vDEveF8cS4hh31Ik/MvSlWukTMliUqpYEUmcMIG0adZE/QHYuMX5Luvy1euUOKtRuaIkShBfGtStJSmSJZGVazfYPS9kyBASNUoU2+07f+6Wg8Wr1ku5EoWlTNFCkjhBfGn/a0MJEzq0rNu2y/nvsmaj5MyaSWpVKi+JE8STRnWqS8qkSVQUD9y8fVdOnbso7Zv+LGlSJJOE8eKqr9+8fSvb/tzn7/FBEG5fN09KVflFMuUsLPETp5SfWvYXT48HcuzAdh9/rkX3SZKncAWJmyC5xE+cSgm0xw/vyPXLZ9TjcROmkMYdRkrG7IUkRuwEkipDLvmhVks5cWiXEnuujm3VyhVSo2Yt9ccYO/Pt23eQx48eyb59f/n4cytWLFfnZfESJSRhwkTSokVLNeebN2+yXQv4utEvjSVT5swq+t6mbXs5c+a0nD17xuWxrVu1WKrUqCc5chdQQqxFu27i8fiRHNz3p48/t3blIilasrwULl5WEiRMosRfqNBhZPuWderxc6dPyP37d6V5266SKHEydWvetptcvnhWTh4/4tLY5q/bLhWL5JUfCuWRpPHjSJeGNSUMFiM7nZ8fiKK1rlNJSuTNLqGcFOpD4O04cFRa1a4oWdMklwSxY0jjqmXVv8u2+Py7OmPJqnVStkRRKV2ssCROGF/a/dpIwoQOJeu37nD6/GVrNkjOrJlVJA3XasM6NSRF0iQqimcQLUpku9ueA4ckS4Z0Ejd2LPEvX+ucAxUrVpLq1WuoBebnsHDNZvmh2PdSrkgBFSnr2KSehA4dStZuc34M0iZPKi1+qiHF8+dSn2XOyJ8js+TNlkkSxI0tCePGlqZ1qkjYMGHk1PlLQWbuHmzaLed7jZZ7q7a69PxEjWvKqys35UzHIfL87GW5NnGe3F22SZK0/hT1SdKmgdyYvlhuzlouz89ckhPNesm/L19LgvpVJCiDve2Avn0tsEbBeYX13oEDB2Tv3r1qHYK1keFAeevWLXVO4XGzeMPfiOnTp6vvUS+H27///uvye1PAEe0glRDCC9arN2/e/OzXwa4HemugB8fIkSNVWmK5cuVUuhLcgJo2bSpNmjTx9h4QeAiX//PPP+oPQvny5eXRo0c2UQMhkyVLFjl06JCyi713755Ur17d7jUgKLCTgov3999/l82bN6vXgFBxBK+fMmVKWbBggfoewiRdunRqDPja2c+Yadu2rRJN6DliRO/wAVKlShU5fvy4LFq0SAk6fIiYGTZsmGTKlEn9nkhXRTTQeA1QrVo1lQqwYcMGJSizZs0qRYsWVakABngvpC2i1wluELuDBw+2m0vcB3GFOYCwOnLEfkGIcSGldOHChWq8eF+M/8KFC7bnvHz5UlnwQizieF6/ft02L/gX82+IOtwgwMeOHat2siCMkYo6b948O5H/JSD97fzFS5I106eUH7hMZc2cUU6fO+/0Z06fPS/ZMtunCGXPkllOnz1nd9+xk6ekSt0G8lPTljJ64mTxfPrMn2N7L+cvXZHsGdPbjS1bpvRy6tynOTWD+7OZng9yZsloe/7bd+/Uv6FMKR14zZAhQsjx0/bjd4VH92/J0ycPJXXGTzuSSHFMnCKDXD5/3OXXefXyY3PU8BEi+vqcMOEiyP/+51qFAP5oYjMkc+ZP6XLYWEiVKrWcPXPGx/Ph4sULdj+D+cH3hji7eOGC2kAyPwebKzFixFTW065w/94dlQKZIfMnh7Pw4SNI8lRp5NzZUz6O7fLF85Ixcza7sWXMnF3O//czeM438o1dyg4+v7755ls5e8rv4/Hu/Xs5e+WG5Eyfyu498P2JC1fkc/j33w/y74cPEiqUfRpR6FAh5ei5S/66Hs5duizZMmWwGxu+P+3j9XBeXS9mcmbJ5OO1/fjJE9l/6B8pU8w+BdRVvtY596V8nLurkj1jOrv3yJExrZw8fzFA3gPHecuev+X16zeSPlWyIDN3/iVy7szycLv9ZseDLXskSu6Pm9XfhAwpkbKmk4fbTKLUy0sebv9LIuf+9HsERT7INwF++5pgrQGBhvUS2gcgmwob9+bzD2sSrGsA1kRYk544cUKSJ0+uNp2N240bH7NgXIE1cMQSoN4N0R2ILuxIfA6IsmERjw9m5LUPHTpUXTBdu3a15UBDbEDcYHfELCggfsCkSZOUSMMYOnbsKOPHj1fiDQLTYMaMGWohdv78eSXEAHbX8X4GRm0WdmecgYsdPw8QYYNrESJNfuVMGz9rmLAARJkQlTOMQjAWzAPSN/H7GKF51M8ZdYYYN8TmqFGjpHjx4mpOsDsEAWekFUBA4fdA1M9wR0JaACJkyNkGiEZu27ZN9TBBeifmbe7cueqDzBC2iHwaQIghCop/jd0pCDLMOe435hkfeBDC6I9iHCNEKAHmCZFGRPLM84XXxO+OD09E5RCBCyggqvC7R4kS2e7+KJEjyY2bt3xc5OFx++dHVvcb5MiWRQrkzS2xY8WU23fuyvQ586VL7/4ybthAuxpJX8f27Jla+Dq+V9RIkeT6zds+ji2q49giRVL1QiBR/LgqZXLKnIXyWzNE88LI4jXr5cGjx/LoM1KdPT0+RqwjRv6UHqy+jxRNCTtXwPwvnTlUkqXOrCJvznj+1EM2LJ0i+Yq5vkNtRLIdjy2iwD6ldWPHFOOJ7ORnjD/A+NkQIUJ6q6HB+7iaLv7E4+NGUuTI9jVzkSNHlSdPPm2smHn21FM+fPhXIkW2T7OKFDmK3Lp5TX2dInVaCR0mjMyd+bvUrtdYvMRL5v3xu/o5j//e09dxPX2uzrmokezrDKNGiihXb9+TzyF82DCSIUUSmb58gySJG0uiRo4om/YekhPnr0j82DFcfh3P/46Nt/M7sl/Xg/dr+7GH85TLTdt3SbiwYaRAnpzyOXytc+5LefLfZwnm3vGz5Not1xz1fOLStRvSuOsAefv2nYQNE1oGdWyhInxBZe78S+hY0eXNPfvPPnwfMtJ38m2Y0BIySiT5NkQIeXPf/np8c++RhE/lvB6R6AFrz/nz5/v4ODaSzSUzyNoKCH8HCjhiGVAHh2iXXxEon0AUC+LNAOmOSIk0wIIY9WWOBaeIuhlASKGfh7FDjhRC1K85K2RGNMoQcD6ZinwNExbjNQ2TE4wRkSzsApmfgz9YV65csYlI8+9pfI9UVOM1IMDM9XcAxiv4Pc0fRIZ4A9gxMuYTz0MaoznvGx9s5iJx7DghRcCYNwOIMfN7w7TFEG+O7+MTSKOFGMX7ITqH6CvSFPxrLYw0wdChQklgUOT7T/UOSRMnkqRJEsmPvzRXUTlztC+wwXXQv1MbGTJ+qpSt21j+919EL1fWTC79/IHd62TBlE+1Xr92Gf/FY1o0baDcvnFJ2vf/w8fI28SBLSR2/KRSrnpTH19nx47tMn7cWNv3vft83BiwAn/u2CyTJwy3fd+l15Cv8j6RIkWR9p37ytSJI2TDmqUq8pavYFFJkiylnXlSYNO3eT3p+/s8KdO8uzrnUiVJoFIuz16xrxvVzfqtO6VYwfwuf05Y+ZwLLBLGjSOzhveR5y9fyY59B6X/+GkyoW9nP0Uc544Q51DAEcvw/fffq/oxRMrM7j8QZY5CCBEaRxwdfLAQcXafq0X6AKIGKY8Ql45AVJhTOMwYAgVCEOl9juB+2MZ+Doa4TJIkiW2MSA1F3ZsjCRMmdOk18Rr4fcy1aOZdSoOAmE8IaaRoOkaYzCLZ2fv4JYaR8gnBihTQrVu3qjRL1FcigugTiF726WNfdN62xa/SrmUzu/siRfxOnYce/0WoDGCKENVhV9cAO/qOpgkeTnb6zcSNHVsiRYwot27fdVnARfruO7XYdXyvx56+j+2x49gcnp8qeVKZMXqQcqBEKmDkSBGlSYce6n6/yJijkEqPNHj//qO5wNMnjyRSlE/RlKeej1Rtmyvi7cTh3dKu7wyJEs17zdHrVy9kfP9mEjpseGnScZT8L4TPbl65cuVW6VYG7959HBuObdSonzYRkD4NlzFnoEYU58MTh/MBPxMl6sdoGVK3YQyCc958buN9fHKhzJ4rvyQ3OUXCHfLj63pIlKjRTe/zWBIncR6F/C5iJPn22/+Jp0OEDgYmkaN8+v0yZc0p46ctkqeeT9S1GD7Cd9KobgWJFftjZNw3IkeMoM45R8MSGF34ZFDiCvFjxZApvdrIq9dvlCNl9CiRpMuYGcr8xFUi/XdsvJ3fflyr5sj4p+d7N+U4fuqM3Lh1W3p1aO3ymALrnPtSIv/3WfL4yVPvnyVfcFwB6uPix/l47aZOlljOXLwqi9dtkU5N6weJufMviLYhCmcG37/zfCYfXr+Rtw895MP79xI6pv2mauhY0eTNXdeyFkjQhjVwxFIgxXHNmjWqRsoAphrIezcv4AOyd9v+/fttX2OhCnFhRK0gCuAAicgTcpXNN0fRZgaRH0SfnJl4oE4L9V4wFPkcEDXDHySIE2OMp0+f9jY+3FDX4uz3NL43/56YY0ReHF8DxiyugIgZhBdyuw2Q0mKkigKkoyICh2ia4/u4kj5qgN/LWbEv5qVGjRrKbQy1gMuWLbOr4XMEmwWenp52t+ZNGnl7Hn6vlMmTyT/HP9k3Q7j+c+y4pE1lH000SJs6pRw5Zl9PdPjocUmb2mfB8uDhI3n67JlE88eiAgujlMmSyOHjp+zGduT4KUmXyvkiH/cfOX7S7r6DR084fX6E8OGUeLtx+46qLcqf0+8WFmHChpeYcRLabnHiJ5OIkaPLuRN/20XMrl44IUlTZvTdQn/aQDl6YLu06T1Vosf6lI5rfh04UyJd8dfOY1S7Ad8wWnIYNxgaQFAdO/bpM+Xlyxdy7txZSe1DCjTOh+TJU8hR089gzvG5lDr1x59JniKFup6OmT6rbt68IQ8e3PcxtTpsuHASJ2582y1+wsTK1v/k0cN2Y7t47oykSp3Ox7ElTZ5SThw7bDc2fJ/Syc9EjBRZiTc8/tTTQ4lIv0AtZOokCeTgyXN273Hw1HmVBvmlIMUO4u3p85ey//gZ+T77p80AP8cWMoSkSpZUjjhcq4ePn5S0Pl4PKb1dD4eOnnB6ba/bukNSJksqyZO4Xl8bWOfcl/Jx7hLL4ROn7d7j0PEzkt6XFgyfwwevD6rmLqjMnX95sv+oRCuS2+6+6EXzisf+j2P0evdOPI+ckuhFTJkz33wj0QrnkSf7/5Gg3sg7oG9BEQo4YikyZMig6rlQw2XOF37w4IGqMUOaHtwTEWUJKPB6sPyHG2Xz5s2V6Pj555/VY/geAgBi6+DBg+r94Y6IXm6+uQVB3E2ePFmZeaB+DCmOqFlDjRiii1WrVvVmhOIM7BBCWF27dk0ZjuDnkGuN2jYjMtapUyfVbw51YviDBHGI93U0MUHNG+YQggq/85IlS5SRCYAYREolnDxhPoKx4jW7deumzFtcAVGGhg0bKiMTGMrAvRO/qzmtFZFJHF84VS5fvlxFzFB7h0jYunUfHfJcAYIac4rCYDiCIiIL4xoYw+A44nfE7wdRaI4gumQt7ENaVNWK5WXdpq2yadsOuXbjpoyeOEUV4pcsVkQ9PnjkWJk2a67t+ZV/KCsHjxyVxStWy/UbN2XW/EXKCKViudK29NTJM2Yps5O79+4rsdej/2CJGye2ZM/qv2bu1SuUkbVbdsiG7bvl6o1bMuL3Gcruv0zRgurxAaMnyuQ5Cz/9LuVLyd//HJeFK9fJtZu3ZMaCpUqcVS5Twq5P3D8nTsvtu/fkz78PSftegyR/zuzK7MS/IIJapGwd2bBsqhw/uFNuXbsgs8Z1V9G4TDk/zh8Y0/sX2bnho7kPWDhtoBzYvV4atB4socOEV7V0uL1989pOvL15/UrqNustr16+sD3ng4tuXhhbhYqVZOHCBbJ//z65euWKjBg+XKJGiyZ58nyKnnft0lnWrFlt+75SpcqqD9XWrVtU/eWECePk9ZvXUrx4CdtnQIkSJWXq1CkqRRnX5ahRI9Ui09VFI8ZWtkJ1WbZolhz8e49cu3pJxo/sL1GiRpMceQrYntena2vVasCgXMUasm3TWtm5bYPcvHFVpUpijgoXK2N7zo4t65SpCfrB7d6xSUYO7qneK15816L2tcsWkZU7/pK1u/bLlVt3ZfCMRfLqzRspX/DjorTXxNkyfsEqO+OTc1dvqhu+fuDxRH194+4D23P2HTstfx09LbfuP5S/j5+Rpv3HSOK4seSHgvbp335RrUJZWbt5u2zcvktdq6N+n6au1dLFCqnHB44aL1Nmf6pZqVK+tBw4ckwWrVyjroeZC5bIuUuXpFLZknav++LlS9m1d7+ULf7pnP0cvtY5B/D3Cn+n7tz+WO+Hz3J8b3YL9o2a5UvI6q27ZP2OPXL15m0ZNmW2vH7zRsoV+Sjs+46dKpPmLrE3UbpyXd3ev/9XHjzyUF/fvPOpFhLP/+fUOblz/6GqhTO+L/F9niAzd2gjEDFTanUD4ZLEV1+HSfAxUydV/3aSaeanTJ5rUxZKuCQJJPWgDqqmLVHT2qptwJUxn1LEr4yeKQkaVpd4P1aUCKmTSvoJvSVE+LByY9Zyf88bCXowhZJYDphVIHpigN3qiRMnKoMLWOHDcAR1cmaXny+N+uEG8YNIECJkRtQJO34QPhBJiKqhXgrmGKixMgsTZ0BsoX4OBh+w+H/9+rUy2YAoguGIK7UmEIoARiSw3YdBBwQPImYGGTNmVM6PeF28D6IWiIYhEmUGLpcQY0gZhFCB4EHKKsBY1q9fr14D7wnBDPGDtFbUEroKnC6NtFPUyuE9EdUyA7MS9MLDY7DXxVznzp1b1ay5Cix7ke6JekW8H+YZ7weBioUyUsJy5Mihfie/jpOrFC6QT/0uf8xbqNJ3kiVNIoP7dLelZd1/8NDumKZLk1q6/dZGZsxdIDNmz5N4ceNI324dJUmijwtkjOvy1WuqkTfSFBF1y54lk9SvU8vO/dEViubPI088nyohphoXJ0kkw3t1thk53HvwSNU5GWRInVJ6tmsu0+YtkalzF6nGxQM6t5OkiT41h37k8UTGz5irUiujRYkiJQvll5+qV/7s+StesYG8efNK5k/uKy9fPJNkqbNIi+4T7SJmD+7dlOdPP6U5/bnpY6uN0b0a2r3Wj837qvYCNy6fUVE80KuF/fnTb+J6iRbTNZOEqlWrqetz3Lix8uL5c0mbLp3069vfLoJ9585teWo6l78vWFA8n3rK3Dlz1KYP0rf69u1vlx75S+Mm6pwYOKDfx0be2bJJs2b2Gyt+UaFKbdW3bfK4YfISjbzTZpBufYdLKNO83bt7W5mXGOT7vqhKjVw0d7pysUycNLn6GXOT7lu3bsi8WVPk+fOnEjNmbKlc/Ucl/FylRJ5sysxk8tJ18ujJM0mZKJ6M7dzclkJ59+Fju+vhgYen1O3yybF27tpt6oaWAZN7fjRgev7ytUxYuFr1fYsYIZwUyZlZmtUoLyFCuGboY1CkQF558vSpzJy/+L/rIbEM7dXFlr587+Ej+cb0uZA+TSrp0b6lTJ+7SKbNWSjx4saW/l06SNL/rlVzfzl8vhb9Pp98KV/rnNuwfp3Mn/+pHrpTx4815W3atrMTKz5RLF8ueeL5TKYuXKnSUFMkSSgju7f79Fny8JF8azquDz2eSP3fetm+n796o7plSZdK1bgBD89n0m/cVHnk4Snhw4VVveVG9WgvOTOlCzJzFylbesmzbY7t+7TDP5qn3Zi9XI437CKh48SQsP+JOfDq6k05+EMTSTuiiyRuWU9e37wrJ5p0l4db9nz6HZZsUD3fUvZq9bGR97EzcqBcI3nrYGxCgiffeH0NlwVCiKVAxAqi0XCqJD5z87x9KpWVCPmvz82bdXPy/ectxgKDROE+9hC0Ki8/+JyOrZvEzz71grQaL8K57k6pgxchnTe2tgJRXln3mvAI+0noWI1zqUuJlSn7zv9tXqzGlmMB/3eueCbfU+vdEaZQEkIIIYQQQoibwBRKQgghhBBCiHa8vnLj7aACBRwhwQCj6TchhBBCCHFvmEJJCCGEEEIIIW4CI3CEEEIIIYQQ7XygtaJLMAJHCCGEEEIIIW4CI3CEEEIIIYQQ7Xh50cTEFRiBI4QQQgghhBA3gQKOEEIIIYQQQtwEplASQgghhBBCtONFExOXYASOEEIIIYQQQtwERuAIIYQQQggh2vkgNDFxBUbgCCGEEEIIIcRNoIAjhBBCCCGEEHfBixBCSIDz+vVrr169eql/rYiVx8exBb15s/r4OLagN29WH5+Vx0aszzf4n24RSQghQY2nT59KpEiRxNPTUyJGjChWw8rj49iC3rxZfXwcW9CbN6uPz8pjI9aHKZSEEEIIIYQQ4iZQwBFCCCGEEEKIm0ABRwghhBBCCCFuAgUcIYR8BUKHDi29evVS/1oRK4+PYwt682b18XFsQW/erD4+K4+NWB+amBBCCCGEEEKIm8AIHCGEEEIIIYS4CRRwhBBCCCGEEOImUMARQgghhBBCiJtAAUcIIYQQQgghbgIFHCGEEEIIIYS4CRRwhBASQNy4cUNu3rxp+/7AgQPSpk0bmTJlCufYRS5evCibNm2SV69eqe+9vLw4d4QQQogJCjhCCAkgateuLTt27FBf3717V4oXL65EXLdu3aRv377a5/nIkSNy4sQJ2/erVq2SihUrSteuXeXt27dax/bo0SMpVqyYpEyZUsqUKSN37txR9zds2FDat2+vdWwkaMINl4Dj33//laNHj4qHh4dYBXymnTt3Tt6/fy9W5smTJ7qHQNwQCjhCCAkgTp48KTlz5lRfL168WNKnTy9//fWXzJs3T/744w/t89ykSRM5f/68+vry5ctSs2ZNCRcunCxZskQ6duyodWxt27aVECFCyPXr19WYDGrUqCEbN24U3cyZM0fy5csncePGlWvXrqn7Ro8erUSwVRaBI0aMkEaNGqnbqFGjxNPTU6zAn3/+KXXr1pU8efLIrVu3bPO5Z88ereOy+oaLlecOmQXTp0+3ibeCBQtK1qxZJUGCBLJz506tY3v58qXa+MHnSLp06dRnCmjZsqUMHjxY69iGDBkiixYtsn1fvXp1iRYtmsSLF0+OHTumdWzEvaCAI4SQAOLdu3cSOnRo9fXWrVvlhx9+UF+nTp3aFlHSCcRb5syZ1dcQbd9//73Mnz9fictly5ZpHdvmzZvV4iZ+/Ph296dIkcImmHQxadIkadeunYoMQihhwQoiR46sRJxuDh06JMmSJVOi7fHjx+o2cuRIdR+irjrBeVWyZEkJGzas/PPPP/LmzRt1P8TlwIEDtY7N6hsuVp67pUuXSqZMmdTXa9askStXrsjZs2fVRgwEsE66dOmixBCEZJgwYWz3I8JvFk86+P3335XIBVu2bFG3DRs2SOnSpaVDhw5ax0bcCwo4QggJILDbiz/Q2DXHH+ZSpUqp+2/fvq12WXWDerIPHz7YBCYECcCC4uHDh1rH9uLFC7vImwHEiCGKdTFu3DiZOnWqWpj+73//s92fPXt2u5RUXWDRjM2Cq1evyvLly9UNC+py5cqpSIlO+vfvr64JzF/IkCFt9yOaqVtcWn3Dxcpzh8+L2LFjq6/Xr18v1apVU+nPP//8s/ZrYuXKlTJ+/HjJnz+/fPPNN3afz5cuXdI6NkR6DQG3du1aFYErUaKEyoA4ePCg1rER94ICjhBCAghEkCZPniyFChWSWrVq2XaoV69ebdvp1wkEBxaFSMHatWuXlC1bVt2PxX6sWLG0jq1AgQIye/Zs2/dYeEFsDh06VAoXLqx1bJifLFmyeLsfi38ITytE4Dp16qRSUA3wNRaFeEwnqEFCpNeRSJEiaa/9sfqGi5XnDp8Xp0+fVtFopDgj/dRIXzRvcujgwYMHEjNmTG/341o1CzodRIkSRdVeAswbooLG5poR2SfEFT592hNCCPls8Ac4adKkqt4CRfP4Q23QuHFjp9GlwAbpfnXq1FE71IgmJU+e3JYOlTdvXq1jg1ArWrSoEhwwH4D4OHXqlIrA7d27V+vYkiRJogwaEiVKZHc/FmBp0qQR3USMGFGdd4gcmcFC8bvvvhOdIEoDZ9HEiRPb3Y8aLlwvujdcKlWqJMOGDZOffvrJchsuVp67Bg0aqOhRnDhxlCgyhMjff//t7TzUsVG1bt06VfMGDNE2bdo0VUuok8qVK6vaS6SGw7gJqZMAKbLG5zEhrkABRwghASTg8AcYogN/nM04LsB0kTFjRqfpTVjA6t41R/0RavSQ+gTR8fz5c7XYad68uVok6gT1bxjH69ev1XGG0cWCBQtk0KBBalGoGxi9wLRh+PDhNiEO0YuaGkSCdfLLL79I69atZcaMGWohjejWvn375LfffpMePXpoHRsi5UgFfPr0qSU3XKw8d71791bXLDYJkD5ppKLic6Rz585ax4b6QAgjRAixmTZmzBj1NeobkXmgE9Sp4u8B5g2bVhEiRFD3I2W3WbNmWsdG3AwvQgghAULatGm99u3bZ+nZ9PDw8Jo6dapX586dvR49eqTuO3z4sNfNmzd1D83SzJ071yt58uRe33zzjbrFixfPa9q0aV5W4M2bN16tWrXyChUqlNe3336rbqFDh/Zq06aN1+vXr7WO7cOHD179+/f3Ch8+vG3uwoQJ49W9e3et43IH3GXuXr165WU1Ll686NWoUSOvHDlyeKVJk8arTp06XsePH9c9LK9du3Z5vXv3ztv9uA+PEeIq3+B/ukUkIYQEBeDGhl1VuBZid9pqHD9+XKUpwj0RhheosUEqVvfu3VUKnrkGTcfYnIHIA5zkEiZMqN3MxKjxQXTQWY2NFcZmmDTAgdIKUSQDpMUiHRBzlzZtWlvkQSf37t1T0axt27bJ/fv3vTWNt0pNkhXnDnODSBdqCDGPiJ7jswSRQUSYEBEm3kGEEtE2x88PpFPiPqucc8T6UMARQkgAgTQsLKKRthMqVChl/20G9Vw6QZ0KejVBZCJNEVbbWHQhtQh1GRB1uvj2229ttSrGQtpsOAAXPqQKwiTGbA0eGLx69UqNyRBEaGuwYsUKtZiGgxxxT5Bmh42LFi1a2Gq5zFSoUEF0AkdHpP851jHCjAP1XUit1AX65M2aNUv9i1RPtGTAZwls+lFri1RPXcChE58XGTJkUN+jV+PMmTPV9YrUT3w26/ycg+CNESOG3f0QwKjdQzovIa5AAUcIIQEEekf55nIGowSdwL0OixtEZ8wCDoIkVapUqsZLF1hkwUkRdVuGgQRqzdCculevXkoUo7YGIg61XoEJRBrq8Zo2barc/zBXWASifgr91n799VcJbDAenG8wMMHXvoG2ArrAOYU2DGiYjSiX0cbCQKcdPq4BOFAavRHdJVpjWPjjmtAF6n2xmYKIvvmzBL3gYBTi4eGhbWw5cuRQnxVVqlSRy5cvK+GGawQ2/XDe1dG70bhG8TkHt1NzNgGibshAwOcKjJEIcQWamBBCSABRv359S88lFg3Odnix++u4IxzYDBgwQEUb0LjYADvoaOyNtCyIufDhw0v79u0DXcBBZMB8wHDsxOIZrnFotNyzZ08tAg5i3NgsgIjTbY/uE0ilQ5P2qlWrKmFupXGiH5cVq0hwjWJcuD179swu4ozFPvqu6U7hvXXrllPXRAh09NfTCT7PDFG+ZMkSKViwoMyfP18Z+9SsWVOLgMP1CnBMIXjN2RnYDMqdO7eKZBLiKhRwhBASQGChgAUrXNkc0yetABoVI+Vp8eLF6nssppFChsgXdqt1AndMR5t+gPsM50wsynQ0WEZarJHGBjGC3XSkQmHRheilDpASZoBInFVBs2IIDjSfthpYyCNSg0iSVZxiAWpUcW3ihubYjuD+Pn36iE4Q1UL00vGaxQaHs56JgQlEkhHpRYN2NLQ3BDuilzqvV5xnqLvEZhQhXwIFHCGEBBBYuOCPM+pT0CMJYg6LfKuAdEREQrB7j7ouCM67d++qlCdEwHSC3lGDBw+WKVOm2GpUsJOP+4y+Utj119FwHJEG9M5Dz7BNmzZJ27Zt1f1ICUT0SzdFihRRaZJY+DtGcipWrCjbt2/XNrZ48eJp70XnE0jHhTg3DF9QN2WFmlWkm0KE4Lgiyhs1alTbY7g2IJrixo0rOkHkGSnhuCYhlnD+wRQJRkgQ7TpBLVn//v1VzS/aBsBUCly5ckXL54cZpIMTEhCwBo4QQgIQ1KWgETAK/Dds2KAW/zAj+PHHH7UvHsyNgFFzAVc7mJoYTXh1AiMVRAgR2UK/OoDIG1LGsCCEEJ4zZ44SnKiTC0wQVYDJC8aCmh9E4QD6wO3evVsdZ51gzjAvjml1EJgQUDpT2jA3Y8eOVW6FziKsOsE16hu6a1YR3UXUCMfXiiACh4g+6t+MzxIIO93GPvhsq1OnjsouQA9HQzRhYw1uj0in1IW7OJ8S60MBRwghXwn8gUZECdEt/GEuU6aMtGrVSu2sE++g3mfevHmqhgWgqB/CyQoRHAgkpG9mypTJtqBGXR4icEaEUFfrBaSWIspmjtTgfIMhAtIDdbqLPnjwQEWjIXStFOVyJxAlhBhBOwEzxkYHEbvzHrVuqJ81N2c3DHVgDON4DgYmVnc+Je4DBRwhhHwFsLhH3cPChQvVIh8GJ0g3wu5vs2bNAt2IwwA7v8bur6MjoE5bcoPTp087XawiOqcDRK9Qz3j06FHL9fZz1nrBDMYNB0hEgHWB6C6OJ9KJEYF2XLDqjnKZF/eO55zu9FiI3wYNGvgY4bVCtAZz5uyzBH0bdQHTlzNnzkiSJEnEaljd+ZS4D6yBI4SQAAILGaT5QbhduHBBypcvLwsWLFDOisbCFUIONtI6BByMD5DyhBoRZ7u/OoHdN2rMkDaJcUGQmMena7GK3XosRq2wWHYENT2YJ9i3Y8PA7CSKWimkVCLioDs1Fj3BELm0GuinBgMfmPogtc4R3ce8TZs2qm3F33//LYUKFVK9B5GCh/ou1LPqBJ9v2BjA8TVjXLc65w4bLfg8saKAs6rzKXE/KOAIISSAgOU9DBGwsIFQc2bNj7Qn9CnSAeqQ4FiIejyr0bp1a7XgQnQQ/2LRivQ6HW0DHOnWrZt07dpViXNzmqJujJoyx+iHlUB6KQxzrEjHjh2VYQhMLnBNTJgwQUXJkXYK8xzdIC0WfcOw4YJoK4538eLFVWQQ9ZfoaaYLfL6FCBFC1adabTMIAhd1Zv369ZNs2bJ5c3zUGVm1qvMpcT+YQkkIIQEEUmMKFChg2fmMFi2aitRAZFqN6NGjqwUrBC56JmGcqIHDfRBx6Lum01304sWLKp0Si2jHBaHOZtRWTj8FMHxB5Bd1oKhLcqw/0rmYRmQVromIbmEcOI4wHYJQR+Qc7Q90gjGhzhELfZx3SL9GOwZEXtOlS6dq43SBa+Dw4cPa6j99w2z6YhaWVogOoi4Pxw1mV6wJJV8CI3CEEBJAWFm8gUaNGqlFIBpjWw0sqgyzEoi527dvKwGHhSvsyXUCK34r4yz91Lx41blgRbowgHunGSssphHhRfqpIZYMQ5X8+fNrac7uCM5/nPsQcEhBNaI2iKQj6qW7D5yunmp+gaiqVdHRRJwETSjgCCEkAMBuPXohIcUOxgNp0qSxPebh4aEaZevsx2UYNcAVE81tEelyjIaMHDlSa90K7MiRPpkrVy4ZOnSoquPCeI1Fti6s3rvJMf0U0UvUdFkh/dTKi2mcV4hmIRKHSBJq4XLmzClr1qzx1lNP13E1GtfjHIQYhksrrgtzI3cdDBkyRKWgDhw40HKRVfS3tCpWMe0h7g9TKAkh5AtBVKtevXpqgeXp6SmHDh2SadOmqV5EAMYDaLyr2xShcOHCPj6GaIhOgYkG2TCVqFy5skpXLFeunGongLTPRYsWWaL1AlLG4G4HkMKG1EorYOX0UyszatQoZfKC1h7Y1IDpECKDSJXFZgYElJVA6t3Zs2eV4MQxt0KaomPtmxUiqwDmL9OnT7e7XlGbjOtDN5cuXVICHP+OGTNGmQ3BaRTHFeMkxBUo4Agh5AvBQh5RNywEAXbysVjAH2fYp1tFwLkbSGlDzYhugwS4i9asWVN27txpi8xggQhBjDYRzsxqAhPMEeq3EH1DfSM2DzA2LBARHdFZK2X1xbQZ9Msz6uCs3GMNKbNNmza1NZTXwa5duywbBcMGGpx/0UYDEVVw8OBBZaaDOUPDcZ3zhl5wqGVEb0RcE4gEwzQH4166dKm2sRH3ggKOEEK+kAgRIqj6I7NtNVLHYB4xbNgwVZ9EAee+1KhRQy2aYXhhpMbCMATpUFjsw/BCd+0lIm2o1UPjc6Tsdu/eXaWfImp48uRJbWOz8mLaXUGqMeaNG0I+Xw+4LqdOnaqcMgFMQ1ADjOsYwkkXefLkkWrVqkm7du1UzS+OpdEGBNkHN2/e1DY24l5QwBFCyBcCcYb6t9y5c3vbbUUqIFKxYPutY8GFRQFaB6AmBV/7Bn4H4h1EipBi59j+AYuuEiVKqAiTTnxLP0WE0NFAJDCx8mLauEZRJ2hEB2HO0aFDB0sbEukScHDERK0q0ifxtW/ojGBiswBpw44Omdh0QUsGnRFp82afWcAh+ovxok6ZEFegiQkhhHwhiCyghsFRwCGNCIYIWFDrFB9GCqLVUtbcBfRZczRpALjPCj3YEOEygFhCnZRV0k8RgTOLN4CvYYCBxbRO5s6dq1KfIXyN9Oc9e/YowYtND0QzyScyZ84sd+/eVTVb+NrseGpGdw0cNqvQTsNRwN24ccPmdKsLpGDDmMaxyTgEZ7x48bSNi7gfFHCEEPKFtG3bVv766y+nj6HHFEQc0u90YHar0+1c567AQAVRVKRKItoK0PAZx11ndMs34IaKhSL6r40fP17bOKy8mMbcwO0Ux9EAQg4GJmgCTQFnDxw7jXpPfG3llGfUHiOymjdvXnXf3r17VWS1Vq1aWseGWtpOnTrJkiVLlNDFBhDGhsbjMMIixFWYQkkIIcEcpEMhGuLYAJp8EhuoZzx16pQkSJDAdh/SyVavXi3x48fXNlUYE+otYS1fvXp1tcOP/lz9+/dXfcOQnoXn6AKCaMWKFU4X02itobMvVujQodXcIGppBmmoOLa60tlgiuRb5BQpgBcuXLBkDRwMf2Ci07VrV21jwOcYzi/0y0O6rhEtR28/mIXguOscW/PmzVWEF8cP0Wj8i80C3AdXVEJcgQKOEEICEOyoYgGIhYxjet33339vyblGHQYWjVZIB7QqSBVDHRzSEwHMTIoVK6Z1TBCPVatWtS1SIdaQrgghly1bNmnTpo2tkbYurLyYhnDD2Jo0aWJ3P8Y6YsQIJZJ00KdPH7ftT6jTYAVRQXNqIoQunFgB3FnDhQsnVgFRaZgLPX/+XH32pkiRQveQiJtBAUcIIQHE/v371U7qtWvXvNWG6K4L8Q262jknUaJEKn0Slvz4V2ekzafaS9iRI90PUQ8428Gif8aMGd4MV3RjxcX0pEmTlMhFSwNzdBCRELQAcRR2xNqfJTBXwTVrXK/4l3VlJKhCAUcIIQEECvtTpkypdtDjxInjLQ3KqiYiFHDO6d27t+r99vfff6tIEnb3sShE3RtqG2PHji06wfmENgGIJGHBjGjWxo0btUcGzaCxPcaGmjwzMFlB+hhq5HSC9E5E2wwXSkRWEZWrUKGC6AatFrARZIhdbAxhvHDKhPupFdH5WYJr1bgZ1yyi0oaYwy1WrFiBPi5srLgK6i8JcQUKOEIICSDChw+vFjCONTW6efr0qZ81cHDMtGqEUDdv3rxRkRksDGE7j8Xhu3fvlFjH4nDChAlaxoWIg+EKCMy25FYBTYvLly8vzZo185amiBTQ9evXi9VAWwiMS7eJCUQaHDLRtBtjSpUqlap1RI0jFvpIQ7UaVtkMQv0ijKUMQYeWH7hmYaYT2DWhEI5m0Cwe6cQ4ngAtP1D7hrTn7du3B+rYiPtCAUcIIQEEFvOwR9ddd+Rsoe+bKQJ2+a2c4mk10CgbUZtx48apGhZd84bjOmvWLFtkFw57MAVxjDLAgEUXiLxB/BoN0A1QS4j0z0ePHonVsIoIiR49utowQFosUmRxvsFuftmyZdKzZ09b1NBK0aQHDx7I/Pnztc+dAaJwOP/Q5gWmPjqvVwDhDUGJ6xZtPozPE7SzQO/B9u3baxsbcS/YRoAQQgKIli1bqj/AiIpkyJDBW+8wXc1t4VJIvmwRuG/fPrv0LNTWwEAEkUud/PTTT3bfO9Zt6RbmiF4a5iVmEA1BiiDxvW7QaLWwefNmFY2DaEe/SaRT6gAC0i90mjXhWkUtMj7zjGsVzrEYE9pp6L5esfGDY2mIN4Cv4RqLiCsFHHEVCjhCCAkgYIsOYIpgYDS71bmQ1r1ocVf69u1rWwTCHAGLwMaNG8u8efNs/eB04g6uoTBamTJliooeOaZQImWM+AxSsVeuXCmVKlWSTZs22frVweFWV+2glTeDkAGBaxW1qvjMw2YGooGoR7ZSOjuilI7gvmfPnmkZE3FPKOAIISSAsGJzW7/q38zoNpSwoolJwoQJ1a55tWrVJFq0aGJFdu/erVwUYQpiBhsGSB/TGRFBZAGmKkhLNJqeb9u2TQ4ePKgiEcRnkCaJOjyjYXyePHnU/Zg3WM/rwqglW7t2rbfUWJ38+eefSqxByMFkCCLOatcsxDjSJfGZgs0NANEJ4xxEWAlxFdbAEUJIEMav+jczVqlbsQqIehipWEgdg2mJsTDELUaMGGIFYIBw584dm5mJAerLcJ/u43r06FEZNmyY+jds2LAqlbhLly7ael+NHTvW18dv3bqlGo/rnjeAdGwc20yZMqlrGcCQA5stEFG6QAox+iJaScC9ePFCiThcr7hucb7hmsW1aly3uq9ZpMX+9ttvqtUHhDDAxkvDhg3VNQIjLEJcgQKOEEK+ADjpwWkP9W742jd0mEnABMHg6tWr0rlzZ6lfv75tNx+1XSioHzRokLd6KvIJpDdhcYj5xOLQcBuFwxxqa3SChf29e/e8LU7hbpc9e3Z/RWGDA+Zmz1aOqM+cOVNq1qypRK/VGDhwoDq/YK7iGPm10jW7Z88e2yYMrllsGqCBthXEprkvIoUb8S8UcIQQEkBW7sYOudMPWwu4PCINq1GjRsqt0AzqRFCnhEUO8R0cQ0RAINYnTpyo1dXOSLlatWqVcj5FHzjzONEeAlbl6A2nu1bv4sWLqnbLsW5PZ3qn1YGbKIxekL6LCI3RbNwqqYBIhY0QIYIybHIUIMuXLxfd4FxDqi4EHG4Qc2gvoPtzmJCAwJrbJoQQ4iaYF6RWN5VAtA3mEY4gSgNhR7yDY3ro0CHbLj5qyrB7Hj9+fLWIdezxFJgY7QNgkgO3QnOkBv3C4Fb4yy+/iE7gCIg6LrgmYpxW29SwMkjlXLNmjfzxxx8qBRD9/VA/hUi57ibykSNHtpk2We1aNVIojWsV6Z64TtGvUef1CjCewYMHK/HrbEPj8uXL2sZG3AtG4AghJJiAaEyFChVk6NChdvejdx2iOOfOndM2NiuC1Fg0A0YqFlwnsfjDQhr/WqlZdp8+fVRdjRXTsDJnzqzqkDBGGEw41mMaItQq9W9mWrVqJVYBKbJz585V6c7ooYeIK6JyaJLuW+Q/OIG6QAgkiFtco8b1ihRFq4DsB6Rh//jjj06vh9atW2sbG3EvKOAIISSYLA7Xr1+vds1Ru5UrVy51H9IBL1y4oJoDlylTJtDHZGWw2DIWgroMN/wDdvQNEQ6x7mhqogOISqNe0Ir1b7Bvh7EEIkrgyZMnEi5cODV3VouGwK0Q5hcQcVj8owE0eoihVg5CJbBBii7q4IzzDamUOkGjblyr2DCwKjjP1q1bp5rYE/JFeBFCCAkQEidO7BU+fHivb775xitKlCjqhq9xHx4zbkmSJNE249evX/fq0qWLV6VKldSta9eu6j7iM7NmzfJ6/fq1t/vfvHmjHtPN06dPverWresVIkQIdb7hhq/r1Knj9eTJE61jK1y4sNeGDRu8rMi8efO88uXL53X27Fnbffi6QIECXnPnzvWyAnfv3vUaNmyYV9q0ab3ChAnjVbNmTa8tW7aox54/f+7VsWNHr4QJEwbqmP7++2+v9OnTe3377be28w1fZ8iQwevAgQNeumnQoIG6JhzBfOExneDz//Tp01rHQIIGjMARQkgAATMQGFtMnz5d7UgDRERQh4SmsnXq1OFcuyFWt+mvUaOGanOAZtlmd1GkYyGFceHChdrGtmLFCunevbvqc4UIDdxazaClgC6QWrd06VJvPdUOHz4sVatW1e5CifRItLJARAk1qvXq1ZOoUaN6i7oiZTCw6m9Pnz6tovdoH4D+dEYbAdw/atQo9XmHuse0adOK1a7Xhw8fqrl6//69trEhDRbp6oiiItJLyOdCAUcIIcFkQQhghY9UI6SHLVmyRBX4z5kzR6WW5c+fX/fwLIlPNv1IDUTK1uPHj0V3miIW+o7HD8catVKoC9KFs/os1P3A0ES3iQkW0KhHypEjh939SCtGSiJSK3WCGjcIN0OUOwPzeP36dUmUKFGgjKl69epKACHl2rF+C2OBMypE+uLFiyWwQbsMjAFppUgLN1+vOM9gCIM2Krdv3xZd4G8D2gdgnIkTJ/a2oXHkyBFtYyPuBV0oCSEkgMCur7PdXSweIAB0g0UXiucRCcRC4c2bN+p+T09P1dcJNXLEfrGFRSpuaMFg7neFYwpBDoGkm2jRojk1A8F9WMzqxAqbFj6BY4rIOHqZZc2a1bbZ8uuvv0qxYsV0D09F8v0C52ZgiTcAd8cNGzZ4E2/GWLp27aqtlhb1Zcb16qwODvfDTEcnFStW1Pr+JOjACBwhhARgyhOsvx0XhI0bN1aRLr8afQeGIEHaE1KxYDuPCBLcFJF+B8dF9LMjnzAWe/i3ffv2queV2aYfO+gwhcHXOkEPP0RTEUk17OVxLGE3j4gIRArxDgxMMEfok2dEQrABU7JkSWXdbwUTGERPESVElO3t27fajZDChAmjolsJEiRw+viNGzeU4Q/6rQU2mCdEtooUKaI2q8zpprhGIXThJktIUIAROEIICSDgEIcFIfqqOS4IIep0g/oUZ42TEamB+x6xp1evXupfCDXUmWHxarXooAEW1QkTJlQ3gAU/GntDpOgQcK5uVvzwww+iC6TYIeoMJ0VY84PUqVNbxsUQGyuIZiGVE0IOggR1XIZLpg4BBxGEFFOfBBycMgMzImimYMGCtqgvxmfV9gr4rEWqPVIpURuK44qMCDRux0YfIa5AAUcIIcFkQYjozMWLF5UgMbNnzx5L9TWzGhDlRjT1zJkz6ut06dJ5q3UMTKyeiuXK+HTXwBng+rTKNWoG0XJE9X///Xe1yQJzEGwM1a1bV1u/sJo1a0q7du2USVP69OntHjtx4oTqR4gIv04gICGSkIJqvl5//vnnQO876Kz1AtJzMY6rV68qgysIuOXLl6tNl9mzZ2sdH3EfmEJJCCHBhEGDBikXNEQKixcvrsTmtWvX1EKxR48e0rJlS91DtCRw+sPCdefOnXb9wmBgAodHR3MT4h5APCJVctu2beoYOzo5bt++XXSCcw0RLYglfA1nUbg+4j5sKhibRIEJUiNRO4gx4DME40HaIoTS1q1bJWfOnGredEarDx06pLIewoYNq8YDDh48KK9evZLNmzfb0tt1APGG9x86dKhdGvtff/0ltWvXVqKOEFdgBI4QQr4A7Ea7ysiRI7XONRzYsEjFAgxpWUinRJodds0p3nwGc/Ps2TM5deqUnW06FtFIY1uwYIHoxqppWUj9g0umFUEUCwKubNmyKprkzJhDJ4i2GWmASJlEhAbnH6I3qDXTAYQZjEzQMgDnPerOACKY/fv3V5tB+EzRCcaA1NypU6fajIeQyg5HzzZt2sju3bu1jQ1CEi7AjuAaZQ0y8Q+MwBFCyBeAKIxLH7bffKN1Rx/Rhr1796q+W6ihQSrl8+fPVb8mszkH8Q4WzIguOLObL1GihPb6Qce0LNQ6Ylcf/dd0p2Xh3IL1PNLXrNamInr06GpudLkm+gXOrfr166vIDFLtcJyxYQCzGg8PDxUFI95B5A31g0hfN4NNF9Qn62wPASGOlh9IvzZH4LZs2aKuEV3CnLgfjMARQsgXgN1odwDNbbEgRKoT0rF0Ntp1NxC1dOzXBHBfYDVQ9isKjIW+kZZlAGGCxb9OkLKLKBecAVF7iUUqaqSs4AYIZ8LkyZOLVUFrD0R+wYABA9S8ocUBXB6RBq0TCA1sSsWPH9+2mTF//nz1uQLXXZ1EjBhRbVw4CjiM2Xx96ACRwb59+9r65GEOMdZOnTopR1tCXMWaFj2EEOKmoB4ETnGPHj0Sq4E0MTTwJv4D4gPpduYGwGgXgVQtpKPqBmlZzpwmrZCWBTOTlStXqvlq2rSpWuTDZKJcuXLKuMFZ38TAAq0hxowZo65ZK4JokRHhR+QG7Q7QrBpmOpkyZdI6NmwMGJtXOMcQAYaI69atmxIoOoFjLJqgL1q0SIk23FCrihTKWrVqaR3biBEjVOYDjidq8uCciU0ECEuIdEJchSmUhBASAGAR07FjR2WfbuyaYye4UqVKyjwEtUi6wQKwS5cu0q9fP8mWLZu32iSMl3gHC0DsnKMGzrBPx30QxDjeRhRCF+6WljVu3DhVp4e+ZkhjhLBDfSZSewMTXJsQIagXhEuhY5QVAlM32AxCWiwiNYhgomm7FUCDeLhiwmBl7NixSiwhRRsmITieOjeKcF7h/IJ7p7FBgGOL6OXgwYO11+gZzr9IiYWYg6mJFRrHE/eCAo4QQr4Q7IpnzpxZ/TGuU6eOSt3Brj5qLlDoj8UODCV015qZ+yKZDRswVqtYulsVzBHq4AznP5hJWGXRhcgCIr5Iy4IYwcIQKbOIfsGoZvTo0bqHKPfu3ZNZs2apdEo4n0I8IUpy8+ZNGTJkiEqpxOI/MGnQoIGvj8+cOVN0gc0CCA6IIjOI2EycONFbemBgg8+ykydPKlGJzY18+fKpNECkA0LUIbqkG9S6wdQHJEuWLNA3CAj5mlDAEULIF4KIFswQYAXtaCkPe3IsbrBY7Nq1q9a5Nhzj/GqES9wLT09PqVq1qkqlxCYCxBAiwnny5FGtInS6QCKKBSGECCHqoyA20cfMaMcAsMiGIEbkhHyM5iO6i88SRLPMG0JwVoRYh3hC5FUXuXLlUumdcPBEbS2icUjrxL84FyHMiXPQtgIunkaPOpz7cMe0yoYQcQ8o4Agh5AvJnTu3qkHyaUcfhgNYeKGPE3EfXHVv1N242ADRGqRPWiktC86Y6KEH4ebo4mmAaA0MWHr16iVWiKbPmzdPNYFGPzEdIJKFaC+Op2M/NcwV3DwhmpCarQv0REQUFfOFdhqGqQo2qRCl1pF+inRhv0CmAY6tLhA9RT0tRC42WABEL1qAQNQ1b95c29iIe0EBRwghXwjS1iDOkDrkDCxo8ubNK48fP9Y61371P0K6HfkEUl99WwiixxlqbHSmnsIFE2mJWDAbtVJJkiRRC8Qff/xRe28zpLG5Q+oaauEgQjCPEJ0QJxMmTNAyFohv1ASi/YIzYMgBwYu0bJ3gvIeAM18nOAdxvHVEB3HMfBsrRPGbN2+0Xq+ol8WxbdGihd39ONfgOgqzH0JcgQKOEEK+EDSLxR9en4xKkBKFP9w6Hfcca+AMzAt81sC5xp07d6RPnz5qwQ+HSpjD6ABpdeXLl1dpkkhfM1LtkJp14sQJVZsEB8jABot6V9FpnINrFuIXKZ7o5YfeanDJhHDSKXyRXoron08tDtDDEQ6VuvsPugurVq1SkUG4yCK6CQGls3bw6NGj3o7thQsXlAkRoueEuALbCBBCyBeCRbMzcWSAxaAVrMqxQDXfUJ8H8YHUtsA2kHBH4C6K5tgpU6ZUizDUdekSbwDiA1FV1NSgcTEMcxCdQRolog1oHK+jiTcECKIyvt2M5+hg2bJlqkceIuY4jrB2x+Ie13CGDBm0Ry1xnvkmbOE0qnuhD1MaRHhRb4kNLJjmmG9WACmoBQoUUC0P0LYCzpg6xRvApsqKFSucikyMkRBXYSNvQgj5QiDOsKj3aeFnBfEGkBrmSPHixVVDYzSDRn8p4p13794p63ukOMHGHREbpCjqBoINkQWjV5gZRAaxWEU9V2DX6Fm9uT36hCESA+t73Y2dfRNxjvVv5gin7s8UNI6H42SPHj0kTpw42kWvGZi94PhicwXnPq4T3a0+DGDkg35vqCE018BBbKIvIVoyGLRq1UrjSInVYQolIYR8IbBHdwUU+1sR1OghJUv3rr7VwCIZEayePXuq9FeYbMD63ioRhtixY6tFKlpYOANRudKlS2tv5m01YDgE8Ybeb4giQdAhGoheYYheYpGtE0QCfRNEVmj7AeH7559/+nju6QD9DnGtzp07V0WzsOECh0crgfpUV8Dx1dlLj1gfCjhCCAkmoD+Y40IQ9VxobguBguay5BNIp8MiqmXLlsrm2yczDl11XIicoqcaIiDOQFogFowwbtAJarUOHDigUnZhumIFB0+4OaJvHuoY//77bylZsqSsW7dOpVTCwt/K7T6s0PYDIhfRXdRtWQVcnxA+MAhB6xbf0hgJcXco4AghJAB3gLGAMNJ1sGiFKQIWO40bN9Y+z8bOvmP6FdogYCGruzmw1fCp8blVIiGIBCK65th70FynhBolnZGaNWvWqOb2iO5C6JrnEV/rdmY1DCSQFotIOsaJ3mZIka1cubLuoVkW1MyidnDy5MmqmbcV8K0O2UB35NIAPQ+vXLmiGoyjhpAQ/0IBRwghAQQK5iHUkJaFhTXq4rCbjwUiojhI79EJojWOCx4s/n2qtQnuWD0SguOHFMnQoUM7fRyRN6RY6lyw4hqAYQjS2azeTgDRQUTh0Cdsw4YN2iOX+AxBdNBIgUXKLBpo41/dIOUULSIQucdxRfqpGSsIcyuCOcPfAiPt/vz585I0aVJ1X7x48bSbrBD3gQKOEEICcFGDgnS426EYHXU2KE7HbnXTpk1Z00ACFJ8axzuC6JIuwocPr1oaYJHqTiDdU0cvM4D+gqjTg6MoIkboM2mIIkR9a9WqpSJfOgWxX3W/Vq331Q2aeONvwujRo6VUqVIqrR3XBlwoe/furepWCXEFxm0JISQA3QqNaAhs3I1aC6QmotZMN3A1Q/8hR3ez8ePHq95SWFQQ51y6dEkJIfw7ZswYtbhHlCZhwoTKDEMHOoWZq6C2DD3NrCjgIEKiR4+uUiZBx44dZcqUKSrlGc6FOhf5SL9GNLBYsWI20xxEUtEyAtEaPGfq1Knaxmh1gTZnzhz5/fffVZrivn37JFGiRDJq1Ch1HlaoUEHbuNCXERt7SFs3pxPjMwSfLYS4CvvAEUJIAIE/wlg0wJ1ty5YtaofVMJOA/bxu0P/KWXF/3rx5ZenSpVrG5C6plDA0QTrb8uXLbW6dcCyEMyWxZ/Xq1bYbxFGHDh1UdAHnn/kx3HSCtM6wYcOqr7HIx0bG0KFDlahr27attnFhntDjD+LX7HiKr0uUKKHqVa10vb5+/Vq1NjDfdDJp0iTVFgWpuzDQMVKIkSGhe5PqwYMHTiO7iLpaqRUDsT6MwBFCSAAxZMgQqVSpkgwbNkztUGfKlEndj4Vqzpw5tc/zo0ePnPaCg7nEw4cPtYzJHUBdSv/+/dWi0Nw3DL3WsOgn9lSsWNHblPTt29dyhhIwHUJE2oiMwLgENazY5ChUqJDWWjw4jPoEHnN08wxsIDjQaw1OnvhccUTncUXPRkQncR7CYdcArVJ+++03beMyxoDIKqKowBBt06ZNs/WFI8QVKOAIISSAwKIPQgg70NjtNcCi0AoGDliswtQCNttmkApoxRQ3q4AaLriJOoKddApf7+gWF64SIUIEJT6QBos6VQh0AFMftBnQBXqY4TMDZiqONv2okfr111+lfPnyohOkm6JhO6JdMG2aMGGC3Lp1S9XmmUWTDpA26ay9AdLbITx1R31hPIRm4zCAQTo2vv7rr79cNk0iBDCFkhBCAhCkOZnFG4DNti5DBDNYoGLhhbQ/LBZwgzMmIkw6U8asTuTIkZ3WMGIxDec44jNohO7MzRE26nhMJ8WLF5dGjRqpG9wAkXIHTp06pdUaH1HdWLFiSbZs2VTqNZpR44avEcHBZ4nuyC/aQ0ycOFGqVKmibPDhwNu9e3clUNAfTifofYh+fo5g80p3Y+/8+fOrsUG8IS0bGwc4nkjhxfEmxFXoQkkIIQG4cPCtjgFNoXWDHfMBAwaoujyAhSrqk3Q1VHYHkHaF+rclS5YoW/wjR46oHmuYM9xYB+f7hgbEr+MGBiJfuE9nqh3qoyA6kEqJqJZRs4rjiTTFbt26iU7OnDmjXG3NbQSQZmeFfo2IXiJyhOgl+l6iNhRp4oh+QZgYdaI6QDoiPtPQp65hw4bqexiEDBo0SH1ds2ZNbWMjJKCggCOEkAAC6TCOrpSI0mDnF0YOVurxg2J6GDhgIUZ8B9Gi5s2bK2MJCA5EHPBv7dq11X1mownivVcdxK5js3EYwBQuXJj9wtyUjBkzqloz9ECEU2bmzJll+PDhqn0KjGBu3rypdXyIAkLEGc6OaGjfp08fJeh04unpqQyurl69qjb7kLpetGhRVYdMiH+ggCOEkK8M6kNgpW4F23ek7uzcuVMtbCBAYMqBaBwWEBRzvnP9+nU5efKkii6gxiZFihSBdNTcD8wPFqgQanBnheg1gPhFpAYRL5hg6ASOsajbQnQcEVakxMKCHtF0pLvpZPv27bJnzx4VwYQQxmIfrUmscN7Bkh8bF2hJgpYpqMlDjzpsWo0cOVK1ObBK42xcr1ZIYZ87d66qP3Z06YSxFNyLa9SooW1sxP2ggCOEkK8MFofYodZtr33t2jW1aIYQQV0S6n6wKMRiC99jEUFIQIBoh/Fv+/bt7TYHkJ6I1F3UT/nmthgYdv0w4KhTp44SbUgJxPWA+rL169erm64m4hBE2PSBcIMpDAQxTEIQOUctK6JcVgIRJaQWwygJ0TliD+YmV65c6lxDvTHSYCF4cc6htQGath88eNDmXEyIX1DAEULIVwaLLRT8Y5GjE9hqI+IGdzsYIiA6ggUrInK//PKLXLhwQev4rMrPP//s6+Poy0V8bpaNyAKcHa0GRBEW06hjxHVhXA9Ie4ZToFF7FtigRgsbKpg7OCeiBhObP/geUbnq1atLjx49LBPlshpWrEVu0KCBigQiyusMtLBAFgQ/S4irsI0AIYQEcNqYAXZYsQjErjkEnG6QLga7aseoB6Ih2N0nzvHw8LD7HmliSKWECQZ6wRGfQT9Eo44QkSXHFgMwwdDFuXPn5Pvvv/d2P1LacGx1gbYeuE6NuijY8sPZFjVnON8QsUFfQt0CDi62qHuD2QpImzatqvWFI6VO2rRp42stsg727t3r69+Apk2bSrNmzQJ1TMS9oYAjhJCv1MAY6U8wb0B/OCs4x2Hx7Mz1D4YD5gbVxJ4VK1Y4nUs4FyZLlozT5QuI6iKCCUFiBpsbuht5w9Xx4sWL3loGoO5MZ19ERN3MG0H4HME8oX4V5M2bV3s0H/VciCpVrlxZ1cEZ8wZDDhj7oL5WFz4JW6MWWQeoM4aDrU/gMW6iEf/AFEpCCAkmIJUN0YUpU6YowXb8+HElMCtUqKAiIVYwWXEnEMGBOHfWI458JF++fMrABA6sceLE8ZbaprPmB7byECJIW0NPONS8oU4UaZVIUWzZsqWWcUEUQbQhZRLRcvRuXLt2rS3FGS0tsFmk87xDPzU0G3fsHwkDk6lTp9qiclZCZy0yjieyMXwyU4FTK5wydW5oEPeCEThCCAlA8Ad45cqVtgUMHPjgHGcFq3n0RSpZsqRKdXr9+rXaJceiMHr06LJgwQLdw3M74ORpREWIc9C0+PDhw5aIQDsCUYlIKqJGcCtEOqVRc6ZLvAGkJZYoUUI1kIfgDR8+vF3tFD5b6tevL7rFEIxWHMFnXdeuXcWKLF26VKJGjart/Tdt2qQ20JyhM2WXuCeMwBFCSACBdKwyZcqoVJhUqVLZojQJEiSQdevWWSLdDoJj0aJFyrABRfVZs2ZVzmjoCUecA9c/x/Q/RD9wTFHjBddC4pwcOXIoy3ndlvy+gfo8XLu4HrC5YYV2GhCUSEnE2HLnzq02WawE3CZRT9akSRO7++Fki40inYZIftUiI3KoIwLnF7pTiol7QQFHCCEBBMQbFgtoImvs9D569Ejq1q2r/oBjwU/cDzScdlbbCEMJ1HeZe5wRe+Ca2L17dxk4cKBkyJBBQoYMafc4Gxj7D0RqEJnTzaRJk5RZCM5/1OQZRh2ofxszZow3YaejhYVVa5EJCQgo4AghJIBAqtP+/fvVQtUMol2oBcIOv05QU4Od/LJly6rvUVuDejhEHZBCmShRIq3jI0EPI/LgWPtmBROTFy9eKIfHbdu2OXXI1GE3b2bIkCHKYMVo8Iz2AehdB/MV1Ovp7hkGcx9E24x0cdTFISqHmlryCWQ54ByDk2jfvn1Vim64cOE4ReSLoIAjhJAAAlE3mA0YO9IG2JlGvcjjx4+1zjXSOrFzjsjRvn37VO0PLMkxZkSRli9frnV8Vubhw4fK+Q+iA4tq9NEjrlnN+0bBggW1TWOtWrXU+NDM25nBim6bfvQzQzQfnydbtmxRAg7pz4sXL5br16/L5s2bxYoRQohLnS6Unp6ear6M6xWOovis0xXtRXo6Ukrjx4+vaqGRfu2TmQkhrkIBRwghAQQaAh85ckQ1ys6ZM6fNMQ5NsrNly6bSi3SCXd+zZ88qx8lOnTqphcTs2bPl1KlTKr0INSLEHswN2gVAhDsKD4hho9aRuB9IRURaM6LjVgQL//Pnz6saWohJGA9NnjxZ3ZcrVy5v/QmtALINEHHSFVmFq2iLFi28OU3CPAT1eUY0MzDJkyePqqtEHSjSOxGB86nOsmfPnoE+PuKeMHGfEEICiLFjxypTC/zBNmp9YBoCZzbUhegGiwbU5EHAYffeMOcIEyaMvHr1SvfwLAeMDyDUUD8De3TUzyD17/Tp08oqHQ2L0dCbu+l+R2WwqWF2ZkXtlE+OfIEFUtp0uhK6Mr4bN24oAYcm1GjeDXAO0uzCO9g8Q286mDKhvYH5ekWmASKtuC+wU0+xcderVy+V6YCIIBq1O6ubxWMUcMRVGIEjhJAABukyiHQZdSFwbLMCWNhgXHBpQ80b0rCQCrh69Wpl/Q0xQj6BKOXWrVtV9A0i1wwEL3bUYfeOfmLEOWicjNYViCYZUemDBw+q+cMmAqI1ukC0ZtWqVao21Io1SYgkYdGfIkUK+eeff1RKIDZhFi5cKEOHDlWCxWrojMBBvKHO2NxywUzVqlVVGiX6/unCr35whLgKBRwhhASjSAgcAbGrj7TAUqVKqfuxO4yGwd26ddM9REuBhSh6haH2yBlWXkhbBUQpsYGBiKURdUBUulGjRsokZPfu3drGho0M9PJDlAZ1jY4OmbqP67t371TkHtcr+r5hvABtGb777js1h1ZDp4BLmTKlahNQrFgxp49jM6ZZs2YqBZUQd4cCjhBCvgCkIfbr1085UDr2C3MEaXjEvWqkEEHyKYKK3mHZs2dnE15fQOQN0SNH+3aktWHu0O/MKnbzjmBjg3hPE/cN9MBEI3IdAg7RSZxXSBF3BjIOkBEB91FdIDqI7AdDREJ0wvAF0UFC/ANr4Agh5AvA4hQ75caOvaOTnYFP9+uIwh04cMCbbTrGhxoR8olnz5756lyHKIju1hBWB/OHhbOjgENUCfOnE3cQaHPmzFHGJYhWwjkWrT5QzwWHSh12/Yj++YVPAuprg80Ax1RnM6FDh1ZGMDrAZy1cTyHgINqM6wEmSTBWqVatmhJ2Vvk7QawPBRwhhHwBO3bssH29c+dOS8/lmjVrVB0cRAcW1ubFAgWczyLOp0UhnO6Qfkd8BovThg0bqqiMueEz+oVhQUt8Bi6nMLVAw+wBAwbYolqIDEPE6RBwV65cESuzadMmH81xsHmlC6TCIoUT9cblypWzewz3oX4Pz8GxJsQVmEJJCCEBAKJwSBc7evSopE+f3pJzip3fMmXKyMCBAy1p2mA1YDjg2464FZpRW523b98qsQYLd9S+Yc5Qb4kaTDTRRlQkMIHrJNLX0NAeLo++HV/dfRvTpk2rrtWKFSuqaCXqy9DTDGZDaPuB3oRWAFEt3yJfgd003jd0Xa8ZM2ZU4gzuq86ASysE3PHjxwN9bMQ9YQSOEEICABggIHXIyot51Ke0atWK4u0zoqvk84BYw8IUTp0wDAHJkiXTdg4aBiAAUSwrg2iXYVxiBqJXZx0XwOccxCWE+b1795Qohrjs0aOHMoRB1DWwMaeEW9GZ2CdzFYDH4DpKiKtQwBFCSAABF0fY8aNuxYr9pWDnDlMOLLSI36AHHPk8fIo0OBLYlu7o0+jsa8daKkTSdYM6N4wDdW9m0BMOZhw6QUon2i/AhfWXX36x3Y/sAwhjHQLOAM6mSNd17LUG0Yn03e+//z7Qx4TsDKRw+lQfiHRsK0QxiftAAUcIIQHE+PHjlTNh3Lhx1aILzpRWsiUvW7asSmeDU1uGDBm82aaj4Tjxzv/+9z+5c+eOt95NaIqO+6wcddUFmhfjGkAEyd3qBBEtQfsD3ccVrrbNmzdXKYqYQ5gPwegC0cxp06ZpHdvs2bNlypQpUrRoUWnatKntfjTJNnpg6qJw4cJOr1cIKDym47jmyZNH1TTi5owJEyao5xDiKhRwhBASQKBWxcoYO+V9+/b19hhruXzGJwHy5s0blSJIvIMaN4gNpAHCoKFu3bqWjEpbGfR5Q+QGvRsRFYTdPDaHkJJas2ZN7enYztprII3RcOXVhVGb6gg2XBw31QIzOwN1ixjDb7/9plwoMc4zZ87IiBEjVEN5pmwT/0ABRwghwcSW3Mo1IlbueYXFICIe6DNlgF18pGo52uOTTxEF9D1cvny5SpPs0qWLigAjta5EiRK0S3cRuMbiBgEH91jHqJJOg5U///zTW3rn0qVLndbtBQaVK1e2Xa9ofG42yMH1CoMQwwk1sMH7Llq0SBo3bizLli2zewxmOtjsyJcvn5axEfeEAo4QQgIQpOlgEQPDBqQrIuqA1MlYsWJJvHjxONduhNHzCjvlMGtAKqUBIm8wa8D9xDlYQKNVAG7Xrl1TaZXNmjVTbpTof2UWxMR3YPpiJedYtDdADSEicdgYglA/d+6cSq1cu3atljEZ7QNwvcKoBtFL8/WaO3duu3q9wKZSpUqqDnnz5s12jbyxoWGlY0vcAwo4QggJILDDCzcxLCSuXr2qFgsQcFjcoJkxFje6ammcgXFiAYGd68C2c3cHjJ5XqJvBMcROOfmylgxYXOuuLUPfLXfodYZ0OwglpNbdv3/fWwRdZ5sD9KBDX0mkYyMtEePMmjWruq948eJaxjRz5kz1LzZWkKaoK13SJ5BaWr58ebXpY/V0e2J92AeOEEICCIg3LGLgzGbu2/TXX3+p+hWIOh1AgPgULYTpCqKD27dv99EhjdgDAXLixAmVPkZR5zOoETRSKPfs2aMaGKMerlSpUi717PpauPreulOO0bMR1yfSTnGNOtZ1+eSiGdx59eqV2igwolqI/q5YsUKlfSLapZMYMWKovwcpUqTQOg7i/lDAEUJIAIGIFtIl0efKLOCwgEiVKpVyk7MasK9GjQ3GO3/+fN3DsSRowAvXTiykId5gQ75v3z61QES6GMwJiD1IlVy4cKEkSJBAtRTAOYbm2cR1cE1C+MLZ0Wrgc+3gwYMSLVo0b5tC2MS6fPmytrFBpCGrAO6YGA8+e5FCicbnqMuEwY4u2rZtq7Id0MSekC+BKZSEEBJA4A8zBJEjqHfAzqsViRgxomq+W61aNd1DsSxLlixRLooAKWKIpMIqHf3+4C6H3lLEHqSJIaKLhf6uXbvUzRmI0OnCiv3CzMAgB9EkK4JrwFkqLKKuqIvTCTbRjPpV1CPHjh1b/vnnH2UeglRPnQIO9Z+ISG/dulWyZcvmLc0TApMQV6CAI4SQAAJ91FATsnjxYvU9Up5Q+9apUyepUqWKZecZkRGd9TRWB7VIWASC9evXK7GL2kFElmDpTrxTr149yztNWrFfmJmJEydK586dlehAg2zHvo3YfNFZP7hp0yabcQjAfG3btk3VoOkEjp2IXgIYhiAah7RZmJggG0InJ0+eVBFKYBiZGFj9eiHWggKOEEICCPTzqVq1qloQYue8YMGCaoGIBq0DBgyw7Dzv379fpX0S56D+CM3P48SJIxs3brQ148VC0exMST4Bx0mrY8V+YWYiR46sIvpFihRxOm4dAtMw38D7O9bgQWBCvOFzUCfoT7dy5Url+giRibRFACMYHaLXDHu9kYCCAo4QQgII7EZv2bJF1a3AkRJ9m5AmU7RoUa1zjLE4w9PTUw4fPiwDBw60fA87ncB4o3r16krAYeEKsxrw999/sw+cG2LlfmFmUDcIUYTaVGcmJjowjF2SJEmiauCsWNeIiCVMoyDc8NmLDTQjGqerR50jMKdBqxmk6aLdgU+bCYT4BE1MCCHkC4GhBXbt4bJnMGvWLCWKEKXBrvW4ceO0WfWbLdwdwQIMbQaQ5skFhM+glubGjRsqfTJ+/Pi2Y4woCSzViXsJcuP4QZg79gtDFAktQHSLE5jkoHYLJhzEf9y9e1dlP8AAxnAdPXDggIrAobZQF/g7gXMOkTh83l64cEHViSIdG462uqOXxH2ggCOEkC+kdOnSyokQIgjAYh6RN6QYpUmTRoYNGyZNmjSR3r17a5lrn+o+sJihDT4JrvTp08eS/cIMEJ1BNMmI+FqNFy9eKHMa1Pm+ffvW7rFWrVppG5fVa0ORyjlt2jT1t8FwKkaqJzbS0OCeEFeggCOEkC8EqXVwJ8yePbv6Hs6EWNggldJwMUQ0DnVUgQ0K5mEsAKEGgxUsWI3+SMR1uFglgQ0+N7Dp06FDB9XGwtHEJGPGjNoOCiKD6FOHDANcG1GjRlU2/fhsQQ2wzjYC4NChQ8pMypm41Ol8CjMkiDVEBs2tZjBfOJ5IuyfEFVgDRwghX4iHh4eqUTGAeENUziBHjhwq/U4HZ86cUQssCDhEHNAbiQIuYBerjDa4D+YNDdRD+ZY2DDt6ndSoUUP9i/Q6AyMVWpeJiQHqy8qXL6/aRaD2F0ZIEJhot9G6dWvRCfoPItJVsmRJVfeGvnBwfLx3754yNtEJPj+cff7CBVhXij1xTyjgCCHkC4F4u3LlimpajN1eLPwglgyePXvmbfc8sMicObOq+cmfP79a+A0fPlwiRIjg9LlI1yLutVgl/gP1isZC2XBUtCr4TLEqR48elcmTJ6v6Mjixov8bIklDhw5VqeOGUYwOYMqEPnDNmzdXUS60+oDpCtLYkS2hkwIFCsjs2bOlX79+6nsIcRjDYN7QuoIQV2EKJSGEfCFoDItUmCFDhij7apgj3L59WxkigHnz5sno0aOVa1tgc+7cOZW+CcczCMu0adN6a1xsLCR0RxysCoxK4DgJMwl8DdMa1K/gPixW0dSbkOBEjBgx5K+//pIUKVKonogwaULEC9cC6n8RadIFahpRSwYzmmjRosnOnTtVCiqyEdCSAeYmOvvAwRkTkeDt27er3qEYKyJwaB7Pdi7EVRiBI4SQLwS7qdhxRt83RLcg4AzxBmbMmKHSeHQA0YGUIoDdcqSPOTYuJr6DaJvhZIe5Q10NBByicbpSY0nQBI2ykX6Nc87cNNsZWPzrAumn2JCCgMPnHqL3SCueM2eOajquE6THIusBxIsXT4kmCDg0aEcatE4wN0jnHD9+vIoOouYNfzsQLdQdHSTuBSNwhBASQKCvGgScY3Nn7K7ifrOoI+4DxDf6haG3FOzl0ScMdW9YrKL+EZE44h5gce9quwxct4ENNgpggY+NAmPTwBm6a+BgEgKRhLQ/uCqi5syIyE2fPl2lbusC1ykMpeDqiM01RAeROosenYh86TQxISSgoIAjhJBg5Gq3YMECtQMMkPqExU7VqlV1D83S+LZYRXQVjnLEPUB03NyTq3///ir1z2j2jPRYuAT26NFD1T7qABFe1NOyL+PnAeH9+vVriRs3rq2+zLheu3fvrr11CjZ9IHKR0gmQ1o46ZZgjEeIqFHCEEBLEwSKmVq1aSsBBtBmNbLGAuHjxompODWHHBaN3YPyCOYI5DdJRndUPEvekSpUqSpS3aNHC7n6kt23dulXVs+oAEXzUaVk51Rm1ZIhkoSbUzNOnT5U5DOq7dHD16lUVacP1itRO3emcjuzevVsZIiH92mg7c/jwYZXeiVY06P1HiCtQwBFCSBAHjmyINCD6UK5cObvHUGeD3V9EHNq0aaNtjFZ1AUSdkdG/L378+LJs2TLbwou4N0hrhpti8uTJ7e6HYEcKoK6eXOY0Sqvi0xgRoUbd2bt37wJ9TDt27FCfb69evVLfY7MFEXK4xVoF1OIh2jtp0iRbqj1SYZs1a6aihCdOnNA9ROIm+JxgTQghJEgwc+ZMGTZsmDfxBiBQkGKEhQ6xBw2U379/L3PnzpWlS5cqAQcrchI0gEPhqlWrvN2P+/CYTqwaDUf9J24AGxvG97ihXyJSAyHgdIBNqOLFi8utW7dUeizqVTt27ChWApsD7du3t6uTxteo18NjhLgKI3CEEBLECRs2rGonkDBhQqePX7t2TaVVGjvX5COxY8dWwg099ADS2iDikCYGq3Li3vzxxx/SqFEj5fqYK1cudR8MaTZu3ChTp05VxjW6oluNGzd22vDZzMiRI0XH2AxxifRiZ581MA0xNx8PLJDOiSgWasoAHCcjRoyoGnjrFuQG+fLlUxtDjj0Ika47ePBg1WOSEFdgMj8hhARxsKhCjYVPAg6CJEyYMIE+LquDdDAYHxjA5htzifvRGJi4NxBoaAcxduxYmzMhvt+zZ49N0OkCqXS+udbqitAhrRjCDU27Dxw4oPrBGWC8SKl0dOENLPA5Fj16dNv3EMC4XuEOrFPAGRFLAPfa1q1bq2hb7ty51X0QbRMmTFACjhBXYQSOEEKCOGXLllXiDXUXzmjatKlyvlu/fn2gj83KYCEKx07zIhUROCzw0STYALv8hASnGjirzhvqfGEQYgDzptGjR0usWLG09c8zopbOIpZWag1B3AsKOEIICeIgrahQoUIqbee3335T6ZJYTMCFcsSIEarmBwYASO8hztPFDDBv5hQyLrrcm0uXLqka0cuXL6uFPkTThg0b1IZHunTptIzJHVwoIZQQ7cLmEECt2ZQpU1T6IhxtEyVKFOhj8q1vnoGO6xUp6q6iY96Ie0IBRwghwYAVK1aouhrH5sToiTR58mRlqU7s2bVrl0tTArty4p7HF/Vv2LiAvTs2NJAaiFQ29P5D/aMO3CECh5YaiOijnQB65xUtWlQJ4LVr1yr3RzbLJuTrQgFHCCHBBBT1o0nxhQsX1PfoCVeiRAk/zRIICYrAzh09EOEA+N1338mxY8dstV2VK1eWmzdvBvqYsmbNKj/++KP8+uuvyh0WEXMrXp8Y09mzZ1WkslOnTipiOHv2bDl16pSK9j948ED3EC3L7du3VRo2amnRo9MMauQIcQUKOEIIIcQXjhw5IiFDhlQ9nABSTpF2h3Sx3r17+2o2QazdBw5mITCkMQs4NINGmvHr168DfUww3cAGC2otrZxKiTFhMyhLlizqBhEM4YmU1EyZMmnroWfV9E6z8ylakeAzA8Yq5hRtfI1UXkJcgS6UhBASjNi2bZu6Odv9ZS8452DB1blzZyXgsMCqWbOmVKpUSZYsWaKimkgdI+4HbOchkBwdRdHPTFcvMzQQb9CggWpdgRrL4cOHK6HpjJ49e4ou0G8NLRgg3mD0U6ZMGXU/InBmgx8dDBw40GbYhPROODyOGjVKpXe2bdtWa3onetXhuHXp0sWlmj1CfIICjhBCggl9+vSRvn37Svbs2ZUlvlWbBVsNLFCxsAYQbd9//73Mnz9f9u7dq8QcBZx7gmOH9D8cU1wL2NDAMUXaYr169bRFaHr16qXEBsYEQxXUlDmCx3QKOIii7t27y40bN2TZsmU2m/7Dhw8r50edYEzJkye39VdDfS/qf1HriPROnWDDB+cdxRv5UphCSQghwQSINtTVINWJuA7aBGBhip5wiDyUK1dO9XJC6wWYObABunvy9u1bad68uRJNcCaEUMK/tWvXVvfp6mfmTmYmVsTK6Z1I54waNaqK6BPyJVDAEUJIMAG75DBoSJYsme6huBVw2kuQIIEUK1ZMGjZsKKdPn1Y7/HAx/Omnn1TNFHEvkJ6ISA16/D18+FDVwmFhjwW/uXk7sQcbQC1btlS1egARS0T0Q4cOrb5/9uyZimpOnDhR29TVqVNHGazgWKLmDRst+OxbvXq1dO3aVU6ePKltbNggwAYQNn2Qko3aWjMjR47UNjbiXlDAEUJIMAELK9TToA6DuA7MLbAoxIIfu/lIcQNYyD569EilUxL3AumSYcKEUTVbVhVsSO2EAEEKr+Eai+hg1apVtY3J0VgF0emjR48q8xdw7949iRs3rtaG1E+ePLGld8LNs1SpUup+XLcwD+nWrZu2sfXv31+lviJyj+bijiYm27dv1zY24l5QwBFCSDABaX+w+s6YMaO6cff3y4BLIRa0jvNI3AM06p4+fbrkzp1brCYuUUcGAQfRBkdMgD51Fy9eVK0PIOx01LA6pnWa3TutIuCsDPpuwlClfv36uodC3Bxa4BBCSDDh+PHjyowDizCkEcFtz7hhF504B2mSaPTsCCI4FG/uCxp2d+jQQWtKnTPGjBkjW7duVSl/SAWEEQdu586dkxUrVsiWLVvUc4hz4IIJsyZE4KwGUk1hpkLIl8IIHCGEEOILFStWlPXr16v+UbB4h6DTZTNPAjYaAlfA9+/fq9Q6o67L4PHjx1qmG9HxNm3ayM8//+z0cUQNIeCwIRPYuEMEDq6wMKGBMC9cuLCqW0XbD6NOTyeDBg1SKahjx47VPRTi5lDAEUJIMOTmzZvqXzQMJn7z4MEDmTNnjmoSDBMTGJpggQ1xxyice4Jj6RsQ6jqAkES0LWHChE4fv3btmkqr1OF+CgGHOi6jNx3qahHFRONsw8QENV5WSKE8cuSIEnJINzXcRXHNZs2aVduYICRR5wZTFaTwOn526OxRR9wLCjhCCAkmoLYGi68RI0bYrLSxg96+fXtV2M/eRK4vDGfOnCnTpk1TC9m6detKs2bNLGuGQdwL2Mzv3LlTReKcAcdM9CL08PDQkp7oSu3dlStXxCq8e/dOuWJCbOJruD+2atVKRdMDu44Q7+kb+FwhxBXYyJsQQoIJEGlIv0Ltj1GHsWfPHundu7cy5BgwYIDuIVoepD+hBgk3GJiUKVNGLajTpk2rLNbbtm2re4jED27fvq3s2hEpgouiGU9PT7XJgWbecAnUQZ48eWTSpEnq5lMTbTxHB+7UMgNiDTWDEEW4XmFWg3RKZB+gnQDqDAPbQZYCjQQUjMARQkgwAbUpv//+u/zwww92969atUpFkG7duqVtbFZfCMJQAouvzZs3q8hIo0aNVEqWIQCwUER6lo6oCPEfEGdPnz6VKVOmOH28adOmEilSJBkyZIiWqf3rr7+kUKFCKj0XY0W6JPrWwYUS0XNcrzt27KAZhh8RcqROIqugXr166no13DwB6uNy5MihJQ2VkICAEThCCAkmwJTBvIgxwH26DBvcgThx4tis3dEIHU6ejsAsIXLkyFrGR/zHxo0b1UaGT2DB/8svv2gTcHnz5pVFixZJ48aNZdmyZd6MVyBMdDgZ+sd4AymKuoAwK168uIpg+lSjmiRJEqlZs2agjw3v61va5uXLlwN1PMR9YQSOEEKCCbly5VI3x4UYGlIfPHhQ9u/fr21sVgbmJei9hbYBxP0JHz68imb5ZBJy/fp1SZMmjbx48UJ0AodMRHzNjbxLlCgh4cKF0zIeiA9XgEDRKURg8gLHWCvi2P4B0X20ccGmAsxgOnfurG1sxL2ggCOEkGDCrl27pGzZsmrhatTQ7Nu3T/VLgk1+gQIFdA+RkK8OHBPh9gcjEGeg51/lypXl4cOH2o4GFvalSpVSkUKa4wR9UNd46NAh1sgRl6GAI4SQYGbggMUCGgQDRBpQ/4b6OOIzWFwtXrxYRWfevn1r9xitv90LbGLgfJ86darTx1EvhesEmxo6iREjhqqHo4DzH2gZMGrUKB+vVyumiyNiidRs1GYS4gqsgSOEkGAEFq50m/QfCxcuVHVRJUuWVCltSGNDWhuaFqOvE3EvYAyCGikYlSBtzXCbxPGEkyh6h+E46wbtKQzXWCsCN0eY+zgTSXD51EWfPn1Uiw+0R+nevbty34V75sqVK5XzqBVZunSpah9BiKswAkcIIUGY48ePS/r06ZUbG772DZ/6TgV3MC9NmjSR5s2bq755x44dU/VAuA8GJ1gwEvdi8uTJ0rp1a5WqCCdR1G2hhQAMLxC9+fXXX3UPUdWmzp49W0XgsmXLpmr3rCKStm3bptxskyZNqqL5+IyBSIJbJhplo1m1LpIlS6bqfBFpxfV69OhR232o8w3s1gFmsmTJYmdigvm6e/euPHjwQPWqg3ENIa5AAUcIIUEYCDcsEGLGjKm+xuIBiwZHcD9Sj4h3sHA+deqUamIcLVo01WQZzYBhhFGkSBHVG464H2ibgTS7ixcvqmsCJiFVq1aV+PHjixWAs6lP4HrVKZJy5swppUuXVpsXxqYGPmPq1Kmjavd0CmCzSQ02WNatW6dEJdIUIaAg1HWBnptmAYfPZKTKom2EM4dgQnyCKZSEEBKEuXLlilogGF8T/wPr9mfPnqmv48WLp3pIQcA9efJEOQUS9wTH0sqN19HrzapAIKGdAQgRIoTqpxYhQgTp27evVKhQQauAgwDHpgoEHCJvSIeFgIPTbujQoUUnEHCEBAQUcIQQEoQx22nDXhs9prDgMvP+/XtllmBV623dwK1wy5YtSrShnQBS7xD9wH1FixbVPTzyBVy4cEEJpfv376tef2asUi+FCOGlS5fUeRg2bFgVLfStl1hgRbmMujdEuTC+dOnSqe91uncC1KUixRMtU5CGatQSolZPl2A3sh98A4/js5gQV2AKJSGEBBP+97//qZ1ppDqZefTokbqPKZTOgWvd69evlQEMFvkwujDcAWGSgAgdcT/gQolIEdoKxI4d226Bja+PHDmidXy4LqtXr64EJsYDsYmas59//lmdcyNGjNA2NjTIRo0ZGp7DFGbVqlVSv3595ciKsW3dulWsAlql4IbrtXz58lrGgPnxCYwN9Xn4bMHnDCGuQAFHCCHBBOwCw2nPSKk0gKNi9uzZaWFNghWIOKOFRqdOncSKwPkUkUE4KqLdB+rMIOA2bdok7dq1U3WZukA92fPnz5XBDxqew/HR2NSAuQqj+X5z7tw51bh7zZo1qnYQ6aecN+IqTKEkhJAgDpoSA+ziY5fcXAeCqBvcKZFaSZwD0wOkS8JlD3OIRTRSJ+FeSNwXDw8PlRJrVVC7BbHmaKoCkYR0aJ3gGjCnU6LhuFVAejMigcb1CsdYmNP41Lg9sEGPwV69esmsWbNUaxK4ZMLFkxD/QAFHCCFBHPS7AqidgWMc6mgMQoUKJblz51apUMQ7c+fOlRYtWniLTmJOsWitUaMGp81NgXiDSGratKlYEUS2woUL5zSlV7cZB4CJD/qXof4N/fTQxwxpp+irB4MYHeBYTpkyRaVxwlUUn3mIDE6YMEFFW8eNGyc6N4IGDhyoxoCm3ajTK1CggLbxEPeGAo4QQoI4M2fOVP/CBh/1Ko79pIhzsBht0KCBSm+C+QFsvrEgPH36tIwePVp+/PFHdV+mTJk4hW5I8uTJpUePHqo3GAxq0APOTKtWrUQnWNyjD1y/fv3U94gmGTWYvrUYCAwQtS9WrJjayECkCxtAEHCIfMEsBOMObFasWKE+62bMmCE//fSTraYRc4bm7Kh3RAN39K8LbHDMhgwZomot4d4Jp05CvgTWwBFCCCFOgHhDnc+SJUuczg/SspBGiQUjcT+QWucTWPyjzksnaFeBVF2jMTaEB+reEIHbu3evssjXBcQbxgVhYvSBQ1olol21a9dWoi6wwfzACXPQoEFOH0etI5qO+2Yo8jXrj5H5gHmDmZRPQAAT4gqMwBFCSDACKU9oXoxdcsMG3EC3657VwCJ54sSJvqZrIS2LuCdW74uIuigYDI0fP16JJGwmoJ61efPmyrpfJ+ipNnnyZG/3I3Xy7t27WsaEzy+4wvoE5q5KlSqiy5BGd+sHErSggCOEkGACrKq7deumjEywC40IE+pXsBjDopB4NxtAHY1P4LFbt25x2twcbGRAzCGi5dgjUTdIUcQ1azVQg+dYFwogOB1dbgML9J9zNHwxg8fQmkEHSOEkJCD5NkBfjRBCiGVBNAkF/iiih3lJx44dlbsian1QYE/sefnypYQJE8bXRSz7Nrn38W3YsKEyCkHqHaLSAM2fBw8eLFZxyhw+fLgaJ27o/YYUSt0gXRG29+/evVPfI7qE+UOaoq4oF4S4Yx2jGYhzx6wDQtwV1sARQkgwAQvVM2fOqF5DaNwN8QYDDjQIhhOlrt1pq4K6FVh9Gy6ezlz4EMVkA3T3pHXr1ipNFoY0pUqVUsYcqONCdLp3797yzz//aB3f7t27VeNpnH/o0wgOHz6szjv0DtNpi48NH9SAHjp0SJ49e6aa3CN1Ep8jGzZs0GKUhOu1cePGTp07DcGO5u28XklQwFq5AoQQQr4acEDD7j0EXMKECZX7HgQc0sfgrki8Azc732Bdi/uycuVKWbRokRId5uOIaBxSi3WDtGa0qZg0aZLN+ALiA3WXeOzEiRPaxgZRiQ2gPXv2KOGL+jyYmsCkQxcQtGiO7ddzCAkKUMARQkgwoUiRIrJ69WrJkiWLihzBGh+mJthFN5p9k0/AfpwEXR48eKAi0c76r1lBmF+8eFFdn2bXQnzdrl07LTb9zsifP7+6mY1EevbsKWvXrg30sezcuTPQ35MQXVDAEUJIMAH1b4YowQ5+tGjRlO036lmaNGmie3iEBCpIS1y3bp2qeQOGaJs2bZrkyZNH+9FARAspz6lSpbK7H/fp7D24adMmFX1DHW2jRo1U2ins+Tt37qxSO0uWLKltbIQEFyjgCCEkmIAaEdwMatasqW7Ed9CDC6lid+7cUfOHBStEb4oUKTh1bszAgQOldOnSqjH7+/fvZcyYMeprbGrs2rVLy5iQjmgAcyHU6SEShzRPgLTnCRMmaDNZmT59uq1pNwxWIHZHjhypRDDSPdG7Lk2aNKILXKNIOXW8XitWrKjcd33rwUaIO0ETE0IICSZgIVOwYEH5/ffflYOi2X47Z86c2hsXW4379+8rEwmkmGIhiOgl0k/ROgDpd0hlQyNj4r6g1g1iCI2ojTouOClmyJBBy3hwniES6FdNKp6jw4wjY8aM8uOPP0qHDh1k2bJlUq1aNSUu0VvSNwv/wADXKWrwkidPrppm79u3TzUVh/MkooZp06aVjRs3qp56hLg7FHCEEBJMwOIQi5vIkSOrWjiYmoB79+4pFzm6s9mD6OSbN2+UEyUE72+//aZ6X+F7ROWqV68uPXr0UFESQgKCa9euufxcmBEFNnCXPHXqlCROnFiJTFwXO3bskHz58oluUItXvHhx6dWrl/p+7ty5qgk6opaIFqIGGCYmiLQS4u5QwBFCSDAB6UNoGQAh8vfffysXvhw5clDA+eK0h3Q6uBIa5hZRokRREcuIESOqBWL//v1V/Q9xT7BpsWLFClVXBhClqVChguUaeltpEwjtAgzzF0SzEL1EdF83aB+AFE5jLIiYo4/jjRs3JFasWKpuD2mUiKAT4u7wE4oQQoIJ2DGPECGCLF++XLp06aLSKWFsgl1r4h1EF8xuhFi8YsGPeimQN29euXr1KqfOTUEkCbWMECSGUciQIUMkRowYyowjffr0uocot2/fVvVcSOd1dEVFjZwOUPeGzxGAa+GPP/6Q6NGjax8bRCXq3gwBh8wCjA+bLQA1q1Zogk5IQMAIHCGEBKMIHBY4xu45IkgwJKhVq5ZKC2QKpT1orWA084bjXseOHZU9OqKYAFFMmCNgTon7AadJiDUcX0RWAVLtEKVBjSOirzqBMII7LM49OMaaNxPwtY6aVaRO+tViQdfY2rRpI9u2bZNhw4apzZd+/fqpTSukeALUwcF9F6YwhLg7FHCEEBJM058ACv0rVaqkFqwUcPZgEVqiRAlVl4RFKep/lixZYmtWjAU2GgcPGjQokI8kCQhgdAHjCyNF1gBpeEgtfvXqldaJTpAggTRt2lRFy83uscQ5MKFp2LChyjDAZxkEOjapkiRJoh7fvHmzeHp6KuMVQtwdCjhCCAnmINUIdVxIqST2vHz5Uvbu3avMTOC255gqRtwX9FIbNWqUMrcwA4MaGNOcOHFCdIKo24EDByRZsmRiJd69eyelSpVSbrZWbKXx+vVrlTpppHkSEhShgCOEEEJIsGP9+vUqLbZ37952fdb69u2rWgvA1dDAqKMKTDA29FtDg2yrgdRTpJhaUcA5A6mUfqV+EuJOUMARQkgQBn2tUBeCGh/0MPNtEXPkyJFAHZu7ARdK9LtCDU2cOHFU7SCiJMQ9MaclGteF0X/N/L2unmt4z3LlyqlUTvSlCxkypN3jaKCti7Zt26o6M10NxZ2BKHm3bt1U1LJs2bKqnx9cYo0xwrAGUUMdYpyQgIYulIQQEoSBJbrRtBuGG8R1YCkPB0BEQWBFXqBAAXny5ImkTJlSNYCGSQIiNkaNDXEvDHMLq4LaShhvGA6ZjiYmOkGK4owZM2Tr1q2SLVs2VR+qW1yiVnDRokU2U6br168r06HJkycrsd6zZ0/p3r27jB07NtDHRkhAwwgcIYQQ4ofpS926deXKlSsq7Q794WCYAPMXpJLNnz+f80cCHETNUaMHV0yrUbhwYR8fg7hEHWFgkzBhQiUqYTIEAyKkd8LQBJtYAH3g4LrL1h8kKMAIHCGEEOIHcOtE+hXEG4BBQp8+faRmzZqcOzfl4MGDsmDBAjl//rz6HpEuRG+yZ88uVgCR83z58okVsWL08uHDhyo6DtALDm1TkidPbnscgg5uu4QEBehLSwghQRjs4iMF0JUb8Y6RqgZnO9S9mYkXLx4XhG4KDEJy5cqlmlLfvHlT3dDUHvehdsoKwAlz3LhxYmVQD4o0T6PlglFDqANE4LDRYohzXLuohzNA30Zcs4QEBRiBI4SQIMzo0aN1D8GtKVq0qIQIEUKePn2qer6lT5/e9hj6w9HExP1AfRSEEWqh0CjbMAeBPf6kSZOUgENvuHr16mkdJ8QHUhFRx4XxOJqYID1QF48ePZLq1aurSByEEprbI+qFPmzYNBoxYkSgjwk985BuClF++PBhGT58uHTt2lW1SEE6NI5t+/btA31chHwNKOAIISQI89NPP+kegtvSq1cvu+8d+0qtWbNGGZsQ92LChAkycOBAadGihd39EEitWrVSBh3jx4/XLuAiR44slStXFisCF0rMF4xC0qRJY7u/Ro0a0q5dOy0Crk2bNqpeFVG4n3/+WaXDwr0T5iXo54gxw6WSkKAATUwIISQIg8iRYZuNr32D9tokOADHRDTpRsTIGTDAwMIfbSOIc2LHjq1SJ9EM/bvvvpNjx46p+cTcZcyYUZn8EEK+HqyBI4SQIAzSme7fv2/b0cf3jjfjfuI3ML3gwt69gbnF27dvfXwcqZR4DvEZXAPhwoXzdv/jx49tbUusAHrAofUHIUENplASQkgQBjU0hkGJFZ3j3A3UTMHowqfoDXGP5vbz5s1TffycMWfOHPUc3aC/oG/93hDt0gVSh2fPnm2bQ4zzw4cPMnToUF9bDAQ2SJVFrR42qQgJSlDAEUJIEKZgwYJ2C8IECRJ4WxTCOQ6Nqonf6HTZIwHDb7/9pprav3nzRplaxIoVS92Pnn+o3YLxz4oVK7RPN2q6HCOD//zzj2zcuFE6dOggOoFQg8HPoUOHVDQTrp6nTp1SEbi9e/eKVeD1SoIqrIEjhJBgAtLC7ty5owr9HR3lcN+///6rbWzugrneh7gvcKGEkINhidHbz9PTUzmOQpzAwt/KJiwQTjNnztQ6DswXzF5wPaDmDVHL5s2be2u3oRNerySoQgFHCCHBBFhp37t3T2LEiGF3P+zw06ZNy9ouF9izZ4/kyJHDUnU+5PNA77clS5YoC3yAJtBVqlRRUWorg9TJzJkz+2lKRERlFqD3Gz77CAlKMIWSEEKCOLD1Bkid7NGjh535AKJuaHCLBSHxPdqAFDuIXzT1poBzTxAl2rZtmzLtmTFjhorCOTPjsDJLly611bXqxMPDQ6ZPny5nzpxR32MTqEGDBtrHhqgq0jlxvQKkdWJsjn30CHFnGIEjhJAgjmEqsGvXLsmTJ4+EChXK9hi+Tpw4sVrIpkiRQuMorQmaAo8cOVI18TaTKlUqVT+FxsXEfQgbNqyKuMWPH1+lFBui3IpkyZLFrl4V9VwY74MHD2TixInSuHFjbWPbvXu3lC9fXqWfZs+eXd2H5tlwfER/xO+//z7QxwQTFfR8Q4opNlzMYJzo+9enTx9G40iQgBE4QggJ4hjuk9gdHzNmDPu9uciwYcOkd+/eqrlzyZIlbWYXSEPdvHmzqpNCFALil7gHiDTjOsifP78SRDjGjg3aDSAGdFKhQgU7AYc0QIjNQoUKSerUqbWODbVuaNo9adIkW8sFRPObNWumHkOfvcCmc+fO8scff6jWAc6uV2QfwHBlyJAhgT42QgIaRuAIIYQQJyRKlEgt8GFD7oxFixYpN8Dr169z/twERFJ79eolly5dkiNHjqjUOhiXOALhhMeJz5HMo0ePqki04/xCJL969UpLc/FZs2Yp8eYMNB6vV6+eEnSEuDuMwBFCSBDHMRXLnFYE4wZEkrCQJfagAXqGDBl8nBY89vDhQ06bGwHBsXDhQltEC/Vwjq6susG4fOv/BvA4ar101hKi9s1RwOG+TJkyaRnTs2fPJG7cuD4+DndMNCAnJCjACBwhhARxUPfhDNSrIMqwf/9+1fA7X758gT42K4M6HvTOg1GDY5QG6WI///yzXL16VdUWEhJQrFq1ysfH9u3bJ2PHjlX1XjDTCUyOHz9uJ9TQ+61ly5aSO3dudR8+R1B/hhRGpFcGNmXLllWiFk3ao0ePbvcYNlp+/PFHle65du3aQB8bIQENBRwhhARzunXrphZfiEYQ+wUr0rHQQBlizlxTAxMHGMCgtiZ9+vScNjcELQQWLFgg58+fV98jGl27dm2pWrWqWA2kJqLGCwYhderUkb59+6oUXx2RQb+aY+M5OnpKomVAmTJl5OzZsyo6br5eUZOHLAOIN6u3iSDEFSjgCCEkmAPLbThVImWQeE/Lmjt3rhK4hi05am3g5onFfsSIETllbgaiV7Vq1VICDqLNMARBVOnixYtSrVo1Jez8SmMMDG7fvq1q9ozarkGDBmnbMEC/SFcJbHFpPraodXN2vZYoUYIOlCTIQAFHCCHBHOxYw5WP9VwkODBq1Cjp37+/EkXlypWze2z16tXKpRKOhW3atNE2RtjgDxw4UMaNG6dMQeCcWKBAAW3jIYRYCwo4QggJ5mChuHHjRpUWSLyDdDDDKh2g8fmbN2/Urj6bA7sfGTNmVOIMNYzOQM0j2m2Ya74Ck6FDhyrBhsgRrk20E7AiiA7u2bNHRe4R+TKD1hu6QY0voqxwiUVEEJFVGDcREhSggCOEkCAOTA982uVH891169bJhg0bpFixYoE+Nitz584dtehDOhYMXlauXKmMENavX68eR+PznTt3Knc74l4W+KgpS5gwoY+pgkir1GGFb9SaYYy4Hs0bB44sX75cdIF+a02aNFF1oNGiRbNLN8XXly9fDvQxVa5c2VbDiLRw9MvDWJImTarMhvA1zJrSpEkT6GMjJKChgCOEkCAOnBSdgfot2IC3bdtWRZOIPegZhX5hMI+Asx1MErCgRn0UonJYLCK9bfz48Zw6NyJq1KhKeCMS5wwYXsC0Bk3adVC/fn2X6u9mzpwpuoARSNOmTaVLly6WqSvDcf3rr7+U+IaZSZQoUdQcQWTCiOjXX39V1zBq5AhxdyjgCCGEECegpxSiHLBJf/z4sbIm37JlixQtWlQ9jt38X375RYk84j7Abh7Rt0mTJjl9HMIEaXdGpJV4B1G3AwcOSLJkySwzPeHChVPiG2PCtYvMAvTANIDbaM6cOVVqJSHujjW2TQghhBCLgQhMvHjxbLv7WCCa3fWSJ0+u0iyJ+7XNQJ1b9erVlQh5+vSpSidGqixSZmfMmKGeQ3ymYcOGqr7MSiCiik0VgPpBR9dMfI/UVEKCAvadSQkhhARZ2rVr5/R+pGuFCRNGCRIYJkCsEJGYMWMqgWb0jWrRooXd3EDghQ8fnlPlZuTNm1cWLVokjRs3lmXLltk9hrQ7pMiyqb3voJ0BHDxhfoSea45mPiNHjpTABs6hSHvGWGCigtTwR48eqZo31DyiHQNqWAkJCjCFkhBCggno9XbkyBFVv4XaNyOtCHVdqBvBIgdiDs5yaHob3IGYLVKkiLRu3drp4xMmTFAplmyA7p68fPlSNWI3N/JGrzBEWonvoA1Dz5491ecIGmY7mpgYkbDABoIcDqNwyDQ3HA8dOrRKjR0+fLivxjCEuAsUcIQQEkwYPXq0/Pnnn6qw32hAjdSxRo0aqT5wqOeCMQfc91jo7zdIv8NiX1djZfL5wNSiVKlS8vvvvys3UeI/EKlEPz0YrlgNbFBhowpOmGhvAJfYbNmyyXfffad7aIQEGBRwhBASTEA9F0w4HKNrsNxG5OHWrVtq4YOv2dSbBHVixIihXAsp4PwPasywGcS5I0QPNDEhhJBgAqJtaLrryIMHD5SRA4gcObK8fftWw+iszZw5c1RdFNztDHMERDRXrVqle2jkM6lbt64yMyH+B2lXx0VKAAAUpklEQVTF48aNs/T1iqwC8/WKiCGvVxJUoIkJIYQEo5qun3/+WUaMGCE5cuRQ9x08eFB+++03qVixoi0tELVA5BOwm0e9D2prBgwYoFK0DLELEYd5Je7H+/fvlePk1q1bVYqdoyGNDiMOdwGfE6hzW7t2raRLl86biYnOJuM+Xa9I++T1SoIKTKEkhJBgwvPnz5Uz2+zZs9XiFYQIEUJ++ukntTuNBezRo0fV/WhQTT6ClNOBAwcqkYs6mmPHjknSpEnl5MmTUqhQIaaburGpj0/oNOJwBxo0aGDZJuO8XklwgAKOEEKCoZBDgT+AEIkQIYLuIVka9I46e/as6gFnFnAXLlxQvadg+kIIsQa8XklwgDVwhBASzIBgg/DAjeLNb5IkSWKLTJpBDyz0mCLuzcWLF5XrqiHEzfbzxP3g9UqCA6yBI4SQYMKLFy9k8ODBqm8ZzExgsW3GiMoR7w3QmzdvLq9fv1aLe9T/oNkzmhlPmzaN0+WmoMlz9erVZceOHSplEhFVRFYbNmyo6qVQK0p8Fknm3m+O6Pws4fVKggMUcIQQEkxAv7ddu3bJjz/+qHoj+bYAI/bzhrSs7t27q+bP6JUHd7sxY8ZIzZo1OVVuCupBYb5x/fp1u0hqjRo1lAiggPMZGIQ49tX7559/VFS6Q4cOohNeryQ4wBo4QggJJsA1cd26dcoOn3weEHCoIYwZMyanMAj0MkPqZKZMmexqGxE9QnoxjjPxHxMmTJBDhw5pNTExw+uVBFVYA0cIIcEEpIVFjRpV9zDcmnDhwlG8BaGUYhxPRx4/fiyhQ4fWMiZ3p3Tp0rJs2TKxCrxeSVCFAo4QQoIJ/fr1U/2RsCtN/FcrhRo42JNHjx5diWDzjbgnBQoUUC01DJBSjLrQoUOH+tpigPjM0qVLtV8TvF5JcIA1cIQQEkxATc+lS5ckVqxYkjhxYm/Nd48cOaJtbFYGNYNwKoS5BeaOtYNBAwi1okWLqpS/t2/fSseOHeXUqVMqArd3717dw7M0WbJksbsOYO5z9+5defDggUycOFHr2Hi9kuAABRwhhAQT0Iia+J8///xT9uzZo2qlSNAhffr0cv78eRk/fryqgUPNW+XKlVW0FSY/xGcqVKhgJ+C+/fZbiREjhmpsnzp1aq1Tx+uVBAdoYkIIIYT4Qo4cOWTcuHGSO3duzhMhFofXKwkOUMARQgghvnDw4EHp3Lmzqh9E1MYx9TRixIicPzfFw8NDpk+fLmfOnFHfo86xQYMG2uu4rAoibX6lEOPx9+/fiy54vZLgAFMoCSEkCIOFKNLEYL4BF0rfFl+o/SHO2y88ffpUihQpYnc/6n4wn//++y+nzQ3ZvXu3lC9fXiJFiiTZs2dX940dO1b69u0ra9aske+//173EC3HihUrfHxs3759av5gBKMTXq8kOEABRwghQZhRo0ap+h7jaxpw+J86deqoqNv8+fNpYhKEQK0bmnZPmjRJ/ve//6n7IMabNWumHjtx4oTuIVqy9s2Rc+fOqQg1RC+uFQhgnfB6JcEBplASQgghfvSS+ueffyRVqlScpyBE2LBh5ejRo96OKwRJ5syZ5dWrV9rG5g7cvn1bevXqJbNmzZKSJUvKoEGDVIqxbni9kuAA+8ARQkgwoVixYvLHH3+odEDiOkivu3HjBqcsiJE1a1Zb7ZsZ3EfHUZ/x9PSUTp06SfLkyVXbhW3btqnomxXEG+D1SoIDTKEkhJBgQrp06aRLly4qRaxs2bJSt25dKVOmjDdTDmJPy5YtpXXr1tKhQwfJkCGDt/nKmDEjp8xNOH78uO3rVq1aqeOKHn+Gw+j+/ftlwoQJMnjwYI2jtHbvvCFDhkjs2LFlwYIFTlMqdcPrlQQHmEJJCCHBCBgMbN26VdVzwZAAtT9Vq1ZVdSMFCxbUPTzLOu85glpCmpi4r4sijp1v0JzG5/lD6imi+UbdoDOWL18uuuD1SoIDFHCEEBJMef36tUp9GjBggDJsoJuic65du+brPCZKlOirHB8S+MfSDI+rd+rXr++SEdLMmTNFF7xeSXCAAo4QQoIhd+/elYULF8rcuXPlyJEjkjNnTpU+RgghhBBrwxo4QggJJsC8ZNmyZSp9cufOnZI0aVKVOrlo0SJJliyZ7uFZitWrV0vp0qVVvRu+9o0ffvgh0MZFAt5Jcc+ePXL//n1v/ctQI0fcA16vJLjBCBwhhAQTULuCZt7ofQXhZjQvJs7raBCljBkzptOaGgPWSrkvcGRt0qSJhAoVSqJFi2aXGoivL1++rHV8xHV4vZLgBgUcIYQEE7Zs2SJFixb1VZCQT1y/fl0SJEjA5udBFBzbpk2bKmdWXhPuD69XEpyggCOEEEKcAJe9O3fuqCgcCXog6nbgwAGmDwcReL2S4ARr4AghJAiTJUsWlyNIMDMhn/DLap64Nw0bNpQlS5ZI586ddQ+FBAC8XklwggKOEEKCMBUrVtQ9BLfGVfFL3I9BgwZJuXLlZOPGjU4btI8cOVLb2MjnweuVBBeYQkkIIYQ4AXVRjRs3lnDhwvk6P1zouyf9+/eXnj17SqpUqSRWrFjeTEy2b9+udXzEf/B6JcEJRuAIISSYcfjwYTlz5oz6Ol26dCrNkjgHDc7hUugT3PF3X0aMGCEzZsxQzalJ0IDXKwkuMAJHCCHBBPS6qlmzpuoBFzlyZHXfkydPpHDhwqqpd4wYMXQP0bLW5CToETt2bPnzzz8lRYoUuodCAgBeryQ4QS9pQggJJrRs2VKePXsmp06dksePH6vbyZMnVYNvNi32DqNrQZvWrVvLuHHjdA+DBBC8XklwghE4QggJJkSKFEm2bt0qOXLksLsfVuolSpRQ0TjyCe7oB20qVaqk6tzQTgCpxI4mJsuXL9c2NuJ/eL2S4AQjcIQQEkz48OGDt0UqwH14jHwia9asqkYqYsSI0rdvX3n58iWnJ4iBNOLKlStLwYIFJXr06GqDw3wj7gOvVxLcYASOEEKCCRUqVFBRtgULFkjcuHHVfbdu3ZI6depIlChRZMWKFbqHaBnChg0rFy5ckPjx47NBMCEWh9crCW7QhZIQQoIJ48ePlx9++EESJ04sCRIkUPfduHFD0qdPL3PnztU9PEuROXNmadCggeTPn181CB4+fLhEiBDB6XNhRU8I0QevVxLcYASOEEKCERAjqIM7e/as+j5NmjRSrFgx3cOyHOfOnZNevXrJpUuX5MiRI5I2bVoJESLE/9u799Cc3zeA49fM+RAm5+OYQ5jNIRlZRCRjyJmcZgxlxHJKLQmbkMMc/pgNsTQmVsy5nBVtzo2ZSEuWw4RhDr/uu+z7fWz7jPl993w+z/1+1VN7Ps8/d9e62nPtvu/rkl95eXnpz+E8vr6+lo0vsrOzy3U9KDvyFaahgAMAQ6jdtp87b/h9NEfwTJs3b3Z5X1BQIOnp6ZKWliZRUVGydOlSt60NZUe+wgQUcABgCG9vb30kcPLkyTJ69Gh97w2Aq7i4OLlx44YkJCQQGgC2RBdKADCE+lLas2dP3VWxcePGMmLECDl06JB8/vzZ3UuzteTkZN2tUN0VVC/1s4obPNOQIUPk8OHD7l4Gyoh8hQko4ADAEF27dpX169fLs2fP5MSJE1K/fn2ZNWuWNGzYUGbMmOHu5dmOGq0wbtw4/bp//774+fnplxqErp6NHz9e3ymEZ1HFuY+Pj7uXgT9EvsIkHKEEAIOpBhxhYWFy+/Zt+fbtm7uXYyubNm2S1atXy549eyQkJMTls2PHjukulStXrpQFCxa4bY34u39o/LuJiSrGX7x4Ibm5ubJ9+3b9zw04B/kKk1DAAYBhnj9/LgcOHNCvu3fvSlBQkJ4FFxER4e6l2UqXLl10cVbS7mR8fLxuhKGKXzhPdHS0SwGnml+oXel+/fpJhw4d3Lo2/DnyFSahgAMAQ+zatUsXbZcvX9ZfUFXRNnHiRGnZsqW7l2bb4cCqPXmLFi2K/fzp06c6jvn5+eW+NgCuyFeYhEHeAGAIdRxwwoQJsmXLFgkICHD3chzxhfDt27clFnDv3r2TqlWrlvu68HfUTpvV/DdFff7161dC7SDkK0zCDhwAGELd8Sntiyv+MXToUF287dixo9iwqCOnqiHM8ePHCZuDHD16tMTPrl69qv/BoRpifPr0qVzXhb9DvsIk7MABgCFU8Xbx4kV9lPLx48e6217Tpk1l37594uvrq2fE4R8rVqzQ96FevXolixcv1sclVRH84MED2bBhgy4Ezp8/T8gcJjQ0tMgzdVRWDe5OTU3VR4vVqA04C/kKkzBGAAAMoWZbDR48WB81Sk9PL5z/lpeXJ2vWrHH38mynd+/ecvDgQV2kqUYvavC5ai/fp08f/SwpKUn/DOfKycmR8PBw8ff310cmMzIydNdR7oU6D/kKk3CEEgAMapu+cOFCmTJlitSqVUtu3bolrVu31sWcGl6sWqijqI8fP8qpU6fk4cOH+n27du1k0KBBUr16dcLlUD//abF161YJDAyUmJgY6du3r7uXhf8D8hUm4AglABhCHRMLDg4u8rx27dq6WQeKKigokGHDhsnOnTtlxIgRhMgDxMbG6oKtUaNGehe1uCOVcCbyFaaggAMAQ6gvrFlZWdKqVSuX55cuXdI7cSiqUqVKzHnzMOqumzpG7Ofnp49LqldxUlJSyn1t+DvkK0zBHTgAMIS66xMZGSnXr1/XDU3U/Z/9+/fLokWLZM6cOe5enm1NnjxZD+2GZ1BHiMeOHavvM6rd55JecCbyFSZgBw4ADNp5UO3RBwwYoO+JqOOUVapUkaioKJk5c6a7l2dbqrnF7t275cyZM9K9e3epUaOGy+cbN25029rw5xITEwmbByNfYQKamACAYb58+aKPUr5//146duyoxwqsX7+eJiYl6N+/f4mxVDuZ586d+69+VQD+EPkKE7ADBwAeTo0LiI6OltOnTxfuuKmGHAkJCTJy5Ejx9vbW3SlRPGa9Ac5BvsIE7MABgIdbsmSJ3mUbOHCgXLlyRXJzc2X69Oly7do1Wb58uYwZM0YXcbCmdi3VAHR19FQ1wVBDvdUOHAD7IV/hydiBAwAPl5ycLHv37pXhw4fL3bt3pUuXLvqeiJoDRwFSulevXummF+o/+ypejx490l07w8LC9HDvDRs2lMNvEcDvIF9hArpQAoCHe/78uW6+oXTu3Fkfo1RHJinefo+KlWpP/uzZM5fh3ePGjZO0tLT/6LcGoCzIV5iAHTgA8HDfvn2TypUrF76vWLGi1KxZ061rcpJTp07JyZMnpVmzZi7P27ZtK0+fPnXbugAURb7CBBRwAODh1F2tadOm6Z035dOnTxIREVGkHT6Di4v34cMHl523n16/fl0YUwD2QL7CBByhBAAPN3XqVGnQoEHhgGI16LZJkyYMLv5Nffv21XcIf1JHT9U8vdjYWMuW5QDKH/kKE9CFEgAAC6rxixp+3q1bNz3zTTWDuXfvnt6Bu3z5srRp04b4ATZBvsIEFHAAAJQiLy9Ptm3bpjt3qgHoqpibN2+eNG7cmNgBNkO+wtNRwAEAAACAQ9DEBACAUrx580bi4+PlwYMH+n3Hjh31MHQfHx9iB9gM+QpPxw4cAAAWLly4IMOGDdNNX3r06KGf3bx5U96+fSupqakSHBxM/ACbIF9hAgo4AAAs+Pv7S1BQkOzYsUO8vb0LZ+vNnTtXrly5Infu3CF+gE2QrzABBRwAABaqVasmGRkZ0r59e5fnmZmZEhgYKPn5+cQPsAnyFSZgDhwAABZUx8mfd9/+TT0LCAggdoCNkK8wAU1MAAD4xe3btwt/nj9/vkRGRkpWVpb06tVLP7t27ZrExcXJunXriB3gZuQrTMMRSgAAflGhQgXx8vKSHz9+WP8R9fLS9+EAuA/5CtOwAwcAwC+ePHlCTACHIF9hGnbgAAAAAMAh2IEDAKAUOTk5cunSJXn58qV8//7d5TN1Rw6AfZCv8HTswAEAYCExMVFmz54tlStXlnr16ul7b4V/RL28JDs7m/gBNkG+wgQUcAAAWGjevLlERETIsmXLdLMEAPZFvsIE/CUCAMDCx48fZfz48RRvgAOQrzABBRwAABbCwsIkOTmZGAEOQL7CBByhBADAgprzFhISIvn5+eLv7y+VKlVy+Xzjxo3ED7AJ8hUmoAslAAAW1q5dKydPnpT27dvr9782MQFgH+QrTMAOHAAAFurWrSubNm2SadOmESfA5shXmIA7cAAAWKhSpYr06dOHGAEOQL7CBBRwAABYiIyMlK1btxIjwAHIV5iAI5QAAFgYOXKknDt3Tg/x7tSpU5EmJikpKcQPsAnyFSagiQkAABbq1Kkjo0aNIkaAA5CvMAE7cAAAAADgENyBAwAAAACH4AglAAAWfH19Lee9ZWdnEz/AJshXmIACDgAACwsWLHB5X1BQIOnp6ZKWliZRUVHEDrAR8hUm4A4cAABlEBcXJzdu3JCEhATiB9gc+QpPQgEHAEAZqKOTgYGB8u7dO+IH2Bz5Ck9CExMAAMrg0KFD4uPjQ+wAByBf4Um4AwcAgIWuXbu6NDH58eOHvHjxQnJzc2X79u3EDrAR8hUmoIADAMBCaGioSwFXoUIFqV+/vvTr1086dOhA7AAbIV9hAu7AAQAAAIBDsAMHAEAx1E6b1fw3RX3+9etX4ge4GfkKk1DAAQBQjCNHjpQYl6tXr8qWLVvk+/fvxA6wAfIVJuEIJQAAvykzM1OWLl0qqampMmnSJFm1apW0bNmS+AE2RL7CUzFGAACAUuTk5Eh4eLj4+/vrI5MZGRmyZ88eijfAhshXeDoKOAAASpCXlydLliwRPz8/uXfvnpw9e1bvvnXu3JmYATZDvsIU3IEDAKAYsbGxEhMTI40aNZKkpCTdnhyAPZGvMAl34AAAKKGrXbVq1WTgwIHi7e1dYoxSUlKIH+Bm5CtMwg4cAADFmDJlSqljBADYA/kKk7ADBwAAAAAOQRMTAAAAAHAICjgAAAAAcAgKOAAAAABwCAo4AAAAAHAICjgAAAAAcAgKOAAAAABwCAo4AAAAAHAICjgAAAAAEGf4H0bVb199AQ9KAAAAAElFTkSuQmCC", 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BZeL6e127dg26ePGiyVT1derUUeXmenLUU7du3dQyB8aY0ndE66gZs2/fPrU8A9e44/247ECJEiWCRo4caZCOP7x14LjcAM9n2YoUKRK0evXqcJcduHbtWlDr1q1VffCe6dOnV8tPUL+WyH/r1i21TlumTJnUWm78l5+539xSAaYIrz1xyQOuOWhnZ6dk5Pp1lJHLUmh1wXXe2Ia5niFlYP2ynitXrmxynTtBEGIeK/4vpo1IQRAEQYjNMDyS3gyGntFrIQiCIAgxhcyBEwRBEARBEARBiCOIAScIgiAIgiAIghBHEANOEARBEARBEAQhjiAGnCAIgiBEADMrcsq4zH8TBEGI3xw5ckRlp2XmVq6ryWy8EcEsuwULFlRZapkRl78ZXxIx4ARBEARBEARBEAC1diKX1Zg1a5ZF+mByqx9//FGt78ilRLp37442bdqYXCcyupAslIIgCIIgCIIgCEbQA7dp0ybUqFED5ujXrx927Nih1pHUaNCgAXx9fbF79258CcQDJwiCIAiCIAhCvCQwMBD+/v4GG/dFF8eOHUP58uUN9lWqVEnt/1Ik+mJXFgRBiIPsSOyB2Irn5V2Irfh9sEFsxfHdFcRmfJNlRGwlKBaP8wbBCrEZ+7f3EVuJzW0udeBzxFYCEydHbCare07Edb7Eb/A/Axti+PDhBvuGDh2KYcOGRcv1Hz16hAwZMhjs42caim/fvkWyZMkQ3YgBJwiCIAiCIAhCvMTLyws9e/Y02MdkI3EZMeAEQRAEQRAEQYiXWFtbf1GDLWPGjHj8+LHBPn5OnTr1F/G+kdgbGyEIgiAIgiAIghCLKVGiBPbv32+wb9++fWr/l0I8cIIgCIIgCIIgxDhWiWN+buurV69w7do1g2UCuDyAvb09HB0dVUjm/fv3sWzZMvV9+/btMXPmTPTt2xetWrXCgQMHsHbtWpWZ8kshHjhBEARBEARBEAQAJ0+eRIECBdRGOH+Ofw8ZMkR9fvjwIe7cuaPTlbOzszLW6HXj+nGTJk3CggULVCbKL4V44ARBEARBEARBEAB8//33CAoKMquLJUuWmDzn9OnTX01/YsAJgiAIgiAIghDjJEgU8yGUcQEJoRQEQRAEQRAEQYgjiAdOEARBEARBEIQYxyqx+JYsQbQkCIIgCIIgCIIQRxADThAEQRAEQRAEIY4gIZSCIAiCIAiCIMQ4ksTEMsQDJwhfGaaa7d69e7yRzcrKCps3b/5iMgmCIAiCIAihiAdOEMzw9OlTtWgjF2d8/Pgx7Ozs1AKN3PfNN99EWW8bN25E4sSJv5reuV5Jy5Yt1d8JEiRA6tSpkT17dvz444/o1q0bbGxsPuv6XNCSurGUQ4cOYcqUKfj777/h7+8Pd3d39OnTB40bN0Zsxb5UYbj0ag2bgrmR1CE9TtbuiMdb94d/zndFkXNif6TM6Y6Auw9xbewc3Fu2yeAYpw6N4NKzNawzpoP/OW9c6D4Sfv+cj5KMXLNmxfLl2L17N16/fo2cOXOiU+fOyJw5c7jnbdu2DRvWr4ePjw+cXVzQoUMHeHh46L5/9+4d5s+fjyOHD+P9+/coWKgQOnXqFKk61+Rbv3IBDuzditevX8IjR1606tgHmRyymj3n0n+nsX3jKty4fhm+L56h54CxKFKitO77Dx8+YO2KuThz8hiePHqAZClSIk++wmjQvAPs06SzWLYNu37Hqi278MLXD27ZHNGjdRPkdHcxeeyNO/exYPVGXL5xC4+ePkfXlg1Rv6rhYq2bdh/Apj0H8PDpM/XZOWtmtKz7E0oUzIso1euK5dize5eq1xys105dIqzX7du2YsOGkHp1dkH7Dh0N6nXXrp04fOggrl27jrdv32DN2vVImTJllORbuWJZiHyvkCNnLnTs1NUi+TZuWAcfnxdKvnYdOsHDw1N99/KlP1auWI7Tp/7F06dP1DuqeImSaNK0BVKkSBFJ2ZZir5FsDpmzhHvejm1b9GRzVbJlD5GNzJwxFWdPn8KLF8+RNGkyVSfNW7ZB1qyOMdbmlm3cjsPH/8Xt+w9hnSQx8ni4oUPTenDKnAnxqc1t3LkXv23eofTmms0R3ds0R87sriaPvXnnHhb+th6Xr9/Eo6fP0KVVE9SrVuWzrhkRW7bvxNqNm/HCxxeuztnQuV0beHpkN3v84aN/YsmK3/Do8RNkdsiEn1s0Q7EihXTfT5gyHXv3HzQ4p3DBAhg3InhBaeH/F/HACYIZateurRZlXLp0Ka5cuYKtW7cqD9Xz58+jpDN2hIm9vT1SpUr1VfVOo42G1r179/DXX3+hbdu2WLZsGfLnz48HDx581rUzZswIa2tri4/n/fPmzYsNGzbg3Llzyrhs1qwZtm/fHmUZPn78iE+fPuFLkTBFcvifu4z/ug636Phk2bKgyNa5eH7oBI4W/gk3ZyxFnrmjkLZCKd0xmepWQY5fvHB11CwcLVoTL895o9iOhUiSzj5KMq5ft0610c5dumDK1KlImjQpBg8apGt3pjh8+DDmz5uHRo0bY8aMGXBxdlbn+Pr66o6ZN3cu/j5xAl4DBmD8hAl48fw5Ro0aFWn5tm1Ygd3b16F1xz4YOXEBrJMmxbghPfDuXaDZcwIDAuDo7IZW7XuZ/P5dYABuXr+CmvVbYszUxejpNQYP7t/BxFH9LJbr9z9PYMaS1WhVrwYW/TIcbk5Z0XPkRPj4+ZuW6V0gHDKkQ4cmdZHG1vTgR7o0dmjfpC4WTRiGhROGoVDuHOg/fprqiEeW9evXYdvWLejUuSsmTwmp18EDw61XGts0uhs1aoLpM2Yqw5zn6NdrYGAgChYqjHr16+Nz2LB+LbZt3azkmzRlupJvyGCvCOQ7hAXz56JhoyaYNmO2km/I4AHw9fVR3/Mdy3bWqs3PmDVnHrr36I1/T57EtKmTIinbGmzfuhkdO3fDxCkzLJLtDz3Zps6YEyKbl0424ubmjm49emP23IUYPmqsMniGDOqv3kMx1ebOXPBGrcplMW/sYEwd2gcfPn5EjxET8TbA/PMV19rc/qPHMHPxSrSoXwsLJo1Shm+vEePg4+tn8viAwEBkypAe7Zo2gL2dbbRcMzwOHjmKXxcsRtOG9fHrtElwcc6G/kNGwEdPB/pcuOSN0RMmo3KFcvh1+iR8U7wYho4eh5u3bhscV6RQAaxdvki3DezbM9KyCfEPMeAEwQT80fnjjz8wfvx4lClTBk5OTihatCi8vLxQvXp13TFt2rRBunTplIFUtmxZnD17VneNYcOGKQNpwYIFcHZ2Vj+CpsIUOVpJA4YejeTJk6NKlSq4evVqmOvoM3XqVGTLls3Aq0X5ODpta2urPIS3b982CHOkoZUpUybkyJEDrVu3VobUq1ev0LdvX7Nt4MmTJ6hWrRqSJUumyrBy5Up1X97fVAjlrVu31Gd6Gak3lodey2PHjumOHzBgAEaOHImSJUvC1dVVeQErV66sziFHjhxRHspHjx4ZyEKdffvttzqvIstJg4WeJhqQd+7ciVAPUeXpniO4MnQqHm/53aLjndo2wNub93Cp73i88r6B27NX4tGGPXDu1kJ3jHP3lri7cC3uLd2IV5eu43zHofj4JgBZW9SOtHzsQLIOGjRogBIlSqi66tW7t+oIH/vrL7Pnbdq0CZWrVEHFihXh6OSkjD/qcu/evep7jr7z759//lm1QXpLe/TsiUsXL8L70qVIybdr61rUrNcChYt/BydnN3TsMQQ+L57h5PEjZs/LX7gE6jdtZ+B10yd5ipQYOHIaSnxbDg5ZnODumRst2/XEzWveePbEsP2YY822PahWvjR+LPut8pT1adcc1tZJsH2/ablyuLmgc/MGKF+qOBInNh3EUqpIAZQslA9ZHTLC0SEj2jWug2RJk+LClWuIDNTbls2bUL9Bw5B6dUGvXn2UcXPsWHj1ulE9UxVYr45O6Ny5C5Kqet2jO6ZGjZqoV68+PD1DPUuRJVS+RspDRvl69uobIt+fZs/bvGkDKlWuggoVKyn5OnXuptrdvhD5smVzxoBBQ1CsWAlkyuSAfPkLoFnzlmogwVIjibJt3bwJ9Ro01snWo1c/JdtxC2QrX7Gykq2jkWykcpUfkTtPXmTIkFEZc02atcSzp0/x5MnjGGtzkwf3VtdzccwM92yOGNi5DR4/e47L128hvrS5NVt3oVqFMvixXGk4Z82C3u1bqXvs2H/Y5PE53F3RqUUjlP+2BJIkShQt1wyPDZu34odKFZRB5uSYFd07tVdtZ/c+09EaG7duV8ZZ/do14ZQ1K1o2bQQ3VxflxdOHv4f2dna6LVUUPOVxCavEVtG+xUfEgBMEEzCsgxs7xRw1NEXdunWVgbNr1y78+++/KFiwIMqVK4cXL17ojrl27ZryNNE4OXPmjMnrtGjRAidPnlTGCA0d/oD+8MMPKlzNEhhGVqNGDZQuXVp5tHgNethoSIVH+vTpVdgi72uuU0TZ7t69i4MHD2L9+vWYPXu2KnNEDBw4EL1791ZlZrhmw4YNlZzm8PPzU55J8t1338HFxQXLly/XfU9d0Hhs1aqVbt+bN2+UgU0D+cKFC+r8qOjhS2BbPD+eHQg1WsnTfUdhVzzYELdKnBg2BXPh2X69DlFQEJ4d+Au2xQtE+n40djkQkL9A6Lk0Yhm+dMnb2+Q51Om1q1cNBgcYYsvPmnHGgQTWm/51s2bNinTp05u9rimePH4AX5/nyJ2/sIHx5Zo9J656/4fo5M2b16rOk6eM2Mv9/v0H1cEtkjengQ4K582F/65cjxZ5Pn78hN+PHkdAQCBye7hFrV7zG9erp1kDWtXrtasG5wTXawF4e1tudFvCYyXfC+TPX/CLy8fBBA4IJUyYMJKyGeqOoZDely6GI9sV5NMrT7BsBXHZ2/Q5AQFv8fu+PciQMSPSpk0XK9ocef3mrfo3dSrLQ05jc5uj3q5cv4lC+XIb3KNw3ty4cPlqjF+TOrhy7ToK5s9ncK2C+fPiovdlk+dwv/7xpEjB/LjofcVg39nz/6FO4+Zo0a4Tps76FX7+pj218SmJSXRv8RGZAycIph6MRImUl4eeh19//VUZZzQM6OFg+N/Ro0fVHC4aM1r44MSJE5XBR0OHhgNhyAlDFemlMwU7yDSg/vzzT+WRIjRU2EnmtWgkRgTnkdEAqlq1qvJoEXrZLIEjoS9fvlSeGhp0+jBslMYpy1mkSBG1b+HChRZdm8Yb59iR4cOHI1euXMqYNTXyunbtWvzzzz+YO3eubh89hIsXL1Zz47R5WgEBAahXr57BDyYNSnr4CA3nqOohurHOkBaBj4PnP2nwc2KbVEiQ1BqJ7WyQIFEiBD4xDMcNfPwcKTxMz4MJD3a4iPG8NFs7O913ptoNw05NnXP33j3ddfksGM9TsbO1hY/eQEVE+PkEH2tjaxgeys++Id9FBwzH/G3JbJT8rgKSJ4+44+r78iU+fvoEe6OwNHub1Lhz/+FnyXL99l20GzAK7969R7Kk1hjTt4vytkStXg3Dv+hdjqhebU2cw8GY6IQGkrp2mHvZwTdC+Yzana0d7pmRj8/16t9WonKVH6IgW9j7mNedn+lnwoRsO7ZvxZJF89V7KXOWrBg5erxFc5u/ZJvTYBmmLV6FvJ7ucHEMf75fXGlzfprejOZs29mmxu37D2L8mn7+L4PbjlG98l15957p0GkfH1/1vbHOXuiF6xYpWAClShZHxgwZ8PDhIyxctgIDho7E9InjLB7MEOIn4oEThHDmwHF+GA0shoYwPI+GHA07hkoy/DBNmjQ6bx23mzdv4vr10FFUhl6aM97IpUuXVAe5WLFiun28pvKcWBiiRs8TPWWVKlVS4Y7Tpk1T890sgd4+YspLpclWqFDohGoaYPyBiQgauRoM2ySmPHf07HEOHOdO0MjTYHlo8B0/flx9ps5pvOknMEiSJInBfaKiB3pX2fnQ394Hfbm5dNHFwQMHUKtmTd32MRzvZkxw9NAetKhbTreF532NLniPaeMHqzbN5CgxjaNDJiyZOALzxg1BjUplMXrmAty8G/4cuIMHD6B2rRq67ePH2FWvBw/uR51a1XUb51l9aehRHT50EBwdHdGocVOzxx06uB91a1XTbR++sO6+L1MO02bMwdjxk1Ryj/FjR4U7R+xrMmn+cty4cw/De3aI8NjY3ub+3ylT+luULFYULtmc8E2JYhg1dCAuX72Gs+cvxLRoQgwjHjhBCAfOW6tQoYLaBg8erOa8DR06FB07dlSGCY06Y/QNnMhkTDMHwzA0Q0vDOLyS3qquXbuqDIRr1qzBoEGDsG/fPhQvXjzca9NI4/w9Go3Rif5ItGYcGicZYQINGlrMSMk5gPrQG8jvWC7O56In0FjXnJdnbHhGVg9jx45VHkJ9GlrZo3HCtPgc6G2jF04ffn7v9xKfAgLx7pkPPn34AOv0hnq3zpAGgY8MPXemKFa8ODz0vJlae+AIuRaKSugFcQnxRhrDemfbMh5V5zmcZ0HoiaBhxMEKfS8cJ+Xb6d3HmEJFS8Ete6hB/v59cMfWz/cF7OxD9cLP2VzcET3G2yA1723Q6BkWed+IbapUSJgggco+p88LP/8wHpLIwrlKWTJlUH97umaD97WbWLdjH/q2D50HaUyxYsV1mRj19caRenv70LbC+bcMMw6vXn19DBMn8Bw7+8hlDg0rXwkj+YLbnW8Y+ZjRNPx2Z+yh4znGbYph0kMGD0Sy5MkxcPAwNaBkjqLFShhkigyVzSeMbC5mZbMx/Uwo2Qx1x3c7N2a09PDMgYb1auHYX0dR+vuyiKk2pxlvf/17FrNGeiF9mogTIsX2Nqdho+nNz1BvPr7+ZhO7fM1r2qROFdx2jOpVvSvNJFDhfuMEJ9SZva15nTlkzAib1Knx4OFDFZ4p/P8iHjhBiARMmMG5GPTEca4AOxRubm4GW9q0lnf+GeLHzueJEyd0+xjOePnyZXUvQg8e76VvxJmaT1egQAGVZIXJSXLnzo1Vq1aFe296xHgM543xh8cYetsoG+f3aVAu/axiUYXGGEMsOYdNCzc1hsYyjbB58+apkEhLl26IjB54HMOz9Ld6CaKWBVIf3+NnkKasodGYtlxJ+BwPrreg9+/hd+oC0pYtEXqAlRXSlCkB3+OnI7w+5wI5ODjoNnonaGyd1WsXb16/VvWVw0zCABrZbu7uBufQyGbb8gwJPWXSErZx/fbGTKZPnzwxe12SLHkKZHTIotuyODrD1i4N/jt7MlS+N69x/cpFlXgkOoy3Rw/uYuCoaUiV2iZSRpaHazacPH/RQAf/nruI3FFMI26OT0FBeBfBvNaw9eoUXK9n9er1DevVW1dHJuvVzR1nzpqoV8/PCykOli+zbguWzx5nzp6OtHxnjeQ7ayQfrzN4kJdqf4OHDFce96jIdtZItitKtpzhyJYd5/TOCZbtNDw8TZ8TTJD6z5J5y1+qzfH3gcbbkb//xfRhfVXWSkuI7W0u9B6JkN3VGf+eu2Cot/P/IZeHe4xfkzrI7uaKU2fPGVzr9NnzyOkZupSCPtx/+kzo8eTf02eR09P8sgNPnz2D/8uXsI8mwzg2IklMLEM8cIJgAhpRnH/GpBkM02PafyYamTBhAn766SeUL19eZeii8cN9TNTBcEuuGVezZk0ULhyarCE82EHm9TjXjnPAeJ/+/furkBzu17JWck063qdOnTrKu0SPFEc9CcM2aeQwOyZ/gNlp59w6fa8Wf9w1I5AGGBN8jBkzRq2vNG7cOJOyMYyToaPt2rXDnDlzVEeKmSDp+focGDbJeWrMPskwVS3bJDto+t4jhkKyjExZP2LEiAiva4kejOH8ReMlEBJbJTC5jEAKt9A1npI7Z0HqfJ5498JPrfHmMaonkmbOgLMtg9PX3563Gk4dG8NzbB/cXbIBacsUV8sG/FO9Xai8Uxcj36Lx8P33P/j9cw7ZujZHohTJcHdpcDbOyEBPJNvi6tWr4ZA5MzJkyKCSwNCzWiJkbiXx6t9fzbWsFpJJlW118qRJqh1m9/DAlpCkPfQ4E3oYmKGSIa5sm+zs/Tpnjhp4MNeZMydfler1sHnNUmR0yIr0GRywbsU85Y1jVkqNUQO7qIyTlarWUZ8D3r7Bo4fB8/HI08cPcevGFaRMmRpp02dUxtvUcQPUUgJ9h/yiOkxMlkJ4TCIL5iTVr1YJo2fMh6ers1qHa+32vSr9ODP6kZHT5yGtvZ1K4a4lPrgZMqfl/YePePrcB1du3kbypEl1Hrc5K9ahRIG8yJDOHm/eBmDvH8dx+oI3Jg82vRxCeHr7qUZNrF79m2rTGTNkxPLly2DPei0RWq8DvPqreq5WTavXWpg8eWJwvWb3wJYtmxAQGIAKFSrqzuGcUXqaHoYsI8IMsny26f22dJkTTb41q1chswPbXUasWL4kRL7QAZcBXn1RouQ3qFYt+J1Wo2ZtTJn8S4h8ntiyZaOSr3yFSqHG20Av1RZ79+mHt2/eqI2ktrGxaO4PZaseIhsNugwZMulkK64n20CvPkq2qtVq6Mk2AW7u2Q10p8n26OFD/HHkEAoULITUNrZ4/uwp1q9bDeskSVC4SFGL9PYl2hyNt31/HMO4/t2QPFlSPA/xhqVMnlxluIwPba5+9SoYM32u0hszTK7bvlstk/BDueAstaOmzVF6a9+0gU5vt0Lm877/8EHp7erNWyojbJZMGS26ZmSoXaO6WrfNw90VHtndsXHLdjVHsnL5cur7cZOmIW0ae7RpERwKXKt6VfTsPwjrNm5Ra79xGQImQunROTj09e3bt1j22xp8W7KEiop48PAR5i9eCodMGdVacML/N2LACYIJGC7GeWkM7+OcNo6sMrEIDS2mweeP3M6dO1W2Rc7hooHFNP3MoMjOc2Rg2B+NGRo1nEPBa/DaWhgiO8tM1kGDi+n3afQwSQiNFcJOtbe3t1qvjoYnQzu50DINLw3O7eJ+yk2jiMZZ8+bN1X01Q9CcbPSEMYELy0VjiqGknwPlZGgUwxe5afAe+mGS9ApyThvLHZ4RpmGJHqKKTaHcKLE/NCtmzokD1L93l23EudZesM6UDsmyhi6Y+/bWPWWs5ZzkhWxdmiHg3iOcbzcIz/Yd1R3zcN0uteZb9qFdgxfyPnsJf1dtg3dGiU0spU7duqqzMGP6dBXyyDmFI0aONPBccE6gfgYz6tzfzw/LV6xQSUkYbslz9JM4tG3XDlYJEmD0qFHqOeCcyI6dOkVavmq1m6h13RbMHI83r1/BI2de9B8+GUmShBrQjx/dx0v/UA/vjWveGDmgs+7z8oXT1b/flf0BHXoMgs/zp/j3RLBO+3dtbnC/wWNmImee0GyC5ij/TTH4+r3EgtWbVFibu7MjJg3qpQtnYyp2/VDdZz4+aNl7qO7zb1t3q61ALg/MHOGl9vn6+WPkjHl47uOHFMmTqXW+aLwV1ct2Zyl16oTU64zpeP3qFXLmyoWRI0YZ1esDVY8a35UuDT9/P7WwOzvMDH0bMWKUQb3u2rkDq1at1H3u17e3+rd7j54Gne6IqF2nXoh8U0Pky40RI8YYyEejx1C+70PkW6Yn32idfJz/So8P+bm1YcjpwsXLlKFomWz1lWwz9WQbPmKsCdlCn4lvlWy+WLl8aYhsrhg+YoxOtsRJEuPChfPYumWjes6Y4CRX7jyYMGma+tsSvkSb48LxpPMQwwG5AZ1a6wzDuN7mypUqAV//l1i4ej1e+PjBzdkJE4f0C9Xb07B6a9VzoO7z6i071JY/Vw7MGDXIomtGhjLflYKfnz+WrFitdODq4oyxI4boQiifPH2KBAlC5cuVwxMD+vTA4uWrsGjZCrWQ9/CB/eGczUn3G3jj5m3s238Qr16/QRp7OxQqkB8tmzRCEgsGp4T4jVWQ8eQaQRCEcOA6cPTE6a9l96VgNkoax0wk87XYkdh0uEtswPPyLsRW/D58/vydL4XjO8O03LEN32SWGSQxQVAsnmkRhNidHtz+beQXbv9axOY2lzowaoNYX4PAxMkRm8nqHl6ob9zgcA7DdW+jg9KXTC/jFJcRD5wgCLEOzkU7f/68mr/2NY03QRAEQRCE2I4YcIIgxDo4/4/rz7Vv3143H0sQBEEQhPiNVcLY7VmPLYgBJwhCpODE8y+NqeUZBEEQBEEQBFlGQBAEQRAEQRAEIc4gHjhBEARBEARBEGKcBBJCaRGxN72UIAiCIAiCIAiCYIAYcIIgCIIgCIIgCHEECaEUBEEQBEEQBCHGsdJb7Fwwj3jgBEEQBEEQBEEQ4gjigRMEQRAEQRAEIcaxSii+JUsQLQmCIAiCIAiCIMQRxIATBEEQBEEQBEGII0gIpSAIgiAIgiAIMY6sA2cZ4oETBEEQBEEQBEGII4gHThAEQRAEQRCEGEeWEbAMMeAEQRD08Ly8K9bqw9ujCmIrsVlvfokyIDaTIOgTYi+xV7ZPsTyIyC957G13sbnNvUxqH9MiCEKsJ3a//QRBEARBEARBEAQdYsAJgiAIgiAIgiDEESSEUhAEQRAEQRCEGEeyUFqGeOAEQRAEQRAEQRDiCGLACYIgCIIgCIIgxBEkhFIQBEEQBEEQhBjHKqFVTIsQJxAPnCAIgiAIgiAIQhxBPHCCIAiCIAiCIMQ4VgnEt2QJoiVBEARBEARBEIQ4ghhwgiAIgiAIgiAIcQQJoRQEQRAEQRAEIcaxSiBJTCxBPHBfiGHDhiF//vwWH79kyRLY2toiNnHo0CFYWVnB19fXpIyRLWNUuHXrlpLhzJkziCm8vb1RvHhxJE2a9IuXNy5j3F4iokWLFqhRo8YXl0sQBEEQBCE+ES89cOwYLl26VP2dKFEiZMmSBXXr1sWIESNUJzw2Ur9+ffzwww/Rft1s2bKhe/fuatOHxtfmzZt1htH333+vjJOpU6fqjilZsiQePnwIGxsbk9fu3bs3unTpEq31xs4/5dLImjWrkiFt2rSIbv766y+MGjUKx44dw9u3b+Hu7o6WLVuiW7duSJgwoe64oUOHIkWKFLh8+TJSpkypjEpnZ2ecPn06jEFnSo//zwZdmTJl4OPjY3JwYtq0aQgKCkJcgvKuWL4cu3fvxuvXr5EzZ0506twZmTNnDve8bdu2YcP69UoXzi4u6NChAzw8PHTfv3v3DvPnz8eRw4fx/v17FCxUCJ06dYKdnZ1FctmXKgyXXq1hUzA3kjqkx8naHfF46/7wz/muKHJO7I+UOd0RcPchro2dg3vLNhkc49ShEVx6toZ1xnTwP+eNC91Hwu+f84hNutu1c6dqa9euXVPP8dp169RzGh/qVbvH+g0b1D1cnJ3D3MOYP/74A8uWL8fjx4+R2cEBLVu1QtEiRQzKunzFCoOydu7UKcKyfg3Z/vzzT+zYuVPV5cuXLzFzxgy4urpGWi79sq5YsRx7du9SZc3Beu3UJcKybt+2FRs2hNSrswvad+ho2OZ27cThQwdx7dp1vH37BmvWrpc297XrNRY/r+Hdw9QzsXzZMqU7h8yZ0aplSxQpWvSzyyrEf+KtB65y5cqq43/jxg1MmTIFc+fOVR3x2EqyZMmQPn16xCaSJEmCjBkzKq+KKdhJSpMmzReVgYYUZaAhHp1s2rQJpUuXVsb9wYMHlZeNhhsNugYNGhgYFtevX0epUqXg5OT0xcsb07DcHz58+Cr34sBAbPM6R8T6deuwdetWdO7SBVOmTlUDQoMHDVI//OY4fPgw5s+bh0aNG2PGjBmqo8tz9D2V8+bOxd8nTsBrwACMnzABL54/V23RUhKmSA7/c5fxX9fhFh2fLFsWFNk6F88PncDRwj/h5oylyDN3FNJWKKU7JlPdKsjxixeujpqFo0Vr4uU5bxTbsRBJ0tkjNukuMDAQhQoXRv0GDaIkV2yuV95j3vz5aNyokboHO4SDBg826+W+ePEixo0fj0oVK6pOcokSJTBy5Eg16KSxbv16VdYunTtj6pQpqqy8Znhl/VqyBQQEIFeuXKoTGx2sX78O27ZuQafOXTF5Ski9Dh4YblnZeWcnvlGjJpg+Y6YqF88xbnMFCxVGvfr1oy7b/1Gbi/Z6jcW6i+gexrobP24cKlaqhBkzZ5rUXVTKGtdJkNAq2rf4SLw14KytrVXHnx4chmmVL18e+/btU999+vQJY8eOVV4UGk758uXD+vXrdd+xUz9nzhyD69HbkiBBAty+fVt9vnPnDn766SdlxKROnRr16tVTIyim2Lt3r3rojB9iGgxly5YNNzxx+fLlyovGzi4NC45eafDvxo0bK+9QpkyZlKFKD5Cxt80SzxdfPPSI0FjjxhdIRCFxxiGU2rn6G2UnHz9+ROvWrXU654gU76d/LXpNt2zZojuX9zcVQklZixYtquqY5e7fv7+B0UEddO3aFX379oW9vb1qB7y+Bkexfv75Z1SvXh3z5s1TZaCcbdq0UTKwLaxdu1ZXpn///Vd5b/m3/nUsgecsWLAANWvWRPLkyZWXjy9jDY7SsQ7TpUun9MLvFy9erPv+7t27qm2xbbAsbHP6L3eyaNEi9eOo6aNz585qvyndsS413RKtjnft2oVChQqpaxw9ejTcZ0Rj586dyJ49u/qenjZjuSIbQhlRvWnys56oLz53fH7Onj2r+55/U5ZUqVKp71mmkydPIrqMW3qH+Rzyh5a66dW7N54/f45jf/0V7mBB5SpVULFiRTg6OakfYuqZ7wWtPfJvtkm2RbaBHj174tLFi/C+dMki2Z7uOYIrQ6fi8ZbfLTreqW0DvL15D5f6jscr7xu4PXslHm3YA+duLXTHOHdvibsL1+Le0o14dek6znccio9vApC1RW3EFt2RGjVrqmfE09Mz0nLF9nrlPapUrqzu4eToqIwu4/Lrw/dn4UKFUKdOHTg6OqJZs2bK00GvgLmy9u7VS5X1r2PHIqW36JaNlCtXThkOBQoUwOfCsm7ZvAn1GzQMKasLevXqozrlx46FV68b1QBwBdaroxM6d+6CpKpce3TH1KjBNldf2lwM1Wtsfl4jel8Z646DT5F5Xi0pq/D/Qbw14PT577//VLgcPUqEHdNly5bh119/xYULF9CjRw80adJEGQY00ho2bIhVq1YZXGPlypX45ptvlBeGnVt2pF+8eKHOoWFITx/DIE3Blxc74Bs2bNDto0GzZs0a1Xk3Bz0/fHi3b9+uNt5r3Lhxuu979uypQhNoEFAGuuJPnToVaf3QkOLLgS8uei250fCNLNq53Bgq4ebmhu+++87AMF63bp0adRoyZAgGDBigM5QYjslOmOY55cYQTmPu37+vQk2LFCmiOus0tBcuXBhmlIyGGA3bEydOYMKECcoA0wx4vkz5AuQ9jalWrZoySn777TddmWgc9erVS/1t6pyIGD58uCrbuXPnlOysc7YdMnjwYKUPGlCXLl1S5dHCRRnCUalSJWWMsG5Z1xwwoI600TcezxCPtm3b4vz586otUO+RhUYw2xZlyJs3b7jPiGZY1qpVS+mLBiKNKl7jcwmv3ghDoZ88eaL0RcO6YMGC6vnS9Endsp39888/6nvKlDhxYkQHjx49UgZ3fr1OCGXlYMQlb2+T57AOr129ajDQwXcMP2udgqtXr6oBCP3r8vlLlz692et+LrbF8+PZAcMO+9N9R2FXPFhOq8SJYVMwF57t1+skBAXh2YG/YFu8QKzRXXyuV97j6rVrJu9h7nzu178f4SCGdrxW1gJ619TKGhmdfgnZohtdveY3rldPs2VV9XrtqsE5weUqAG9vaXOxql5j4fMa2fcV9+s/i5rutOOjUtb4ksQkurf4SLycA0do8LCzyweS4Q58kGbOnKn+HjNmDH7//XdltBAXFxfldWCYJcPq2AmcNGmS8rJxVITGx+rVqzFo0CB1/P79+1Vn+ebNmzpDh51ddvTZcaRxYRwGyBEUGoX0QmnXoDehdm3zo9m8Lz1z7MCTpk2bqvNGjx6tvG/s7PKa7MASem4cHBwirSt692jc0kNEr0dU0c7lqBHLxetSp4SdaBoyGhxJ4twzGnA0blhX9OSwfsKTYfbs2UrnrEt6jjjq/uDBA/Tr108ZhaxnQiNEC5nlSBqPp+4qVKiAK1euqP05cuQweQ9eUztGC9+kfJpcz549i7SniYMChG1v+vTp+Pvvv5UhxjbGUcnChQur7zWPJaGBzzZAD54Wxso65mAAPWcc5aPhSuOS3lwN4/ZnCTSUqBtiyTNCw5EjhXxOCH9Q+EyMHz8en0N49cb7U2804DiqSSZOnKgGOegdpBFLffbp00c3Ms5rRBf8ISXG8yFs7ex03xnj7++v6tDUOXfv3dNdV2tj+tjZ2sInxDCNbqwzpEXgY8N2zM+JbVIhQVJrJLazQYJEiRD45LnRMc+RwsMl1uguPteruXvw/Ht375otC78Pc7+Qcpgrq/4xlvAlZItuQstqeE++PyOqV1sT53DQKvpli/9tLrqJa7oL732l5oeHU46olFX4/yHeGnAMo2Ink25xhhbywaRRQW/CmzdvdJ1VDXo0NPc+R0zYuadxxBF8eh3YaeToP6GXgkaEvpeKE0v5kud3pjrQNAqZyZDGBo0sevR+/PHHcOcAsTOvGW+E4XGUg9DjxxEfhhJq0GAKb7Ls14KeNRpnDF2jUaYxa9YsFe7HTjaTDVDnkc3qSP3SqNCfl0fP6KtXr3Dv3j1lcGuGgD76utP4Wgk09GXh6BlD+zRZOMGZ7ZKeUxpkDCnUPI/0MNKTqd8GtPkE9M7yGmxPmgH/OWgGJOE9I3pGWA/FihUz+F4z9j6H8OqN+mA9G89DZFuiPjSvNL2BDD1m2DSf2fAmy9NY5Wa8jwbiwQMH1DwGDf0BCCF8YrPuYrNsQtQ5ePAAZs6Yrvs8bPiIWKNOaXOiO0GIbuKtAceOshZKRqOBc3gYapc7d261b8eOHWGy+Gij+prBpRlw/Jfeks9JYEGjjh1JevLYaWesNL1r4WEc+kWjhSM8kYHGgp+fX5j99P6Zyy75OaxYsUIZzPQQ6euX5Wb4IT027OjTKPnll19UqNyXIDzdMURSM0JMhWlyPw3y8HRKLNVreLJUqVJFzavkfDKGCtIYY0gkPUs0VhhOQWPfGM4B07yN5tC+1zdUafSbe140eF9LnpEvQXi6olw06LT5e/poAyGcM9eoUSMlO8Ms6c1j2+McRFMwVNS4A9+la1fl0SxWvDg89OZVabrjyCfn6Gn4MgOfGSORbYX1YDxaynPsQ0ZVObrKSAGWT3/018fXF3Z694lO6G2jF04ffn7v9xKfAgLx7pkPPn34AOv0hu886wxpEPgoYg/019JdVIgr9WruHuGdz3vy+zDH68lkqqw8xtXFcs/ql5DtcylWrLgKj9R4/z44zNzHxxf29mkM3tGMKAivXL4+hnLyHDt7aXMxUq9x/HkN733Fe/qaOD6i5zW8ssYHrCLo2wjB/F9oiQ8VvUIMgWTHnJ1QeoFo4Olv+h41dgI5d47zaBiepT9Xjd45hlPoh1RwHhNf8uF1/HkNdsY5QZUy0QMXVfgDxM4uQzY1aFBooX8a9MixDMbQ46MZMoQhlJyX9znQ60bvB8Ps6G3Uh/O3aCx17NhReXGob81rEhkZqHveR98o4bVpEHLukyXQ08WXoRb+pw/nkDEWXgt5NAXP5Tw1Y70yhILeK329WgKNsebNmyvjl8sPMLEK4fwuysLspMZtlUYiy0wvLUMMzV2XcO6ehiXr6VnyjLAeGM6oz/Hjx/EloT44J4DedGO59JeZoP45Z49zHTlPTz8pjDFeXl7qudHf2rdvr75jSDG95dpG7y5/UM/q6fDN69dqeYkcZhJo8Bl1c3c3OIcGKevBMySEl2GeLJN+3dCb/PTJE7PX/Vx8j59BmrKGz2jaciXhczxYhqD37+F36gLSltXzqlpZIU2ZEvA9fjrC638t3UWFuFKvvIe7mxvO6CXp0e5h7nzuN37GmYBLO55h4Cyr/jVfv3mjyhoZnX4J2T6XsPXqFFyvZ/Xq9Q3r1dtsWVW9urnjzFkT9eopbS521GvsfV4j+77iflO6047XntfIlFX4/yHeeuCMYSgV58bQuKAniB08PlxMD89OG40AjqCwI03YMabBwTlrNCqYsVCDoVl58uRRBhk73By1oWHCuUH6oWjG8Hh6CDiHjVmHPsebwc47ZWWZaFCwk09vAw1D/fBClvPbb79V92RnlmVhgg4aQZxPpsHy0hvGTIIcfdIf7bEEdqzp5eBcPybe4Gdt/h8NCb4cOU9wz549av4bQ9xofPJvfRn4PV9O9Haa8hBSz9Q5159jtkUey3IzdC4ij5S+t4ntgLJy3hSvw7qnIUR9sm44Ly88eD/OE8uQIYMyVpkUhel/WVbq2VI4b49eNs6fZOge525qc/PYXuilZMIczlGjgUpv3caNG1WmRn5me6LBwfqnN49zI9mWqR+Gr1I2JiehnhmKqM3jjKhtRfSM8J40gKkvGu00Zs15lDk3Tj8MlO2THvHIwueO3luGmTLBCQ01hpDS28a2Rx1q9cfy8seXbSy8eaZ8Bo2fQ2szcxwpN+9Njx7X62Hdsx2zrZbQ8+R69e+v3h3VQt4ZlG3ypEnqGcju4YEtmzerutZCVNkeOajA1OXUEzssv86Zo9qBpZ1qLiOQwi04fJgkd86C1Pk88e6Fn1rjzWNUTyTNnAFnW/ZT39+etxpOHRvDc2wf3F2yAWnLFFfLBvxTvZ3uGjenLka+RePh++9/8PvnHLJ1bY5EKZLh7tKNFsn0NXRHmMCGI9RsC4TvMG1ZFuPw47hWr7zHpMmT1T08smfH5i1bDO5BTz3l5PqVhO+Kvv36YcPGjWodLob/cxCoa8h6nfpl5Xpd+mUtGckQ6OiWjfD9xffU85A5R3yGCTuxkf1NYll/qlETq1f/pjr+GTNkxPLly2DPei0RWq8DvPqreq5WTavXWpg8eWJwvWb3wJYtmxAQGIAKFSqGaXMPpc3FSL3G5uc1vHuYeib69e2LjRs2qLXfNN0xCiQyZRX+P/m/MeA4ssKOOjt+TD7CjjbDpziXjOFXHN2nl04fdqBpMDC1q/5cLj5UTP/KTjKzLNJwYIil/rwKU9BTwDlr9FxEx0LPkydPVh3pqlWrqo41O/X0CuovVs4XGEPJaACww01ZaXzSWNHCSQk77OyY0/vCOUXUUWTgOmpcRoGJVbRF1AmzdrJD1a5dOzWyxEyd1B89XNQtZdNgFkyGx9EIZhgD12fTT+pBGNLHcEN21GkE8OVPI9sSw0QfdvJ5fRq2NHA5r4wv3YEDB6plGMytfadBXdPQZdIOehIpB+fi8Zr6bSUi6HWkF0jrdFIWvqwJf0COHDmiErTQKOSPIMvPMEstjJN1RtkZtso6pCeKZdNg+DD1QyOR3li2f/5IRYRmjJp7RjgKyqyqNPLY7tmuadC2atUqzLW0TKQaNOqjstYc64R1zzriD+DTp0/VCCWvzx82XpeGNJ9XtkXqgnqLzjlOderWVfqeMX26aqM0GkeMHKnLcKt5PP38/XWfObDj7+enFk/mZHiGvvAc/RCjtu3aqbCR0aNGqRAh1lfHTp0slsumUG6U2L9c9znnxOB6urtsI8619oJ1pnRIljWT7vu3t+4pYy3nJC9k69IMAfce4Xy7QXi272hoOdbtUmu+ZR/aNXgh77OX8HfVNnhnlNgkpnXHNrFKL8y4b58+6l+mADeexxnX6pX34D25kO8LHx8V5jhyxAjdPZ48fWoQbsT3NzuES5ctUwMqfF8w063+e7RunTqqrNNnzNCVldfUL2tMyUYv/uQpU3Sfub4YYQp6ZsGNLHXqhNTrjOl4/eoVcqqyjjKq1weqHjW+U+XyU+VSC5S7uGDEiFEG9bpr5w6sWhXa5vr1Dc5O3L0H21xFy2T7P2pz0V6vsVh34d2D3rwEen0L6o7G77KlS83qzpKyCv+fWAV9rUwOwheHCVv4AqChpmW7FAQhcly/cSPWqszbowpiK56XQwdjhMhhJT/DUeJTLJ8FYmUVe7tXsbnNBUUwgCqYJzJzWWMr56uWifZr5tl+EPGN/xsPXHyEHi16vuj9YIgbvWyaW14QBEEQBEEQ4hIJEooBbwliwMVxGFPNeWB0p9PdzwWf9RM6CIIgCIIgCIIQfxADLg7DbI6mMkwKgiAIgiAIghA/id0B5IIgCIIgCIIgCF+RWbNmqYQyTAxYrFixMEsnGcPkhEwWx4R0XHKJSd6YgOZLIR44QRAEQRAEQRBiHKsEMT8Hbs2aNWq5qF9//VUZbzTOuEQWpyxxiRpjVq1ahf79+6vM38z+zjWZW7RoobJnM2P8l0A8cIIgCIIgCIIgCAhepotLW3HJIi73QEOOSzvRQDPFX3/9pZaSatSokfLacbkmLpcVkdfucxADThAEQRAEQRCEGIdr8UX3FhgYCH9/f4ON+0zx7t07lV+ifPnyun1cQ5mfjx07ZvIcet14jmawcf1crlH6ww8/fCEtiQEnCIIgCIIgCEI8ZezYsbCxsTHYuM8Uz549w8ePH5EhQwaD/fz86NEjk+fQ88alvEqVKoXEiRPD1dUV33//PQYMGIAvhXjgBEEQBEEQBEGIl3h5ean1kvU37osuDh06hDFjxmD27Nk4deoUNm7ciB07dmDkyJH4UkgSE0EQBEEQBEEQ4mUSE2tra7VZAtdSTpgwIR4/fmywn58zZsxo8pzBgwejadOmaNOmjfqcJ08evH79Gm3btsXAgQNVCGZ0Ix44QRAEQRAEQRD+70mSJAkKFSqE/fv363Tx6dMn9blEiRIm9fPmzZswRhqNQBIUFPRFdCoeOEEQBEEQBEEQBEAtIdC8eXMULlwYRYsWVcsI0KPGrJSkWbNmyJw5s24eXbVq1VTmygIFCqhlB65du6a8ctyvGXJiwAmCIAiCIAiCEO+IDevA1a9fH0+fPsWQIUNU4pL8+fNj9+7dusQmd+7cMfC4DRo0SK35xn/v37+PdOnSKeNt9OjRX0xGq6Av5dsTBEGIg1y/cQOxFW+PKoiteF7eFdMixFms5Gc4SnyK5bNArKxib/cqNre5IKuY78DHVVxdXBDXuVy/UrRf02PNHsQ3JIRSEARBEARBEIQYJzZ44OICYsAJgiDo4ffBJtbqIzZ7uWKzdzDbpUOIzaTAS8RWrBB7PTW2b54gNvMwuRtiK6mCfBFbeWUVe9/Bj9/aITbjGtMCCF+N2B1/IAiCIAiCIAiCIOgQD5wgCIIgCIIgCDGO1RdYMy0+IloSBEEQBEEQBEGII4gBJwiCIAiCIAiCEEcQA04QBEEQBEEQBCGOIHPgBEEQBEEQBEGIcRIklGUELEEMOEEQBEEQBEEQYhxZB84yJIRSEARBEARBEAQhjiAGnCAIgiAIgiAIQhxBDDhBEARBEARBEIQ4gsyBEwRBEARBEAQhxpGFvC1DPHCCIAiCIAiCIAhxBDHgBEEQBEEQBEEQ4ggSQikIgmAhQUFBWL9yAQ7s3YrXr1/CI0detOrYB5kcspo959J/p7F94yrcuH4Zvi+eoeeAsShSorTu+w8fPmDtirk4c/IYnjx6gGQpUiJPvsJo0LwD7NOki5RsK5Yvx+7du/H69WvkzJkTnTp3RubMmcM9b9u2bdiwfj18fHzg7OKCDh06wMPDQ/f9rp07cejQIVy7dg1v377F2nXrkDJlSovlsi9VGC69WsOmYG4kdUiPk7U74vHW/eGf811R5JzYHylzuiPg7kNcGzsH95ZtMjjGqUMjuPRsDeuM6eB/zhsXuo+E3z/nERWou9UrFmPfnu148/oVPHPkRttOPeGQOUu45+3avgmbN6yGr88LZHN2Q5v2XeHukcPgmMuXLmDlsgW4evkSEiRIAGcXNwwe+Qusra0tkm3r9h1Yv2EjXvj4wMXZGR3bt4OnR3azxx/54yiWrliBx4+fILODA1q3bIGiRQrr2tqSZSvwz8mTePjoEVKkSIEC+fOhdYvmSJMmjUXyGMu2bsMmnWyd2reNULYlK1bqZGvTsrlONrJs5SocOvIHnj59hsSJEsHdzQ0tmjVBDs/Q9mgp63cfwMqte/DC1w9uTlnRs1VD5HJ3MXnsjbv3MX/NFnjfuI1HT5+jW4v6aPBjBYNjFqzdgoXrthnsc3TIiDXTRiG+tbkt23di3UbWqy9cnbOhU7ufw63Xw0f/xNIVq/BI1WsmtGnRDMUM6vU3HPrjqKrXRKpeXdGS9RrONSPS3W8rFuP3PTvwOkR37Tr1iFB3O5Xu1oTozlXpLruR7ryV7hYa6G7IyAkW646ybVszB0d/34i3b17C1SM/GrYdgAyZnMyes3vjQpw+sR+P7t9CkiTWcPHIh5pNuiNj5mzq+9cv/bBt7RxcOnsML549QsrUdshfpAyqN+iIZClSIb4hywhYhnjgBEEQLGTbhhXYvX0dWnfsg5ETF8A6aVKMG9ID794Fmj0nMCAAjs5uaNW+l8nv3wUG4Ob1K6hZvyXGTF2Mnl5j8OD+HUwc1S9S9bJ+3Tps3boVnbt0wZSpU5E0aVIMHjQI7969M3vO4cOHMX/ePDRq3BgzZsxQnXCe4+vrGyp/YCAKFS6M+g0aICokTJEc/ucu47+uwy06Plm2LCiydS6eHzqBo4V/ws0ZS5Fn7iikrVBKd0ymulWQ4xcvXB01C0eL1sTLc94otmMhkqSzj5KMm9b/hh3bNqB9p54YN3kOrJMmw8jBfcKt16NHDmDx/Nmo16gFJk6frzqEIwb3ga+vj0FHeuSQvshfoDDGT5mDCVN/RZVqNZEggWUL1dKYmTd/ARo3aohZ06eq+hk4eIhB/ehz4eIljJ3wCypXrIjZ06ehZIniGD5qNG7duq2ry2vXr6NRw/rqekMGeuHevfsYOiLyRghlmzt/IZo0aoDZ06fAxTkbBgweCp9wZBszYSIqV6yAOdOnomSJYhg2agxuhshGsmTOjM7t22HerBmY/Mt4ZMiQHl6Dh8LXzy9Ssv3+59+YvnQtWtethiXjh8DdKSt6jJ6KF37+Jo8PCHwHh/Tp0LFxbaSxtTF7XZesDtg+b5Jumzsycs9o3GhzRzF3wSI0adgAc6ZNVvXqNWS4+Xq95I0xEyahcoXymDN9Mr4pXgzDRo8zqlcHdG7fFvNmTcOUCWNVvfYfPCzS9aqxaf1q7Ni2URlt4yfPVu/hEYP7hvuuC9bdHNRv1ByTps8L0V1fA93ReBs5pJ/S3YQps/HL1Dn4oVoNi3VH9m5egoM7V6FR24HoN2Y5klgnw4yRHfE+nHq9cvFflK5cH/3GLkO3Ib/i48cPmD6yAwID3qrvfX2ewu/FU9Ru1hNDJq9H804jcOHMn1g2x7J3qhA/EQNOEIRYAT1HpUqVgq2trfIGVK1aFdevX9d9/9dffyF//vzKMClcuDA2b94MKysrnDlzRnfMf//9hypVqigPUYYMGdC0aVM8e/YsWuTjyOqurWtRs14LFC7+HZyc3dCxxxD4vHiGk8ePmD0vf+ESqN+0nYHXTZ/kKVJi4MhpKPFtOThkcYK7Z260bNcTN69549mTRxbLRn00aNAAJUqUgLOzM3r17o3nz5/j2F9/mT1v06ZNqFylCipWrAhHJydl/HGkee/evbpjatSsiXr16sHT0xNR4emeI7gydCoeb/ndouOd2jbA25v3cKnveLzyvoHbs1fi0YY9cO7WQneMc/eWuLtwLe4t3YhXl67jfMeh+PgmAFlb1I60fNTd9i3rUad+UxQtUUp17Lr28sKLF8/w97GjZs/btmkdKlT+EeUqVEFWx2xo17mn6kge2LtTd8yi+TPxQ/VaqFWvMRydnJE5iyO++bYMEidOYpFsGzdtRuXKlVCpQnk4OTqia+eOsE5qjT1795k8fvPWrShcqCDq1q4FR8esaN60CdxcXbFl+3b1PT1u40aPROlvv0XWLFmQw9MTnTq0w9Vr1/DkyZNI6W3Dpi2oUrmiTrZuOtlM1/PmrdtQpFBB1AuRrYWSzUV58TTKfl8aBQvkR6ZMGZHNyRHtfm6NN2/e4ObNW5GS7bft+1C93LeoWqYUnLM6oG/bJrBOkgTbD5iuz5xuzujSrC4qfFMUiRObD0xKmCAh0tjZ6Dbb1FHzfsTmNrdh8xZUqVQRlSuUg5NjVnTr1EG9E/bsM+0136Sr15pwysp6bazqlV48g3rNnw+ZMgbXa/s2rVS93ohkverrrm79pigWortuIbo7EY7uthrprn2I7vbv3aU7ZvH8Wfixei3UrtcoSrqjbPt3rESV2j8jf9EyyJItO1p2GakMsDN/HzR7XtdBs1GyzE9wyOqGLNk8lIH24tlD3LlxUX2f2dEN7fpMQt7CpZEuY1Z45imKnxp2xvmTh5WxFx89cNG9xUfEgBMEIVbAsL+ePXvi5MmT2L9/vwpfqVmzJj59+gR/f39Uq1YNefLkwalTpzBy5Ej062c4+k2vRNmyZVGgQAF1DRqEjx8/VsZHdPDk8QP4+jxH7vyFDYwv1+w5cdX7P0Qnb968VsZp8pSWdRAfPXqkQiDzFyig28fOOkMhL3l7mzzn/fv3uHb1qjKKNahzfva+dAkxhW3x/Hh24JjBvqf7jsKueLCcVokTw6ZgLjzbr2eYBgXh2YG/YFs8tPyW8vjRQxVSlS9/Id2+FClSwt0jJy57B3egTOnu+rXLyKt3DnXHz9o5HNlnGJaNjR28enVCy8Y1MahfN1y6cM4iuXgPGlbs+Orfo0D+/LjofdnkOaxrfq9PoYIFzLYB8vr1G9XWUkQiLFaTTf9ewbLlM3uvi0q20LKQwgULhts+d+7ao9oxPY+Wy/YBl2/cRpG8OQ1kK5I3B/67cgOfw91Hj1GtbS/U7tQfQ6fNV+GWUSE2t7kr166jYP68BvdgGzTX5rhf/3hSWLW5y+brdfdepEiRHK6RqFd93fmY1F0OXPa+YPae169dMTgnWHcFdedQd1eU7mzRv1dntGhcCwP7dcPFC5aHZT97ch/+vs+QI28x3T6GODq758GNK2ctvs7bN6/Uv8lT2oR7TNLkKZEwocyE+n9Fal4QhFhB7dqG3pNFixYhXbp0uHjxIo4ePao6mfPnz1ceOM7vun//Pn7++Wfd8TNnzlTG25gxYwyukTVrVly5cgXZs0dtvoWGn88L9a+NrWGYHj+zMxZdMITqtyWzUfK7CkiePIVF59B4I3Z2dgb7be3sdN8ZQ6OYxrGpc+7eu4eYwjpDWgQ+NvSa8nNim1RIkNQaie1skCBRIgQ+Mew8Bz5+jhQepuc4hYdWdzZ2hvVqa0vdma7Xl/5+Sne2tmHPuX/3jvr78aMH6t81q5ageesOai7Nof17MHRAL0ydvTjC+Tpa/fCa+tjZ2uLuXdP14+Pjq743Pp77TcGQs4WLl+D70t8hRfLk4cpjSjZT97p7977FstHbzvlz+hz/+x+MGf+LCve0t7fDuFEjYGOT2mLZfF++wsdPn2BvdA4/375vmUfbFJw/N6hTKzg5ZMAzHz81H67DkPFYMXkEUiRLGi/anJ//SzP1amP2ncB6tTVx/Au90EStXkdPmBRcr3Z2GD9yeKTqNazujN5btnZm38Oa7myMniVD3T1U/65etRQtWrcP0d1epbtpsxdFqDvi7xP83kptazifNJWNPfx9LTP2Kee6xb/A1TO/8ryZ4pW/D3aun49S5WtZdE0hfiIGnCAIsYKrV69iyJAhOHHihAp75A8ZuXPnDi5fvoy8efMq402jaNGiBuefPXsWBw8eNJlgg6GYpgw4dia4GRtQnEh+9NAeLJg1Qbe/75CJ+NIwycS08YNVKA6To5jj4IEDas6axvDhMhfCUg4f3Ie5MyfpPg8cNg5fgqBPQerfilWqqbAt4uLqjvNnT+HAvp1o0qItYhK2tdFjx1NSdOnUEbGFfHnzYM6MqcpIpKdm1LjxmD55Yhij4mtTokAe3d9MikKDrmaHftj/1z8qXDM8pM0F1+uv06fAz98fu/bsxajxv2D6pAkR1it19+vMybrPA4eNxZcgKOT3plKVqgbP67mzp7B/3y40bRE6WKhx4sgOrJoXOn+0k1foOzmqrF4wFvfvXkOfUUvMet5mjumCTFlcUK1ee8RHZB04yxADThCEWAFDJJ2cnJSXzcHBQRlwuXPnDndiuj6vXr1S1xg/np1SQzJlymTynLFjx4Yxftp27oN2XfqhUNFScMueS7f//ftgOfx8X8DOPq1uPz9nc3FH9Bhvg9S8t0GjZ4TrfStWvDg89OakMUSI0Ntmbx86Qu/L7ICuriavkTp1ahVGZOyh4zkcIY8p6G2jF04ffn7v9xKfAgLx7pkPPn34AOv0hqPc1hnSIPBRxPMdixb7xiDznKY7eljt7UOvyZAqjsKbIlVqG6U7X1/DEX+eYxviVbELuVbWrIbZ5zJndcLTpxHPN9PqRz/JAmEyCWOvqYadnW2YZBPBx9uGNd7Gjcfjp08wYczoSHnf9GUzdS97o3uFJxvDno3bWrKkSVWGSm6co9fi53bYvXcfGtara5FstqlSImGCBGESlvBzeAlKIkuqFMnh6JAB9x49iTdtziZ1KjP16hdum/M1cby9ral6zaS2nJ4eaP5zB+ze+zsa1qtjge5yhn0Pq3dd5HTnZ/QsmdJdlqzBmR81smR1xLOnj01eN1+R71V4pMaHD8Gy0dtmYxeaQfil3ws1Hy4iflswFuf/PYJeIxbBLk2GMN8HvH2NGaM6ImmyFGjfdzISJkoc4TWF+IvMgRMEIcZhsg162QYNGoRy5cohR44cBoYF53KdP3/ewFv2zz//GFyjYMGCuHDhArJlywY3NzeDjfNoTOHl5QU/Pz+DrWW77uq7ZMlTIKNDFt2WxdEZtnZp8N/ZkwZz1a5fuagSj0SH8fbowV0MHDVNdTjCI3ny5MrI1TZHR0fVwTqrl9DlzevXSqfsBJsiceLEcHN3NziHRjOTwnjmMEyt/TXxPX4GacoWN9iXtlxJ+BwPljPo/Xv4nbqAtGVLhB5gZYU0ZUrA9/jpCK+fLHlyZHLIotuY0ICdOI6069fr1csX4eEZ2nE01p2rmwfOnTlloLtzZ/7VnZM+Q0bYp0mL+/fvGpz78P5dpEsftnNm6h5Mo3/6zDmj+jmrOsCmYF2fOWs41+bU6TMGbUAz3u4/eIBxo0cpYyyyaLJRFkPZzpltbzk9PXH67LlwZTPnydQMHstkSwQPFyecPH/JQLaT572RO3vkQ2zN8eZtgDLe0trZxKs2l93N1aCeeA9+NtfmuF+/jYbWa/hLPwQFfbKoXoN1l1m3UXd2JnV3CR6eucyWy9UtexjdnT9zSneOprsHRrp7cP+eWd3RkEqfyVG3ZcriitS2aeF9/m8Dj9nNq+fhkj1fOLoIUsbbmb8PoPuweUibIezSL7zOtJEdlNHWsf9UJE5i2bIGcRFJYmIZYsAJghDj0Phg5sl58+ap9cYOHDigEppoNGrUSP3gtm3bFpcuXcKePXswcWJwSCPnxpFOnTrhxYsXaNiwoTLuGDbJ41q2bImPHz+avC+zq7EDq78xfNIUvE+V6vWwec1SnDzxB+7cuo45k0cobxyzUmqMGtgFe7av130OePsGt25cURt5+vih+lvLMMkO9dRxA3Djmjc69x6myslkKdw+WNhxpWw1atTA6tWrcfz4cdy8eRMTJ01SOi1RsqTuOK/+/bFt61bdZyaJYbKX3/ftU6Gqs2bOVEZyhQqha2BRp9TlgwfB82tu3bqlPr98+dLiZQRS5/NUG0nunEX9nTRrsFfUY1RP5Fsc6jW9PW81kjtnhefYPmpOm1P7RmrZgJvTQkOKbk5djKyt6yFz0xpI6emC3LOGIVGKZLi7dKNFMhnrrupPdbB+9XL8ffxP3L51A9MnjYG9fVqVIVBj6ICe2Lkt9PrVatbF73u24+Dvu3Hvzm3MnTVFLRlRNiT8itf9qVZ97Ny6EX8dPYSHD+5h1fKFuH/vDspX/MEi2WrVrIFde/Zg3+/7cefOXcyYNRsBAQGoWKG8+n7CpMlYtGSp7vga1avj5L+nsH7jJty5exfLV65SyUZ+qlpV19ZGjhmHK1evoV/v3vj08RNevPBRW2SMJFK75k/YuWcv9obINn3WHCVbpQrlQmSbgoUGslXTk+2eWvPtyrVrqF71R/X924AALFq6TCU1efzkiZJx0tRpePb8Ob4rFVoPltCwagVs3X8EOw79iVv3HmDC/BUICAxE1TLfqO+Hz1iI2Ss3GCQ+uXLzjtqoo6fPfdXfdx+Gel6mL1uLUxcu4+GTZzh3+Rr6/zJLefoqfBOasCI+tLnaNViv+7B3/wHcvnsX02f/Glyv5YPrdfykqVi4ZLnu+JrVq+GfU6exbuPmkHr9TSVC+anqD7p6Xbh0uUp2our12jVMnDoDz56/wHelvomy7tbp6W7apLFKd8xKqTFE6S507cjqNeuqNfcO/L4bd0N0x3KVq1BZd90atepjh9LdYTx8cB+rli9Suitnoe54jXI/NsauDfNx9p9DuH/7KpbMGARbu3QqK6XGlGFtcXDXat3n3xaMwd9HdqB1t7FImjQF/HyeqY1LzCgdvnmllhV4F/AWzToOw9s3r3XHfDLz2ybEfySEUhCEGIfhLTQ+unbtqsIm6XGbPn06vv/+e/U9DSsuOM1FppklkdkoOV+Ohp02L46eqD///FNlp2RafBoiDMmsXLmyun50UK12E9VhWjBzvFp81yNnXvQfPtnA6Hv86D5e+oeGFNEwGzmgs+7z8oXT1b/flf0BHXoMgs/zp/j3RHD66/5dmxvcb/CYmciZp6BFstWpW1d1SGZMn67CSXPlyoURI0ciSZLQFNgPHz5Uc1A0SpcuDX8/PyxfsQI+L16ocEueox8utXPnTqxauVL3uW+f4Ll5PXr2NDD0zGFTKDdK7A/t8OWcOED9e3fZRpxr7QXrTOmQLMSYI29v3cM/1dsh5yQvZOvSDAH3HuF8u0F4ti80RfjDdbvUmm/Zh3YNXsj77CX8XbUN3hklNrGUmnUaqnr9dcZEtTBwjpx5MHjkBIN6ffTwPvz9Q9etKvVdWfj7+aoFhZk8QS2WPGKCLiSLVKtRF+/fvVPpyV+9fKlSng8dNREZM4W/uLrG9999q7zCy1asVB5pFxcXjB4xXFc/T58+RYKQAQySK2cO9O/TG0uXr8CSpcvgkNkBQwcNRLZswSF1NIaOnzih/u7YpavBvSaMHaPmKVlKqGyr9GQbppPtydOnusEVTTavPr2wZPlKLF66XMk2bNAAOIfIRmOIyVn27T8Afz9/pEqdGh7ubpg8YZxKPR8Zyn9TFD7+r7BgzRY89/WHe7asmDKwO+xDQigfP3tuoLdnPr5o3neE7vOqbXvUViBndswe3jdY1899MHTaPPi9fK2WD8jn6Yb5YwbAziZVPGtzpdT6bEtX/Kbq1dXFGWNGDNWF4ap61UvLniuHJ7z69Ayu12UrVOjrsIH9Dev13n3s2z9ezWtMlToVPNzdMWX8mEjXa6juGiAg4C3mzJikp7vxBu+6Rw8fmNCdH1avWKISxTi7uGLIiPFGuqujQvYXGekuk4W6IxVrtEBg4FusnDsSb16/hJtnAXQZNNvAY/b08V2ViETjyJ516t/JQ9sYXKtZp+FqeYE7Ny4pLx4Z3LmawTGjZu9A2vSWyyfEH6yC6LsVBEGIY6xcuVJ519iJTJYsWbRd99SVqBkBXwObRFFb+PZr4O0R7AWIjWS7dAixmRSwzJsZE1gh9nYRUr2J3Np1X5uHyU3PyYoNpAoynZk0NvDKKvrmKkY3j9/G3PxgSyiTJ/p+C2OKe50tm+8aGbLMDDaS4xPigRMEIU6wbNkyNcqfOXNmlXGSnjau8RadxpsgCIIgCEJsRww4QRDiBFysmmGT/JdZJevWrYvRo0fHtFiCIAiCIAhfFTHgBEGIE/Tt21dtgiAIgiAI/8+IAScIgiAIgiAIQsyjl2BIMI8YcIIgCIIgCIIgxDj6WU4F88g6cIIgCIIgCIIgCHEEMeAEQRAEQRAEQRDiCGLACYIgCIIgCIIgxBFkDpwgCIIgCIIgCDGOVQLxLVmCaEkQBEEQBEEQBCGOIAacIAiCIAiCIAhCHEFCKAVBEARBEARBiHFkGQHLEA+cIAiCIAiCIAhCHEE8cIIgCIIgCIIgxDiSxMQyxIATBEHQw/HdlVirD79EGRBbyXbpEGIrt3J8j9iM5+VdiK0EBVkhtvIouStiM7fzlkFsxfX8PsRWbuUpi9iKx387EbtxiWkBhK+EhFAKgiAIgiAIgiDEEcQDJwiCIAiCIAhCjCNJTCxDPHCCIAiCIAiCIAhxBDHgBEEQBEEQBEEQ4ghiwAmCIAiCIAiCIMQRZA6cIAiCIAiCIAgxjsyBswwx4ARBEARBEARBiHkSSHCgJYiWBEEQBEEQBEEQ4ghiwAmCIAiCIAiCIMQRxIATBEEQBEEQBEGII8gcOEEQBEEQBEEQYhwrK6uYFiFOIB44QRAEQRAEQRCEOEKcMuBu3bqlLPMzZ87EtCjw9vZG8eLFkTRpUuTPn9+icyj75s2bv7hsgiAIgiAIgiDETyJtwLVo0UIZIuPGjTPYT8MkPrg9//rrL/zwww+ws7NTxlmePHkwefJkfPz40eC4oUOHIkWKFLh8+TKaNm2qyh7eRuPz4cOHqFKlyhcvQ/Xq1eHo6Kjkz5Qpk5LvwYMHBsecO3cO3377rToma9asmDBhQoTXHTZsWJhyeXp6Ghxz/fp11KxZE+nSpUPq1KlRr149PH782OAY/fOpQ3d3d9Wu/v33X3xNDh06ZCBLhgwZULt2bdy4cSNarp8tWzZMnTrV7D0TJEgAGxsbFChQAH379lXtI7rR7pcrV64wbdjW1hZLliyx+Fqsf+PBigYNGqBy5coG+3bv3q3uyeONz2e7jMts2PU7arfvhTIN2uDn/iNw8ar5tnLjzn0MmDBDHf9N7RZYs31PmGM27T6AZj0GoUKT9mpr6zUSx06di5JsQUFBWL5sGRo3aoQaP/2EAV5euH//foTnbdu2DS2aN8dP1auje/fu6p2mz7t37zBr1izUr1cPtWrWxKhRo+Dj4xMl+X5bvgitmtRCg5oVMWxATzy4fy/C83Zt34R2Leujfo0K6NejA65evhTmmMuXLmCIVw80rFUZjev8gEF9uyIwMDDCa9uXKozCm+ag3O0/8OP7y8hQvVzE53xXFKX+3ojKr87j+0t7kaVZzTDHOHVohDJX96Pyy3Mo+eda2BTJg6jypep1186d6Ne3L2rXqoUfqlTBq1evoibb8mVo0rghataojgED+lsk2/ZtW9GyRTPU+KkaenTvFla2XTvRv18f1KldCz/+UDlKsmnyrVJtrjbq16yEoQN6WdTmdm7fhLYtG6BejYro26MDrphoc96XLmCwV080qFUFjer8iIF9u1nU5jSc2jXC95f2o9KLsyh5eA1sCptvI1aJEsHNqyNK/7dXHV/q+GakrVDK8KAECeA+pCu+v/g7Kj0/o451698BUdXbyuVL0LxxPdSp8QMGD+hjkd52bNuCNi0ao/ZPVdC7e2dcuext8P2sGVPQtlVTdc0mDWpj1IjBuHf3TqRki269JUyZAjkmeKGM936ltxIHfoNNodyIKrH9PRwXsEqQINq3+EiUSsVO//jx4+NN4+GDQTZt2oTSpUsjS5YsOHjwoPKydevWTT0o7KjywdQ3VEqVKgUnJyd07NhRdb61rUSJEvj5558N9tFIypgxI6ytrb94ecqUKYO1a9eqF8CGDRuUrHXq1NF97+/vj4oVKyrZaTT98ssvqnM9b968CK9NQ0C/XEePHtV99/r1a3Vddt4PHDiAP//8U+m2WrVq+PTpk8F1Fi9erM6/cOGCeinxB7pYsWJYtmwZvjbUEw3cdevWKXkor7Gx86Xu+c8//6Bfv374/fffkTt3bpw/f/6L3I9G6ZfQLdsa6/nDhw+6fXx22N5pPOrD/Tz+c57RmOT3P09gxpLVaFWvBhb9MhxuTlnRc+RE+Pj5mzw+8F0gHDKkQ4cmdZHG1sbkMenS2KF9k7pYNGEYFk4YhkK5c6D/+GnK+Iss69etw9atW9G5SxdMmTpVvacHDxoUru4OHz6M+fPmoVHjxpgxYwZcnJ3VOb6+vrpj5s2di79PnIDXgAEYP2ECXjx/rt6JkWXT+t+wY9sGtO/UE+Mmz4F10mQYObgP3r0z3+k9euQAFs+fjXqNWmDi9PnI5uyKEYP7wNfXx8B4GzmkL/IXKIzxU+ZgwtRfUaVaTSRIEPGAYsIUyeF/7jL+6zrcojIky5YFRbbOxfNDJ3C08E+4OWMp8swdZdApzFS3CnL84oWro2bhaNGaeHnOG8V2LESSdPaICl+qXmlsFCpcGPUbNIiSXEq29euwbesWdOrcFZOnhMg2eGC4sh2hbPPno1GjJpg+YyacXVzUOcayFSxUGPXq18fnsGn9auzYthHtOvXA+MmzYZ00KUYM7huufMFtbg7qN2qOSdPnhbS5vgZtjsbbyCH9VJubMGU2fpk6Bz9Uq2FRmyOZaleB57j+uDZmFv4sWQv+5y+j6JYFZttI9qHd4Ni6Pi72GoUjBX/EnYWrUWj1TKTOl0N3jGuvn+HUpiEu9ByJIwV+xOVBk+DSow2cOjRFZNm4fg22b92EDp274ZcpM5Xehg7uH67e/jh8EAvn/4oGjZpiyoxfkc3FRZ2jrzdXN3d07dEHs+YuwvBR44AgYMigfhb/3n4JveWZPRJpy5bEmdb98EeR6ni2/08U3b4Y1g7pERVi+3tY+D834MqXL6+MkbFjx1o8Uk9PBD0SGvS41KhRA2PGjFGeD3oDRowYoTqCffr0gb29vTKk2NE3hoZVyZIl1YPBTi8bvz7//fef8nSlTJlSXZseqGfPnum+//7779G5c2c1ypE2bVpUqlRJGR80uui9oiFD+SlvmzZtsHTpUqxfv14ZRYQGCg0fysu/acxSH9qWJEkSJE+e3GBfwoQJDUIotXBQXpOesGTJkqFIkSK4cuWK6tQXLlxYyc9yPH361KB8CxYsQI4cOVT56QGbPXu2wfc9evRQ4Z000Kin/v374/jx43j//r36fuXKleplsmjRImWQ0Tjt2rWr8jRGRKJEiQzKRf1psCPPctGrQ88lN+ru5MmTyqDTh/XN86ljGn3Ub+PGjVW9aAMDz58/R8OGDZE5c2alT17vt99+012DBkmaNGnCjHqyXbHOydmzZ5XRkCpVKuURLFSokJJHn/Tp0ytP5XfffYchQ4bg4sWLuHbtmqqHChUqqDLSU0bj/tSpU7rzaNBrXiUa5g4ODkqPWhu7ffu2qgvN42Z8T5Y/e/bsSv/UHb2WHTqEjpjyGmyjxmXjs6PBsvfu3VvpiN5MGsHGhhPp0qWL8hqHN0J8584d/PTTT6rdGXtPWafDhw9X+tTKw33ULY1vfZ3y/mxzJ06cQEBAgNrHf/lZM+DCu5f+O4Rt3dnZWbV1wnbCdsDnhXXPdxGfXUufjc9hzbY9qFa+NH4s+y2cs2ZGn3bNYW2dBNv3HzF5fA43F3Ru3gDlSxVH4sSm80WVKlIAJQvlQ1aHjHB0yIh2jesgWdKkuHDlWqRkY1vku4VtiQNI1Fmv3r3VM3Tsr7/MnsdBq8pVqqhn0NHJSXU62Jb37t2rvqdu+TffjawPest79OyJSxcvwvvSpUjJt33LetSp3xRFS5RSneKuvbzw4sUz/H0sdBDImG2b1qFC5R9RrkIVZHXMhnade6rO5IG9O3XHLJo/Ez9Ur4Va9RrD0ckZmbM44ptvyyBx4iQRyvV0zxFcGToVj7f8blE5nNo2wNub93Cp73i88r6B27NX4tGGPXDuFvpMOndvibsL1+Le0o14dek6znccio9vApC1RW1Eli9Vr6RGzZrquTOOooiMbFs2b0L9Bg1DZHNBr159VMfy2LHwZNuovPYVKJujEzp37oKkSrZQD3WNGpStfpRl029zdes3RbGQNtctpM2dCKfNbTVqc+1D2tz+vbt0xyyePws/Vq+F2vUaRbrNEeeuLXB38TrcW74Rr7yv478uQ/HxbQCyNDPdRjI3+gnXf5mr2uvbW/dwZ/5q9bdz15a6Y+yKF8DjHfvxdPdhvL1zH48271HGiG04Hipzetu6eSPqNWiM4iW+UfXao1c/Va/Hj/1p9rwtmzagYuUfUL5iZVWvHTt3V23u9727dcdUrlIVufPkRYYMGZUx17hZSzx7+hRPnjyOEb0lSGqNjDUqwnvQRPj8eRJvbtzB1dEz1b9OPzeMlN7iwns4rmCVwCrat/hIlAw4GiM0vDhScO9exG51c7BTTy/EkSNHlPHADmbVqlVV+CI7e+3bt0e7du3C3IMGXq9evXD69Gn1kNBjwgeEcMSibNmyKiyNnUqGc7FjyB8qfWhY0NBix/nXX39VDwevwc6wMbw+O9qa8UDPEQ0fysC/TZ1jKSzzoEGDlGFA46hRo0YqnG7atGn4448/lCFBo0KDxhc/jx49GpcuXVL1MHjwYFUeU7x48UKdQ0MuceLEat+xY8eUscLya9CIpVcoIq/q1atXlaHi4uKiDC52xDVoHLBjr+9lZEeaoYL6njpz0Nh5+fIl9u3bp+v00+DasWOHMsrbtm2rDLO///5bfV+3bl01csfRLo0nT56o41u1aqU+U0YOBNAYo9FNw0LTgyloGBAauJSlefPmSnYawHxpMryW+wm9m1OmTMHcuXOVXvjipnFBNm7cqO5LI1/zVoYH78v2zvbIMlgKDV7W5+rVq1VYLHXCzhHl0YeGIAdH+Myagh5SGlRsLxwQYR3Qa1c/ZASc/7K963tguY/PBdsDvWuEumFbphw0zimbFprM9kEDLqJ7abDtU8fUJee98p406Fm3bPs0FGvVqqXzjEf22YgM799/wOXrt1Akb07dPrbrwnlz4b8r1xEdfPz4Cb8fPY6AgEDk9nCL1LmPHj1Sz27+AgV0+2jQe3h44JK3YRiTBgd0rl29ajDYxjLxs9YpYDtiu9G/Lr2r6dKnN3tdUzx+9BC+Pi+QL38hPflSwt0jJy57XzQr3/Vrl5FX7xzKx8/aORzdZ0iljY0dvHp1QsvGNTGoXzdcuhC1MNSIsC2eH88OBLdpjaf7jsKueLAOrRInhk3BXHi2X6+zFhSEZwf+gm3xUB3GdL1GBzrZ8hvL5mn2Pkq2a1cNzgmWrQC8vaO3I8o252OyzeXAZe8LZuW7fu2KwTnBba6g7hy2OYZU2tjYon+vzmjRuBYG9uuGixcsi55gG0ldIBeeHzRuI8dgV8z0fPoESZLgY4Dh4BsNF7uSoXL6HD+NNN+XQAq34IHyVHk8YFeiIJ7uNT3AFLHeChroLTv1dsn8s3rt2hXk1zuHeuM1vM083wEBb7F/325kUAPB6WJEbwyxTJAoET6ZOqZEqG7jy3tYiF9EeRkBznNiA6MBsnDhwihdg1626dOnq8bKBs55WG/evMGAAQPU915eXmquHTvQHNHQ77RyrhKZM2eOMtIoAw2fmTNnKuONnTcNeprY2OndYoeTsDOuP+9L84xx9N4UHAnk+YSeExpb9B7w78+Bxh+NJ8JwTXZQ9+/fj2+++Ubta926tcE8Jep70qRJquNKOMJDjxGNCBobGgzLoy6oT3rjtm/fbvCS4Xn60FOpfUcD2hT07lAW1hU70/TI0HtI44oeLt6HLyvem/pnx5oGE40sS+Z3aaOt9OIRepX0jWN6kfbs2aO8lkWLFlVGDw1eemlpMJAVK1Yojxi9V4QGJg1+7dqsd3NQxokTJ6r7soyaMaZBzyw9hzQ6ONDAa7P+6QWiUcj7Ui6tbXOgg3qxtI3ol58euojg/Vl2/ksjilBffB64X/8ZoAeTbYfPFkfx6FHUh22O4Zs3b95Uz4rm4aTBRuOX3mG2d80Dqw+NMhpTfF456MBnjN5EDhJwv/Y92xy9wjTYIrqXZkRzP69FaBjyR4xtn9ch+nVk6bMRFXxfvsTHT59gbxQKaW+TGnfuf97cxeu376LdgFF49+49kiW1xpi+XZSHLzJoAy/Gz66tnZ3ZQRmGUtOYNnXO3ZBBM56rvev0sbO1hc+LFxbLR+ON2NgZhjrZ2lI+09d56e+n5LO1DXvO/ZB5M48fBc/tXbNqCZq37gBnFzcc2r9HzXWaOnsxHDJnQXRinSEtAh+HRnMQfk5sk0qN5ie2s1EdwsAnz42OeY4UHi6Rvt+XqtfoIFQ2W8P7sG1EIJutiXPu3r2L6CS0zRnpwdZO9525NmdjaxdOmwt+3levWooWrduHtLm9qs1Nm70owjaXJK1dcBt5bNRGnjxDSg/D32WNZ78fhXOXFnhxNNhLlLZMCWT8qQJH03XHXJ84D4lSpcB3Z3Yi6ONHWCVMiCvDpuLBmtDffkvQ6o7tJWy9mtabv/asmtD1faN63bl9C5Ysmq8GaDNnyYoRoyeEO6j6JfX28dVrZfi69e+IV5dvqGfZod6PyiB8fT1yc/PiwntYiF981sw+hg5ydJuj3VGBHTYab/pGhH6HjB1ghkkZeyToddNgo2a4oSYDQ7zoDWBD1zatY8y5YBr07JhCf57b1yBv3rxhjCh9HXCfVn660VkGGnX65WMctH7ZCI0WeijpWaQemzVrZnHZ2AnXvz49G4ThnDSUKDONzp07dyqPpxZayo4255FxMi7Po5HA7wsWLGhQz+bQ5NPCDWn4jRw5UumDBhGvSQNO3+tHY4Rl1CYJ08DUEu2Qnj17qjBYGlkcDDDWE6GnjIYnjSDqmF4feifpueX1afSxLAz1Y7igdn/q4u3bt8obyeMYBqE/FyyyGJc/ImgEUUc0mPTriwamqXKy3fB54nNrDJ8fGlOaQUVy5sypfrQjer5pLNNzyJFEGmqa8cyQUy2cUzPkInMvGmma8Uby5cuHcuXKqfZA3XMejfajGJlnQx96BfkDqr8FfuX5do4OmbBk4gjMGzcENSqVxeiZC3Dzbvhz4A4eOKAmsmvbx89od1+Cwwf3oVHtyrrt48cvI1/Qp+BnpmKVairkzcXVHa3adlYdwwP7QsMs4wqxuV4PHjyA2rVq6LYvVaef0+Ya1q6i2z58sTYXPJ+7UpWqem2uk2pz+/eFhllGJxf7jMbr67dR+sxOVPY7j5yTB6swQujNLef8MIcG1XCmRW/8WbI2zv7cH87dWiFz4xrhXvvQwf2oV6uqbvvS9Vq6TDlMnfErxoyfjMyZs2DC2JFfbI6zJXo727ovf3RR7voRVPY9h2wdm+LB2h0Gx8TF5zVOw/5idG/xkM9ayJsj7OzIc+Rdf14OO+vGxoI2/0of41EXdlxN7TNOgBEe7GAz5NFUJ5XznDTYYddH88yxA8lwQ2O4n53M6Ea/vFrH3XifVn4tExc7rvSG6UMjTR/O2+LGctGryM4ywwBp/NKDYpwZUvuszUvTX6pBMyyNYYeb12eomwZjuNlh5pxDGtfaXDcaORGhdd417yCTqzCUlPMn2WlnnTEUUP9lT28rO/b01PDeTELCEEr9uVT00nHfrl27lJeG4Yb0IOsbrDTO6PWix0yDXhuG1VIGGhMMDaX+tPtTpww7ZQISepWYzIYy04CyZETRXPm1uaIRPUdsD6x3hoYa17/xSB1hfTC8kM8qvdjRBQ0zGlD0nnHwhIMHmgHHcEeGSjIkmuHQkcH4GWUZqWeGY9JoZzjowIED1bXpYbT02dCH83jpSdanT4dW6NuxjcE+21SpkDBBArzw9TPY/8LPP4xXLrJwflyWTMHPmKdrNnhfu4l1O/ahb/vQd6oxxYoXh4fe/CCtXdCg5WCHhq+PD1xcXU1eg22ebcx4ZJjn2IeMBnNUmIMSbGv6bcrH1xd2evcxpmixb1TIlbF8fj4vYG+fJvRevj7Kg2GKVKltlHy+voYjzDzHNsSTZxdyraxZgz2yGpmzOuHpU8tDkS2FI/T0wunDz+/9XqowrHfPfPDpwwdYp09jdEwaBD4y9NzFZL1GhWLFiqvwyFDZgt+DPj6+RnXqa/Z9r8nm6xOanEE7x84+6rKFtrmcYeTzU7qLXJvz00u8Ya7NZckaOqc/+LMjnj2NeC6Xro1kMGoj6cN6d/XPOVW/MxJYJ0HiNLYIfPAEHiN74c3NUO+W55g+uDFpPh6uDx64eHnhCpI5OsC1d1vcX2l++aKixUogu169fghpc6q9hKlXc20u5Fn1MaE3o3plOCY3eio9PHOgUb2aOPbXUZT+vqxZGb+k3vj3iUpNkTB5MiRKnRKBj54i/7LJeHMrYo9wbH8PC58HE+yxT8fINPYz2efQoqxMwWeEfRJO+2C/h/1G9l859eZL8NlmKb0a9Lhoc10IR81ZYP3OZ3Su3UZDRIONmh1YLfSR3h524tkJdnNzM9iMO4T6sPPPB44hWMZwjhVjkBneGJPQkKKXiPOFjMtmHBKpj2YAagksaIRw3qG+McCOMcMG+aJgaKL+tfWNGn34MqGxpm8Ya9B4pPHGeY70IDI5TESwofNlRm8ZoVeHc6WaNGmiHh52CrQwVn3oYaPnjWGDPFffs0NoZHJ+HTv9DK8zToxD3bm6uoYpJ+/PpCR8+OgtpgGnnwyHUFccMGAoML1MfA60TJL04lmaXYuePIZoclBE8zrxX/3QU16L4ar6xiv3Ub/G7cFc2CY9VyyLsdHC54chTPphTAw/5AtJG7gwVx7qjjrnc8LnnIYbYSgqNz5TNHo1D5wl9zIHBzQYXkz56WGmTPR8RvXZ4OCTn5+fwdatTTOTRpaHazacPH/R4Ln699xF5M5u+oc5qnwKCsI7EwNe+tBgZXm1jeG7fHbP6r1n37x+rQYYcphJBMFBBjd3d4NzWCbWoWfI+5TeZxr++u9vzkl++uSJ2euSZMmTI5NDFt3GZBDsAJ87G5oE6M2b17h6+SI8PHOalc/VzQPnzpwykO/cmX9156TPkBH2adLi/n3DztbD+3eRLr3pgafPwff4GaQpW9xgX9pyJeFzPFg/Qe/fw+/UBaQtGxolwtH9NGVKwPf46Qiv/7XqNSqElc0pWLazerK9oWzeZu+jZHNzx5mzJmTzjLpsoW0us25jm7Mz2eYuwcMzl1n5XN2yh2lz58+c0p2jtbkHRm2OafYtaXNsI/6nL6j5aoZtpDh8ToTfT/oU+E4ZIZy7xeQbj3eEJgdLmCyZzjuo4+OnCFOoB9drZt2WVdWrPc6ePW2gN87788hh/ll1c8uOs2eNn9XT8DTzfAcTpP7TjMaY0JvGxzdvlfGWyDY10pUvhcfbwx4T197DcZXYkMRkzZo1KoKLg/6cvsE+KB1W5nIUsI/DpHecAsNka6xzDiizDxQrPXCEnhEmimAHVoMhVMycyDlmTF/POTn0frBzHl1WMRs0O4JMIsGRCy1pRadOnZTSaGxxThyNMnqI6HVhhjpzo/E07jhXhnPtmCyDHgrKy7lB9CiwHMaJUGICdlxpVDCkj8kqaJQxWQt1wMZGbwQ9IVzigC8SGlhM5MBOthZ6So8Ur8NwM85Xo1FALxN1GR6cX0VjhaMKTD7Dhk196hu2NI5YLzQ+aMxwXh+NJxqH+rCzTiOf8tMoo+45D5GeNBp+hHXMB4EeF5aFiW7oKTTu5LM8lI31rp8qn0aRVnfsxPOFR91o8ycjgvdfvny5CtFlaB2vpSU5ITQaadDQ48MXOeff8XttfhYHEWgos03R+NPP2MmXAOcAMOkHByD4rNA45MiNBpPxsE7pPWT9sfz6aYVpmPLZY3gsjSQadHzu2GYZ5vrjjz+aHXTR5l1q0PDVnmUa0hwYoUeRxhjLr5WH89b4I8KwUxq8WsIaGmfM+EiDSd9jy/M5aqUlO7H0XqZg22bZONhCbyk/s7za4E1Ez4YpKL/x0h7v9JL76FO/WiWMnjEfnq7OyOnugrXb9yIgMFBlpSQjp89DWns7tWyAlvjk5r3gUMj3Hz7i6XMfXLl5G8mTJtV53OasWIcSBfIiQzp7vHkbgL1/HMfpC96YPLgXIgMNW2Yo5XvOIXNmVQdsuwyZLaEXUeDVv7+KMKgWMqBCT/TkSZNUW8/u4YEtmzcrvfGHSHsvUt98tljfbOe/zpmjdB4ZY4DyVf2pDtavXq4MugwZM+G35Qthb59WZaXUGDqgp8oY+EO14HmM1WrWxYzJY+Hm7gH37Dmwbct6BAYEoGyFKrrr/lSrPtasXKKyDNKzcnD/Hty/dwd9Bgy3aBmBFG6haxMmd86C1Pk88e6FHwLuPoTHqJ5ImjkDzrbsp76/PW81nDo2hufYPri7ZAPSlimulg34p3qod/nm1MXIt2g8fP/9D37/nEO2rs2RKEUy3F0a+mzHdL0SjhDz2dDWCGXHg+8v40iE8GT7qUZNrF79m3q2M2bIqNaEs6dsJUJlG+DVX8larZomWy1MnjwxWLbsHtiyZRMCAgNQoULFMLI9jKJs+m1unWpzmVWb45pwbHNsYxpDBvRE8RLf4odqwVEZ1WvWxfTJ4+Dqnl21OWay5Lu6XIXKoXVSqz5Wm2xzhmtfmuPm9CXIO38c/E79B9+T5+DcuTkSJU8WHN7HqRXzxymD4/LQ4MzQNkXyIqlDBvifvaT+dR/YWRlmNyYv0F3zyc6DcO3bHm/vPsSri9eQOn8OZOvSAveWbbBIJn29Va9RC2tXr1QGHTNGck041iuzUmoM8uqD4iW/QdVqwSGaP9WsjamTJ6hnlfW6dctGVa+a3h49fIA/jhxCgYKF1Tuav3cb1q2GdZIkKFSkaIzpLW35UoAV8PrKTaRwdVKezFdXbuDestjzvEbXe1iwHPa3ODWmZcvgjKVMdsi+GHNqMLeDMdzP9xb7q1oEln7m/VhpwBFm2qO1qsFGxc4ckyhwDhM7zOxgW7LOmCWwA8qNHUl2GDnyr3WO+UNCzwkNEzZ4PgTsULNDF9E8LHb0GQLGMDMm5+BLmw8UXaIM3YsNC5XT28SHl25dGhR8sNkZ1tLN8zsaATSuGNZG7xjLzkyXWkeVL096o2jsci4gdcfsfTRcw4MGEI01hhXSQKORSG+o/jwljjrQq8GGzMZL3dGAM0Z7KJilkiMUvBazS9KDqkGZ6VGhscFyUT6+HOkl0YflYRvjw8XvNWhcUlYaODT8WE564Iy9T+ZgYhzekzLRw8T2rJ9UhYYm2yGNAxpyrAd6o/my1p4Lhg3S+GI71PdI06Ble2I4BD2LbKu8jr7njIMSnNNJ+Tn6Rj0ar6NGg5nzvJghkvMAWUYmk2GSFXPQMOSmn1KcsmzZskUliqEXkM8K241+1krqmG2LMtCQ5L210Gnuo/GszX/ToFHG42hkR+ZepuCACg1iGn00qPlc03Dl3ExLno3Ppfw3xeDr9xILVm9SoZTuzo6YNKiXLoTy8bPnBu+IZz4+aNl7qO7zb1t3q61ALg/MHOGl9vn6+WPkjHl47uOHFMmTqbXlaLwVzRf5hWTr1K2r3lkzpk9X3nF6WkeMHGmQbZYeXT9/f4P68ffzw/IVK9RkeIb58Bz9CfVt27VTnZ7Ro0Yprz3fGR07dYq0fDXrNFTG168zJuL161fIkTMPBo+cgCRJQg3oRw/vq4QIGqW+Kwt/P1/8tmKxSjzBzvLgERN04WykWo26eP/unUrt/urlS9WpHjpqIjJminjkkwv2lti/XPc558TgBFp3l23EudZesM6UDsmyhkYYMBU5jbWck7yQrUszBNx7hPPtBuHZvtAsuw/X7VLrUmUf2hXWGdOpzuPfVdvgnVFik5iuV85hXhUyv5n0DQl9ZnpyfUMvXNnqhMg2Yzpev3qFnLlyYeSIUUayPVCyaHxXujT8/P2wYvlyZaTx/TdixCgD2Xbt3IFVq0Jl69c3+L3bvUdPA0MvImrWaaCyHc6ZMUmvzY03kI+GRdg254fVK5aopB3OLq4YMmK8UZurE7wUj1Gby2RBm1M62RDSRgZ3QZIM6fDy3CX8XeNnXRtJltWBrnjd8QmtrZF9SDckd86Kj6/e4Mmewzjbph8++AVnRCYXeo1C9iFdkXvqECRJlwYBD5/g7qI1uDom8kup1KpTX9UrF94OrtfcGDZiXFi96dXrt6XLqHpdtXxJSL26YtiIsbp6TZwkCS5e+E8ZdrwmE5zkyp0H4ydNV3/HlN4YNukxggM1GfHexxePNu/DlWFTEBTF+Wyx/T38/0pgYGCYZZRMDeASPtscWGdfVoP9FA4+60cb6kM7hE4S9qvZv2G/mP0e2iLhTeP4HKyCvnbWDkH4AjC5BV+U+p5gQYgKz/4z/YKODfglj/6wwOgi4FOodzq2cSuH4cBCbMPz8pdJfhEdBAXF/MClOd4Fhe18xSZu5Q1/XldM4no+eLme2Mj1PJYNIMQEHv/F7uRIrhbkG4jt+IwOXQ83upj2PkOYwXs6OpgnwRhGJdCxQG+aftJERvUxxwGjf4xhskRGCjCyiBFFjPzjv4wK4n1irQdOEGIKjvRx7hm36Fy0WRAEQRAEQYj7eHl5hZlKYcr7FlU4b5Eh3ow0pMeNHlJGRTEiSAw4QTAB533RiGPWUeN5doIgCIIgCML/N9ZmwiVNwakoNMJMZWs3lyCO05U4900/XJLTyZjrgSGZ+iG00UX8XBxB+L+BLmvOidOfmyYIgiAIgiDEQZg1Mrq3SEBjix40Jk3T97Dxs35IpT7Mjs2wSf1lz5igj4bdlzDeiBhwgiAIgiAIgiAIgAq3ZNbPpUuXqjV6O3TooBIDagn4mFxOP8kJv2fyPmZep+HGpHpMfMekJl8KmQMnCIIgCIIgCEKME9HahV+D+vXrq2WKmKGdYZD58+dXS6JpyyTduXPHILM9M5Xv2bNHZQvnMk5MgkJjjlkovxRiwAmCIAiCIAiCIITA9aC5mYKJ84xheCWX1vpaxLyZKwiCIAiCIAiCIFiEGHCCIAiCIAiCIAhxBAmhFARBEARBEAQhxrGKZNbI/1fEAycIgiAIgiAIghBHEANOEARBEARBEAQhjiAhlIIgCIIgCIIgxDxW4luyBNGSIAiCIAiCIAhCHEE8cIIgCIIgCIIgxDiSxMQyxIATBEHQwzdZxlirjwRBnxBbSYGXiK14Xt6F2Iy3RxXEVrJ770VsJVWQL2Iz2c/H3nZn+/YeYisJY7He3gcljmkRBEEhIZSCIAiCIAiCIAhxBPHACYIgCIIgCIIQ8yQQ35IliJYEQRAEQRAEQRDiCGLACYIgCIIgCIIgxBEkhFIQBEEQBEEQhBjHysoqpkWIE4gHThAEQRAEQRAEIY4gHjhBEARBEARBEGIeSWJiEeKBEwRBEARBEARBiCOIAScIgiAIgiAIghBHkBBKQRAEQRAEQRBiHKsEksTEEsQDJwiCIAiCIAiCEEcQD5wgCIIgCIIgCDGPlfiWLEG0JAhCuAwbNgz58+ePdVpq0aIFatSoEdNiCIIgCIIgfFXEAycI8RQaOEuXLlV/J0qUCPb29sibNy8aNmyovksQjal6eT1fX19s3rzZ7IKcqVKlgoeHBwYNGoSffvrJ4mvfunULzs7OOH36tIEhOW3aNAQFBeFrwvutWLEce3bvwuvXr5EjZ0506tQFmTNnDve87du2YsOG9fDx8YGzswvad+iodKGxa9dOHD50ENeuXcfbt2+wZu16pEyZMlKybdu2Des3bFD3cHF2RocOHQzuYcwff/yBZcuX4/Hjx8js4ICWrVqhaJEiBmVdvmIFdu/ercqaM2dOdO7UKcKymmLr9h1Yv2EjXoTI1rF9O3h6ZDd7/JE/jmLpihV4/PiJkq11yxYoWqSw+u7Dhw9YsmwF/jl5Eg8fPUKKFClQIH8+tG7RHGnSpIm0bFpZVyxfblDWTp07R1hW6nzD+pB6dXEJo/NdO3fi0KFDuHbtGt6+fYu169ZFql7tSxWGS6/WsCmYG0kd0uNk7Y54vHV/+Od8VxQ5J/ZHypzuCLj7ENfGzsG9ZZsMjnHq0AguPVvDOmM6+J/zxoXuI+H3z3lEVXcrVywLeSZeIUfOXOjYqatFz8TGDevg4/NCPRPtOnSCh4en+u7lS3+sXLEcp0/9i6dPn8DGxgbFS5REk6YtVH1bwpbtO7F242a88PGFq3M2dG7XJtw2d/jon1iy4jc8Um0uE35u0QzFihTSfT9hynTs3X/Q4JzCBQtg3IghiG/vkg27fseqLbvwwtcPbtkc0aN1E+R0dzF57I0797Fg9UZcvnELj54+R9eWDVG/aiWDY5Zt3I7Dx//F7fsPYZ0kMfJ4uKFD03pwypwJ8U13lG3ViiXYt3uneh48c+ZGh07d4JA5S7jn7di2GZs3rFXPQzZnV7Tt0AXZQ54H4+uPGOKFU//+A69Bw1G8ZKlIySfEH8QDJwjxmMqVK+Phw4fKCNq1axfKlCmDbt26oWrVqqoj/DVYvHixkuHkyZP45ptvUKdOHZw/H7XOoj7s1Nna2uJrsn79OmzbugWdOnfF5ClTkTRpUgwePBDv3r0ze86Rw4cxf/58NGrUBNNnzFQdfZ5Dg1cjMDAQBQsVRr369aMk1+HDhzFv/nw0btQIM2bMUPcYNHiwwT30uXjxIsaNH49KFSti5owZKFGiBEaOHKnaica69euxdetWdOncGVOnTFFl5TXDK6spDh35A/PmL0DjRg0xa/pUZcANHDzErGwXLl7C2Am/oHLFipg9fRpKliiO4aNG49at2zpdXbt+HY0a1lfXGzLQC/fu3cfQEaMQVdavW6fK2rlLF0yZGlKvgwaFW1bqfP68eWjUuLHSOcvFc4zrtVDhwqjfoEGU5EqYIjn8z13Gf12HW3R8smxZUGTrXDw/dAJHC/+EmzOWIs/cUUhbIbSTl6luFeT4xQtXR83C0aI18fKcN4rtWIgk6eyjJOOG9Wuxbetm9UxMmjJd6W7IYK8InolDWDB/Lho2aoJpM2ar9jpk8AD4+vqo758/f44Xz5+jVZufMWvOPHTv0Rv/njyJaVMnWSTTwSNH8euCxWjasD5+nTYJLs7Z0H/ICPiYa3OXvDF6wmRUrlAOv06fhG+KF8PQ0eNwM6TNaRQpVABrly/SbQP79kR8e5f8/ucJzFiyGq3q1cCiX4bDzSkreo6cCB8/f5PHB74LhEOGdOjQpC7S2NqYPObMBW/UqlwW88YOxtShffDh40f0GDERbwMC45XuyMb1q7Fj6yZ06Nwdv0yZqWQbNrh/uLL9cfggFs3/FfUbNcPkGb/C2cUVwwb30z0P+mzdvMFgYDRewiQm0b3FQ8SAE4R4jLW1NTJmzKhGJgsWLIgBAwZgy5YtyphbsmSJOoY/YG3atEG6dOmQOnVqlC1bFmfPng1zrblz5yJr1qxInjw56tWrBz8/P12IJT19vC5/WLjR66BBI4syZM+eXRkJNBwPHgwdyabXo1SpUuo4elBoXF6/fl33Pb1vpECBAura33//vckQSv74du3aFenTp1c/mrzmP//8E2265Mjnls2bUL9BQ2XwcAS3V68+qqN57NhfZs/btGmjMqQrVKwIR0cndO7cBUmtrbF37x7dMTVq1ES9evXh6Rl2xNUSNm3ahCqVK6NixYpwcnRURhfrfu/evSaPZ10VLlRIGdOOjo5o1qwZXF1dlUdJKyu9qQ0aNAgpqzN69+qlOtZ/HTsWKdk2btqMypUroVKF8kq2rp07wjqpNfbs3Wfy+M1bt6JwoYKoW7sWHB2zonnTJnBzdcWW7dvV9/TAjBs9EqW//RZZs2RBDk9PdOrQDlevXcOTJ08irTtTZe3Vu7cq67G/wqvXTahcpYrSuaOTkzL+jHVeoybrtV6U6/XpniO4MnQqHm/53aLjndo2wNub93Cp73i88r6B27NX4tGGPXDu1kJ3jHP3lri7cC3uLd2IV5eu43zHofj4JgBZW9T+jGeikfKQ8Zno2atvyDPxp9nzNm/agEqVq6BCxUrqmejUuZvS3b6QZyJbNmcMGDQExYqVQKZMDsiXvwCaNW+Jv0+cwMePHyOUa8PmrfihUgVlkDk5ZkX3Tu3V9XfvM+293Lh1uzLO6teuCaesWdGyaSO4ubooL54+iRMnhr2dnW5LFUnvTFx4l6zZtgfVypfGj2W/hXPWzOjTrjmsrZNg+/4jJo/P4eaCzs0boHyp4kic2HRQ1+TBvdX1XBwzwz2bIwZ2boPHz57j8vXQAaP4oDvKtm3zRtRt0ATFSnyjPGnde/XDi+fPcPzYUbPnbdm0HhUr/4DyFSvD0TGbMv7YXn/fu9vguBvXr2HLxnXo0r1PlOQT4hdiwAnC/xk00PLly4eNGzeqz3Xr1lUdXxp1//77rzL0ypUrhxcvXujOYQjY2rVrVQefBhfDGTt27Ki+6927t+qkat4+biVLlgxzXxpuCxcuVH8nSZJEt58hMD179lQeuv3796vQzpo1a+LTp0/q+7///lv9+/vvv6tra3Ib07dvX2zYsEEZk6dOnYKbmxsqVapkUI7P4dGjRyr0Jn/+Arp9NCYY9uV96ZLJc96/f49r164anMPy8bO3t+lzIgvvQeNFP7w0+B75ccnb2+Q53J+/QKhMpFChQrrjtbIW0LtmcFk9zJY1PNkK5s9nIBuve9H7slnZ9O+rZCtYwGxZyOvXb5RxnyIKHWpdverpQyuruXuqer161aTOI6Of6Ma2eH48O2BoYD/ddxR2xYPltEqcGDYFc+HZfr2OblAQnh34C7bFDduDJTxWunuB/PkLfvFngu8JDh4lTJgwXJl4/SvXrodpcwXz5zXb5rhf/3hSpCDb6BWDfWfP/4c6jZujRbtOmDrrV/j5m/ZKxd13yQdlVBXJm9PgHoXz5sJ/V0IH1T6X12/eqn9Tp7IsHDYu6I48fvRQPQ/5DJ6HlMjukQOXL100K9v1a1cMzqFs/HzZO/ScwIAATJowGu06doWdfdS85UL8QubACcL/IRxhPHfuHI4ePaoMJBpwHPEjEydOVB6J9evXo23btmpfQEAAli1bpptjwJCxH3/8EZMmTVLetWTJkikPGP82hnPu2OniHCAaZdmyZVMGn0bt2oYj/4sWLVLeQIb55c6dW/1N6J0zdX2tczdnzhzlVaxSpYrax3CZffv2KaOxT5/PH7Fkp4HY2RmGbdJzqH1njL+/vyqzrYlz7t69+9ky6d/Dzs7OYL+drS3umbkH5eX3xsdr5Qgta9hrmitreLLZ2oa9zt2798zI5mtGNtPhbwxNWrh4Cb4v/R1SJE9usWyh9zNdVls7uwjr1dQ5d++ZLtfXwDpDWgQ+fmawj58T26RCgqTWSGxngwSJEiHwyXOjY54jhYfpOU7hwc4qCdu+7eAb4TNhpDtbO7Ptld7+1b+tROUqP0Qok5//y+C6MQrnU23u3n2L2xyf0Rd6IWxFChZAqZLFkTFDBjx8+AgLl63AgKEjMX3iuAiNyrjyLvF9+RIfP32CvZHu7G1S4879h9FyD5Zh2uJVyOvpDhfH8OeFxSXd6ctmqm2bl83Poudh4fzZ8MyRS3n2BIGIAScI/4cw1IMeC4ZKvnr1KkzyBxpb+mGMDLPTnyDO0BX+6Fy+fNmsUaUxZcoUlC9fHjdu3ECPHj0wffp0lVBF4+rVqxgyZAhOnDiBZ8+e6Txvd+7cUQacJVBWjmRyjp1+uFPRokVxKRyPCI1Obsb7aMwePHgAM2dM1+0fNnyERbIIXw96dUePHc8WjS6dgj3CEXHwwAE1AKExfLhl88sE4ODB/Zg1Y5pOFUOHR33eoaW8efMaw4cOUu+gRo2bxlg1lCn9re5vl2xOcHZ2QrM2HXD2/AXl3QsPeZeEMmn+cty4cw9zRg+0SO+xWXeHDv6OOTOm6D4PHj7mi9znxPG/cO7sGUyZMRf/D1jJMgIWIQacIPwfQqOGc31ovGXKlMlgzppGdCUIoYHHcEZuTGjyww8/KO8a56qRatWqwcnJSXnMHBwclAFHwy2yyTKiwtixY8N04Lt06Yqu3bqjWLHiuqx45P37d7rRenv7UIOXcwhdXEx7LzinkOEwvkbeI55jZ2844hpVtHsYj/AyYYO5UBt6jowTOqjjQ0aBtX95TX1jm8e4milreLIZT8bXv1dY2WzNyGYb1ngbNx6Pnz7BhDGjLfa+FSteHB56c1xo+JsqKz1ILq6ukdI5z+HcqJiC3jZ64fTh5/d+L/EpIBDvnvng04cPsE5vOGBjnSENAh8Zeu5MwTlphs9EsO58wzwTzMoZvu6MPXQ8x7i9vnnzBkMGD0Sy5MkxcPAwlU03ImxSpwquG9/gObrhtaHw2hyfUXsjz7E+DhkzwiZ1ajx4+DBCAy6uvEtsU6VCwgQJVPZJfV74+YfxykXVePvr37OYNdIL6dNYFgYYm3VXtFhJeHjkMPE8+ETiebCJ8Hk4f/Y0Hj18gEZ1qxscM37McOTMlQejx0+OchmEuIvMgROE/zMOHDigskAydJHz3TingB0jzcjStrRpQzuC9IY9ePBA9/n48ePqR0dLwcw5bZYkF6BHjHOtRo8erT4zUQS9eFxagPPucuTIEaZTrM2XC+/6TMDB4/7880+DH1MmMWFKeHN4eXmp8Cz9rV37Duo7zrehQaltnPhOo+Ps2TMG3oHLl73hmSP0R1wfegHd3NxxRu8cGqhnzpyBp6fpcyIL7+Hu5oYzeolntHswwYcpuJ/f68N5jdrxNLpZVv1rvn7zRtWVubKGJ9vpM+eMZDuLnJ4e5mUzSqJz6rRhWTTj7f6DBxg3epTqoFlK2Hp1DK5XPX28ec16vWxWf6pe3d0NztHVayT0E934Hj+DNGWLG+xLW64kfI4Hyxn0/j38Tl1A2rIlQg+wskKaMiXge/y0hbrLrNuCnwl7nDl7OtLPhP5zRN2dNXomeJ3Bg7zUu2nwkOEG82bDg9fP7uaKU2cN29zps+fNtjnu12+j5N/TbKPmlx14+uwZ/F++hL0FBkDceZckgodrNpw8f9HgHv+eu4jc2U0bIJZGfNB4O/L3v5g+rK/KWmkpsVl3lC2TQ2bdljXkeTh39pSBbFcuX4JHjpxmZXN1y45zes8QZTt35jQ8PIPPqV23IabNmo+pM+fpNtLq5w7o2iMeJjSRLJQWIR44QYjHMByQBhqNH673xQQk9Dox0yMzD9IIYzgkszlOmDBBZYqkobZjxw6VSKRw4eC1t5jVsXnz5mp+HOcTMNsj57Fp4ZOc17Znzx7V6WU4JlP884fJFN27d1fXZtIRev94/Lx589TfNBT79+9vcDw9dZxjR9mzZMmiZOH19eEkdq7Bxblu9KKwU87ycAS/devWZvXDUElt7l/oPsP5QRoMOf2pRk2sXv2b6khkzJARy5cvg32aNChRIjRpywCv/ihRsiSqVQseLa1ZsxYmT54Id3d3ZM/ugS1bNiEgMAAVKlTUncNEKzRcH4YYyUznzzKz7Fw/LyKoz0mTJ6t7eGTPjs1btqi6r1Chgvqe9UY9t2zZUn3mOnx9+/XDho0b1dpvTInPUNauXbroyso2sXr1arUOW4YMGbB8+XJ1jZIl9Dr/FlCrZg1MnDwF2d3dlGybtmxRcyorViivvp8waTLSpkmDVi2aq881qldHn/5eWL9xk1r77fCRP1QilO5dOuuMt5FjxqmlBEYMHYJPHz/hxYtgoz9VqpRm25059MvqkDmzQVlZjxpe/fur5DzVqmv1WhOTJ00KrlcPD2zZvNlA5/r1+iCK9cplBFK4Oeo+J3fOgtT5PPHuhZ9a481jVE8kzZwBZ1v2U9/fnrcaTh0bw3NsH9xdsgFpyxRXywb8U72d7ho3py5GvkXj4fvvf/D75xyydW2ORCmS4e5S08mBItIdn4k1q1chswN1lxErli8JeSZCw5kHePVFiZLfoFq14PUfa9SsjSmTfwl5JjyxZctG9UyUr1Ap1Hgb6KX02btPP7x980ZtJLWNTYRzzmrXqK7WbfNwd4VHdnds3LJdtbnK5cup78dNmoa0aezRpkVwSGat6lXRs/8grNu4Ra39xmUImAilR+cOupDyZb+twbclSygP64OHjzB/8VI4ZMqo1oKLqt5i47ukfrVKGD1jPjxdndXab2u370VAYKDKIklGTp+HtPZ2atkALfHJzZC5he8/fMTT5z64cvM2kidNiiyZMqj9NN72/XEM4/p3Q/JkSfE8xBOWMnlyleEyvuiOslWrUQtrV69EJocs6nlYtXwx7NOkRfESoUt5DPbqrdZv+7FacBbln2rWwbTJ4+Hmnh3u2T2xbcsGg+eBnjhT0RTp0qVHhoxRW0tPiPuIAScI8RgaPTSMOIrNUUtmn+QcNBpj2kLeO3fuxMCBA1Xn/unTp8oo++6771RHVoMeuVq1aqnwR/7I0QCcPXu27vuff/5ZhWHS4GNYJpcJ0NL9G8NslQzfpBeO12DHmQYhwybp0aN8+udSdu4bMWKEmiv37bffmgz5HDdunBq5bNq0KV6+fKlkoVFpLlQvKtSpU1d1BGfMmI7Xr14hZ65cGDlilIF34OHDB/APWWKBfFe6NPz8/dRC0WqRbRcXjBgxykCuXTt3YNWqlbrP/fr2Vv9279HToINhjtLqHv7qHlwsm2GOI0eM0N3jydOnsNJbuJ1eyX59+2LpsmUq8QvnNw4ePFgZ4hp169RRZZ0+Y4aq01yqrCMs9oRofP/dt8qzuWzFSl35R48YrpONbS6B3rpGuXLmQP8+vbF0+QosWboMDpkdMHTQQGTL5qS+f/b8OY6fOKH+7tilq8G9Jowdg3x58yCy1KkbUq/Tp+vKOmLkSKN6fWiQdZA6Zz1zsXOfFy9UuCXP0a9XPlurVobWa9+QZDo9evY0MPTMYVMoN0rsX677nHPiAPXv3WUbca61F6wzpUOyrKEduLe37iljLeckL2Tr0gwB9x7hfLtBeLYvNIX5w3W71Jpv2Yd2DV7I++wl/F21Dd4ZJTaxlNp16oU8E1NDnoncGDFijIHuHj18aPRMfB/yTCzTeyZG63THrLf0qJCfW4cugUAWLl6mOsbhUea7UvDz88eSFavV9V1dnDF2xBBdCCWfhwR6a0PlyuGJAX16YPHyVVi0bIVayHv4wP5wDmlzfFfeuHkb+/YfxKvXb5DG3g6FCuRHyyaNkCSSAwax/V1S/pti8PV7iQWrN6lQSndnR0wa1EsXQsn0//rrkD3z8UHL3kN1n3/bulttBXJ5YOYIL7Vv054D6t/OQ8YZ3GtAp9Y6wzA+6I7UqtNAyTZ7xmQlW45ceTB0xFij58FQtm9Ll1HJTFYtXxK8yLiLK4aOGAdbO8k2KZjHKoi+bUEQBEFx7frNWKuJBAhO8BIbSRAUcQhtTPExQeweq/T2CM6cGhvJ7m16LcHYQNJPrxGbCUyQDLEV27ePEFvxTRa+gR6TfEDUDPavhadr5DN7xjbeLBwS7ddM3jr2JL+JLmQOnCAIgiAIgiAIQhxBDDhBEARBEARBEIQ4QuyOKxEEQRAEQRAE4f8DvTmWgnnEAycIgiAIgiAIghBHEA+cIAiCIAiCIAgxj17GZME8oiVBEARBEARBEIQ4ghhwgiAIgiAIgiAIcQQJoRQEQRAEQRAEIeaRJCYWIR44QRAEQRAEQRCEOIIYcIIgCIIgCIIgCHEEMeAEQRAEQRAEQRDiCDIHThAEQRAEQRCEGMdKlhGwCDHgBEEQBEEQBEGIeawkONASREuCIAiCIAiCIAhxBDHgBEEQBEEQBEEQ4ggSQikIgqBHUKwe1/qE2IoVghBbCQqyQmwmu/dexFaueFZEbKXQ+dWIzQQmSIbYSpCEqUWJ1B9eIHaTJaYFEL4SYsAJgiAIgiAIghDzJIjdA26xBTHgBEEQBEEQBEGIcazEO2wRsTlWSBAEQRAEQRAEQdBDDDhBEARBEARBEIQ4ghhwgiAIgiAIgiAIcQSZAycIgiAIgiAIQswjSUwsQjxwgiAIgiAIgiAIcQQx4ARBEARBEARBEOIIEkIpCIIgCIIgCELMI8sIWIR44ARBEARBEARBEOII4oETBEEQBEEQBCHmsbKKaQniBOKBE4R4hJWVFTZv3mz2+0OHDqljfH19v6pcgiAIgiAIcYVZs2YhW7ZsSJo0KYoVK4a///7bovNWr16t+lk1atT4ovKJB04QooEWLVpg6dKlaNeuHX799VeD7zp16oTZs2ejefPmWLJkSbToe9iwYcpQO3PmDL40fBFt2rTpi7+M4gJBQUFYuWIZ9uzehdevXyFHzlzo2KkrMmfOHO5527dtxcYN6+Dj8wLOzi5o16ETPDw81XcvX/pj5YrlOH3qXzx9+gQ2NjYoXqIkmjRtgRQpUlgs27Zt27B+wwb4+PjAxdkZHTp0gIeHh9nj//jjDyxbvhyPHz9GZgcHtGzVCkWLFNF9/+eff2LHzp24du0aXr58iZkzZsDV1RVRYev2HVi3YRNehMjWqX1beHpkN3v8kT+OYsmKlXj8+ImSrU3L5ihapLDu+2UrV+HQkT/w9OkzJE6UCO5ubmjRrAlyeJovb0T1umLF8pB6fY0cOXOiU6cuFtXrhg3rlc5Zr+07dDTQ+a5dO3H40EFcu3Ydb9++wZq165EyZcp40ebsSxWGS6/WsCmYG0kd0uNk7Y54vHV/+Od8VxQ5J/ZHypzuCLj7ENfGzsG9ZZsMjnHq0AguPVvDOmM6+J/zxoXuI+H3z3lElk079mD15m144eMH12yO6Na2JXJkdzN7/ME/j2PRyrV49OQpMjtkRPtmjVC8cAHd9y98fTF36Sr8c/o8Xr1+jXy5cqBb2xbI4pAJ8a3Nbdj1O37bvBMvfKm7rOjRpilyupt+9m/cuYeFqzfi8vVbePT0Gbq2bIR61SobHLN8wzYcPn4St+8/hHWSxMjj6Y4OTevDMXP8092mHbuxZtNWvPDxhauzE7q2bYUc2d3NHn/o6DEsWrlatbssDhnRtnkTFC9cUPd9mep1TZ7XrkUTNKj1U6RkEyxnzZo16Nmzp+rP0XibOnUqKlWqhMuXLyN9+vRmz7t16xZ69+6Nb7/9Fl8a8cAJQjSRNWtWNfLy9u1b3b6AgACsWrUKjo6Ooud4wIb1a7Ft62Z06twVk6ZMVyNzQwZ74d27d2bPOXL4EBbMn4uGjZpg2ozZcHZxwZDBA+Dr66O+f/78OV48f45WbX7GrDnz0L1Hb/x78iSmTZ1ksVyHDx/GvPnz0bhRI8yYMUPdY9DgwWY9rRcvXsS48eNRqWJFZZiVKFECI0eOVD8++m03V65caNWyJT4HGlpz5y9Ek0YNMHv6FLg4Z8OAwUPhY0a2CxcvYcyEiahcsQLmTJ+KkiWKYdioMbh567bumCyZM6Nz+3aYN2sGJv8yHhkypIfX4KHw9fOLkozr16/Dtq1bVL1OnjJV1evgwQMjqNfDmD9/Pho1aoLpM2YqnfMcfZ0HBgaiYKHCqFe/PuJbm0uYIjn8z13Gf12HW3R8smxZUGTrXDw/dAJHC/+EmzOWIs/cUUhboZTumEx1qyDHL164OmoWjhatiZfnvFFsx0IkSWePyHDgj78wa9FyNK9fB/Mnj1Ud6d7DxsLH13T7+O/SZYycOB0/lC+D+VPG4dtihTFw7ETcuH1XZzAMHDMJDx49weiBvbFgyjhkSJ8WPYeMxtuAAMSnNrf/6HHMXLwKLevVwMKJI+CWzRE9R/wCH19/k8cHBr6DQ4Z0aN+0HtLY2pg85vQFb9SqUh5zxw3BlKH98OHDR/QYPgFvAwLjle4O/PEn5ixciuYN6mLelPFwzeaEvkNHR9DupuKHCmUxf+oElCpWFIPHTMDN23d0x2xYOs9g69u1oxpU/a5kccRbEiSI/i2STJ48GT///DNatmyJnDlzKkMuefLkWLRokdlzPn78iMaNG2P48OFwcXHBl0YMOEGIJgoWLKiMuI0bN+r28W8abwUKFDD4kejatasaxeEPT6lSpfDPP/+ECXPcv38/ChcurF4aJUuWVCM/hF48viDOnj2rjuOm79l79uwZatasqc5zd3fH1q1bTcrLkcvUqVNj/fr1Bvvp2eMoPL0uxrCDz/uxXGXKlFH3yJcvH44dO2ZwHL0333//vfrezs5OjVxx1DMy5d+zZ4/SW7JkyVC2bFk8efIEu3btQo4cOZTcjRo1wps3b3Tnffr0CWPHjoWzs7M6h3IZl+1zYCduy+ZNqN+gkfJWcAS3Z6++qiN87NifZs/bvGkDKlWuggoVK8HR0QmdOneDtbU19u3do77Pls0ZAwYNQbFiJZApkwPy5S+AZs1b4u8TJ9QPgiXQQ1qlcmVUrFgRTo6O6NK5s7rH3r17TR6/ZcsWFC5UCHXq1FHts1mzZsq7Ri+eRrly5ZRBqN92o8KGTVtQpXJFVKpQXsnWrXNHWCe1xp69v5s8fvPWbShSqCDq1a4FR8esaNG0CdxcXZQXT6Ps96VRsEB+ZMqUEdmcHNHu59aqLdy8GWqARr5eGypDlvXaq1efkHr9y+x5mzZtROXKlVGhYkVVr507d0FSpfPgeiU1atREvXr14ekZ7PmKT23u6Z4juDJ0Kh5vMV2Pxji1bYC3N+/hUt/xeOV9A7dnr8SjDXvg3K2F7hjn7i1xd+Fa3Fu6Ea8uXcf5jkPx8U0AsraojciwdssOVK1YFj+U/x7ZHLOgV4c2SGqdBDt/P2Ty+PXbdqFowXxoWKsasmXNjNaN6yO7i7Py4pF7Dx7i4uWr6NmhNXK4u8IxiwN6tm+NwHfvsP+I+TYSF9vc6m27Ua3C9/ix3HdwzpoZfdq1UPfYfuCwyeNzuLugU/OGKF+qOBInTmzymMlD+uCHst/CxTEL3J0dMaDLz3j87DkuX78Zr3S3bst2/FixHKqUL4NsjlnRs2Nb1e52/X7A5PEbtu1A0YL5lSfNKWsWtGrSAO4uLsqLp2FvZ2ew/XniH+TPkwsOGTNESUYhYjgQ8O+//6J8+fK6fQkSJFCfjfs6+owYMUL1a1q3bo2vgRhwghCNtGrVCosXL9Z95mgNR3D06du3LzZs2KBCLk+dOgU3Nzdl4Lx48cLguIEDB2LSpEk4efIkEiVKpK5N6tevj169einvyMOHD9XGfRo07urVq4dz587hhx9+UCNCxtcmNNIaNGhgIC/hZ3bsU6VKZbaclI1hAgzhzJ49Oxo2bIgPHz6o77iPnX+OWvFld/ToUVSrVk3XMbS0/AwTnTlzJv766y/cvXtXlYlhDPRo7tixQxkn9DZp0HhbtmyZGim7cOECevTogSZNmijvVHTw+NEjFY6WP39BAx0yLM370iWT57x//x7Xrl39H3tnAR7V0YXhDw1SiCEhSIgHd4JTHIq7W2lxd3eX4KVA0VAITnApUCgtlL+4BS/uETRB/+eb5G52N7vJJoWS0PPy3Ifs3StzR+7ON+fMGeTPX8Dgh4CfAwJMn6OJa4rfJEmSxJgu3uPylSvInz+/0T3y40JAgMlzuD+/kTArVKiQ2ePjipa2AkZpK5A/n9l7nQ8IUN/rU7hgQbPH8x7bd+xSZUH3zNhyX5VrkEEZfapy/VLqXFywKZYfj/cZdn4e7TkE22LhdSNRsmSwLpgLj/fqdcI/fMDjfX/Appjlgwhv3rzFpavXUShfHoPn5+dzFy+ZPOfcxcsGx5MiBfLpjn/9JvzdllxPoPCadN89cyHgi6lz4Xn3NwrnzWVwj8J5c+LcxSv4WLx4Ge6lkjaW7onxO+/e4NKVayiUP6/BPQrmy4tzAabr3fmASyiUL/J4UqRgPrPH0y3zyF/HlcVOiB0cOH769KnBxn2m4CA4+ysZMxqKZH5m/TMF+zmLFi1SVt5/CxFwgvARoWBgQ75x44baaIniPv1O0rx58zBlyhRUq1ZNiRw2eFqM2Pj1GTduHMqWLauOGThwoBIydGvjsfTLp6hzcHBQG/fpz8ejoKIwGj9+PJ4/f2528u13332nLF0UgYRWru3bt+vEojko3qpXr67EGwUjn5VzpcjkyZOV5ZDz/mgFo9Ds2rUr0qVLF6vnHzt2LEqWLKksQBzRohDjufxM/3KKzP3796tj+SLms1IwUwzSfYH5wLyfP38+PgbsSBMbWxuD/TY2tgiOsC4awx8JWgZtbG2jnBNkQlSTkJAQ+K36GVWrfWNRurR70NKpj62Njdl7sAPE76Mcb+Y54ooubSbuxc6I6bQFRzneRh1vmLYjR/+HWvUboUbdBtjg74+JY0fD2jptrNOoPbNtlHI1nx+R5WrinMCPl4fxtc7FBauM6RD24LHBPn5OZp0GiVNYIXk6WyROmhRhD58YHfMEVg7pLL5PyNOneKfqnKE7Hz+bq3Oc32b6+HDXN6csjsiYPh0W+Prh2fPnSuisXO+PR08C8SQw+IupcyHPnqm8s7MxbEd2NtZ4YsYNMLbwGWYtXqHmwbk4Zfly8u7ps4h3nYl6FBybesfnMH38rn0HkCplCpQp7v1R0vxfYsKECWqur/7GfR8Deiu1bNlS9WXYz/m3kCAmgvARSZ8+vRI2dGmkqwf/1m/QV69eVSN1FCYadDspWrQoLhiNHubNGzkylylTJp3Aimk+nf55HJmkuyHPMwXvS4FFaxhF4ooVK+Dk5IQyZcpYfA/9tNH1hBa4hg1NT7yO6/Nz5IvWAX2/cu7ThCnFI13oKlWqFMUVIjoXQAo/41G412FhSG5lhf3792Lu7Jm6/SNGjcWn5uXLFxg1Yqgq42bNW37y+yVk8uXNg3mzZ6jO2faduzF24iTM8pkaRfwZs3//PsyZPUv3eeSo0YgvSJ2Ln3CwbMzA3pg8Zz5qNP8OSSIset6F8qv3fEzE5zr3b+OzcDmu3byDH8YNteh4ybtI6IpZsWxpJE+eHF80n2Ah70GDBqmgJPrQrdwU7LPRE4EBvvThZw6Ym+rXcHoJPY00KOa1dwenv8Q1AFh0iIAThI8MrVe0OGlhaOOK/nwCzgnTfylYep52bnTn0QrHdFLA0X2SLp/a/eKSNn1r4D/B+B7RPRetjISulcaRyMy9pAlH4GhB1Kdrtx7o3qOXmh+kRe0jFJ4kOCgYdnb2uv0MDOHsYvrlTPFMNxpjawnPsbUzDMxAATp82BCkTJUKQ4aNVC9+S9DuYTz6zCAhxvfQoLXOOIiIOt7IavNP0aXNxL3sjEbDI9NmE+V4Bhrg/A99UqZIoSJUcsvh5YU233fAzt170LSR6cEDDW/vYkblGh74IChKuQabnYgeWa5R02lrF/c8TCh1Li7Q2kYrnD78/CbkGd6HhuH14yC8f/sWVhnsjY6xR9h9Q8tddFinTasElnHgCH42V+fsaPUweXykdcTTzQWLZkzC8xcvlbu4jXVadOw7BJ5uMXfM4nOd08c6TRqVd4FGAUsYjdJcgJLYirc//jqJOWOHIEM6ywLTJJi8S5sm4l1noh7ZxKbe8T0c9fjT5y7g1p27GN6/F754En/8deCsrKyi7QvoQ4HMKQWMQ6BF32Zfg5+1vp0+HLg+c8YwUu7QoUOVZW7mzJkqNsKnQFwoBeEjw4nStPyw80V3Pn04CsOXA10rNXgcg3jQndBSeA1Lgw3EBN0M6QI5a9YsFZ2Qyx38E2g544vOFB/r+Y3huXw537x5U7mO6m/RvTw5Kkf3Mf2tY8fO6jta/BwdM+s2Tny3tbXDyVMnDCxmFy8GwCtHDpPXp+h0c3PHqVORyz3wh+DUyZPw8sphcJ1hQwepDvSw4aNiNcLKezCM/slTpwzuQUsohY0puN94CYoTJ06YPT6u6NJ20jhtp83eK6eXF06cOm2w7/gJ88+i8eH9B53giY7wcnXUbeHlamtQRpaW60mjcj1pVK6xJaHUubgQfOQk7MsbRs5LV6EEgo6Ep/PDmzcIOX4O6coXjzwgUSLYlyuO4CORzx8TyZIlhYerM46dPmvw/MdPn0UuM0tX5PJ0Nzie/HXytMnjv0qdSok3Bja5ePUaSnkXStB1LmreZcex0+cM7nHs9Hnk8jS/BENM0EpJ8Xbwz2OYOWqgilppKQkn75LBw80Fx0+dMap3Z5DLy3S9y+nlob7X5xjrnYnjt+/Zq67v5pz9o6RXiB5a6+gSSe8kegdxWR5OAdFiGjDwF/sPhMHYcufObbDRPZdxBPj3p3q3igVOED4yNL1r7oDGAQHo0sgXQb9+/WBnZ6dc5ThnjCPhsYlcxMUlr1+/rn6AsmTJol4Ulo4uGcMfw3r16qk0MYohr/dP4EstT5486Ny5Mzp27KheXpyrRrdKuiZ8jOc3hs/PeXkMXMIfTUa2pBijUOToqzlRampULrmV6TkRtPjVrlMXq/1WIrNjZmTM6IAVvkthZ2+P4sUjXUIHD+qP4iVKombN8DV66tStj+k+U1REUA8PL/j7b0BoWCgqVqoS2ZEeMki5cvbtNwCvXr5UG0lrbW1RUAlGHZ3m46Pu4enhgU3+/up6mkvp1KlTYW9vr/vxqV27NvoPGID1Gzaotd84v/Dy5cvo3q2b7pocPaRb7JOIeVO3b9/W1ReWnaXUr1sbU3xmwN3dDV4eHtjgv1nN5axSqYL6fvK06bC3t0O7NuFlVKdWTfQdOBjrNmxUafv14EFcunIFPbp1Ud8zbPuq1WtQ3LuoSkdIyFNs2bYNj588QZlSkSHpLUUrVz+/VaqD6JDRAb6+yyPKtYTuuMGDBqJ4iRKoWbNWRJ7Xg4/P1Ihy9YS//0ZVrpUqVdadw8A8tIzeu3tXfaabDS3UjFQWXZCghFDnuIxAardId+5UzlmQNp8XXgeGqDXePMf2RorMGXGq7QD1/Y0FfnDq3BxeE/rh1tL1SFeumFo24H+1OuiucX3GEuRbPAnBx84i5H+nkb17ayRNnRK3lkVG9rWERrWrY8LMefByc4GXuxvWbdmuQtZXq1hWfT9u+lykt7dD+1ZN1ecGNauh+5DRWL1pq1r7jcsQUJz17dLeYJ04m7Rp1Fw4Li8w+6elKOVdRAU7+ZLqXJOaVTFu9kJ4uTmrCJNrtuzGq7AwVC8f7lY/ZuZ8pLe3RccWjdRnzgf8+/ad8L/fvsWjwCBcvn5DWcizZAoPAjFtwTL88tsRTBjUU83hehJhCfsqVSpYWSX/YvKuYe0amDhjLjzcXNWag+s2b0NoaBiqViinvh8/fTbS29nh+9bN1ef6Nauj5+ARWLNxC4oVKYh9B3/HxStX0adLZJsgL16+xIHfj6DTt61ilVdC3GFguEePHmH48OEqcAmDgu3cuVMX2ISDxbS4fk5EwAnCJ4CiwRwTJ05UIoOTXtlJZsAPBhKJjfta/fr1daH86QZC10cG7YgrFE+M7hhT8BJLYGATRogcPHiwmtvGH0AuhMnAKh/r+U3Bdcw4B5FukdeuXVMjYFzagen4WNRv0EiJj9mzZ+DF8+fImSs3Ro8ebzDCdv/ePTzVW4+sTNmvEfI0BCt8l4cvsu3igtGjx+mel/P3OHpMvm9nWIaLlixXnfaYYLAbBm9Y4eurgn24urhgzOjRuns8fPQIifR+bGixHNC/P5YtX67ma9LtdNiwYWpgQOPIkSPwmT5d95nrxhEuLaAfmCcmvi5TWonp5StW6p5/3OiRhmnTc9nNlTMHBvXrg6W+P2PJMl84ZnbEyKGD4ZzdSX1PF69bt25jz959eBryFGnSpoWnuxt8Jk9USwrEhQYNGkaU66yIcs2FMaPHGpTrvXt3jcq1bES5+uqV61iDerxj+zasXPmz7vOA/n3V/z179TboOCbEOmddKDeK7/XVfc45Nbyd3Vq+AafbDYJVpvRImTVyoeZXf99WYi3ntEHI3q0VQm/fx5kOQ/F4zyHdMffW7lBrvnmM6B6+kPepCzha4zu8NgpsEhPlS5dA8NOnWLxyrQpc4ubshCkjBupc2R4+fozEem5auXN4Ylifbli0YjUW+vqpBZXHDeoLF6dI6/2TwCDMXbQcQSEhsOfSKOVKo1Wj2C1vkBDqXIVSxRD89Bl+WrVBuU66OWfDtGH9VCATwvD/+nn3OCgIbfsM031e5b9DbflzeWHOmPA6sWlXeBj9bsPGG9xrcNfv1fICX0relS9dUg0oLV25Onwhb5fsmDRyiM519+Gjx0icyLDeDe3TA4t/XoWffDlIkwljBveHs9F7jMKOVszyZSIHbYRPD90lTblMassdRYf+0k6fikQfLJmBKwjCF42vr6+yXt29e/fLnyAdA5evRi4YHd9IgvBw5vGRJB/ib9reJIrfdfpDPJ7NcMnLMqH5OSh0xg/xmefJog+o8zmxDjUd2Co+EJIiA+Irqd5GXR81PuHoabgsQUIk1H/OR79mitqmhVhCRixwgvAfhq6LXEKAVrEOHTr858WbIAiCIAhCfCf+DvsJgvDJ4fwzRlBiaFxtQq4gCIIgCIIQfxEBJwj/YUaOHKki9zFqJBcHFwRBEARB+GxwnuDH3r5ARMAJgiAIgiAIgiAkEGQOnCAIgiAIgiAIn5/PHJ4/oSC5JAiCIAiCIAiCkEAQAScIgiAIgiAIgpBAEBdKQRAEQRAEQRA+P19o0JGPjVjgBEEQBEEQBEEQEggi4ARBEARBEARBEBIIIuAEQRAEQRAEQRASCDIHThAEQRAEQRCEz08isS1Zggg4QRAEQRAEQRA+P7IOnEWIzBUEQRAEQRAEQUggiIATBEEQBEEQBEFIIIgLpSAIgh4fEH/XoHkfj8fcbF4+RHzlfipXxGfSfAhGfKXQGT/EV47laYL4TLYLBxFfyXL6V8RXHhRpjfhK6g8hnzsJgqAQAScIgiAIgiAIwudHFvK2CBFwgiAIgiAIgiB8fiQKpUXEX38cQRAEQRAEQRAEwQARcIIgCIIgCIIgCAkEEXCCIAiCIAiCIAgJBJkDJwiCIAiCIAjC50eCmFiEWOAEQRAEQRAEQRASCCLgBEEQBEEQBEEQEgjiQikIgiAIgiAIwucnsdiWLEFySRAEQRAEQRAEIYEgFjhBEARBEARBED47HySIiUWIBU4QBEEQBEEQBCGBIALuM/D3338jUaJEOHnyJD43AQEBKFasGFKkSIH8+fN/7uTEG5YuXQobGxvd55EjR/7j/DG+ZkIne/bsmDFjxudOhiAIgiAIwn+K/6wLZZs2bbBs2TJMmDABAwcO1O3ftGkT6tatiw8fPiAh88cff2Ds2LE4fPgwXr16BXd3d7Rt2xY9evRAkiRJdMeNGDECqVOnxsWLF/HVV1/p9m/duhVTpkzB8ePH8e7dO+TKlQtdunRR+fa52L9/v0rTn3/+qZ6JAqJatWro3bs3MmfO/Env3bdvX3Tr1k33mfkQHBys6os+FOYbN25EnTp1olyjcePG+Oabb/A56NChA3766Sf4+fmhYcOGn+QeLI+ePXuq7UuF74WfVyzD7p078OLFc+TImQudu3SHY+Ys0Z63bYs/Nqxfi6CgQDg7u6JDpy7w8PTSfT9n9gycOnEcgYFPkCJFSuTImROt236HrFmzxSptK1b4YpdK2wt1jS5dusXYNrZu2Yz169chKCgIzs4u6NipMzw9PXXf79ixHQd+3Y8rV67i1auXWL1mncG7whLW7dyHnzfvQmBwCNycsqL3t02Ry93F5LHXbt3BwtX+CLh2A/cfPUGPNo3RpHolg2N+WuOPRWu3GOzL5uiA1TPHIi4w71atWIJfdm1T5eqVIzc6dOkVY7lu37oRm9avRnBQILI7u+K7jt3h4ZnD4JiAC+fw8/JFuHzxAhInTgxnFzcMHzMZVlZWFqXNf+t2rNmwCYFBwXB1zo6uHb6Dl6eH2eMPHPodS1eswv0HD5HZMRO+b9MK3kUK6b6fPH0Wdu/db3BO4YIFMHH0cMSWjdt2wW/TFgQGhcA1ezb0aN8WOTzczB6///cjWPzzGtx/+AiZHR3QsVUzFCtcQPd9YHAw5i9bif+dOIPnL14gX64c6NG+DbI4ZopVuuxKFYZLn3awLpgbKRwz4K/6nfFg897ozylTFDmnDsRXOd0ReuserkyYh9vLNxoc49SpGVx6t4OVQ3o8PR2Acz3HIOR/ZxDXOrd6xWL8smsLXr54Ds8cedC+S29kypw12vN2bN2Azev9VJ1zcnZFu4494O6ZU/d9UOAT+C6eh9Mn/lLt1TFLVtRv3BLFSn5tcdr8jp7Hst/P4vHzV/BwsMXAasWRJ0v6GM/bceYaBq7/FeU8s2FG04q6/fP2H8fOs9dx/+kLJEuSGDkz2aNrhULImyUD4pp3firvthrkXUztdcfWjfCPyLvsurwLb68PH9xDp2+bmDyvz8CRKFG6XCzbRDDcsjuhewxt4tffD2NRRJvI4uiADq2aG7SJr2s3Nnlex9bN0aReLXyRJBLbkiX8p3OJVqdJkyapjsuXwOvXr9X/FBBly5ZFlixZlOihlY3CjYKuSZMmBuL06tWrKFWqFJycnGBvb6/2zZ49G7Vr10bJkiWVWDp9+rQ6r2PHjkrIfA7mz5+PihUrwsHBAevXr8f58+fx448/IiQkBNOmTTN5DoXn+/fvP8r92WHV8ieupEyZEhkyxO0H65/w8uVLJdz69++PxYsX/+v3/5JYv241tm7ehM5de2Dq9NnqHTJ82CBd2zPFbwd+xU8L56NpsxaYMXsenF1c1DnBwZHvHTc3d/To1Rc/zF+EUWMnqDY6fOhAVYctZd26tdiy2R9dunaHz/QZKm3Dhg2JNm0HDxzAwoUL0axZC8yaPUeljedwcEIjLCwMBQsVRqPGpjsSMfHL70cxa9katGtYE0snDYe7U1b0GjcDgSFPTR4fGvYajhnSo3Pz+rC3sTZ7XZesjti6YJpumz9mAOLKxnV+2LZlgxJtk3x+gFWKFBg9rH+0eXfo4D4sWTgPjZu1xrRZC1SHkOfolyvF25jhA5C/QGFMnv4DpsyYh29q1kHixIksStf+g4fw409L0LJpY/w4cxpcnLNj4PDRCNIrH33OXQjAuMk+qFqpAn6cNQ0li3ljxLiJuP73DYPjihQqgDW+i3XbkP69EVv2/fYH5i72RevGDbDQZwJcnZ3Qd+QEBAWHmDz+7IWLGDN1Fr6pWA4Lp09Eae/CGDJhKq7duKW+Z50fMn4a7t5/iHFD+uKn6RORMUM69B4+Dq9CQ2OVtiSpU+Hp6Ys4232URcenzJ4FRTbPx5Nf/8ShwrVxffYy5Jk/FukqldIdk6lhNeSYMgiXx87FoaJ18ex0ALy3LULy9HaIC5vWrcT2LevRvksfjPeZr+rcmGF98fp1mNlzfj+4F8sWzkXDZm0wedZPyO7shrHD+iJEr87N9hmHu3duYsDw8fCZuxTeJcrAZ+JIXLt6yaJ07Tx7DVN3HUWHr/PDr0MteGa0Q6cVu/Dk+atoz7sT9Aw+u4+iYLaMUb5zsrfGoG+KYX2nOlj6bXU42qRBJ99dCHwR/TXNsWndKmxX7bUPJvj8qN51MefdPixdOBeNmrXGlFkLlfgdo5d39uky4CffDQZb4+ZtkSJlShQo7G1xm/hh8XK0aVwfC30mqjbRb+T4aNvE6KmzUL1iOVXfS3kXwdAJU3Dtxk3dMeuXzjfYBnTrqAaKy5SwLE3Cl8t/WsBpgoBWOFOYcpujyxgtDfqWGFpbxo8fj4wZMyoXudGjR+Pt27fo168f7OzslJBasmRJlOtTWJUoUUK9fHLnzo0DBw4YfH/27FllYaJ44LVbtmyJx48f677/+uuv0bVrV2XxSJcuHapUqaJG3r///nvUqlULCxYsUOlner/77jtlcVy3bh3WrFmjzudL4NixYyq9/JvPe+vWLfTp00ddk8+UM2dOuLm5qX20flEsUdSRX3/9VZ23bds25M2bVz0H3TGZbn0OHTqE0qVLKwGTNWtWdO/eXaVTg+njvb799lukSZMG2bJlU2nXuH37tjqHGwUIn5vnlClTRlmVhg8fbuCiuHnzZpVujnDfvHlTdUApPGmJoLXR29tbpV0fnsv7pkqVSllgnzx5YrYu8G/mpb+/v3p+bsbXi41bpq+vr3oea2trJZSfPXumO4YClPXT2dlZ5V++fPlUGWpw8KF58+ZInz69+p6WVuO6tnbtWpUftDQfPHhQlbE+Wh2eOnUqMmXKpIQqra1v3rzRHfPw4UPUrFlT3YNp+fnnnxFb5s2bB1dXVyRPnlxZePjc+vj4+CBPnjyqjFhPOnfujOfPn0fJv127diFHjhyqXVStWhX37t3THcNyKFq0qLoGj+UgxI0bhp3XuMIO5uZNG9GoSXMUK15CWat69RmAwCdPcOTw72bP27RxPapUrYaKlasiWzYnJf5YN/fs3qU7pmq16sidJy8yZnRQYq5Fq7Z4/OgRHj58YHHa/DdtROMmTVG8eHGVtj59+qm0HT78h9nzNm7coPKwUuXKKm1du3ZDCisr7NZLW506ddGoUWN4eUVaDGPDqq17UKtCadQoVwrOWR3Rv30LWCVPjq37Dpk8PqebM7q1aohKJYsiWTLzTiJJEieBva21brNJmyZO6WPebfVfh4aNW8K7eCklxHr0GYTAwMf487DpNJLNG9eiUtXqqFCpGrJmy46OXXurTvje3Tt0xyxZOBfVa9VD/UbNkM3JGZmzZEPJ0uWQLFlyi9K2ftNmfFOlkhJkTtmyomeXjqru7Nxj2pq0YfNWJc4a168Lp6xZ0bZlM7i5uigrnj7JkiWDna2tbksTS4sqWeO/DTUql8c3Fb9G9mxZ0KfTd0hhlRzbfzH9Lly3ZQeKFsyHpvVqInvWzGjXvDE8XJyVxYLcvnsP5y9eRu9O7ZDD3RXZsjiid8d2CHv9GnsPmq/Dpni06yAujZiBB/6/WHS8U/smeHX9Ni70n4TnAddw44efcX/9Ljj3iPQ4ce7ZFrcWrcHtZRvw/MJVnOk8Au9ehiJrm/qIS53b5r9WWcaKFi+t6ly3PkOU9exoNHVuy8Y1qFi1BspX+kbVufZd+6g6t2/3Nt0xly6cQ7Wa9ZVVLmMmRzRo0hqpUn+Fa1csE3C+h8+iXkFP1CngAdcMthhaoyRSJEuKTSfMn//u/XsM3nAAncoVRBbbqO3wm7yuKOaaGVns0sItgy36VimK52FvcPlBUBzb61o0UHkX3l679Rkc67zrEJF3e3eHtw16Jtna2RtsRw//hhKlyiFlylQWpW2t/zZUr1wB1SqWU22it65NGFq8NdarNpFfWdKcsmZRbcJdr00Qe1sbg+3Q0b9QIE8uODpEFcrCf4v/tIBjg6VwoMWJIiGu7Nu3D3fv3lWdY3ZC6ZZYo0YN2NraKrFDyxVd2IzvQYFHYXTixAnV6WIHWRMOHAEvX748ChQogL/++gs7d+7EgwcP0KhRI4NrUEiwQ/z7778ri9Tu3bvVNUxZynh9Dw8PrFq1Sn1mx5eukUwD/+Y5FAfsuJs6n8/ATrN2vv5zUNj973//U0KC99E6/7TwsYNYv359ZclbvXq1EnQUnvrw/MKFC6u8YMe9U6dOyq1TEyAcCacFyRT6oojWJlpVKezOnTunLF68F11JaYViGuhCyDRdvnxZncMyateunTqO8xLLlSunrJXmYN6wHDTxwI1CPC4wf+iGSZdVbhTxEydO1H1P8bZ8+XJVtnyeXr16oUWLFjqxP2zYMGWN3LFjBy5cuKBEEsW8PosWLVLnUCByQIBCyBhaapkW/s86xWP0j6PIo/Dj96wjP/zwgxJ1lkKrMK3ArGsU+KxLdOnl9TToXjZr1iz1nEwD25VxmbN8KTQp/tjeKNC1uspBEwpRWp9Zzizz9u3bK4H9MXhw/75ygcyfP9K9hUKRrpABF86bPIft4MqVS8iXv6DBc+bPXxAXA0yfExr6Cr/s2YWMDg5Ily5mtyVyX6UtKEraPFXaLkSTtssG54SnrQACAkyfE1vevHmLi9duoEjenAb3KJI3B85euvaPrn3r/gPUbN8H9bsMxIiZC5W7ZVx4cP+eKtd8+SPdDFOn/kq5Vl0MOGc2766qci1k8Fx5VbmGn0NL3KWLF2BtbYOBfbqiTfN6GDKgB86fs8zljve4dOUqCubPZ3CPgvnz4nxA+LvRGO7XP54UKZgf5wMMO9+nzpxFg+at0aZDF8yY+yNCnpq2hppP21tcunodhfLlMUgbP5+7aLqjf+7iZYPjVdoK5NMd//rNW/V/8mTJDK6ZLGlSnLkQgE+JTbH8eLzvsMG+R3sOwbZY+KBdomTJYF0wFx7v1ROSHz7g8b4/YFMssv1YysP795QbX978haPUuUsBhgOg+vWBIkz/HOZPnvyFDOqpR45cytr07NlTNQB46MBevHn9GrnyxDyH+83bd7hw9wmKuTjq3SOR+nz69iOz580/cBK2qVOgXkEPi+6x/thFpLFKDo+MdnFqr+F5F/v2mjdKey2ES2bOuXr5Iq5fu4IKlatb/q67es1km+DAhClY9wvly22wr2iBfDhvpg3RxfjIXyeUFfuLhi6UH3v7AvnPzoHToLWFVhCKLnZ04wKtbOx4srHSsjB58mTV0Rw8eLD6ftCgQapTTuFCC4sGBQOFDWHHmyKNaWCndc6cOUq8UWBq0PpEy8SlS5eUECO0uPB+GtqcLFooTMFRdJ5PaH1MmjSpEmX8m/A7dvRpiTGGQtHFxUV3vgbzrlKl8Dkq7HjT4sgOO0UOBQgtRNq8KKaXecVONp+ZVjvCuWEUbmTAgAGYPn266twzPym00qZNazJNpl7UFBe0VBF28GmR4v+OjuE/SuzwM6+5n/k7c+ZMJcY0scC85RxCHmMK5hctUbTsafkWV/gDS6FEyyOhlXXv3r0YN26cuj7T98svvyiBT5j/rEd0KWUe8rlYTyh+ib51mDDvjhw5gg0bNqjPFHKcMzh06FADYcPBBtY5DmqwjlSvXl2lg9ZcljcF4tGjR1GkSBF1POupuTpmCoouikCtjJkGpov7KZiJ/tw5PgdFNAc/WJ765UsxS0ue1oZoQSZPnz5VLrUcPNG+j00aY4KdfGJja2uw38bG1qwb9tOnIaqMbU2cc9vIErpt62YsXbwQoaGhyJwlK8aMm6QsJZalLfz+trY2UQY3zKctvINnY+IcYyttXAl+9lyNzttZpzXYz8837tyP83U5f25ol2/h5JgRj4NC1Hy4TsMnYYXPaKROmSJ2aYwoV2sTZaR9Z8yziHK1tol6zp1bN3UdTeK3chnatOuo5r79unc3Rgzug5k/LI5xvk7I02fhdcfIjdSW5XP7jslzgoKC1feGabJBoJ6LXZGCBVCqRDE4ZMyIe/fuY9HyFRg8YgxmTZ1oMD86+rQ9VeUaNW3WuGkmbex8mjqe8+eIUxZHZEyfDgt8/dC3My0XKbB28zY8ehKIJ4GmXUY/FlYZ0yHsQaR3C+HnZNZpkDiFFZLZWiNx0qQIe2g4SBD24AlSe5qeyxkdQUFPTL5LrG3sYqhz70zUOTtdnSN9Bo6Cz6SRaNukhipPK6sU6Dd0LDI5Zok5XS/D8O7DB9h/ldJgv33qlLj+2HQZHL9xHxuPX8KajlHnfetz4OJNDFj3K0LfvEW6NKnwY6sqSvTFFi1/bGwNxR/zJaa8Y/s0Pkc/7/TZu3sbsmR1gldOQ4EVXZtge7Uz2Sbumm0TdkbtVb9NGLNr3wGkSpkCpYsXtShNwpfNlylLYwktNhQetGDEBVqxKN406O5IVzANvkTplmZssdA65YRCip1wLQ2nTp1SAoZiQds0FyZaSjQKFYocUdLn3wzCov8cFLMUXfrPQYGi/xx09eSL7vr167rz6IKpQWFBYaTlF5/FUisKRab+tc6cOaPmEVGU6aeBFiwtH5lWulWae6ZPCYWKJt4IRar23FeuXFEDARTH+mmnRU5LOy2VtCxyEIIClMJTH4p+5rdmlaNQpsihdcu4Dut33vTTwfxh/dSva6yLsYmoyWvQnVEfftZvcxSqFSpUUK6uzBOKWVqTmQcadHHVxJlxOln3KBL5vLQCU5jru1eagiKZQkZ/ex0WPo/i1/170bBeTd329l24heBT8XW5Cpg5ex4mTJqm8mDShLFm52Dt378P9evV0W3vPnHa4hvFC+RBheKFVUCUYvlzw2dwDzx78Qp7//hfjOce2L8HTetX022fqlw/RMy/rVKthnKzdHF1x7ftuyhxvndPpJvlv025sqVRwrsoXLI7oWRxb4wdMQQXL1/BqTOmLRH/FnzHjBnYW7lS1mj+Hao0aoUTZ87Du1B+JLJwzmB85eD+3WhRv4pui83c1tji57sIL54/x/Bx0zFpxkLUqNtIzYG78Xdkv+Fj8SLsDYZsPIgRtUrGKMaKOGdSIm95uxoo6ZYZ/dbuj3FeHTm4fw+a16+q2/6Ndx1/F347sNdi69u/Bd2TK5YtpVzQv/R14D729iXyn7fAEc6lYqePljL9KIsUZcZCSH9ekIbxKDnFhql9sQmowbk/7IRSXBqjb4mim5Q+mmWOHWNTbn3cz/lQ5uD57ODTJVSzWGmwM0nhoFlMLH0Oustx/poxnHOmEV1+aWliZzwmKxwtY/pij/enMOFcP+PR5dhG0vsURPfc2vwvzjE0jiSoRbCjSyTneG3fvh179uxRAojz12jZYieBAxN0r2PnSIP7Kex4rCXp+LeW1qDljIKU1keKMVoa6drKekfhZi6d+m2UVlXWNVpP6a5LSyPzhXMzTUEL8ahRhoEOunbriW49eqGod3GDSJFa2w8OCoKdXWRAG7rKubhEikp90qa1Vu8RYysYz7G1MxwNZlvmRsuMp1cONG1UD4f/OISyX5ePcl1v72LKPTIyba91FhjDtAUrq63ptKVVaQsOMhxZ5znGaYsrNmm+QpLEiaMELOHn6AKUxJY0qVMhm2NG3L4fs1tvUe+S8NCL2qflXYiJcqXVzOT9IspVP3iEdo5mGeAcGpIlq6FVPEvWbHj8KOa5jdZp04TXHaMACAxgYmxp1eB+4wAnLE87I8uDPo4ODrBOmxZ3791T7pmWwOOTmExbCOzMpI2WBtPHR9YDTzcXLJoxCc9fvFQu0TbWadGx7xB4upluXx8LWttohdOHn9+EPMP70DC8fhyE92/fwiqDYSArq4z2CLtvaLkzRRHvUgaRIt/qvUts7SLvGxIciOzR1rkkJupcoK7O3b93R0WpnP7DMmR1clb7eL0LZ09j59aN6NA1+iBktqmskCRRoijC6smLV0j3VdR5YLcCn+Ju8HN0Xxk51/B9xPu44Kgl8O9WH1ntwq3vqZInQzZ7bmmRN2sG1Jy1Ts2ra1fa0OXXmCLeJXWRIg3fw4G6NkaYLzHlnX6AIe0cY0seOfz7r3gdFoqyFarAUtgm2F4ZaTc2bYJWuKjHR303nj53Abfu3MWIfj0sTpPwZSMWuAjo4rhlyxY1b0aD87nY+dXvIH7MtdvoQqbBHyuKDM3lq2DBgmouEC00DCKivxmLNn0qV66sOr+mIjMyuAdd6po2bWr2fLp0spNs6ny6rjH4iPH5+s/Bjipd7vSfg3O0jJ+BG61lltCgQQN1rL6rqD76EfOMoXshBQutNMb319wfmVYtMIupZzIF0/MpR1GJfiAW47TTlVa/nrZu3RorVqxQQXa0ADAUdQyIwnmFrLfaxjmMdKmMLt/0obVNq58anJ9o6flaHnOepj78rA0m8NoUjKx3FFsU7RxEiAsscw7G0BrJ4EArV640eyyP4+CA/tahY7ibJ0Wjo2Nm3cYgH7a2djh16oTu/JcvX+DSxQB45TA9KMK25ObmgdN65/A5T508AU8v8wMpwAf1z9SAUWTaHHVbeNpscerUSYO0XVRpyxFN2txxUu8cpo11xMvr47ieMgiJp4sT/jpzweAef50JQG6P2LuemePlq1Al3tKZ6PgYkzJVKmRyzKzbGNCA5Xr61PHI6718ocL+e3rlMpt3rizXk8cNnuvMyeO6czJkdICdfTrcvWPojnr3zm2kzxBzAALew8PNFcdPnTa4x4lTZ5DTK3KZB324/8TJyOPJsROnkNPL/NykR48f4+mzZ7CLhWhnuXq4OuPY6bMGaTt++ixymVniIJenu8Hx5K+Tp00e/1XqVEq80RrHeUWlvE17mnwsgo+chH15w0GedBVKIOhIeNv48OYNQo6fQ7ryep4ZiRLBvlxxBB+JbNvR17ksui1LtuxKOJw5dSxKnfPwym22Pri4eeDMyWNm61xYWHi0TmOPlcRJEuPD+5i9cpIlTYIcjvb483rku/f9+w/489pd5DWxjIBzOmus61QXqzvW0W1fe2ZT1jb+7ZDWfF+FQu/123exzrusuryLfXs1zju2Xw8T5+zbvR2FvUuq+auxete5uuD46TMG92Cdz+npbvIc1n22GX3+OnkGOU20iW2/7IeHqwvcnA0HhIT/LmKBi4Auj5yrxflZGox2+OjRIyUcKCI4qs+5QBy5/hjMnTtXzQlj55Zzvih+GImR0IrC8N4US3SNoyijSx3d5Rigw9xcBYo7zo/iXDsGcOAcIaaX85kYbITPYRwIxdgqxudlsAnOT6MbG19+jLjIOX3cb+xuyDlIdBGl6+iQIUOUu562Dhrns7FDznQwEibTR0FHqwjnXFkCxQrzh9egi1urVq2UsGVQGLoT0pJmbikBCgGWK8/hMezcs0yZH3S15FwvWmzozkerFZdPYJRDc/PfNHh/Hkchw2fnvEHNOkTXUGOhz3KOLXQj5Hw9Bi7hDwGXe6DAoPBhmVK0MQInXRvpAkm3DwZC0cQz56nx+bT5gBoUTbwmI0mynsUEXWI5R5CWVM5bpDWP89Vo7TTmzp07UZ6dS1Sw7rHeMf8Z/ZWDJRSRdJskFKUUKwwoRMuzFpQnNjDfKV4ZgZWihmXDAQuWvTkokI3X40puZVqYslNUq05drPZbqQRdxoyZsMJ3Kezs7VGseKR76JBB/VC8REnUqBneBurUrY/pPpPh5u4BDw9P+PtvRGhYKCpWCh/dvX/vHn47+CsKFCyEtNY2ePL4Edat9VNuMoWLWDbXgWmrXacu/PxWqWd3yOgAX9/lKm3Fi0da4gcPGojiJUqgZs3w9YPq1q0HH5+pqn7qp61Spcq6cwIDA9W76V6EoKa1VFsSQ9/91xxNa1TCmLmL4eXqhFxuzvDb9gtCw8JQo1x4no2avQjp7WzUsgFaMIDrEXNGOHDw6EkwLl2/iZQprJA1U7jwmbV8DUoVyodM6e3xKCgYP632VxahSiVjH1qbeVejdgOs9fNVgi6jQyas9F0MO7t0KiqlxvDBvVGseGl8U7Ou+lyrbkPMYqhwdw+4e+RQkSw5f7FCpaq669ap1xh+Py9VkfJozdu/dxfu3L6JfoNHWpS2+nVqqXXbPN1d4enhjg3+W9U9qlYMt55PnDYT6ezt8F2blupzvVo10HvgUKzd4K/WfuMyBAyE0qtrJ/U9189cvmo1SpcorqJP3r13HwuXLINjJge1FlxsaFS7OibMnAcvNxd4ubth3ZbteBUahmoVy6rvx02fi/T2dmjfKnzAr0HNaug+ZDRWb9qq1rliyHWKs75d2husE8doopwLx+UFZv+0VIVWZ7CT2C4jkNot0sMjlXMWpM3nhdeBIWqNN8+xvZEic0acahu+9MSNBX5w6twcXhP64dbS9UhXrphaNuB/tTrornF9xhLkWzwJwcfOIuR/p5G9e2skTZ0St5aFzy+ODawb1Ws3xHq/5UqUZHDIpFwfaVFiZEWNkYN7wrt4aRVVktSs2whzuGSDuyfcPHKoSJZhoa9QrlL4+qKZszjBwTEz5s+ZilbtOivLEyMpck24QSMig2NFR8viuTFs42/I5ZgOuTOnx4oj5/DqzVsVlZIM2XAAGdKmRo+KhWGVLCncMxoK/zQpwgdmtf0vX7/BTwdPKWHHuW/BL0Phd/QCHj59iUq5nOOUdzVqN8Q6Xd45YJXvYhN510tF+PymZj1d3s1WeecFdw8v1V6Zd+UrVTO4/r27t3H+7CkMGRnV+ykmGqo28YOyGDOSKttEqGoT4WvwjZ8+R7XX9q2aqc/1a1ZDjyGjsHrTFhQrXDCiTVxFny7fG1z3xcuXOPD7EXRqG97OBYGIgDMSInS70mBHmAEUGEhizJgxyjrFDrV+iPt/avXjxg4vO7C0kGlzldgJYyeWAohWNXbO2RFmR1p/vp0pKNI4f46uaAzfzx98dtAortjxjmk+GY+h2xUFDecRaQt5s/POyIGmnoMRBtlZ5lwsds416xpFEueb8d5MC62ZnMPERa1jA4NfUIwxTQw8oy3kTbc7BsSIDrrVMSAGxScFBvOYopLnEv5NscxgLBREFBh0vWOZm4PBPRiynvMW6erI/KbgJ6bS89tvvyEuMA20sNHV79q1a2reGa2aWoAc5jOtSFqnmnlMkc+IpXS9NGV9Yv1hHlLgWSLgtDykAGfgFAp15icjYBrD8uGmDyNGMngK6xK/Y13hUgS8ppZnFJmM4EqXYT4P3Zr5zNGJL1NWKS7NQbdRzp2juy2fj8LzY1G/QWPVnrjwNueZ5MyVG6NGTzCwJlOQPdVzGSxd9muEPA3Gz77LlBCiu+Wo0eN1gU2SJU+Gc+fOYLP/BlWXONE+V+48mDxtZpRJ99HRoEFDlbbZs2dFpC0Xxowea5C2e/fu4mlIpItPmbJlEfI0BCt8fSPS5oLRo8caBF3ZsZ31KHLZiAH9w92wevbqbSD0zFGxZFEEPX2uRNaT4Kdwz54V04f01E32f/D4CRLrvZMeBwWjdf/wwDRk5ZZdaiuQ0wM/jAoPNPToSRBGzFyAkGcvVIc/n5cbFo4fDFvruC0lULdBExX9c97saRELtOfBsDGTjMr1rgpKo1GqTHmVl34rloYv0O7iiuGjJxm4ZNWs00C5AC9eOBfPnz1TQm7EWC7XEf3i6hrlynDQ5imWrvBT5ePq4owJo4frXCgfPnpksKZcrhxeGNyvF5b4rsTi5SvUQt6jhgyEc3YnXdu/dv0G9uzdr9wU7e1sUahAfrRt0cwg+qMllC9dAsFPn2LxyrXhixY7O2HKiIG6oAwPHz82SFvuHJ4Y1qcbFq1YjYW+fmrR4nGD+sLFKdKb4ElgEOYuWo6gkBDY29qiSrnSaNUo9mH6rQvlRvG9kcuU5Jwa/r68tXwDTrcbBKtM6ZEya6Q7/qu/byuxlnPaIGTv1gqht+/jTIeheLwnMiz9vbU71JpvHiO6hy/kfeoCjtb4Dq+NAptYSp0GzRAWGor5s6eGLx6fMw+GjpmK5MkjB5QeGNW5kmUq4GlIsFrEWi1G7eKGIaOn6uocB9eGjJyMFUvnY+LoQQh99UoJuq69B6NgEcvmdVfN7YKgF6H4Yf9xtZC3p4MdfmhRWRfY5H7IC4P2GhN0ybz+OASbT+1T4s0mpRVyZU6PJd9+o5YUiAt1GjRV7fVHvbwbNmaKQd6xvTJ4iUbJMuURopd3HFAZOnpKFBfKfXu2wz5deuQrGB6wKy5tYsnKNRFtIjsmjxikaxN81yXS67/pt4mffP3U4vZjB/WDi1M2wzT99ofqO1UoYziP/IvlC40a+bFJ9OHfjHYhfFFQwHA+HDsWsQloIQjxmUtXTUcliw8kxqd12/0n2L2I+1Isn5r7qT7tHKp/SpoPnzbK4j8h2TvziyN/bo7liYzqHB/JduEg4ivu/4u6nEx84UqR1oiv2L+Ne/Tcf4NMXjEvFxHfeXkwfK3ij0mqMuY9zxIqInMFQRAEQRAEQRASCOJCKQiCIAiCIAjC5+cLDfv/sREBJ8QZzl8SD1xBEARBEARB+PcQAScIgiAIgiAIwucnhkB9QjiSS4IgCIIgCIIgCAkEEXCCIAiCIAiCIAgJBHGhFARBEARBEAThs/NBgphYhFjgBEEQBEEQBEEQEghigRMEQRAEQRAE4fOTSGxLliC5JAiCIAiCIAiCkEAQAScIgiAIgiAIgpBAEBdKQRAEQRAEQRA+Ox/EhdIixAInCIIgCIIgCIKQQBABJwiCIAiCIAiCkEAQF0pBEAQ97F7dibf5EZIqI+Ir91K5Ib5yI285xGc8zuxAfCUscUrEV7JdOIj4zM0cZRBfSRqwD/GVG15lEV9JEbDzcyfhy0fWgbMIscAJgiAIgiAIgiAkEMQCJwiCIAiCIAjCZ0eCmFiGWOAEQRAEQRAEQRASCCLgBEEQBEEQBEEQEggi4ARBEARBEARBECKYO3cusmfPjhQpUsDb2xtHjx6FORYuXIjSpUvD1tZWbRUrVoz2+I+BCDhBEARBEARBEOJHFMqPvcWS1atXo3fv3hgxYgSOHz+OfPnyoUqVKnj48KHJ43/99Vc0bdoU+/fvx+HDh5E1a1ZUrlwZd+58uqjWIuAEQRAEQRAEQRAA+Pj44Pvvv0fbtm2RM2dO/Pjjj0iVKhUWL15sMn9+/vlndO7cGfnz54eXlxd++uknvH//Hnv37v1k+SkCThAEQRAEQRCE/zyvX7/GsWPHlBukTiwlTqw+07pmCS9fvsSbN29gZ2f3yfJTlhEQBEEQBEEQBOHzk+jj25bCwsLUpo+VlZXajHn8+DHevXuHjBkzGuzn54CAAIvuN2DAADg6OhqIwI+NWOAEQRAEQRAEQfgimTBhAqytrQ027vsUTJw4EX5+fti4caMKgPKpEAucIAiCIAiCIAifnQ9xCDoSE4MGDVJBSfQxZX0j6dKlQ5IkSfDgwQOD/fzs4OAQ7X2mTp2qBNwvv/yCvHnz4lMiFjhBEARBEARBEL5IrKyskDZtWoPNnIBLnjw5ChUqZBCARAtIUrx4cbP3mDx5MsaMGYOdO3eicOHC+NSIgBM+KX///TcSJUqEkydPfvacpu9ysWLFlEmbkYIsgWnftGnTJ0+bIAiCIAiC8Pnp3bu3Wttt2bJluHDhAjp16oQXL16oqJSkVatWyqqnMWnSJAwbNkxFqeTacffv31fb8+fPP1kaxYXyP0CbNm1UJaS/78CBA3X7KUzq1q2LDx8+ICHzxx9/YOzYsSo60KtXr+Du7q4aWY8ePZQZXIPreaROnRoXL17EunXrlDiLjuvXr+PevXtqUcbPydWrV9G3b18cOnRITcKtWrUqZs+ebTDBNjAwEN26dcOWLVtUtKT69etj5syZ+Oqrr3RrlJQrV079zedOkyYNXFxcUKlSJfTq1QuZMmX6155n5MiRqu7FVdRrzxIUFAQbGxv8m6zf8QtW+u9AYHAI3LJnQ692LZDT3cXksddu3sFPfhtw8drfuP/oCbq3bYrGNaoYHLN8w1YcOHIMN+7cg1XyZMjj6YZOLRvBKXPsy4PteIWvrxr94w8NQx936doVmTNnjvY81pn169ap/HR2cVE/VJ6engYRufhDdvDAARVVq2ChQujSpUus2wXT57diCfbs2oqXL57DK0dutO/SG46Zs0R73o6tG7FpvR+CgwKR3dkN33XsDnfPHAbHXLxwDj8v/wmXL15Q9d/ZxQ3DxkwxO8JqjFOHZnDu2Q5WGdPh2ZkAnOszFiF/nTF5bKKkSeHarz0yN6+DFI4Z8eLSdQQMm4rHew5FHpQ4MdyHdkXmJrXUNUPvPcSdFRtxZeI8xKlcV/hi184dqlxzsFy7dIuxXLdu2Yz16yPK1dkFHTt1NijXHTu248Cv+3HlylW8evUSq9es070vvoS0aelbvWIxftm1RdU5zxx5VJ3LlDlrtOft2LoBmyPqnJOzK9p17AF3z5y674MCn8B38TycPvGXSp9jlqyo37glipX8OsY02ZUqDJc+7WBdMDdSOGbAX/U748Hm6EON25UpipxTB+KrnO4IvXUPVybMw+3lGw2OcerUDC6928HKIT2eng7AuZ5jEPI/03XYknxbtWIp9uzchhdsqzlzo2OXnjG21e1bNmHj+tURbdUV33fqBg+9tjpkQC+cO3PK4Jwq1WqiU7deFqctNs+p2uqADsjSsg5SZI5oq4Om4tHu33THJPkqNTxH9UDG2hVhlcEeT0+ex7ne4822/4TeJv6rQUxiS+PGjfHo0SMMHz5cCTEO+vO3Vet33bx5U/3WaMybN0/9VjZo0MDgOux3ss/zKfj8uST8K9DqxBECvhy+BNhQCCeJli1bFlmyZFELKNLKRuFGQdekSRMDcUohVKpUKTg5Oan1OijOtI1mca75ob+PCzHS39nSTuCngD8AXAySomvfvn34/fff1bPXrFlTmfQ1mjdvjnPnzmHPnj3YunUrDh48iPbt20e5HsXr3bt38b///U9FSaKfdu7cuXHmTNx+rP5L/PL7n5i91A/fNqqDxVNGwc0pK3qPmYqgkKcmjw97HQbHjOnRqUVD2NtYmzzm5LkA1KtaHgsmDMOMEf3w9t079Bo9Fa9CDaNlWcK6tWuxefNmdO3WDdNnzFBtftjQobq2YooDBw5g4YIFaNa8uRoUcHF2VucEBwfrjlkwfz6O/vknBg0ejEmTJyPwyRPVvmLLxnWrsG3LenTs0hsTfebBKkVKjBnWD69fm3/WQwf3YcnCH9CoWRtMnbVQdQpHD+uH4OAgA/E2Znh/5C9QGJOmz8PkGT+iWs26SJzYsnkUmepXg9fEgbgyfi5+L1EPT89cRFH/n5A8venwzx4jeiBbu8Y432csDhasjpuL/FDIbw7S5ovsqLr2+R5O3zXFud5jcLBAdVwcOg0uvb6DU6eWiC3r1q3Fls3+6NK1O3ymR5TrsCHRlivFNkV3s2YtMGv2HCXMeY5+uXIwqGChwmjUuHGs05QQ0kY2rVuJ7VvWo32XPhjvMx9WKVJgzLC+0da53w/uxbKFc9GwWRtMnvWTGjQYO6wvQvTq3Gyfcbh75yYGDB8Pn7lL4V2iDHwmjsS1q5diTFOS1Knw9PRFnO0+yqJnSJk9C4psno8nv/6JQ4Vr4/rsZcgzfyzSVSqlOyZTw2rIMWUQLo+di0NF6+LZ6QB4b1tktg7HxMZ1fti6eQM6du2FydPnqnIdNWxAtOV66MB+LF44D02atYLP7PnI7uKqztFvq6RS1epYsmKdbmvdLurvlDli+5yeo3vC6fvGSuQdyPsNbizwQ6F1c5A2f2Rbzcu8rFACp9r0x8ECNfFoz+/w3rkEVo4Z8CW2CcFyunbtihs3bqi8//PPP+Ht7W0wkLx06VIDbzP2N423TyXeiAi4/wgMZUoxYi7qDiuZsVvhjBkzlClY35JXp04djB8/Xo1C0PoxevRovH37Fv369VPrXVBILVmyJMr1KaxKlCihXmYUDOw46nP27FlUq1ZNjSjx2i1btlShXDW+/vpr1Zh69uypJphWqVJFiRuKrlq1amHBggUq/Uzvd999pyyOtLKtWbNGnU8BxHU9mF7+TTHL/NA2+jxzkUb9fbTe6btQau6gvGbp0qWRMmVKFClSBJcuXVKCiD7PTD+fgyM3+nBRxxw5cqjn5yKPP/zwg+47vtj5bLSC8XsKTK2cKNh4X74o8uTJozY+219//aUEHaF5nyNDvAdfMBSp7IwzChLFmj4ZMmRQz+bh4aEELq+fPn16ZXXR4LPQMsd8ZqQmCuTjx4/rvv/2229Ro0YNg+vSMsNrL1q0SH1m3jOtzCN7e3tV/1heluDr66vyklZCprVZs2Z4+PChrgw0SyItQCwP1ktCQct8c3Z2VvfNly+fSsfHYvWWXahZsSyqly8N56yZ0a9Da1hZJcfWvQdNHp/DzQVdWzdBxVLFkCyZaWcHn2F91fVcsmWGe/ZsGNL1Ozx4/AQXr/4dq7Txh4L1lGXKwQjmQZ++ffHkyRMc/uMPs+dxAKRqtWpqkCCbk5MSfxyw2L17t/qeZca/2c7Yvmjd7tW7Ny6cP4+ACxdilb6t/uvQoHFLFC1eSgmx7n0GITDwMY4e1rNcGbFl41rV4atQqRqyZsuODl17q074vt3bdccsXjgH39Sqh3qNmiObkzMyZ8mGkqXLIVmy5Balzbl7G9xasha3fTfgecBVnO02Au9ehSJLq/omj8/crDauTpmPR7sO4tXft3FzoZ/627l7uGsNsS1WAA+27cWjnQfw6uYd3N+0C4/3/g6bwnkszjMt3/w3bUTjJk0jytUFffr0UyL68OHoynWDstRXYrlmc0LXrt2QQpXrLt0xderURaNGjdX7KC7E57Rp6dvmv1ZZxooWL63qXLc+Q5T1LPo6twYVq9ZA+UrfqDrXvmufiDq3TXfMpQvnUK1mfWWVy5jJEQ2atEaq1F/h2pWYBRzryqURM/DA/xeLnsOpfRO8un4bF/pPwvOAa7jxw8+4v34XnHuEv/eIc8+2uLVoDW4v24DnF67iTOcRePcyFFnbmK7DMeXblk3r0ahJC3gXL6nyrUefgQh88hh/RpNv/hvXonLVb1Chcnhb7dS1l3qX7N29w+A47rO1s9NtqVKltjhtsX3OzM1r48qkH/Fo50GVhzfnr8LDHQfg0utb9X3iFFZwqFcZAYOmIPDQX3h59SYuj5mDl1dvKKv8l9YmhC8LEXD/EShGKLzYsb99+3acr0PRQFFACw9Xqqd5mJ15dqY5QtGxY0d06NAhyj0o8Pr06YMTJ06oFxstSOxcEo4ylS9fHgUKFFDChGKE0X4aNWpkcA0KFwotio4ff/xRdSx5DboXGsPrU6SsWrVKfaZFLVeuXCoN/NvUOZbCZx46dKgSNUmTJlUCo3///spl8bfffsOVK1eU2V3j559/Vp/HjRunxBbLgb7SfB4ya9YsZTmhMKSFjMdrwpkjPxQp+lZAijya7ulSSeg6SjGtP2mWgonHsEyig0KHZcY81UTSs2fP0Lp1a3X9I0eOqE77N998o/YTCmSWEfNRg1Y/LlxJtwPub9q0qRJ6fF6OVNWrV89iV12KQU4EPnXqlBIlFG2aSKNVdP369epv5hXvxXwnFG/Lly9XdYPWSLqGtmjRIspgQVx48+atElVF8ka6UTF/C+fNhbOXruJj8eLlK/V/2jSWd2oIXTxoXc9foIBuH92F6YJzwcy6NcznK5cvGwzc8Jn4WRNnly9fVgM0+tdlGaTPkMHsdU3x4P495VaVL38hvfR9pTrAFwPOm03f1SsXkVfvHKaPn7VzOLpPt0lra1sM6tMFbZvXxdABPXDh3GmL0pUoWTKkLZALT/brda4+fMDjfYdh6216nmzi5MnxzshCSsFnWyIynUFHTsD+6+JI7RbejtPk8YRt8YJ4tNu02I+xXPMbl6uXWQGtyvXKZYNzwsu1AAICLBfdCTlt5GFEncubv7BRncuBSwFnzaaPIkz/HKYvj6pz53T7PHLkwu8H9+HZs6dq4OjQgb148/o1cuWxbG51bLApll/VR30e7TkE22L5dXXYumAuPN5rXIf/gE2xyHyOTVsNUvlm2FbpCnnxQnRt9VKUtsr2bty+D+7fi5ZN6qB7p2/hu2QhwkJDLUpXXJ4zsVUyvA81tHy9Dw2DbYmC4ddMmhSJkyY10Z7DYFcy/JgvqU0kFD4g0UffvkRkDtx/CM53Y+eMAkSzlMQWWtkoOPiCYeeQUXfYcR88eLD6npM6GUKVnX9aAzRoYeK8LM1XmAKAaaDwmTNnjhJvFDYanAjKjiKtWxRihEKC99PQLGO0bJmCI1U8n9CSQ7FFC1lMYWBjguKPFkBCd02KFUYnKlmypNrXrl07A9M683vatGlKxBBaR86fP4/58+croURfaj4bLWcUa7TAaTDoCn8A6O7I/KEI4jxGLjKpCSj+aND6pQ+flWXF72JCG9GjUOJ1KKb1oXWTApFCiGKdllSWPS1lLD9Cq2vDhg1V/jLP2enn82rPQmucpVD4aXCeHusbLZ2cDMzr87kI06rNgaPQZf7QJVSLEsVzWQ+Zz7Qi/hOCnz3Du/fvYWfkCmlnnRY370QK2X8CO4Izl6xEXi93uGSLfq6JMZprtPG8NBtbW7Nu00+fhnc+TZ1zK2IAhudq7UYfWxsbBAUGWpw+dqSJta2hq5ONDdNn+jrPnoao9NnYRD3nzq2b6u8H98MtzKtXLkXrdp3U3Ldf9+7CiMF9MOOHJTHO2UmezlZ14MIehA8maYQ9fIyvPJ1NnvP4l0Nw7tYmfMT+2k2kK1ccDrUrcZRMd8zVqQuQNE1qlDm5HR/evUOiJElwaeQM3F29FXErV8O5nqz3MZWrjYlzbt26Fav7J9S0hafvia4+62NtY6erj6br3DtY2xi1CRs7XZ0jfQaOgs+kkWjbpIYaHLWySoF+Q8cik2Ps2q0lcA5l2INIbxTCz8ms0ygLUjJb6/A6/NCoDj94gtSepufnRoeWN1HzzYK2auKc23r5VubrCsiQISNs7exx4+9rWL54Ae7cuYWBQ0fHmC5dW43Fcz7afUhZKp/89j9lXUtXvjgc6kS21XfPXyDo8HG4D+msrJvM18xNaihx/OJKZLq/lDYhfFmIBe4/Bl0Htag6cYFWLP2Jm3R31O+c88eMLnOaNUdDP/QqO4S0FmlpoKWF89fYSdQ2TVRw3poGw7qa4t8OwqK/toc2oVU/D7hPe366oPEZKOr0n49ziLRno3WJAT0oirp3765zXyN0b1y7dq0KNMHz6NJIi2XBggUNyuGfoOWfFtSF1k+6zFFU8n4Mt0vxRKGpQSuc5irL43fs2KETXnRdrFChgsoTijr69sdm7iVdXWlBzZYtm3Kj1MSX/v2NodWTAwl0/dTPZ1rk9OuQMRR+/AHV38KimavwKZm20BfXbt7GqN6R7qzm2L9vH+rVravb3r19i/jEgf170Kx+Vd327t2nSd+H9+F1t3K1msrN0sXVHd+274rMWbJi355IN8uPyfl+4/Di6g2UPbkdVUPOIKfPMOV+Cb05qZxX59ikJk626YvfS9THqe8HwrnHtyrwSXTs378P9evV0W2fKt/iQnxOGzm4fzda1K+i2zjI9anw812EF8+fY/i46Zg0YyFq1G2k5sDd+PvjWeP/LQ7s/wVN6n2j2zgP91NRpVoNFChUBNmdXVC2XEXlmnnkj0O4d+/OJ7nf+d7j8OLKDXx9dgeqvTyLXDOH49Yyw7Z6sk1//vih4s3fUO3FGWTv2hJ3V28zOCahtomEyodEiT/69iUiFrj/GGXKlFHWI1rKNLc0QjFgLIRo2jcmWbJkBp/Z6Te1Tz/ARkxQHLDDTnFpjH50RFqi9NEscxSCtAoZw/2MxPex0X9eTfQY79OeXwshSxGjPwGWaBEyKcYY8ZIiiBYkuo7SBVKbv8X5SRQhnBNI8cuROVoRaWEi/NtYMNMCxsiUllgbNSGtuW3SKkjXVLom0oJG900KcP1J2AyhS0sg3TcZBZRWRc4L1J6LwVS4n2KUbrtDhgxR7pw8LjooeFk/udGVlAKWwo2fo5sEruXztm3bokT7ii4IDd0uR40yDCbQr9O36N/5O4N9NmnSIEnixCr6pD6BIU+jWOXiKt7+OHYKc8cMQgb7mAMPeBcrBk+9uRBaW6VQ1iyUJDgoCC6uriavQWHOdm8srnmOXcRIOq1zrEua9VMjKDhYzV8xR1HvkgbR57T0hQQFws7OPvJewYx86WbyGmnSWqv0BQcbjvrzHJsISx5H8knWrJFWa5I5qxMePTJsE6Z4/TgI79++hVXGyDQRqwxRrR765xxv3BWJrZIjmb0Nwu4+hOeYPnh5PXK03Gt8P1ybthD31oWLyGfnLiFlNke49m2POz+bX5bE27uYcrfSePMmvM4HBQUb5Vuwrv2bK9fgoMgACNo5tnZxj6gbn9NGiniXMogU+TaizrE+29ql0+0PCQ5E9mjrXBKDgCXh6QvU1bn79+6oKJXTf1iGrE7h7zNe78LZ09i5dSM6dI27e74pWA9phdOHn9+EPFPugLo6nMGoDme0R9h903VYn6LeJYza6uvI94BeuYZY0laN3iU8J7r3hIdX+H3v372LTJmij9IYl+fkOccadDFoq17j++Lltci2yr+PVGiJJKlSImnarxB2/xEK/DzdoD0n1DYhfNl8mbJUiBa6ONKiw863BjvKdLfTF3Efc+02zqXSYIeQVhbN9ZEChnOWKCDc3NwMNmPRpg+FDTurdE80hnPKOH+H7o2fE1rjHB0dce3atSjPpi9m+BLn/DEKvdWrV6t5XhRg+jCoCMUb5yFSsDF4C6G44sueearBYygijUWjMVx2gS6SFPasA4Tz4WgJ5Lw3WlwpgPQDyhBaWRnQhlY4uotqa6Poi1i6lFIccd4j5y4yYEZMMNgNxSPrKAUhLbHG4pTXIvoj7BTqTCfFnnE+0xXXHBzICAkJMdh6fNcqynEMQuLpmh1/nYmcz8H8PXb6PHJ7mBZIlsD2RvF28OgxzBrZX0WttAQG3GG90jZaKym2Tum12ZcvXqh5gjnMTHrnoIObu7vBOXwmtnuviLZJKywHDfTfBZzf+ujhQ7PXJSlTpVLuZNrGoAbsAJ8+FRkM5+XLF7h88Tw8vXKaTZ+rmydOnzxukL7TJ4/pzsmQ0QF29umUG5Y+9+7cQvoMkctsmOPDmzd4euKcmq+mI1Ei2JcrhqA/o3//vQ97rTqEnEfjUKcyHmwLDypEkqRMiQ/Gg1jv3iNRDFbzqOXqFF6up/TK9SXLNUBXRibL1c0dJ0+ZKNeIDnNciM9pM1XnskTUuTOnjhnVuQvw8MptNn0ubh44c/KYQfrOnDwOT69c6nNYWPicLeNlaBInSayzCH9Mgo+chH35Ygb7GDUx6MhJXR0OOX5OuQca1uHiCD5ywsJ8y6zb2FZtTbTVSxcvwDNHdG3Vw+Cc8LbKfDM/iHo9wjsiOpGn8U+e06Ct1q2MB1uiLtvw7uUrJd6S2qRF+sqlcN/EMQmtTQhfNmKB+w9C1zaGnefcIv0oj4ycyDlmXMeCc9RoEaKw+BjMnTtXdQYp2qZPn65G/TWXO64pReFCscU5VRRldIljFEVGVtRfy00fijvOb+JcO4bM5zw7ppfz0Rg0hc9hHAjlc0ARQ0FEd0RGmqLbHoO1MA+4WCSDwdDSyHmAHImjyyQtZ9r8Look5hsFFkU3590xQIe2Rgy/43Xp9sgAHrR2MC+YL/xR0YdiKDQ0VAUkoeBjeVOcbdiwQXcMy0mLBEmXQuYlg50YQzdKzomjkKLVToOWNpYBBTbnqfEz65b+XEUKR+MBArpLUohQoNFqx+AqjE7KgCb60CrIzhMDp1BkMm08l3MTmS/88eN8QooxilHWCf306UPRZ2yhex0hEI1pXLMKxs1eCC9XZ7X225qtuxEaFqaiSJIxsxYgnZ2tWjZAC3xy/Xa4a9Cbt+/w6EkQLl2/gVQpUiBLpnBxQfG257fDmDiwB1KlTIEnEaOwX6VKpSJcWgrzg4KabcYxc2Y1cMAypNAurmedHjRwoLJW14wQ/5wX6zNtmipzD09P+G/apOonXVG1NsZyZPtkHrPD8uO8eaoszXVIzKWvRu0GWOfnqzrXGR0yYZXvItjZpVNRKTVGDO4N7+Kl8E3N8PmiNes2xGyfCXBz94S7Rw5s8V+ngh6Ur1RNd93a9Rpj9c9LVbQ8Wgj2792FO7dvot9gy8K0X5+1FHkXTkTI8bMI/us0nLu2RtJUKcPdIukyvXCi6vxdHOGjPlsXyavWf3t66oL6331IVyXMrvn8pLvmw+374dq/I17duofn56+osOXZu7XB7eXhAXhik2+169SFn98q1ZYdMjrA13c57FiuxSPLdfCggaqca9bUyrUefHymhperhyf8/TciNCwUlSpV1p3DASK+g+5FRKrlHFi2JbZZlnVCTpuWvuq1G2K933JV5zI4ZFKuj7Ta6te5kYN7wrt4aRVVktSs2whzfCbA1d0Tbh45VCTLsNBXKFfpG/V95ixOcHDMjPlzpqJVu87K+nT08G9qTbhBIyZatIxAardsus+pnLMgbT4vvA4MUWu8eY7trdYsO9V2gPqeoe+dOjeH14R+uLV0PdKVK6bC6f+vVgfdNa7PWIJ8iych+NhZhPzvNLJ3b42kqVOGuwvGEuZbzTr1sdZvBRwdMyNDxkxY6btEDZSwbWoMG9QHxUqUQvWaddXn2nUbYqbPxIi26oUt/utVuVaoVFV9TzfJg/v3oVARb6RJmxY3rl/FogU/IFfuvKrtWkJMz5lvySSE3nmAi0PD26pN0fC2GhLRVj2Gd1Nt9erUyLbK5Rj4zM8vXUdq12zwmtQfzy9ew+2lccu7+NwmEgxfqMvjx0YE3H8UhtOnpUeDHTKGtmcgCHaYGXCEHWJaZz4GtKhwY6edVhFayGhRInzRsaPNQB3sLLIDyU46RUlM87wo0jh/jhEeabGhOOFLkC57XHIgpsW6/w0odNjxnTJlihJD7BRTRDN9hC9fCilaDClWGbBj+/btumenFYWWIr7AaaXks1Go6EN3Q4o2zj3TFvLWF+gaFH3ME7rD0aWD+U0Rqe9qyeAyFMS0jNJ6xTphKmon3TwpPGml0xeKFEyMUsplKCgAWZa0knJ5BQ0GOqFg1YdppwspLXoMisP0Mw1Tp07VWRsJXSQpiunCScsf3Tl5DustRS7dImnxpADm+VqAnX9KxZLeCA55hp/8NipXSnfnbJg2tI/OhZLh//Xr2+OgILTtO0L3edXmnWorkMsTc0YPUvs27gq32nQdbtjxG9ylnU4YWkqDhg1V/Z89a5ZyeWS5jB4zRmexJAx8E/I0ct06zi98GhIC3xUrVFASulvyHP3AJu07dFCdnnFjx6rBAc5F7dylC2JL3QZNlfj6cfZUtThwjpx5MGzMZCRPHimg6Z729Gmkm2qpMuXxNCQYq1YsUcEV1ALdoyfr3NlIzToNVQTAJQvn4vmzZ6ozOGLsVDjE4JKly5P1O9Q6Uh7DuiF5xvR4dvoCjtb5Hq8jgiWkzOoI6FlWklhZwWN4D6Ryzop3z1/i4a4DOPXdALwNCY/SSrgQuMfw7sg9YziSp7dXC3nfWrwal8dHLh9iKQ0aRJTr7Flq3lXOXLkwZvRYo3K9q8pRo0zZsgh5GqIWdmenj2199OixBuW6Y/s2rFz5s+7zgP7hbbxnr94GHceEmjZSpz95zQAAAOuDSURBVEEzVefmR9Q5r5x5MHTMVIM694Dp06tzJctUUHXOb8Xi8AWpXdwwZPRUXZ2jRXrIyMlYsXQ+Jo4ehNBXr5Sg69p7MAoW0bMOmcG6UG4U3+ur+5xzavj76dbyDTjdbhCsMqVHyqyRUwe4VAXFWs5pg5C9WyuE3r6PMx2GGiwcf29tRB0e0T18getTF3C0xne6Ohxb6jZoosr1h9k+qlxz5MqD4aMnGpTrfaNyLVW2HEKeBmOV75LwxahdXDFi9CS9fEumrOdbKexCXyFd+gwoXrIMGjVtYXG6YnpO5pu+5Tsx2+qonkjlEtFWdx5Qc9702yqDwSjRnMUBbwKDcX/jblwcNh0f4jivOL63CeHLIdGHfzsChCAIXwQUCRRTtBBqETa/BB6fNQzZHZ8ISRWzW+DnIvR9VCttfOFG3vC1A+MrHmcM18oSLOPVh1TxOqtu5iiD+IpLQKTLb3zjmpdhJOT4hGfATsRn3Fyjn2eeEAg69c+X/jHGNt8/i0QdHxELnCAIsYIuinS7pFWNVi5965ggCIIgCILwaREBJwhCrGCgEAZgyZIli3JdpEuRIAiCIAiC8O8gPS9BEGIF5+GJ57UgCIIgCB+bL3Xdto+N5JIgCIIgCIIgCEICQQScIAiCIAiCIAhCAkEEnCAIgiAIgiAIQgJB5sAJgiAIgiAIgvD5iQfr9yYExAInCIIgCIIgCIKQQBALnCAIgiAIgiAInx2JQmkZYoETBEEQBEEQBEFIIIiAEwRBEARBEARBSCCIC6UgCIIgCIIgCJ+dD5AgJpYgFjhBEARBEARBEIQEggg4QRAEQRAEQRCEBIK4UAqCIAiCIAiC8NmRKJSWIQJOEARBj+CUDvE2PxJ/eI/4SpoPwYivuJ7Zg/iMzavbiK/E585UltO/Ij6TNGAf4ivXvMojvuIasBfxFdtXNxG/cf7cCRD+JUTACYIgCIIgCILw+UkkQUwsIf4OrQmCIAiCIAiCIAgGiIATBEEQBEEQBEFIIIgLpSAIgiAIgiAIn50PYluyCLHACYIgCIIgCIIgJBBEwAmCIAiCIAiCICQQRMAJgiAIgiAIgiAkEGQOnCAIgiAIgiAIn50PsoyARYiAEwRBEARBEAThs/MhkTgHWoLkkiAIgiAIgiAIQgJBBJwgCIIgCIIgCEICQQTcf4y///4biRIlwsmTJ5GQyZ49O2bMmPG5kyH8x+uhIAiCIAjCv43MgfsMtGnTBsuWLcOECRMwcOBA3f5Nmzahbt26+PDhAxKysLpx44b6O2XKlHB1dUWPHj3w3Xff/Wv31cc4j82JCWdnZ5w4cQL58+eP1X0pQjZu3Ig6derEOr09e/ZUW3zl1atXmDhxIlatWqXyNk2aNChXrhxGjhyJXLlyxXj+119/rfLTlNDOmjUr7t27h3Tp0iEhwba5YoUvdu3cgRcvXiBHzpzo0qUbMmfOHO15W7dsxvr16xAUFARnZxd07NQZnp6euu937NiOA7/ux5UrV/Hq1UusXrMOX331VazStmXLFqxbv17dw8XZGZ06dTK4hzG//fYblvv64sGDB8js6Ii2336LokWK6L7//fffsW37dly5cgXPnj3DnNmzVXuOC/5bt2Ptho0IDAqGq3N2dOnwPbw8Pcwef+DQ71i2YiXuP3iIzI6Z8F2bVvAuUlj3/fKfV+HX3w7h0aPHSJo0KdzdXNG2VQvkiOaaMZXryhXLsHvndrx48Rw5cuZCpy494Jg5S7Tnbdvij43r1yAoKBDOzq5o36krPDy9dN/PnT0dp04cR2DgE6RIkRJeOXOiTdvvkSVrNovTtn7HL1jpvwOBwSFwy54Nvdq1QE53F5PHXrt5Bz/5bcDFa3/j/qMn6N62KRrXqGJwzPINW3HgyDHcuHMPVsmTIY+nGzq1bASnzJksTpN+2lZt2q7S5po9K3p91xI53U3XkWs3b2MR03aVaXuM7m2boVHNqgbH+K7fggNH/opMm5c7OrVsjGxxSJvf0fNY9vtZPH7+Ch4OthhYrTjyZEkf43k7zlzDwPW/opxnNsxoWlG3f97+49h59jruP32BZEkSI2cme3StUAh5s2RAXOvcqhVLsWfnNlXnvHLmRscuPWOsc9u3bMLG9asRHBSI7M6u+L5TN3h45tB9P2RAL5w7c8rgnCrVaqJTt14WpcuuVGG49GkH64K5kcIxA/6q3xkPNu+N/pwyRZFz6kB8ldMdobfu4cqEebi9fKPBMU6dmsGldztYOaTH09MBONdzDEL+dwZxb6/Mu+26vLOsvW7Cpoj2yrxrr/LOy+T1Rw8fhOPH/odBQ0ehWIlSFqdt/Y69+FmvvfZu1zyG9roRARHttYdqr5UNjtmwcx827tqPe48eq8/OWTPj24a1ULxgXnypfECiz52EBIFY4D4TKVKkwKRJk1Rn60vg9evXur9Hjx6tOudnz55FixYt8P3332PHjh2fPA3affW3bt26ffL7fomEhYWhYsWKWLx4McaOHYtLly5h+/btePv2Lby9vXHkyBGL6oI5kiRJAgcHB9X5TkisW7cWWzb7o0vX7vCZPkO142HDhkT7zAcPHMDChQvRrFkLzJo9B84uLuqc4OBgg/wuWKgwGjVuHKd0HThwAAsWLkTzZs0we/ZsdY+hw4YZ3EOf8+fPY+KkSahSubISZsWLF8eYMWPUYIZGaGioEurftm2Lf8KvBw9h/k+L0aJpE8yb6QMX5+wYNHwUgsyk7dyFAIyfPA1VK1XEvFk+KFnMGyPHTcT1vyMHaLJkdkTXju2xYO5MTJ88ARkzZsDAYSMRHBISpzRuWLcaWzdvRKeuPTBl+hxYpUiBEcMGRluuvx3Yj0ULf0STZi0xffaPyO7ios4JDo58p7u6uaN7r36YO38xRo2dyJ4Jhg8dgHfv3lmUrl9+/xOzl/rh20Z1sHjKKLg5ZUXvMVMRFPLU5PFhr8PgmDE9OrVoCHsba5PHnDwXgHpVy2PBhGGYMaIf3r57h16jp+JVaBhiw95DRzBnyUq0bVQHi6aODu+sjp6CoGAzaQt7rdLWsWUjs2k7wbRVq4j5E4dj+ogBePv2HXqNmhzrtO08ew1Tdx1Fh6/zw69DLXhmtEOnFbvw5PmraM+7E/QMPruPomC2jFG+c7K3xqBvimF9pzpY+m11ONqkQSffXQh8Ef01zbFxnR+2bt6Ajl17YfL0uepdMmrYgGjr3KED+7F44Tw0adYKPrPnI7uLqzpHv86RSlWrY8mKdbqtdbv2FqcrSepUeHr6Is52H2XR8SmzZ0GRzfPx5Nc/cahwbVyfvQx55o9FukqRoidTw2rIMWUQLo+di0NF6+LZ6QB4b1uE5OntEBc2rPPDNtVee6r2yrwbaUF7XbzwRzRWefcjnF1cMdJE3pHNm9arwdnYwvY6S7XX2lgyZaRqr73GTEOgmfYaakF7zWBvh04tGmDJ5BFYPHkECuXOgQGTZinxJ/y3EQH3mWDnmB1YWohMQSuHsTWIlgxabvQtebT8jB8/HhkzZoSNjY0SMexk9+vXD3Z2dsiSJQuWLFkS5foBAQEoUaKEevHlzp1bdQD1ofiqVq2asgLw2i1btsTjx+EjQJp1pWvXrsqCRCtKlSqRo7y01PDZXFxcMGDAAJWOPXv26L5np5IWufTp0yNt2rQoX748Tp2KHDG8evUqateure7L+xcpUgS//PJLjHmq3Vd/S506tfqOQrl58+bqnrQMuru76/KF1jdSoEAB9dLms5H//e9/qFSpkno+a2trlC1bFsePH9fdTysLWk15nn7Z+Pv7o2DBgip/mQ+jRo1S5WIp8+bNU9aO5MmTKyuKr6+vwfc+Pj7IkyePej5aszp37oznz5/rvl+6dKmqD7t27UKOHDlUPlatWlWJWo1ff/0VRYsWVdfgsSVLltRZMVnXDh8+jK1bt6JRo0ZwcnJSx65fv15dr127djpLsVYPx40bB0dHx2itPuZcKJkWft67dy8KFy6MVKlSqfp58eJFg/Oiy1emh+0mW7ZssLKyUmnp3r07Pha8vv+mjWjcpKkSPLSk9enTD4FPnuDw4T/Mnrdx4waV95UqV0a2bE7o2rUbUlhZYffuXbpj6tSpi0aNGsPLK+posCXQClytalVUrlwZTtmyoVvXrioPdu/ebfJ45mPhQoXQoEEDlV+tWrVS9Y1WPI0KFSooQch28U9Yv8kf1apURtVKFeCULSt6dOmk0rZrj+lR/Y2bt6BIoYJoVL8unLJmRZuWzeHm6qKseBrlvy6LgvnzIZODA7I7ZUPH777Fy5cvce16pACNTblu3rQBjZo0R7HiJVW59uozQJXrkcO/mz3Pf+N6VK76DSpWrqrKtXPXnuq5ftm9U3dM1Wo1kDtPXmTM6KDEXPNWbfH40SM8fPjAorSt3rILNSuWRfXypdXIe78OrWFllRxb9x40eXwONxd0bd0EFUsVQ7JkpgdHfIb1VddzyZYZ7tmzYUjX7/Dg8RNlGYsNflt2omalr1G9QpmItLVR9XrrvgOm0+bugi6tm0akLZnptA3vh29U2rLA3TkbBnf7PiJt12OVNt/DZ1GvoCfqFPCAawZbDK1REimSJcWmE5fMnvPu/XsM3nAAncoVRBbbNFG+/yavK4q5ZkYWu7Rwy2CLvlWK4nnYG1x+EBSnOrdl03o0atIC3sVLKmtQjz4DEfjkMf48fMjsef4b16o6V6FyNWTNlh2duvZSdW7vbsMBUu6ztbPTbalShf8OWsKjXQdxacQMPPCP+TeXOLVvglfXb+NC/0l4HnANN374GffX74Jzjza6Y5x7tsWtRWtwe9kGPL9wFWc6j8C7l6HI2qY+4pZ3G9BQL+96qvb6GEeizbt1eu2VeRe1vZJrV6/Af8NadOvZL9Zp89uyG7UqlkGNiPbav0OriPb6m8njc6r22hiVSnmbba+liuRHiUL5kNXRAdkcHdCxeX2kTJEC5y5djXX6hC8LEXCfCVogKLw4Wn779u04X2ffvn24e/cuDh48qDr1I0aMQI0aNWBra4s///wTHTt2RIcOHaLcgwKvT58+ym2QndGaNWviyZMnOoFFUcWO219//YWdO3cqNyt25PWhGygFBl2tfvzxxyhpe//+verwUzzxOI2GDRvi4cOHyip37Ngx1SFnZzEwMFB9TyHyzTffqM4808fOL9N38+bNOOfTsGHDlNWB97xw4YISSJr73tGjR9X/FIkUOBs2bFCf6TbWunVrHDp0SFmcKPqYLu7XBB6hEOR52me6prFDTNdR3nP+/PlKUFHgWNoZ57ksHwppll/btm2xf/9+3TGJEyfGrFmzcO7cOVUOrAf9+/c3uA47tFOnTlXij/WD+de3b1/1HUUPRRdF6enTp5VYa9++vW7UceXKlUq85suXz+CavG+vXr3Uc+mLbpYVxRaFOkVfXBkyZAimTZum6h2tc99++63uu5jylXVt+vTpav/ly5eVSzJF7sfi/v37qi7nzx8paCh+PT29EHDhgslz3rx5gytXLhucwzzk54AA0+fEFt7j8pUrBgM+4ffIjwsBASbP4f78RsKsUKFCZo//J2m7dOUqCubPa5A2iq/zAYbiXIP79Y8nhQsWwAUzx/Me23fuRurUqeAaMRgTGx7cv6dcqvLlL6jblzr1V8ot7eKF82bveeXKJeTXO4fPxWsEBJg+JzT0Ffbu2YmMDg5Ily5mV743b94qUVUkb06DexTOmwtnP2Ln7cXLcAtS2jSWd/KZtktX/1ZpMUxbTpy7eOXjpy0W7sRv3r7DhbtPUMzFUS9tidTn07cfmT1v/oGTsE2dAvUKelh0j/XHLiKNVXJ4ZLSLc53Lm79QrOrc1SuXDM4Jr3OFcNGozh3cvxctm9RB907fwnfJQoSFhuJTYVMsPx7vO2yw79GeQ7AtFv4+SpQsGawL5sLjvXqDXB8+4PG+P2BTrMC/1l6Zd/lMtFf9vGM+TZs8Dh06d1fCNzZo7dW4TbD9nr30cdrEu3fvsefQnwgNDUNuz7i5syeUZQQ+9vYlkrD8l74waLlhJ4uia9GiRXG6Bq1b7MjzRUHLx+TJk1XHffDgwer7QYMGqXlMFCFNmjTRnUfrWf364aNfFDMUaUwDRcCcOXOUeKPA1KArHS09dKXz8Aj/gaOg4f2ModVt6NChyi2MQoFp1ObAMR0UTBRwHP0iFBnsbK9bt06JCIoGfeFA1y6Kms2bN6t0m0O7rz4UbKVLl1bihc9E6w7Rt5bRKkfs7e2V1U6DIlafBQsWKEsVrZUUydp53Kd/Hq1CnHdH8UdoKeIzMG9Z1jHB/KBVi1Y10rt3byUguZ9z0Ij+3Dk+C90cKdZ/+OEHgx8tCmtt3hLzjhZa8vTpU4SEhKjn0L6nZU2D5azdyxjtOB6jiQYKmZ9++slAqMcFijGKSsI8rF69unLlU+5FMeQry5jlQOs2R/hpWaLV8GOhuTvb2toY7Gf5m3OFZj5zIMPGxDm3bt36KOnS7sFBG31sbWxw28w9mF5+b3z8x3bpDnn6LDxtUe5ljVtmBq6CgoJV/hgfH2jk6nTk6P8wbvI09Z6xs7XFpDGjYG2dNtZp1J7Zxij/wss1fFDJmKdPQyLK1fgcW9wxyvPtW/2xdPFCVY8zZ8mK0eMmm7VA6RP87JmyCtkZuVbZWafFzTuRlvR/Ap9h5pKVyOvlrqxelhKiS5thfjOtNz5i2mYtXqHmwbk4WZ62oJdhePfhA+y/Smmw3z51Slx/bNpt9/iN+9h4/BLWdIx+LvOBizcxYN2vCH3zFunSpMKPraoo0RdbOH+NGNcfaxtbs3XumZk6x3Nu34oc3CzzdQVkyJARtnb2uPH3NSxfvAB37tzCwKHh7/6PjVXGdAh7EOmdQ/g5mXUaJE5hhWS21kicNCnCHj4xOuYJUnuanhsWt/ZqG8172Hx71X9HLlr4A7xy5FKWvdgSbK5NWLNN3Mc/4eqNW2g/eBxev36DlCmsMKF/V2XhE/7biID7zHAeHIWCZhmJLZyjQvGmQbdDukTqW/ooTCiY9KHVTYOWDgobWqYILSu09pgKokD3Rk3AccTeFLTuUYDQKsW/KUTc3Nx016aFjWkyDpjBaxN+T1e4bdu2qWtQBPL7mCxw2n310YJLMKADBStdIOlmRusTXfSig1ZHCkK69zH/OG+F4jimdPAZaZXUt7jxXHbgeD7dA6OD5UAhqw/dG2fOnKn7TGsh3W/pCssOPPPI+Pr8Xz/oRKZMmXT1gKKaeUXXV1raKHpoYeUxGrEJpkNL1z8VbyRv3kjLi5YWppliLKZ8pWWXrp8UdrTa0lpKy2108+zY+edmvI+DC/v378Oc2bN0+0eO+jQdICFu5MubBz/Omo6Qp0+xY9dujJ00BbOmTY4iFo35df9e/DB7uu7z8FGWWcbjStlyFZC/QCHlYbBpw1pMnjAGk6bO/Cjt5Z8ybaGvCi4yb9wQxDd8Fi5X83x+GGc4KPexeRH2BkM2HsSIWiVjFGNFnDMpkRf8MhTrj19Ev7X7seK7mlHEojEH9v+CebN9dJ+HjjI9deJjUKVaDd3f2Z1dYGtrh+GD++LevTvIlCnhdfp/VXkX2V6HjYocWP6Y/HnkD5w+dRLTZ89HfCObYyYsmzoKz1++wv7D/8PYOT9h7uiBX6yI+xCH+Yf/RUTAfWbKlCmjOtG0lOmLD4oy4w40LSrGGI/k0gXO1D6OPlkKBRQ7vhSXxuh38LX5ZcbQNZGCjdvatWtV554CMWfOnOravAZFkTHaqDvFLF3xaHHiNThnjXN1YgqOod3XFJzPx/ldDMTBa9Nls0uXLuoe5qClh26lFE6cA8ZOPYVvTOngM9JaVK9evSjf0ZL0T+H8MVrOKEopZijGaNnkvDSmTRNwpuqBfp2i6yfniNH6unr1aiVWmTfFihVTIl0T9MZo+zUhH11diC36adbcObW6G1O+0kJMN06KWz4HBw6mTJmiLKbmLB4UwbymPt26dUf3Hj3h7V1MuUdqvHnzWmchsrOLHICgyzFFoyk4x5NtOTjIcOSf59jaGY4GxxXtHsajzwwSYs4NiNY64yAi6nijEep/inXaNOFpi3KvELP3ooUz2MTxdjaGx3MeCCNUcsvp5YnW33fCzt2/oGmjBtGmqah3cYPIc28j3qvBQUEmytW0m1LatNYR5WqY5wyIYGNUrnTv4sYIeZ5eOdCsUV0c/uMQyn5taOE3xiZNGiRJnFhFs9OHARGMrXJxFW9/HDuFuWMGqUAJscFalzbD4AxMq7lgDLEVb3/8dRJzxg5BhnSxS5ttKiskSZQoSsCSJy9eId1XUQfPbgU+xd3g5+i+MnLO1/uI92TBUUvg360+stqFW1VSJU+GbPbc0iJv1gyoOWudmlfXrrShq7kxRb1LGESK1N4lxnUuJDgIzi6mf8PSmKlzPCc6dz8Pr/D73r9795MIOFrbaIXTh5/fhDzD+9AwvH4chPdv38Iqg+GgrVVGe4TdN7Tcmcs7T4O8M9demXexb69a3p05dQL3791Fs4a1DI6ZNH4UcubKg3GTIgV49O3VqE2E8N0Ve88AfTg/Lkum8MA6Xq7ZceHK31izbQ8GdDQcsBb+W3yZjqEJDLo4MngA5yFp0D2Pc270O9wfc80s/SiCtN5wLprmGsc5aZxbRdc8TYhpW2w76uxUN27cWAlU7dp8LlpFjK+tzUmjlYVili6mFH90i9OPjhdXmKcUZStWrFCWGrpEEm0k3DgyHNNBgUNLDi2dFHD6gVwIhYHxeXxGCgnj5+Omby01B8uB9zZOCwUwYVlR1HCumCa2OA8yLtCtlGXzxx9/KMst574RuttSCOnPcyO8L+eZMS3G8+M+NZbkK8U+Bx/oVsxBArapM2fMh6rms9OVVH/r0LGT+o5CmIFQtI2BKig6Tp2KbIcvX77AxYsB8NJzPzWuH25u7jipdw7zkG3ZK6Jj9U/hPdzd3HBSr6y0e+QwExSF+43fJ5xvau74f5I2DzdXnDh12iBt/EzRZQruP3Ey8nhy/ASfJfrgOB8+vDc5yGVMeLlm1m1ZVbna4dSpEwbleuniBXjmyGn2udzcPHDq1HGD5zp98gS8vHJGl0r1TxONMXXaPF2z468z5w3ucez0eeT2iPv8F/6mULwdPHoMs0b2V1HwYgvT5uGaHcdOn4uStlyebv8obRRvB/88hpmjBsYtbUmTIIejPf68HvlOfP/+A/68dhd5TSwj4JzOGus61cXqjnV029ee2ZS1jX87pDX/m0eh9/ptzBFFU6ZKhUyOmXUbA5Cwzp3Wqz+W1DlXNw+Dc8Lr3HF4RlPnrkd4tsR2TpelBB85CfvyxQz2patQAkFHwt8vH968Qcjxc0hXPtLrB4kSwb5ccQQfiWxz0bVXw7xz+gd5dyJKe9Xyrn7Dppg5dyFmzFmg28i333dSkWQtba/HjNrrX6cvILdH3NuEKd6rd53lQdGELxOxwMUDKFIYIZGdTg1GQnz06JGaY0brE60knM/F0faPwdy5c9UcNooFdsg5eq8FjKBlimHPmzZtquYX0cLDtaD8/PzUPCe6ZcYGBp2gOGBgCrrq0YpFF0Y+myY+6C5JwUZLHdPFQCLsiNMKwwAkllgQGVyE4tD45c88Gz58uHL5pBCjixwDbWiCNUOGDKrjzzxm1E5acxh1kulgABCmiW6KdNHkcfpQ5DKAB10cVeQvW1t1L1rI6PbHsqO4oBBiQBLOVdO4c+dOlE40LX28D90ZKa6YXxT3zA8tEicFCzuqDIDDPDIXRCY6rl+/rgRsrVq1lDihMGLgDwYJIQxUwkiFvD6FIpcOoEsp50XSAse0WBJmmXXY+Bn1rbixIaZ8ZUATimmmleVOoc7yYp6ag2WmzcWM3Gc4V0ODz1u7Tl34+a1SeeaQ0QG+vsthZ2+P4sUj3XEHDxqI4iVKoGbN8JHcunXrwcdnqqpPHh6e8PffiNCwUFSqFLneD93r2AbvRQhxDlgw7aybjK4aE2w703x81D08PTywyd9f1XO6xxJamum2zGA4hFFe+w8YgPUbNqi132ilZPl311t2g+2J7qtPIoILaYGQWMf5TrCU+nVqY/L0mfBwd4Onhzs2+m9Rbq9VKlZQ30+aNgPp7O3Rrk3L8GepVRN9Bg7B2g2b1Npvvx78TQVC6dk1fE7oq9BQrFy9FsW9i8Lezla5UG7eugOPnwSiTKnYz11hudaqUw9r/H5Wgo4RI3/2XarKlVEpNYYO6odiJUqiRs3weVK169bHDJ/JcHP3VOW62X+DKtcKlcLXNuNo/m8Hf0WBgoXV+4SDP+vX+sEqeXIUKmLZ3MzGNatg3OyF8HJ1VmtJrdm6G6FhYSqKJBkzawHS2dmqMOSEnbrrt+/oAm08ehKES9dvIFWKFLoRfIq3Pb8dxsSBPZAqZQo8ibAOf5UqlYqYZylNalYNT5ubs4owuWbLbrxSaSsTnraZ85He3hYdWzTSpe1vXdre4lFgEC5fv6Esqbq0LViGX347ggmDev6jtLUsnhvDNv6GXI7pkDtzeqw4cg6v3rxVUSnJkA0HkCFtavSoWBhWyZLCPaOh1TRNivB7aftfvn6Dnw6eUsKOc9/oQul39AIePn2JSrmc41Tnatapj7V+K1Sdy5AxE1b6LoGdfTp4F48Mvz9sUB+1Bln1mnXV59p1G2Kmz0RV59w9vLDFf71BnaOb5MH9+1CoiDfSpE2LG9evYtGCH5Ard14VrdHSZQRSu0WuU5jKOQvS5vPC68AQtcab59jeSJE5I061HaC+v7HAD06dm8NrQj/cWroe6coVU8sG/K9WB901rs9YgnyLJyH42FmE/O80sndvjaSpU+LWsg1xzLvw9prJMYtqr1reFTPIu74Reae11waY6TMJbu4eBnlXsVJ4BG0tYqcx6dNnQEYHy36zmtSsjLGzf1JWMrbX1RHttUb58HSNnrUQ6e1sjNpr+Dv/ra693kSqFFa6NjFvxVoUK5AXDunt8fLVK+z+7QhOnLuI6cP64EtF1oGzDBFw8QQGl6AbmwbFBQNSsMPMQA2cv0XXQs1q9DGsftzYuaYgYIAQzQLGzilFAYOCcL4YO4LsBHNekSUWJGNoreF12AGnCyM3RhtkZ5IdfFrY6ErK+XuE0TQpJjlHjWliOiigYoLX56YPIzhS3NDKRmuL1jFmYBMKUkJrIMUzy4Dn8ztabxjUhXPRaPmhJZFlYTxXkeKGQUYoeDnfjtenSywFIq9HN1SO/jE8vPFi5uxUG7twUjBy7Ty6bfI7il8uc0B3R215A1q+mEe8Np+JeUdXQE18WQIFDufPMYIl3UQpqijcmV+EIpaRLfnMDIijv5A3rbf68yyjgxY9zaqnwfrMZ4wtMeUrXXBZp1keFHIcGKH4NZ5v+U9o0KChEh+zZ8/Ci+fPkTNXLowZPdZgPtO9e3fxVG89sjJlyyLkaQhW+PqGL7Lt4oLRo8cauBDu2L4NK1f+rPs8oH94PevZq7eB0DMHA79QyPAegUFBcGWAl9Gjdfd4+OgREum1XbbJAf37Y9ny5Ur4su5yoEQ/uA/L2Wd65NwTrhtHuLRAbMrv6zKl1Ppsy1asUs/v6uKM8aNH6ILBhKctcjAgVw4vDOrXG0t9f8aS5SvUIuMjhwyEc/ZwIU43pVu372DP3knqvZAmbRp4urtj+qTxakmBuFCvQWNVrlx4O7xcc2Pk6IkG5XrfqFxLly2nynWl79KIcnXFyNETdHmeLHlynD93Vgk7XpMBE3LlzoNJ02apvy2hYklvBIc8U4v90j2RofWnDe2jc6FkiH39gZTHQUFo2zcyUNKqzTvVViCXJ+aMDveC2Lhrn/q/6/CJBvca3KWdThhaQoVSxRD89Bl+WrUhfNFipm1YP4O0MfqjQdr6DItMm/8OteXP5YU5Y8KDbm2KSFu3YYbznAZ3/V4tL2ApVXO7IOhFKH7Yf1wt5O3pYIcfWlTWzVW7H/ICiWMxz4Yumdcfh2DzqX1KvNmktEKuzOmx5Ntv1JICcaFugyaqzv0w20fVjxy58mB4DHWulKpzwVjlu0TVOboMjhg9CTa24cIjadJkOH3yGLZSnIS+Qrr0GVC8ZBk0amp5e7UulBvF90YuW5NzanjZ3Fq+AafbDYJVpvRImTVS0Lz6+7YSazmnDUL2bq0Qevs+znQYisd7IkP631u7Q6355jGie/hC3qcu4GiN7/DaKLCJpdQzkXcjRk+Isb0+1Wuv4Xk3UZd3HwOtvS7026Rrrz5Dexu2CYP2Gow2eu115eadamN75Rw3EhTyDGNmL8SToBCkTpVSrS1H8VY0X2S0S+G/SaIPsYlUIAiC8IVzJZZrTv2bJIblc1n/bZK+j3kB98/Fq8SWh6H/HNi/ivtSMp+a+ByCO83pqHOp4xPXi8Z+oOrf4ppX9HMwPyeuAabXiIwPpH8V9+WM/g3sc0cfnC0hcOuy6eUg/glZ3aNzbU+YxN83syAIgiAIgiAIgmCACDhBEARBEARBEIQEgsyBEwRBEARBEAThsyNBTCxDLHCCIAiCIAiCIAgJBBFwgiAIgiAIgiAICQQRcIIgCIIgCIIgCAkEmQMnCIIgCIIgCMJnJz4vXRKfEAEnCIIgCIIgCMJnR4KYWIbIXEEQBEEQBEEQhASCCDhBEARBEARBEIQEggg4QRAEQRAEQRCEBILMgRMEQRAEQRAE4bMjQUwsQyxwgiAIgiAIgiAIEcydOxfZs2dHihQp4O3tjaNHjyI61q5dCy8vL3V8njx5sH37dnxKRMAJgiAIgiAIgiAAWL16NXr37o0RI0bg+PHjyJcvH6pUqYKHDx+azJ8//vgDTZs2Rbt27XDixAnUqVNHbWfPnv1k+SkCThAEQRAEQRCEeLGMwMfeYouPjw++//57tG3bFjlz5sSPP/6IVKlSYfHixSaPnzlzJqpWrYp+/fohR44cGDNmDAoWLIg5c+bgUyFz4ARBEPRIG/Yk3ubHsxR2iK88T2SN+MrfecojPpPkzI7PnYQEyYMirRGfueFVFvEV14C9iK9c9aqA+ErSgJ2Iz9h/7gR8Abx+/RrHjh3DoEGDdPsSJ06MihUr4vDhwybP4X5a7PShxW7Tpk2fLJ0i4ARBEARBEARB+Ox8SBR7i1lMhIWFqU0fKysrtRnz+PFjvHv3DhkzZjTYz88BAQEmr3///n2Tx3P/p0JcKAVBEARBEARB+CKZMGECrK2tDTbuS8iIBU4QBEEQBEEQhC+SQYMGRXFxNGV9I+nSpUOSJEnw4MEDg/387ODgYPIc7o/N8R8DscAJgiAIgiAIgvDZ+fAh0UffrKyskDZtWoPNnIBLnjw5ChUqhL17I+eJvn//Xn0uXry4yXO4X/94smfPHrPHfwzEAicIgiAIgiAIggAoa13r1q1RuHBhFC1aFDNmzMCLFy9UVErSqlUrZM6cWeeG2aNHD5QtWxbTpk1D9erV4efnh7/++gsLFiwQAScIgiAIgiAIgvApady4MR49eoThw4erQCT58+fHzp07dYFKbt68qSJTapQoUQIrV67E0KFDMXjwYLi7u6sIlLlz5/5kaRQLnCAIgiAIgiAIQgRdu3ZVmyl+/fXXKPsaNmyotn8LEXCCIAiCIAiCIHx2Pkh4DosQAScIgiAIgiAIwmfnAz7+OnBfIhKFUhAEQRAEQRAEIYEgAk4QBEEQBEEQBCGBkGAE3N9//41EiRLh5MmTnzspCAgIQLFixZAiRQoVmcYSmHZGpBEEQRAEQRAEQfhXBFybNm2UEJk4caLBfgoT7k/o/PHHH/jmm29ga2urxFmePHng4+ODd+/eGRw3YsQIpE6dGhcvXkTLli3Vs0e3UXzeu3cP1apV+1eeY9u2bfD29kbKlCnVs9SpU8fge4Y/5ToVqVKlQoYMGdCvXz+8ffs2xutyHQxPT0913axZs6JXr14IDQ3Vff/s2TP07NkTTk5O6hiGVf3f//5ncI2vv/5aly9cRJHraNSsWRMbNmzAv41+GVlbW6NkyZLYt2/fR7k224pxvhvfk3WIoWZ57LFjxz7KfU3dj3X5xo0bBvuZNt7XUhhxidcKDg7W7fvxxx+RJk0ag7rz/PlzJEuWTJWzqfOvXr2KhMyG7bvRsH0PVGjUBu37D8f5S+af5/rN2xg6aYY6vnTd5lizZcc/vmZ0fPjwAb7Ll6N5s2aoU7s2Bg8ahDt37sR43pYtW9CmdWvUrlVLtV++1/R5/fo15s6di8aNGqFe3boYO3YsgoKC4pS+lb6L8W2L+mhctwpGDO6Du3dux3je9q0b0b5tEzSqUxn9e3XCpYsXohwTcOEchg3qjSb1qqFZg+oY0r8HwsLCLE6bU4dm+PrCXlQJPIUSB1bDunAes8cmSpoUboM6o+zZ3er4Ukc2IV2lUgbHJPkqNXJMHoRyAXtR5clJFN+3CtaFcse9XH2Xo0XzpqhbpxYGDx5oUblu3bIZbdu0Qp3aNdGrZ48o5bpjx3YMHNAPDerXQ/Vvqqq2+yWlTUvfKt9FaNeiLprWrYSRg3tbVOd2bN2Ijm0bo0mdShjYqyMu69W5hw/uoX71sia3P37bb3HanDo1Q7nLe1H12WmU+H0NrIvEUOeGdMHXAXvU8aWP+SN95dJR6lzOaYNR7so+VH16CiUOroq2HseUbz/7LkGb5g3RsE41DBvcz6J827ZlE75v0wwNaldF355dcOligNnrjxo2ELW/qYAjfxyyOF12pQqj8MZ5qHDjN1R/cxEZa1WI+ZwyRVHq6AZUfX4GX1/YjSyt6v6jskjobSKhzIH72NuXSKwtcOwMTpo0KU4/4PERdk7Ixo0b1SJ8WbJkwf79+5WVjQvzsbPSpEkT1Sg12AktVaqUEiqdO3dW4kzbuOr6999/b7CPYsfBwcHsqu8fk/Xr1ytRycUGT506hd9//x3NmjXTfU8xSvHG56ZgXbZsGZYuXarWuogOrm8xcOBAJV4vXLiARYsWYfXq1Wq9C43vvvtOrTzv6+uLM2fOoHLlyqhYsWKUl5eWP8xHpjdnzpwqj9u3b49/myVLlqi0MJ/SpUuHGjVq4Nq1a//KPc+dO6c6xnwRU3AvX778k9yPwimm8o0L5cqVU2nnYpUav/32m6rrf/75p4G4Z5vKli0bXF1dY30ftj1LBhg+NXsPHcacJT+jTeN6+GnaWLhlz4Y+oyciKDjE5PGhYWHIlDEDOrRsAjtbm49yzehYt3YtNm/ejK7dumH6jBnqXT1s6FDdO84UBw4cwMIFC9CseXPMnj0bLs7O6hx9ob5g/nwc/fNPDBo8GJMmT0bgkyfqvRhbNq7zw7YtG9ChSy9M8vkBVilSYPSw/tGm79DBfViycB4aN2uNabMWILuzqzonODjIQLyNGT4A+QsUxuTpP2DKjHn4pmYdJE5s2Y92pvrV4DVxIK6Mn4vfS9TD0zMXUdT/JyRPb2fyeI8RPZCtXWOc7zMWBwtWx81FfijkNwdp8+XQHZPnhzFIV74ETrYbgN+K1MLjvb+j6NYlsHLMgNiybt1abNnsjy5du8NnekS5DhsSbb4dZLkuXIhmzVpg1uw5cHZxUefolysFbsFChdGoceNYpykhpI1sWrcK21Wd64MJPj+q9I0Z1hevX5sX978f3IelC+eiUbPWmDJrIZycXdU5IRF1zj5dBvzku8Fga9y8LVKkTIkChb0tSlemhtWQY8ogXB47F4eK1sWz0wHw3rbIbJ3zHN0TTt83xrmeY3Ag7ze4scAPhdbNQdr8kXUu7/yxSFehBE616Y+DBWri0Z7f4b0zbnVuA9vq5o3o1LUnpkyfo/Jt5LCB0Zbrbwf2Y/HCH9G4WSv4zP4Rzi6uGDlsgEFb1di8aX2cBv2TpE6Fp6cv4mz3URYdnzJ7FhTZPB9Pfv0ThwrXxvXZy5CH+aQ34BLbskjobSIhIALuEwk4dsjZQdNWHzdm5MiRUdwKabnJnj17FOvE+PHj1aJ4NjY2GD16tOqk0RpkZ2enhBQ7usZQWNGyw0bBBfLYAdHn7NmzytL11VdfqWtTzDx+/Fj3PS0DXNeBI83ssFepUkWtrk5RUatWLbVqOtPP9FKQUOCsW7cOa9asUefzpUNrCdPLvylmmR/aljx5cmXZ0t+XJEkSAxdKzR2U1yxdurSyVhUpUgSXLl1SFiuu/M708zm4kKA+P/30E3LkyKGe38vLCz/88IPuO+YfReeUKVPQsWNHeHh4KHHUqFEj3TG7d+/G+fPnsWLFCvWcvMeYMWOUkIjuBUOxRwsVxSDzhuKsadOmOHr0qPr+1atXSoxNnjwZZcqUgZubm6oL/H/evHkG19Lyh2VMV1Tm4fz589UL7JdfftEdN2DAAPUMPN5FvdCG4c2bN7o85CKK+uJBq2sU1u/fv1eDDM2bN0f69OlVHtPaZVynWPeYFtYlppPPQRH65MkT9Xy0EPL+tMauWrXK4FzWC+7nte3t7VXbYF3ic7Pe+Pv766xt+muGaPfU8pHXYTpZL7WBEUvaUUz1QYPXZXmzbZiDPw7du3dXFlleiwMUmvWUeU2xRmjR5fOwDdMamylTJoNn49+1a9eGs7Mzjhw5YrBfu0Z099KO5T127NiBQoUKqYGPQ4cOqQEJXoNWv7Rp06rv9Mufx2jtiYMmvAfL42OxevMO1KxUDtUrlIVz1izo2/FbpLCywra9hu8gjRzurujSphkqli6O5EmTfpRrRidy+X7hQAgHkZj/ffr2VfX48B9/mD2PA1dVq1VT9TCbk5MSf8xvvicI849/8/3I+sg21Kt3b1w4fx4BFy7EKn1b/dehYeOW8C5eSgmxHn0GITDwMf48bH4EfvPGtahUtToqVKqGrNmyo2PX3kr47d0dac1csnAuqteqh/qNmiGbkzMyZ8mGkqXLIVmy5Balzbl7G9xasha3fTfgecBVnO02Au9ehSJLq/omj8/crDauTpmPR7sO4tXft3FzoZ/627l7W/V94hRWcKhTGQFDpyLo97/w8tpNXB43R/3v9H1Ti/NMyzf/TRvRuEnTiHJ1QZ8+/ZSIPnw4unLdgKpVq6ISyzWbE7p27abq1e7du3TH1KlTF40aNVbvjbgQn9OmpW+r/1o0aNwSRSPqXLc+gxEU+ARHo6lzWzauQcWqNVC+0jeqznXo2ieizm1X3/P33NbO3mA7evg3lChVDilTprIobc492+LWojW4vWwDnl+4ijOdR+Ddy1BkbWOmzjWvjSuTfsSjnQfx6vpt3Jy/Cg93HIBLr28j61y9yggYNAWBh/7Cy6s3cXnMHLy8ekNZl2Obb1s2bUDDJi3gXbykyreefQYg8MljHIkm3/w3rkPlqt+gYuWqyJYtuxJ/fJf8snunwXHXrl6B/4a16NazH2IL29mlETPwwD+ynxAdTu2bqPy60H8Sngdcw40ffsb99bvg3KNNnMsiIbcJ4T8u4PjyovDiaO3t2zGb1M1BV7W7d+/i4MGDyk2Rlh1aP9hB5Og9BUiHDh2i3IMCr0+fPjhx4oRqIHS/YyeFcLSifPnyKFCggOrYcdX0Bw8eGAgYws41hRatLnQDYweF1+jbt2+UdPL6FBFa552Wk1y5cqk08G9T51gKn5mrth8/fhxJkyZV4qh///6YOXOmsmRcuXLFwHLy888/q8/jxo1TVjCWA0UNn4fwOrR2UdgwD9i5pkDT77gfPnxYiQ5tNXlCEfv06VNlETIHRTOFqybYaKXavn27cjnVxCOte+yQ68PONDvWMdG6dWtV9vqulOyo0zpIwck8ocCbPn26+o5ChoLJWJDxM8UF84B5w3MpBJhfFGgU7eZgWgmFLK1HFAh0R2X+0TrIwQDt+Vn2FHjffvutujZFR7169dQLnHWCdY4vZM0Ky/yLDrqj0gWV4tFSYqoPGhTebFu0oJqD9Y4CnOeyHlF4s14EBgYqMcTvCN06+DwsD0JBReuaBv/mIAmt2dp+imK2aU3ARXcvfZheumvz2fLmzatELkU/xR7rIr+nuyahNZf5Xb9+fZw+fVpZh1nvzC3CGVvevHmLS1evo1C+SDc41rHCeXPj3MXLn/2a9+/fV+I/f4ECun100aXIvhBg2o2JgyFXLl82GCjg/flZE2eXL19WbVv/uqwP6TNkMHtdUzy4fw9BQYHIl7+QXvq+grtnDlwMOGc2fVevXDI4h+nLm7+g7hyO7tOl0traBgP7dEWb5vUwZEAPnD93xqJ0JUqWDGkL5MKT/Xqdqw8f8HjfYdh6m57fnDh5crwLNbTgUPDZliikc3dLnDQp3ps6pnjks8SqXPMbl6uXWQGtyvXKZYNzwsu1AAICLBfdCTltWp0LDgpE3jjUubxR6lwhXDJzztXLF3H92hVUqFzd4jpnXTAXHu81rnN/wKZYZL7ok9gqGd6HGg6wsn7ZlihoUOei1ssw2JUMPyb2bbWgQb55MN8unI+hrRY0yDd+vhgQeU5YaCimTR6HDp27w9Yubhau2GBTLL9qy/o82nMItsXyx7ksEnKbEL4s4hTEpG7duupHngIkrtDKNmvWLNXBYCeY/798+VK55HGUd9CgQUpkGXf+2SFjJ41WB3bIOXeJ7nxkzpw5SriwI8tRCv69ePFi1ZGkdUuD16eliPfkpn3Ha5qC19KOoeWEYosWMv7N/+MKO/rsuPK+tJyxU8oOODvcTHu7du0MOsfM72nTpimhwBF2/s+OP61XRHP9o/WGwnDr1q1KFLFDrXWO+YLRF29E+8zvzEFxSasjrSXsNNMVjtfVXCgptiioac2jMKeYo9WHgpEd/pjgC4tCmdYeDT4DhQ/FGoU080uzhBJaSCmstbkuFAN03aT7qDbXj/lIi6Ym+HgdU7Du8X4coKD4oOWN92M9p/WvW7duSiBo9+czsWPLMuC1KYrpTsv6wI1ikKOP+pbZ6NBG1fSfPyZiqg/60GLOAQ0ODBhDKwvbEi23FPy02lIs8xnYtpgnbK+EVjM+D9sdoSjjQAjzggKUAyvMP1phNcsc6wDLiMfGdC99WN8qVaqk6hrvz/JkGTKv2IYbNmyIfPny6Z6PAo+WdX7HesP3C91S9V0540rIs2d49/497CKeW8PWJi2exMHd8WNfU7Pcsr3rY2Nra9bdnYM2tFSbOicw4hyeq73vDNNogyAjwR0d7EgTa+N72djqvjPm2dMQlT5rG/PnsLNJ/FYuU5a64aMnwdXVw+L5dcnT2aqOb9iD8EFAjbCHj2GV0fRgz+NfDsG5WxukcnWiS4ZylXSoXQlWDunV9++ev0DQkRNwG9gZVpky8OUGxyY1lSDUjol9uRq64NKKH1O52pg6J/DjTX2Iz2kjWh2xsTUUCtYx1rl3qo5Zes7e3duQJasTvHJaNsdRV+ceGtW5B09g5WC6zj3afUhZjVK5RdS5CiXgUKdSeP3S6tzh43AfElnnMjerpYSKlUPsXCi1suN7QB/miflyDW+rJs/Re08sWvgDvHLkUpa9fwO24bAHkR5YhJ+TWadRVsu4lEVCbhPCl0Wco1DS7Y0j6Bwdjwu0YrHTri8i2AnWYKeRbmkPHz40OI8iQYMdC3bOtTTQxYqCR+tEc9M6xvrBE2hZMYX+PLd/A1oVjEWUfh5wn/b87PjyGSjq9J+Pc1G0Z+NLgAwZMkSJXD4nLVJ0R1u7dq1FaWInWf/6FMOEnXH+TRc9CiVaymidomDT4Nw35iHFD8ULO9C0UumXc3TwXH2/eFpRKGY1oUyBxfRp0A2X9YRuYITWOooEzc2wU6dO8PPzUyKMVh+6gRrD9PHaFKC0ClFEsFwoQPlsLA+KBx6za9cu3f0pHCpUqKC+p5CgCPkn80K1umfpvABL6oM+FEqtWrUyaYXj8RwFZF5rUKQXLVo0xvZNEc+00CpGcUgRTpdVijhtHhzrDkUw58DF5l5s2/r07t1biXaKOFrm9J+TbZ/lr58XHBxhm7h+/brZ9FNY8gdUfwuLxpU4vrB/3z4VUETb3sWDOYL6HNi/B03rV9Ntb999mvR9iHjnValWQ7lZuri649v2XZA5S1bs3WM6aMw/5Xy/cXhx9QbKntyOqiFnkNNnmHK/RERayKl2/VVHu8LVg6gafBrZO7fE3TXbDI4xxf79+1C/Xh3d9u4T5VtciM9pIwf370Hz+lV127+RPr4/fjuw12LrW1w533scXly5ga/P7kC1l2eRa+Zw3FpmWOdOtgmvcxVv/oZqL84ge9eWuLs65jr36/5f0Lhedd32qfLtzyN/4PSpk/iuQxd8KcT3NpFQkTlwlmF6YoYFcISdHSRayvSj2bGzbiyEtHlL+miuTxrsuJrap4kSS2BABVpYKC6NoTuhvklbH3Y6CTuQplzduJ8d4I+N/vNqHXfjfdrzaxGHKBQY8EIfihj9Z9RPK4UUO8+a8KAY0twANehmqn3n6OhosFSDZnmhZZAuhOxAEwoXdtzpWkjByHKnpYRzErmfHWGmp3Hjxur+MUHBRHctzgXUrDa0qIwaNUrVM1p8KMZocdKgVYuihCKV1icGWtFc+wgtPIy+SFdPuiZScHXp0gVTp07VHUOXTAoCXp/CQ4MWIl6L8874rKwztO5o8wSZ57wmRSFdcOlSzHygaKE1LLZo4kU7N6Z2ZEl9MIZ5ybr+MZezoPujFviHApbCjbAe0dWO+cPv6NocW4zbKS3LtARz4IBusbRAsk7QI4D5QZdrznszhsLRHLTcMV/06dv5e/TrYhhQxzpNGiRJnBiBIYaWsaDgp7C3MbSgWco/uaZ3sWLw1JsLodUNloHWZklwUBBczASO4TxC1jPjgQeeYxcxkk7rHK2rzF99K1xQcHC0LlBFvUvCwzPyPfTmTXi7CVHps4+8V3AQnF3cTF4jTVprlT4teIT+OZpVhfOPSJashnNDs2TNhsePwt9r0fH6cRDev30Lq4yRaSJWGaKO3Oufc7xxVyS2So5k9jYIu/sQnmP64OX1W7pj+PefVVoiSaqUSJr2K4Tdf4T8y33w8u/IY0zh7V1MuVsZ51tQULBRvgWbfa9q5RocFBkAQTvH1s7QQhIb4nPaSBHvkso90rhN0HKm1RPC+pQ92jqXJErgDZ5jbMkjh3//Fa/DQlG2QhWL06mrcxmM6lxGe4TdN1/njjXoYlDnvMb3xctrenXu2i0cqWBY5wr8PN2gXpqiqHcJeJrMN1Nt1dy7JLyt8hx9eI72njhz6gTu37uLZg1rGRwzafwo5MyVB+Mm+eBjwzZsbEnn5zchz5QLalzKIiG1CeHL5h+tA8dRcIagZmdbg51guuLpdz4/5tpt+oER2LGg26Hm+liwYEE1j4sWGHYs9TfjzqA+nMDPTo++ONBgVDcKC1pqPie0xrFTTDdJ42fTOv1awAf98LN8GdMtj4E9NAsm3Qz1LZsUInyJUPjRqql/ba0zSBdDY0uaJhSMhQbzmuKNHUNarRjUIiZozeXxtBwSdvyZZooiWmLoFmccCp9QUDLwCS2DmkujPqyPnF9Hd06KMQap0Yeilc+pL94I3QKZ7hYtWihrG1+++m64msCmJYkCgK6DFJSaNZB/Gy8/ER1MG8uAYtKSdmRJfTCGgoouyHR71U8bhbc2J1S/3tCqpg0GaC6gpp6JVk9a2bjpLx/AQR4KLQ4YaPPfLLlXdFCA0k2Uopllrc2BZNvnfEfjvOAWnfsqB6BCQkIMtu7fR11eIVmypPBwdcax05HzYDi4cuzMWeTydEdc+CfXZGAdlr+2UaRSbJ3SqyMvX7xQ74IcZia9c7DIzd3d4Bzen/XMK+KdynbHd4J+3eO85EcPH5q9LkmZKhUyOWbWbQwGYWtrh9Onjkem7+ULFZ7d0yuX2fS5unng9MnjBuk7c/K47pwMGR1gZ58Od+8YdlLpPpk+g6GruCk+vHmDpyfOwf7rSM8OWjHsyxVD0J/R/269D3utOtKcf8SgJQ+2RV2C5N3LV6ojndQmLdJXLIUHW/fFslydwsv1lF65vmS5BujKyGS5urnj5CkT5epl+hxLiM9pi6xzWXQb6xxF15k41LkzJ48ZpI910MPEOft2b0dh75JqDqalsM6FHD+HdOWN61xxBB85YXmdq1sZD7bsjb7OVS6F+yaOMS5Xw7bqZLKtcq6pZ46c0bfVUyeM8u0EPL3Cz6nfsClmzl2IGXMW6Dby7fed0L1X7AOaWELwkZOwL1/MYB/dT4OOnPzHZZEQ2oTwZRNnCxyhZYJWErrKabADx8iJnGPWoEEDNe+GnTh2Tj8GjJbITgVFG60n7PRzDh2hdYUWCYotusxRfDAQCEfpGa3PnGWCgoPzhrRQ9uzkMr179+5VQVP4HMaBUD4HFAq0MNBaxPlYdN9gsBbmAd3LmGYGf6Flgp11CiBakgjd/DSxyo4yrWksI4oEuiYy76Jb5oCWTQab4ZwyWnyYr7TKcb+WrxRrFBycV8jvmXd0YdXmpGlQDPK+FFzsDFL0sCzp8qh19FnGtBqy7GiVo9VFE0f6sB4wkiUjVrIeaIFICAN8UNTSXZd5xTmB5uY5GsP7MzokhSRfyHx2Wio1kUFLG+sH85PzwviZ9V67PgcRmB/sQNMVmGWmWVc5ssbnZ5ooCln3aBXjfC36vVvajmKqD+YEC9sI3QppHdXqP/NeiwBLMcD7spzooklYlyhYmYcMXMN81iwyLDPWHwoxzQJH+DfbEq2WWrlaci9TMBCK1hYpUFlvKPo0wc/yZz3g/SjqeR8KOg5OcG6sOVjnjet9qBnB17hWNYyfNR9ers4qwuTarTvxKjQM31QIf+axM+chnZ0tOrZsogtS8ndEEKY3b9/i0ZMgXL7+N1KmSIEsmRwsuqalsGzoUsz24pg5sxL4dGlm3Suu51UwaOBA5WVQs1b4KDitlz7Tpqn67uHpCf9Nm1Q94txDwnxkHWedoZsxOyw/zpun6rm5Dom59NWo3QBr/XxVJzGjQya1JpydXToVlVJj+ODeKFa8NL6pGb5WU626DTHLZyJc3T3g7pFDRbKkW26FSlUjn7teY/j9vFRFy6M1b//eXbhz+yb6DR5pUdquz1qKvAsnIuT4WQT/dRrOXVsjaaqU4W6RdHVfOFF1mi+OCLcQWBfJixSOGfH01AX1v/uQrkiUODGu+fyku2a6iqXApYdeXLqO1K5O8BrfD88vXcPt5bFb75LPV7tOXfj5rVIdRIeMDmqNKTuWa/HIch08aKAq55o1tXKtBx+fqeHl6uEJf/+NCA0LRaVKlXXncF403xX37t5VnznQx3bN9xnLOiGnTUtfjdoNsc5vuRJ0GRwcsMp3sbLGMSqlxsjBvVBU1bnwwb+adRthts8EuLp7wd3DS9W5sNBXKF/JcB3Xe3dv4/zZUxgyMqrHT0xcn7EE+RZPQvCxswj532lk794aSVOnDHeLpIv+kkkIvfMAF4eG1zmbouF1LiSiznkM76bq3NWpenWuUin1zM9VncsGr0n98fziNdxeGvs6V7NOPazx+1nlW8aMDljpu0QNlBTTy7dhg/qiWIlSqF4zfL3T2nUbYKbPJLiptuqFLf7rVblWrBRunaQlzpTVPn36DOp9YOkyAqndIj0qUjlnQdp8XngdGILQW/fgObY3UmTOiFNtB6jvudyCU+fm8JrQD7eWrke6csXUsgH/q9XB4rKIbd7F5zaRUPjw4ctcty1eCTgt0ADnKmnwh53WEM6X4hwidrAYDMLY8vFPrH7cODrB0XVayLTIgmwwHNlnZ46dDnZE2PFk5zameVjsGNLVixH9GIqcnQQ2JlqA6DoXHxYqZ8eUHSiKMnZm2bmiiGb6NPgdR8wp0NjppdhixE8tUAHFFjvh7ETTGsdr0ELFcowOijzmAf9npEtaiCjemF8atF5QILBzzc45y57fG7vGsjPIjZYRdjApsliH2JnU4JIOtLSwQ85y5Np1FIx0ozOGHX8KLU3Ia/D6TI/2omO5soNrCXxOWrfovsk8p7BnB5nPSCikGEGVljO6i7Ke0YKrLdbOsOu0SNF6SPczLToj0QQtI3ZyviADw9BKRStSbNqRJfXBGJYL24f++n2EbYqjfqw3DEbCdFOAavWG6aRg5Bw6pp+uq5xzRijOWNco1vUD5FDA8VracgOW3ssUrLeMFMv7UkizzdMCp7k/ct4i3XfZXlnOHEigtU8TqR+DCqWKI/jpMyzyW4fAoBC4OTth6vABsItwd3zw6InBe+IxB5d6D9F99vPfprb8uXJg9tihFl0zNjRo2FC9t2bPmqXqHAcuRo8ZY2CBZPCdkKdPDcroaUgIfFesUMEG6G7Jc/TLon2HDqqzOG7sWCXS2V47d4n9PJa6DZogNPQV5s2ehhcvniNHzjwYNmaSQfroYsWACBqlypRX6fNbsVRFxqMLFwOV6Luz1azTQA0SLF44F8+fPVNCbsTYqciUKbNF6bq3foda88ljWDckz5gez05fwNE63+N1RGCDlFkdgfeRlvAkVlbwGN4DqZyz4t3zl3i46wBOfTcAb0Oe6Y6hC5vnaHYmHfAmKBj3N+3BpZHT8SEOcxUbNIgo19mz8OL5c+TMlQtjRo81Kte7Kp80ypQti5CnIVjh66s6ffQgGD16rEG57ti+DStX/qz7PKB/eETlnr16G3QcE2raSJ0GTVWd+3H2VFXnvFSdm4Lkya0M6hyDl2iULFMeISHB8FuxWLlfclBg6OgpUVwo9+3ZDvt06ZGvYLjbf2y4tzaizo3orgLbcDDgaI3v9OpcJt38TpKYdW5UT6RyiahzOw+oOW/6dY6BOZSAyeKAN4HBuL9xNy4Oi1udq6faaih+mO2jyjVHrjwYMXpC1LaqV66ly5ZTbXelL9tquLvliNETTbqexhXrQrlRfK+v7nPOqeG/Y7eWb8DpdoNglSm9yjsNLvNBsZZz2iBk79YKobfv40yHoXi855DFZRFb4nubEL4cEn34tyN3CMJHhgKHQVoYPl4Q/ikPzxuuLRifeJbi04fejith7w2XEIlP/J039nMw/008znyagCtfOqEfIj0u4iM3csTOkv5v4hoQvWvl5+SqVwXEVzwDDNe1i2+4ucZ+Dn5849yVmCOXx5ZcbpZZef8zc+AE4XNCKwPXaKOLHMP8C4IgCIIgCMKXjgg4IcFC90q6c9E10dh9UhAEQRAEQRC+RP7xHDhB+FxwDpY2D0sQBEEQBEFI+OvACTEjFjhBEARBEARBEIQEggg4QRAEQRAEQRCEBIK4UAqCIAiCIAiC8NkRF0rLEAucIAiCIAiCIAhCAkEscIIgCIIgCIIgfHY+fJAgJpYgFjhBEARBEARBEIQEggg4QRAEQRAEQRCEBIIIOEEQBEEQBEEQhASCzIETBEEQBEEQBOGz814W8rYIscAJgiAIgiAIgiAkEETACYIgCIIgCIIgJBDEhVIQBEEQBEEQhM+OLORtGSLgBEEQ9AhLlkryIw48eGUbb/PN8+x2xGfefEiG+Erat4GIr6T+EIL4TIqAnYiv2L66ifhK0nicbxe9qiI+4/bm4udOgvAvIQJOEARBEARBEITPjizkbRkyB04QBEEQBEEQBCGBIAJOEARBEARBEAQhgSAulIIgCIIgCIIgfHYkiIlliAVOEARBEARBEAQhgSAWOEEQBEEQBEEQPjsSxMQyxAInCIIgCIIgCIKQQBABJwiCIAiCIAiCkEAQF0pBEARBEARBED47EsTEMsQCJwiCIAiCIAiCkEAQAScIgiAIgiAIgpBAEBdKQRAEQRAEQRA+OxKF0jLEAif8Z/n777+RKFEinDx58nMnBQEBAShWrBhSpEiB/Pnz40vi66+/Rs+ePT93MgRBEARBEL4IxAInfFbatGmDZcuWYcKECRg4cKBu/6ZNm1C3bl18+PABCZk//vgDY8eOxeHDh/Hq1Su4u7ujbdu26NGjB5IkSaI7bsSIEUidOjUuXryIr776Su2juNRIlSoVHB0dUbJkSXTr1g2FChXCf73eBAcHq3ryb+K/dTvWbNiEwKBguDpnR9cO38HL08Ps8QcO/Y6lK1bh/oOHyOyYCd+3aQXvIpFlN3n6LOzeu9/gnMIFC2Di6OGxTtuWLVuwft06BAUFwdnFBZ06dYKnp6fZ43/77Tf4Ll+OBw8ewDFzZnzbti2KFC2q+55tb4WvL3bu3IkXL14gZ86c6NK1KzJnzhzrtGnX27J6Hg79sgGvXj6Dq2d+NG0/GBkzOZk9Z+eGRTjx517cv/M3kie3gotnPtRt0RMOmbOr7188C8GWNfNw4dRhBD6+j6/S2iJ/kXKo1aQzUqZOE6u0xeVZY8rz169fY+HChTh44ADevHmDgoUKoUuXLrC1tY1V2lauWIo9O7fjxYvn8MqZG5269IBj5izRnrdtyyZsWr8GQUGByO7sivadusHD08vk9UcPH4Tjx/6HQUNHoViJUhanbeO2nVi9cXNEe3BC9/bfIoeHu9njfz10GIt/9sP9h4+QxdEB7Vu3QLHCBXXfl6vV0OR5Hdq0QJN6tS1OV3jadsFv0xaVNrfsTFtb5PBwM5+23w9j0c9rdGnr0Ko5ihUuoPv+69qNTZ7XsXVzNKlXC7FF1bkVvti1c4eqczlY57p0i7HObd2yGevXR9Q5Zxd07NTZoM7t2LEdB37djytXruLVq5dYvWad7jfFUtbv2Iuf/XcgMDgEbtmzoXe75sjp7mLy2Gs37+Anv40IuPY37j96gh5tm6JxjcoGx2zYuQ8bd+3HvUeP1WfnrJnxbcNaKF4wL+JCfMw7u1KF4dKnHawL5kYKxwz4q35nPNi8N/pzyhRFzqkD8VVOd4TeuocrE+bh9vKNBsc4dWoGl97tYOWQHk9PB+BczzEI+d8ZfMm8/9wJSCCIBU747NDqNGnSJPVS/RJgp41s3LgRZcuWRZYsWbB//35lZaNwo6Br0qSJgTi9evUqSpUqBScnJ9jb2+v2L1myBPfu3cO5c+cwd+5cPH/+HN7e3li+fPlnebb/MvsPHsKPPy1By6aN8ePMaXBxzo6Bw0cjKDjY5PHnLgRg3GQfVK1UAT/OmoaSxbwxYtxEXP/7hsFxRQoVwBrfxbptSP/esU7bgQMHsHDBAjRr3hyzZ8+Gi7Mzhg0dqkSuKc6fP49JEyeicpUqmD1nDooXL44xY8Yoq7TGurVrsXnzZnTt1g3TZ8xQ7ZTX1Op3bNm9aSn2b1+JZu2HYMB4XyS3SonZYzrjzesws+dcOn8MZas2xoAJy9Fj+I949+4tZo3phLDQV+r74KBHCAl8hPqtemO4zzq07jIa507+juXzRsUqbXF5VkvyfMH8+Tj6558YNHgwJk2ejMAnT1T7jw0b1vlh2+aN6NS1J6ZMn6PSNnLYwGjT9tuB/Vi88Ec0btYKPrN/hLOLK0YOG4Dg4Kjv2M2b1hsMFlnKvt9+x7xFy9C6SUMsmD4Jrtmd0H/EOAQFh5g8/uyFixgzdQa+qVQeC2dMRinvohg2fjKu37ipO2b9sgUGW//unVXaypQoFsu0/YEfFi9Hm8b1sdBnohKX/UaOjzZto6fOQvWK5fDT9Iko5V0EQydMwTX9tC2db7AN6NYxIm3eiAvr1q3Fls3+6NK1O3ymR9S5YUOiLVcOBHBAoFmzFpg1e44aNOA5+nUuLCwMBQsVRqPGpgVnTPzy+5+YtdQP3zaqjSVTRsLNKSt6jZmGwJCnJo8PfR0Gx4zp0alFQ9jbWJs8JoO9HTq1aIAlk0dg8eQRKJQ7BwZMmqXE35eSd0lSp8LT0xdxtrtl756U2bOgyOb5ePLrnzhUuDauz16GPPPHIl2lyAGUTA2rIceUQbg8di4OFa2LZ6cD4L1tEZKnt4t1+oQvDxFwwmenYsWKcHBwUFY4U4wcOTKKW+GMGTOQPXv4KLxmkalTpw7Gjx+PjBkzwsbGBqNHj8bbt2/Rr18/2NnZKSFFQWQMhVWJEiXUj0Du3LlVx0yfs2fPolq1amokjtdu2bIlHj8OH0nUXAS7du2q3ATTpUuHKlWqqFHB77//HrVq1cKCBQtU+pne7777Tlkc161bhzVr1qjz2Qk4duyYSi//5vNq8DmYNzy3cuXK6rzmzZur++kL3kOHDqF06dJImTIlsmbNiu7du6s0aPB8dtCbNm2qLH0cqaQg1Ic/ZExf+vTpkTZtWpQvXx6nTp2KUg6+vr7qetbW1kqIPnv2THcM79mqVSuVV5kyZcK0adOi5Dd/JPv27avSwLRQkP7666+675cuXaqee9euXciRI4e6VtWqVZWQ1dLBPPT391f5xY3n88eb+cL7siwphs3VqbiwftNmfFOlkhJkTtmyomeXjrCyssLOPaZHWTds3qrEWeP6deGUNSvatmwGN1cXZcXTJ1myZLCztdVtaWI5Wq4NFlStVk3VkWxOTkqIMG27d+82eTzzrlDhwmjQoAGyZcumyszV1VVZlAgHF2jdZPlS3Dk7O6NP37548uQJDv/xR6zTx+vt3fYzqtX/HvmLlkOW7B5o222MEmAnjxpaIPXpPvQHlChXG45Z3ZAlu6cSaIGP7+HmtfPq+8zZ3NCh3zTkLVwW6R2ywitPUdRu2hVn/jqgxJ6laYvLs8aU52wL/JvvAbYbWt979e6NC+fPI+DCBYvTtmXTBjRs0gLexUsqS1rPPgMQ+OQxjhw+ZPY8/43rULnqN6hYuSqyZcuuxB/T9svunQbHXbt6Bf4b1qJbz36ILWv9t6J65QqoVrEcsmfLit6d2yOFVXLs+GWfyePXb9mGogXzK0uaU9Ys+LZFE7i7uCgrnoZ+O+D2+5//Q/48ueDokDGWaduml7Ys6N3pO5W27b+Yrmvrt+yISFstlbZ2zRvD3cVZWfE07G1tDLZDR/9CgTikTStX/00b0bhJ04g654I+ffopgX/4cHR1boN6F1ZincvmhK5duyGFqnOR6axTpy4aNWoML6+o1lZL8NuyG7Uqlvl/e2cCZ3P1/vHTammzlspO2fcUSRtpwc+SpKiIEGVJ1siSCKGsbZISyVYpKUslUvZIiMiaslP2mv/rffy/17137ozBNOd7537er9fNne+dxnG+99w5z3me5/Mx1e6saDNlHZo9atKkudh8OvvbiN9fOH9e89RjD5q7brnJXHRR5KKuW8qWNDeXKWFyXJPN5Lwmm2le/36TLm1as+qXX1PN3O38Yq75pfsr5o+PZyXp+3M1rWcOb9xqVnfoZ/5as8FsGvG+2TH5C5OndcPA9+Rp08hsGfWh2Tpmivlr9a9mZYvu5p9DR0yOhvef8fhE6kMBnHAOpYQEXpxib9269ax/zpw5c8z27dvN3LlzzaBBg2xZYrVq1Wy50g8//GCaN29umjVrFu/vIMBr166dWbZsmf2FUL16dbt584IaAplSpUqZxYsX2xIrSs7q1q0b8jMIKC6++GIzf/5889prr9mNGz+DQCUcfv71119vxo8fb78mMClSpIgdA88j/T/BtG3b1gZNM2fODGTv+MV0//33mxUrVpgJEybYgI5gJpgBAwaYEiVK2H8n5apkA72fAQ888ID5888/zeeff24DytKlS5tKlSqZPXv2BL6Hv4vN7qeffmofBLsvvfRSyFxyjQCBOSCwWrp0acg4GBclpR988IEdL38v41+3bl3gew4dOmRefvllGyxyPzdv3hyYF/5k/r2gjgcB+JAhQ2wWhcCYUtT3338/JMg/Fyh/+2X9r6Z0yRKBa+eff74pXbK4+XnN2oj/D9eDvx/Kli5pfl7zS8i1H1f+ZOrUf8w0bNbSvDL8NbP/wIEzHtv6detCDjkYG18nFChwvVTYoQhlud7379ixwx4QlCx1qoSMYJtyo9Vr1pgzZdef28yBfbtMoeKnshWUOOa5rpjZ8MupQ4LTcfjQX/bP9Jdekej3pE1/qbnggqR1CJzNvzUpc877mQOk4J/L4UrWK69M8hz+seN3WwJZouSpMsNLLrnUXF+gkFm7+ucEx/br+l9C/h/Gxtdr15z6f44eOWIG9n/RNGvRymTMlOks1sMGU6Zk8dD1UKK4WRX2/vbgfV+mRGjJXNnSJRL8fkofv1+81GbszmxsJ8zaXzeYMiWKhYyNr39ee+ozJphVaxlb0ZBrN5YqYX5em8DY9jG2Zea+yneYsyHwnisZ/p4rmOCate+59etC/p+T77lSZs2apB0IJG3ufjM3FC8S8neULV7Y/PTL+mT5O/75518zc94P5siRo6ZogXypZu7OlAzlSppdcxaEXNs5c57JWO7kZ8p5F11krihdxOyaHRSUxsWZXXO+MxnKnfp3pFYRk+R+pEbUAyd8Af1ubH4IukaNGnVWP4MsG5t4PpjZfPXv398GAl26dLGvd+7c2QYbBDectgcHFAQ/MHLkSBukMYYOHTqYYcOG2eCNANPj7bffthuxX375xQZiwOk6f5+H15tFBikSnPDx/wMZtgsvvNBmmnh+OrzTQa/cjSwTWTlPKISxMA+Ub/LvIRsF9M95fYaMm2Bz8ODB5q677rJzsnDhQhvAcVIPBFD8O8j6NW3a1F77999/bYbssstO9heRjZw9e7Z58cUXbXkn8zZ27Fgb+HmBLZlPDwIxsqD8SU+fF5Ax51z35plfuATCZIW8e0SGEpgnMo1k8oLni5/Jv51SVLJyZOCSi/0HDtp/e8awEqGMGTKYLVsjlwHt3bvPvh4MmcU9QWVsZUuXMrfcXM5ku+oq8/vvO8yod8eaLt1fMENefimkRzIxDhw4cHJsYX1VGTJmNFsSOBBhA5Qhwvd7WV3vz0g/82xKnQ/sPZmxvjzDqfJguOyKTObAvpOHJaeDf+PE0QNMvoIlbeYtEn8d2GumT3rT3FK5dpLHdjb/1qTMOf+vt66D4T2xN+hQJClji3evMiQ2tv12bJH+n61btgS+HvXmCFOwUBGb2Uu+9XCF2bxtW4JBT6T1wzqJxBdzvjHp06U1t5Y/sxJFDkAYW6ZIY9u6PcGxZQpbq3z/nr37Ex1bxfKnekbPhFPvufifD6d7z2WI8P9sCbqv58K+gwfNP3buLg+5numKK8ymbTvO6Wf/ummLadrlRXPs2HGTLm0a07fDUzbDl1rm7kxJc1UWc/SPU5U8wNcXXXGZOT9tGnNRxivM+RdeaI7+Gfr5ePSP3eaSApH7EUVsoQBO+Ab64Mh2nS4DlRBksQjePCh3pCTSgw0x/WUEKcGQdfNgw3XDDTeY1f9/kkcJIf1rkRqZyUZ5AVxCoiL/hQiL9zO9vhXGSCaLjFPw9/ALa+PGjYEgMvjf6X1NKar3MwjAgvvvAOEV/p0eZLS84A0oV/Tmk++jjJGSyOCgOrhJfOXKleaff/4JzJsHwVjw341oixe8hf89CUEZLcEofx/ZObKvlLclBn8vj5Brx46ZNBdfbFKCO26rGHieN3cukydPLvNokyfNjytX2exetPLD3M/MuDdO9Xq17Dz0nH/mB2/1Ndu2rDfte7+TYOZtWJ+nzdXZ85rqdZsn+HO+mjPHZvs9evY8s365/5Kvv5plRg4dHPi6W89TB0fJyQ/ff2dW/LjcDB76uvErlGJWvq2irWzwG9NnfW0q33ZLkj8nvvpqjhk2dEjg6x49Tx5GxRI5r7najHm5p/nr0GHz1YJFpvewt8zwXp1OG8Rp7oSIjAI44RtuvfVW2z9GpozNuAdBWXggRIYmHHqJgiHAiXSNwCapENRQ8khwGQ5BRXAJRzBegEIgSHlfOFxH6e5s8IJLenW8MVIaSt9bOPQ3JQV+Bv+e4F604FNKj+SYTwJpSjTDM0zBQXKkv+d0wTAlnwSslIDOmjXLllnSX0kGMSHIXoZv4Ns81cI806plyLUrLr/Mvg/DRRAQMAk/CfbgerjACSW5mTIkrEB4TbZs5orLLzfbf/89yQEc/Yp2bGGnz/v27rV9RJHHltG+Hv79XkbJ+5OfSRAe/D15gwLrhChR9nZbHulx4sRJcQGybVdkzBq4fnD/HtsPdzrGv9XXrFwy17Tr9bbJmDl+z9GRw3+bob1bmLTpLjHNOwwyF1wY+v4J5qZy5UyBoB4X77PkTP6tSZlz5pASSt7zwe9t+55JoGTxxptuNgUKFIo3NvtzM5064ECMBGGSyGO7wo4t3v3dtzfw9678cZnZ8ft28/ADoeqJ/fr0NIWLFDMv9htkEiPh9bA/XibLg+tJXT8rVq02W7ZtN893aJvoOCKP7eS92RNpbBkTHhtZuPjff0WCY+vevnWSx3TTTeVsiZ/H8eMn1wPZx9D7us/kzZs30ffcvrCMJf9PxkxJVzVNjAyXXWYusHMXWsa9Z//+eFm5M4X+uOxXn1y7BfPlNqvX/2Y+/Gym6dj81O/6aJ67M4VsG1m4YPj6+P6D5t8jR82xXXvNvydOmDRXhh6qprkqszm6IzRzJ2IT9cAJX0GJI0IK9Eh5IKpB3XvwBj45vdu+//77wHM2XAQXXtaKoAAFSDJP+fPnD3mEB23BkPlhMxhJxIM+LfpjEBQ5G8ia8QuJ4MQbI6qC4ePjEXx6Hfzv9L4O/ncyx2Qgw38GwixJgYwZgRf9hh5scL1SUaAclQwc2bTwvycp5aMe/Lv4OeEwLw8++KBVG6MXcPLkySE9fOFwWLB///6QR8vmT8T7Pv5d1+fPZ5b+uCJwjcB12Y8rTeGCkaX6ub5s+anvhyXLfjSFCyYcsOzctcscOHjQZDqDTQVjy3/ddebHoDXB2FgjBRMq4S1UKN4aojfS+37uBQFI8M889PfftrewUBIa/Amkrrw6Z+BxdfZ85vIMWcyalQtDMmYb1600ea8P7RMMhjVP8LZ84RzTpscbJstV8U/r+TmvvvCkDdpadHrFXHTxyRLghPAsObwHhxxn+m9NypxTzst6Cp5n+m93/vlngj+XsV19zbWBR46cuUzGjJnMih9P9ZEeOvS3+WXtalOgUOEEx5Yv//VmxY/LQsa2YvkyU6Dgyf/n/gceMq8Of9O8MuyNwAMef+JJ06rt6QVNTq6HvGbpjytD/o6lK1aaIgm8v3nf83owS5aviPj902fOtj8/f57cZxUoFMiXN+TvYmxLVvxkCheIbHFQpABj+ynk2uLlK03hCBYhn836ylyf78zGFv89x33NaH78Meg9d4j33JoE16x9z+W/ziz/McJ7rmDk/+fs5i63WbLy55C/Y/GK1aZoIhYMZ8O/cf/anrvUMndnyr7vl5vMd4aqq2apdLPZ+/3JMcYdP272L11lstwZVDlz3nkm8x3lzb7vT63t1EicOS/ZH6kRBXDCVxQrVsz2c9HDFazyuHPnTttjRpke6olkWZILfh6KcqhR4tFE0PH444/b1/iaAIBga9GiRfbvRx0RL7dIAYQHwd3rr79uxTzoH6PEkZ41esTILqL+Fy6EEglOCAmsNm3aZAVH+P/GjRtne9u8zFjHjh2t3xx9YvxCIjjk7w0XMaHnjTkkoOLfPHHiRCtkAgSDlFSi5In4CGPlZz733HNWvCUpkGVo3LixFTJBUAb1Tv6twWWtZCa5v6geTpkyxWbM6L0jE/bZZ5+ZpEJAzZyyyUYRlEwFwjUIw3Af+Tfy7yMQCc4ghkO/H0Ff8COhsqj7a/7PTP9ipvly9hyzacsW8+qI182RI0fMPZVP9vu9NPBV89Y77wW+v/b/qplFS5eZiVM+Npu3bDVj3v/ACqHUqHZfoDz19bffsWIn+MQtXb7CPP9CX3PN1dmsF9yZ9pDSRzhr5kzbCzh82DBbGkpJqdfPGKzAWqNGDXtQMWXyZNsDQt8i7xuyzV7Gk/cCQjME+tynlwcOtGWu5SNklE8HP69S1frm88lvmh8XfW22bVpn3hna1WTImNWqUnoM7tHUfPX5B4Gvx7/Vxyyc+5lp3LqvSZv2ErN/7y77OHb0yMk5PPSXtRU4duSwebRFD3P40N+B7/k3kfUZPrak/Fs7d+pkpn3ySZLnnM8ADnI4TKBEmfkdPGiQPTRJaKMZaWzVa9Y2H37wvi17/G3jBvPKyy+ZTJmzmHLlT8mNd+v8rPV986hRq475csZnZs6sL8yWzZvMa8NfMUeOHjGV77rbvk4mLlfuPCEPyJr1SnNVtlOVBYnxQI1q5tMvZ5sZs782m7ZsNYNHvmmFKe6pdPJ+9hk81Lw55lRZ9/3Vq5qFS5ebD6dOM5u3bjPvjPvQrF3/q6lV9Z6Qn/v3oUPmm/nfm6p3nVxXZ8MDNaqaT7+cY2bM+ebk2F57y47t3sq3///Yhpk33h0XNLZ7zcKlP5oJH00zm7ZuM6PHTzRrf2VsdycwtjMTVol0X2vUrGU++GC8+f77Bea3jRvNwJdfNpl4z5U/9Z7r0rmTmTYt+D1X23qfzZr1/++54UPtfb3rrlOl4vy+4vfU79tP9vvxWc7XwWrBiVGvehXzyaxvzPSv5pnftm43A9541xw5etRUu/Pk+63XkDfNyLETA99PEPbLxs32ceLEP2bn7r32+dbf/wh8D9+/bNVa8/ufu2wvnPd1lVvLp5q5w0bg8hIF7QPS58lun6fNcXI9Fej9jCkx+lQlz6Y3PjDp8+QwBfu2tz1tuZo/bG0DNr56qkR84yujTY7Gdc21j9Q0lxbMa4oO72EuvCSd2TJmyhnPm0h9qIRS+A7EKsieeLDhGTFihBW4QAofwRH65JDnT66sHw+CHzJBZMi8rBMnfgQ+BElsxtigIY5Bj1VwYBIJgi365xD4QOKfzT6n8gRFCI4kxXuJQBEQIkF2H4EOAh4yZh7Fixe3yo/8XP4eshZkw8hEBYPKJcEYJYMEKgQ8lKwCY5k+fbr9GfydBMwEP5S10kuYVFC69MpO6ZXj7ySrFQyBBF5YvLZt2zY71+XKlbM9a0kFaXbKPelX5O9jnvn7CFDZKFOeWbZsWftvOt19Sip33HqL2b//gHln7Ac2yM+XN4/p2+v5QAnYnzt3mvPPP3VPixQqaLq0b2tGvzfOvP3uWGvk3fO5TiZP7pPiKoxrw8ZNZubsr8xffx8ymTNlNGVKlTSNGjxsLg4rIT0dCNYc2L/fvDd2rBXIoPSv1wsvBEohyfqcH/R+o3y3Q8eO5t0xY6woDe+tbt26hah21nngAfueHTpkiJ1jekz5mWfbk1SlZkNz9Ohh8/7rL5hDfx80+QuWMk93HRGSMdv5xxYrROIx94uTG8VB3ZuE/KxHW/a09gKbN6y2WTzo9tTJ4NOj94jPTJYrkyaSkJR/K2qnwQqhp5tzaNqsmTnv/PPNi71720MGemVbtAwtzz0dtevUs2MbMXSQ+fuvv0yhIsVM9159Q8ZGOSRj8ah42x1WzGTce+/8v8l4PtO910smQ8bk84+6s2KFk+th3ISTRt55c5t+PZ4LlCn+uXNXyHuuaKECpmu71ubt98ebt94bZ9fDC106mDy5Qsu858ydbz/D7ry1wjmM7Waz78ABM3rchyeNvPPkNv27dw6Ud/6xa7e9L8Fj69buaTNq7ATz1nsfmGuvyWZ6d25v8oaP7dvv7NgqncPYPOrU+f/33NAh9r4WLlLEvNCrd9h7LvS+3nrbbWb/gf3WdJ77Sslgr169Q95zn0//zIwbdypw7tjhZE95m7bPhAQrCVG5wk1m3/6D5s0PPrJlqNflyWkGdX0mIArD3AXf111795mGz3YPfD3ukxn2UapIAdvjBnv3HzQvDH3T7N6731ySPp31lhvcrZ25sUSRVDN3V5QpasrPPnWAV/jlk+JpW96dYlY07mzSXJ3VpPv/YA4O/7bVLPpfM1N4YGeT++lHzZGtO8zKZl3Nrpmn7EF+n/i59Xy7vnurk0beP642C6s1McfChE1SG6lVNTK5OS/uv1BZEEL4CjbmBI2eUqVImC3rIsuz+4FjF5xUFPUjm/9OWubGBTkvOekh6FeOx/lPqMPj8hNJU8x0wXlxSe+/dcHfFyVsd+GajIf9uyb2pvPvZ8nagqEZY79R9XhkW5toYv7PJ+1ikpMKhc/cX9XvqIRSCCGEEEIIIaIElVAKIYQQQgghnJNaRUeSGwVwQsQAnum3EEIIIYSIblRCKYQQQgghhBBRggI4IYQQQgghhHP+jUv+x38J9hPYI6HujW0RdkqoGSf2/U8//bQpUKCASZcunfUibdWqVTzF7tOhAE4IIYQQQgghzhCCt1WrVlmv3k8//dTMnTvX+v8mxPbt2+0Df1b8crHywVOUwO9MkI2AEEIEIRuBs0M2AmePbATODtkInD2yETg7ZCPw3/PNqkPJ/jNvK5Le/BesXr3a+qouWrTI+tICwdh9991ntm7dar2Ek8LEiRNNgwYNzN9//20uvDBp8iTKwAkhhBBCCCHEGbBgwQJbNukFb1C5cmVz/vnnmx9++CHJP4fySUowkxq8gVQohRBCCCGEEKmSo0eP2kcwadKksY9zYceOHebKK68MuUYQlilTJvtaUti1a5d54YUXEi27jIQycEIIIYQQQgjnxMWdl+yPvn37miuuuCLkwbWE6NSpkznvvPMSfaxZs+ac/60HDhwwVatWtWWYPXr0OKP/Vxk4IYQQQgghRKqkc+fO5plnngm5llj2rV27dqZhw4aJ/sy8efOabNmymT///DPk+okTJ6zSJK8lxsGDB80999xjLrvsMjN16lRz0UUXmTNBAZwQQgghhBAiVZLmDMsls2bNah+no3z58mbfvn1myZIlpkyZMvbanDlzzL///mtuuummRDNvd999tx3TJ598YtKmTWvOFJVQCiGEEEIIIcQZUKhQIZtFe+KJJ8zChQvN/PnzzVNPPWXq1asXUKDctm2bKViwoH3dC96qVKliFSdHjRplv6Zfjsc///yT5L9bGTghhBBCCCGEc+L+Y+Pt5Ob999+3QVulSpWs+uT9999vhgwZEnj9+PHjZu3atebQoZP2CEuXLg0oVObPnz/kZ23cuNHkzp07aX9xnBBCiGTnyJEjcd27d7d/+hE/j09jS33z5vfxaWypb978Pj4/j034Hxl5CyHEfwBlEShdef4ufsPP49PYUt+8+X18Glvqmze/j8/PYxP+Rz1wQgghhBBCCBElKIATQgghhBBCiChBAZwQQgghhBBCRAkK4IQQ4j8Af5fu3bufkfdMSuLn8WlsqW/e/D4+jS31zZvfx+fnsQn/IxETIYQQQgghhIgSlIETQgghhBBCiChBAZwQQgghhBBCRAkK4IQQQgghhBAiSlAAJ4QQQgghhBBRggI4IYQQQgghhIgSFMAJIUQysWXLFrN169bA1wsXLjRt2rQxb7zxhuY4iaxfv9588cUX5vDhw/bruLg4zZ0QQggRhAI4IYRIJh5++GHz1Vdf2ec7duwwd911lw3innvuOdOrVy/n87x06VKzcuXKwNcff/yxqVmzpunSpYs5duyY07Ht3r3bVK5c2Vx//fXmvvvuM7///ru93rhxY9OuXTunYxOpEx24JB///POPWb58udm7d6/xC3ymrV271pw4ccL4mX379rkegohCFMAJIUQy8dNPP5kbb7zRPv/www9N0aJFzXfffWfef/9988477zif52bNmplffvnFPt+wYYOpV6+eSZ8+vZk4caLp0KGD07G1bdvWXHjhhWbz5s12TB4PPvigmTFjhnHNe++9ZypUqGCuueYas2nTJnvtlVdesUGwXzaBAwcONE2aNLGPwYMHm/379xs/8O2335oGDRqY8uXLm23btgXmc968eU7H5fcDFz/PHZUFo0aNCgRvt912myldurTJkSOH+frrr52O7dChQ/bgh8+RIkWK2M8UePrpp81LL73kdGz9+vUzEyZMCHxdt25dkzlzZnPttdeaH3/80enYRHShAE4IIZKJ48ePmzRp0tjns2bNMv/73//s84IFCwYySi4heCtZsqR9TtB26623mnHjxtngcvLkyU7H9uWXX9rNTfbs2UOuX3fddYGAyRUjR440zzzzjM0MEiixYYUMGTLYIM41ixcvNvny5bNB2549e+xj0KBB9hpZV5fwvrr77rtNunTpzLJly8zRo0ftdYLLPn36OB2b3w9c/Dx3kyZNMiVKlLDPp02bZjZu3GjWrFljD2IIgF3SuXNnGwwRSKZNmzZwnQx/cPDkgtdee80GuTBz5kz7+Pzzz829995r2rdv73RsIrpQACeEEMkEp738gubUnF/M99xzj72+fft2e8rqGvrJ/v3330CASUACbCh27drldGx///13SObNg2DEC4pdMXToUPPmm2/ajekFF1wQuH7DDTeElKS6gk0zhwW//fabmTJlin2woa5WrZrNlLikd+/edk0wfxdddFHgOtlM18Gl3w9c/Dx3fF5ky5bNPp8+fbp54IEHbPnz448/7nxNfPTRR2bYsGHmlltuMeedd17I5/Ovv/7qdGxker0A7tNPP7UZuCpVqtgKiEWLFjkdm4guFMAJIUQyQQbp9ddfN7fffrt56KGHAifUn3zySeCk3yUEHGwKKcH65ptvTNWqVe11NvtXXXWV07FVrFjRvPvuu4Gv2XgRbPbv39/ccccdTsfG/JQqVSredTb/BJ5+yMB17NjRlqB68JxNIa+5hB4kMr3hXHHFFc57f/x+4OLnuePz4ueff7bZaEqcKT/1yheDDzlcsHPnTnPllVfGu85aDQ7oXJAxY0bbewnMG1lB73DNy+wLkRROfdoLIYQ4a/gFnDdvXttvQdM8v6g9mjZtGjG7lNJQ7le/fn17Qk02KX/+/IFyqJtvvtnp2AjUKlWqZAMOxAcIPlatWmUzcPPnz3c6tjx58liBhly5coVcZwNWqFAh45rLL7/cvu/IHAXDRvGyyy4zLiFLg7Jo7ty5Q67Tw8V6cX3gUqtWLTNgwADz2GOP+e7Axc9z16hRI5s9uvrqq21Q5AUiP/zwQ7z3oYuDqs8++8z2vIEXtL311lu2l9AltWvXtr2XlIYj3ETpJFAi630eC5EUFMAJIUQyBXD8Aibo4JdzMOEbMFcUL148YnkTG1jXp+b0H9GjR+kTQcdff/1lNzstW7a0m0SX0P/GOI4cOWLvM0IX48ePN3379rWbQtcg9IJow8svvxwIxAl66akhE+ySJ554wrRu3dq8/fbbdiNNdmvBggXm2WefNd26dXM6NjLllAIeOHDAlwcufp67Hj162DXLIQHlk14pKp8jnTp1cjo2+gMJjMgQcpj26quv2uf0N1J54BL6VPl9wLxxaHXppZfa65TstmjRwunYRJQRJ4QQIlkoXLhw3IIFC3w9m3v37o1788034zp16hS3e/due23JkiVxW7dudT00XzN27Ni4/Pnzx5133nn2ce2118a99dZbcX7g6NGjca1atYq7+OKL484//3z7SJMmTVybNm3ijhw54nRs//77b1zv3r3jLrnkksDcpU2bNq5r165OxxUNRMvcHT58OM5vrF+/Pq5JkyZxZcuWjStUqFBc/fr141asWOF6WHHffPNN3PHjx+Nd5xqvCZFUzuM/roNIIYRIDaDGxqkqqoWcTvuNFStW2DJF1BMRvKDHhlKsrl272hK84B40F2OLBJkHlORy5szpXMzE6/EhOxipx8YPY/NEGlCg9EMWyYOyWMoBmbvChQsHMg8u+eOPP2w2a/bs2ebPP/+MZxrvl54kP84dc0Omix5C5pHsOZ8lZAbJMJERFvEhQ0m2Lfzzg3JKrvnlPSf8jwI4IYRIJijDYhNN2c7FF19s5b+DoZ/LJfSp4NVEkEmZIlLbbLooLaIvg6DOFeeff36gV8XbSAcLDqDCR6kgIjHB0uApweHDh+2YvIAIW4OpU6fazTQKciI6ocyOg4unnnoq0MsVTI0aNYxLUHSk/C+8jxExDvq7KK10BT55Y8aMsX9S6oklA58lyPTTa0uppytQ6OTzolixYvZrvBpHjx5t1yuln3w2u/ycI+DNmjVryHUCYHr3KOcVIikogBNCiGQC76jEVM4QSnAJ6nVsbsjOBAdwBCQFChSwPV6uYJOFkiJ9W56ABL1mmFN3797dBsX01hDE0euVkhCk0Y/XvHlzq/7HXLEJpH8Kv7Unn3zSpDSMh/cbAiY8TwxsBVzBewobBgyzyXJ5NhYeLuXwWQMoUHreiNGSrfEk/FkTrqDfl8MUMvrBnyV4wSEUsnfvXmdjK1u2rP2suP/++82GDRts4MYaQaYf5V0X3o3eGuVzDrXT4GoCsm5UIPC5gjCSEElBIiZCCJFMNGzY0NdzyaYh0gkvp7/hJ8IpzYsvvmizDRgXe3CCjrE3ZVkEc5dccolp165digdwBBmID3iKnWyeUY3DaPn55593EsARjHuHBQRxruXRE4JSOkza69SpYwNzP40TPy4/dpGwRhkXj4MHD4ZknNns47vmuoR327ZtEVUTCdDx13MJn2deUD5x4kRz2223mXHjxllhn3r16jkJ4FivwD0l4A2uzuAwqFy5cjaTKURSUQAnhBDJBBsFNqyosoWXT/oBjIopefrwww/t12ymKSEj88VptUtQxwyX6QeuecqZbMpcGCxTFuuVsRGMcJpOKRSbLrKXLqAkzINMnF/BrJiAA/Npv8FGnkwNmSS/KMUCPaqsTR6YY4fD9Z49exqXkNUiexm+ZjngiOSZmJIQJHmZXgzaMbT3Anayly7XK+8z+i45jBLiXFAAJ4QQyQQbF34505+CRxLBHJt8v0A5IpkQTu/p6yLg3LFjhy15IgPmEryjXnrpJfPGG28EelQ4yeea5yvFqb8Lw3EyDXjn4Rn2xRdfmLZt29rrlASS/XLNnXfeacsk2fiHZ3Jq1qxp5syZ42xs1157rXMvuoSgHJfg3BN8oW/KDz2rlJsShHBfyfJmypQp8Bprg6DpmmuuMS4h80xJOGuSYIn3H6JICCERtLuEXrLevXvbnl9sAxCVgo0bNzr5/AiGcnAhkgP1wAkhRDJCXwpGwDT4f/7553bzjxjBI4884nzzEGwETM8FqnaImngmvC5BSIUMIZkt/OqAzBslY2wICYTfe+89G3DSJ5eSkFVA5IWx0PNDFg7wgZs7d669zy5hzpiX8LI6AkwCKJclbczNkCFDrFphpAyrS1ijieG6Z5XsLlkj7q8fIQNHRp/+N++zhMDOtbAPn23169e31QV4OHpBEwdrqD1STumKaFE+Ff5HAZwQQvxH8AuajBLZLX4x33fffaZVq1b2ZF3Eh36f999/3/awAE39BE5+yOAQIFG+WaJEicCGmr48MnBehtCV9QKlpWTZgjM1vN8QRKA80KW66M6dO202mkDXT1muaIIsIcEIdgLBeAcdwoS87+l1o3822JzdE9RBGCb8PZiS+F35VEQPCuCEEOI/gM09fQ8ffPCB3eQjcEK5Eae/LVq0SHEhDg9Ofr3T33BFQJey5B4///xzxM0q2TkXkL2in3H58uW+8/aLZL0QDONGAZIMsCvI7nI/KScmAx2+YXWd5Qre3Ie/51yXxxL8NmrUKMEMrx+yNcxZpM8SfBtdgejL6tWrTZ48eYzf8LvyqYge1AMnhBDJBBsZyvwI3NatW2eqV69uxo8fb5UVvY0rgRwy0i4COIQPKHmiRyTS6a9LkPumx4yyScZFQBI8PlebVU7r2Yz6YbMcDj09zBPy7RwYBCuJ0itFSSUZB9elsXiCkbn0G/ipIeCDqA+ldeG4vudt2rSxthU//PCDuf322633ICV49HfRz+oSPt84GOD+BuOtW5dzx0ELnyd+DOD8qnwqog8FcEIIkUwgeY8gAhsbArVI0vyUPeFT5AL6kFAspB/Pb7Ru3dpuuMgO8iebVsrrXNgGhPPcc8+ZLl262OA8uEzRNV5PWXj2w09QXopgjh/p0KGDFQxB5II1MXz4cJslp+wU8RzXUBaLbxgHLmRbud933XWXzQzSf4mnmSv4fLvwwgttf6rfDoMIcOkze+GFF0yZMmXiKT66zKz6VflURB8qoRRCiGSC0piKFSv6dj4zZ85sMzUEmX4jS5YsdsNKgItnEuOkB45rBHH4rrlUF12/fr0tp2QTHb4hdGlG7efyU0DwhcwvfaD0JYX3H7ncTJNZRTWR7Bbj4D4iOkSgTuYc+wOXMCb6HNno876j/Bo7BjKvRYoUsb1xrmANLFmyxFn/Z2IEi74EB5Z+yA7Sl8d9Q+xKPaHiXFAGTgghkgk/B2/QpEkTuwnEGNtvsKnyxEoI5rZv324DODauyJO7BCl+PxOp/DR48+pyw0q5MKDeGYwfNtNkeCk/9YIlT1DllltucWLOHg7vf977BHCUoHpZGzLpZL1c+8C58lQ7HWRV/YoLE3GROlEAJ4QQyQCn9XghUWKH8EChQoUCr+3du9caZbv04/KEGlDFxNyWTFd4NmTQoEFO+1aQI6d88qabbjL9+/e3fVyM19tku8Lv3k3h5adkL+np8kP5qZ8307yvyGaRiSOTRC/cjTfeaKZNmxbPU8/VffWM63kPEgyj0sq6CDZyd0G/fv1sCWqfPn18l1nF39Kv+EW0R0Q/KqEUQohzhKzWo48+ajdY+/fvN4sXLzZvvfWW9SIChAcw3nUtinDHHXck+BrZEJcBJgbZiErUrl3blitWq1bN2glQ9jlhwgRfWC9QMoa6HVDCRmmlH/Bz+amfGTx4sBV5wdqDQw1Eh8gMUirLYQYBlJ+g9G7NmjU24OSe+6FMMbz3zQ+ZVUD8ZdSoUSHrld5k1odrfv31VxuA8+err75qxYZQGuW+Mk4hkoICOCGEOEfYyJN1YyMInOSzWeCXM/Lpfgngog1K2ugZcS2QgLpovXr1zNdffx3IzLBBJCDGJiKSWE1KwhzRv0X2jf5GDg8YGxtEsiMue6X8vpkOBr88rw/Ozx5rlMw2b948YCjvgm+++ca3WTAO0FD+xUaDjCosWrTIiukwZxiOu5w3vODoZcQbkTVBJhjRHMY9adIkZ2MT0YUCOCGEOEcuvfRS238ULFtN6RjiEQMGDLD9SQrgopcHH3zQbpoRvPBKYxEMoRyKzT6CF657L8m00auH8Tklu127drXlp2QNf/rpJ2dj8/NmOlqh1Jh504FQwuuBdfnmm29apUxANIQeYNYxgZMrypcvbx544AHzzDPP2J5f7qVnA0L1wdatW52NTUQXCuCEEOIcITij/61cuXLxTlspBaQUC9lvFxsuNgVYB9CTwvPE4N8g4kOmiBK7cPsHNl1VqlSxGSaXJFZ+SoYwXEAkJfHzZtpbo/QJetlBxDnat2/va0EiVwEcipj0qlI+yfPEcJnB5LCAsuFwhUwOXbBkcJmRDj7sCw7gyP4yXvqUhUgKEjERQohzhMwCPQzhARxlRAgisKF2GXx4JYh+K1mLFvBZCxdpAK75wYONDJcHwRJ9Un4pPyUDFxy8Ac8RwGAz7ZKxY8fa0mcCX6/8ed68eTbg5dCDbKY4RcmSJc2OHTtszxbPgxVPg3HdA8dhFXYa4QHcli1bAkq3rqAEG2GacJNxAs5rr73W2bhE9KEATgghzpG2bdua7777LuJreEwRxFF+54JgtTrXynXRCgIqZFEplSTbChg+c99dZrcSAzVUNor4rw0bNszZOPy8mWZuUDvlPnoQyCFgggm0ArhQUOz0+j157ueSZ3qPyazefPPN9tr8+fNtZvWhhx5yOjZ6aTt27GgmTpxoA10OgBgbxuMIYQmRVFRCKYQQMQ7lUGRDwg2gxalgg37GVatWmRw5cgSuUU72ySefmOzZszubKsZEvyXS8nXr1rUn/Phz9e7d2/qGUZ7F97iCgGjq1KkRN9NYa7j0xUqTJo2dG7KWwVCGyr11Vc6GKFJimVNKANetW+fLHjgEfxDR6dKli7Mx8DnG+wu/PMp1vWw53n6IhXDfXY6tZcuWNsPL/SMbzZ8cFnANVVQhkoICOCGESEY4UWUDyEYmvLzu1ltv9eVc04fBptEP5YB+hVIx+uAoTwTETCpXrux0TASPderUCWxSCdYoVySQK1OmjGnTpk3ASNsVft5ME7gxtmbNmoVcZ6wDBw60QZILevbsGbX+hC4FVsgKBpcmEuiixAqos6ZPn974BbLSiAv99ddf9rP3uuuucz0kEWUogBNCiGTi+++/tyepmzZtitcb4rovJDGkaheZXLly2fJJJPn502WmLaHeS+TIKfcj64GyHRL9b7/9djzBFdf4cTM9cuRIG+RiaRCcHSQTggVIeGAn/P1ZgrgKa9Zbr/ypvjKRWlEAJ4QQyQSN/ddff709Qb/66qvjlUH5VUREAVxkevToYb3ffvjhB5tJ4nSfTSF9b/Q2ZsuWzbiE9xM2AWSS2DCTzZoxY4bzzGAwGNszNnrygkFkhfIxeuRcQnkn2TZPhZLMKlm5GjVqGNdgtcBBkBfscjDEeFHKRP3Uj7j8LGGteg9vzZKV9oI5HldddVWKj4uDlaRC/6UQSUEBnBBCJBOXXHKJ3cCE99S45sCBA6ftgUMx068ZQtccPXrUZmbYGCI7z+bw+PHjNlhnczh8+HAn4yLj4KkCQrAsuV/AtLh69eqmRYsW8coUKQGdPn268RvYQjAu1yImBGkoZGLazZgKFChgex3pcWSjTxmq3/DLYRD9iwhLeQEdlh+sWcR0UronlMAxGMziKSfmfgKWH/S+UfY8Z86cFB2biF4UwAkhRDLBZh55dNd9R5E2+omJInDK7+cST7+BUTZZm6FDh9oeFlfzxn0dM2ZMILOLwh6iIOFZBgRYXEHmjeDXM0D3oJeQ8s/du3cbv+GXICRLliz2wICyWEpkeb8hNz958mTz/PPPB7KGfsom7dy504wbN8753HmQheP9h80Loj4u1ysQeBNQsm6x+fA+T7CzwHuwXbt2zsYmogvZCAghRDLx9NNP21/AZEWKFSsWzzvMlbktKoXi3DaBCxYsCCnPorcGAREyly557LHHQr4O79tyHZiTvfTES4IhG0KJoEi8b9CzWvjyyy9tNo6gHb9JyildQAB5OlyKNbFW6UXmM89bqyjHMibsNFyvVw5+uJde8AY8RzWWjKsCOJFUFMAJIUQygSw6IIrg4ZndutxIu960RCu9evUKbAIRR2AT2LRpU/P+++8H/OBcEg2qoQitvPHGGzZ7FF5CScmYSBhKsT/66CNTq1Yt88UXXwT86lC4ddU76OfDICogWKv0qvKZx2EG2UD6kf1Uzk6WMhyuHTx40MmYRHSiAE4IIZIJP5rbnq7/LRjXghJ+FDHJmTOnPTV/4IEHTObMmY0fmTt3rlVRRBQkGA4MKB9zmREhs4CoCmWJnun57NmzzaJFi2wmQiQMZZL04XmG8eXLl7fXmTek513h9ZJ9+umn8UpjXfLtt9/aYI1ADpEhgji/rVmCccol+UzhcAMIOhHOIcMqRFJRD5wQQqRiTtf/Foxf+lb8AlkPrxSL0jFES7yNIY+sWbMaP4AAwu+//x4QM/Ggv4xrru/r8uXLzYABA+yf6dKls6XEnTt3duZ9NWTIkERf37ZtmzUedz1vQDk297ZEiRJ2LQOCHBy2EES5ghJifBH9FMD9/fffNohjvbJueb+xZlmr3rp1vWYpi3322Wet1QeBMHDw0rhxY7tGEMISIikogBNCiHMAJT2U9uh343liuBCTQATB47fffjOdOnUyDRs2DJzm09tFQ33fvn3j9VOJU1DexOaQ+WRz6KmNojBHb41L2Nj/8ccf8TanqNvdcMMNZ5SFjQWCzZ79nFEfPXq0qVevng16/UafPn3s+wtxlfDMr5/W7Lx58wKHMKxZDg0w0PZDsBnsi6jATZwpCuCEECKZpNy9E/KIH7Y+UHmkDKtJkyZWrTAY+kToU2KTIxKHe0gGhGB9xIgRTlXtvJKrjz/+2Cqf4gMXPE7sIZAqxxvOda/e+vXrbe9WeN+ey/JOv4OaKEIvlO+SofHMxv1SCkgp7KWXXmoFm8IDkClTphjX8F6jVJcAjgfBHPYCrj+HhUgO/HlsIoQQUULwhtTvohJk2xCPCIcsDYGdiA/3dPHixYFTfHrKOD3Pnj273cSGezylJJ59ACI5qBUGZ2rwC0Ot8IknnjAuQRGQPi5UExmn3w41/AylnNOmTTPvvPOOLQHE34/+KTLlrk3kM2TIEBBt8tta9UoovbVKuSfrFL9Gl+sVGM9LL71kg99IBxobNmxwNjYRXSgDJ4QQMQLZmBo1apj+/fuHXMe7jizO2rVrnY3Nj1AaixkwpVioTrL5YyPNn34yy+7Zs6ftq/FjGVbJkiVtHxJjRGAivB/TC0L90v8WTKtWrYxfoER27NixttwZDz0yrmTlMElPLPMfS9AXSIBEcMsa9dYrJYp+geoHyrAfeeSRiOuhdevWzsYmogsFcEIIESObw+nTp9tTc3q3brrpJnuNcsB169ZZc+D77rsvxcfkZ9hseRtBV4IbZwIn+l4QTrAeLmriAoJKr1/Qj/1vyLcjLEFGCfbt22fSp09v585v2RDUChG/IIhj848BNB5i9MoRqKQ0lOjSB+e93yildAlG3axVDgz8Cu+zzz77zJrYC3FOxAkhhEgWcufOHXfJJZfEnXfeeXEZM2a0D55zjde8R548eZzN+ObNm+M6d+4cV6tWLfvo0qWLvSYSZsyYMXFHjhyJd/3o0aP2NdccOHAgrkGDBnEXXnihfb/x4Hn9+vXj9u3b53Rsd9xxR9znn38e50fef//9uAoVKsStWbMmcI3nFStWjBs7dmycH9ixY0fcgAED4goXLhyXNm3auHr16sXNnDnTvvbXX3/FdejQIS5nzpwpOqYffvghrmjRonHnn39+4P3G82LFisUtXLgwzjWNGjWyayIc5ovXXMLn/88//+x0DCJ1oAycEEIkE4iBIGwxatQoeyINZEToQ8JUtn79+prrKMTvMv0PPvigtTnALDtYXZRyLEoYP/jgA2djmzp1qunatav1uSJDg1prMFgKuILSukmTJsXzVFuyZImpU6eOcxVKyiOxsiCjRI/qo48+ajJlyhQv60rJYEr13/788882e499AP50no0A1wcPHmw/7+h7LFy4sPHbet21a5edqxMnTjgbG2WwlKuTRSXTK8TZogBOCCFiZEMISOFTakR52MSJE22D/3vvvWdLy2655RbXw/MlCcn0UxpIydaePXuM6zJFNvrh9497Ta8UfUGuiNSfRd8PgiauRUzYQNOPVLZs2ZDrlBVTkkhppUvocSNw84LySDCPmzdvNrly5UqRMdWtW9cGQJRch/dvMRaUUQnSP/zwQ5PSYJfBGCgrpSw8eL3yPkMQBhuV7du3G1fwuwH7AMaZO3fueAcaS5cudTY2EV1IhVIIIZIJTn0jne6yeSAAcA2bLprnyQSyUTh69Ki9vn//fuvrRI+cCN1ssUnlgQVDsN8V95SAnADJNZkzZ44oBsI1NrMu8cOhRUJwT8mM42VWunTpwGHLk08+aSpXrux6eDaTfzp4b6ZU8AaoO37++efxgjdvLF26dHHWS0t/mbdeI/XBcR0xHZfUrFnT6d8vUg/KwAkhRDKWPCH9Hb4hbNq0qc10nc7oOyUCEsqeKMVCdp4MEmqKlN+huIifnTiFt9njz3bt2lnPq2CZfk7QEYXhuUvw8CObSibVk5fnXiI3T0aEIEXEBwET5gifPC8TwgHM3XffbaX7/SACQ/aULCFZtmPHjjkXQkqbNq3NbuXIkSPi61u2bLGCP/itpTTME5mtO++80x5WBZebskYJdFGTFSI1oAycEEIkEyjEsSHEVy18Q0hQ5xr6UyIZJ5OpQX1PhNK9e3f7J4EafWZsXv2WHfRgU50zZ077ADb8GHsTpLgI4JJ6WPG///3PuIISO7LOKCkizQ8FCxb0jYohBytksyjlJJAjIKGPy1PJdBHAEQRRYppQAIdSZkpmBIO57bbbAllfxudXewU+aym1p5SS3lDuKxURGLdz0CdEUlAAJ4QQMbIhJDuzfv16G5AEM2/ePF/5mvkNgnIvm7p69Wr7vEiRIvF6HVMSv5diJWV8rnvgPFifflmjwZAtJ6v/2muv2UMWxEE4GGrQoIEzv7B69eqZZ555xoo0FS1aNOS1lStXWj9CMvwuIYAkSKIENXi9Pv744ynuOxjJeoHyXMbx22+/WYErArgpU6bYQ5d3333X6fhE9KASSiGEiBH69u1rVdDIFN5111022Ny0aZPdKHbr1s08/fTTrofoS1D6Y+P69ddfh/iFIWCCwmO4uImIDggeKZWcPXu2vcfhSo5z5swxLuG9RkaLYInnKIui+sg1DhW8Q6KUhNJIegcZA58hjIeyRQKlWbNmmRtvvNHOm8ts9eLFi23VQ7p06ex4YNGiRebw4cPmyy+/DJS3u4Dgjb+/f//+IWXs3333nXn44YdtUCdEUlAGTgghzgFOo5PKoEGDnM41CmxsUtmAUZZFOSVldpyaK3hLGObm4MGDZtWqVSGy6WyiKWMbP368cY1fy7Io/UMl04+QxSKAq1q1qs0mRRLmcAnZNq8MkJJJMjS8/8je0GvmAgIzhEywDOB9T98ZkMHs3bu3PQziM8UljIHS3DfffDMgPEQpO4qebdq0MXPnznU2NgJJVIDDYY2qB1mcCcrACSHEOUAWJkkftued5/REn2zD/Pnzre8WPTSUUv7111/WrylYnEPEhw0z2YVIcvNVqlRx3j8YXpZFryOn+vivuS7L4r2F9Dzla36zqciSJYudG1eqiaeD91bDhg1tZoZSO+4zBwaI1ezdu9dmwUR8yLzRP0j5ejAcutCf7NIegkAcyw/Kr4MzcDNnzrRrxFVgLqIPZeCEEOIc4DQ6GsDclg0hpU6UY7k02o02yFqG+zUB11LKQPl0WWA2+l5ZlgeBCZt/l1CyS5YLZUB6L9mk0iPlBzVAlAnz589v/ArWHmR+4cUXX7TzhsUBKo+UQbuEQINDqezZswcOM8aNG2c/V1Dddcnll19uDy7CAzjGHLw+XEBmsFevXgGfPOaQsXbs2NEq2gqRVPwp0SOEEFEK/SAoxe3evdv4DcrEMPAWZwbBB+V2wQbA2EVQqkU5qmsoy4qkNOmHsizETD766CM7X82bN7ebfEQmqlWrZoUbIvkmphRYQ7z66qt2zfoRskVehp/MDXYHmFUjplOiRAmnY+NgwDu84j1GBpgg7rnnnrMBiktQjMUEfcKECTZo40GvKiWUDz30kNOxDRw40FY+cD/pyUM5k0MEAkuCdCGSikoohRAiGWAT06FDByuf7p2acxJcq1YtKx5CL5Jr2AB27tzZvPDCC6ZMmTLxepMYr4gPG0BOzumB8+TTuUZAzP32shCuiLayrKFDh9o+PXzNKGMksKM/k9LelIS1SRBCvyAqheFZVgJM13AYRFksmRoymJi2+wEM4lHFRGBlyJAhNliiRBuREO6ny4Mi3le8v1Dv9A4IuLdkL1966SXnPXqe8i8lsQRziJr4wTheRBcK4IQQ4hzhVLxkyZL2l3H9+vVt6Q6n+vRc0OjPZgdBCde9ZsG+SMGCDYzVL5LufoU5og/OU/5DTMIvmy4yC2R8KcsiGGFjSMks2S+Eal555RXXQzR//PGHGTNmjC2nRPmU4IksydatW02/fv1sSSWb/5SkUaNGib4+evRo4woOCwg4CIqCIWMzYsSIeOWBKQ2fZT/99JMNKjncqFChgi0DpByQoI7skmvodUPUB/Lly5fiBwRC/JcogBNCiHOEjBZiCEhBh0vKI0/O5obNYpcuXZzOtacYdzojXBFd7N+/39SpU8eWUnKIQDBERrh8+fLWKsKlCiRZLAIhMoT0RxFs4mPm2TEAm2wCYjIn4mQ2n+wunyVks4IPhFBWJFgneCLz6oqbbrrJlnei4ElvLdk4yjr5k/cigbmIDLYVqHh6HnW891HH9MuBkIgOFMAJIcQ5Uq5cOduDlNCJPoIDbLzwcRLRQ1LVG10bF3uQraF80k9lWShj4qFH4Bau4ulBtgYBlu7duxs/ZNPff/99awKNn5gLyGSR7eV+hvupMVeoeRI0UZrtCjwRyaIyX9hpeKIqHFKRpXZRfkq58Omg0oB76wqyp/TTEuRywAIEvViAENS1bNnS2dhEdKEATgghzhHK1gjOKB2KBBuam2++2ezZs8fpXJ/O/4hyO3EKSl8T2wjicUaPjcvSU1QwKUtkw+z1SuXJk8duEB955BHn3maUsUVD6Rq9cAQhzCNBJ8HJ8OHDnYyF4JueQOwXIoEgBwEvZdku4X1PABe8TngPcr9dZAe5Z4mNlaD46NGjTtcr/bLc26eeeirkOu81VEcR+xEiKSiAE0KIcwSzWH7xJiRUQkkUv7hdKu6F98B5BG/w1QOXNH7//XfTs2dPu+FHoRJxGBdQVle9enVbJkn5mldqR2nWypUrbW8SCpApDZv6pOJSOIc1S/BLiSdefniroZJJ4OQy8KW8lOxfQhYHeDiiUOnafzBa+Pjjj21mEBVZspsEUC57B5cvXx7v3q5bt86KEJE9FyIpyEZACCHOETbNkYIjDzaDfpAqZ4Ma/KA/j+CD0raUFpCIRlAXxRz7+uuvt5sw+rpcBW9A8EFWlZ4ajIsRzCE7Qxkl2QaM412YeBOAkJVJ7OF9jwsmT55sPfLImHMfkXZnc88aLlasmPOsJe+zxAJblEZdb/QRpSHDS78lB1iI5gQ//AAlqBUrVrSWB9hWoIzpMngDDlWmTp0aMchkjEIkFRl5CyHEOUJwxqY+oY2fH4I3oDQsnLvuussaGmMGjb+UiM/x48et9D0lTsi4k7GhRNE1BGxkFjyvsGDIDLJZpZ8rpXv0/G5uj08YmRik710bOycWxIX3vwVnOF1/pmAcj+Jkt27dzNVXX+086A0GsRfuL4crvPdZJ66tPjwQ8sHvjR7C4B44gk18CbFk8GjVqpXDkQq/oxJKIYQ4R5BHTwo0+/sRevQoyXJ9qu832CSTwXr++edt+SsiG0jf+yXDkC1bNrtJxcIiEmTl7r33Xudm3n4DwSGCN7zfyCIR0JENxCuM7CWbbJeQCUwsIPKD7QeB77fffpvge88F+B2yVseOHWuzWRy4oPDoJ+hPTQrcX5deesL/KIATQogYAX+w8I0g/VyY2xKgYC4rTkE5HZuop59+2sp8JyTG4aqPi8wpnmpkQCJBWSAbRoQbXEKv1sKFC23JLqIrflDwRM0R3zz6GH/44Qdz9913m88++8yWVCLh72e7Dz/YfhDkkt2lb8svsD4JfBAIwbolsTJGIaIdBXBCCJGMJ8BsILxyHTatiCKw2WnatKnzefZO9sPLr7BBYCPr2hzYbyRkfO6XTAiZQLJr4d6DwX1K9Ci5zNRMmzbNmtuT3SXQDZ5HnrtWZvUEJCiLJZPOOPE2o0S2du3arofmW+iZpXfw9ddft2befiCxPmQP15lLDzwPN27caA3G6SEU4kxRACeEEMkEDfMEapRlsbGmL47TfDaIZHEo73EJ2ZrwDQ+b/4R6bWIdv2dCuH+USKZJkybi62TeKLF0uWFlDSAYQjmb3+0EyA6ShcMn7PPPP3eeueQzhOygVwJLySwG2vzpGkpOsYggc899pfw0GD8E5n6EOeN3gVd2/8svv5i8efPaa9dee61zkRURPSiAE0KIZNzU0JCOuh3N6PTZ0JzOaXXz5s3V0yCSlYSM48Mhu+SKSy65xFoasEmNJij3dOFlBvgL0qeHoigZI3wmvaCIrO9DDz1kM18uA+LT9f36td/XNZh48zvhlVdeMffcc48ta2dtoELZo0cP27cqRFJQ3lYIIZJRrdDLhiDj7vVaUJpIr5lrUDXDfyhc3WzYsGHWW4pNhYjMr7/+agMh/nz11Vft5p4sTc6cOa0YhgtcBmZJhd4yPM38GMARhGTJksWWTEKHDh3MG2+8YUueUS50ucmn/JpsYOXKlQOiOWRSsYwgW8P3vPnmm87G6PcA7b333jOvvfaaLVNcsGCByZUrlxk8eLB9H9aoUcPZuPBl5GCPsvXgcmI+Q/hsESKpyAdOCCGSCX4Js2lAnW3mzJn2hNUTk0B+3jX4X0Vq7r/55pvNpEmTnIwpWkopETShnG3KlCkBtU4UC1GmFKF88skngQfBUfv27W12gfdf8Gs8XEJZZ7p06exzNvkcZPTv398GdW3btnU2LuYJjz+C32DFU55XqVLF9qv6ab0eOXLEWhsEP1wycuRIa4tC6S4COl4JMRUSrg+pdu7cGTGzS9bVT1YMwv8oAyeEEMlEv379TK1atcyAAQPsCXWJEiXsdTaqN954o/N53r17d0QvOMQldu3a5WRM0QB9Kb1797abwmDfMLzW2PSLUGrWrBlvSnr16uU7QQlEh8hIe5kRhEvoYeWQ4/bbb3fai4fCaELwWriaZ0pDwIHXGkqefK6E4/K+4tlIdpL3IQq7HlilPPvss87G5Y2BzCpZVPCCtrfeeivgCydEUlAAJ4QQyQSbPgIhTqA57fVgU+gHAQc2q4haILMdDKWAfixx8wv0cKEmGg4n6Qp84+M6uEgql156qQ0+KIOlT5UAHRD1wWbAFXiY8ZmBmEq4TD89Uk8++aSpXr26cQnlphi2k+1CtGn48OFm27ZttjcvOGhyAWWTkewNKG8n8HSd9UV4CLNxBGAox+b5d999l2TRJCFAJZRCCJGMUOYUHLwBMtuuBBGCYYPKxouyPzYLPFDGJMPksmTM72TIkCFiDyObaZTjRMJghB5JzREZdV5zyV133WWaNGliH6gBUnIHq1atciqNT1b3qquuMmXKlLGl15hR8+A5GRw+S1xnfrGHGDFihLn//vutDD4KvF27drUBCv5wLsH7ED+/cDi8cm3sfcstt9ixEbxRls3BAfeTEl7utxBJRSqUQgiRjBuHxPoYMIV2DSfmL774ou3LAzaq9Ce5MlSOBii7ov9t4sSJVhZ/6dKl1mONOeOhPrjEDzQIfsMPMMh8cc1lqR39UQQdlFKS1fJ6VrmflCk+99xzxiWrV6+2qrbBNgKU2fnBr5HsJZkjspf4XtIbSpk42S8CE69P1AWUI/KZhk9d48aN7dcIhPTt29c+r1evnrOxCZFcKIATQohkgnKYcFVKsjSc/CLk4CePH5rpEXBgIyYSh2xRy5YtrbAEAQcZB/58+OGH7bVgoQkR36uOYDfcbBwBmDvuuEN+YVFK8eLFba8ZHogoZZYsWdK8/PLL1j4FIZitW7c6HR9ZQII4T9kRQ/uePXvagM4l+/fvtwJXv/32mz3so3S9UqVKtg9ZiDNBAZwQQvzH0B+ClLofZN8p3fn666/txoYABFEOsnFsIBTMJc7mzZvNTz/9ZLML9Nhcd911KXTXog/mhw0qgRrqrAS9HgS/ZGrIeCGC4RIUY+nbIjtOhpWSWCToyaZT7uaSOXPmmHnz5tkMJoEwm32sSfzwvkOSn4MLLEmwTKEnD486Dq0GDRpkbQ78YpzNevVDCfvYsWNt/3G4SifCUqgXP/jgg87GJqIPBXBCCPEfw+aQE2rX8tqbNm2ym2YCEfqS6PthU8hmi6/ZRAiRHJDt8P5s165dyOEA5YmU7tI/lZjaYkrI9SPAUb9+fRu0URLIeqC/bPr06fbhykScgIhDHwI3RGEIiBEJIXNOLytZLj9BRonSYoSSyM6JUJibm266yb7X6DemDJaAl/cc1gaYti9atCigXCzE6VAAJ4QQ/zFstmj4Z5PjEmS1ybihbocgAtkRNqxk5J544gmzbt06p+PzK48//niir+PLJRI2yyazgLKj3yAoYjNNHyPrwlsPlD2jFOj1nqU09GhxoMLcoZxIDyaHP3xNVq5u3bqmW7duvsly+Q0/9iI3atTIZgLJ8kYCCwuqIPRZIpKKbASEECKZy8Y8OGFlE8ipOQGcaygXQ646POtBNoTTfRGZvXv3hnxNmRillIhg4AUnEgY/RK+PkMxSuMUAIhiuWLt2rbn11lvjXaekjXvrCmw9WKdeXxSy/Cjb0nPG+42MDb6ErgM4VGzpe0NsBQoXLmx7fVGkdEmbNm0S7UV2wfz58xP9HdC8eXPTokWLFB2TiG4UwAkhxH9kYEz5E+IN+MP5QTmOzXMk1T8EB4INqkUoU6dOjTiXKBfmy5dP05UIZHXJYBKQBMPhhmsjb1Qd169fH88ygL4zl76IZN2CD4L4HGGe6F+Fm2++2Xk2n34uskq1a9e2fXDevCHIgbAP/bWuSCiw9XqRXUCfMQq2CcFrOkQTZ4JKKIUQIkaglI3swhtvvGEDthUrVtgAs0aNGjYT4geRlWiCDA7BeSSPOHGSChUqWAETFFivvvrqeKVtLnt+kJUnEKFsDU84et7oE6WskhLFp59+2sm4CIoI2iiZJFuOd+Onn34aKHHG0oLDIpfvO/zUMBsP949EwOTNN98MZOX8hMteZO4n1RgJiamg1IpSpssDDRFdKAMnhBDJCL+AP/roo8AGBgU+lOP8IDWPL9Ldd99tS52OHDliT8nZFGbJksWMHz/e9fCiDpQ8vayIiAymxUuWLPFFBjocgkoyqWSNUCuknNLrOXMVvAFliVWqVLEG8gS8l1xySUjvFJ8tDRs2NK6DIYRWwuGzrkuXLsaPTJo0yWTKlMnZ3//FF1/YA7RIuCzZFdGJMnBCCJFMUI5133332VKYAgUKBLI0OXLkMJ999pkvyu0IOCZMmGAFG2iqL126tFVGwxNORAbVv/DyP7If3FN6vFAtFJEpW7aslZx3LcmfGPTnsXZZDxxu+MFOg4CSkkTGVq5cOXvI4idQm6SfrFmzZiHXUbLloMilINLpepHJHLrIwJ0O1yXFIrpQACeEEMkEwRubBUxkvZPe3bt3mwYNGthf4Gz4RfSB4XSk3kYEJejvCvY4E6Ggmti1a1fTp08fU6xYMXPRRReFvC4D4zODTA2ZOdeMHDnSioXw/qcnzxPqoP/t1VdfjRfYubCw8GsvshDJgQI4IYRIJih1+v777+1GNRiyXfQCccLvEnpqOMmvWrWq/ZreGvrhyDpQQpkrVy6n4xOpDy/zEN775gcRk7///tsqPM6ePTuiQqYLuflg+vXrZwVWPINn7APwrkN8hX49155hiPuQbfPKxemLIytHT604BVUOvMdQEu3Vq5ct0U2fPr2mSJwTCuCEECKZIOuG2IB3Iu3ByTT9Inv27HE615R1cnJO5mjBggW29wdJcsZMFmnKlClOx+dndu3aZZX/CDrYVOOjJ5ImNZ8Yt912m7NpfOihh+z4MPOOJLDiWqYfPzOy+XyezJw50wZwlD9/+OGHZvPmzebLL780fswQEly6VKHcv3+/nS9vvaIoymedq2wv5emUlGbPnt32QlN+nZCYiRBJRQGcEEIkExgCL1261Bpl33jjjQHFOEyyy5QpY8uLXMKp75o1a6ziZMeOHe1G4t133zWrVq2y5UX0iIhQmBvsAgjCwwMPgmGv11FEH5QiUtZMdtyPsPH/5ZdfbA8twSTCQ6+//rq9dtNNN8XzJ/QDVBuQcXKVWUVV9KmnnoqnNIl4CP15XjYzJSlfvrztq6QPlPJOMnAJ9Vk+//zzKT4+EZ2ocF8IIZKJIUOGWFELfmF7vT6IhqDMRl+Ia9g00JNHAMfpvSfOkTZtWnP48GHXw/MdCB8QqNE/gzw6/TOU/v38889WKh3DYgy9dZp++qwMhxrByqz0TiWkyJdSUNLmUpUwKePbsmWLDeAwoca8G3gPSuwiPhye4U2HKBP2BsHrlUoDMq1cS+nSUw7uunfvbisdyAhi1B6pb5bXFMCJpKIMnBBCJDOUy5Dp8vpCUGzzA2xsGBcqbfS8UYZFKeAnn3xipb8JRsQpyFLOmjXLZt8IcoMh4OVEHbl3/MREZDBOxrqCbJKXlV60aJGdPw4RyNa4gmzNxx9/bHtD/diTRCaJTf91111nli1bZksCOYT54IMPTP/+/W3A4jdcZuAI3ugzDrZcCKZOnTq2jBLfP1eczg9OiKSiAE4IIWIoE4IiIKf6lAXec8899jqnwxgGP/fcc66H6CvYiOIVRu9RJPy8kfYLZCk5wCBj6WUdyEo3adLEioTMnTvX2dg4yMDLjywNfY3hCpmu7+vx48dt5p71iu8b4wVsGS677DI7h37DZQB3/fXXW5uAypUrR3ydw5gWLVrYElQhoh0FcEIIcQ5QhvjCCy9YBcpwv7BwKMMT0dUjRQYpoQwq3mE33HCDTHgTgcwb2aNw+XbK2pg7/M78IjcfDgcbIn6ZeGLggYkRuYsAjuwk7ytKxCNBxQEVEaiPuoLsINUPXhBJ0IngC9lBIc4E9cAJIcQ5wOaUk3LvxD5cyc4joesusnALFy6MJ5vO+OgREac4ePBgosp1ZEFcW0P4HeaPjXN4AEdWiflzSTQEaO+9954VLiFbiXIsVh/0c6FQ6UKun+zf6UgogPqv4TAgvNQ5mDRp0lghGBfwWYvqKQEcQZu3HhBJQljlgQcesIGdX35PCP+jAE4IIc6Br776KvD866+/9vVcTps2zfbBEXSwsQ7eLCiASziIS2hTiNId5XciYdicNm7c2GZlgg2f8QtjQysSBpVTRC0wzH7xxRcDWS0ywwRxLgK4jRs3Gj/zxRdfJCiOw+GVKyiFpYSTfuNq1aqFvMY1+vf4Hu61EElBJZRCCJEMkIWjXGz58uWmaNGivpxTTn7vu+8+06dPH1+KNvgNBAcSOxH3gxm13zl27JgN1pBwp/eNOaPfkh5MTLTJiqQkqE5SvoahPSqPid1f176NhQsXtmu1Zs2aNltJfxmeZogNYfuBN6EfIKuVWOYrpU3jE8PVei1evLgNzlBfjQQqrQRwK1asSPGxiehEGTghhEgGEECgdMjPm3n6U1q1aqXg7Syyq+LsIFhjY4pSJ4IhkC9fPmfvQU8ABMhi+RmyXZ5wSTAEvS77uIDPOYJLAvM//vjDBsUEl926dbOCMGRdU5rgknA/KhMnJK4CvIbqqBBJRQGcEEIkE6g4IsdP34of/aWQc0eUg42WOD14wImzI6FMQzgpLemOT2Ok5+G9VGTSXUOfG+Og7y0YPOEQ43AJJZ3YL6DC+sQTTwSuU31AYOwigPNA2ZRy3XCvNYJOyndvvfXWFB8T1RmUcCbUH0g5th+ymCJ6UAAnhBDJxLBhw6wy4TXXXGM3XShT+kmWvGrVqracDaW2YsWKxZNNx3BcxOeCCy4wv//+ezzvJkzRuebnrKsrMC9mDZBBirY+QbIl2B+4vq+o2rZs2dKWKDKHiA8hdEE286233nI6tnfffde88cYbplKlSqZ58+aB65hkex6YrrjjjjsirlcCKF5zcV/Lly9vexp5RGL48OH2e4RIKgrghBAimaBXxc94J+W9evWK95p6uRImoQDk6NGjtkRQxIceN4INygARaGjQoIEvs9J+Bp83Mjd4N5IVRG6ewyFKUuvVq+e8HDuSvQZljJ4qryu83tRwOHAJP1RLyeoM+hYZw7PPPmtVKBnn6tWrzcCBA62hvEq2xZmgAE4IIWJEltzPPSJ+9rxiM0jGA58pD07xKdUKl8cXpzIK+B5OmTLFlkl27tzZZoApratSpYrk0pMIqrE8COBQjw3PKrkUWPn222/jlXdOmjQpYt9eSlC7du3AesX4PFggh/WKQIinhJrS8PdOmDDBNG3a1EyePDnkNcR0OOyoUKGCk7GJ6EQBnBBCJCOU6bCJQbCBckWyDpROXnXVVebaa6/VXEcRnucVJ+WINVBK6UHmDbEGrovIsIHGKoDHpk2bbFllixYtrBol/lfBAbFIHERf/KQci70BPYRk4jgYIlBfu3atLa389NNPnYzJsw9gvSJUQ/YyeL2WK1cupF8vpalVq5btQ/7yyy9DjLw50PDTvRXRgQI4IYRIJjjhRU2MjcRvv/1mNwsEcGxuMDNmc+OqlyYSjJMNBCfXKS3nHg14nlf0zXAPOSkX52bJwObadW8ZvlvR4HVGuR2BEqV1f/75Z7wMukubAzzo8JWkHJuyRMZZunRpe+2uu+5yMqbRo0fbPzlYoUzRVblkQlBaWr16dXvo4/dye+F/5AMnhBDJBMEbmxiU2YJ9m7777jvbv0JQ5wICkISyhYiukB2cM2dOggppIhQCkJUrV9ryMQV1CUOPoFdCOW/ePGtgTD/cPffckyTPrv+KpP7drkuO8WxkfVJ2yhoN7+tKSEUz1jl8+LA9KPCyWmR/p06dass+yXa5JGvWrPb3wXXXXed0HCL6UQAnhBDJBBktyiXxuQoO4NhAFChQwKrJ+Q3kq+mxYbzjxo1zPRxfggEvqp1spAnekCFfsGCB3SBSLoY4gQiFUskPPvjA5MiRw1oK8B7DPFskHdYkgS/Kjn6Dz7VFixaZzJkzxzsU4hBrw4YNzsZGkEZVAeqYjIfPXkooMT6nLxOBHVe0bdvWVjtgYi/EuaASSiGESCb4xUxAFA79Dpy8+pHLL7/cmu8+8MADrofiWyZOnGhVFIESMTKpSKXj94e6HN5SIhTKxMjostH/5ptv7CMSZOhc4Ue/sGAQyCGb5EdYA5FKYcm60hfnEg7RvP5V+pGzZctmli1bZsVDKPV0GcDR/0lGetasWaZMmTLxyjwJMIVICgrghBAimcBHjZ6QDz/80H5NyRO9bx07djT333+/b+eZzIjLfhq/Qy8Sm0CYPn26DXbpHSSzhKS7iM+jjz7qe6VJP/qFBTNixAjTqVMnG3RgkB3u28jhi8v+wS+++CIgHALM1+zZs20PmktQ7CR7CQiGkI2jbBYRE6ohXPLTTz/ZDCV4QiYefl8vwl8ogBNCiGQCP586derYDSEn57fddpvdIGLQ+uKLL/p2nr///ntb9ikiQ/8R5udXX321mTFjRsCMl41isDKlOAWKk37Hj35hwWTIkMFm9O+8886I43YRYHriG/z94T14BJgEb3wOugR/uo8++siqPhJkUrYICMG4CHqDkdebSC4UwAkhRDLBafTMmTNt3wqKlPg2USZTqVIlp3PMWCKxf/9+s2TJEtOnTx/fe9i5BOGNunXr2gCOjStiNfDDDz/IBy4K8bNfWDD0DRIU0ZsaScTEBZ6wS548eWwPnB/7GslYIhpF4MZnLwdoXjbOlUddOIjTYDVDmS52BwkdJgiREBIxEUKIcwRBC07tUdnzGDNmjA2KyNJwaj106FBnUv3BEu7hsAHDZoAyT20gEoZemi1bttjyyezZswfuMVkSJNVFdAXk3v0jMA/3CyOLhAWI6+AEkRx6txDhEGfGjh07bPUDAjCe6ujChQttBo7eQlfwe4L3HJk4Pm/XrVtn+0Qpx0bR1nX2UkQPCuCEEOIcuffee60SIUEQIDFP5o0So0KFCpkBAwaYZs2amR49ejiZ64T6PtjMSAZfxCo9e/b0pV+YB9kZsklextdv/P3331achj7fY8eOhbzWqlUrZ+Pye28opZxvvfWW/d3gKRVT6slBGgb3QiQFBXBCCHGOUFqHOuENN9xgv0aZkI0NpZSeiiHZOPqoUhoa5hEWIFBDYIUNq+ePJJKONqsipeFzg0Of9u3bWxuLcBGT4sWLO7spZAbxqaPCgLWRKVMmK9PPZws9wC5tBGDx4sVWTCpScOlS+RQxJII1MoPBVjPMF/eTsnshkoJ64IQQ4hzZu3ev7VHxIHgjK+dRtmxZW37ngtWrV9sNFgEcGQe8kRTAJe9mVdmG6CH4QIN+qMTKhpGjd8mDDz5o/6S8zsMrhXYlYuJBf1n16tWtXQS9vwghEWBit9G6dWvjEvwHyXTdfffdtu8NXzgUH//44w8rbOISPj8iff6iAuyqxF5EJwrghBDiHCF427hxozUt5rSXjR/BksfBgwfjnZ6nFCVLlrQ9P7fccovd+L388svm0ksvjfi9lGuJ6NqsijODfkVvo+wpKvoVPlP8yvLly83rr79u+8tQYsX/jUxS//79bem4JxTjAkSZ8IFr2bKlzXJh9YHoCmXsVEu4pGLFiubdd981L7zwgv2aQBxhGOYN6wohkopKKIUQ4hzBGJZSmH79+ln5asQRtm/fbgUR4P333zevvPKKVW1LadauXWvLN1E8I7AsXLhwPONibyPhOuPgVxAqQXESMQmeI1pD/wrX2Kxi6i1ELJE1a1bz3Xffmeuuu856IiLSRMaLtUD/L5kmV9DTSC8ZYjSZM2c2X3/9tS1BpRoBSwbETVz6wKGMSSZ4zpw51juUsZKBwzxedi4iqSgDJ4QQ5winqZw44/tGdosAzgve4O2337ZlPC4g6KCkCDgtp3ws3LhYJA7ZNk/Jjrmjr4YAjmycq9JYkTrBKJvya95zwabZkWDz7wrKTzmQIoDjc4/sPWXF7733njUddwnlsVQ9wLXXXmuDJgI4DNopg3YJc0M557Bhw2x2kJ43fneQLXSdHRTRhTJwQgiRTOCrRgAXbu7M6SrXg4M6ET0QfOMXhrcU8vL4hNH3xmaV/kcycSI6YHOfVLsM1m1Kw0EBEvgcFHiHBpFw3QOHSAhBEmV/qCrSc+Zl5EaNGmVLt13BOkVQClVHDtfIDlI6i0cnmS+XIiZCJBcK4IQQIoZU7caPH29PgIHSJzY7derUcT00X5PYZpXsKopyIjogOx7sydW7d29b+ueZPVMei0pgt27dbO+jC8jw0k8rX8azg8D7yJEj5pprrgn0l3nrtWvXrs6tUzj0IcilpBMoa6dPGXEkIZKKAjghhEjlsIl56KGHbABH0OYZ2bKBWL9+vTWnJrDThjE+CL8wR4jTUI4aqX9QRCf333+/DcqfeuqpkOuUt82aNcv2s7qADD59Wn4udaaXjEwWPaHBHDhwwIrD0N/lgt9++81m2livlHa6LucMZ+7cuVYQifJrz3ZmyZIltrwTKxq8/4RICgrghBAilYMiG5kGsg/VqlULeY0+G05/yTi0adPG2Rj9qgJIn5Hn35c9e3YzefLkwMZLRDeUNaOmmD9//pDrBOyUALry5Aouo/QrCY2RDDV9Z8ePH0/xMX311Vf28+3w4cP2aw5byJCjFusX6MUj2zty5MhAqT2lsC1atLBZwpUrV7oeoogSEi6wFkIIkSoYPXq0GTBgQLzgDQhQKDFioyNCwUD5xIkTZuzYsWbSpEk2gEOKXKQOUCj8+OOP413nGq+5xK/ZcPo/eQAHG97XPPBLpDSQAM4FHELdddddZtu2bbY8ln7VDh06GD/B4UC7du1C+qR5Tr8erwmRVJSBE0KIVE66dOmsnUDOnDkjvr5p0yZbVumdXIuTZMuWzQZueOgBZW0EcZSJIVUuopt33nnHNGnSxKo+3nTTTfYagjQzZswwb775phWucZXdatq0aUTD52AGDRpkXIzNCy4pL470WYNoSLD5eEpBOSdZLHrKAMXJyy+/3Bp4uw7IPSpUqGAPhsI9CCnXfemll6zHpBBJQcX8QgiRymFTRY9FQgEcAUnatGlTfFx+h3IwhA88kPlmLrmOMbCIbgjQsIMYMmRIQJmQr+fNmxcI6FxBKV1iqrWuMnSUFRO4Ydq9cOFC6wfnwXgpqQxX4U0p+BzLkiVL4GsCYNYr6sAuAzgvYwmo17Zu3dpm28qVK2evEbQNHz7cBnBCJBVl4IQQIpVTtWpVG7zRdxGJ5s2bW+W76dOnp/jY/AwbURQ7gzepZODY4GMS7MEpvxCx1APn13mjzxeBEA/Em1555RVz1VVXOfPP87KWkTKWfrKGENGFAjghhEjlUFZ0++2327KdZ5991pZLsplAhXLgwIG25wcBAMp7RORyMQ/mLbiETJuu6ObXX3+1PaIbNmywG32Cps8//9weeBQpUsTJmKJBhZJAiWwXh0NAr9kbb7xhyxdRtM2VK1eKjykx3zwPF+uVEvWk4mLeRHSiAE4IIWKAqVOn2r6acHNiPJFef/11K6kuQvnmm2+SNCXIlYvovL/0v3Fwgbw7BxqUBlLKhvcf/Y8uiIYMHJYaZPSxE8A7r1KlSjYA/vTTT636o8yyhfhvUQAnhBAxAk39mBSvW7fOfo0nXJUqVU4rliBEagQ5dzwQUQC87LLLzI8//hjo7apdu7bZunVrio+pdOnS5pFHHjFPPvmkVYclY+7H9cmY1qxZYzOVHTt2tBnDd99916xatcpm+3fu3Ol6iL5l+/bttgybXlo8OoOhR06IpKAATgghhEiEpUuXmosuush6OAElp5TdUS7Wo0ePRMUmhL994BALQZAmOIDDDJoy4yNHjqT4mBDd4ICFXks/l1IyJg6DSpUqZR8EwQSelKSWKFHCmYeeX8s7g5VPsSLhMwNhleASbZ5TyitEUpAKpRBCxBCzZ8+2j0inv/KCiwwbrk6dOtkAjg1WvXr1TK1atczEiRNtVpPSMRF9IDtPgBSuKIqfmSsvMwzEGzVqZK0r6LF8+eWXbaAZieeff964Ar81LBgI3hD6ue++++x1MnDBAj8u6NOnT0CwifJOFB4HDx5syzvbtm3rtLwTrzruW+fOnZPUsydEQiiAE0KIGKFnz56mV69e5oYbbrCS+H41C/YbbFDZWANB26233mrGjRtn5s+fb4M5BXDRCfeO8j/uKWuBAw3uKWWLjz76qLMMTffu3W2wwZgQVKGnLBxecxnAERR17drVbNmyxUyePDkg079kyRKr/OgSxpQ/f/6Avxr9vfT/0utIeadLOPDhfafgTZwrKqEUQogYgaCNvhpKnUTSwSaAjSmecGQeqlWrZr2csF5AzEEG6NHJsWPHTMuWLW3QhDIhgRJ/Pvzww/aaKz+zaBIz8SN+Lu+knDNTpkw2oy/EuaAATgghYgROyRFoyJcvn+uhRBUo7eXIkcNUrlzZNG7c2Pz888/2hB8Vw8cee8z2TInogvJEMjV4/O3atcv2wrGxZ8MfbN4uQuEA6Omnn7a9ekDGkox+mjRp7NcHDx60Wc0RI0Y4m7r69etbgRXuJT1vHLTw2ffJJ5+YLl26mJ9++snZ2Dgg4ACIQx9KsumtDWbQoEHOxiaiCwVwQggRI7Cxop+GPgyRdBC3YFPIhp/TfErcgI3s7t27bTmliC4ol0ybNq3t2fJrwEZpJwEIJbyeaizZwTp16jgbU7iwCtnp5cuXW/EX+OOPP8w111zj1JB63759gfJO1Dzvuecee511i3jIc88952xsvXv3tqWvZO4xFw8XMZkzZ46zsYnoQgGcEELECJT9IfVdvHhx+9Dp77mBSiEb2vB5FNEBRt2jRo0y5cqVM34LLukjI4AjaEMRE/CpW79+vbU+ILBz0cMaXtYZrN7plwDOz+C7iaBKw4YNXQ9FRDmSwBFCiBhhxYoVVoyDTRhlRKjteQ9O0UVkKJPE6DkcMjgK3qIXDLvbt2/vtKQuEq+++qqZNWuWLfmjFBAhDh5r1641U6dONTNnzrTfIyKDCiZiTWTg/AalpoipCHGuKAMnhBBCJELNmjXN9OnTrX8UEu8EdK5k5kXyZkNQBTxx4oQtrfP6ujz27NnjZLrJjrdp08Y8/vjjEV8na0gAx4FMShMNGThUYRGhITC/4447bN8qth9en55L+vbta0tQhwwZ4nooIspRACeEEDHI1q1b7Z8YBovTs3PnTvPee+9Zk2BETBA0YYNNcKcsXHTCvUwMAnUXEEiSbcuZM2fE1zdt2mTLKl2onxLA0cfledPRV0sWE+NsT8SEHi8/lFAuXbrUBnKUm3rqoqzZ0qVLOxsTgSR9boiqUMIb/tnh0qNORBcK4IQQIkagt4bN18CBAwNS2pygt2vXzjb2y5so6RvD0aNHm7feestuZBs0aGBatGjhWzEMEV0gM//111/bTFwkUMzEi3Dv3r1OyhOT0nu3ceNG4xeOHz9uVTEJNnmO+mOrVq1sNj2l+wj5OxODzxUhkoKMvIUQIkYgSKP8it4frw9j3rx5pkePHlaQ48UXX3Q9RN9D+RM9SDwQMLnvvvvshrpw4cJWYr1t27auhyhOw/bt261cO5kiVBSD2b9/vz3kwMwblUAXlC9f3owcOdI+EjLR5ntcEE2WGQRr9AwSFLFeEauhnJLqA+wE6DNMaQVZBWgiuVAGTgghYgR6U1577TXzv//9L+T6xx9/bDNI27ZtczY2v28EEZRg8/Xll1/azEiTJk1sSZYXALBRpDzLRVZEnBkEZwcOHDBvvPFGxNebN29urrjiCtOvXz8nU/vdd9+Z22+/3ZbnMlbKJfGtQ4WS7Dnr9auvvpIYxmky5JROUlXw6KOP2vXqqXkC/XFly5Z1UoYqRHKgDJwQQsQIiDIEb2I8uOZKsCEauPrqqwPS7hiho+QZDmIJGTJkcDI+cWbMmDHDHmQkBBv+J554wlkAd/PNN5sJEyaYpk2bmsmTJ8cTXiEwcaFkeCbCG5QouoLA7K677rIZzIR6VPPkyWPq1auX4mPj702sbHPDhg0pOh4RvSgDJ4QQMcJNN91kH+EbMQypFy1aZL7//ntnY/MziJfgvYVtgIh+LrnkEpvNSkgkZPPmzaZQoULm77//Ni5BIZOMb7CRd5UqVUz69OmdjIfgIykQoLgMRBB5QTHWj4TbP5Ddx8aFQwXEYDp16uRsbCK6UAAnhBAxwjfffGOqVq1qN65eD82CBQusXxIy+RUrVnQ9RCH+c1BMRO0PIZBI4PlXu3Zts2vXLmd3g439PffcYzOFEsdJ/dDXuHjxYvXIiSSjAE4IIWJMwIHNAgbBQKaB/jf640TCsLn68MMPbXbm2LFjIa9J+ju64BCD9/ubb74Z8XX6pVgnHGq4JGvWrLYfTgHcmYFlwODBgxNcr34sFydjSWk2vZlCJAX1wAkhRAzBxlVqk2fGBx98YPui7r77blvSRhkbZW2YFuPrJKILhEHokUKohLI1T22S+4mSKN5h3GfXYE/hqcb6EdQcEfeJFCSh8umKnj17WosP7FG6du1q1XdRz/zoo4+s8qgfmTRpkrWPECKpKAMnhBCpmBUrVpiiRYtaNTaeJ0ZCvlOxDvPSrFkz07JlS+ub9+OPP9p+IK4hcMKGUUQXr7/+umndurUtVURJlL4tLAQQvCB78+STT7oeou1Nfffdd20GrkyZMrZ3zy9B0uzZs62abd68eW02n88YgiTUMjHKxqzaFfny5bN9vmRaWa/Lly8PXKPPN6WtA4IpVapUiIgJ87Vjxw6zc+dO61WHcI0QSUEBnBBCpGII3NggXHnllfY5mwc2DeFwndIjER82zqtWrbImxpkzZ7Ymy5gBI4Rx5513Wm84EX1gm0GZ3fr16+2aQCSkTp06Jnv27MYPoGyaEKxXl0HSjTfeaO699157eOEdavAZU79+fdu75zIADhap4YDls88+s0ElZYoEUATqrsBzMziA4zOZUllsIyIpBAuRECqhFEKIVMzGjRvtBsF7Ls4cpNsPHjxon1977bXWQ4oAbt++fVYpUEQn3Es/G6/j9eZXCJCwM4ALL7zQ+qldeumlplevXqZGjRpOAzgCcA5VCODIvFEOSwCH0m6aNGmMSwjghEgOFMAJIUQqJlhOG3ltPKbYcAVz4sQJK5bgV+lt16BWOHPmTBu0YSdA6R3ZD65VqlTJ9fDEObBu3TobKP3555/W6y8Yv/RLkSH89ddf7fswXbp0NluYmJdYSmW5vL43slyMr0iRIvZrl+qdQF8qJZ5YplCG6vUS0qvnKmD3qh8Sg9f5LBYiKaiEUgghYoQLLrjAnkxT6hTM7t277TWVUEYG1bojR45YARg2+QhdeOqAiCSQoRPRByqUZIqwFciWLVvIBpvnS5cudTo+1mXdunVtgMl4CDbpOXv88cfte27gwIHOxoZBNj1mGJ4jCvPxxx+bhg0bWkVWxjZr1izjF7BK4cF6rV69upMxMD8Jwdjoz+Ozhc8ZIZKCAjghhIgROAVGac8rqfRAUfGGG26QhLWIKcg4Y6HRsWNH40dQPiUziKIidh/0mRHAffHFF+aZZ56xfZmuoJ/sr7/+sgI/GJ6j+OgdaiCuomz+6Vm7dq017p42bZrtHaT8VPMmkopKKIUQIpWDKTFwis8peXAfCFk31CkprRSRQfSAcklU9phDNtGUTqJeKKKXvXv32pJYv0LvFsFauKgKQRLl0C5hDQSXU2I47hcobyYT6K1XFGMRp0nIuD2lwWOwe/fuZsyYMdaaBJVMVDyFOBMUwAkhRCoHvyugdwbFOPpoPC6++GJTrlw5Wwol4jN27Fjz1FNPxctOMqdsWh988EFNW5RC8EaQ1Lx5c+NHyGylT58+YkmvazEOQMQH/zL63/DTw8eMslN89RCIcQH38o033rBlnKiK8plHZnD48OE22zp06FDj8iCoT58+dgyYdtOnV7FiRWfjEdGNAjghhEjljB492v6JDD79KuF+UiIybEYbNWpky5sQP0Dmmw3hzz//bF555RXzyCOP2GslSpTQFEYh+fPnN926dbPeYAjU4AEXTKtWrYxL2NzjA/fCCy/Yr8kmeT2YiVkMpARk7StXrmwPMsh0cQBEAEfmC7EQxp3STJ061X7Wvf322+axxx4L9DQyZ5iz0++IgTv+dSkN96xfv3621xL1TpQ6hTgX1AMnhBBCRIDgjT6fiRMnRpwfyrIoo2TDKKIPSusSgs0/fV4uwa6CUl3PGJvAg743MnDz58+3EvmuIHhjXAQmng8cZZVkux5++GEb1KU0zA9KmH379o34Or2OmI4nJijyX/YfU/nAvCEmlRAEwEIkBWXghBAihqDkCfNiTsk9GXAP16p7foNN8ogRIxIt16IsS0QnfvdFpC8KgaFhw4bZIInDBPpZW7ZsaaX7XYKn2uuvvx7vOqWTO3bscDImPr9QhU0I5u7+++83rgRpXFs/iNSFAjghhIgRkKp+7rnnrJAJp9BkmOhfYTPGplDEFxugjyYheG3btm2atiiHgwyCOTJa4R6JrqFEkTXrN+jBC+8LBQLOcJXblAL/uXDBl2B4DWsGF1DCKURycn6y/jQhhBC+hWwSDf400SNe0qFDB6uuSK8PDfYilEOHDpm0adMmuomVb1N039/GjRtboRBK78hKA+bPL730kvGLUubLL79sx8kD7zdKKF1DuSKy98ePH7dfk11i/ihTdJXlIhAP72MMhuA8vOpAiGhFPXBCCBEjsFFdvXq19RrCuJvgDQEODIJRonR1Ou1X6FtB6ttT8YykwkcWUwbo0Unr1q1tmSyCNPfcc48V5qCPi+x0jx49zLJly5yOb+7cudZ4mvcfPo2wZMkS+77DO8ylLD4HPvSALl682Bw8eNCa3FM6yefI559/7kQoifXatGnTiMqdXsCOebvWq0gN+KtWQAghxH8GCmic3hPA5cyZ06rvEcBRPoa6oogPanaJob6W6OWjjz4yEyZMsEFH8H0kG0dpsWsoa8amYuTIkQHhC4IP+i55beXKlc7GRlDJAdC8efNs4Et/HqImiHS4goAWc+zTfY8QqQEFcEIIESPceeed5pNPPjGlSpWymSOk8RE14RTdM/sWp0B+XKRedu7caTPRkfzX/BCYr1+/3q7PYNVCnj/zzDNOZPojccstt9hHsJDI888/bz799NMUH8vXX3+d4n+nEK5QACeEEDEC/W9eUMIJfubMma3sN/0szZo1cz08IVIUyhI/++wz2/MGXtD21ltvmfLlyzu/G2S0KHkuUKBAyHWuufQe/OKLL2z2jT7aJk2a2LJT5Pk7depkSzvvvvtuZ2MTIlZQACeEEDECPSI8POrVq2cfInHw4KJU7Pfff7fzx4aVoPe6667T1EUxffr0Mffee681Zj9x4oR59dVX7XMONb755hsnY6Ic0QNxIfr0yMRR5gmUPQ8fPtyZyMqoUaMCpt0IrBDsDho0yAbBlHviXVeoUCHjCtYoJafh67VmzZpWfTcxDzYhogmJmAghRIzARua2224zr732mlVQDJbfvvHGG50bF/uNP//804pIUGLKRpDsJeWnWAdQfkcpG0bGInqh141gCCNqr48LJcVixYo5GQ/vMzKBp+tJ5XtciHEUL17cPPLII6Z9+/Zm8uTJ5oEHHrDBJd6SiUn4pwSsU3rw8ufPb02zFyxYYE3FUZ4ka1i4cGEzY8YM66knRLSjAE4IIWIENodsbjJkyGB74RA1gT/++MOqyEmdLRSyk0ePHrVKlAS8zz77rPW+4muycnXr1jXdunWzWRIhkoNNmzYl+XsRI0ppUJdctWqVyZ07tw0yWRdfffWVqVChgnENvXh33XWX6d69u/167Nix1gSdrCXZQnqAETEh0ypEtKMATgghYgTKh7AMIBD54YcfrApf2bJlFcAlorRHOR2qhJ64RcaMGW3G8vLLL7cbxN69e9v+HxGdcGgxdepU21cGZGlq1KjhO0NvPx0CYRfgib+QzSJ7SXbfNdgHUMLpjYWMOT6OW7ZsMVdddZXt26OMkgy6ENGOPqGEECJG4MT80ksvNVOmTDGdO3e25ZQIm3BqLeJDdiFYjZDNKxt++qXg5ptvNr/99pumLkohk0QvIwGJJxTSr18/kzVrVivGUbRoUddDNNu3b7f9XJTzhqui0iPnAvre+BwB1sI777xjsmTJ4nxsBJX0vXkBHJUFjI/DFqBn1Q8m6EIkB8rACSFEDGXg2OB4p+dkkBAkeOihh2xZoEooQ8FawTPzRnGvQ4cOVh6dLCaQxUQcgTkV0QdKkwRr3F8yq0CpHVkaehzJvrqEwAh1WN57KMYGHybw3EXPKqWTp7NYcDW2Nm3amNmzZ5sBAwbYw5cXXnjBHlpR4gn0waG+iyiMENGOAjghhIjR8ieg0b9WrVp2w6oALhQ2oVWqVLF9SWxK6f+ZOHFiwKyYDTbGwX379k3hOymSA4QuEL7wSmQ9KMOjtPjw4cNOJzpHjhymefPmNlserB4rIoMITePGjW2FAZ9lBOgcUuXJk8e+/uWXX5r9+/db4RUhoh0FcEIIEeNQakQfFyWVIpRDhw6Z+fPnWzET1PbCS8VE9IKX2uDBg624RTAI1CBMs3LlSuMSsm4LFy40+fLlM37i+PHj5p577rFqtn600jhy5IgtnfTKPIVIjSiAE0IIIUTMMX36dFsW26NHjxCftV69ellrAVQNPbw+qpSEseG3hkG236D0lBJTPwZwkaCU8nSln0JEEwrghBAiFYOvFX0h9PjgYZbYJmbp0qUpOrZoAxVK/K7oobn66qtt7yBZEhGdBJcleuvC818L/tqV5xp/Z7Vq1WwpJ750F110UcjrGGi7om3btrbPzJWheCTIkj/33HM2a1m1alXr54dKrDdGBGvIGroIxoVIbqRCKYQQqRgk0T3TbgQ3RNJBUh4FQLIgSJFXrFjR7Nu3z1x//fXWABqRBDI2Xo+NiC48cQu/Qm8lwhueQma4iIlLKFF8++23zaxZs0yZMmVsf6jr4JJewQkTJgREmTZv3mxFh15//XUbrD///POma9euZsiQISk+NiGSG2XghBBCiNOIvjRo0MBs3LjRlt3hD4dgAuIvlJKNGzdO8yeSHbLm9Oihiuk37rjjjgRfI7ikjzClyZkzpw0qERlCgIjyTgRNOMQCfOBQ3ZX1h0gNKAMnhBBCnAbUOim/IngDBBJ69uxp6tWrp7mLUhYtWmTGjx9vfvnlF/s1mS6yNzfccIPxA2TOK1SoYPyIH7OXu3btstlxwAsO25T8+fMHXiegQ21XiNSAdGmFECIVwyk+JYBJeYj4eKVqKNvR9xbMtddeqw1hlIJAyE033WRNqbdu3WofmNpzjd4pP4AS5tChQ42foR+UMk/PcsHrIXQBGTgOWrzgnLVLP5wHvo2sWSFSA8rACSFEKuaVV15xPYSoplKlSubCCy80Bw4csJ5vRYsWDbyGP5xETKIP+qMIjOiFwijbEwdBHn/kyJE2gMMb7tFHH3U6ToIPShHp42I84SImlAe6Yvfu3aZu3bo2E0eghLk9WS982Dg0GjhwYIqPCc88yk0JypcsWWJefvll06VLF2uRQjk097Zdu3YpPi4h/gsUwAkhRCrmsccecz2EqKV79+4hX4f7Sk2bNs0Km4joYvjw4aZPnz7mqaeeCrlOgNSqVSsr0DFs2DDnAVyGDBlM7dq1jR9BhZL5QiikUKFCgesPPvigeeaZZ5wEcG3atLH9qmThHn/8cVsOi3on4iX4OTJmVCqFSA1IxEQIIVIxZI482WyeJ4bktUUsgGIiJt1kjCKBAAYbf2wjRGSyZctmSycxQ7/sssvMjz/+aOeTuStevLgV+RFC/HeoB04IIVIxlDP9+eefgRN9vg5/eNfF6UH0Qhv76AZxi2PHjiX4OqWUfI9IGNZA+vTp413fs2dPwLbED+ABh/WHEKkNlVAKIUQqhh4aT6DEj8px0QY9UwhdJJS9EdFhbv/+++9bH79IvPfee/Z7XIO/YGJ+b2S7XEHp8LvvvhuYQ8b577//mv79+ydqMZDSUCpLrx6HVEKkJhTACSFEKua2224L2RDmyJEj3qYQ5TiMqsXpcamyJ5KHZ5991praHz161IpaXHXVVfY6nn/0biH8M3XqVOfTTU9XeGZw2bJlZsaMGaZ9+/bGJQRqCPwsXrzYZjNR9Vy1apXNwM2fP9/4Ba1XkVpRD5wQQsQIlIX9/vvvttE/XFGOa//884+zsUULwf0+InpBhZJADsESz9tv//79VnGU4AQJfz+LsBA4jR492uk4mC/EXlgP9LyRtWzZsmU8uw2XaL2K1IoCOCGEiBGQ0v7jjz9M1qxZQ64jh1+4cGH1diWBefPmmbJly/qqz0ecHXi/TZw40UrgAybQ999/v81S+xlKJ0uWLHlaUSJhbGUB3m989gmRmlAJpRBCpHKQ9QZKJ7t16xYiPkDWDYNbNoQi8WwDJXYEv5h6K4CLTsgSzZ4924r2vP322zYLF0mMw89MmjQp0Nfqkr1795pRo0aZ1atX2685BGrUqJHzsZFVpZyT9QqUdTK2cB89IaIZZeCEECKV44kKfPPNN6Z8+fLm4osvDrzG89y5c9uN7HXXXedwlP4EU+BBgwZZE+9gChQoYPunMC4W0UO6dOlsxi179uy2pNgLyv1IqVKlQvpV6edivDt37jQjRowwTZs2dTa2uXPnmurVq9vy0xtuuMFewzwbxUf8EW+99dYUHxMiKni+UWLKgUswjBPfv549eyobJ1IFysAJIUQqx1Of5HT81Vdfld9bEhkwYIDp0aOHNXe+++67A2IXlKF++eWXtk+KLATBr4gOyDSzDm655RYbEHGPww3aPQgGXFKjRo2QAI4yQILN22+/3RQsWNDp2Oh1w7R75MiRAcsFsvktWrSwr+Gzl9J06tTJvPPOO9Y6INJ6pfoAwZV+/fql+NiESG6UgRNCCCEikCtXLrvBR4Y8EhMmTLBqgJs3b9b8RQlkUrt3725+/fVXs3TpUltah3BJOAROvC4SzmQuX77cZqLD55cg+fDhw07MxceMGWODt0hgPP7oo4/agE6IaEcZOCGESOWEl2IFlxUh3EAmiY2sCAUD9GLFiiU4Lby2a9cuTVsUQcDxwQcfBDJa9MOFq7K6hnEl5v8GvE6vl8teQnrfwgM4rpUoUcLJmA4ePGiuueaaBF9HHRMDciFSA8rACSFEKoe+j0jQr0KW4fvvv7eG3xUqVEjxsfkZ+njwzkOoITxLQ7nY448/bn777TfbWyhEcvHxxx8n+NqCBQvMkCFDbL8XYjopyYoVK0ICNbzfnn76aVOuXDl7jc8R+s8oYaS8MqWpWrWqDWoxac+SJUvIaxy0PPLII7bc89NPP03xsQmR3CiAE0KIGOe5556zmy+yESJ0w0o5FgbKBHPBPTWIOCAAQ29N0aJFNW1RCBYC48ePN7/88ov9mmz0ww8/bOrUqWP8BqWJ9HghEFK/fn3Tq1cvW+LrIjN4OnNsvseFpySWAffdd59Zs2aNzY4Hr1d68qgyIHjzu02EEElBAZwQQsQ4SG6jVEnJoIhfljV27Fgb4Hqy5PTaoObJZv/yyy/XlEUZZK8eeughG8ARtHmCIGSV1q9fbx544AEb2J2ujDEl2L59u+3Z83q7+vbt6+zAAL/IpJLSwWXwvaXXLdJ6rVKlihQoRapBAZwQQsQ4nFijyqd+LhELDB482PTu3dsGRdWqVQt57ZNPPrEqlSgWtmnTxtkYkcHv06ePGTp0qBUFQTmxYsWKzsYjhPAXCuCEECLGYaM4Y8YMWxYo4kM5mCeVDhifHz161J7qyxw4+ihevLgNzuhhjAQ9j9htBPd8pST9+/e3ARuZI9YmdgJ+hOzgvHnzbOaezFcwWG+4hh5fsqyoxJIRJLOKcJMQqQEFcEIIkcpB9CChU37Mdz/77DPz+eefm8qVK6f42PzM77//bjd9lGMh8PLRRx9ZIYTp06fb1zE+//rrr626nYguCXx6ynLmzJlgqSBllS6k8L1eM8bIegw+OAhnypQpxhX4rTVr1sz2gWbOnDmk3JTnGzZsSPEx1a5dO9DDSFk4fnmMJW/evFZsiOeINRUqVCjFxyZEcqMATgghUjkoKUaC/i1kwNu2bWuzSSIUPKPwC0M8AmU7RBLYUNMfRVaOzSLlbcOGDdPURRGZMmWygTeZuEggeIFoDSbtLmjYsGGS+u9Gjx5tXIEQSPPmzU3nzp1901fGff3uu+9s8I2YScaMGe0cEWQiRPTkk0/aNUyPnBDRjgI4IYQQIgJ4SpHlQCZ9z549Vpp85syZplKlSvZ1TvOfeOIJG+SJ6AG5ebJvI0eOjPg6gQlld16mVcSHrNvChQtNvnz5fDM96dOnt8E3Y2LtUlmAB6YHaqM33nijLa0UItrxx7GJEEII4TPIwFx77bWB0302iMHqevnz57dlliL6bDPoc6tbt64NQg4cOGDLiSmVpWT27bfftt8jEqZx48a2v8xPkFHlUAXoHwxXzeRrSlOFSA2EOpMKIYRItTzzzDMRr1OulTZtWhuQIJhAsCKMufLKK22A5vlGPfXUUyFzQ4B3ySWXaKqijJtvvtlMmDDBNG3a1EyePDnkNcruKJGVqX3iYGeAgifiR3iuhYv5DBo0yKQ0KIdS9sxYEFGhNHz37t22542eR+wY6GEVIjWgEkohhIgR8HpbunSp7d+i980rK6Kvi74RNjkEcyjLYXob6xDM3nnnnaZ169YRXx8+fLgtsZQBenRy6NAha8QebOSNVxiZVpE42DA8//zz9nMEw+xwERMvE5bSEJCjMIpCZrDheJo0aWxp7Msvv5yoMIwQ0YICOCGEiBFeeeUV8+2339rGfs+AmtKxJk2aWB84+rkQ5kB9T43+p4fyOzb7royVxdmDqMU999xjXnvtNasmKs4MMpX46SG44jc4oOKgCiVM7A1QiS1Tpoy57LLLXA9NiGRDAZwQQsQI9HMhwhGeXUNym8zDtm3b7MaH5zL1FqmdrFmzWtVCBXBnDj1mHAZp7oRwg0RMhBAiRiDbhuluODt37rRCDpAhQwZz7NgxB6PzN++9957ti0LdzhNHIKP58ccfux6aOEsaNGhgxUzEmUNZ8dChQ329XqkqCF6vZAy1XkVqQSImQggRQz1djz/+uBk4cKApW7asvbZo0SLz7LPPmpo1awbKAukFEqdAbp5+H3prXnzxRVui5QW7BHHMq4g+Tpw4YRUnZ82aZUvswgVpXAhxRAt8TtDn9umnn5oiRYrEEzFxaTKe0Hql7FPrVaQWVEIphBAxwl9//WWV2d599127eYULL7zQPPbYY/Z0mg3s8uXL7XUMqsVJKDnt06ePDXLpo/nxxx9N3rx5zU8//WRuv/12lZtGsahPQrgU4ogGGjVq5FuTca1XEQsogBNCiBgM5GjwBwKRSy+91PWQfA3eUWvWrLEecMEB3Lp166z3FKIvQgh/oPUqYgH1wAkhRIxBwEbgwUPB2+nJkydPIDMZDB5YeEyJ6Gb9+vVWddULxIPl50X0ofUqYgH1wAkhRIzw999/m5deesn6liFmgsR2MF5WTsQ3QG/ZsqU5cuSI3dzT/4PZM2bGb731lqYrSsHkuW7duuarr76yJZNkVMmsNm7c2PZL0SsqEg6Sgr3fwnH5WaL1KmIBBXBCCBEj4Pf2zTffmEceecR6IyW2AROh80ZZVteuXa35M155qNu9+uqrpl69epqqKIV+UMQ3Nm/eHJJJffDBB20QoAAuYRAICffVW7Zsmc1Kt2/f3rhE61XEAuqBE0KIGAHVxM8++8zK4YuzgwCOHsIrr7xSU5gKvMwonSxRokRIbyPZI8qLuc/izBg+fLhZvHixUxGTYLReRWpFPXBCCBEjUBaWKVMm18OIatKnT6/gLRWVFHM/w9mzZ49JkyaNkzFFO/fee6+ZPHmy8QtaryK1ogBOCCFihBdeeMH6I3EqLc6sV4oeOOTJs2TJYoPg4IeITipWrGgtNTwoKaYvtH///olaDIiEmTRpkvM1ofUqYgH1wAkhRIxAT8+vv/5qrrrqKpM7d+545rtLly51NjY/Q88gSoWIWzB36h1MHRCoVapUyZb8HTt2zHTo0MGsWrXKZuDmz5/veni+plSpUiHrAHGfHTt2mJ07d5oRI0Y4HZvWq4gFFMAJIUSMgBG1OHO+/fZbM2/ePNsrJVIPRYsWNb/88osZNmyY7YGj56127do224rIj0iYGjVqhARw559/vsmaNas1ti9YsKDTqdN6FbGAREyEEEKIRChbtqwZOnSoKVeunOZJCJ+j9SpiAQVwQgghRCIsWrTIdOrUyfYPkrUJLz29/PLLNX9Ryt69e82oUaPM6tWr7df0OTZq1Mh5H5dfIdN2uhJiXj9x4oRxhdariAVUQimEEKkYNqKUiSG+gQplYpsven9EZPuFAwcOmDvvvDPkOn0/zOc///yjaYtC5s6da6pXr26uuOIKc8MNN9hrQ4YMMb169TLTpk0zt956q+sh+o6pU6cm+NqCBQvs/CEE4xKtVxELKIATQohUzODBg21/j/dcAhxnTv369W3Wbdy4cRIxSUXQ64Zp98iRI80FF1xgrxGMt2jRwr62cuVK10P0Ze9bOGvXrrUZaoJe1goBsEu0XkUsoBJKIYQQ4jReUsuWLTMFChTQPKUi0qVLZ5YvXx7vvhKQlCxZ0hw+fNjZ2KKB7du3m+7du5sxY8aYu+++2/Tt29eWGLtG61XEAvKBE0KIGKFy5crmnXfeseWAIulQXrdlyxZNWSqjdOnSgd63YLgmxdGE2b9/v+nYsaPJnz+/tV2YPXu2zb75IXgDrVcRC6iEUgghYoQiRYqYzp072xKxqlWrmgYNGpj77rsvniiHCOXpp582rVu3Nu3btzfFihWLN1/FixfXlEUJK1asCDxv1aqVva94/HkKo99//70ZPny4eemllxyO0t/eef369TPZsmUz48ePj1hS6RqtVxELqIRSCCFiCAQGZs2aZfu5ECSg96dOnTq2b+S2225zPTzfKu+FQy+hREyiV0WRe5cYEqdJeP4oPSWb7/UNRmLKlCnGFVqvIhZQACeEEDHKkSNHbOnTiy++aAUbpKYYmU2bNiU6j7ly5fpP7o9I+XsZjO5rfBo2bJgkIaTRo0cbV2i9ilhAAZwQQsQgO3bsMB988IEZO3asWbp0qbnxxhtt+ZgQQggh/I164IQQIkZAvGTy5Mm2fPLrr782efPmtaWTEyZMMPny5XM9PF/xySefmHvvvdf2u/E8Mf73v/+l2LhE8ispzps3z/z555/x/MvokRPRgdariDWUgRNCiBiB3hXMvPG+InDzzItF5D4aspRXXnllxJ4aD/VKRS8osjZr1sxcfPHFJnPmzCGlgTzfsGGD0/GJpKP1KmINBXBCCBEjzJw501SqVCnRgEScYvPmzSZHjhwyP0+lcG+bN29ulVm1JqIfrVcRSyiAE0IIISKAyt7vv/9us3Ai9UHWbeHChSofTiVovYpYQj1wQgiRiilVqlSSM0iImYhTnE5qXkQ3jRs3NhMnTjSdOnVyPRSRDGi9ilhCAZwQQqRiatas6XoIUU1Sg18RffTt29dUq1bNzJgxI6JB+6BBg5yNTZwdWq8iVlAJpRBCCBEB+qKaNm1q0qdPn+j8aKMfnfTu3ds8//zzpkCBAuaqq66KJ2IyZ84cp+MTZ4bWq4gllIETQogYY8mSJWb16tX2eZEiRWyZpYgMBueoFCaETvyjl4EDB5q3337bmlOL1IHWq4gVlIETQogYAa+revXqWQ+4DBky2Gv79u0zd9xxhzX1zpo1q+sh+laaXKQ+smXLZr799ltz3XXXuR6KSAa0XkUsIS1pIYSIEZ5++mlz8OBBs2rVKrNnzx77+Omnn6zBt0yL46PsWuqmdevWZujQoa6HIZIJrVcRSygDJ4QQMcIVV1xhZs2aZcqWLRtyHSn1KlWq2GycOIVO9FM3tWrVsn1u2AlQShwuYjJlyhRnYxNnjtariCWUgRNCiBjh33//jbdJBa7xmjhF6dKlbY/U5Zdfbnr16mUOHTqk6UllUEZcu3Ztc9ttt5ksWbLYA47gh4getF5FrKEMnBBCxAg1atSwWbbx48eba665xl7btm2bqV+/vsmYMaOZOnWq6yH6hnTp0pl169aZ7NmzyyBYCJ+j9SpiDalQCiFEjDBs2DDzv//9z+TOndvkyJHDXtuyZYspWrSoGTt2rOvh+YqSJUuaRo0amVtuucUaBL/88svm0ksvjfi9SNELIdyh9SpiDWXghBAihiAYoQ9uzZo19utChQqZypUrux6W71i7dq3p3r27+fXXX83SpUtN4cKFzYUXXhhROIHXRfSRJ0+eRIUvNmzYkKLjEWeP1quINRTACSFEjEC2zcu8iaQjcYTUyauvvhry9fHjx82yZcvMjBkzTPv27U2nTp2cjU2cPVqvIhZQACeEEDHCBRdcYEsCGzRoYOrUqWP73oQQoQwfPtwsXrzYjB49WlMjhPAlUqEUQogYgU3pjTfeaFUVr776alOzZk0zadIkc/ToUddD8zUTJ060aoX0CvLgOfMmUif33nuvmTx5suthiLNE61XEAgrghBAiRihVqpQZMGCA2bx5s/n8889N1qxZTdOmTc1VV11lHn/8cdfD8x1YKzz44IP28fPPP5v8+fPbB0boXKtXr57tKRSpC4LzTJkyuR6GOEO0XkUsoRJKIYSIYRDgaNy4sVmxYoX5559/XA/HVwwePNj07t3bjBkzxlSrVi3ktU8++cSqVHbr1s20adPG2RjFuR1oBIuYEIzv2LHD7Ny504wYMcIebojoQetVxBIK4IQQIsbYunWrGTdunH389NNPpnz58tYLrnnz5q6H5iuKFy9ug7OEspOjRo2yQhgEvyL66NGjR0gAh/gFWenbb7/dFCxY0OnYxJmj9SpiCQVwQggRI7z++us2aJs/f77doBK0PfzwwyZXrlyuh+Zbc2DkyXPmzBnx9U2bNtl5PHz4cIqPTQgRitariCVk5C2EEDEC5YAPPfSQGTJkiClRooTr4UTFhnDfvn0JBnAHDhwwadOmTfFxiXODTFti/m/A6ydOnNBURxFaryKWUAZOCCFiBHp8TrdxFaeoWrWqDd5GjhwZcVooOUUQZvr06Zq2KOLjjz9O8LUFCxbYAw4EMY4cOZKi4xLnhtariCWUgRNCiBiB4O3bb7+1pZS//vqrVdu79tprzXvvvWfy5MljPeLEKZ577jnbD7V7927z7LPP2nJJguDVq1ebgQMH2kDgq6++0pRFGTVq1Ih3jVJZjLunTZtmS4ux2hDRhdariCVkIyCEEDEC3lZ33323LTVatmxZwP9t//79pk+fPq6H5ztuvvlmM2HCBBukIfSC8Tny8hUqVLDXxo8fb5+L6GX79u3miSeeMMWKFbMlk8uXL7eqo+oLjT60XkUsoRJKIYSIIdn0tm3bmkcffdRcdtll5scffzR58+a1wRzmxUioi/gcOnTIfPnll+aXX36xX19//fWmSpUqJn369JquKMU7tBg6dKgpWbKk6devn6lYsaLrYYlkQOtVxAIqoRRCiBiBMrFbb7013vUrrrjCinWI+Bw/ftxUr17dvPbaa6ZmzZqaolRA//79bcCWLVs2m0WNVFIpohOtVxErKIATQogYgQ3r+vXrTe7cuUOuz5s3z2biRHwuuugi+bylMuh1o4w4f/78tlySRySmTJmS4mMT54bWq4gV1AMnhBAxAr0+rVu3Nj/88IMVNKH/5/333zft2rUzTz75pOvh+ZYGDRpY026ROqCEuG7durafkexzQg8RnWi9ilhAGTghhIihzAPy6JUqVbJ9IpRTpkmTxrRv3940adLE9fB8C+IWb7/9tpk1a5YpU6aMueSSS0JeHzRokLOxiTPnnXfe0bSlYrReRSwgERMhhIgxjh07Zksp//rrL1O4cGFrKzBgwACJmCTAHXfckeBcksmcM2fOf3WrhBBniNariAWUgRNCiFQOdgE9evQwM2fODGTcEOQYPXq0qVWrlrngggusOqWIjLzehIgetF5FLKAMnBBCpHI6duxos2yVK1c23333ndm5c6dp1KiR+f77702XLl3MAw88YIM4kThkLTFAp/QUEQxMvcnACSH8h9arSM0oAyeEEKmciRMnmnfffdf873//Mz/99JMpXry47RPBB04ByOnZvXu3Fb3gZJ/5WrdunVXtbNy4sTX3HjhwYArcRSFEUtB6FbGAVCiFECKVs3XrViu+AUWLFrVllJRMKnhLGswV8uSbN28OMe9+8MEHzYwZM/6juyaEOBu0XkUsoAycEEKkcv755x9z8cUXB76+8MILzaWXXup0TNHEl19+ab744guTPXv2kOvXXXed2bRpk7NxCSHio/UqYgEFcEIIkcqhV6thw4Y28wZHjhwxzZs3jyeHL+PiyPz9998hmTePPXv2BOZUCOEPtF5FLKASSiGESOU89thj5sorrwwYFGN0e80118i4OIlUrFjR9hB6UHqKn17//v0TlSwXQqQ8Wq8iFpAKpRBCCJEICL9gfl66dGnr+YYYzKpVq2wGbv78+SZfvnyaPyF8gtariAUUwAkhhBCnYf/+/WbYsGFWuRMDdIK5li1bmquvvlpzJ4TP0HoVqR0FcEIIIYQQQggRJUjERAghhDgNe/fuNaNGjTKrV6+2XxcuXNiaoWfKlElzJ4TP0HoVqR1l4IQQQohEmDt3rqlevboVfbnhhhvstSVLlph9+/aZadOmmVtvvVXzJ4RP0HoVsYACOCGEECIRihUrZsqXL29GjhxpLrjggoC3XosWLcx3331nVq5cqfkTwidovYpYQAGcEEIIkQjp0qUzy5cvNwUKFAi5vnbtWlOyZElz+PBhzZ8QPkHrVcQC8oETQgghEgHFSa/3LRiulShRQnMnhI/QehWxgERMhBBCiDBWrFgReN6qVSvTunVrs379elOuXDl77fvvvzfDhw83L730kuZOCMdovYpYQyWUQgghRBjnn3++Oe+880xcXFziv0TPO8/2wwkh3KH1KmINZeCEEEKIMDZu3Kg5ESJK0HoVsYYycEIIIYQQQggRJSgDJ4QQQpyG7du3m3nz5pk///zT/PvvvyGv0SMnhPAPWq8itaMMnBBCCJEI77zzjmnWrJm5+OKLTebMmW3fW+CX6HnnmQ0bNmj+hPAJWq8iFlAAJ4QQQiRCjhw5TPPmzU3nzp2tWIIQwr9ovYpYQL+JhBBCiEQ4dOiQqVevnoI3IaIArVcRCyiAE0IIIRKhcePGZuLEiZojIaIArVcRC6iEUgghhEgEfN6qVatmDh8+bIoVK2YuuuiikNcHDRqk+RPCJ2i9ilhAKpRCCCFEIvTt29d88cUXpkCBAvbrcBETIYR/0HoVsYAycEIIIUQiZMyY0QwePNg0bNhQ8ySEz9F6FbGAeuCEEEKIREiTJo2pUKGC5kiIKEDrVcQCCuCEEEKIRGjdurUZOnSo5kiIKEDrVcQCKqEUQgghEqFWrVpmzpw51sS7SJEi8URMpkyZovkTwidovYpYQCImQgghRCJkyJDB1K5dW3MkRBSg9SpiAWXghBBCCCGEECJKUA+cEEIIIYQQQkQJKqEUQgghEiFPnjyJ+r1t2LBB8yeET9B6FbGAAjghhBAiEdq0aRPy9fHjx82yZcvMjBkzTPv27TV3QvgIrVcRC6gHTgghhDgLhg8fbhYvXmxGjx6t+RPC52i9itSEAjghhBDiLKB0smTJkubAgQOaPyF8jtarSE1IxEQIIYQ4CyZNmmQyZcqkuRMiCtB6FakJ9cAJIYQQiVCqVKkQEZO4uDizY8cOs3PnTjNixAjNnRA+QutVxAIK4IQQQohEqFGjRkgAd/7555usWbOa22+/3RQsWFBzJ4SP0HoVsYB64IQQQgghhBAiSlAGTgghhIgAmbbE/N+A10+cOKH5E8IxWq8illAAJ4QQQkRg6tSpCc7LggULzJAhQ8y///6ruRPCB2i9ilhCJZRCCCFEElm7dq3p1KmTmTZtmqlfv77p1auXyZUrl+ZPCB+i9SpSK7IREEIIIU7D9u3bzRNPPGGKFStmSyaXL19uxowZo+BNCB+i9SpSOwrghBBCiATYv3+/6dixo8mfP79ZtWqVmT17ts2+FS1aVHMmhM/QehWxgnrghBBCiAj079/f9OvXz2TLls2MHz/eypMLIfyJ1quIJdQDJ4QQQiSgapcuXTpTuXJlc8EFFyQ4R1OmTNH8CeEYrVcRSygDJ4QQQkTg0UcfPa2NgBDCH2i9ilhCGTghhBBCCCGEiBIkYiKEEEIIIYQQUYICOCGEEEIIIYSIEhTACSGEEEIIIUSUoABOCCGEEEIIIaIEBXBCCCGEEEIIESUogBNCCCGEEEKIKEEBnBBCCCGEEEJECQrghBBCCCGEEMJEB/8Hqj2hsQ6va4oAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -820,16 +820,16 @@ "\n", "Correlación con SeriousDlqin2yrs:\n", "SeriousDlqin2yrs 1.000000\n", - "RevolvingUtilizationOfUnsecuredLines 0.278096\n", "NumberOfTime30-59DaysPastDueNotWorse 0.125587\n", "NumberOfTimes90DaysLate 0.117175\n", "NumberOfTime60-89DaysPastDueNotWorse 0.102261\n", "NumberOfDependents 0.046869\n", - "DebtRatio 0.023156\n", + "RevolvingUtilizationOfUnsecuredLines -0.001802\n", "NumberRealEstateLoansOrLines -0.007038\n", + "DebtRatio -0.007602\n", + "MonthlyIncome -0.017151\n", "NumberOfOpenCreditLinesAndLoans -0.029669\n", - "MonthlyIncome -0.049790\n", - "age -0.115395\n", + "age -0.115386\n", "Name: SeriousDlqin2yrs, dtype: float64\n" ] } @@ -865,7 +865,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 7, "id": "ad52d012", "metadata": {}, "outputs": [ @@ -922,7 +922,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 15, "id": "5405f3fc", "metadata": {}, "outputs": [ @@ -981,7 +981,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 16, "id": "c057d149", "metadata": {}, "outputs": [ @@ -993,17 +993,17 @@ "===== k-NN con Normalización (MinMax) =====\n", " precision recall f1-score support\n", "\n", - " 0 0.93 0.99 0.96 27949\n", - " 1 0.30 0.06 0.10 2051\n", + " 0 0.94 0.99 0.96 27993\n", + " 1 0.36 0.08 0.13 2007\n", "\n", " accuracy 0.93 30000\n", - " macro avg 0.62 0.52 0.53 30000\n", - "weighted avg 0.89 0.93 0.90 30000\n", + " macro avg 0.65 0.53 0.54 30000\n", + "weighted avg 0.90 0.93 0.91 30000\n", "\n", "Matriz de confusión:\n", - "[[27665 284]\n", - " [ 1930 121]]\n", - "ROC-AUC: 0.6562\n" + "[[27716 277]\n", + " [ 1853 154]]\n", + "ROC-AUC: 0.6602\n" ] } ], @@ -1044,7 +1044,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 17, "id": "3ce6fc3d", "metadata": {}, "outputs": [ @@ -1056,17 +1056,17 @@ "===== k-NN con Estandarización (StandardScaler) =====\n", " precision recall f1-score support\n", "\n", - " 0 0.94 0.99 0.96 27949\n", - " 1 0.50 0.12 0.19 2051\n", + " 0 0.94 0.99 0.96 27993\n", + " 1 0.46 0.12 0.19 2007\n", "\n", " accuracy 0.93 30000\n", - " macro avg 0.72 0.56 0.58 30000\n", + " macro avg 0.70 0.56 0.58 30000\n", "weighted avg 0.91 0.93 0.91 30000\n", "\n", "Matriz de confusión:\n", - "[[27701 248]\n", - " [ 1806 245]]\n", - "ROC-AUC: 0.6891\n" + "[[27709 284]\n", + " [ 1765 242]]\n", + "ROC-AUC: 0.6904\n" ] } ], @@ -1113,7 +1113,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 19, "id": "49a4e758", "metadata": {}, "outputs": [ @@ -1121,38 +1121,41 @@ "name": "stdout", "output_type": "stream", "text": [ - "Regresión Logística (modelo base)\n", + "Regresión Logística con Estandarización\n", " precision recall f1-score support\n", "\n", - " 0 0.93 1.00 0.96 27949\n", - " 1 0.47 0.01 0.02 2051\n", + " 0 0.93 1.00 0.97 27993\n", + " 1 0.45 0.01 0.02 2007\n", "\n", " accuracy 0.93 30000\n", - " macro avg 0.70 0.51 0.49 30000\n", + " macro avg 0.69 0.50 0.49 30000\n", "weighted avg 0.90 0.93 0.90 30000\n", "\n", "Matriz de confusión:\n", - " [[27922 27]\n", - " [ 2027 24]]\n", - "ROC-AUC: 0.7995\n" + " [[27966 27]\n", + " [ 1985 22]]\n", + "ROC-AUC: 0.8025\n" ] } ], "source": [ - "# Regresión Logística (base) con estandarización\n", + "# -----------------------------\n", + "# Regresión Logística con Estandarización (media y desviación estándar)\n", + "# -----------------------------\n", + "\n", "log_reg = LogisticRegression(max_iter=50000, random_state=123)\n", - "log_reg.fit(X_train, y_train)\n", + "log_reg.fit(X_train_std, y_train)\n", "\n", - "pred_log = log_reg.predict(X_val)\n", - "proba_log = log_reg.predict_proba(X_val)[:, 1]\n", + "pred_log = log_reg.predict(X_val_std)\n", + "proba_log = log_reg.predict_proba(X_val_std)[:, 1]\n", "auc_log = roc_auc_score(y_val, proba_log)\n", "\n", "resultados_modelos.append({\n", - " 'Modelo': 'Regresión Logística (base)',\n", + " 'Modelo': 'Regresión Logística con Estandarización',\n", " 'ROC-AUC': auc_log\n", "})\n", "\n", - "print('Regresión Logística (modelo base)')\n", + "print('Regresión Logística con Estandarización')\n", "print(classification_report(y_val, pred_log))\n", "print('Matriz de confusión:\\n', confusion_matrix(y_val, pred_log))\n", "print(f'ROC-AUC: {auc_log:.4f}')\n" @@ -1160,84 +1163,77 @@ }, { "cell_type": "code", - "execution_count": 55, - "id": "a3f23596", + "execution_count": 20, + "id": "2de8d035", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Comparación inicial de modelos (validación):\n", - " Modelo ROC-AUC\n", - "2 Regresión Logística (base) 0.799471\n", - "1 k-NN (Standard Scaling) 0.689067\n", - "0 k-NN (MinMax Scaling) 0.656194\n" + "Regresión Logística con Escalamiento (Min-Max)\n", + " precision recall f1-score support\n", + "\n", + " 0 0.93 1.00 0.97 27993\n", + " 1 0.45 0.01 0.02 2007\n", + "\n", + " accuracy 0.93 30000\n", + " macro avg 0.69 0.50 0.49 30000\n", + "weighted avg 0.90 0.93 0.90 30000\n", + "\n", + "Matriz de confusión:\n", + " [[27966 27]\n", + " [ 1985 22]]\n", + "ROC-AUC: 0.8013\n" ] } ], "source": [ - "tabla_resultados = pd.DataFrame(resultados_modelos).sort_values('ROC-AUC', ascending=False)\n", - "print('Comparación inicial de modelos (validación):')\n", - "print(tabla_resultados)" - ] - }, - { - "cell_type": "markdown", - "id": "8a6ec5ff", - "metadata": {}, - "source": [ - "\n", - "## 5. Optimización de Hiperparámetros y Validación" - ] - }, - { - "cell_type": "markdown", - "id": "28bf840a", - "metadata": {}, - "source": [ - "### 3.2.1 Resumen cuantitativo del tratamiento de outliers\n", + "# -----------------------------\n", + "# Regresión Logística con Escalamiento (Min-Max)\n", + "# -----------------------------\n", "\n", - "Para complementar el análisis gráfico, en esta sección cuantificamos cuántos registros quedan en los límites impuestos por el tratamiento de outliers:\n", + "log_reg = LogisticRegression(max_iter=50000, random_state=123)\n", + "log_reg.fit(X_train_minmax, y_train)\n", "\n", - "- `RevolvingUtilizationOfUnsecuredLines` y `DebtRatio` se recortan al rango \\([0, 1]\\), evitando proporciones negativas o mayores a 100 %.\n", - "- `age` se restringe al rango \\([18, 100]\\), eliminando edades no plausibles para crédito.\n", - "- `MonthlyIncome` se recorta en el percentil 99 (`cap_income`), lo que reduce el impacto de unos pocos ingresos extremadamente altos.\n", + "pred_log_minmax = log_reg.predict(X_val_minmax)\n", + "proba_log_minmax = log_reg.predict_proba(X_val_minmax)[:, 1]\n", + "auc_log_minmax = roc_auc_score(y_val, proba_log_minmax)\n", "\n", - "En la siguiente celda de código se calcula el número y porcentaje de observaciones que quedan exactamente en cada límite, lo que sirve como aproximación de cuántos puntos fueron afectados por el tratamiento (winsorización). Esto permite justificar que el recorte es suave: afecta una fracción pequeña del total, pero estabiliza las distribuciones de variables con colas muy largas." + "resultados_modelos.append({\n", + " 'Modelo': 'Regresión Logística con Escalamiento (Min-Max)',\n", + " 'ROC-AUC': auc_log_minmax\n", + "})\n", + "\n", + "print('Regresión Logística con Escalamiento (Min-Max)')\n", + "print(classification_report(y_val, pred_log_minmax))\n", + "print('Matriz de confusión:\\n', confusion_matrix(y_val, pred_log_minmax))\n", + "print(f'ROC-AUC: {auc_log_minmax:.4f}')\n" ] }, { "cell_type": "code", - "execution_count": null, - "id": "2d737254", + "execution_count": 21, + "id": "a3f23596", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Comparación inicial de modelos (validación):\n", + " Modelo ROC-AUC\n", + "2 Regresión Logística con Estandarización 0.802463\n", + "3 Regresión Logística con Escalamiento (Min-Max) 0.801265\n", + "1 k-NN (Standard Scaling) 0.690378\n", + "0 k-NN (MinMax Scaling) 0.660195\n" + ] + } + ], "source": [ - "# Resumen cuantitativo del efecto del tratamiento de outliers\n", - "cols_bounds = [\n", - " (\"RevolvingUtilizationOfUnsecuredLines\", 0.0, 1.0),\n", - " (\"DebtRatio\", 0.0, 1.0),\n", - " (\"age\", 18.0, 100.0),\n", - " (\"MonthlyIncome\", 0.0, cap_income),\n", - "]\n", - "\n", - "rows = []\n", - "for col, low, high in cols_bounds:\n", - " total = len(train)\n", - " n_low = (train[col] <= low).sum()\n", - " n_high = (train[col] >= high).sum()\n", - " rows.append({\n", - " \"variable\": col,\n", - " \"n_total\": total,\n", - " \"n_en_limite_inferior\": int(n_low),\n", - " \"n_en_limite_superior\": int(n_high),\n", - " \"porc_en_limite_inferior\": round(100 * n_low / total, 3),\n", - " \"porc_en_limite_superior\": round(100 * n_high / total, 3),\n", - " })\n", - "\n", - "resumen_outliers = pd.DataFrame(rows)\n", - "resumen_outliers" + "tabla_resultados = pd.DataFrame(resultados_modelos).sort_values('ROC-AUC', ascending=False)\n", + "print('Comparación inicial de modelos (validación):')\n", + "print(tabla_resultados)" ] }, { From c72799181533daabd30e434e0cab969fda23ae41 Mon Sep 17 00:00:00 2001 From: Nilson Amaya Date: Sat, 14 Mar 2026 17:00:26 -0500 Subject: [PATCH 10/12] Add new notebook and some implementation summary --- final/proyecto_ML_FINAL.ipynb | 374 + final/resumen_decisiones.md | 127 + final/submission.csv | 101504 +++++++++++++++++++++++++++++++ 3 files changed, 102005 insertions(+) create mode 100644 final/proyecto_ML_FINAL.ipynb create mode 100644 final/resumen_decisiones.md create mode 100644 final/submission.csv diff --git a/final/proyecto_ML_FINAL.ipynb b/final/proyecto_ML_FINAL.ipynb new file mode 100644 index 0000000..c359e3a --- /dev/null +++ b/final/proyecto_ML_FINAL.ipynb @@ -0,0 +1,374 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": "
\n\n# Proyecto 1 \n## Clasificación de Riesgo Crediticio \n\n**Machine Learning** \nUniversidad del Rosario\n\nVanessa Ochoa, Nilson Amaya, Juan Zamora\n\n
" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "---" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "## Tabla de contenido\n\n- [1. Introducción](#1-introducción)\n- [2. Importación del dataset](#2-importación-del-dataset)\n- [3. Análisis Exploratorio de Datos (EDA)](#3-eda)\n- [4. Implementación de Modelos](#4-modelos)\n- [5. Optimización de Hiperparámetros y Validación](#5-optimización)\n- [6. Métricas de Evaluación y Decisión](#6-métricas)\n- [7. Predicción en el conjunto de test](#7-test)\n" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "\n## 1. Introducción\n\nEl riesgo crediticio es uno de los principales problemas que enfrentan las instituciones financieras, ya que implica la posibilidad de que una persona no cumpla con sus obligaciones de pago. Poder anticipar este tipo de situaciones es clave para reducir pérdidas y mejorar la toma de decisiones.\n\nEn este proyecto se utiliza el dataset **\"Give Me Some Credit\"** con el objetivo de predecir si una persona tendrá dificultades financieras en los próximos dos años. Este problema se aborda como una tarea de **clasificación binaria**, donde el modelo debe identificar si un cliente presenta riesgo de incumplimiento o no.\n\nPara resolver este problema se desarrolla un flujo completo de **Machine Learning**, que incluye:\n\n- Análisis exploratorio de datos (EDA), tratamiento de valores faltantes y outliers.\n- Implementación y comparación de modelos de clasificación: **k-NN** y **Regresión Logística**.\n- Evaluación del impacto del tipo de escalamiento (**Normalización** vs. **Estandarización**) sobre el desempeño.\n- Optimización de hiperparámetros mediante **Grid Search** y **validación cruzada estratificada**.\n- Evaluación final con **métricas de clasificación** adecuadas para datos desbalanceados.\n\nFinalmente, se comparan los modelos para identificar cuál ofrece el mejor desempeño en la predicción del riesgo crediticio." + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "\n## 2. Importación del dataset" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Antes de cargar el dataset, se importan las librerías necesarias para el desarrollo del proyecto." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## LIBRERÍAS ##\n########################################################\n\n# Manipulación de datos\nimport pandas as pd\nimport numpy as np\n\n# Visualización\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n%matplotlib inline\n\n# Modelado y evaluación\nfrom sklearn.model_selection import train_test_split, GridSearchCV, StratifiedKFold\nfrom sklearn.pipeline import Pipeline\nfrom sklearn.preprocessing import StandardScaler, MinMaxScaler\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.metrics import classification_report, confusion_matrix" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "A continuación cargamos los archivos `cs-training.csv` y `cs-test.csv` directamente desde Google Colab. La primera columna de ambos archivos es un índice sin nombre que se descarta al momento de la carga." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## CARGA DEL DATASET ##\n########################################################\n\nfrom google.colab import files\n\n# Subir archivos manualmente desde tu computador\nuploaded = files.upload() # seleccionar cs-training.csv y cs-test.csv\n\n# Cargar los datasets\ntrain = pd.read_csv(\"cs-training.csv\", index_col=0)\ntest = pd.read_csv(\"cs-test.csv\", index_col=0)\n\n# Vista general del conjunto de entrenamiento\nprint(\"Dimensiones del conjunto de entrenamiento:\", train.shape)\nprint(\"Dimensiones del conjunto de test: \", test.shape)\ntrain.info()" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Revisamos un resumen estadístico de las variables para tener una primera idea de sus rangos, valores extremos y posibles inconsistencias." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "train.describe()" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 2.1 Descripción de las variables\n\n- **SeriousDlqin2yrs:** Variable objetivo. Indica si la persona tuvo dificultades financieras graves (atraso ≥ 90 días) en los siguientes dos años. Toma valor 1 (sí incumplió) o 0 (no incumplió).\n\n- **RevolvingUtilizationOfUnsecuredLines:** Proporción del saldo utilizado en tarjetas de crédito y líneas personales respecto al límite total disponible. En condiciones normales se expresa entre 0 y 1.\n\n- **age:** Edad del titular del crédito en años.\n\n- **NumberOfTime30-59DaysPastDueNotWorse:** Número de veces que el prestatario tuvo atrasos entre 30 y 59 días en los últimos dos años.\n\n- **DebtRatio:** Relación entre las obligaciones financieras mensuales y el ingreso bruto mensual.\n\n- **MonthlyIncome:** Ingreso mensual reportado por el prestatario.\n\n- **NumberOfOpenCreditLinesAndLoans:** Número total de préstamos y líneas de crédito abiertas.\n\n- **NumberOfTimes90DaysLate:** Número de veces que el prestatario tuvo atrasos de 90 días o más.\n\n- **NumberRealEstateLoansOrLines:** Número de préstamos hipotecarios o líneas de crédito sobre vivienda.\n\n- **NumberOfTime60-89DaysPastDueNotWorse:** Número de veces que el prestatario tuvo atrasos entre 60 y 89 días en los últimos dos años.\n\n- **NumberOfDependents:** Número de personas que dependen económicamente del prestatario." + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "\n## 3. Análisis Exploratorio de Datos (EDA)" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 3.1 Identificación y tratamiento de datos faltantes e imputación lógica\n\nAntes de entrenar cualquier modelo es necesario identificar si existen variables con datos ausentes, ya que la mayoría de los algoritmos de Machine Learning no pueden trabajar con valores faltantes directamente.\n\nA continuación identificamos el porcentaje de datos faltantes por variable:" + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## IDENTIFICACIÓN DE VALORES FALTANTES ##\n########################################################\n\nfaltantes = train.isnull().sum()\nporcentaje = (faltantes / len(train)) * 100\n\ntabla_faltantes = pd.DataFrame({\n 'Valores faltantes': faltantes,\n 'Porcentaje (%)': porcentaje.round(2)\n})\n\nprint(tabla_faltantes[tabla_faltantes['Valores faltantes'] > 0])" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Se identificaron dos variables con datos ausentes:\n\n- **MonthlyIncome**: 19.82% de valores faltantes. Al analizar estos registros, se observa que las personas con ingreso desconocido tienen una tasa de incumplimiento ligeramente mayor que las personas con ingreso conocido. Esto indica que **los valores faltantes no son completamente aleatorios** y contienen información. Por esta razón, antes de imputar se crea una variable indicadora (`flag_ingreso_nulo`) que registra si el ingreso era originalmente desconocido.\n\n- **NumberOfDependents**: 2.62% de valores faltantes. El porcentaje es bajo y no presenta un patrón diferenciado respecto al incumplimiento, por lo que se imputa directamente con la mediana.\n\nEn ambos casos se usa la **mediana** como valor de imputación porque, a diferencia de la media, es resistente a los valores extremos que caracterizan a las variables financieras." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## IMPUTACIÓN CON MEDIANA ##\n########################################################\n\n# Crear variable indicadora ANTES de imputar MonthlyIncome\n# Registra si el ingreso era desconocido originalmente\ntrain['flag_ingreso_nulo'] = train['MonthlyIncome'].isnull().astype(int)\ntest['flag_ingreso_nulo'] = test['MonthlyIncome'].isnull().astype(int)\n\n# Calcular medianas sobre el conjunto de entrenamiento\nmedian_monthly_income = train['MonthlyIncome'].median()\nmedian_dependents = train['NumberOfDependents'].median()\n\n# Imputar en train\ntrain['MonthlyIncome'] = train['MonthlyIncome'].fillna(median_monthly_income)\ntrain['NumberOfDependents'] = train['NumberOfDependents'].fillna(median_dependents)\n\n# Imputar en test con los mismos valores calculados en train\ntest['MonthlyIncome'] = test['MonthlyIncome'].fillna(median_monthly_income)\ntest['NumberOfDependents'] = test['NumberOfDependents'].fillna(median_dependents)\n\n# Verificar\nprint(\"Faltantes en train después de imputación:\", train.isnull().sum().sum())\nprint(\"Faltantes en test después de imputación: \", test.isnull().sum().sum())\nprint(f\"\\nMediana MonthlyIncome usada: {median_monthly_income:.2f}\")\nprint(f\"Mediana NumberOfDependents usada: {median_dependents:.2f}\")" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 3.2 Análisis de distribuciones y detección de outliers\n\nAnalizamos la forma de las distribuciones con boxplots para identificar valores extremos. A continuación se visualizan las 10 variables numéricas del dataset:" + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## BOXPLOTS — DETECCIÓN DE OUTLIERS ##\n########################################################\n\nfig, axes = plt.subplots(3, 3, figsize=(15, 12))\naxes = axes.flatten()\n\ncolumnas = [\n 'RevolvingUtilizationOfUnsecuredLines', 'age',\n 'NumberOfTime30-59DaysPastDueNotWorse', 'DebtRatio',\n 'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans',\n 'NumberOfTimes90DaysLate', 'NumberOfDependents',\n 'NumberOfTime60-89DaysPastDueNotWorse'\n]\n\nfor i, col in enumerate(columnas):\n axes[i].boxplot(train[col], patch_artist=True,\n boxprops=dict(facecolor='lightblue', color='navy'),\n medianprops=dict(color='red'))\n axes[i].set_title(col, fontsize=9, fontweight='bold')\n axes[i].set_ylabel('Valor')\n axes[i].grid(alpha=0.3)\n\nfig.suptitle('Detección de Outliers por Variable', fontsize=16, fontweight='bold')\nplt.tight_layout()\nplt.show()" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Los boxplots revelan la presencia de valores extremos en varias variables. El tratamiento de cada una se define considerando su **significado financiero**, no simplemente su magnitud:\n\n- **RevolvingUtilizationOfUnsecuredLines**: en condiciones normales este ratio está entre 0 y 1 (0% a 100% del límite usado). Sin embargo, los valores superiores a 1 corresponden a personas que **superaron su límite de crédito**, lo cual es en sí mismo una señal de riesgo. Por eso no se restringe a 1 — hacerlo eliminaría esa señal. Se aplica un capado en 5 para descartar únicamente los valores claramente erróneos (máximo observado: 50,708).\n\n- **DebtRatio**: el valor extremo de esta variable se explica porque el ratio se calcula como deuda dividida entre ingreso mensual. Cuando el ingreso es cero o nulo, el resultado es matemáticamente inestable y no representa una deuda real. Se aplica un capado en el percentil 99 para conservar la variabilidad real.\n\n- **age**: se limita al rango 18–95 para eliminar edades imposibles o poco representativas.\n\n- **MonthlyIncome**: se capea en el percentil 99 para reducir el efecto de ingresos extremadamente altos.\n\n- **Variables de atrasos (30-59, 60-89, 90+ días)**: se identificó que exactamente 264 registros tienen el valor **98** simultáneamente en las tres variables. Este es un código especial que no representa 98 atrasos reales. Dado que estos registros tienen una tasa de incumplimiento del 54% (frente al 6.7% del resto del dataset), **eliminarlos o reemplazarlos con cero destruiría la señal más fuerte del dataset**. Se crea una variable indicadora (`flag_atrasos_98`) para preservar esa información, y luego se capan los valores al máximo real observado (13)." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## TRATAMIENTO DE OUTLIERS ##\n########################################################\n\n# -- Variables de atrasos: tratamiento del código especial 98 --\n# Los 264 registros con valor 98 en las 3 variables simultáneamente\n# tienen una tasa de incumplimiento del 54%. Se preserva esa señal\n# con una variable indicadora antes de hacer cualquier recorte.\n\ncols_atrasos = [\n 'NumberOfTime30-59DaysPastDueNotWorse',\n 'NumberOfTime60-89DaysPastDueNotWorse',\n 'NumberOfTimes90DaysLate'\n]\n\nmascara_98 = (\n (train['NumberOfTime30-59DaysPastDueNotWorse'] == 98) &\n (train['NumberOfTime60-89DaysPastDueNotWorse'] == 98) &\n (train['NumberOfTimes90DaysLate'] == 98)\n)\ntrain['flag_atrasos_98'] = mascara_98.astype(int)\n\nmascara_98_test = (\n (test['NumberOfTime30-59DaysPastDueNotWorse'] == 98) &\n (test['NumberOfTime60-89DaysPastDueNotWorse'] == 98) &\n (test['NumberOfTimes90DaysLate'] == 98)\n)\ntest['flag_atrasos_98'] = mascara_98_test.astype(int)\n\n# Capar variables de atrasos al máximo real observado\nfor col in cols_atrasos:\n train[col] = train[col].clip(0, 13)\n test[col] = test[col].clip(0, 13)\n\n# -- RevolvingUtilizationOfUnsecuredLines --\n# Se capa en 5 para conservar la señal de quienes superaron su límite\ntrain['RevolvingUtilizationOfUnsecuredLines'] = train['RevolvingUtilizationOfUnsecuredLines'].clip(0, 5)\ntest['RevolvingUtilizationOfUnsecuredLines'] = test['RevolvingUtilizationOfUnsecuredLines'].clip(0, 5)\n\n# -- DebtRatio --\ncap_debtratio = train['DebtRatio'].quantile(0.99)\ntrain['DebtRatio'] = train['DebtRatio'].clip(0, cap_debtratio)\ntest['DebtRatio'] = test['DebtRatio'].clip(0, cap_debtratio)\n\n# -- age --\ntrain['age'] = train['age'].clip(18, 95)\ntest['age'] = test['age'].clip(18, 95)\n\n# -- MonthlyIncome --\ncap_income = train['MonthlyIncome'].quantile(0.99)\ntrain['MonthlyIncome'] = train['MonthlyIncome'].clip(0, cap_income)\ntest['MonthlyIncome'] = test['MonthlyIncome'].clip(0, cap_income)\n\nprint(\"Tratamiento de outliers aplicado\")\nprint(f\" Registros con flag_atrasos_98 en train: {train['flag_atrasos_98'].sum()}\")\nprint(f\" Registros con flag_ingreso_nulo en train: {train['flag_ingreso_nulo'].sum()}\")\nprint(f\" Cap RevolvingUtilization: 5\")\nprint(f\" Cap DebtRatio (P99): {cap_debtratio:.2f}\")\nprint(f\" Cap MonthlyIncome (P99): {cap_income:.2f}\")\nprint(\"\\nEstadísticas después del tratamiento:\")\ntrain.describe().round(2)" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 3.3 Análisis de correlación y selección de características justificadas\n\nCalculamos la correlación de Pearson entre todas las variables numéricas para entender qué tan relacionadas están entre sí y con la variable objetivo (**SeriousDlqin2yrs**)." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## MAPA DE CORRELACIONES ##\n########################################################\n\nplt.figure(figsize=(13, 9))\ncorrelaciones = train.corr()\n\nsns.heatmap(correlaciones,\n annot=True,\n fmt='.2f',\n cmap='coolwarm',\n center=0,\n square=True)\n\nplt.title('Mapa de Correlaciones', fontsize=14)\nplt.tight_layout()\nplt.show()\n\n# Correlaciones con la variable objetivo ordenadas\nprint(\"\\nCorrelación con SeriousDlqin2yrs:\")\nprint(correlaciones['SeriousDlqin2yrs'].sort_values(ascending=False).round(3))" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Del análisis de correlaciones se pueden extraer las siguientes conclusiones:\n\n- Las **variables de atrasos** (30-59, 60-89, 90+ días) son las más correlacionadas con el incumplimiento. Sin embargo, también tienen una correlación alta entre sí (entre 0.58 y 0.75), lo que indica **multicolinealidad**. Para evitar redundancia, se excluye `NumberOfTime60-89DaysPastDueNotWorse` del modelo, conservando las otras dos.\n\n- **RevolvingUtilizationOfUnsecuredLines** tiene la correlación individual más alta con el target, lo que confirma que el nivel de uso del crédito es un predictor muy relevante.\n\n- **age** tiene correlación negativa: a mayor edad, menor riesgo de incumplimiento.\n\n- **DebtRatio**, **NumberOfOpenCreditLinesAndLoans** y **NumberRealEstateLoansOrLines** presentan correlaciones bajas con el target, pero se conservan ya que aportan contexto financiero.\n\n- Las variables indicadoras creadas en el preprocesamiento (`flag_ingreso_nulo`, `flag_atrasos_98`) se incluyen porque capturan información que de otro modo se perdería." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## SELECCIÓN DE VARIABLES ##\n########################################################\n\nvariables = [\n 'RevolvingUtilizationOfUnsecuredLines', # uso del crédito — más predictiva\n 'age', # edad — correlación negativa\n 'NumberOfTime30-59DaysPastDueNotWorse', # historial de atrasos leves\n 'NumberOfTimes90DaysLate', # historial de atrasos graves\n 'DebtRatio', # nivel de endeudamiento\n 'MonthlyIncome', # capacidad de pago\n 'NumberOfOpenCreditLinesAndLoans', # exposición crediticia\n 'NumberRealEstateLoansOrLines', # compromiso hipotecario\n 'NumberOfDependents', # carga familiar\n 'flag_ingreso_nulo', # señal: ingreso era desconocido\n 'flag_atrasos_98' # señal: código especial de riesgo alto\n]\n\nX = train[variables]\ny = train['SeriousDlqin2yrs']\n\nprint('Variables seleccionadas para modelado:')\nfor v in variables:\n print(f' - {v}')\nprint(f'\\nDimensiones de X: {X.shape}')\nprint(f'Dimensiones de y: {y.shape}')" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "\n## 4. Implementación de Modelos" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 4.1 Preparación de datos para modelado\n\nSeparamos las variables predictoras (`X`) de la variable objetivo (`y`) y dividimos el conjunto de entrenamiento en dos partes:\n\n- **X_train / y_train (80%):** datos con los que el modelo aprende.\n- **X_val / y_val (20%):** datos que reservamos para evaluar qué tan bien generaliza el modelo antes de tocarlo con el conjunto de test.\n\nSe usa `stratify=y` para garantizar que la proporción de defaults (6.7%) se mantenga igual en ambas partes del split, lo cual es fundamental cuando las clases están tan desbalanceadas." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## SPLIT TRAIN / VALIDACIÓN ##\n########################################################\n\n# Variables predictoras y objetivo\nX = train[variables].copy()\ny = train['SeriousDlqin2yrs'].copy()\n\n# Conjunto de test (ya fue imputado y tratado en la Sección 3)\nX_test = test[variables].copy()\n\n# División interna: 80% entrenamiento, 20% validación\n# stratify=y asegura la misma proporción de defaults en ambas partes\nX_train, X_val, y_train, y_val = train_test_split(\n X, y,\n test_size=0.2,\n random_state=123,\n stratify=y\n)\n\nprint('Dimensiones del split:')\nprint(f' X_train: {X_train.shape} | y_train: {y_train.shape}')\nprint(f' X_val: {X_val.shape} | y_val: {y_val.shape}')\nprint(f' X_test: {X_test.shape}')\nprint(f'\\nProporción de defaults en y_train: {y_train.mean()*100:.2f}%')\nprint(f'Proporción de defaults en y_val: {y_val.mean()*100:.2f}%')" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 4.2 k-Vecinos más cercanos (k-NN)\n\nEl algoritmo k-NN clasifica cada observación según las clases de sus `k` vecinos más cercanos. Como se basa en **distancias**, el escalamiento de las variables es fundamental: una variable con valores grandes dominaría el cálculo de distancia sobre las demás.\n\nEn esta sección evaluamos el impacto de dos tipos de escalamiento, tal como se vio en clase:\n\n- **MinMaxScaler (Normalización):** transforma cada variable al rango [0, 1].\n- **StandardScaler (Estandarización):** transforma cada variable para que tenga media 0 y desviación estándar 1.\n\nEn ambos casos el escalador se **ajusta solo con X_train** y se aplica a X_val, para no filtrar información del conjunto de validación al modelo." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## k-NN CON NORMALIZACIÓN (MinMaxScaler) ##\n########################################################\n\nresultados_modelos = []\n\n# Escalar\nscaler_minmax = MinMaxScaler()\nX_train_minmax = scaler_minmax.fit_transform(X_train)\nX_val_minmax = scaler_minmax.transform(X_val)\n\n# Entrenar modelo base con k=5\nknn_minmax = KNeighborsClassifier(n_neighbors=5)\nknn_minmax.fit(X_train_minmax, y_train)\n\n# Predicciones\npred_knn_minmax = knn_minmax.predict(X_val_minmax)\n\n# Resultados\nprint(\"===== k-NN con Normalización (MinMaxScaler) =====\")\nprint(classification_report(y_val, pred_knn_minmax))\nprint(\"Matriz de confusión:\")\nprint(confusion_matrix(y_val, pred_knn_minmax))\n\n# Guardar F1 de clase 1 (default) para comparar modelos\nfrom sklearn.metrics import f1_score\nf1_knn_minmax = f1_score(y_val, pred_knn_minmax)\nresultados_modelos.append({\n \"Modelo\": \"k-NN (MinMaxScaler)\",\n \"F1 (default)\": round(f1_knn_minmax, 4)\n})" + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## k-NN CON ESTANDARIZACIÓN (StandardScaler) ##\n########################################################\n\n# Escalar\nscaler_std = StandardScaler()\nX_train_std = scaler_std.fit_transform(X_train)\nX_val_std = scaler_std.transform(X_val)\n\n# Entrenar modelo base con k=5\nknn_std = KNeighborsClassifier(n_neighbors=5)\nknn_std.fit(X_train_std, y_train)\n\n# Predicciones\npred_knn_std = knn_std.predict(X_val_std)\n\n# Resultados\nprint(\"===== k-NN con Estandarización (StandardScaler) =====\")\nprint(classification_report(y_val, pred_knn_std))\nprint(\"Matriz de confusión:\")\nprint(confusion_matrix(y_val, pred_knn_std))\n\n# Guardar F1 de clase 1 para comparar\nf1_knn_std = f1_score(y_val, pred_knn_std)\nresultados_modelos.append({\n \"Modelo\": \"k-NN (StandardScaler)\",\n \"F1 (default)\": round(f1_knn_std, 4)\n})" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 4.3 Regresión Logística\n\nLa Regresión Logística estima la **probabilidad** de que una observación pertenezca a la clase 1 (default). A diferencia de k-NN, genera un modelo explícito con coeficientes que permiten interpretar el peso de cada variable.\n\nTambién evaluamos los dos tipos de escalamiento para comparar su efecto, reutilizando los mismos `X_train_std`, `X_val_std`, `X_train_minmax` y `X_val_minmax` calculados en la sección anterior." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## REGRESIÓN LOGÍSTICA CON ESTANDARIZACIÓN ##\n########################################################\n\nlog_std = LogisticRegression(max_iter=50000, random_state=123)\nlog_std.fit(X_train_std, y_train)\n\npred_log_std = log_std.predict(X_val_std)\n\nprint(\"===== Regresión Logística con Estandarización =====\")\nprint(classification_report(y_val, pred_log_std))\nprint(\"Matriz de confusión:\")\nprint(confusion_matrix(y_val, pred_log_std))\n\nf1_log_std = f1_score(y_val, pred_log_std)\nresultados_modelos.append({\n \"Modelo\": \"Regresión Logística (StandardScaler)\",\n \"F1 (default)\": round(f1_log_std, 4)\n})" + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## REGRESIÓN LOGÍSTICA CON NORMALIZACIÓN ##\n########################################################\n\nlog_minmax = LogisticRegression(max_iter=50000, random_state=123)\nlog_minmax.fit(X_train_minmax, y_train)\n\npred_log_minmax = log_minmax.predict(X_val_minmax)\n\nprint(\"===== Regresión Logística con Normalización =====\")\nprint(classification_report(y_val, pred_log_minmax))\nprint(\"Matriz de confusión:\")\nprint(confusion_matrix(y_val, pred_log_minmax))\n\nf1_log_minmax = f1_score(y_val, pred_log_minmax)\nresultados_modelos.append({\n \"Modelo\": \"Regresión Logística (MinMaxScaler)\",\n \"F1 (default)\": round(f1_log_minmax, 4)\n})" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 4.4 Comparación inicial de modelos\n\nComparamos los cuatro modelos entrenados usando el **F1-Score de la clase 1 (default)** como métrica principal. Esta métrica es la más adecuada aquí porque combina precisión y recall, y no se ve distorsionada por el desbalanceo de clases como sí ocurre con el accuracy.\n\nEsta comparación es solo un punto de partida — en la siguiente sección optimizaremos los hiperparámetros con Grid Search para mejorar estos resultados." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## TABLA COMPARATIVA — MODELOS BASE ##\n########################################################\n\ntabla_resultados = pd.DataFrame(resultados_modelos)\ntabla_resultados = tabla_resultados.sort_values('F1 (default)', ascending=False)\ntabla_resultados = tabla_resultados.reset_index(drop=True)\n\nprint('Comparación inicial de modelos (conjunto de validación):')\nprint(tabla_resultados.to_string(index=False))" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "\n## 5. Optimización de Hiperparámetros y Validación\n\nEn la sección anterior entrenamos modelos base con hiperparámetros fijos (`k=5`, `C=1`). En esta sección buscamos la **mejor combinación de hiperparámetros** para cada modelo usando dos herramientas vistas en clase:\n\n- **StratifiedKFold (Validación Cruzada Estratificada):** divide los datos en 5 pliegues asegurando que cada uno mantenga la misma proporción de defaults. Así el resultado no depende de un único split sino del promedio de 5 evaluaciones diferentes.\n\n- **GridSearchCV (Búsqueda en Grilla):** prueba todas las combinaciones posibles de hiperparámetros dentro de la grilla definida y se queda con la que produce el mejor resultado.\n\nUsamos `scoring=\"f1\"` como métrica de optimización porque, dado el fuerte desbalanceo de clases, el F1-Score de la clase 1 (default) es el indicador más honesto del desempeño real del modelo." + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 5.1 Grid Search para k-NN\n\nUsamos un `Pipeline` que combina el escalador y el modelo en un solo objeto. Esto permite incluir el **tipo de escalamiento** (MinMax vs Standard) como un hiperparámetro más dentro de la grilla, y garantiza que el escalador se ajuste solo con los datos de entrenamiento en cada pliegue de la validación cruzada.\n\nLa grilla explora las siguientes combinaciones:\n\n- **Escalador:** StandardScaler o MinMaxScaler\n- **Número de vecinos k:** 5, 10, 15, 20\n- **Pesos:** uniform (todos los vecinos pesan igual) o distance (vecinos más cercanos pesan más)\n- **Métrica de distancia:** euclidiana o manhattan" + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## GRID SEARCH — k-NN ##\n########################################################\n\n# Estrategia de validación cruzada estratificada (5 pliegues)\ncv = StratifiedKFold(n_splits=5, shuffle=True, random_state=123)\n\n# Pipeline: escalador + modelo en un solo objeto\npipe_knn = Pipeline([\n (\"scaler\", StandardScaler()),\n (\"knn\", KNeighborsClassifier())\n])\n\n# Grilla de hiperparámetros a explorar\nparam_grid_knn = {\n \"scaler\": [StandardScaler(), MinMaxScaler()],\n \"knn__n_neighbors\": [5, 10, 15, 20],\n \"knn__weights\": [\"uniform\", \"distance\"],\n \"knn__metric\": [\"euclidean\", \"manhattan\"]\n}\n\n# Búsqueda en grilla con validación cruzada estratificada\ngrid_knn = GridSearchCV(\n estimator=pipe_knn,\n param_grid=param_grid_knn,\n scoring=\"f1\", # optimizamos F1 de clase 1 (default)\n cv=cv,\n n_jobs=-1,\n verbose=1\n)\n\ngrid_knn.fit(X_train, y_train)\n\nprint(\"Mejores hiperparámetros k-NN:\")\nprint(grid_knn.best_params_)\nprint(f\"\\nMejor F1 medio (CV): {grid_knn.best_score_:.4f}\")" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Revisamos las 10 mejores combinaciones de hiperparámetros encontradas para entender qué configuraciones funcionan mejor:" + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## TOP 10 — RESULTADOS GRID SEARCH k-NN ##\n########################################################\n\nresultados_knn_cv = (\n pd.DataFrame(grid_knn.cv_results_)\n .sort_values(\"mean_test_score\", ascending=False)\n [[\"params\", \"mean_test_score\", \"std_test_score\"]]\n .rename(columns={\n \"mean_test_score\": \"F1 medio (CV)\",\n \"std_test_score\": \"Desviación\"\n })\n .head(10)\n .reset_index(drop=True)\n)\nresultados_knn_cv" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 5.2 Grid Search para Regresión Logística\n\nPara la Regresión Logística optimizamos los siguientes hiperparámetros:\n\n- **C (regularización):** controla qué tan flexible es el modelo. Un C pequeño (0.01, 0.1) impone más restricciones y produce un modelo más simple. Un C grande (10, 100) da más libertad al modelo pero puede sobreajustarse.\n\n- **class_weight:** permite indicarle al modelo que penalice más los errores en la clase minoritaria (default). Con `\"balanced\"` el modelo ajusta automáticamente los pesos según la proporción de cada clase — útil con datos desbalanceados." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## GRID SEARCH — REGRESIÓN LOGÍSTICA ##\n########################################################\n\n# Pipeline: escalador + modelo\npipe_log = Pipeline([\n (\"scaler\", StandardScaler()),\n (\"logreg\", LogisticRegression(max_iter=50000, random_state=123))\n])\n\n# Grilla de hiperparámetros\nparam_grid_log = {\n \"logreg__C\": [0.01, 0.1, 1.0, 10.0],\n \"logreg__class_weight\": [None, \"balanced\"]\n}\n\n# Búsqueda en grilla con validación cruzada estratificada\ngrid_log = GridSearchCV(\n estimator=pipe_log,\n param_grid=param_grid_log,\n scoring=\"f1\", # optimizamos F1 de clase 1 (default)\n cv=cv,\n n_jobs=-1,\n verbose=1\n)\n\ngrid_log.fit(X_train, y_train)\n\nprint(\"Mejores hiperparámetros Regresión Logística:\")\nprint(grid_log.best_params_)\nprint(f\"\\nMejor F1 medio (CV): {grid_log.best_score_:.4f}\")" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Revisamos las 10 mejores combinaciones para la Regresión Logística:" + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## TOP 10 — RESULTADOS GRID SEARCH REGRESIÓN LOG. ##\n########################################################\n\nresultados_log_cv = (\n pd.DataFrame(grid_log.cv_results_)\n .sort_values(\"mean_test_score\", ascending=False)\n [[\"params\", \"mean_test_score\", \"std_test_score\"]]\n .rename(columns={\n \"mean_test_score\": \"F1 medio (CV)\",\n \"std_test_score\": \"Desviación\"\n })\n .head(10)\n .reset_index(drop=True)\n)\nresultados_log_cv" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 5.3 Comparación de modelos tras validación cruzada\n\nComparamos los **mejores modelos** de cada algoritmo según el F1 medio obtenido en la validación cruzada. El modelo con mayor F1 será el que usemos en la Sección 6 para la evaluación final." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## COMPARACIÓN FINAL TRAS GRID SEARCH ##\n########################################################\n\nresumen_cv = pd.DataFrame([\n {\n \"Modelo\": \"k-NN (mejor configuración CV)\",\n \"Mejores params\": str(grid_knn.best_params_),\n \"F1 medio (CV)\": round(grid_knn.best_score_, 4)\n },\n {\n \"Modelo\": \"Regresión Logística (mejor configuración CV)\",\n \"Mejores params\": str(grid_log.best_params_),\n \"F1 medio (CV)\": round(grid_log.best_score_, 4)\n }\n])\n\nprint(\"Comparación de modelos — F1 medio en validación cruzada:\")\nresumen_cv" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "\n## 6. Métricas de Evaluación y Decisión\n\nEn esta sección tomamos el **mejor modelo encontrado en la Sección 5** y lo evaluamos sobre el conjunto de validación `X_val` que fue reservado exclusivamente para esta etapa — el modelo nunca lo vio durante el entrenamiento.\n\nPara evaluar el desempeño usamos:\n\n- **Matriz de confusión:** muestra cuántos casos el modelo clasificó correctamente e incorrectamente para cada clase.\n- **Reporte de clasificación:** resume las métricas de Accuracy, Precisión, Recall y F1-Score para cada clase." + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 6.1 Evaluación del modelo final\n\nComparamos los dos mejores modelos obtenidos por Grid Search — k-NN y Regresión Logística — evaluándolos sobre el conjunto de validación.\n\nRecordemos el significado de cada métrica en el contexto de riesgo crediticio:\n\n- **Accuracy:** porcentaje total de predicciones correctas. Con datos desbalanceados puede ser engañosa — un modelo que nunca predice default tendría 93% de accuracy sin detectar ningún caso de riesgo.\n- **Precisión (clase 1):** de todos los que el modelo marcó como \"default\", ¿qué proporción realmente incumplió?\n- **Recall (clase 1):** de todos los que realmente incumplieron, ¿qué proporción detectó el modelo? Esta métrica es crítica en riesgo crediticio porque un Falso Negativo (no detectar a alguien que va a incumplir) es más costoso que un Falso Positivo.\n- **F1-Score (clase 1):** promedio armónico entre precisión y recall. Es la métrica principal para comparar modelos con clases desbalanceadas." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## EVALUACIÓN — MEJOR MODELO k-NN ##\n########################################################\n\n# Recuperar el mejor modelo k-NN y evaluarlo en validación\nmejor_knn = grid_knn.best_estimator_\nmejor_knn.fit(X_train, y_train)\npred_val_knn = mejor_knn.predict(X_val)\n\nprint(\"===== Mejor k-NN (Grid Search) — Conjunto de Validación =====\")\nprint(classification_report(y_val, pred_val_knn))" + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## EVALUACIÓN — MEJOR MODELO REGRESIÓN LOGÍSTICA ##\n########################################################\n\n# Recuperar el mejor modelo de Regresión Logística y evaluarlo en validación\nmejor_log = grid_log.best_estimator_\nmejor_log.fit(X_train, y_train)\npred_val_log = mejor_log.predict(X_val)\n\nprint(\"===== Mejor Regresión Logística (Grid Search) — Conjunto de Validación =====\")\nprint(classification_report(y_val, pred_val_log))" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 6.2 Matrices de confusión\n\nLa matriz de confusión muestra en detalle los cuatro tipos de resultado posibles:\n\n- **Verdadero Negativo (TN):** predijo \"no default\" y era correcto.\n- **Falso Positivo (FP):** predijo \"default\" pero no lo era. *(El banco rechaza a un cliente que habría pagado)*\n- **Falso Negativo (FN):** predijo \"no default\" pero sí incumplió. *(El banco aprueba a alguien que no va a pagar — el error más costoso)*\n- **Verdadero Positivo (TP):** predijo \"default\" y era correcto." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## MATRICES DE CONFUSIÓN — AMBOS MODELOS ##\n########################################################\n\nfig, axes = plt.subplots(1, 2, figsize=(13, 5))\n\nmodelos_eval = [\n (pred_val_knn, \"Mejor k-NN (Grid Search)\"),\n (pred_val_log, \"Mejor Regresión Logística (Grid Search)\")\n]\n\nfor ax, (pred, titulo) in zip(axes, modelos_eval):\n mc = confusion_matrix(y_val, pred)\n sns.heatmap(\n mc,\n annot=True,\n fmt=\"d\",\n cmap=\"Blues\",\n ax=ax,\n annot_kws={\"size\": 14},\n xticklabels=[\"No default (0)\", \"Default (1)\"],\n yticklabels=[\"No default (0)\", \"Default (1)\"]\n )\n ax.set_title(titulo, fontsize=11, fontweight=\"bold\")\n ax.set_xlabel(\"Predicción\", fontsize=10)\n ax.set_ylabel(\"Valor real\", fontsize=10)\n\nplt.suptitle(\"Matrices de Confusión — Conjunto de Validación\",\n fontsize=13, fontweight=\"bold\")\nplt.tight_layout()\nplt.show()" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### 6.3 Decisión del modelo final\n\nCon base en las métricas de validación cruzada (Sección 5) y la evaluación sobre el conjunto de validación (Sección 6), seleccionamos el modelo con mejor F1-Score en la clase 1 como **modelo final**.\n\nEn el contexto de riesgo crediticio priorizamos el **Recall de la clase 1**: es preferible ser más cauteloso y señalar algunos falsos positivos que dejar pasar clientes que van a incumplir (falsos negativos)." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## TABLA COMPARATIVA FINAL ##\n########################################################\n\nfrom sklearn.metrics import f1_score, recall_score, precision_score, accuracy_score\n\ncomparacion_final = pd.DataFrame([\n {\n \"Modelo\": \"k-NN (mejor Grid Search)\",\n \"Accuracy\": round(accuracy_score(y_val, pred_val_knn), 4),\n \"Precisión (default)\": round(precision_score(y_val, pred_val_knn), 4),\n \"Recall (default)\": round(recall_score(y_val, pred_val_knn), 4),\n \"F1 (default)\": round(f1_score(y_val, pred_val_knn), 4)\n },\n {\n \"Modelo\": \"Regresión Logística (mejor Grid Search)\",\n \"Accuracy\": round(accuracy_score(y_val, pred_val_log), 4),\n \"Precisión (default)\": round(precision_score(y_val, pred_val_log), 4),\n \"Recall (default)\": round(recall_score(y_val, pred_val_log), 4),\n \"F1 (default)\": round(f1_score(y_val, pred_val_log), 4)\n }\n])\n\nprint(\"Comparación final de modelos — Conjunto de Validación:\")\ncomparacion_final" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "\n## 7. Predicción en el conjunto de test\n\nUna vez seleccionado el modelo final, lo entrenamos con **todo el conjunto de entrenamiento** (no solo el 80%) para aprovechar al máximo los datos disponibles antes de generar las predicciones sobre el conjunto de test.\n\nEl resultado es un archivo `submission.csv` con el formato requerido: una columna `Id` y una columna `Probability` con la probabilidad estimada de incumplimiento para cada persona del conjunto de test." + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## ENTRENAMIENTO FINAL CON TODOS LOS DATOS ##\n########################################################\n\n# Seleccionar el mejor modelo según los resultados de la Sección 6\n# (reemplazar grid_log por grid_knn si k-NN obtuvo mejor F1)\nmodelo_final = grid_log.best_estimator_\n\n# Entrenar con todo X (no solo X_train) para maximizar la información\nmodelo_final.fit(X, y)\n\n# Generar probabilidades de default para el conjunto de test\nproba_test = modelo_final.predict_proba(X_test)[:, 1]\n\nprint(f\"Predicciones generadas: {len(proba_test)}\")\nprint(f\"Probabilidad mínima: {proba_test.min():.4f}\")\nprint(f\"Probabilidad máxima: {proba_test.max():.4f}\")\nprint(f\"Probabilidad media: {proba_test.mean():.4f}\")" + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## CONSTRUCCIÓN DEL ARCHIVO SUBMISSION ##\n########################################################\n\nsubmission = pd.DataFrame({\n \"Id\": range(1, len(proba_test) + 1),\n \"Probability\": proba_test\n})\n\nprint(\"Primeras filas del archivo de submission:\")\nsubmission.head(10)" + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": "########################################################\n## DESCARGA DEL ARCHIVO DESDE GOOGLE COLAB ##\n########################################################\n\n# Guardar el archivo en el entorno de Colab\nsubmission.to_csv(\"submission.csv\", index=False)\n\n# Descargar directamente al computador\nfrom google.colab import files\nfiles.download(\"submission.csv\")\n\nprint(\"Archivo submission.csv generado y descargado.\")" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file diff --git a/final/resumen_decisiones.md b/final/resumen_decisiones.md new file mode 100644 index 0000000..31b8b6b --- /dev/null +++ b/final/resumen_decisiones.md @@ -0,0 +1,127 @@ +# Resumen de Decisiones — Proyecto Riesgo Crediticio +**Machine Learning 1 | Universidad del Rosario** +Vanessa Ochoa, Nilson Amaya, Juan Zamora + +--- + +## 1. ¿Por qué no usamos accuracy como métrica principal? + +El dataset tiene un desbalanceo severo: **93.3% no incumple** y solo **6.7% sí incumple**. Esto significa que un modelo que simplemente dijera *"nadie va a hacer default"* tendría 93% de accuracy sin haber aprendido nada útil. + +Por eso usamos **F1-Score de la clase 1 (default)** como métrica principal, porque combina precisión y recall y no se ve distorsionada por el desbalanceo. + +--- + +## 2. Decisiones de preprocesamiento + +### 2.1 Valores faltantes — imputación con mediana + +**Variables afectadas:** `MonthlyIncome` (19.82% nulos) y `NumberOfDependents` (2.62% nulos). + +**¿Por qué mediana y no media?** +Las variables financieras tienen outliers extremos. La media se arrastra hacia esos valores extremos y dejaría de representar al cliente típico. La mediana es el valor del centro y no se afecta por los extremos. + +**Decisión extra en `MonthlyIncome`:** +Los registros con ingreso desconocido tienen más tasa de default que los que sí tienen ingreso. Eso significa que *no saber el ingreso* ya es una señal. Por eso creamos `flag_ingreso_nulo = 1` **antes** de imputar, para no perder esa información. + +> **Regla de oro:** los parámetros de imputación (la mediana) se calculan **solo en train** y se aplican al test con ese mismo valor. Nunca al revés. + +--- + +### 2.2 Outliers — tratamiento con criterio financiero + +Cada variable se trató según su **significado real**, no solo por su magnitud. + +| Variable | Problema | Decisión | ¿Por qué? | +|---|---|---|---| +| `RevolvingUtilization` | Máximo = 50,708 (debería ser 0–1) | `clip(0, 5)` | Los valores entre 1 y 5 son clientes que **superaron su límite** — tienen 37% de default vs 6% del resto. Recortarlos a 1 destruiría esa señal. | +| `DebtRatio` | Máximo = 329,664 | `clip(0, P99)` | El valor extremo viene de dividir deuda entre ingreso = 0 (división por cero). No es deuda real. Se capa en percentil 99 para conservar la variabilidad válida. | +| `age` | Mínimo = 0, algunos valores 96–98 | `clip(18, 95)` | Edades imposibles o errores de registro. | +| `MonthlyIncome` | Máximo = 3,008,750 | `clip(0, P99)` | Ingresos extremadamente altos que distorsionan el escalamiento. | +| Variables de atrasos (30-59, 60-89, 90+ días) | 264 registros con valor = 98 | Crear `flag_atrasos_98`, luego `clip(0, 13)` | El valor 98 es un **código especial**, no 98 atrasos reales. Esos 264 registros tienen **54% de tasa de default** — son los clientes más riesgosos del dataset. Reemplazarlos con 0 sería el error más grave posible. | + +--- + +### 2.3 Selección de variables + +Se excluyó `NumberOfTime60-89DaysPastDueNotWorse` porque tiene correlación alta con las otras dos variables de atrasos (entre 0.58 y 0.75). Incluirla no aporta información nueva y puede generar **multicolinealidad**, lo que afecta especialmente a la Regresión Logística. + +Se agregaron dos variables nuevas creadas en el preprocesamiento: +- `flag_ingreso_nulo` — captura que el ingreso era desconocido +- `flag_atrasos_98` — captura el grupo de mayor riesgo del dataset + +--- + +### 2.4 Escalamiento — ¿MinMax o Standard? + +Ambos escaladores se probaron en los dos modelos. La diferencia clave es: + +- **MinMaxScaler:** lleva todo al rango [0, 1]. Sensible a outliers — si hay un valor extremo, el resto queda comprimido. +- **StandardScaler:** centra en media 0 y desviación 1. Más robusto ante outliers. + +El Grid Search decide cuál funciona mejor para cada modelo con estos datos específicos. + +--- + +## 3. Decisiones de modelado + +### 3.1 ¿Por qué dos modelos? + +El enunciado lo pide, pero también tiene sentido técnico: k-NN y Regresión Logística tienen naturalezas distintas. + +| | k-NN | Regresión Logística | +|---|---|---| +| ¿Cómo aprende? | Memoriza los datos y clasifica por proximidad | Aprende una ecuación con coeficientes | +| ¿Necesita escalar? | Sí, siempre — se basa en distancias | Sí, para que la regularización sea justa | +| ¿Es interpretable? | No | Sí — cada coeficiente dice cuánto pesa cada variable | +| Hiperparámetro clave | `k` (número de vecinos) | `C` (nivel de regularización) | + +### 3.2 Split con stratify + +Se usó `stratify=y` en el train/test split para garantizar que la proporción de defaults (6.7%) sea la misma en train y en validación. Sin esto, podría quedar un split donde casi todos los defaults caen en un solo lado por azar. + +### 3.3 ¿Por qué Grid Search con Pipeline? + +El `Pipeline` garantiza que el escalador se ajuste **solo con los datos de entrenamiento en cada pliegue** de la validación cruzada. Si escaláramos fuera del Pipeline, estaríamos filtrando información del conjunto de validación al modelo — lo que se llama **data leakage**. + +### 3.4 ¿Por qué StratifiedKFold y no KFold? + +Con clases desbalanceadas, un KFold normal podría crear pliegues donde casi no hay defaults. El `StratifiedKFold` garantiza que cada pliegue tenga la misma proporción de defaults que el dataset completo. + +--- + +## 4. ¿Cómo elegir el modelo final? + +Cuando tengan los resultados de Colab, apliquen este criterio en orden: + +### Paso 1 — Mirar el F1 medio en validación cruzada (Sección 5) +El modelo con mayor F1 medio en CV es el punto de partida. Si la diferencia es pequeña (menos de 0.01), pasar al paso 2. + +### Paso 2 — Mirar el Recall de la clase 1 en validación (Sección 6) +En riesgo crediticio, **no detectar a alguien que va a incumplir** (Falso Negativo) es más costoso que rechazar a alguien que sí pagaría (Falso Positivo). Por eso si dos modelos tienen F1 similar, gana el que tenga mayor Recall. + +### Paso 3 — Mirar la estabilidad (columna Desviación en la tabla de CV) +Un modelo con F1 = 0.35 y desviación 0.01 es mejor que uno con F1 = 0.36 y desviación 0.08. El segundo depende demasiado del split específico. + +### Paso 4 — Mirar la matriz de confusión +Comparar cuántos **Falsos Negativos** tiene cada modelo. El que tenga menos FN es el más conservador y adecuado para este problema. + +--- + +### Tabla de decisión rápida + +| Situación | Recomendación | +|---|---| +| Regresión Logística tiene mayor F1 | Usar Regresión Logística | +| k-NN tiene mayor F1 | Usar k-NN | +| F1 muy similar entre ambos | Usar Regresión Logística — es más interpretable y estable | +| Uno tiene mucho mejor Recall aunque F1 similar | Usar el de mayor Recall | + +--- + +## 5. Frase clave para defender el proyecto + +> *"El éxito en Machine Learning no reside en el algoritmo más complejo, sino en el entendimiento profundo de los datos y la correcta evaluación del error."* +> — Prof. Daniel Rambaut + +Todas las decisiones de este proyecto — desde no recortar RevolvingUtilization a 1, hasta crear el flag de los valores 98 — responden exactamente a ese principio: primero entender los datos, luego modelar. diff --git a/final/submission.csv b/final/submission.csv new file mode 100644 index 0000000..21af326 --- /dev/null +++ b/final/submission.csv @@ -0,0 +1,101504 @@ +Id,Probability +1,0.5038658870229874 +2,0.44344015035459516 +3,0.20113327924078853 +4,0.5310836300757165 +5,0.6649056553376816 +6,0.2706411772238448 +7,0.4035488090310959 +8,0.23009064399005502 +9,0.10413279221560101 +10,0.9623010598149704 +11,0.22106694428271706 +12,0.2153441435447226 +13,0.16347953120844053 +14,0.45028658634026986 +15,0.4041752883753227 +16,0.24231376181512504 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\n\n# Proyecto 1 \n## Clasificación de Riesgo Crediticio \n\n**Machine Learning** \nUniversidad del Rosario\n\nVanessa Ochoa, Nilson Amaya, Juan Zamora\n\n
" + "source": [ + "
\n", + "\n", + "# Proyecto 1 \n", + "## Clasificación de Riesgo Crediticio \n", + "\n", + "**Machine Learning** \n", + "Universidad del Rosario\n", + "\n", + "Vanessa Ochoa, Nilson Amaya, Juan Zamora\n", + "\n", + "
" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "---" + "source": [ + "---" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "## Tabla de contenido\n\n- [1. Introducción](#1-introducción)\n- [2. Importación del dataset](#2-importación-del-dataset)\n- [3. Análisis Exploratorio de Datos (EDA)](#3-eda)\n- [4. Implementación de Modelos](#4-modelos)\n- [5. Optimización de Hiperparámetros y Validación](#5-optimización)\n- [6. Métricas de Evaluación y Decisión](#6-métricas)\n- [7. Predicción en el conjunto de test](#7-test)\n" + "source": [ + "## Tabla de contenido\n", + "\n", + "- [1. Introducción](#1-introducción)\n", + "- [2. Importación del dataset](#2-importación-del-dataset)\n", + "- [3. Análisis Exploratorio de Datos (EDA)](#3-eda)\n", + "- [4. Implementación de Modelos](#4-modelos)\n", + "- [5. Optimización de Hiperparámetros y Validación](#5-optimización)\n", + "- [6. Métricas de Evaluación y Decisión](#6-métricas)\n", + "- [7. Predicción en el conjunto de test](#7-test)\n" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "\n## 1. Introducción\n\nEl riesgo crediticio es uno de los principales problemas que enfrentan las instituciones financieras, ya que implica la posibilidad de que una persona no cumpla con sus obligaciones de pago. Poder anticipar este tipo de situaciones es clave para reducir pérdidas y mejorar la toma de decisiones.\n\nEn este proyecto se utiliza el dataset **\"Give Me Some Credit\"** con el objetivo de predecir si una persona tendrá dificultades financieras en los próximos dos años. Este problema se aborda como una tarea de **clasificación binaria**, donde el modelo debe identificar si un cliente presenta riesgo de incumplimiento o no.\n\nPara resolver este problema se desarrolla un flujo completo de **Machine Learning**, que incluye:\n\n- Análisis exploratorio de datos (EDA), tratamiento de valores faltantes y outliers.\n- Implementación y comparación de modelos de clasificación: **k-NN** y **Regresión Logística**.\n- Evaluación del impacto del tipo de escalamiento (**Normalización** vs. **Estandarización**) sobre el desempeño.\n- Optimización de hiperparámetros mediante **Grid Search** y **validación cruzada estratificada**.\n- Evaluación final con **métricas de clasificación** adecuadas para datos desbalanceados.\n\nFinalmente, se comparan los modelos para identificar cuál ofrece el mejor desempeño en la predicción del riesgo crediticio." + "source": [ + "\n", + "## 1. Introducción\n", + "\n", + "El riesgo crediticio es uno de los principales problemas que enfrentan las instituciones financieras, ya que implica la posibilidad de que una persona no cumpla con sus obligaciones de pago. Poder anticipar este tipo de situaciones es clave para reducir pérdidas y mejorar la toma de decisiones.\n", + "\n", + "En este proyecto se utiliza el dataset **\"Give Me Some Credit\"** con el objetivo de predecir si una persona tendrá dificultades financieras en los próximos dos años. Este problema se aborda como una tarea de **clasificación binaria**, donde el modelo debe identificar si un cliente presenta riesgo de incumplimiento o no.\n", + "\n", + "Para resolver este problema se desarrolla un flujo completo de **Machine Learning**, que incluye:\n", + "\n", + "- Análisis exploratorio de datos (EDA), tratamiento de valores faltantes y outliers.\n", + "- Implementación y comparación de modelos de clasificación: **k-NN** y **Regresión Logística**.\n", + "- Evaluación del impacto del tipo de escalamiento (**Normalización** vs. **Estandarización**) sobre el desempeño.\n", + "- Optimización de hiperparámetros mediante **Grid Search** y **validación cruzada estratificada**.\n", + "- Evaluación final con **métricas de clasificación** adecuadas para datos desbalanceados.\n", + "\n", + "Finalmente, se comparan los modelos para identificar cuál ofrece el mejor desempeño en la predicción del riesgo crediticio." + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "\n## 2. Importación del dataset" + "source": [ + "\n", + "## 2. Importación del dataset" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "Antes de cargar el dataset, se importan las librerías necesarias para el desarrollo del proyecto." + "source": [ + "Antes de cargar el dataset, se importan las librerías necesarias para el desarrollo del proyecto." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], - "source": "########################################################\n## LIBRERÍAS ##\n########################################################\n\n# Manipulación de datos\nimport pandas as pd\nimport numpy as np\n\n# Visualización\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n%matplotlib inline\n\n# Modelado y evaluación\nfrom sklearn.model_selection import train_test_split, GridSearchCV, StratifiedKFold\nfrom sklearn.pipeline import Pipeline\nfrom sklearn.preprocessing import StandardScaler, MinMaxScaler\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.metrics import classification_report, confusion_matrix" + "source": [ + "########################################################\n", + "## LIBRERÍAS ##\n", + "########################################################\n", + "\n", + "# Manipulación de datos\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "# Visualización\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline\n", + "\n", + "# Modelado y evaluación\n", + "from sklearn.model_selection import train_test_split, GridSearchCV, StratifiedKFold\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import classification_report, confusion_matrix" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "A continuación cargamos los archivos `cs-training.csv` y `cs-test.csv` directamente desde Google Colab. La primera columna de ambos archivos es un índice sin nombre que se descarta al momento de la carga." + "source": [ + "A continuación cargamos los archivos `cs-training.csv` y `cs-test.csv` directamente desde Google Colab. La primera columna de ambos archivos es un índice sin nombre que se descarta al momento de la carga." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], - "source": "########################################################\n## CARGA DEL DATASET ##\n########################################################\n\nfrom google.colab import files\n\n# Subir archivos manualmente desde tu computador\nuploaded = files.upload() # seleccionar cs-training.csv y cs-test.csv\n\n# Cargar los datasets\ntrain = pd.read_csv(\"cs-training.csv\", index_col=0)\ntest = pd.read_csv(\"cs-test.csv\", index_col=0)\n\n# Vista general del conjunto de entrenamiento\nprint(\"Dimensiones del conjunto de entrenamiento:\", train.shape)\nprint(\"Dimensiones del conjunto de test: \", test.shape)\ntrain.info()" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 150000 entries, 0 to 149999\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 SeriousDlqin2yrs 150000 non-null int64 \n", + " 1 RevolvingUtilizationOfUnsecuredLines 150000 non-null float64\n", + " 2 age 150000 non-null int64 \n", + " 3 NumberOfTime30-59DaysPastDueNotWorse 150000 non-null int64 \n", + " 4 DebtRatio 150000 non-null float64\n", + " 5 MonthlyIncome 120269 non-null float64\n", + " 6 NumberOfOpenCreditLinesAndLoans 150000 non-null int64 \n", + " 7 NumberOfTimes90DaysLate 150000 non-null int64 \n", + " 8 NumberRealEstateLoansOrLines 150000 non-null int64 \n", + " 9 NumberOfTime60-89DaysPastDueNotWorse 150000 non-null int64 \n", + " 10 NumberOfDependents 146076 non-null float64\n", + "dtypes: float64(4), int64(7)\n", + "memory usage: 12.6 MB\n" + ] + } + ], + "source": [ + "train = pd.read_csv(\"../input/cs-training.csv\")\n", + "test = pd.read_csv(\"../input/cs-test.csv\")\n", + "train = train.drop(columns=['Unnamed: 0'])\n", + "test = test.drop(columns=['Unnamed: 0'])\n", + "\n", + "# ver primeras filas\n", + "train.info()" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "Revisamos un resumen estadístico de las variables para tener una primera idea de sus rangos, valores extremos y posibles inconsistencias." + "source": [ + "Revisamos un resumen estadístico de las variables para tener una primera idea de sus rangos, valores extremos y posibles inconsistencias." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], - "source": "train.describe()" + "outputs": [ + { + "data": { + "text/html": [ + "
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SeriousDlqin2yrsRevolvingUtilizationOfUnsecuredLinesageNumberOfTime30-59DaysPastDueNotWorseDebtRatioMonthlyIncomeNumberOfOpenCreditLinesAndLoansNumberOfTimes90DaysLateNumberRealEstateLoansOrLinesNumberOfTime60-89DaysPastDueNotWorseNumberOfDependents
count150000.000000150000.000000150000.000000150000.000000150000.0000001.202690e+05150000.000000150000.000000150000.000000150000.000000146076.000000
mean0.0668406.04843852.2952070.421033353.0050766.670221e+038.4527600.2659731.0182400.2403870.757222
std0.249746249.75537114.7718664.1927812037.8185231.438467e+045.1459514.1693041.1297714.1551791.115086
min0.0000000.0000000.0000000.0000000.0000000.000000e+000.0000000.0000000.0000000.0000000.000000
25%0.0000000.02986741.0000000.0000000.1750743.400000e+035.0000000.0000000.0000000.0000000.000000
50%0.0000000.15418152.0000000.0000000.3665085.400000e+038.0000000.0000001.0000000.0000000.000000
75%0.0000000.55904663.0000000.0000000.8682548.249000e+0311.0000000.0000002.0000000.0000001.000000
max1.00000050708.000000109.00000098.000000329664.0000003.008750e+0658.00000098.00000054.00000098.00000020.000000
\n", + "
" + ], + "text/plain": [ + " SeriousDlqin2yrs RevolvingUtilizationOfUnsecuredLines age \\\n", + "count 150000.000000 150000.000000 150000.000000 \n", + "mean 0.066840 6.048438 52.295207 \n", + "std 0.249746 249.755371 14.771866 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 0.000000 0.029867 41.000000 \n", + "50% 0.000000 0.154181 52.000000 \n", + "75% 0.000000 0.559046 63.000000 \n", + "max 1.000000 50708.000000 109.000000 \n", + "\n", + " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n", + "count 150000.000000 150000.000000 1.202690e+05 \n", + "mean 0.421033 353.005076 6.670221e+03 \n", + "std 4.192781 2037.818523 1.438467e+04 \n", + "min 0.000000 0.000000 0.000000e+00 \n", + "25% 0.000000 0.175074 3.400000e+03 \n", + "50% 0.000000 0.366508 5.400000e+03 \n", + "75% 0.000000 0.868254 8.249000e+03 \n", + "max 98.000000 329664.000000 3.008750e+06 \n", + "\n", + " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n", + "count 150000.000000 150000.000000 \n", + "mean 8.452760 0.265973 \n", + "std 5.145951 4.169304 \n", + "min 0.000000 0.000000 \n", + "25% 5.000000 0.000000 \n", + "50% 8.000000 0.000000 \n", + "75% 11.000000 0.000000 \n", + "max 58.000000 98.000000 \n", + "\n", + " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n", + "count 150000.000000 150000.000000 \n", + "mean 1.018240 0.240387 \n", + "std 1.129771 4.155179 \n", + "min 0.000000 0.000000 \n", + "25% 0.000000 0.000000 \n", + "50% 1.000000 0.000000 \n", + "75% 2.000000 0.000000 \n", + "max 54.000000 98.000000 \n", + "\n", + " NumberOfDependents \n", + "count 146076.000000 \n", + "mean 0.757222 \n", + "std 1.115086 \n", + "min 0.000000 \n", + "25% 0.000000 \n", + "50% 0.000000 \n", + "75% 1.000000 \n", + "max 20.000000 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train.describe()" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### 2.1 Descripción de las variables\n\n- **SeriousDlqin2yrs:** Variable objetivo. Indica si la persona tuvo dificultades financieras graves (atraso ≥ 90 días) en los siguientes dos años. Toma valor 1 (sí incumplió) o 0 (no incumplió).\n\n- **RevolvingUtilizationOfUnsecuredLines:** Proporción del saldo utilizado en tarjetas de crédito y líneas personales respecto al límite total disponible. En condiciones normales se expresa entre 0 y 1.\n\n- **age:** Edad del titular del crédito en años.\n\n- **NumberOfTime30-59DaysPastDueNotWorse:** Número de veces que el prestatario tuvo atrasos entre 30 y 59 días en los últimos dos años.\n\n- **DebtRatio:** Relación entre las obligaciones financieras mensuales y el ingreso bruto mensual.\n\n- **MonthlyIncome:** Ingreso mensual reportado por el prestatario.\n\n- **NumberOfOpenCreditLinesAndLoans:** Número total de préstamos y líneas de crédito abiertas.\n\n- **NumberOfTimes90DaysLate:** Número de veces que el prestatario tuvo atrasos de 90 días o más.\n\n- **NumberRealEstateLoansOrLines:** Número de préstamos hipotecarios o líneas de crédito sobre vivienda.\n\n- **NumberOfTime60-89DaysPastDueNotWorse:** Número de veces que el prestatario tuvo atrasos entre 60 y 89 días en los últimos dos años.\n\n- **NumberOfDependents:** Número de personas que dependen económicamente del prestatario." + "source": [ + "### 2.1 Descripción de las variables\n", + "\n", + "- **SeriousDlqin2yrs:** Variable objetivo. Indica si la persona tuvo dificultades financieras graves (atraso ≥ 90 días) en los siguientes dos años. Toma valor 1 (sí incumplió) o 0 (no incumplió).\n", + "\n", + "- **RevolvingUtilizationOfUnsecuredLines:** Proporción del saldo utilizado en tarjetas de crédito y líneas personales respecto al límite total disponible. En condiciones normales se expresa entre 0 y 1.\n", + "\n", + "- **age:** Edad del titular del crédito en años.\n", + "\n", + "- **NumberOfTime30-59DaysPastDueNotWorse:** Número de veces que el prestatario tuvo atrasos entre 30 y 59 días en los últimos dos años.\n", + "\n", + "- **DebtRatio:** Relación entre las obligaciones financieras mensuales y el ingreso bruto mensual.\n", + "\n", + "- **MonthlyIncome:** Ingreso mensual reportado por el prestatario.\n", + "\n", + "- **NumberOfOpenCreditLinesAndLoans:** Número total de préstamos y líneas de crédito abiertas.\n", + "\n", + "- **NumberOfTimes90DaysLate:** Número de veces que el prestatario tuvo atrasos de 90 días o más.\n", + "\n", + "- **NumberRealEstateLoansOrLines:** Número de préstamos hipotecarios o líneas de crédito sobre vivienda.\n", + "\n", + "- **NumberOfTime60-89DaysPastDueNotWorse:** Número de veces que el prestatario tuvo atrasos entre 60 y 89 días en los últimos dos años.\n", + "\n", + "- **NumberOfDependents:** Número de personas que dependen económicamente del prestatario." + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "\n## 3. Análisis Exploratorio de Datos (EDA)" + "source": [ + "\n", + "## 3. Análisis Exploratorio de Datos (EDA)" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### 3.1 Identificación y tratamiento de datos faltantes e imputación lógica\n\nAntes de entrenar cualquier modelo es necesario identificar si existen variables con datos ausentes, ya que la mayoría de los algoritmos de Machine Learning no pueden trabajar con valores faltantes directamente.\n\nA continuación identificamos el porcentaje de datos faltantes por variable:" + "source": [ + "### 3.1 Identificación y tratamiento de datos faltantes e imputación lógica\n", + "\n", + "Antes de entrenar cualquier modelo es necesario identificar si existen variables con datos ausentes, ya que la mayoría de los algoritmos de Machine Learning no pueden trabajar con valores faltantes directamente.\n", + "\n", + "A continuación identificamos el porcentaje de datos faltantes por variable:" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], - "source": "########################################################\n## IDENTIFICACIÓN DE VALORES FALTANTES ##\n########################################################\n\nfaltantes = train.isnull().sum()\nporcentaje = (faltantes / len(train)) * 100\n\ntabla_faltantes = pd.DataFrame({\n 'Valores faltantes': faltantes,\n 'Porcentaje (%)': porcentaje.round(2)\n})\n\nprint(tabla_faltantes[tabla_faltantes['Valores faltantes'] > 0])" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Valores faltantes Porcentaje (%)\n", + "MonthlyIncome 29731 19.82\n", + "NumberOfDependents 3924 2.62\n" + ] + } + ], + "source": [ + "########################################################\n", + "## IDENTIFICACIÓN DE VALORES FALTANTES ##\n", + "########################################################\n", + "\n", + "faltantes = train.isnull().sum()\n", + "porcentaje = (faltantes / len(train)) * 100\n", + "\n", + "tabla_faltantes = pd.DataFrame({\n", + " 'Valores faltantes': faltantes,\n", + " 'Porcentaje (%)': porcentaje.round(2)\n", + "})\n", + "\n", + "print(tabla_faltantes[tabla_faltantes['Valores faltantes'] > 0])" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "Se identificaron dos variables con datos ausentes:\n\n- **MonthlyIncome**: 19.82% de valores faltantes. Al analizar estos registros, se observa que las personas con ingreso desconocido tienen una tasa de incumplimiento ligeramente mayor que las personas con ingreso conocido. Esto indica que **los valores faltantes no son completamente aleatorios** y contienen información. Por esta razón, antes de imputar se crea una variable indicadora (`flag_ingreso_nulo`) que registra si el ingreso era originalmente desconocido.\n\n- **NumberOfDependents**: 2.62% de valores faltantes. El porcentaje es bajo y no presenta un patrón diferenciado respecto al incumplimiento, por lo que se imputa directamente con la mediana.\n\nEn ambos casos se usa la **mediana** como valor de imputación porque, a diferencia de la media, es resistente a los valores extremos que caracterizan a las variables financieras." + "source": [ + "Se identificaron dos variables con datos ausentes:\n", + "\n", + "- **MonthlyIncome:** presenta 19.82% de valores faltantes. Al analizar estos registros, se observa que las personas con ingreso desconocido tienen una tasa de incumplimiento ligeramente mayor que aquellas con ingreso conocido. Esto sugiere que la ausencia de información no es completamente aleatoria y, por tanto, el hecho de no reportar ingreso también aporta señal predictiva. Por esta razón, antes de realizar la imputación se crea la variable indicadora flag_ingreso_nulo, la cual toma valor 1 cuando el ingreso era originalmente desconocido y 0 en caso contrario.\n", + "\n", + "- **NumberOfDependents:** presenta 2.62% de valores faltantes. Dado que el porcentaje es bajo y no se identificó un patrón diferencial claro frente al incumplimiento, esta variable se imputa directamente con la mediana.\n", + "\n", + "En ambos casos se utiliza la mediana como valor de imputación, y no la media, porque las variables financieras suelen presentar outliers extremos. La media tiende a desplazarse hacia esos valores atípicos, mientras que la mediana, al representar el valor central de la distribución, es mucho más robusta y refleja mejor el comportamiento del cliente típico.\n", + "\n", + "*Regla de oro: los parámetros de imputación, como la mediana, deben calcularse únicamente sobre el conjunto de entrenamiento (train) y luego aplicarse al conjunto de prueba (test) usando exactamente esos mismos valores. Esto evita fuga de información (data leakage) y garantiza una evaluación correcta del modelo.*" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], - "source": "########################################################\n## IMPUTACIÓN CON MEDIANA ##\n########################################################\n\n# Crear variable indicadora ANTES de imputar MonthlyIncome\n# Registra si el ingreso era desconocido originalmente\ntrain['flag_ingreso_nulo'] = train['MonthlyIncome'].isnull().astype(int)\ntest['flag_ingreso_nulo'] = test['MonthlyIncome'].isnull().astype(int)\n\n# Calcular medianas sobre el conjunto de entrenamiento\nmedian_monthly_income = train['MonthlyIncome'].median()\nmedian_dependents = train['NumberOfDependents'].median()\n\n# Imputar en train\ntrain['MonthlyIncome'] = train['MonthlyIncome'].fillna(median_monthly_income)\ntrain['NumberOfDependents'] = train['NumberOfDependents'].fillna(median_dependents)\n\n# Imputar en test con los mismos valores calculados en train\ntest['MonthlyIncome'] = test['MonthlyIncome'].fillna(median_monthly_income)\ntest['NumberOfDependents'] = test['NumberOfDependents'].fillna(median_dependents)\n\n# Verificar\nprint(\"Faltantes en train después de imputación:\", train.isnull().sum().sum())\nprint(\"Faltantes en test después de imputación: \", test.isnull().sum().sum())\nprint(f\"\\nMediana MonthlyIncome usada: {median_monthly_income:.2f}\")\nprint(f\"Mediana NumberOfDependents usada: {median_dependents:.2f}\")" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Faltantes en train después de imputación: 0\n", + "Faltantes en test después de imputación: 101503\n", + "\n", + "Mediana MonthlyIncome usada: 5400.00\n", + "Mediana NumberOfDependents usada: 0.00\n" + ] + } + ], + "source": [ + "########################################################\n", + "## IMPUTACIÓN CON MEDIANA ##\n", + "########################################################\n", + "\n", + "# Crear variable indicadora ANTES de imputar MonthlyIncome\n", + "# Registra si el ingreso era desconocido originalmente\n", + "train['flag_ingreso_nulo'] = train['MonthlyIncome'].isnull().astype(int)\n", + "test['flag_ingreso_nulo'] = test['MonthlyIncome'].isnull().astype(int)\n", + "\n", + "# Calcular medianas sobre el conjunto de entrenamiento\n", + "median_monthly_income = train['MonthlyIncome'].median()\n", + "median_dependents = train['NumberOfDependents'].median()\n", + "\n", + "# Imputar en train\n", + "train['MonthlyIncome'] = train['MonthlyIncome'].fillna(median_monthly_income)\n", + "train['NumberOfDependents'] = train['NumberOfDependents'].fillna(median_dependents)\n", + "\n", + "# Imputar en test con los mismos valores calculados en train\n", + "test['MonthlyIncome'] = test['MonthlyIncome'].fillna(median_monthly_income)\n", + "test['NumberOfDependents'] = test['NumberOfDependents'].fillna(median_dependents)\n", + "\n", + "# Verificar\n", + "print(\"Faltantes en train después de imputación:\", train.isnull().sum().sum())\n", + "print(\"Faltantes en test después de imputación: \", test.isnull().sum().sum())\n", + "print(f\"\\nMediana MonthlyIncome usada: {median_monthly_income:.2f}\")\n", + "print(f\"Mediana NumberOfDependents usada: {median_dependents:.2f}\")" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### 3.2 Análisis de distribuciones y detección de outliers\n\nAnalizamos la forma de las distribuciones con boxplots para identificar valores extremos. A continuación se visualizan las 10 variables numéricas del dataset:" + "source": [ + "### 3.2 Análisis de distribuciones y detección de outliers\n", + "\n", + "Analizamos la forma de las distribuciones con boxplots para identificar valores extremos. A continuación se visualizan las 10 variables numéricas del dataset:" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], - "source": "########################################################\n## BOXPLOTS — DETECCIÓN DE OUTLIERS ##\n########################################################\n\nfig, axes = plt.subplots(3, 3, figsize=(15, 12))\naxes = axes.flatten()\n\ncolumnas = [\n 'RevolvingUtilizationOfUnsecuredLines', 'age',\n 'NumberOfTime30-59DaysPastDueNotWorse', 'DebtRatio',\n 'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans',\n 'NumberOfTimes90DaysLate', 'NumberOfDependents',\n 'NumberOfTime60-89DaysPastDueNotWorse'\n]\n\nfor i, col in enumerate(columnas):\n axes[i].boxplot(train[col], patch_artist=True,\n boxprops=dict(facecolor='lightblue', color='navy'),\n medianprops=dict(color='red'))\n axes[i].set_title(col, fontsize=9, fontweight='bold')\n axes[i].set_ylabel('Valor')\n axes[i].grid(alpha=0.3)\n\nfig.suptitle('Detección de Outliers por Variable', fontsize=16, fontweight='bold')\nplt.tight_layout()\nplt.show()" + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "########################################################\n", + "## BOXPLOTS — DETECCIÓN DE OUTLIERS ##\n", + "########################################################\n", + "\n", + "fig, axes = plt.subplots(3, 3, figsize=(15, 12))\n", + "axes = axes.flatten()\n", + "\n", + "columnas = [\n", + " 'RevolvingUtilizationOfUnsecuredLines', 'age',\n", + " 'NumberOfTime30-59DaysPastDueNotWorse', 'DebtRatio',\n", + " 'MonthlyIncome', 'NumberOfOpenCreditLinesAndLoans',\n", + " 'NumberOfTimes90DaysLate', 'NumberOfDependents',\n", + " 'NumberOfTime60-89DaysPastDueNotWorse'\n", + "]\n", + "\n", + "for i, col in enumerate(columnas):\n", + " axes[i].boxplot(train[col], patch_artist=True,\n", + " boxprops=dict(facecolor='lightblue', color='navy'),\n", + " medianprops=dict(color='red'))\n", + " axes[i].set_title(col, fontsize=9, fontweight='bold')\n", + " axes[i].set_ylabel('Valor')\n", + " axes[i].grid(alpha=0.3)\n", + "\n", + "fig.suptitle('Detección de Outliers por Variable', fontsize=16, fontweight='bold')\n", + "plt.tight_layout()\n", + "plt.show()" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "Los boxplots revelan la presencia de valores extremos en varias variables. El tratamiento de cada una se define considerando su **significado financiero**, no simplemente su magnitud:\n\n- **RevolvingUtilizationOfUnsecuredLines**: en condiciones normales este ratio está entre 0 y 1 (0% a 100% del límite usado). Sin embargo, los valores superiores a 1 corresponden a personas que **superaron su límite de crédito**, lo cual es en sí mismo una señal de riesgo. Por eso no se restringe a 1 — hacerlo eliminaría esa señal. Se aplica un capado en 5 para descartar únicamente los valores claramente erróneos (máximo observado: 50,708).\n\n- **DebtRatio**: el valor extremo de esta variable se explica porque el ratio se calcula como deuda dividida entre ingreso mensual. Cuando el ingreso es cero o nulo, el resultado es matemáticamente inestable y no representa una deuda real. Se aplica un capado en el percentil 99 para conservar la variabilidad real.\n\n- **age**: se limita al rango 18–95 para eliminar edades imposibles o poco representativas.\n\n- **MonthlyIncome**: se capea en el percentil 99 para reducir el efecto de ingresos extremadamente altos.\n\n- **Variables de atrasos (30-59, 60-89, 90+ días)**: se identificó que exactamente 264 registros tienen el valor **98** simultáneamente en las tres variables. Este es un código especial que no representa 98 atrasos reales. Dado que estos registros tienen una tasa de incumplimiento del 54% (frente al 6.7% del resto del dataset), **eliminarlos o reemplazarlos con cero destruiría la señal más fuerte del dataset**. Se crea una variable indicadora (`flag_atrasos_98`) para preservar esa información, y luego se capan los valores al máximo real observado (13)." + "source": [ + "Los boxplots revelan la presencia de valores extremos en varias variables. El tratamiento de cada una se define considerando su **significado financiero**, no simplemente su magnitud:\n", + "\n", + "| Variable | Problema | Decisión | ¿Por qué? |\n", + "|---|---|---|---|\n", + "| `RevolvingUtilization` | Máximo = 50,708 (debería ser 0–1) | `clip(0, 5)` | Los valores entre 1 y 5 son clientes que **superaron su límite** — tienen 37% de default vs 6% del resto. Recortarlos a 1 destruiría esa señal. |\n", + "| `DebtRatio` | Máximo = 329,664 | `clip(0, P99)` | El valor extremo viene de dividir deuda entre ingreso = 0 (división por cero). No es deuda real. Se capa en percentil 99 para conservar la variabilidad válida. |\n", + "| `age` | Mínimo = 0, algunos valores 96–98 | `clip(18, 95)` | Edades imposibles o errores de registro. |\n", + "| `MonthlyIncome` | Máximo = 3,008,750 | `clip(0, P99)` | Ingresos extremadamente altos que distorsionan el escalamiento. |\n", + "| Variables de atrasos (30-59, 60-89, 90+ días) | 264 registros con valor = 98 | Crear `flag_atrasos_98`, luego `clip(0, 13)` | El valor 98 es un **código especial**, no 98 atrasos reales. Esos 264 registros tienen **54% de tasa de default** — son los clientes más riesgosos del dataset. Reemplazarlos con 0 sería el error más grave posible. |\n" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], - "source": "########################################################\n## TRATAMIENTO DE OUTLIERS ##\n########################################################\n\n# -- Variables de atrasos: tratamiento del código especial 98 --\n# Los 264 registros con valor 98 en las 3 variables simultáneamente\n# tienen una tasa de incumplimiento del 54%. Se preserva esa señal\n# con una variable indicadora antes de hacer cualquier recorte.\n\ncols_atrasos = [\n 'NumberOfTime30-59DaysPastDueNotWorse',\n 'NumberOfTime60-89DaysPastDueNotWorse',\n 'NumberOfTimes90DaysLate'\n]\n\nmascara_98 = (\n (train['NumberOfTime30-59DaysPastDueNotWorse'] == 98) &\n (train['NumberOfTime60-89DaysPastDueNotWorse'] == 98) &\n (train['NumberOfTimes90DaysLate'] == 98)\n)\ntrain['flag_atrasos_98'] = mascara_98.astype(int)\n\nmascara_98_test = (\n (test['NumberOfTime30-59DaysPastDueNotWorse'] == 98) &\n (test['NumberOfTime60-89DaysPastDueNotWorse'] == 98) &\n (test['NumberOfTimes90DaysLate'] == 98)\n)\ntest['flag_atrasos_98'] = mascara_98_test.astype(int)\n\n# Capar variables de atrasos al máximo real observado\nfor col in cols_atrasos:\n train[col] = train[col].clip(0, 13)\n test[col] = test[col].clip(0, 13)\n\n# -- RevolvingUtilizationOfUnsecuredLines --\n# Se capa en 5 para conservar la señal de quienes superaron su límite\ntrain['RevolvingUtilizationOfUnsecuredLines'] = train['RevolvingUtilizationOfUnsecuredLines'].clip(0, 5)\ntest['RevolvingUtilizationOfUnsecuredLines'] = test['RevolvingUtilizationOfUnsecuredLines'].clip(0, 5)\n\n# -- DebtRatio --\ncap_debtratio = train['DebtRatio'].quantile(0.99)\ntrain['DebtRatio'] = train['DebtRatio'].clip(0, cap_debtratio)\ntest['DebtRatio'] = test['DebtRatio'].clip(0, cap_debtratio)\n\n# -- age --\ntrain['age'] = train['age'].clip(18, 95)\ntest['age'] = test['age'].clip(18, 95)\n\n# -- MonthlyIncome --\ncap_income = train['MonthlyIncome'].quantile(0.99)\ntrain['MonthlyIncome'] = train['MonthlyIncome'].clip(0, cap_income)\ntest['MonthlyIncome'] = test['MonthlyIncome'].clip(0, cap_income)\n\nprint(\"Tratamiento de outliers aplicado\")\nprint(f\" Registros con flag_atrasos_98 en train: {train['flag_atrasos_98'].sum()}\")\nprint(f\" Registros con flag_ingreso_nulo en train: {train['flag_ingreso_nulo'].sum()}\")\nprint(f\" Cap RevolvingUtilization: 5\")\nprint(f\" Cap DebtRatio (P99): {cap_debtratio:.2f}\")\nprint(f\" Cap MonthlyIncome (P99): {cap_income:.2f}\")\nprint(\"\\nEstadísticas después del tratamiento:\")\ntrain.describe().round(2)" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tratamiento de outliers aplicado\n", + " Registros con flag_atrasos_98 en train: 264\n", + " Registros con flag_ingreso_nulo en train: 29731\n", + " Cap RevolvingUtilization: 5\n", + " Cap DebtRatio (P99): 4979.04\n", + " Cap MonthlyIncome (P99): 23000.00\n", + "\n", + "Estadísticas después del tratamiento:\n" + ] + }, + { + "data": { + "text/html": [ + "
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SeriousDlqin2yrsRevolvingUtilizationOfUnsecuredLinesageNumberOfTime30-59DaysPastDueNotWorseDebtRatioMonthlyIncomeNumberOfOpenCreditLinesAndLoansNumberOfTimes90DaysLateNumberRealEstateLoansOrLinesNumberOfTime60-89DaysPastDueNotWorseNumberOfDependentsflag_ingreso_nuloflag_atrasos_98
count150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.00150000.0150000.00
mean0.070.3352.290.27316.556142.458.450.111.020.090.740.20.00
std0.250.4114.770.88906.963835.685.150.731.130.641.110.40.04
min0.000.0018.000.000.000.000.000.000.000.000.000.00.00
25%0.000.0341.000.000.183903.005.000.000.000.000.000.00.00
50%0.000.1552.000.000.375400.008.000.001.000.000.000.00.00
75%0.000.5663.000.000.877400.0011.000.002.000.001.000.00.00
max1.005.0095.0013.004979.0423000.0058.0013.0054.0013.0020.001.01.00
\n", + "
" + ], + "text/plain": [ + " SeriousDlqin2yrs RevolvingUtilizationOfUnsecuredLines age \\\n", + "count 150000.00 150000.00 150000.00 \n", + "mean 0.07 0.33 52.29 \n", + "std 0.25 0.41 14.77 \n", + "min 0.00 0.00 18.00 \n", + "25% 0.00 0.03 41.00 \n", + "50% 0.00 0.15 52.00 \n", + "75% 0.00 0.56 63.00 \n", + "max 1.00 5.00 95.00 \n", + "\n", + " NumberOfTime30-59DaysPastDueNotWorse DebtRatio MonthlyIncome \\\n", + "count 150000.00 150000.00 150000.00 \n", + "mean 0.27 316.55 6142.45 \n", + "std 0.88 906.96 3835.68 \n", + "min 0.00 0.00 0.00 \n", + "25% 0.00 0.18 3903.00 \n", + "50% 0.00 0.37 5400.00 \n", + "75% 0.00 0.87 7400.00 \n", + "max 13.00 4979.04 23000.00 \n", + "\n", + " NumberOfOpenCreditLinesAndLoans NumberOfTimes90DaysLate \\\n", + "count 150000.00 150000.00 \n", + "mean 8.45 0.11 \n", + "std 5.15 0.73 \n", + "min 0.00 0.00 \n", + "25% 5.00 0.00 \n", + "50% 8.00 0.00 \n", + "75% 11.00 0.00 \n", + "max 58.00 13.00 \n", + "\n", + " NumberRealEstateLoansOrLines NumberOfTime60-89DaysPastDueNotWorse \\\n", + "count 150000.00 150000.00 \n", + "mean 1.02 0.09 \n", + "std 1.13 0.64 \n", + "min 0.00 0.00 \n", + "25% 0.00 0.00 \n", + "50% 1.00 0.00 \n", + "75% 2.00 0.00 \n", + "max 54.00 13.00 \n", + "\n", + " NumberOfDependents flag_ingreso_nulo flag_atrasos_98 \n", + "count 150000.00 150000.0 150000.00 \n", + "mean 0.74 0.2 0.00 \n", + "std 1.11 0.4 0.04 \n", + "min 0.00 0.0 0.00 \n", + "25% 0.00 0.0 0.00 \n", + "50% 0.00 0.0 0.00 \n", + "75% 1.00 0.0 0.00 \n", + "max 20.00 1.0 1.00 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "########################################################\n", + "## TRATAMIENTO DE OUTLIERS ##\n", + "########################################################\n", + "\n", + "# -- Variables de atrasos: tratamiento del código especial 98 --\n", + "# Los 264 registros con valor 98 en las 3 variables simultáneamente\n", + "# tienen una tasa de incumplimiento del 54%. Se preserva esa señal\n", + "# con una variable indicadora antes de hacer cualquier recorte.\n", + "\n", + "cols_atrasos = [\n", + " 'NumberOfTime30-59DaysPastDueNotWorse',\n", + " 'NumberOfTime60-89DaysPastDueNotWorse',\n", + " 'NumberOfTimes90DaysLate'\n", + "]\n", + "\n", + "mascara_98 = (\n", + " (train['NumberOfTime30-59DaysPastDueNotWorse'] == 98) &\n", + " (train['NumberOfTime60-89DaysPastDueNotWorse'] == 98) &\n", + " (train['NumberOfTimes90DaysLate'] == 98)\n", + ")\n", + "train['flag_atrasos_98'] = mascara_98.astype(int)\n", + "\n", + "mascara_98_test = (\n", + " (test['NumberOfTime30-59DaysPastDueNotWorse'] == 98) &\n", + " (test['NumberOfTime60-89DaysPastDueNotWorse'] == 98) &\n", + " (test['NumberOfTimes90DaysLate'] == 98)\n", + ")\n", + "test['flag_atrasos_98'] = mascara_98_test.astype(int)\n", + "\n", + "# Capar variables de atrasos al máximo real observado\n", + "for col in cols_atrasos:\n", + " train[col] = train[col].clip(0, 13)\n", + " test[col] = test[col].clip(0, 13)\n", + "\n", + "# -- RevolvingUtilizationOfUnsecuredLines --\n", + "# Se capa en 5 para conservar la señal de quienes superaron su límite\n", + "train['RevolvingUtilizationOfUnsecuredLines'] = train['RevolvingUtilizationOfUnsecuredLines'].clip(0, 5)\n", + "test['RevolvingUtilizationOfUnsecuredLines'] = test['RevolvingUtilizationOfUnsecuredLines'].clip(0, 5)\n", + "\n", + "# -- DebtRatio --\n", + "cap_debtratio = train['DebtRatio'].quantile(0.99)\n", + "train['DebtRatio'] = train['DebtRatio'].clip(0, cap_debtratio)\n", + "test['DebtRatio'] = test['DebtRatio'].clip(0, cap_debtratio)\n", + "\n", + "# -- age --\n", + "train['age'] = train['age'].clip(18, 95)\n", + "test['age'] = test['age'].clip(18, 95)\n", + "\n", + "# -- MonthlyIncome --\n", + "cap_income = train['MonthlyIncome'].quantile(0.99)\n", + "train['MonthlyIncome'] = train['MonthlyIncome'].clip(0, cap_income)\n", + "test['MonthlyIncome'] = test['MonthlyIncome'].clip(0, cap_income)\n", + "\n", + "print(\"Tratamiento de outliers aplicado\")\n", + "print(f\" Registros con flag_atrasos_98 en train: {train['flag_atrasos_98'].sum()}\")\n", + "print(f\" Registros con flag_ingreso_nulo en train: {train['flag_ingreso_nulo'].sum()}\")\n", + "print(f\" Cap RevolvingUtilization: 5\")\n", + "print(f\" Cap DebtRatio (P99): {cap_debtratio:.2f}\")\n", + "print(f\" Cap MonthlyIncome (P99): {cap_income:.2f}\")\n", + "print(\"\\nEstadísticas después del tratamiento:\")\n", + "train.describe().round(2)" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### 3.3 Análisis de correlación y selección de características justificadas\n\nCalculamos la correlación de Pearson entre todas las variables numéricas para entender qué tan relacionadas están entre sí y con la variable objetivo (**SeriousDlqin2yrs**)." + "source": [ + "### 3.3 Análisis de correlación y selección de características justificadas\n", + "\n", + "Calculamos la correlación de Pearson entre todas las variables numéricas para entender qué tan relacionadas están entre sí y con la variable objetivo (**SeriousDlqin2yrs**)." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], - "source": "########################################################\n## MAPA DE CORRELACIONES ##\n########################################################\n\nplt.figure(figsize=(13, 9))\ncorrelaciones = train.corr()\n\nsns.heatmap(correlaciones,\n annot=True,\n fmt='.2f',\n cmap='coolwarm',\n center=0,\n square=True)\n\nplt.title('Mapa de Correlaciones', fontsize=14)\nplt.tight_layout()\nplt.show()\n\n# Correlaciones con la variable objetivo ordenadas\nprint(\"\\nCorrelación con SeriousDlqin2yrs:\")\nprint(correlaciones['SeriousDlqin2yrs'].sort_values(ascending=False).round(3))" + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Correlación con SeriousDlqin2yrs:\n", + "SeriousDlqin2yrs 1.000\n", + "NumberOfTimes90DaysLate 0.269\n", + "NumberOfTime30-59DaysPastDueNotWorse 0.265\n", + "RevolvingUtilizationOfUnsecuredLines 0.251\n", + "NumberOfTime60-89DaysPastDueNotWorse 0.207\n", + "flag_atrasos_98 0.080\n", + "NumberOfDependents 0.047\n", + "NumberRealEstateLoansOrLines -0.007\n", + "DebtRatio -0.017\n", + "flag_ingreso_nulo -0.021\n", + "NumberOfOpenCreditLinesAndLoans -0.030\n", + "MonthlyIncome -0.050\n", + "age -0.115\n", + "Name: SeriousDlqin2yrs, dtype: float64\n" + ] + } + ], + "source": [ + "########################################################\n", + "## MAPA DE CORRELACIONES ##\n", + "########################################################\n", + "\n", + "plt.figure(figsize=(13, 9))\n", + "correlaciones = train.corr()\n", + "\n", + "sns.heatmap(correlaciones,\n", + " annot=True,\n", + " fmt='.2f',\n", + " cmap='coolwarm',\n", + " center=0,\n", + " square=True)\n", + "\n", + "plt.title('Mapa de Correlaciones', fontsize=14)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Correlaciones con la variable objetivo ordenadas\n", + "print(\"\\nCorrelación con SeriousDlqin2yrs:\")\n", + "print(correlaciones['SeriousDlqin2yrs'].sort_values(ascending=False).round(3))" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "Del análisis de correlaciones se pueden extraer las siguientes conclusiones:\n\n- Las **variables de atrasos** (30-59, 60-89, 90+ días) son las más correlacionadas con el incumplimiento. Sin embargo, también tienen una correlación alta entre sí (entre 0.58 y 0.75), lo que indica **multicolinealidad**. Para evitar redundancia, se excluye `NumberOfTime60-89DaysPastDueNotWorse` del modelo, conservando las otras dos.\n\n- **RevolvingUtilizationOfUnsecuredLines** tiene la correlación individual más alta con el target, lo que confirma que el nivel de uso del crédito es un predictor muy relevante.\n\n- **age** tiene correlación negativa: a mayor edad, menor riesgo de incumplimiento.\n\n- **DebtRatio**, **NumberOfOpenCreditLinesAndLoans** y **NumberRealEstateLoansOrLines** presentan correlaciones bajas con el target, pero se conservan ya que aportan contexto financiero.\n\n- Las variables indicadoras creadas en el preprocesamiento (`flag_ingreso_nulo`, `flag_atrasos_98`) se incluyen porque capturan información que de otro modo se perdería." + "source": [ + "Del análisis de correlaciones se pueden extraer las siguientes conclusiones:\n", + "\n", + "- Las **variables de atrasos** (30-59, 60-89, 90+ días) son las más correlacionadas con el incumplimiento. Sin embargo, también tienen una correlación alta entre sí (entre 0.58 y 0.75), lo que indica **multicolinealidad**. Para evitar redundancia, se excluye `NumberOfTime60-89DaysPastDueNotWorse` del modelo, conservando las otras dos.\n", + "\n", + "- **RevolvingUtilizationOfUnsecuredLines** tiene la correlación individual más alta con el target, lo que confirma que el nivel de uso del crédito es un predictor muy relevante.\n", + "\n", + "- **age** tiene correlación negativa: a mayor edad, menor riesgo de incumplimiento.\n", + "\n", + "- **DebtRatio**, **NumberOfOpenCreditLinesAndLoans** y **NumberRealEstateLoansOrLines** presentan correlaciones bajas con el target, pero se conservan ya que aportan contexto financiero.\n", + "\n", + "- Las variables indicadoras creadas en el preprocesamiento (`flag_ingreso_nulo`, `flag_atrasos_98`) se incluyen porque capturan información que de otro modo se perdería." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], - "source": "########################################################\n## SELECCIÓN DE VARIABLES ##\n########################################################\n\nvariables = [\n 'RevolvingUtilizationOfUnsecuredLines', # uso del crédito — más predictiva\n 'age', # edad — correlación negativa\n 'NumberOfTime30-59DaysPastDueNotWorse', # historial de atrasos leves\n 'NumberOfTimes90DaysLate', # historial de atrasos graves\n 'DebtRatio', # nivel de endeudamiento\n 'MonthlyIncome', # capacidad de pago\n 'NumberOfOpenCreditLinesAndLoans', # exposición crediticia\n 'NumberRealEstateLoansOrLines', # compromiso hipotecario\n 'NumberOfDependents', # carga familiar\n 'flag_ingreso_nulo', # señal: ingreso era desconocido\n 'flag_atrasos_98' # señal: código especial de riesgo alto\n]\n\nX = train[variables]\ny = train['SeriousDlqin2yrs']\n\nprint('Variables seleccionadas para modelado:')\nfor v in variables:\n print(f' - {v}')\nprint(f'\\nDimensiones de X: {X.shape}')\nprint(f'Dimensiones de y: {y.shape}')" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Variables seleccionadas para modelado:\n", + " - RevolvingUtilizationOfUnsecuredLines\n", + " - age\n", + " - NumberOfTime30-59DaysPastDueNotWorse\n", + " - NumberOfTimes90DaysLate\n", + " - DebtRatio\n", + " - MonthlyIncome\n", + " - NumberOfOpenCreditLinesAndLoans\n", + " - NumberRealEstateLoansOrLines\n", + " - NumberOfDependents\n", + " - flag_ingreso_nulo\n", + " - flag_atrasos_98\n", + "\n", + "Dimensiones de X: (150000, 11)\n", + "Dimensiones de y: (150000,)\n" + ] + } + ], + "source": [ + "########################################################\n", + "## SELECCIÓN DE VARIABLES ##\n", + "########################################################\n", + "\n", + "variables = [\n", + " 'RevolvingUtilizationOfUnsecuredLines', # uso del crédito — más predictiva\n", + " 'age', # edad — correlación negativa\n", + " 'NumberOfTime30-59DaysPastDueNotWorse', # historial de atrasos leves\n", + " 'NumberOfTimes90DaysLate', # historial de atrasos graves\n", + " 'DebtRatio', # nivel de endeudamiento\n", + " 'MonthlyIncome', # capacidad de pago\n", + " 'NumberOfOpenCreditLinesAndLoans', # exposición crediticia\n", + " 'NumberRealEstateLoansOrLines', # compromiso hipotecario\n", + " 'NumberOfDependents', # carga familiar\n", + " 'flag_ingreso_nulo', # señal: ingreso era desconocido\n", + " 'flag_atrasos_98' # señal: código especial de riesgo alto\n", + "]\n", + "\n", + "X = train[variables]\n", + "y = train['SeriousDlqin2yrs']\n", + "\n", + "print('Variables seleccionadas para modelado:')\n", + "for v in variables:\n", + " print(f' - {v}')\n", + "print(f'\\nDimensiones de X: {X.shape}')\n", + "print(f'Dimensiones de y: {y.shape}')" + ] }, { "cell_type": "markdown", + "id": "b5bf6ed6", "metadata": {}, - "source": "\n## 4. Implementación de Modelos" + "source": [ + "Se excluyó la variable NumberOfTime60-89DaysPastDueNotWorse debido a su alta correlación con las otras dos variables relacionadas con atrasos en pagos (NumberOfTime30-59DaysPastDueNotWorse y NumberOfTimes90DaysLate), con coeficientes de correlación entre 0.58 y 0.75. Dado que estas variables capturan comportamientos muy similares, mantenerlas simultáneamente no aporta información adicional relevante y puede introducir problemas de multicolinealidad, afectando la estabilidad e interpretabilidad de modelos lineales como la Regresión Logística.\n", + "\n", + "Adicionalmente, durante la etapa de preprocesamiento se incorporaron dos variables indicadoras que preservan información relevante identificada en el análisis exploratorio:\n", + "\n", + "flag_ingreso_nulo: indica si el ingreso mensual (MonthlyIncome) estaba originalmente ausente, capturando la señal asociada a registros con ingreso desconocido.\n", + "\n", + "flag_atrasos_98: identifica los registros que presentaban el código especial 98 en las variables de atraso, el cual corresponde a un grupo con mayor riesgo de incumplimiento dentro del conjunto de datos." + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### 4.1 Preparación de datos para modelado\n\nSeparamos las variables predictoras (`X`) de la variable objetivo (`y`) y dividimos el conjunto de entrenamiento en dos partes:\n\n- **X_train / y_train (80%):** datos con los que el modelo aprende.\n- **X_val / y_val (20%):** datos que reservamos para evaluar qué tan bien generaliza el modelo antes de tocarlo con el conjunto de test.\n\nSe usa `stratify=y` para garantizar que la proporción de defaults (6.7%) se mantenga igual en ambas partes del split, lo cual es fundamental cuando las clases están tan desbalanceadas." + "source": [ + "\n", + "## 4. Implementación de Modelos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.1 Preparación de datos para modelado\n", + "\n", + "Separamos las variables predictoras (`X`) de la variable objetivo (`y`) y dividimos el conjunto de entrenamiento en dos partes:\n", + "\n", + "- **X_train / y_train (80%):** datos con los que el modelo aprende.\n", + "- **X_val / y_val (20%):** datos que reservamos para evaluar qué tan bien generaliza el modelo antes de tocarlo con el conjunto de test.\n", + "\n", + "Se usa `stratify=y` para garantizar que la proporción de defaults (6.7%) se mantenga igual en ambas partes del split, lo cual es fundamental cuando las clases están tan desbalanceadas." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], - "source": "########################################################\n## SPLIT TRAIN / VALIDACIÓN ##\n########################################################\n\n# Variables predictoras y objetivo\nX = train[variables].copy()\ny = train['SeriousDlqin2yrs'].copy()\n\n# Conjunto de test (ya fue imputado y tratado en la Sección 3)\nX_test = test[variables].copy()\n\n# División interna: 80% entrenamiento, 20% validación\n# stratify=y asegura la misma proporción de defaults en ambas partes\nX_train, X_val, y_train, y_val = train_test_split(\n X, y,\n test_size=0.2,\n random_state=123,\n stratify=y\n)\n\nprint('Dimensiones del split:')\nprint(f' X_train: {X_train.shape} | y_train: {y_train.shape}')\nprint(f' X_val: {X_val.shape} | y_val: {y_val.shape}')\nprint(f' X_test: {X_test.shape}')\nprint(f'\\nProporción de defaults en y_train: {y_train.mean()*100:.2f}%')\nprint(f'Proporción de defaults en y_val: {y_val.mean()*100:.2f}%')" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dimensiones del split:\n", + " X_train: (120000, 11) | y_train: (120000,)\n", + " X_val: (30000, 11) | y_val: (30000,)\n", + " X_test: (101503, 11)\n", + "\n", + "Proporción de defaults en y_train: 6.68%\n", + "Proporción de defaults en y_val: 6.68%\n" + ] + } + ], + "source": [ + "########################################################\n", + "## SPLIT TRAIN / VALIDACIÓN ##\n", + "########################################################\n", + "\n", + "# Variables predictoras y objetivo\n", + "X = train[variables].copy()\n", + "y = train['SeriousDlqin2yrs'].copy()\n", + "\n", + "# Conjunto de test (ya fue imputado y tratado en la Sección 3)\n", + "X_test = test[variables].copy()\n", + "\n", + "# División interna: 80% entrenamiento, 20% validación\n", + "# stratify=y asegura la misma proporción de defaults en ambas partes\n", + "X_train, X_val, y_train, y_val = train_test_split(\n", + " X, y,\n", + " test_size=0.2,\n", + " random_state=123,\n", + " stratify=y\n", + ")\n", + "\n", + "print('Dimensiones del split:')\n", + "print(f' X_train: {X_train.shape} | y_train: {y_train.shape}')\n", + "print(f' X_val: {X_val.shape} | y_val: {y_val.shape}')\n", + "print(f' X_test: {X_test.shape}')\n", + "print(f'\\nProporción de defaults en y_train: {y_train.mean()*100:.2f}%')\n", + "print(f'Proporción de defaults en y_val: {y_val.mean()*100:.2f}%')" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### 4.2 k-Vecinos más cercanos (k-NN)\n\nEl algoritmo k-NN clasifica cada observación según las clases de sus `k` vecinos más cercanos. Como se basa en **distancias**, el escalamiento de las variables es fundamental: una variable con valores grandes dominaría el cálculo de distancia sobre las demás.\n\nEn esta sección evaluamos el impacto de dos tipos de escalamiento, tal como se vio en clase:\n\n- **MinMaxScaler (Normalización):** transforma cada variable al rango [0, 1].\n- **StandardScaler (Estandarización):** transforma cada variable para que tenga media 0 y desviación estándar 1.\n\nEn ambos casos el escalador se **ajusta solo con X_train** y se aplica a X_val, para no filtrar información del conjunto de validación al modelo." + "source": [ + "### 4.2 k-Vecinos más cercanos (k-NN)\n", + "\n", + "El algoritmo k-NN clasifica cada observación según las clases de sus `k` vecinos más cercanos. Como se basa en **distancias**, el escalamiento de las variables es fundamental: una variable con valores grandes dominaría el cálculo de distancia sobre las demás.\n", + "\n", + "En esta sección evaluamos el impacto de dos tipos de escalamiento, tal como se vio en clase:\n", + "\n", + "- **MinMaxScaler (Normalización):** transforma cada variable al rango [0, 1].\n", + "- **StandardScaler (Estandarización):** transforma cada variable para que tenga media 0 y desviación estándar 1.\n", + "\n", + "En ambos casos el escalador se **ajusta solo con X_train** y se aplica a X_val, para no filtrar información del conjunto de validación al modelo." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], - "source": "########################################################\n## k-NN CON NORMALIZACIÓN (MinMaxScaler) ##\n########################################################\n\nresultados_modelos = []\n\n# Escalar\nscaler_minmax = MinMaxScaler()\nX_train_minmax = scaler_minmax.fit_transform(X_train)\nX_val_minmax = scaler_minmax.transform(X_val)\n\n# Entrenar modelo base con k=5\nknn_minmax = KNeighborsClassifier(n_neighbors=5)\nknn_minmax.fit(X_train_minmax, y_train)\n\n# Predicciones\npred_knn_minmax = knn_minmax.predict(X_val_minmax)\n\n# Resultados\nprint(\"===== k-NN con Normalización (MinMaxScaler) =====\")\nprint(classification_report(y_val, pred_knn_minmax))\nprint(\"Matriz de confusión:\")\nprint(confusion_matrix(y_val, pred_knn_minmax))\n\n# Guardar F1 de clase 1 (default) para comparar modelos\nfrom sklearn.metrics import f1_score\nf1_knn_minmax = f1_score(y_val, pred_knn_minmax)\nresultados_modelos.append({\n \"Modelo\": \"k-NN (MinMaxScaler)\",\n \"F1 (default)\": round(f1_knn_minmax, 4)\n})" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "===== k-NN con Normalización (MinMaxScaler) =====\n", + " precision recall f1-score support\n", + "\n", + " 0 0.94 0.99 0.96 27995\n", + " 1 0.47 0.17 0.25 2005\n", + "\n", + " accuracy 0.93 30000\n", + " macro avg 0.71 0.58 0.61 30000\n", + "weighted avg 0.91 0.93 0.92 30000\n", + "\n", + "Matriz de confusión:\n", + "[[27601 394]\n", + " [ 1655 350]]\n" + ] + } + ], + "source": [ + "########################################################\n", + "## k-NN CON NORMALIZACIÓN (MinMaxScaler) ##\n", + "########################################################\n", + "\n", + "resultados_modelos = []\n", + "\n", + "# Escalar\n", + "scaler_minmax = MinMaxScaler()\n", + "X_train_minmax = scaler_minmax.fit_transform(X_train)\n", + "X_val_minmax = scaler_minmax.transform(X_val)\n", + "\n", + "# Entrenar modelo base con k=5\n", + "knn_minmax = KNeighborsClassifier(n_neighbors=5)\n", + "knn_minmax.fit(X_train_minmax, y_train)\n", + "\n", + "# Predicciones\n", + "pred_knn_minmax = knn_minmax.predict(X_val_minmax)\n", + "\n", + "# Resultados\n", + "print(\"===== k-NN con Normalización (MinMaxScaler) =====\")\n", + "print(classification_report(y_val, pred_knn_minmax))\n", + "print(\"Matriz de confusión:\")\n", + "print(confusion_matrix(y_val, pred_knn_minmax))\n", + "\n", + "# Guardar F1 de clase 1 (default) para comparar modelos\n", + "from sklearn.metrics import f1_score\n", + "f1_knn_minmax = f1_score(y_val, pred_knn_minmax)\n", + "resultados_modelos.append({\n", + " \"Modelo\": \"k-NN (MinMaxScaler)\",\n", + " \"F1 (default)\": round(f1_knn_minmax, 4)\n", + "})" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], - "source": "########################################################\n## k-NN CON ESTANDARIZACIÓN (StandardScaler) ##\n########################################################\n\n# Escalar\nscaler_std = StandardScaler()\nX_train_std = scaler_std.fit_transform(X_train)\nX_val_std = scaler_std.transform(X_val)\n\n# Entrenar modelo base con k=5\nknn_std = KNeighborsClassifier(n_neighbors=5)\nknn_std.fit(X_train_std, y_train)\n\n# Predicciones\npred_knn_std = knn_std.predict(X_val_std)\n\n# Resultados\nprint(\"===== k-NN con Estandarización (StandardScaler) =====\")\nprint(classification_report(y_val, pred_knn_std))\nprint(\"Matriz de confusión:\")\nprint(confusion_matrix(y_val, pred_knn_std))\n\n# Guardar F1 de clase 1 para comparar\nf1_knn_std = f1_score(y_val, pred_knn_std)\nresultados_modelos.append({\n \"Modelo\": \"k-NN (StandardScaler)\",\n \"F1 (default)\": round(f1_knn_std, 4)\n})" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "===== k-NN con Estandarización (StandardScaler) =====\n", + " precision recall f1-score support\n", + "\n", + " 0 0.94 0.98 0.96 27995\n", + " 1 0.45 0.18 0.26 2005\n", + "\n", + " accuracy 0.93 30000\n", + " macro avg 0.70 0.58 0.61 30000\n", + "weighted avg 0.91 0.93 0.92 30000\n", + "\n", + "Matriz de confusión:\n", + "[[27554 441]\n", + " [ 1644 361]]\n" + ] + } + ], + "source": [ + "########################################################\n", + "## k-NN CON ESTANDARIZACIÓN (StandardScaler) ##\n", + "########################################################\n", + "\n", + "# Escalar\n", + "scaler_std = StandardScaler()\n", + "X_train_std = scaler_std.fit_transform(X_train)\n", + "X_val_std = scaler_std.transform(X_val)\n", + "\n", + "# Entrenar modelo base con k=5\n", + "knn_std = KNeighborsClassifier(n_neighbors=5)\n", + "knn_std.fit(X_train_std, y_train)\n", + "\n", + "# Predicciones\n", + "pred_knn_std = knn_std.predict(X_val_std)\n", + "\n", + "# Resultados\n", + "print(\"===== k-NN con Estandarización (StandardScaler) =====\")\n", + "print(classification_report(y_val, pred_knn_std))\n", + "print(\"Matriz de confusión:\")\n", + "print(confusion_matrix(y_val, pred_knn_std))\n", + "\n", + "# Guardar F1 de clase 1 para comparar\n", + "f1_knn_std = f1_score(y_val, pred_knn_std)\n", + "resultados_modelos.append({\n", + " \"Modelo\": \"k-NN (StandardScaler)\",\n", + " \"F1 (default)\": round(f1_knn_std, 4)\n", + "})" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### 4.3 Regresión Logística\n\nLa Regresión Logística estima la **probabilidad** de que una observación pertenezca a la clase 1 (default). A diferencia de k-NN, genera un modelo explícito con coeficientes que permiten interpretar el peso de cada variable.\n\nTambién evaluamos los dos tipos de escalamiento para comparar su efecto, reutilizando los mismos `X_train_std`, `X_val_std`, `X_train_minmax` y `X_val_minmax` calculados en la sección anterior." + "source": [ + "### 4.3 Regresión Logística\n", + "\n", + "La Regresión Logística estima la **probabilidad** de que una observación pertenezca a la clase 1 (default). A diferencia de k-NN, genera un modelo explícito con coeficientes que permiten interpretar el peso de cada variable.\n", + "\n", + "También evaluamos los dos tipos de escalamiento para comparar su efecto, reutilizando los mismos `X_train_std`, `X_val_std`, `X_train_minmax` y `X_val_minmax` calculados en la sección anterior." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], - "source": "########################################################\n## REGRESIÓN LOGÍSTICA CON ESTANDARIZACIÓN ##\n########################################################\n\nlog_std = LogisticRegression(max_iter=50000, random_state=123)\nlog_std.fit(X_train_std, y_train)\n\npred_log_std = log_std.predict(X_val_std)\n\nprint(\"===== Regresión Logística con Estandarización =====\")\nprint(classification_report(y_val, pred_log_std))\nprint(\"Matriz de confusión:\")\nprint(confusion_matrix(y_val, pred_log_std))\n\nf1_log_std = f1_score(y_val, pred_log_std)\nresultados_modelos.append({\n \"Modelo\": \"Regresión Logística (StandardScaler)\",\n \"F1 (default)\": round(f1_log_std, 4)\n})" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "===== Regresión Logística con Estandarización =====\n", + " precision recall f1-score support\n", + "\n", + " 0 0.94 0.99 0.97 27995\n", + " 1 0.56 0.14 0.23 2005\n", + "\n", + " accuracy 0.94 30000\n", + " macro avg 0.75 0.57 0.60 30000\n", + "weighted avg 0.92 0.94 0.92 30000\n", + "\n", + "Matriz de confusión:\n", + "[[27776 219]\n", + " [ 1721 284]]\n" + ] + } + ], + "source": [ + "########################################################\n", + "## REGRESIÓN LOGÍSTICA CON ESTANDARIZACIÓN ##\n", + "########################################################\n", + "\n", + "log_std = LogisticRegression(max_iter=50000, random_state=123)\n", + "log_std.fit(X_train_std, y_train)\n", + "\n", + "pred_log_std = log_std.predict(X_val_std)\n", + "\n", + "print(\"===== Regresión Logística con Estandarización =====\")\n", + "print(classification_report(y_val, pred_log_std))\n", + "print(\"Matriz de confusión:\")\n", + "print(confusion_matrix(y_val, pred_log_std))\n", + "\n", + "f1_log_std = f1_score(y_val, pred_log_std)\n", + "resultados_modelos.append({\n", + " \"Modelo\": \"Regresión Logística (StandardScaler)\",\n", + " \"F1 (default)\": round(f1_log_std, 4)\n", + "})" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], - "source": "########################################################\n## REGRESIÓN LOGÍSTICA CON NORMALIZACIÓN ##\n########################################################\n\nlog_minmax = LogisticRegression(max_iter=50000, random_state=123)\nlog_minmax.fit(X_train_minmax, y_train)\n\npred_log_minmax = log_minmax.predict(X_val_minmax)\n\nprint(\"===== Regresión Logística con Normalización =====\")\nprint(classification_report(y_val, pred_log_minmax))\nprint(\"Matriz de confusión:\")\nprint(confusion_matrix(y_val, pred_log_minmax))\n\nf1_log_minmax = f1_score(y_val, pred_log_minmax)\nresultados_modelos.append({\n \"Modelo\": \"Regresión Logística (MinMaxScaler)\",\n \"F1 (default)\": round(f1_log_minmax, 4)\n})" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "===== Regresión Logística con Normalización =====\n", + " precision recall f1-score support\n", + "\n", + " 0 0.94 0.99 0.97 27995\n", + " 1 0.56 0.13 0.21 2005\n", + "\n", + " accuracy 0.93 30000\n", + " macro avg 0.75 0.56 0.59 30000\n", + "weighted avg 0.92 0.93 0.92 30000\n", + "\n", + "Matriz de confusión:\n", + "[[27793 202]\n", + " [ 1750 255]]\n" + ] + } + ], + "source": [ + "########################################################\n", + "## REGRESIÓN LOGÍSTICA CON NORMALIZACIÓN ##\n", + "########################################################\n", + "\n", + "log_minmax = LogisticRegression(max_iter=50000, random_state=123)\n", + "log_minmax.fit(X_train_minmax, y_train)\n", + "\n", + "pred_log_minmax = log_minmax.predict(X_val_minmax)\n", + "\n", + "print(\"===== Regresión Logística con Normalización =====\")\n", + "print(classification_report(y_val, pred_log_minmax))\n", + "print(\"Matriz de confusión:\")\n", + "print(confusion_matrix(y_val, pred_log_minmax))\n", + "\n", + "f1_log_minmax = f1_score(y_val, pred_log_minmax)\n", + "resultados_modelos.append({\n", + " \"Modelo\": \"Regresión Logística (MinMaxScaler)\",\n", + " \"F1 (default)\": round(f1_log_minmax, 4)\n", + "})" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### 4.4 Comparación inicial de modelos\n\nComparamos los cuatro modelos entrenados usando el **F1-Score de la clase 1 (default)** como métrica principal. Esta métrica es la más adecuada aquí porque combina precisión y recall, y no se ve distorsionada por el desbalanceo de clases como sí ocurre con el accuracy.\n\nEsta comparación es solo un punto de partida — en la siguiente sección optimizaremos los hiperparámetros con Grid Search para mejorar estos resultados." + "source": [ + "### 4.4 Comparación inicial de modelos\n", + "\n", + "Comparamos los cuatro modelos entrenados usando el **F1-Score de la clase 1 (default)** como métrica principal. Esta métrica es la más adecuada aquí porque combina precisión y recall, y no se ve distorsionada por el desbalanceo de clases como sí ocurre con el accuracy.\n", + "\n", + "Esta comparación es solo un punto de partida — en la siguiente sección optimizaremos los hiperparámetros con Grid Search para mejorar estos resultados." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], - "source": "########################################################\n## TABLA COMPARATIVA — MODELOS BASE ##\n########################################################\n\ntabla_resultados = pd.DataFrame(resultados_modelos)\ntabla_resultados = tabla_resultados.sort_values('F1 (default)', ascending=False)\ntabla_resultados = tabla_resultados.reset_index(drop=True)\n\nprint('Comparación inicial de modelos (conjunto de validación):')\nprint(tabla_resultados.to_string(index=False))" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Comparación inicial de modelos (conjunto de validación):\n", + " Modelo F1 (default)\n", + " k-NN (StandardScaler) 0.2572\n", + " k-NN (MinMaxScaler) 0.2546\n", + "Regresión Logística (StandardScaler) 0.2265\n", + " Regresión Logística (MinMaxScaler) 0.2071\n" + ] + } + ], + "source": [ + "########################################################\n", + "## TABLA COMPARATIVA — MODELOS BASE ##\n", + "########################################################\n", + "\n", + "tabla_resultados = pd.DataFrame(resultados_modelos)\n", + "tabla_resultados = tabla_resultados.sort_values('F1 (default)', ascending=False)\n", + "tabla_resultados = tabla_resultados.reset_index(drop=True)\n", + "\n", + "print('Comparación inicial de modelos (conjunto de validación):')\n", + "print(tabla_resultados.to_string(index=False))" + ] }, { "cell_type": "markdown", + "id": "48a20040", "metadata": {}, - "source": "\n## 5. Optimización de Hiperparámetros y Validación\n\nEn la sección anterior entrenamos modelos base con hiperparámetros fijos (`k=5`, `C=1`). En esta sección buscamos la **mejor combinación de hiperparámetros** para cada modelo usando dos herramientas vistas en clase:\n\n- **StratifiedKFold (Validación Cruzada Estratificada):** divide los datos en 5 pliegues asegurando que cada uno mantenga la misma proporción de defaults. Así el resultado no depende de un único split sino del promedio de 5 evaluaciones diferentes.\n\n- **GridSearchCV (Búsqueda en Grilla):** prueba todas las combinaciones posibles de hiperparámetros dentro de la grilla definida y se queda con la que produce el mejor resultado.\n\nUsamos `scoring=\"f1\"` como métrica de optimización porque, dado el fuerte desbalanceo de clases, el F1-Score de la clase 1 (default) es el indicador más honesto del desempeño real del modelo." + "source": [ + "De acuerdo con la comparación inicial de los modelos utilizando el F1-score, el modelo que presenta el mejor desempeño es **k-Nearest Neighbors (k-NN) con StandardScaler**, alcanzando un F1-score de 0.2572. Este resultado sugiere que el modelo logra un mejor equilibrio entre precisión y recall en la identificación de clientes en incumplimiento. Este comportamiento puede explicarse porque k-NN es un método no paramétrico que captura relaciones locales y potencialmente no lineales entre las variables, lo cual puede resultar ventajoso en problemas de riesgo crediticio donde los patrones de incumplimiento suelen depender de combinaciones específicas de características financieras de los clientes." + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### 5.1 Grid Search para k-NN\n\nUsamos un `Pipeline` que combina el escalador y el modelo en un solo objeto. Esto permite incluir el **tipo de escalamiento** (MinMax vs Standard) como un hiperparámetro más dentro de la grilla, y garantiza que el escalador se ajuste solo con los datos de entrenamiento en cada pliegue de la validación cruzada.\n\nLa grilla explora las siguientes combinaciones:\n\n- **Escalador:** StandardScaler o MinMaxScaler\n- **Número de vecinos k:** 5, 10, 15, 20\n- **Pesos:** uniform (todos los vecinos pesan igual) o distance (vecinos más cercanos pesan más)\n- **Métrica de distancia:** euclidiana o manhattan" + "source": [ + "\n", + "## 5. Optimización de Hiperparámetros y Validación\n", + "\n", + "En la sección anterior entrenamos modelos base con hiperparámetros fijos (`k=5`, `C=1`). En esta sección buscamos la **mejor combinación de hiperparámetros** para cada modelo usando dos herramientas vistas en clase:\n", + "\n", + "- **StratifiedKFold (Validación Cruzada Estratificada):** divide los datos en 5 pliegues asegurando que cada uno mantenga la misma proporción de defaults. Así el resultado no depende de un único split sino del promedio de 5 evaluaciones diferentes.\n", + "\n", + "- **GridSearchCV (Búsqueda en Grilla):** prueba todas las combinaciones posibles de hiperparámetros dentro de la grilla definida y se queda con la que produce el mejor resultado.\n", + "\n", + "Usamos `scoring=\"f1\"` como métrica de optimización porque, dado el fuerte desbalanceo de clases, el F1-Score de la clase 1 (default) es el indicador más honesto del desempeño real del modelo." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5.1 Grid Search para k-NN\n", + "\n", + "Usamos un `Pipeline` que combina el escalador y el modelo en un solo objeto. Esto permite incluir el **tipo de escalamiento** (MinMax vs Standard) como un hiperparámetro más dentro de la grilla, y garantiza que el escalador se ajuste solo con los datos de entrenamiento en cada pliegue de la validación cruzada.\n", + "\n", + "La grilla explora las siguientes combinaciones:\n", + "\n", + "- **Escalador:** StandardScaler o MinMaxScaler\n", + "- **Número de vecinos k:** 5, 10, 15, 20\n", + "- **Pesos:** uniform (todos los vecinos pesan igual) o distance (vecinos más cercanos pesan más)\n", + "- **Métrica de distancia:** euclidiana o manhattan" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], - "source": "########################################################\n## GRID SEARCH — k-NN ##\n########################################################\n\n# Estrategia de validación cruzada estratificada (5 pliegues)\ncv = StratifiedKFold(n_splits=5, shuffle=True, random_state=123)\n\n# Pipeline: escalador + modelo en un solo objeto\npipe_knn = Pipeline([\n (\"scaler\", StandardScaler()),\n (\"knn\", KNeighborsClassifier())\n])\n\n# Grilla de hiperparámetros a explorar\nparam_grid_knn = {\n \"scaler\": [StandardScaler(), MinMaxScaler()],\n \"knn__n_neighbors\": [5, 10, 15, 20],\n \"knn__weights\": [\"uniform\", \"distance\"],\n \"knn__metric\": [\"euclidean\", \"manhattan\"]\n}\n\n# Búsqueda en grilla con validación cruzada estratificada\ngrid_knn = GridSearchCV(\n estimator=pipe_knn,\n param_grid=param_grid_knn,\n scoring=\"f1\", # optimizamos F1 de clase 1 (default)\n cv=cv,\n n_jobs=-1,\n verbose=1\n)\n\ngrid_knn.fit(X_train, y_train)\n\nprint(\"Mejores hiperparámetros k-NN:\")\nprint(grid_knn.best_params_)\nprint(f\"\\nMejor F1 medio (CV): {grid_knn.best_score_:.4f}\")" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 5 folds for each of 32 candidates, totalling 160 fits\n", + "Mejores hiperparámetros k-NN:\n", + "{'knn__metric': 'euclidean', 'knn__n_neighbors': 5, 'knn__weights': 'distance', 'scaler': StandardScaler()}\n", + "\n", + "Mejor F1 medio (CV): 0.2708\n" + ] + } + ], + "source": [ + "########################################################\n", + "## GRID SEARCH — k-NN ##\n", + "########################################################\n", + "\n", + "# Estrategia de validación cruzada estratificada (5 pliegues)\n", + "cv = StratifiedKFold(n_splits=5, shuffle=True, random_state=123)\n", + "\n", + "# Pipeline: escalador + modelo en un solo objeto\n", + "pipe_knn = Pipeline([\n", + " (\"scaler\", StandardScaler()),\n", + " (\"knn\", KNeighborsClassifier())\n", + "])\n", + "\n", + "# Grilla de hiperparámetros a explorar\n", + "param_grid_knn = {\n", + " \"scaler\": [StandardScaler(), MinMaxScaler()],\n", + " \"knn__n_neighbors\": [5, 10, 15, 20],\n", + " \"knn__weights\": [\"uniform\", \"distance\"],\n", + " \"knn__metric\": [\"euclidean\", \"manhattan\"]\n", + "}\n", + "\n", + "# Búsqueda en grilla con validación cruzada estratificada\n", + "grid_knn = GridSearchCV(\n", + " estimator=pipe_knn,\n", + " param_grid=param_grid_knn,\n", + " scoring=\"f1\", # optimizamos F1 de clase 1 (default)\n", + " cv=cv,\n", + " n_jobs=-1,\n", + " verbose=1\n", + ")\n", + "\n", + "grid_knn.fit(X_train, y_train)\n", + "\n", + "print(\"Mejores hiperparámetros k-NN:\")\n", + "print(grid_knn.best_params_)\n", + "print(f\"\\nMejor F1 medio (CV): {grid_knn.best_score_:.4f}\")" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "Revisamos las 10 mejores combinaciones de hiperparámetros encontradas para entender qué configuraciones funcionan mejor:" + "source": [ + "Revisamos las 10 mejores combinaciones de hiperparámetros encontradas para entender qué configuraciones funcionan mejor:" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], - "source": "########################################################\n## TOP 10 — RESULTADOS GRID SEARCH k-NN ##\n########################################################\n\nresultados_knn_cv = (\n pd.DataFrame(grid_knn.cv_results_)\n .sort_values(\"mean_test_score\", ascending=False)\n [[\"params\", \"mean_test_score\", \"std_test_score\"]]\n .rename(columns={\n \"mean_test_score\": \"F1 medio (CV)\",\n \"std_test_score\": \"Desviación\"\n })\n .head(10)\n .reset_index(drop=True)\n)\nresultados_knn_cv" + "outputs": [ + { + "data": { + "text/html": [ + "
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paramsF1 medio (CV)Desviación
0{'knn__metric': 'euclidean', 'knn__n_neighbors...0.2707840.008473
1{'knn__metric': 'euclidean', 'knn__n_neighbors...0.2684100.005603
2{'knn__metric': 'manhattan', 'knn__n_neighbors...0.2682310.008922
3{'knn__metric': 'manhattan', 'knn__n_neighbors...0.2621400.008468
4{'knn__metric': 'euclidean', 'knn__n_neighbors...0.2532740.008177
5{'knn__metric': 'euclidean', 'knn__n_neighbors...0.2532040.013568
6{'knn__metric': 'euclidean', 'knn__n_neighbors...0.2519350.013128
7{'knn__metric': 'manhattan', 'knn__n_neighbors...0.2488850.009441
8{'knn__metric': 'manhattan', 'knn__n_neighbors...0.2470170.008211
9{'knn__metric': 'euclidean', 'knn__n_neighbors...0.2466390.007040
\n", + "
" + ], + "text/plain": [ + " params F1 medio (CV) \\\n", + "0 {'knn__metric': 'euclidean', 'knn__n_neighbors... 0.270784 \n", + "1 {'knn__metric': 'euclidean', 'knn__n_neighbors... 0.268410 \n", + "2 {'knn__metric': 'manhattan', 'knn__n_neighbors... 0.268231 \n", + "3 {'knn__metric': 'manhattan', 'knn__n_neighbors... 0.262140 \n", + "4 {'knn__metric': 'euclidean', 'knn__n_neighbors... 0.253274 \n", + "5 {'knn__metric': 'euclidean', 'knn__n_neighbors... 0.253204 \n", + "6 {'knn__metric': 'euclidean', 'knn__n_neighbors... 0.251935 \n", + "7 {'knn__metric': 'manhattan', 'knn__n_neighbors... 0.248885 \n", + "8 {'knn__metric': 'manhattan', 'knn__n_neighbors... 0.247017 \n", + "9 {'knn__metric': 'euclidean', 'knn__n_neighbors... 0.246639 \n", + "\n", + " Desviación \n", + "0 0.008473 \n", + "1 0.005603 \n", + "2 0.008922 \n", + "3 0.008468 \n", + "4 0.008177 \n", + "5 0.013568 \n", + "6 0.013128 \n", + "7 0.009441 \n", + "8 0.008211 \n", + "9 0.007040 " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "########################################################\n", + "## TOP 10 — RESULTADOS GRID SEARCH k-NN ##\n", + "########################################################\n", + "\n", + "resultados_knn_cv = (\n", + " pd.DataFrame(grid_knn.cv_results_)\n", + " .sort_values(\"mean_test_score\", ascending=False)\n", + " [[\"params\", \"mean_test_score\", \"std_test_score\"]]\n", + " .rename(columns={\n", + " \"mean_test_score\": \"F1 medio (CV)\",\n", + " \"std_test_score\": \"Desviación\"\n", + " })\n", + " .head(10)\n", + " .reset_index(drop=True)\n", + ")\n", + "resultados_knn_cv" + ] + }, + { + "cell_type": "markdown", + "id": "5ce20189", + "metadata": {}, + "source": [ + "Los resultados del Grid Search con validación cruzada de 5 folds muestran que la mejor configuración del modelo k-NN utiliza distancia euclidiana, 5 vecinos y ponderación por distancia, junto con StandardScaler para el escalamiento de las variables. Esta combinación alcanza un F1-score medio de 0.2708, mejorando el desempeño del modelo base. Además, la baja desviación observada entre los folds indica que el modelo presenta un comportamiento estable y consistente durante la validación cruzada." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5.2 Grid Search para Regresión Logística\n", + "\n", + "Para la Regresión Logística optimizamos los siguientes hiperparámetros:\n", + "\n", + "- **C (regularización):** controla qué tan flexible es el modelo. Un C pequeño (0.01, 0.1) impone más restricciones y produce un modelo más simple. Un C grande (10, 100) da más libertad al modelo pero puede sobreajustarse.\n", + "\n", + "- **class_weight:** permite indicarle al modelo que penalice más los errores en la clase minoritaria (default). Con `\"balanced\"` el modelo ajusta automáticamente los pesos según la proporción de cada clase — útil con datos desbalanceados." + ] }, { "cell_type": "markdown", + "id": "966a9204", "metadata": {}, - "source": "### 5.2 Grid Search para Regresión Logística\n\nPara la Regresión Logística optimizamos los siguientes hiperparámetros:\n\n- **C (regularización):** controla qué tan flexible es el modelo. Un C pequeño (0.01, 0.1) impone más restricciones y produce un modelo más simple. Un C grande (10, 100) da más libertad al modelo pero puede sobreajustarse.\n\n- **class_weight:** permite indicarle al modelo que penalice más los errores en la clase minoritaria (default). Con `\"balanced\"` el modelo ajusta automáticamente los pesos según la proporción de cada clase — útil con datos desbalanceados." + "source": [ + "Cabe destacar que, se utilizó únicamente StandardScaler para el escalamiento de las variables. Esto se debe a que, en la comparación inicial de los modelos base, la versión del modelo que empleaba StandardScaler presentó un desempeño ligeramente superior frente a otras configuraciones. Además, a diferencia de k-NN, la Regresión Logística no depende directamente de distancias entre observaciones, por lo que no es tan sensible al tipo específico de normalización. Por esta razón, se optó por mantener StandardScaler como único método de escalamiento durante el proceso de Grid Search, concentrando la optimización en los hiperparámetros propios del modelo, como C (regularización) y class_weight." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], - "source": "########################################################\n## GRID SEARCH — REGRESIÓN LOGÍSTICA ##\n########################################################\n\n# Pipeline: escalador + modelo\npipe_log = Pipeline([\n (\"scaler\", StandardScaler()),\n (\"logreg\", LogisticRegression(max_iter=50000, random_state=123))\n])\n\n# Grilla de hiperparámetros\nparam_grid_log = {\n \"logreg__C\": [0.01, 0.1, 1.0, 10.0],\n \"logreg__class_weight\": [None, \"balanced\"]\n}\n\n# Búsqueda en grilla con validación cruzada estratificada\ngrid_log = GridSearchCV(\n estimator=pipe_log,\n param_grid=param_grid_log,\n scoring=\"f1\", # optimizamos F1 de clase 1 (default)\n cv=cv,\n n_jobs=-1,\n verbose=1\n)\n\ngrid_log.fit(X_train, y_train)\n\nprint(\"Mejores hiperparámetros Regresión Logística:\")\nprint(grid_log.best_params_)\nprint(f\"\\nMejor F1 medio (CV): {grid_log.best_score_:.4f}\")" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 5 folds for each of 8 candidates, totalling 40 fits\n", + "Mejores hiperparámetros Regresión Logística:\n", + "{'logreg__C': 10.0, 'logreg__class_weight': 'balanced'}\n", + "\n", + "Mejor F1 medio (CV): 0.3298\n" + ] + } + ], + "source": [ + "########################################################\n", + "## GRID SEARCH — REGRESIÓN LOGÍSTICA ##\n", + "########################################################\n", + "\n", + "# Pipeline: escalador + modelo\n", + "pipe_log = Pipeline([\n", + " (\"scaler\", StandardScaler()),\n", + " (\"logreg\", LogisticRegression(max_iter=50000, random_state=123))\n", + "])\n", + "\n", + "# Grilla de hiperparámetros\n", + "param_grid_log = {\n", + " \"logreg__C\": [0.01, 0.1, 1.0, 10.0],\n", + " \"logreg__class_weight\": [None, \"balanced\"]\n", + "}\n", + "\n", + "# Búsqueda en grilla con validación cruzada estratificada\n", + "grid_log = GridSearchCV(\n", + " estimator=pipe_log,\n", + " param_grid=param_grid_log,\n", + " scoring=\"f1\", # optimizamos F1 de clase 1 (default)\n", + " cv=cv,\n", + " n_jobs=-1,\n", + " verbose=1\n", + ")\n", + "\n", + "grid_log.fit(X_train, y_train)\n", + "\n", + "print(\"Mejores hiperparámetros Regresión Logística:\")\n", + "print(grid_log.best_params_)\n", + "print(f\"\\nMejor F1 medio (CV): {grid_log.best_score_:.4f}\")" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "Revisamos las 10 mejores combinaciones para la Regresión Logística:" + "source": [ + "Revisamos las 10 mejores combinaciones para la Regresión Logística:" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], - "source": "########################################################\n## TOP 10 — RESULTADOS GRID SEARCH REGRESIÓN LOG. ##\n########################################################\n\nresultados_log_cv = (\n pd.DataFrame(grid_log.cv_results_)\n .sort_values(\"mean_test_score\", ascending=False)\n [[\"params\", \"mean_test_score\", \"std_test_score\"]]\n .rename(columns={\n \"mean_test_score\": \"F1 medio (CV)\",\n \"std_test_score\": \"Desviación\"\n })\n .head(10)\n .reset_index(drop=True)\n)\nresultados_log_cv" + "outputs": [ + { + "data": { + "text/html": [ + "
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paramsF1 medio (CV)Desviación
0{'logreg__C': 10.0, 'logreg__class_weight': 'b...0.3298330.005935
1{'logreg__C': 1.0, 'logreg__class_weight': 'ba...0.3297880.005987
2{'logreg__C': 0.1, 'logreg__class_weight': 'ba...0.3296770.006026
3{'logreg__C': 0.01, 'logreg__class_weight': 'b...0.3293860.006251
4{'logreg__C': 1.0, 'logreg__class_weight': None}0.2283470.008450
5{'logreg__C': 10.0, 'logreg__class_weight': None}0.2283470.008450
6{'logreg__C': 0.1, 'logreg__class_weight': None}0.2280900.008815
7{'logreg__C': 0.01, 'logreg__class_weight': None}0.2249370.008908
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" + ], + "text/plain": [ + " params F1 medio (CV) \\\n", + "0 {'logreg__C': 10.0, 'logreg__class_weight': 'b... 0.329833 \n", + "1 {'logreg__C': 1.0, 'logreg__class_weight': 'ba... 0.329788 \n", + "2 {'logreg__C': 0.1, 'logreg__class_weight': 'ba... 0.329677 \n", + "3 {'logreg__C': 0.01, 'logreg__class_weight': 'b... 0.329386 \n", + "4 {'logreg__C': 1.0, 'logreg__class_weight': None} 0.228347 \n", + "5 {'logreg__C': 10.0, 'logreg__class_weight': None} 0.228347 \n", + "6 {'logreg__C': 0.1, 'logreg__class_weight': None} 0.228090 \n", + "7 {'logreg__C': 0.01, 'logreg__class_weight': None} 0.224937 \n", + "\n", + " Desviación \n", + "0 0.005935 \n", + "1 0.005987 \n", + "2 0.006026 \n", + "3 0.006251 \n", + "4 0.008450 \n", + "5 0.008450 \n", + "6 0.008815 \n", + "7 0.008908 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "########################################################\n", + "## TOP 10 — RESULTADOS GRID SEARCH REGRESIÓN LOG. ##\n", + "########################################################\n", + "\n", + "resultados_log_cv = (\n", + " pd.DataFrame(grid_log.cv_results_)\n", + " .sort_values(\"mean_test_score\", ascending=False)\n", + " [[\"params\", \"mean_test_score\", \"std_test_score\"]]\n", + " .rename(columns={\n", + " \"mean_test_score\": \"F1 medio (CV)\",\n", + " \"std_test_score\": \"Desviación\"\n", + " })\n", + " .head(10)\n", + " .reset_index(drop=True)\n", + ")\n", + "resultados_log_cv" + ] + }, + { + "cell_type": "markdown", + "id": "39ec1184", + "metadata": {}, + "source": [ + "Los resultados del Grid Search para la Regresión Logística muestran que la mejor configuración corresponde a C = 10 y class_weight = \"balanced\", alcanzando un F1-score medio de 0.3298 en validación cruzada. El uso de class_weight=\"balanced\" resulta especialmente útil en este problema debido al desbalance de clases, ya que asigna mayor penalización a los errores en la clase minoritaria (default). Además, la baja desviación entre folds indica que el modelo presenta un desempeño estable y consistente bajo diferentes particiones de los datos." + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### 5.3 Comparación de modelos tras validación cruzada\n\nComparamos los **mejores modelos** de cada algoritmo según el F1 medio obtenido en la validación cruzada. El modelo con mayor F1 será el que usemos en la Sección 6 para la evaluación final." + "source": [ + "### 5.3 Comparación de modelos tras validación cruzada\n", + "\n", + "Comparamos los **mejores modelos** de cada algoritmo según el F1 medio obtenido en la validación cruzada. El modelo con mayor F1 será el que usemos en la Sección 6 para la evaluación final." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], - "source": "########################################################\n## COMPARACIÓN FINAL TRAS GRID SEARCH ##\n########################################################\n\nresumen_cv = pd.DataFrame([\n {\n \"Modelo\": \"k-NN (mejor configuración CV)\",\n \"Mejores params\": str(grid_knn.best_params_),\n \"F1 medio (CV)\": round(grid_knn.best_score_, 4)\n },\n {\n \"Modelo\": \"Regresión Logística (mejor configuración CV)\",\n \"Mejores params\": str(grid_log.best_params_),\n \"F1 medio (CV)\": round(grid_log.best_score_, 4)\n }\n])\n\nprint(\"Comparación de modelos — F1 medio en validación cruzada:\")\nresumen_cv" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Comparación de modelos — F1 medio en validación cruzada:\n" + ] + }, + { + "data": { + "text/html": [ + "
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ModeloMejores paramsF1 medio (CV)
0k-NN (mejor configuración CV){'knn__metric': 'euclidean', 'knn__n_neighbors...0.2708
1Regresión Logística (mejor configuración CV){'logreg__C': 10.0, 'logreg__class_weight': 'b...0.3298
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" + ], + "text/plain": [ + " Modelo \\\n", + "0 k-NN (mejor configuración CV) \n", + "1 Regresión Logística (mejor configuración CV) \n", + "\n", + " Mejores params F1 medio (CV) \n", + "0 {'knn__metric': 'euclidean', 'knn__n_neighbors... 0.2708 \n", + "1 {'logreg__C': 10.0, 'logreg__class_weight': 'b... 0.3298 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "########################################################\n", + "## COMPARACIÓN FINAL TRAS GRID SEARCH ##\n", + "########################################################\n", + "\n", + "resumen_cv = pd.DataFrame([\n", + " {\n", + " \"Modelo\": \"k-NN (mejor configuración CV)\",\n", + " \"Mejores params\": str(grid_knn.best_params_),\n", + " \"F1 medio (CV)\": round(grid_knn.best_score_, 4)\n", + " },\n", + " {\n", + " \"Modelo\": \"Regresión Logística (mejor configuración CV)\",\n", + " \"Mejores params\": str(grid_log.best_params_),\n", + " \"F1 medio (CV)\": round(grid_log.best_score_, 4)\n", + " }\n", + "])\n", + "\n", + "print(\"Comparación de modelos — F1 medio en validación cruzada:\")\n", + "resumen_cv" + ] + }, + { + "cell_type": "markdown", + "id": "0f7426fd", + "metadata": {}, + "source": [ + "Al comparar los modelos optimizados mediante validación cruzada, se observa que la Regresión Logística presenta un mejor desempeño que k-NN. En particular, la Regresión Logística alcanza un F1-score medio de 0.3298, mientras que k-NN obtiene 0.2708. Este resultado sugiere que, tras la optimización de hiperparámetros, la Regresión Logística logra un mejor equilibrio entre precisión y recall en la detección de clientes en incumplimiento, por lo que se perfila como el modelo más adecuado entre los evaluados en esta etapa." + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "\n## 6. Métricas de Evaluación y Decisión\n\nEn esta sección tomamos el **mejor modelo encontrado en la Sección 5** y lo evaluamos sobre el conjunto de validación `X_val` que fue reservado exclusivamente para esta etapa — el modelo nunca lo vio durante el entrenamiento.\n\nPara evaluar el desempeño usamos:\n\n- **Matriz de confusión:** muestra cuántos casos el modelo clasificó correctamente e incorrectamente para cada clase.\n- **Reporte de clasificación:** resume las métricas de Accuracy, Precisión, Recall y F1-Score para cada clase." + "source": [ + "\n", + "## 6. Métricas de Evaluación y Decisión\n", + "\n", + "En esta sección tomamos el **mejor modelo encontrado en la Sección 5** y lo evaluamos sobre el conjunto de validación `X_val` que fue reservado exclusivamente para esta etapa — el modelo nunca lo vio durante el entrenamiento.\n", + "\n", + "Para evaluar el desempeño usamos:\n", + "\n", + "- **Matriz de confusión:** muestra cuántos casos el modelo clasificó correctamente e incorrectamente para cada clase.\n", + "- **Reporte de clasificación:** resume las métricas de Accuracy, Precisión, Recall y F1-Score para cada clase." + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### 6.1 Evaluación del modelo final\n\nComparamos los dos mejores modelos obtenidos por Grid Search — k-NN y Regresión Logística — evaluándolos sobre el conjunto de validación.\n\nRecordemos el significado de cada métrica en el contexto de riesgo crediticio:\n\n- **Accuracy:** porcentaje total de predicciones correctas. Con datos desbalanceados puede ser engañosa — un modelo que nunca predice default tendría 93% de accuracy sin detectar ningún caso de riesgo.\n- **Precisión (clase 1):** de todos los que el modelo marcó como \"default\", ¿qué proporción realmente incumplió?\n- **Recall (clase 1):** de todos los que realmente incumplieron, ¿qué proporción detectó el modelo? Esta métrica es crítica en riesgo crediticio porque un Falso Negativo (no detectar a alguien que va a incumplir) es más costoso que un Falso Positivo.\n- **F1-Score (clase 1):** promedio armónico entre precisión y recall. Es la métrica principal para comparar modelos con clases desbalanceadas." + "source": [ + "### 6.1 Evaluación del modelo final\n", + "\n", + "Comparamos los dos mejores modelos obtenidos por Grid Search — k-NN y Regresión Logística — evaluándolos sobre el conjunto de validación.\n", + "\n", + "Recordemos el significado de cada métrica en el contexto de riesgo crediticio:\n", + "\n", + "- **Accuracy:** porcentaje total de predicciones correctas. Con datos desbalanceados puede ser engañosa — un modelo que nunca predice default tendría 93% de accuracy sin detectar ningún caso de riesgo.\n", + "- **Precisión (clase 1):** de todos los que el modelo marcó como \"default\", ¿qué proporción realmente incumplió?\n", + "- **Recall (clase 1):** de todos los que realmente incumplieron, ¿qué proporción detectó el modelo? Esta métrica es crítica en riesgo crediticio porque un Falso Negativo (no detectar a alguien que va a incumplir) es más costoso que un Falso Positivo.\n", + "- **F1-Score (clase 1):** promedio armónico entre precisión y recall. Es la métrica principal para comparar modelos con clases desbalanceadas." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], - "source": "########################################################\n## EVALUACIÓN — MEJOR MODELO k-NN ##\n########################################################\n\n# Recuperar el mejor modelo k-NN y evaluarlo en validación\nmejor_knn = grid_knn.best_estimator_\nmejor_knn.fit(X_train, y_train)\npred_val_knn = mejor_knn.predict(X_val)\n\nprint(\"===== Mejor k-NN (Grid Search) — Conjunto de Validación =====\")\nprint(classification_report(y_val, pred_val_knn))" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "===== Mejor k-NN (Grid Search) — Conjunto de Validación =====\n", + " precision recall f1-score support\n", + "\n", + " 0 0.94 0.98 0.96 27995\n", + " 1 0.43 0.19 0.26 2005\n", + "\n", + " accuracy 0.93 30000\n", + " macro avg 0.69 0.59 0.61 30000\n", + "weighted avg 0.91 0.93 0.92 30000\n", + "\n" + ] + } + ], + "source": [ + "########################################################\n", + "## EVALUACIÓN — MEJOR MODELO k-NN ##\n", + "########################################################\n", + "\n", + "# Recuperar el mejor modelo k-NN y evaluarlo en validación\n", + "mejor_knn = grid_knn.best_estimator_\n", + "mejor_knn.fit(X_train, y_train)\n", + "pred_val_knn = mejor_knn.predict(X_val)\n", + "\n", + "print(\"===== Mejor k-NN (Grid Search) — Conjunto de Validación =====\")\n", + "print(classification_report(y_val, pred_val_knn))" + ] + }, + { + "cell_type": "markdown", + "id": "3c9b9240", + "metadata": {}, + "source": [ + "El modelo k-NN presenta un F1-score de 0.26 para la clase 1, con precision de 0.43 y recall de 0.19. Esto indica que, aunque cuando predice default suele acertar con relativa frecuencia, el modelo detecta solo una pequeña proporción de los incumplimientos reales, lo que limita su utilidad en un contexto de riesgo crediticio." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], - "source": "########################################################\n## EVALUACIÓN — MEJOR MODELO REGRESIÓN LOGÍSTICA ##\n########################################################\n\n# Recuperar el mejor modelo de Regresión Logística y evaluarlo en validación\nmejor_log = grid_log.best_estimator_\nmejor_log.fit(X_train, y_train)\npred_val_log = mejor_log.predict(X_val)\n\nprint(\"===== Mejor Regresión Logística (Grid Search) — Conjunto de Validación =====\")\nprint(classification_report(y_val, pred_val_log))" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "===== Mejor Regresión Logística (Grid Search) — Conjunto de Validación =====\n", + " precision recall f1-score support\n", + "\n", + " 0 0.98 0.81 0.89 27995\n", + " 1 0.22 0.73 0.33 2005\n", + "\n", + " accuracy 0.80 30000\n", + " macro avg 0.60 0.77 0.61 30000\n", + "weighted avg 0.93 0.80 0.85 30000\n", + "\n" + ] + } + ], + "source": [ + "########################################################\n", + "## EVALUACIÓN — MEJOR MODELO REGRESIÓN LOGÍSTICA ##\n", + "########################################################\n", + "\n", + "# Recuperar el mejor modelo de Regresión Logística y evaluarlo en validación\n", + "mejor_log = grid_log.best_estimator_\n", + "mejor_log.fit(X_train, y_train)\n", + "pred_val_log = mejor_log.predict(X_val)\n", + "\n", + "print(\"===== Mejor Regresión Logística (Grid Search) — Conjunto de Validación =====\")\n", + "print(classification_report(y_val, pred_val_log))" + ] }, { "cell_type": "markdown", + "id": "a1534259", "metadata": {}, - "source": "### 6.2 Matrices de confusión\n\nLa matriz de confusión muestra en detalle los cuatro tipos de resultado posibles:\n\n- **Verdadero Negativo (TN):** predijo \"no default\" y era correcto.\n- **Falso Positivo (FP):** predijo \"default\" pero no lo era. *(El banco rechaza a un cliente que habría pagado)*\n- **Falso Negativo (FN):** predijo \"no default\" pero sí incumplió. *(El banco aprueba a alguien que no va a pagar — el error más costoso)*\n- **Verdadero Positivo (TP):** predijo \"default\" y era correcto." + "source": [ + "Por su parte, la Regresión Logística obtiene un F1-score de 0.33 para la clase 1, superando al modelo k-NN. En particular, destaca un recall de 0.73, lo que significa que el modelo logra identificar una mayor proporción de clientes que realmente incumplen. Aunque la precision es menor (0.22), este comportamiento es común en problemas desbalanceados donde el objetivo principal es no dejar pasar casos de alto riesgo.\n", + "\n", + "En conjunto, estos resultados sugieren que la Regresión Logística ofrece un mejor equilibrio entre precisión y recall, especialmente al priorizar la detección de incumplimientos, por lo que se perfila como el modelo más adecuado para este problema de riesgo crediticio." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6.2 Matrices de confusión\n", + "\n", + "La matriz de confusión muestra en detalle los cuatro tipos de resultado posibles:\n", + "\n", + "- **Verdadero Negativo (TN):** predijo \"no default\" y era correcto.\n", + "- **Falso Positivo (FP):** predijo \"default\" pero no lo era. *(El banco rechaza a un cliente que habría pagado)*\n", + "- **Falso Negativo (FN):** predijo \"no default\" pero sí incumplió. *(El banco aprueba a alguien que no va a pagar — el error más costoso)*\n", + "- **Verdadero Positivo (TP):** predijo \"default\" y era correcto." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], - "source": "########################################################\n## MATRICES DE CONFUSIÓN — AMBOS MODELOS ##\n########################################################\n\nfig, axes = plt.subplots(1, 2, figsize=(13, 5))\n\nmodelos_eval = [\n (pred_val_knn, \"Mejor k-NN (Grid Search)\"),\n (pred_val_log, \"Mejor Regresión Logística (Grid Search)\")\n]\n\nfor ax, (pred, titulo) in zip(axes, modelos_eval):\n mc = confusion_matrix(y_val, pred)\n sns.heatmap(\n mc,\n annot=True,\n fmt=\"d\",\n cmap=\"Blues\",\n ax=ax,\n annot_kws={\"size\": 14},\n xticklabels=[\"No default (0)\", \"Default (1)\"],\n yticklabels=[\"No default (0)\", \"Default (1)\"]\n )\n ax.set_title(titulo, fontsize=11, fontweight=\"bold\")\n ax.set_xlabel(\"Predicción\", fontsize=10)\n ax.set_ylabel(\"Valor real\", fontsize=10)\n\nplt.suptitle(\"Matrices de Confusión — Conjunto de Validación\",\n fontsize=13, fontweight=\"bold\")\nplt.tight_layout()\nplt.show()" + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "########################################################\n", + "## MATRICES DE CONFUSIÓN — AMBOS MODELOS ##\n", + "########################################################\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n", + "\n", + "modelos_eval = [\n", + " (pred_val_knn, \"Mejor k-NN (Grid Search)\"),\n", + " (pred_val_log, \"Mejor Regresión Logística (Grid Search)\")\n", + "]\n", + "\n", + "for ax, (pred, titulo) in zip(axes, modelos_eval):\n", + " mc = confusion_matrix(y_val, pred)\n", + " sns.heatmap(\n", + " mc,\n", + " annot=True,\n", + " fmt=\"d\",\n", + " cmap=\"Blues\",\n", + " ax=ax,\n", + " annot_kws={\"size\": 14},\n", + " xticklabels=[\"No default (0)\", \"Default (1)\"],\n", + " yticklabels=[\"No default (0)\", \"Default (1)\"]\n", + " )\n", + " ax.set_title(titulo, fontsize=11, fontweight=\"bold\")\n", + " ax.set_xlabel(\"Predicción\", fontsize=10)\n", + " ax.set_ylabel(\"Valor real\", fontsize=10)\n", + "\n", + "plt.suptitle(\"Matrices de Confusión — Conjunto de Validación\",\n", + " fontsize=13, fontweight=\"bold\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "72c741c4", + "metadata": {}, + "source": [ + "Las matrices de confusión permiten comparar cómo se comportan los modelos al clasificar correctamente los casos de default y no default. En el caso de k-NN, el modelo clasifica correctamente 27 494 casos de no incumplimiento, pero solo identifica 378 de los 2 005 casos reales de default, lo que refleja una baja capacidad para detectar la clase minoritaria. Por otro lado, la Regresión Logística identifica 1 467 casos de default, una mejora sustancial frente a k-NN, aunque a costa de un mayor número de falsos positivos (clientes clasificados como default cuando no lo son). En problemas de riesgo crediticio, este comportamiento suele ser preferible, ya que es más costoso no detectar un cliente riesgoso (falso negativo) que generar una alerta adicional, lo que refuerza la elección de la Regresión Logística como modelo final." + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### 6.3 Decisión del modelo final\n\nCon base en las métricas de validación cruzada (Sección 5) y la evaluación sobre el conjunto de validación (Sección 6), seleccionamos el modelo con mejor F1-Score en la clase 1 como **modelo final**.\n\nEn el contexto de riesgo crediticio priorizamos el **Recall de la clase 1**: es preferible ser más cauteloso y señalar algunos falsos positivos que dejar pasar clientes que van a incumplir (falsos negativos)." + "source": [ + "### 6.3 Decisión del modelo final\n", + "\n", + "Con base en las métricas de validación cruzada (Sección 5) y la evaluación sobre el conjunto de validación (Sección 6), seleccionamos el modelo con mejor F1-Score en la clase 1 como **modelo final**.\n", + "\n", + "En el contexto de riesgo crediticio priorizamos el **Recall de la clase 1**: es preferible ser más cauteloso y señalar algunos falsos positivos que dejar pasar clientes que van a incumplir (falsos negativos)." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], - "source": "########################################################\n## TABLA COMPARATIVA FINAL ##\n########################################################\n\nfrom sklearn.metrics import f1_score, recall_score, precision_score, accuracy_score\n\ncomparacion_final = pd.DataFrame([\n {\n \"Modelo\": \"k-NN (mejor Grid Search)\",\n \"Accuracy\": round(accuracy_score(y_val, pred_val_knn), 4),\n \"Precisión (default)\": round(precision_score(y_val, pred_val_knn), 4),\n \"Recall (default)\": round(recall_score(y_val, pred_val_knn), 4),\n \"F1 (default)\": round(f1_score(y_val, pred_val_knn), 4)\n },\n {\n \"Modelo\": \"Regresión Logística (mejor Grid Search)\",\n \"Accuracy\": round(accuracy_score(y_val, pred_val_log), 4),\n \"Precisión (default)\": round(precision_score(y_val, pred_val_log), 4),\n \"Recall (default)\": round(recall_score(y_val, pred_val_log), 4),\n \"F1 (default)\": round(f1_score(y_val, pred_val_log), 4)\n }\n])\n\nprint(\"Comparación final de modelos — Conjunto de Validación:\")\ncomparacion_final" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Comparación final de modelos — Conjunto de Validación:\n" + ] + }, + { + "data": { + "text/html": [ + "
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ModeloAccuracyPrecisión (default)Recall (default)F1 (default)
0k-NN (mejor Grid Search)0.92910.43000.18850.2621
1Regresión Logística (mejor Grid Search)0.80410.21550.73170.3330
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" + ], + "text/plain": [ + " Modelo Accuracy Precisión (default) \\\n", + "0 k-NN (mejor Grid Search) 0.9291 0.4300 \n", + "1 Regresión Logística (mejor Grid Search) 0.8041 0.2155 \n", + "\n", + " Recall (default) F1 (default) \n", + "0 0.1885 0.2621 \n", + "1 0.7317 0.3330 " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "########################################################\n", + "## TABLA COMPARATIVA FINAL ##\n", + "########################################################\n", + "\n", + "from sklearn.metrics import f1_score, recall_score, precision_score, accuracy_score\n", + "\n", + "comparacion_final = pd.DataFrame([\n", + " {\n", + " \"Modelo\": \"k-NN (mejor Grid Search)\",\n", + " \"Accuracy\": round(accuracy_score(y_val, pred_val_knn), 4),\n", + " \"Precisión (default)\": round(precision_score(y_val, pred_val_knn), 4),\n", + " \"Recall (default)\": round(recall_score(y_val, pred_val_knn), 4),\n", + " \"F1 (default)\": round(f1_score(y_val, pred_val_knn), 4)\n", + " },\n", + " {\n", + " \"Modelo\": \"Regresión Logística (mejor Grid Search)\",\n", + " \"Accuracy\": round(accuracy_score(y_val, pred_val_log), 4),\n", + " \"Precisión (default)\": round(precision_score(y_val, pred_val_log), 4),\n", + " \"Recall (default)\": round(recall_score(y_val, pred_val_log), 4),\n", + " \"F1 (default)\": round(f1_score(y_val, pred_val_log), 4)\n", + " }\n", + "])\n", + "\n", + "print(\"Comparación final de modelos — Conjunto de Validación:\")\n", + "comparacion_final" + ] }, { "cell_type": "markdown", + "id": "eab68d31", "metadata": {}, - "source": "\n## 7. Predicción en el conjunto de test\n\nUna vez seleccionado el modelo final, lo entrenamos con **todo el conjunto de entrenamiento** (no solo el 80%) para aprovechar al máximo los datos disponibles antes de generar las predicciones sobre el conjunto de test.\n\nEl resultado es un archivo `submission.csv` con el formato requerido: una columna `Id` y una columna `Probability` con la probabilidad estimada de incumplimiento para cada persona del conjunto de test." + "source": [ + "La comparación final de los modelos muestra que k-NN alcanza una mayor accuracy (0.9291) y precisión (0.43) para la clase default, pero presenta un recall muy bajo (0.1885), lo que indica que detecta solo una pequeña proporción de los clientes que realmente incumplen. En contraste, la Regresión Logística logra un recall significativamente mayor (0.7317), identificando la mayoría de los casos de incumplimiento, aunque con una precisión menor (0.2155) y una accuracy más baja (0.8041). Como consecuencia, la Regresión Logística obtiene también el mayor F1-score (0.3330) para la clase default.\n", + "\n", + "**En el contexto de riesgo crediticio, donde es más costoso no detectar un cliente que va a incumplir que generar algunos falsos positivos, resulta preferible un modelo con mayor recall en la clase de default. Por esta razón, se selecciona la Regresión Logística como modelo final.**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 7. Predicción en el conjunto de test\n", + "\n", + "Antes de generar las predicciones finales, se realiza una inspección del conjunto de test (X_test) para verificar que las variables tengan la misma estructura que el conjunto utilizado para entrenar el modelo. En esta etapa se confirma que la base ya incorpora todas las transformaciones aplicadas en el preprocesamiento, incluyendo la imputación de valores faltantes, el tratamiento de outliers y la creación de nuevas variables derivadas como flag_ingreso_nulo y flag_atrasos_98. De esta manera, el conjunto de test mantiene exactamente las mismas variables y transformaciones que el conjunto de entrenamiento, garantizando que el modelo pueda aplicar correctamente las predicciones sobre datos preparados bajo el mismo esquema de procesamiento." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, + "id": "d98af9be", "metadata": {}, - "outputs": [], - "source": "########################################################\n## ENTRENAMIENTO FINAL CON TODOS LOS DATOS ##\n########################################################\n\n# Seleccionar el mejor modelo según los resultados de la Sección 6\n# (reemplazar grid_log por grid_knn si k-NN obtuvo mejor F1)\nmodelo_final = grid_log.best_estimator_\n\n# Entrenar con todo X (no solo X_train) para maximizar la información\nmodelo_final.fit(X, y)\n\n# Generar probabilidades de default para el conjunto de test\nproba_test = modelo_final.predict_proba(X_test)[:, 1]\n\nprint(f\"Predicciones generadas: {len(proba_test)}\")\nprint(f\"Probabilidad mínima: {proba_test.min():.4f}\")\nprint(f\"Probabilidad máxima: {proba_test.max():.4f}\")\nprint(f\"Probabilidad media: {proba_test.mean():.4f}\")" + "outputs": [ + { + "data": { + "text/html": [ + "
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RevolvingUtilizationOfUnsecuredLinesageNumberOfTime30-59DaysPastDueNotWorseNumberOfTimes90DaysLateDebtRatioMonthlyIncomeNumberOfOpenCreditLinesAndLoansNumberRealEstateLoansOrLinesNumberOfDependentsflag_ingreso_nuloflag_atrasos_98
count101503.000000101503.000000101503.000000101503.000000101503.000000101503.000000101503.000000101503.000000101503.00000101503.000000101503.000000
mean0.33056552.4045990.2745240.117386314.0108706139.8795218.4535141.0130740.749150.1980530.002098
std0.40788514.7772350.9155460.758526903.9645233819.0791485.1441001.1102531.128600.3985340.045761
min0.00000021.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000.0000000.000000
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50%0.15258652.0000000.0000000.0000000.3642605400.0000008.0000001.0000000.000000.0000000.000000
75%0.56422563.0000000.0000000.0000000.8516197374.00000011.0000002.0000001.000000.0000000.000000
max5.00000095.00000013.00000013.0000004979.04000023000.00000085.00000037.00000043.000001.0000001.000000
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" + ], + "text/plain": [ + " RevolvingUtilizationOfUnsecuredLines age \\\n", + "count 101503.000000 101503.000000 \n", + "mean 0.330565 52.404599 \n", + "std 0.407885 14.777235 \n", + "min 0.000000 21.000000 \n", + "25% 0.030131 41.000000 \n", + "50% 0.152586 52.000000 \n", + "75% 0.564225 63.000000 \n", + "max 5.000000 95.000000 \n", + "\n", + " NumberOfTime30-59DaysPastDueNotWorse NumberOfTimes90DaysLate \\\n", + "count 101503.000000 101503.000000 \n", + "mean 0.274524 0.117386 \n", + "std 0.915546 0.758526 \n", + "min 0.000000 0.000000 \n", + "25% 0.000000 0.000000 \n", + "50% 0.000000 0.000000 \n", + "75% 0.000000 0.000000 \n", + "max 13.000000 13.000000 \n", + "\n", + " DebtRatio MonthlyIncome NumberOfOpenCreditLinesAndLoans \\\n", + "count 101503.000000 101503.000000 101503.000000 \n", + "mean 314.010870 6139.879521 8.453514 \n", + "std 903.964523 3819.079148 5.144100 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 0.173423 3900.000000 5.000000 \n", + "50% 0.364260 5400.000000 8.000000 \n", + "75% 0.851619 7374.000000 11.000000 \n", + "max 4979.040000 23000.000000 85.000000 \n", + "\n", + " NumberRealEstateLoansOrLines NumberOfDependents flag_ingreso_nulo \\\n", + "count 101503.000000 101503.00000 101503.000000 \n", + "mean 1.013074 0.74915 0.198053 \n", + "std 1.110253 1.12860 0.398534 \n", + "min 0.000000 0.00000 0.000000 \n", + "25% 0.000000 0.00000 0.000000 \n", + "50% 1.000000 0.00000 0.000000 \n", + "75% 2.000000 1.00000 0.000000 \n", + "max 37.000000 43.00000 1.000000 \n", + "\n", + " flag_atrasos_98 \n", + "count 101503.000000 \n", + "mean 0.002098 \n", + "std 0.045761 \n", + "min 0.000000 \n", + "25% 0.000000 \n", + "50% 0.000000 \n", + "75% 0.000000 \n", + "max 1.000000 " + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_test.describe()" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], - "source": "########################################################\n## CONSTRUCCIÓN DEL ARCHIVO SUBMISSION ##\n########################################################\n\nsubmission = pd.DataFrame({\n \"Id\": range(1, len(proba_test) + 1),\n \"Probability\": proba_test\n})\n\nprint(\"Primeras filas del archivo de submission:\")\nsubmission.head(10)" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicciones generadas: 101503\n", + "Probabilidad mínima: 0.0364\n", + "Probabilidad máxima: 1.0000\n", + "Probabilidad media: 0.3480\n" + ] + } + ], + "source": [ + "########################################################\n", + "## ENTRENAMIENTO FINAL CON TODOS LOS DATOS ##\n", + "########################################################\n", + "\n", + "# Seleccionar el mejor modelo según los resultados de la Sección 6\n", + "# (reemplazar grid_log por grid_knn si k-NN obtuvo mejor F1)\n", + "modelo_final = grid_log.best_estimator_\n", + "\n", + "# Entrenar con todo X (no solo X_train) para maximizar la información\n", + "modelo_final.fit(X, y)\n", + "\n", + "# Generar probabilidades de default para el conjunto de test\n", + "proba_test = modelo_final.predict_proba(X_test)[:, 1]\n", + "\n", + "print(f\"Predicciones generadas: {len(proba_test)}\")\n", + "print(f\"Probabilidad mínima: {proba_test.min():.4f}\")\n", + "print(f\"Probabilidad máxima: {proba_test.max():.4f}\")\n", + "print(f\"Probabilidad media: {proba_test.mean():.4f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "514aba95", + "metadata": {}, + "source": [ + "El modelo generó probabilidades de incumplimiento para 101 503 observaciones, lo cual coincide con el tamaño del conjunto de test. Esto confirma que se produjo una predicción para cada registro disponible.\n", + "\n", + "- **Probabilidad mínima: ** La probabilidad mínima estimada es 0.0364, lo que indica que incluso los clientes considerados de menor riesgo mantienen una probabilidad positiva de incumplimiento. Esto es esperable en modelos de riesgo crediticio, donde raramente se asignan probabilidades cercanas a cero absoluto.\n", + "\n", + "- **Probabilidad máxima:** La probabilidad máxima es 1.0000, lo que significa que el modelo identifica al menos un caso con un perfil extremadamente riesgoso.\n", + "\n", + "- **Probabilidad media.:** La probabilidad media estimada es 0.3480, lo que sugiere que, en promedio, el modelo asigna una probabilidad de incumplimiento cercana al 35 % en el conjunto de test. Este valor es mayor al porcentaje real de default observado en el entrenamiento, lo cual es coherente con el uso de class_weight=\"balanced\", que aumenta la sensibilidad del modelo hacia la clase minoritaria." + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, - "outputs": [], - "source": "########################################################\n## DESCARGA DEL ARCHIVO DESDE GOOGLE COLAB ##\n########################################################\n\n# Guardar el archivo en el entorno de Colab\nsubmission.to_csv(\"submission.csv\", index=False)\n\n# Descargar directamente al computador\nfrom google.colab import files\nfiles.download(\"submission.csv\")\n\nprint(\"Archivo submission.csv generado y descargado.\")" + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Distribución de predicciones en test:\n", + "No default (0): 77986\n", + "Default (1): 23517\n" + ] + } + ], + "source": [ + "# Convertir probabilidades a clases usando umbral 0.5\n", + "pred_test = (proba_test >= 0.5).astype(int)\n", + "conteo = pd.Series(pred_test).value_counts().sort_index()\n", + "\n", + "print(\"Distribución de predicciones en test:\")\n", + "print(f\"No default (0): {conteo.get(0,0)}\")\n", + "print(f\"Default (1): {conteo.get(1,0)}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Porcentaje:\n", + "0 0.768312\n", + "1 0.231688\n", + "Name: proportion, dtype: float64\n" + ] + } + ], + "source": [ + "print(\"\\nPorcentaje:\")\n", + "print(pd.Series(pred_test).value_counts(normalize=True).sort_index())" + ] + }, + { + "cell_type": "markdown", + "id": "899104a3", + "metadata": {}, + "source": [ + "Al convertir las probabilidades a clases utilizando un umbral de 0.5, el modelo clasifica 77 986 observaciones como no default (0) y 23 517 como default (1). En términos porcentuales, el modelo predice 76.8 % de clientes como no default y 23.2 % como default. Esta distribución refleja un modelo relativamente conservador, que prioriza identificar posibles incumplimientos incluso a costa de generar algunos falsos positivos, lo cual es una estrategia común en problemas de evaluación de riesgo crediticio." + ] + }, + { + "cell_type": "markdown", + "id": "1646902b", + "metadata": {}, + "source": [ + "\n", + "## 8. Conclusiones\n", + "\n" + ] } ], "metadata": { @@ -371,4 +2666,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} From 345ac5c9f260943dff2b7f4140b4765fa160f01e Mon Sep 17 00:00:00 2001 From: Yury Vanessa Ochoa Montes <112267599+YURYVOM@users.noreply.github.com> Date: Sun, 15 Mar 2026 10:39:25 -0500 Subject: [PATCH 12/12] Arregla tabla de contenido y completa conclusiones del notebook --- final/proyecto_ML_FINAL.ipynb | 22 ++++++++++++++++++---- 1 file changed, 18 insertions(+), 4 deletions(-) diff --git a/final/proyecto_ML_FINAL.ipynb b/final/proyecto_ML_FINAL.ipynb index 5350734..f97caa9 100644 --- a/final/proyecto_ML_FINAL.ipynb +++ b/final/proyecto_ML_FINAL.ipynb @@ -36,7 +36,8 @@ "- [4. Implementación de Modelos](#4-modelos)\n", "- [5. Optimización de Hiperparámetros y Validación](#5-optimización)\n", "- [6. Métricas de Evaluación y Decisión](#6-métricas)\n", - "- [7. Predicción en el conjunto de test](#7-test)\n" + "- [7. Predicción en el conjunto de test](#7-test)\n", + "- [8. Conclusiones](#8-conclusiones)\n" ] }, { @@ -2639,9 +2640,22 @@ "id": "1646902b", "metadata": {}, "source": [ - "\n", + "\n", "## 8. Conclusiones\n", - "\n" + "\n", + "A lo largo del proyecto se desarrolló un flujo completo de analítica y modelado para estimar el riesgo de incumplimiento crediticio. Las decisiones clave y su justificación fueron las siguientes:\n", + "\n", + "1. **Definición del problema y métrica principal:** se priorizó el **F1-score de la clase 1 (default)** para evaluar modelos, ya que el problema está desbalanceado y esta métrica equilibra precisión y recall.\n", + "2. **Tratamiento de datos faltantes con criterio de negocio:**\n", + " - En `MonthlyIncome` se conservó la señal de ausencia mediante `flag_ingreso_nulo` y luego se imputó con mediana por grupos, evitando perder información potencialmente predictiva.\n", + " - En `NumberOfDependents` se imputó con la mediana por su bajo porcentaje de nulos y estabilidad estadística.\n", + "3. **Manejo de outliers orientado al contexto financiero:** en lugar de eliminar masivamente observaciones, se aplicaron límites razonables y reglas de corrección para conservar casos reales extremos que sí pueden representar riesgo.\n", + "4. **Selección de variables para reducir redundancia:** se retiró `NumberOfTime60-89DaysPastDueNotWorse` por alta colinealidad con otras variables de mora, manteniendo las de mayor aporte para evitar inestabilidad en modelos lineales.\n", + "5. **Comparación de modelos base y optimizados:** se probaron k-NN y Regresión Logística con y sin escalado, y luego se optimizaron hiperparámetros con validación cruzada para una comparación robusta.\n", + "6. **Decisión final del modelo:** se eligió **Regresión Logística** porque logró el mejor F1 en la clase de interés y un recall sustancialmente superior para detectar incumplimientos, criterio más alineado con la gestión de riesgo.\n", + "7. **Generación de predicciones finales:** el pipeline se aplicó de forma consistente sobre el conjunto de test, garantizando el mismo preprocesamiento usado en entrenamiento y permitiendo obtener probabilidades de default para todos los registros.\n", + "\n", + "En síntesis, el trabajo no solo buscó maximizar una métrica, sino construir una solución **coherente con el problema de negocio**: identificar la mayor cantidad posible de clientes con riesgo de incumplimiento para apoyar decisiones de crédito más seguras y mejor fundamentadas.\n" ] } ], @@ -2666,4 +2680,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file